From df16a13c672ac360112b5b9e80fb46b72d266bf7 Mon Sep 17 00:00:00 2001
From: Yvan Tortorella <ytortorella@lagrev3.ee.ethz.ch>
Date: Fri, 23 Jun 2023 21:55:32 +0200
Subject: [PATCH 01/56] Working matmul with cluster_it != 0

---
 parallel_bare_tests/parMatrixMul/parMatrixMul.c | 13 +++++--------
 parallel_bare_tests/parMatrixMul/test.ini~      |  6 ------
 2 files changed, 5 insertions(+), 14 deletions(-)
 delete mode 100644 parallel_bare_tests/parMatrixMul/test.ini~

diff --git a/parallel_bare_tests/parMatrixMul/parMatrixMul.c b/parallel_bare_tests/parMatrixMul/parMatrixMul.c
index 78a3239..8dce6bb 100644
--- a/parallel_bare_tests/parMatrixMul/parMatrixMul.c
+++ b/parallel_bare_tests/parMatrixMul/parMatrixMul.c
@@ -29,9 +29,9 @@
 #define CHKSM 88408
 #endif
 
-__attribute__ ((section(".heapsram"))) int A[SIZE][SIZE];
-__attribute__ ((section(".heapsram"))) int B[SIZE][SIZE];
-__attribute__ ((section(".heapsram"))) int C[SIZE][SIZE];
+__attribute__ ((section("__heap_sram"))) int A[SIZE][SIZE];
+__attribute__ ((section("__heap_sram"))) int B[SIZE][SIZE];
+__attribute__ ((section("__heap_sram"))) int C[SIZE][SIZE];
 
 
 void initialize_mat();
@@ -57,9 +57,6 @@ testcase_t testcases[] = {
 
 int main() {
 
-  if (rt_cluster_id() != 0)
-    return bench_cluster_forward(0);
-
   int nbErrors = run_suite(testcases);
 
   synch_barrier();
@@ -85,9 +82,9 @@ void matrix_multiplication(testresult_t *result, void (*start)(), void (*stop)()
   lb = coreid * chunk;
   //upper bound
   ub = lb + chunk;  
-  
+
   synch_barrier();
-  
+
   /********************* Benchmark Execution *********************/
   if (coreid<numcores) {
     start();
diff --git a/parallel_bare_tests/parMatrixMul/test.ini~ b/parallel_bare_tests/parMatrixMul/test.ini~
deleted file mode 100644
index f0cdaac..0000000
--- a/parallel_bare_tests/parMatrixMul/test.ini~
+++ /dev/null
@@ -1,6 +0,0 @@
-[test:parMatrixMul]
-configs=bitcode=0_omp=0_ovx=0
-command.all=make -f Makefile.sdk systemConfig=%(config)s clean all run
-timeout=5
-probe[totalCycles].metric=cycles
-probe[totalCycles].regexp=execution time: (\d+)

From 7825955c22f20d195791b3a619a69dd39303950f Mon Sep 17 00:00:00 2001
From: Yvan Tortorella <ytortorella@lagrev3.ee.ethz.ch>
Date: Mon, 26 Jun 2023 16:20:03 +0200
Subject: [PATCH 02/56] Fixed header file generator and source code.

---
 .../parMatrixMul32/gen_stimuli.py             |   10 +-
 .../parMatrixMul32/matrixMul.c                |    2 +-
 .../parMatrixMul32/parMatrixMul32_stimuli.h   | 4745 ++++++-----------
 3 files changed, 1697 insertions(+), 3060 deletions(-)

diff --git a/parallel_bare_tests/parMatrixMul32/gen_stimuli.py b/parallel_bare_tests/parMatrixMul32/gen_stimuli.py
index d9d9697..3ce5002 100755
--- a/parallel_bare_tests/parMatrixMul32/gen_stimuli.py
+++ b/parallel_bare_tests/parMatrixMul32/gen_stimuli.py
@@ -15,7 +15,7 @@ def write_arr(f, name, arr):
 f = open('parMatrixMul32_stimuli.h', 'w')
 
 
-SIZE = 32 
+SIZE = 24
 RANGE = 2**15/SIZE
 
 m_a   = []
@@ -47,8 +47,8 @@ def write_arr(f, name, arr):
 f.write('#define SIZE %d\n' % SIZE)
 
 
-f.write('__attribute__ ((section(".heapsram"))) int g_mA[SIZE][SIZE];\n')
-f.write('__attribute__ ((section(".heapsram"))) int g_mB[SIZE][SIZE];\n')
-f.write('__attribute__ ((section(".heapsram"))) int g_mC[SIZE][SIZE];\n')
-f.write('__attribute__ ((section(".heapsram"))) int g_mB_tmp[SIZE][SIZE];\n')
+f.write('__attribute__ ((section("__heap_sram"))) int g_mA[SIZE][SIZE];\n')
+f.write('__attribute__ ((section("__heap_sram"))) int g_mB[SIZE][SIZE];\n')
+f.write('__attribute__ ((section("__heap_sram"))) int g_mC[SIZE][SIZE];\n')
+f.write('__attribute__ ((section("__heap_sram"))) int g_mB_tmp[SIZE][SIZE];\n')
 
diff --git a/parallel_bare_tests/parMatrixMul32/matrixMul.c b/parallel_bare_tests/parMatrixMul32/matrixMul.c
index 990d411..3fd64b9 100644
--- a/parallel_bare_tests/parMatrixMul32/matrixMul.c
+++ b/parallel_bare_tests/parMatrixMul32/matrixMul.c
@@ -35,7 +35,7 @@ unsigned int num_cores;
 
 int main()
 {
-  if (rt_cluster_id() != 0)
+  if (rt_cluster_id() != 1)
     return bench_cluster_forward(0);
 
   num_cores = get_core_num();
diff --git a/parallel_bare_tests/parMatrixMul32/parMatrixMul32_stimuli.h b/parallel_bare_tests/parMatrixMul32/parMatrixMul32_stimuli.h
index dc0adbd..9ebc42a 100644
--- a/parallel_bare_tests/parMatrixMul32/parMatrixMul32_stimuli.h
+++ b/parallel_bare_tests/parMatrixMul32/parMatrixMul32_stimuli.h
@@ -1,3105 +1,1742 @@
-/*
- * Copyright (C) 2018 ETH Zurich and University of Bologna
- *
- * Licensed under the Apache License, Version 2.0 (the "License");
- * you may not use this file except in compliance with the License.
- * You may obtain a copy of the License at
- *
- *     http://www.apache.org/licenses/LICENSE-2.0
- *
- * Unless required by applicable law or agreed to in writing, software
- * distributed under the License is distributed on an "AS IS" BASIS,
- * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
- * See the License for the specific language governing permissions and
- * limitations under the License.
- */
-
-/* 
- * Mantainer: Luca Valente, luca.valente2@unibo.it
- */
 const int m_a[] = {
-830,
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--926,
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-818,
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--174,
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-7,
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-283,
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 604,
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 934,
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 877,
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 -97,
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--135,
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 -806,
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--28,
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--42,
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--48,
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--163,
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-833,
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--653,
--454,
--731,
--784,
--511,
--1005,
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-900,
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-544,
--592,
-717,
-722,
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--76,
--572,
-726,
-306,
-990,
-931,
-320,
--513,
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--578,
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+-1313,
+-274,
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+-446,
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+-1307,
+-235,
+43,
+-254,
+-109,
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+-854,
+-218,
 149,
-115,
--961,
-584,
-796,
-577,
--850,
-973,
--661,
--935,
--249,
-134,
--942,
--19,
-269,
-972,
--810,
--678,
-976,
-991,
-488,
--300,
--295,
-573,
-403,
-590,
--518,
-341,
-135,
-710,
--381,
-807,
-668,
--300,
-828,
--205,
--710,
-498,
--786,
--657,
-152,
-413,
-97,
-261,
-784,
-289,
--936,
--858,
-119,
--72,
-702,
--2,
--437,
-147,
--968,
--932,
--463,
--880,
-938,
--574,
--177,
+580,
+1158,
+-14,
+181,
+-1120,
+-947,
+-542,
+1142,
+631,
+-893,
+-614,
+-257,
+-365,
+-951,
+1,
+-762,
+268,
+382,
+-131,
+808,
+-234,
+839,
+346,
+-733,
+1251,
+496,
+-566,
+-751,
+581,
+-1292,
+1068,
 -932,
-521,
-333,
-713,
 -855,
--549,
-585,
--672,
-29,
-739,
-115,
--875,
--140,
--812,
--30,
--898,
--528,
--1012,
--534,
-585,
--419,
-273,
--551,
--452,
-642,
-836,
-881,
-235,
--450,
--1009,
--480,
--508,
-844,
-755,
--851,
--28,
--363,
--727,
-590,
--111,
--764,
--364,
--167,
--409,
-291,
--253,
--718,
--943,
--47,
-755,
-316,
--1012,
--456,
-212,
-19,
-358,
--732,
-665,
-659,
-445,
-706,
--723,
--471,
-266,
-740,
--207,
--164,
-446,
-418,
-482,
-986,
--382,
-126,
--920,
-260,
--488,
-929,
-515,
-969,
--725,
--57,
--106,
--146,
--454,
-58,
-706,
--297,
--233,
-262,
--749,
--498,
+1336,
+-280,
+523,
+1294,
+-1251,
+1284,
+-1276,
+87,
+1264,
+-274,
+-922,
+-289,
+-458,
+-117,
+196,
+-79,
+-707,
+1233,
+-385,
+-620,
+-617,
+703,
+-995,
+-374,
 660,
--657,
--279,
-136,
-401,
--330,
-569,
--159,
-774,
-816,
-484,
--333,
-642,
--460,
-};
-
-const int m_b[] = {
-739,
--691,
--674,
--272,
-816,
--147,
-760,
--56,
-581,
--550,
-763,
-539,
-251,
--2,
--701,
-579,
--53,
--241,
-699,
-831,
-752,
-505,
-715,
--131,
-24,
--268,
-778,
-921,
-368,
--430,
--711,
--781,
-678,
--746,
--755,
-222,
-477,
--568,
-140,
-201,
--696,
--992,
+145,
+821,
+1289,
+582,
 -201,
-964,
--784,
--532,
--863,
-1014,
--642,
-6,
-589,
-924,
-662,
-238,
-485,
-859,
-808,
-841,
--192,
-91,
-42,
-45,
-355,
-293,
--182,
-34,
--883,
-915,
--414,
-736,
-613,
-418,
--202,
-437,
--229,
--564,
--250,
--125,
--233,
--397,
-331,
 447,
--41,
-975,
-853,
-573,
--475,
--79,
--932,
-37,
--367,
--244,
-300,
-5,
--188,
-595,
-934,
-122,
--76,
--446,
-703,
--68,
-214,
-963,
--160,
-529,
-98,
-616,
-161,
-476,
--808,
-262,
-49,
-646,
--647,
--835,
--706,
-697,
--26,
--858,
-496,
-452,
-875,
-479,
-73,
--387,
-512,
-85,
-58,
-420,
--167,
-708,
--847,
-408,
--254,
-62,
-700,
--576,
--850,
-18,
-186,
--940,
-519,
-906,
-559,
-480,
--1022,
--393,
--726,
--219,
-204,
--231,
-899,
--998,
-350,
--795,
-180,
--36,
-261,
-315,
--565,
--707,
-864,
--279,
-859,
--993,
-37,
--841,
-287,
--613,
-693,
-626,
-887,
--781,
--779,
-415,
-610,
+116,
 759,
--655,
--999,
-521,
-569,
-726,
-761,
-330,
--513,
-797,
-975,
--883,
--718,
--748,
--237,
--892,
-942,
-715,
-63,
--272,
--368,
-738,
-177,
-267,
--703,
-991,
-1002,
--916,
-143,
-879,
--233,
--478,
-66,
-39,
--516,
-803,
--341,
-997,
-770,
--810,
--577,
+-615,
+834,
+268,
+-1114,
+-1016,
+-227,
+-589,
+-910,
 -244,
-1005,
-190,
-593,
-530,
--243,
--41,
--801,
-16,
-45,
--834,
--722,
--265,
--64,
-1011,
--397,
--88,
--228,
-179,
-22,
--295,
--296,
-549,
-373,
--502,
-1022,
-29,
-824,
--523,
-969,
--973,
--402,
--955,
--119,
--294,
-489,
--905,
+-660,
+764,
+219,
+1165,
+506,
+-673,
+799,
+-1355,
+-872,
+491,
+689,
+176,
+-285,
+1151,
+1080,
+-319,
+286,
+833,
+217,
+-621,
+478,
+539,
+-109,
+-1273,
+-564,
+-240,
+504,
+518,
+256,
+-124,
+74,
+949,
+-912,
+-1341,
+965,
+-774,
+634,
+1009,
+1304,
+200,
+-1041,
+-1262,
+-865,
+-1065,
+-635,
+-357,
+-928,
 806,
--864,
--41,
--735,
--15,
--338,
-990,
--294,
-403,
-485,
-248,
+1148,
+-411,
+56,
+686,
+-644,
+1241,
+-430,
+297,
+127,
+457,
+-1313,
+741,
+861,
+220,
+-540,
+772,
+265,
+1066,
+679,
+177,
+-734,
+29,
+-149,
+181,
+-1042,
+-1139,
+271,
+-326,
+-29,
+1298,
+643,
+-890,
+-136,
+-1015,
+-565,
+-964,
+894,
+-312,
+698,
+159,
+-222,
+-1322,
+578,
+945,
+1124,
+1278,
+54,
+-389,
+1101,
+362,
+-543,
+380,
+959,
+-399,
+-1105,
+1308,
+338,
+-198,
+-1111,
+-278,
+-752,
+668,
+1156,
+-1226,
+579,
+184,
+-1084,
+-917,
+-498,
+-466,
+316,
+-788,
+-718,
 468,
-389,
--735,
-999,
--848,
--263,
-715,
-550,
--750,
--207,
--407,
--77,
--833,
--939,
-117,
-624,
--891,
-13,
-785,
-547,
--898,
-622,
-141,
-95,
--133,
--341,
-880,
-829,
-172,
-28,
-702,
-527,
--186,
--61,
--721,
--121,
--862,
--990,
--94,
--657,
--131,
-429,
-760,
--779,
-504,
-1012,
--17,
-800,
-892,
--163,
-309,
--700,
-20,
-808,
+367,
+-1333,
+-1146,
+828,
+1329,
+311,
+-1346,
+54,
+-976,
+854,
+-658,
 -198,
-0,
-331,
-735,
-259,
-479,
-820,
--450,
-3,
--736,
-391,
-1002,
-81,
+-979,
+156,
+385,
+-659,
+1326,
+1351,
+-1173,
+-648,
+720,
+-40,
+313,
+729,
+-416,
+351,
+452,
+-413,
+-4,
+-1113,
+-612,
+-28,
+-721,
+400,
+1072,
+-1010,
+};
+
+const int m_b[] = {
+-1316,
+319,
+963,
+-608,
+519,
+-783,
+-676,
+181,
+172,
+203,
+-1351,
+-935,
+-12,
+758,
+-746,
+1226,
+127,
+-1346,
+1251,
 -377,
--387,
--160,
--909,
-1014,
-881,
--955,
--206,
--369,
--672,
-2,
-842,
--835,
-427,
--392,
--917,
-31,
-712,
--570,
-586,
--59,
-538,
--432,
--470,
-499,
--528,
--969,
-1011,
--101,
--331,
--961,
-515,
--301,
-119,
-116,
--570,
-919,
-961,
-707,
--705,
-998,
-969,
-205,
-113,
-303,
-52,
--952,
+889,
+-23,
+-417,
+-122,
+680,
+1363,
+729,
+-907,
+-1263,
+-431,
+363,
+1355,
+-566,
+-517,
+-1186,
+1318,
+-1104,
+-1245,
+950,
+687,
+252,
+-270,
+1081,
+-1290,
+656,
+8,
+60,
+1171,
+915,
+-500,
+678,
+-953,
+307,
+-35,
+-1334,
+-888,
+598,
+1160,
+722,
+850,
 -268,
--743,
-282,
-359,
--826,
-140,
--936,
--900,
--682,
-400,
-379,
-624,
--72,
-264,
--887,
-29,
--1005,
--97,
--168,
--769,
-719,
-450,
-178,
--37,
-783,
--857,
--237,
--409,
-845,
-914,
--877,
-175,
+988,
+635,
+-340,
+252,
+1208,
+420,
+82,
+1283,
+-319,
+-666,
+172,
+583,
+174,
+471,
+-1063,
+452,
+-191,
+-1188,
+116,
+-927,
+1086,
+119,
+-245,
 -717,
+-657,
+417,
+319,
+1133,
+1338,
+141,
+-546,
+567,
+-1089,
+-191,
+-1138,
+-201,
+-1286,
+-820,
+-1356,
+1177,
+-317,
 191,
--713,
--365,
--672,
-775,
-516,
--656,
--506,
-989,
-573,
--59,
-523,
--392,
--374,
-891,
-408,
--115,
-488,
--3,
--401,
--2,
--102,
-809,
--284,
-833,
-237,
-60,
--77,
-294,
-431,
-940,
--462,
--309,
--988,
-331,
--197,
-614,
--829,
-1012,
-545,
--708,
-598,
-216,
-297,
-643,
--605,
-975,
--878,
-259,
-384,
-550,
--98,
-672,
--452,
-982,
--586,
--301,
-919,
--984,
--646,
--973,
-124,
-790,
-648,
--683,
-330,
--724,
-77,
-647,
-442,
-11,
--790,
-585,
-517,
-434,
--795,
+67,
+164,
+-306,
+-1015,
+1147,
+-482,
+1229,
+-259,
+-207,
+1309,
+847,
+-399,
+-1005,
+-995,
+140,
+-567,
+-1220,
+-427,
+180,
+-571,
+997,
+-783,
 -316,
-50,
-235,
--182,
--355,
-505,
--292,
--298,
--659,
-391,
-571,
--848,
--870,
--869,
--987,
-105,
--786,
--791,
--550,
-448,
-565,
--610,
--910,
-694,
-144,
--50,
-891,
-795,
-691,
-626,
--461,
--354,
--484,
--844,
-582,
-626,
--82,
-646,
-762,
-36,
--671,
-120,
--874,
-685,
-1017,
-722,
-11,
--477,
--19,
-283,
--980,
-976,
--341,
-59,
--495,
--679,
-887,
--890,
--167,
-633,
-412,
--225,
-114,
-238,
-754,
-685,
--522,
-565,
-983,
-159,
--678,
-202,
--811,
+-1360,
+736,
+75,
+-1251,
+-307,
 -902,
-950,
-560,
--849,
--588,
-0,
+1181,
+1057,
+-141,
+-1098,
+776,
+1096,
+-923,
+914,
+1049,
+-28,
+-742,
+-804,
+-467,
+567,
+329,
+-309,
+-161,
+-157,
+-430,
+-639,
+1138,
+-165,
+292,
+-20,
+777,
+-715,
+60,
+-1359,
+35,
+307,
+-1092,
+271,
+548,
+822,
+-50,
+-475,
+-103,
+784,
+537,
+152,
+-517,
+-1097,
+117,
+-619,
+538,
+941,
+172,
+-223,
+1161,
+-1004,
+-1145,
+-455,
+255,
+363,
+859,
+403,
+-861,
+-657,
+-537,
+-1084,
+-1042,
+541,
+1283,
+-356,
+1298,
+-1254,
+-303,
+203,
+104,
+1123,
+-72,
+-171,
+-1122,
+-533,
+440,
+275,
+613,
+-846,
+-189,
+884,
+704,
+-570,
+-440,
+-1157,
+-200,
+-80,
+616,
+799,
+757,
+-264,
+-1256,
+-690,
+152,
+184,
+-810,
+-221,
+-821,
+-243,
+508,
+-709,
+574,
+-693,
+315,
+-952,
+952,
+697,
+875,
+-480,
+-691,
+422,
+-413,
+-1199,
+441,
+-751,
+821,
+1303,
+-410,
+416,
+566,
+-131,
+-551,
+46,
+978,
+-228,
+1117,
+-251,
+-537,
+874,
+-882,
+260,
+-213,
+248,
+-1296,
+1343,
+-626,
+-812,
+629,
+-601,
+-378,
+-1314,
+-889,
+774,
+-307,
+692,
+-1125,
+-692,
+923,
+947,
+1158,
 -939,
-199,
--214,
--575,
--703,
--689,
-1019,
-799,
--478,
-435,
-499,
-686,
--1002,
-343,
--786,
-858,
-65,
-273,
-562,
--645,
-218,
--302,
-68,
--700,
--760,
--512,
--899,
--6,
-661,
--507,
-1016,
--679,
-325,
-314,
-601,
--280,
--22,
--761,
-238,
-779,
--260,
-118,
--836,
-801,
-62,
--382,
--187,
-233,
+1284,
+35,
+1299,
+369,
+-8,
+43,
+768,
+524,
+137,
+659,
 285,
-890,
-978,
-888,
--551,
-901,
--31,
-170,
-44,
-850,
--288,
-107,
-882,
--786,
--718,
-936,
-761,
--796,
-374,
--142,
-868,
--410,
-579,
--122,
--14,
--1018,
--858,
-419,
--393,
--508,
--396,
-454,
--857,
--576,
--147,
--222,
--90,
--263,
--358,
--810,
-178,
-737,
--966,
-40,
--246,
-683,
-916,
--843,
--633,
-849,
--101,
-744,
--375,
-181,
--314,
-372,
-58,
-404,
--428,
--894,
--743,
-694,
--293,
--128,
--604,
--734,
--228,
-325,
--1018,
--150,
+-1315,
+-457,
+871,
+-768,
+1107,
+-695,
+488,
+-527,
+-161,
+414,
+-526,
+-1164,
+1059,
+-1108,
+560,
+-622,
+898,
+-50,
+-286,
+-170,
+513,
+952,
+433,
+237,
+584,
+-665,
+-960,
+585,
+-434,
+1223,
+-130,
+1035,
+430,
 202,
--808,
--610,
-741,
--978,
-191,
--57,
-458,
--29,
-169,
-193,
--43,
-1019,
-963,
--302,
-318,
--229,
--900,
--543,
--16,
+1312,
+1152,
+1059,
+-1082,
+-1295,
+805,
+-18,
+613,
+-94,
+557,
+548,
+1354,
+116,
+289,
+-1358,
+-1234,
+1237,
+451,
+820,
+-102,
+974,
+832,
+-1019,
+914,
 -512,
-497,
--455,
--970,
-435,
--186,
-819,
--860,
-790,
-44,
-642,
-398,
--730,
--109,
--42,
-651,
--278,
--744,
-411,
--69,
--276,
--955,
--36,
-660,
--396,
--471,
-892,
--46,
-147,
--312,
-167,
--46,
--456,
-827,
--468,
-314,
--244,
-690,
-47,
-569,
-979,
--1005,
-689,
--748,
-629,
--896,
-13,
-674,
--814,
--520,
-479,
--691,
-704,
--153,
--553,
-146,
--757,
-547,
--133,
-597,
-730,
-394,
-368,
--544,
--222,
-884,
-860,
--459,
-502,
--648,
+-267,
+1329,
+-910,
+-1341,
+862,
+-381,
+-23,
+-658,
+40,
+-71,
+-782,
+1240,
+-956,
+1241,
+-291,
+-884,
+1250,
+699,
+834,
+190,
+960,
+-1260,
+177,
+464,
+155,
+-1105,
+768,
+424,
+621,
 740,
--522,
-912,
-637,
-672,
-711,
-171,
-912,
-657,
-98,
--96,
--53,
--495,
--265,
--962,
-484,
--138,
--618,
-316,
--119,
-489,
-951,
-45,
--372,
-987,
--90,
-741,
-29,
--756,
--147,
-640,
--539,
-376,
--875,
-680,
--261,
-988,
--371,
-724,
+-1357,
+1186,
+-594,
+1329,
+829,
+126,
+1101,
+1146,
+-95,
+605,
+-673,
+1334,
+440,
+-10,
+12,
+-745,
+20,
+19,
+-793,
 999,
--101,
--617,
-397,
--1020,
-983,
-204,
-74,
--615,
-626,
-113,
--776,
-35,
-321,
-488,
--614,
--847,
--306,
--237,
-15,
-393,
--148,
-603,
-692,
--713,
-483,
--332,
--51,
--226,
-444,
--564,
--161,
-411,
-598,
--431,
+1083,
+487,
+-657,
+-356,
+654,
+-326,
+-250,
+-718,
+-947,
+-235,
+558,
+974,
+-981,
+637,
+-861,
+-768,
+1045,
 -583,
-938,
--607,
-448,
-614,
--337,
--11,
--962,
-127,
-425,
--818,
--587,
-710,
--698,
-570,
--355,
--900,
-165,
--358,
-229,
-52,
-802,
--1022,
-52,
--604,
-86,
-328,
-353,
--940,
--256,
--578,
--912,
-463,
--1006,
-777,
-255,
-515,
--899,
--34,
-975,
--30,
--97,
--815,
-316,
--923,
--324,
-728,
-722,
--99,
--86,
-687,
--636,
--535,
-761,
--759,
--723,
--850,
-23,
--16,
--608,
-242,
-736,
-368,
-916,
-892,
-215,
--785,
-597,
-587,
+-910,
+128,
+734,
+896,
+-1156,
+223,
+284,
+272,
+634,
+-473,
+363,
+359,
+-1185,
+14,
 -33,
-382,
--147,
--352,
--537,
--738,
+-1122,
+140,
+900,
+439,
+-944,
+-770,
+663,
+865,
+1056,
+-238,
+86,
+-1294,
+-44,
+-603,
+602,
+20,
+397,
+-423,
+-703,
+-209,
+-906,
+-1236,
+945,
+-737,
+578,
+904,
+645,
+1225,
+-877,
+-425,
+-493,
+-1326,
+424,
+965,
+1300,
+-1210,
+823,
+1345,
+626,
+-427,
+592,
+-869,
+-1055,
+-938,
+-427,
+1066,
 472,
--844,
-367,
-408,
--742,
-282,
-451,
-427,
--696,
-227,
-374,
-753,
--971,
-735,
--768,
-941,
-888,
--854,
-166,
--590,
--809,
--187,
-633,
--607,
-241,
-215,
--516,
--345,
--135,
--51,
-215,
--690,
--807,
--595,
-607,
--574,
--323,
--765,
--3,
--970,
--316,
-557,
-985,
-983,
--368,
--763,
--316,
-943,
-284,
+-1055,
+48,
+-1200,
+-349,
+313,
+-1227,
+-228,
+783,
+839,
+187,
+1021,
+-1355,
+1284,
+68,
+-1321,
+-997,
+1286,
+-887,
+772,
+-156,
+-105,
+1329,
+1141,
+-377,
+-881,
 -341,
--24,
-892,
-335,
-498,
--241,
-982,
--619,
-560,
-541,
-267,
--458,
--264,
--661,
-476,
-695,
-142,
--306,
-157,
-451,
-180,
-408,
-576,
-179,
--56,
-546,
-409,
-965,
--73,
--140,
-903,
-984,
-146,
-890,
-461,
--173,
-21,
--286,
-561,
-949,
--653,
-1019,
--813,
-666,
--5,
-412,
--55,
-438,
--113,
-426,
+1316,
+-391,
+-1249,
+-205,
+53,
+-266,
+-540,
+-289,
+-1011,
+602,
+-1032,
+-1097,
+-202,
+-467,
+-1047,
+-867,
+-340,
+-109,
+-496,
+967,
+1147,
+108,
+384,
+-12,
+1216,
+137,
+1318,
+151,
+219,
+-543,
+391,
+668,
+-1348,
+-1244,
+-810,
+-676,
+321,
+-1258,
+1343,
+1214,
+791,
+35,
+1219,
+1278,
+1037,
+-1282,
+661,
+585,
+921,
+-880,
+-989,
+-1192,
+-207,
+273,
+-382,
+690,
+165,
+271,
+-212,
+739,
+-343,
+-42,
+226,
+40,
+859,
+-153,
+622,
+-1059,
 };
 
 const int m_exp[] = {
-162957,
-806616,
--3843440,
-425896,
-2155437,
--822680,
--787915,
-621747,
-2923873,
-1244247,
--97532,
-610424,
--202711,
-3997637,
--1726865,
-619432,
-907569,
--1548516,
--94406,
-1429714,
-728504,
--1334534,
--1711394,
--60696,
--1270495,
-42411,
--393126,
--1426839,
-766595,
-196776,
--1218293,
-805161,
-1753338,
-19573,
-1743399,
-1305905,
-2305550,
-691613,
-2936488,
--2499956,
-2011437,
--576528,
-4857673,
--522113,
-1643246,
-2107051,
-1243612,
-1226992,
--579490,
--2007336,
-735201,
-215903,
--2371734,
--604993,
--2228234,
--2776681,
--2711032,
--1272536,
--2272696,
--421571,
-1355942,
-88773,
-2385693,
--574961,
--2571513,
-636093,
--458404,
-546496,
-2480672,
-155697,
-101546,
--1189865,
-1932128,
-3516193,
--155025,
-758029,
--2133330,
-292469,
-259193,
-1783456,
-3153657,
--4306725,
--1756271,
-5321880,
-3387043,
--2499824,
--1354163,
-3589105,
--822661,
--787877,
--1296774,
--53917,
-1000889,
--2479239,
-522736,
-1610045,
--1888070,
-1262549,
-2391084,
--2993663,
-880432,
-2253879,
--738882,
-2578797,
--91861,
-3546872,
-1784236,
--1334715,
--370233,
-4225505,
-523924,
--1638264,
-496623,
--4977506,
--932716,
-2456108,
--1528737,
-619156,
--1996122,
--559761,
--3729495,
-2583519,
--688975,
-2327479,
-538691,
--216394,
--624983,
-3287485,
--948798,
-938455,
-1079709,
-2579776,
-560856,
-71743,
-2473123,
--1855915,
-982427,
--322892,
--1051648,
-279832,
-928945,
--563243,
-1512085,
-2329787,
--291655,
-219971,
-2918255,
--418247,
-1076304,
--260668,
-1590893,
-96628,
-459386,
--535583,
-20579,
--2682940,
-250239,
--1121829,
-4796976,
--1449568,
--884030,
--1012825,
--557312,
--660713,
-2703126,
--1000609,
-4119713,
--2261740,
-568061,
--807901,
-571882,
-4117378,
--3168209,
-1856661,
--1360182,
--275958,
--1371570,
-1334388,
-1163735,
-902800,
-1090827,
-2127115,
-1805917,
-1394998,
--1897442,
--1552564,
-4831224,
-5873204,
-862717,
--1328233,
--481290,
--3881988,
-1967283,
--3210455,
-194601,
-3623555,
-4233139,
--5588664,
-460768,
--2153116,
-1640966,
--1574766,
-4489450,
-2035547,
-591125,
--112588,
--677732,
-3516302,
--1487398,
--1392413,
--549940,
--122305,
-1734974,
--1296448,
-3345459,
-3278967,
--403583,
--2476952,
-3103106,
-3668860,
-876310,
--1372508,
-1606576,
--1242432,
--17363,
--536767,
--957924,
--840288,
-1387793,
--1263453,
--1580935,
-1255033,
--3199921,
--582299,
--3536182,
-8014,
-694206,
--868893,
--733959,
-691991,
-1905970,
--2105517,
--611054,
--2008274,
-1869390,
-781905,
-3204537,
-846463,
-582367,
-1557785,
-970604,
--232359,
--2832418,
-362033,
--287796,
--295851,
-115014,
-2136015,
--355990,
--3623476,
--2897332,
-3725302,
-243172,
--1681724,
--385794,
-472207,
--2443791,
-873057,
--2272285,
--1444140,
-127766,
--1695914,
--2155654,
-1292115,
-376558,
--2959312,
--1679103,
--1846952,
--2678017,
--3209721,
-4578141,
-3381475,
--115092,
--277905,
--1622304,
-444339,
-31506,
--1835191,
--1095261,
-1184692,
--1320035,
--768825,
--24927,
--441171,
--2206653,
-3016395,
-1322957,
-2359340,
--2045739,
--2535559,
-2589403,
-488750,
--352073,
--1583926,
-2559165,
--236263,
--2305301,
--1143355,
--811472,
-157863,
-2734081,
--3540908,
--3266165,
-3356957,
--2546548,
-120541,
--614357,
--321236,
--4262586,
-3134062,
-69010,
-1673410,
-578416,
-1494750,
-1401048,
-1434942,
-2202613,
--1168868,
-4234494,
-1083346,
-1136258,
-2189311,
-2610004,
-981866,
--1297232,
-590461,
--1470399,
-182048,
--987329,
--815848,
-4511995,
-3218281,
-1891474,
-2139246,
--1953818,
-760442,
-4370650,
--155141,
-141023,
--3911135,
-704029,
-1270803,
--1160789,
-639262,
--140142,
-492202,
--3552999,
-726790,
-730943,
-294228,
-1626723,
--2909194,
--54567,
-1406030,
--511915,
-14996,
-2901103,
-202415,
--765411,
-3954449,
-1634496,
-765702,
--1670288,
--1746308,
--236974,
-402163,
-2225940,
--4092672,
--487529,
-458477,
--850359,
-2502080,
--1833536,
--2648383,
-469522,
--2065549,
--1110710,
--1161586,
--1598119,
-312213,
--3414626,
-2809732,
--1270950,
-231301,
-948652,
--5241164,
--142131,
--101551,
--924256,
--4661011,
-1373376,
--384970,
--1771026,
-2352833,
--1508015,
--1567875,
--77896,
--298333,
--2109926,
-1841301,
--1841526,
-463269,
--1579323,
-3378298,
--1686942,
-2286923,
--1725730,
-888978,
--132747,
-1196962,
-765073,
-2561682,
-3394037,
-686372,
-3609261,
-1739268,
--1632029,
-223041,
-7802,
-1613144,
--1505669,
-236211,
-2125044,
--287008,
-1433003,
--3433392,
-2365446,
--1739067,
--1742567,
-572370,
-387905,
-137241,
--205103,
--3092809,
-3403304,
--626777,
-1682114,
-208043,
--3166100,
--494447,
--1814690,
--1598424,
--5459778,
-2167916,
--1761705,
-425344,
-1806134,
--1823602,
--846377,
--1890539,
--462188,
--1485705,
-101051,
--3918737,
-1878057,
-527232,
--3992037,
-1295344,
-76046,
--3594473,
-165856,
--209224,
-2988651,
-1205027,
--128456,
--688247,
--1858378,
-1319809,
--654178,
-1197795,
-2203611,
-429127,
--153254,
--1002844,
--73001,
--777076,
-624879,
--749349,
-517398,
-1047706,
--483949,
-21723,
--2834312,
-575021,
-2162429,
-1157482,
-251420,
-165568,
-3589958,
-1166415,
-971492,
--791336,
-221991,
-1202426,
--486702,
--2021786,
--998812,
-1488325,
-875139,
-2095034,
--3432500,
--3200858,
-708188,
--1230553,
--1027252,
-3204443,
-1541304,
-1441524,
-2393495,
-240432,
-154630,
-711539,
-1546622,
--3606712,
-2329971,
-2037395,
-488837,
--1149213,
-1004476,
--5353576,
--1445258,
-1830702,
-2334502,
--1027586,
--786918,
--830800,
--5014319,
-603373,
--2356785,
-391822,
--559514,
-832315,
-854580,
--274568,
--852866,
--1829693,
--224252,
--442985,
--511368,
--2738731,
-785781,
-1213180,
--452741,
--1912617,
-2501858,
-1190107,
-374756,
-4063611,
--3167900,
-590894,
--843960,
--1329399,
-1982532,
--1501664,
--480615,
-978312,
--776372,
--758612,
--342051,
-1297314,
--1330216,
-2192151,
-514261,
-1924564,
--1450262,
--1368891,
-709611,
-910433,
-10007,
-379287,
--927492,
-2341527,
--614574,
-213605,
-1313660,
--511351,
-2179833,
--3229739,
-970187,
-24229,
--563469,
--290337,
--1413501,
--1110798,
-1687978,
--1070551,
-667748,
--378655,
-1343272,
--1179176,
-465076,
-1061328,
--725446,
--632171,
--3115122,
-126962,
-679313,
-468649,
--54748,
--1693703,
--1504854,
-1706614,
-1984152,
--147089,
--677246,
--2363197,
--958222,
--1058809,
-2137431,
--1457226,
-1613151,
--1096760,
--62862,
--1303936,
--470334,
--677938,
--3350678,
-686828,
--3218401,
--2491773,
-823333,
--3515802,
--521386,
--745281,
-1801059,
--364988,
-262475,
--1628907,
-4610600,
--1790296,
-1637070,
--111930,
-695554,
-631793,
--58009,
-879861,
--396942,
--3491554,
--2099070,
--1427409,
-274894,
-3138017,
--3984461,
--1428478,
-1281318,
-1326242,
--2425032,
-3375811,
-1883570,
-986169,
--2026937,
-851459,
--2948484,
-887635,
-1664977,
--787389,
-192262,
--199263,
-2417949,
-1357190,
--675828,
--2140148,
--1992713,
--812035,
--189832,
--1687171,
--1455287,
--1968142,
--95663,
-1491237,
--97044,
--1478691,
--818723,
-540642,
--1935376,
--2011417,
--1496601,
--2432622,
--1711594,
-1082040,
-4280682,
--245468,
-2632647,
--2126102,
-4408049,
-1347238,
-1881351,
-2741419,
-275662,
-39237,
--90511,
-293945,
-1132383,
--38055,
-1318991,
--285413,
--1197211,
-758713,
-5302556,
--910446,
--1192408,
-1951665,
-599939,
-1684692,
--905949,
-467600,
--1781331,
-2472257,
--4560636,
-2121801,
-7702,
--953875,
-810154,
-2235783,
--1721404,
-1466909,
-823131,
-257449,
--467541,
-2196156,
-1231438,
--1055257,
-1235031,
--2824591,
-1407798,
-4017064,
-496444,
--2144864,
-172928,
--780962,
--1351533,
--770027,
--2035068,
--10361,
-2252778,
--21797,
--3779047,
--3409395,
-494668,
--331048,
--331324,
--355901,
--429937,
--109578,
-2141215,
-3507397,
--475137,
-1741184,
-2711387,
-1735523,
--546046,
--104827,
-1803323,
--1088839,
-10836,
--1512582,
--1126855,
-1130557,
--3863013,
--1429454,
--2311546,
-988010,
--34163,
--2855425,
-668343,
--504504,
--875488,
-29458,
--86216,
-288365,
--434627,
-3493242,
--130938,
--1988278,
-3075370,
-953334,
--4261726,
-691990,
--344124,
-1873383,
--2948777,
--37293,
--6201594,
-194461,
--3063704,
-3296851,
--361236,
-2148972,
--1689659,
--1587584,
--1973610,
-136604,
-864708,
--208814,
--5210513,
--2382198,
--938078,
--623312,
-2134892,
-20690,
--328389,
-425817,
-1494259,
-341657,
-2041202,
-215726,
-1999270,
-4556161,
--1534970,
-846236,
--1779277,
-487163,
--2503709,
--881316,
-641969,
--1533604,
--1307702,
--28391,
-2386501,
-1889399,
--2798701,
--1452890,
--2458612,
-1135665,
--822540,
--1224665,
--3168295,
-3202581,
--1833843,
-2028127,
-316317,
-2771444,
--1969294,
--1862180,
--1846963,
-3288593,
--1058949,
--4301372,
--2270312,
--1814302,
--2507256,
-2304887,
--1357358,
--398110,
-2224556,
--3014825,
--1386326,
-3381979,
-1996942,
-1199292,
-2726576,
--2409907,
--651850,
-619670,
--1475982,
-2412631,
--1348814,
--1226204,
-39236,
-1327167,
--1771649,
-547246,
--147406,
-2114780,
--861050,
--369180,
--1802507,
--1044212,
-1027808,
--268747,
-898922,
--1231614,
--2479622,
-3128666,
-2129144,
--2150987,
-743,
-1381784,
-1709971,
-3159903,
--1724033,
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 };
 
-#define SIZE 32
-__attribute__ ((section(".heapsram"))) int g_mA[SIZE][SIZE];
-__attribute__ ((section(".heapsram"))) int g_mB[SIZE][SIZE];
-__attribute__ ((section(".heapsram"))) int g_mC[SIZE][SIZE];
-__attribute__ ((section(".heapsram"))) int g_mB_tmp[SIZE][SIZE];
+#define SIZE 24
+__attribute__ ((section("__heap_sram"))) int g_mA[SIZE][SIZE];
+__attribute__ ((section("__heap_sram"))) int g_mB[SIZE][SIZE];
+__attribute__ ((section("__heap_sram"))) int g_mC[SIZE][SIZE];
+__attribute__ ((section("__heap_sram"))) int g_mB_tmp[SIZE][SIZE];

From aca6689b980ac46f742fe6ac2cb406b0d45b5b99 Mon Sep 17 00:00:00 2001
From: Yvan Tortorella <ytortorella@lagrev3.ee.ethz.ch>
Date: Mon, 24 Jul 2023 16:28:24 +0200
Subject: [PATCH 03/56] Added cluster index input in timer functions.

---
 parallel_bare_tests/Dijkstra/Dijkstra.c |  8 ++++----
 parallel_bare_tests/LU/LU.c             |  8 ++++----
 parallel_bare_tests/conv16/conv16.c     | 16 ++++++++--------
 3 files changed, 16 insertions(+), 16 deletions(-)

diff --git a/parallel_bare_tests/Dijkstra/Dijkstra.c b/parallel_bare_tests/Dijkstra/Dijkstra.c
index a6f6cab..8fe903d 100644
--- a/parallel_bare_tests/Dijkstra/Dijkstra.c
+++ b/parallel_bare_tests/Dijkstra/Dijkstra.c
@@ -96,8 +96,8 @@ int main()
 #endif
 
     if ( hc == 2 && id == 0 ) {
-      reset_timer();
-      start_timer();
+      reset_timer(rt_cluster_id());
+      start_timer(rt_cluster_id());
     }
 
     synch_barrier();
@@ -105,8 +105,8 @@ int main()
     dijkstra_distance(mind, ohd);
 
     if ( hc == 2 && id == 0 ) {
-      stop_timer();
-      time = get_time();
+      stop_timer(rt_cluster_id());
+      time = get_time(rt_cluster_id());
     }
 #ifdef PROFILE
     // stop performance counters
diff --git a/parallel_bare_tests/LU/LU.c b/parallel_bare_tests/LU/LU.c
index 3700837..d6ddc81 100644
--- a/parallel_bare_tests/LU/LU.c
+++ b/parallel_bare_tests/LU/LU.c
@@ -174,8 +174,8 @@ int main(int argc, char **argv)
   for(hc = 0; hc < 3; ++hc) {
 
     if ( hc == 2 && id == 0 ) {
-      reset_timer();
-      start_timer();
+      reset_timer(rt_cluster_id());
+      start_timer(rt_cluster_id());
     }
     perf_reset();
     perf_start();
@@ -185,8 +185,8 @@ int main(int argc, char **argv)
     factor(G, N, N, pivots);
 
     if ( hc == 2 && id == 0 ) {
-      stop_timer();
-      time = get_time();
+      stop_timer(rt_cluster_id());
+      time = get_time(rt_cluster_id());
     }
     perf_stop();
 
diff --git a/parallel_bare_tests/conv16/conv16.c b/parallel_bare_tests/conv16/conv16.c
index c4d95a2..38c3a92 100644
--- a/parallel_bare_tests/conv16/conv16.c
+++ b/parallel_bare_tests/conv16/conv16.c
@@ -89,10 +89,10 @@ int test_singlethread(void (*test)(int16_t *, int16_t *, int16_t *, int, int, in
    if(rt_core_id() == 0) {
       load();
 
-      reset_timer();
-      start_timer();
+      reset_timer(rt_cluster_id());
+      start_timer(rt_cluster_id());
       test(g_W, g_x, g_y, IH, IW, FH, FW, OH, OW, 1, 0, 0);
-      stop_timer();
+      stop_timer(rt_cluster_id());
 
       #ifdef CHECK_CHECKSUM
       errors = 0;
@@ -110,7 +110,7 @@ int test_singlethread(void (*test)(int16_t *, int16_t *, int16_t *, int, int, in
       #endif
 
       #ifndef PULP_SPI
-      printf("%s, errors=%d, time=%d\n", str, errors, get_time());
+      printf("%s, errors=%d, time=%d\n", str, errors, get_time(rt_cluster_id()));
       #endif
       
    }
@@ -129,12 +129,12 @@ int test_multithread(void (*test)(int16_t *, int16_t *, int16_t *, int, int, int
    synch_barrier();
 
    if(rt_core_id() == 0) {
-      reset_timer();
-      start_timer();
+      reset_timer(rt_cluster_id());
+      start_timer(rt_cluster_id());
    }
    test(g_W, g_x, g_y, IH, IW, FH, FW, OH, OW, 1, 0, 0);
    if(rt_core_id() == 0) {
-      stop_timer();
+      stop_timer(rt_cluster_id());
 
       #ifdef CHECK_CHECKSUM
       errors = 0;
@@ -152,7 +152,7 @@ int test_multithread(void (*test)(int16_t *, int16_t *, int16_t *, int, int, int
       #endif
 
       #ifndef PULP_SPI
-      printf("%s, errors=%d, time=%d\n", str, errors, get_time());
+      printf("%s, errors=%d, time=%d\n", str, errors, get_time(rt_cluster_id()));
       #endif
       
    }

From 4ef7bbc47cb355dfbdf6ec0db8452eb33acf1323 Mon Sep 17 00:00:00 2001
From: Yvan Tortorella <ytortorella@lagrev3.ee.ethz.ch>
Date: Fri, 11 Aug 2023 18:59:05 +0200
Subject: [PATCH 04/56] Fixed references to code sections.

---
 parallel_bare_tests/parMatrixMul/parMatrixMul.c           | 6 +++---
 parallel_bare_tests/parMatrixMul32/gen_stimuli.py         | 8 ++++----
 parallel_bare_tests/parMatrixMul32/matrixMul.c            | 2 +-
 .../parMatrixMul32/parMatrixMul32_stimuli.h               | 8 ++++----
 4 files changed, 12 insertions(+), 12 deletions(-)

diff --git a/parallel_bare_tests/parMatrixMul/parMatrixMul.c b/parallel_bare_tests/parMatrixMul/parMatrixMul.c
index 8dce6bb..4ddd6aa 100644
--- a/parallel_bare_tests/parMatrixMul/parMatrixMul.c
+++ b/parallel_bare_tests/parMatrixMul/parMatrixMul.c
@@ -29,9 +29,9 @@
 #define CHKSM 88408
 #endif
 
-__attribute__ ((section("__heap_sram"))) int A[SIZE][SIZE];
-__attribute__ ((section("__heap_sram"))) int B[SIZE][SIZE];
-__attribute__ ((section("__heap_sram"))) int C[SIZE][SIZE];
+__attribute__ ((section(".heapsram"))) int A[SIZE][SIZE];
+__attribute__ ((section(".heapsram"))) int B[SIZE][SIZE];
+__attribute__ ((section(".heapsram"))) int C[SIZE][SIZE];
 
 
 void initialize_mat();
diff --git a/parallel_bare_tests/parMatrixMul32/gen_stimuli.py b/parallel_bare_tests/parMatrixMul32/gen_stimuli.py
index 3ce5002..75eef86 100755
--- a/parallel_bare_tests/parMatrixMul32/gen_stimuli.py
+++ b/parallel_bare_tests/parMatrixMul32/gen_stimuli.py
@@ -47,8 +47,8 @@ def write_arr(f, name, arr):
 f.write('#define SIZE %d\n' % SIZE)
 
 
-f.write('__attribute__ ((section("__heap_sram"))) int g_mA[SIZE][SIZE];\n')
-f.write('__attribute__ ((section("__heap_sram"))) int g_mB[SIZE][SIZE];\n')
-f.write('__attribute__ ((section("__heap_sram"))) int g_mC[SIZE][SIZE];\n')
-f.write('__attribute__ ((section("__heap_sram"))) int g_mB_tmp[SIZE][SIZE];\n')
+f.write('__attribute__ ((section(".heapsram"))) int g_mA[SIZE][SIZE];\n')
+f.write('__attribute__ ((section(".heapsram"))) int g_mB[SIZE][SIZE];\n')
+f.write('__attribute__ ((section(".heapsram"))) int g_mC[SIZE][SIZE];\n')
+f.write('__attribute__ ((section(".heapsram"))) int g_mB_tmp[SIZE][SIZE];\n')
 
diff --git a/parallel_bare_tests/parMatrixMul32/matrixMul.c b/parallel_bare_tests/parMatrixMul32/matrixMul.c
index 3fd64b9..990d411 100644
--- a/parallel_bare_tests/parMatrixMul32/matrixMul.c
+++ b/parallel_bare_tests/parMatrixMul32/matrixMul.c
@@ -35,7 +35,7 @@ unsigned int num_cores;
 
 int main()
 {
-  if (rt_cluster_id() != 1)
+  if (rt_cluster_id() != 0)
     return bench_cluster_forward(0);
 
   num_cores = get_core_num();
diff --git a/parallel_bare_tests/parMatrixMul32/parMatrixMul32_stimuli.h b/parallel_bare_tests/parMatrixMul32/parMatrixMul32_stimuli.h
index 9ebc42a..d5c1af0 100644
--- a/parallel_bare_tests/parMatrixMul32/parMatrixMul32_stimuli.h
+++ b/parallel_bare_tests/parMatrixMul32/parMatrixMul32_stimuli.h
@@ -1736,7 +1736,7 @@ const int m_exp[] = {
 };
 
 #define SIZE 24
-__attribute__ ((section("__heap_sram"))) int g_mA[SIZE][SIZE];
-__attribute__ ((section("__heap_sram"))) int g_mB[SIZE][SIZE];
-__attribute__ ((section("__heap_sram"))) int g_mC[SIZE][SIZE];
-__attribute__ ((section("__heap_sram"))) int g_mB_tmp[SIZE][SIZE];
+__attribute__ ((section(".heapsram"))) int g_mA[SIZE][SIZE];
+__attribute__ ((section(".heapsram"))) int g_mB[SIZE][SIZE];
+__attribute__ ((section(".heapsram"))) int g_mC[SIZE][SIZE];
+__attribute__ ((section(".heapsram"))) int g_mB_tmp[SIZE][SIZE];

From f844cc4553d3e2c0ee28fc277d1c904b87d28682 Mon Sep 17 00:00:00 2001
From: Yvan Tortorella <ytortorella@lagrev3.ee.ethz.ch>
Date: Sat, 12 Aug 2023 19:04:32 +0200
Subject: [PATCH 05/56] Adapted mchan tests header files to new memory map.

---
 mchan_tests/testMCHAN_2D_ext_tcdm/mchan_tests.h     | 8 ++++----
 mchan_tests/testMCHAN_4k_crossing/mchan_tests.h     | 8 ++++----
 mchan_tests/testMCHAN_TCDM2TCDM_tx_rx/mchan_tests.h | 8 ++++----
 mchan_tests/testMCHAN_basic/mchan_tests.h           | 8 ++++----
 mchan_tests/testMCHAN_basic_8cores/mchan_tests.h    | 8 ++++----
 mchan_tests/testMCHAN_basic_FC_TCDM/mchan_tests.h   | 8 ++++----
 mchan_tests/testMCHAN_not_incremental/mchan_tests.h | 8 ++++----
 mchan_tests/testMCHAN_pe_basic/mchan_tests.h        | 8 ++++----
 mchan_tests/testMCHAN_pe_fc_basic/mchan_tests.h     | 8 ++++----
 mchan_tests/testMCHAN_unaligned/mchan_tests.h       | 8 ++++----
 10 files changed, 40 insertions(+), 40 deletions(-)

diff --git a/mchan_tests/testMCHAN_2D_ext_tcdm/mchan_tests.h b/mchan_tests/testMCHAN_2D_ext_tcdm/mchan_tests.h
index 254df64..3cd8117 100644
--- a/mchan_tests/testMCHAN_2D_ext_tcdm/mchan_tests.h
+++ b/mchan_tests/testMCHAN_2D_ext_tcdm/mchan_tests.h
@@ -10,14 +10,14 @@
 #define LIN 0
 #define TWD 1
 
-#define MCHAN_COMMAND_QUEUE    0x10204400 //0x10201800
-#define MCHAN_STATUS_REGISTER  0x10204404 //0x10201804
+#define MCHAN_COMMAND_QUEUE    0x50204400 //0x10201800
+#define MCHAN_STATUS_REGISTER  0x50204404 //0x10201804
 
 // TEMPORARY FIX DAVIDE
 #define PLP_DMA_2D_TCDM_BIT 22
 
-#define PE_MCHAN_COMMAND_QUEUE   0x10201C00
-#define PE_MCHAN_STATUS_REGISTER 0x10201C04
+#define PE_MCHAN_COMMAND_QUEUE   0x50201C00
+#define PE_MCHAN_STATUS_REGISTER 0x50201C04
 
 #define PLP_DMA_TYPE_BIT  0x00000011
 #define PLP_DMA_INCR_BIT 0x00000012
diff --git a/mchan_tests/testMCHAN_4k_crossing/mchan_tests.h b/mchan_tests/testMCHAN_4k_crossing/mchan_tests.h
index 254df64..3cd8117 100644
--- a/mchan_tests/testMCHAN_4k_crossing/mchan_tests.h
+++ b/mchan_tests/testMCHAN_4k_crossing/mchan_tests.h
@@ -10,14 +10,14 @@
 #define LIN 0
 #define TWD 1
 
-#define MCHAN_COMMAND_QUEUE    0x10204400 //0x10201800
-#define MCHAN_STATUS_REGISTER  0x10204404 //0x10201804
+#define MCHAN_COMMAND_QUEUE    0x50204400 //0x10201800
+#define MCHAN_STATUS_REGISTER  0x50204404 //0x10201804
 
 // TEMPORARY FIX DAVIDE
 #define PLP_DMA_2D_TCDM_BIT 22
 
-#define PE_MCHAN_COMMAND_QUEUE   0x10201C00
-#define PE_MCHAN_STATUS_REGISTER 0x10201C04
+#define PE_MCHAN_COMMAND_QUEUE   0x50201C00
+#define PE_MCHAN_STATUS_REGISTER 0x50201C04
 
 #define PLP_DMA_TYPE_BIT  0x00000011
 #define PLP_DMA_INCR_BIT 0x00000012
diff --git a/mchan_tests/testMCHAN_TCDM2TCDM_tx_rx/mchan_tests.h b/mchan_tests/testMCHAN_TCDM2TCDM_tx_rx/mchan_tests.h
index 254df64..3cd8117 100644
--- a/mchan_tests/testMCHAN_TCDM2TCDM_tx_rx/mchan_tests.h
+++ b/mchan_tests/testMCHAN_TCDM2TCDM_tx_rx/mchan_tests.h
@@ -10,14 +10,14 @@
 #define LIN 0
 #define TWD 1
 
-#define MCHAN_COMMAND_QUEUE    0x10204400 //0x10201800
-#define MCHAN_STATUS_REGISTER  0x10204404 //0x10201804
+#define MCHAN_COMMAND_QUEUE    0x50204400 //0x10201800
+#define MCHAN_STATUS_REGISTER  0x50204404 //0x10201804
 
 // TEMPORARY FIX DAVIDE
 #define PLP_DMA_2D_TCDM_BIT 22
 
-#define PE_MCHAN_COMMAND_QUEUE   0x10201C00
-#define PE_MCHAN_STATUS_REGISTER 0x10201C04
+#define PE_MCHAN_COMMAND_QUEUE   0x50201C00
+#define PE_MCHAN_STATUS_REGISTER 0x50201C04
 
 #define PLP_DMA_TYPE_BIT  0x00000011
 #define PLP_DMA_INCR_BIT 0x00000012
diff --git a/mchan_tests/testMCHAN_basic/mchan_tests.h b/mchan_tests/testMCHAN_basic/mchan_tests.h
index 254df64..3cd8117 100644
--- a/mchan_tests/testMCHAN_basic/mchan_tests.h
+++ b/mchan_tests/testMCHAN_basic/mchan_tests.h
@@ -10,14 +10,14 @@
 #define LIN 0
 #define TWD 1
 
-#define MCHAN_COMMAND_QUEUE    0x10204400 //0x10201800
-#define MCHAN_STATUS_REGISTER  0x10204404 //0x10201804
+#define MCHAN_COMMAND_QUEUE    0x50204400 //0x10201800
+#define MCHAN_STATUS_REGISTER  0x50204404 //0x10201804
 
 // TEMPORARY FIX DAVIDE
 #define PLP_DMA_2D_TCDM_BIT 22
 
-#define PE_MCHAN_COMMAND_QUEUE   0x10201C00
-#define PE_MCHAN_STATUS_REGISTER 0x10201C04
+#define PE_MCHAN_COMMAND_QUEUE   0x50201C00
+#define PE_MCHAN_STATUS_REGISTER 0x50201C04
 
 #define PLP_DMA_TYPE_BIT  0x00000011
 #define PLP_DMA_INCR_BIT 0x00000012
diff --git a/mchan_tests/testMCHAN_basic_8cores/mchan_tests.h b/mchan_tests/testMCHAN_basic_8cores/mchan_tests.h
index 8865d98..28d412a 100755
--- a/mchan_tests/testMCHAN_basic_8cores/mchan_tests.h
+++ b/mchan_tests/testMCHAN_basic_8cores/mchan_tests.h
@@ -10,14 +10,14 @@
 #define LIN 0
 #define TWD 1
 
-#define MCHAN_COMMAND_QUEUE    0x10204400 //0x10201800
-#define MCHAN_STATUS_REGISTER  0x10204404 //0x10201804
+#define MCHAN_COMMAND_QUEUE    0x50204400 //0x10201800
+#define MCHAN_STATUS_REGISTER  0x50204404 //0x10201804
 
 // TEMPORARY FIX DAVIDE
 #define PLP_DMA_2D_TCDM_BIT 22
 
-#define PE_MCHAN_COMMAND_QUEUE   0x10201800 //0x10201C00
-#define PE_MCHAN_STATUS_REGISTER 0x10201804 //0x10201C04
+#define PE_MCHAN_COMMAND_QUEUE   0x50201800 //0x10201C00
+#define PE_MCHAN_STATUS_REGISTER 0x50201804 //0x10201C04
 
 #define PLP_DMA_TYPE_BIT  0x00000011
 #define PLP_DMA_INCR_BIT 0x00000012
diff --git a/mchan_tests/testMCHAN_basic_FC_TCDM/mchan_tests.h b/mchan_tests/testMCHAN_basic_FC_TCDM/mchan_tests.h
index 254df64..3cd8117 100644
--- a/mchan_tests/testMCHAN_basic_FC_TCDM/mchan_tests.h
+++ b/mchan_tests/testMCHAN_basic_FC_TCDM/mchan_tests.h
@@ -10,14 +10,14 @@
 #define LIN 0
 #define TWD 1
 
-#define MCHAN_COMMAND_QUEUE    0x10204400 //0x10201800
-#define MCHAN_STATUS_REGISTER  0x10204404 //0x10201804
+#define MCHAN_COMMAND_QUEUE    0x50204400 //0x10201800
+#define MCHAN_STATUS_REGISTER  0x50204404 //0x10201804
 
 // TEMPORARY FIX DAVIDE
 #define PLP_DMA_2D_TCDM_BIT 22
 
-#define PE_MCHAN_COMMAND_QUEUE   0x10201C00
-#define PE_MCHAN_STATUS_REGISTER 0x10201C04
+#define PE_MCHAN_COMMAND_QUEUE   0x50201C00
+#define PE_MCHAN_STATUS_REGISTER 0x50201C04
 
 #define PLP_DMA_TYPE_BIT  0x00000011
 #define PLP_DMA_INCR_BIT 0x00000012
diff --git a/mchan_tests/testMCHAN_not_incremental/mchan_tests.h b/mchan_tests/testMCHAN_not_incremental/mchan_tests.h
index 254df64..3cd8117 100644
--- a/mchan_tests/testMCHAN_not_incremental/mchan_tests.h
+++ b/mchan_tests/testMCHAN_not_incremental/mchan_tests.h
@@ -10,14 +10,14 @@
 #define LIN 0
 #define TWD 1
 
-#define MCHAN_COMMAND_QUEUE    0x10204400 //0x10201800
-#define MCHAN_STATUS_REGISTER  0x10204404 //0x10201804
+#define MCHAN_COMMAND_QUEUE    0x50204400 //0x10201800
+#define MCHAN_STATUS_REGISTER  0x50204404 //0x10201804
 
 // TEMPORARY FIX DAVIDE
 #define PLP_DMA_2D_TCDM_BIT 22
 
-#define PE_MCHAN_COMMAND_QUEUE   0x10201C00
-#define PE_MCHAN_STATUS_REGISTER 0x10201C04
+#define PE_MCHAN_COMMAND_QUEUE   0x50201C00
+#define PE_MCHAN_STATUS_REGISTER 0x50201C04
 
 #define PLP_DMA_TYPE_BIT  0x00000011
 #define PLP_DMA_INCR_BIT 0x00000012
diff --git a/mchan_tests/testMCHAN_pe_basic/mchan_tests.h b/mchan_tests/testMCHAN_pe_basic/mchan_tests.h
index 254df64..3cd8117 100644
--- a/mchan_tests/testMCHAN_pe_basic/mchan_tests.h
+++ b/mchan_tests/testMCHAN_pe_basic/mchan_tests.h
@@ -10,14 +10,14 @@
 #define LIN 0
 #define TWD 1
 
-#define MCHAN_COMMAND_QUEUE    0x10204400 //0x10201800
-#define MCHAN_STATUS_REGISTER  0x10204404 //0x10201804
+#define MCHAN_COMMAND_QUEUE    0x50204400 //0x10201800
+#define MCHAN_STATUS_REGISTER  0x50204404 //0x10201804
 
 // TEMPORARY FIX DAVIDE
 #define PLP_DMA_2D_TCDM_BIT 22
 
-#define PE_MCHAN_COMMAND_QUEUE   0x10201C00
-#define PE_MCHAN_STATUS_REGISTER 0x10201C04
+#define PE_MCHAN_COMMAND_QUEUE   0x50201C00
+#define PE_MCHAN_STATUS_REGISTER 0x50201C04
 
 #define PLP_DMA_TYPE_BIT  0x00000011
 #define PLP_DMA_INCR_BIT 0x00000012
diff --git a/mchan_tests/testMCHAN_pe_fc_basic/mchan_tests.h b/mchan_tests/testMCHAN_pe_fc_basic/mchan_tests.h
index 254df64..3cd8117 100644
--- a/mchan_tests/testMCHAN_pe_fc_basic/mchan_tests.h
+++ b/mchan_tests/testMCHAN_pe_fc_basic/mchan_tests.h
@@ -10,14 +10,14 @@
 #define LIN 0
 #define TWD 1
 
-#define MCHAN_COMMAND_QUEUE    0x10204400 //0x10201800
-#define MCHAN_STATUS_REGISTER  0x10204404 //0x10201804
+#define MCHAN_COMMAND_QUEUE    0x50204400 //0x10201800
+#define MCHAN_STATUS_REGISTER  0x50204404 //0x10201804
 
 // TEMPORARY FIX DAVIDE
 #define PLP_DMA_2D_TCDM_BIT 22
 
-#define PE_MCHAN_COMMAND_QUEUE   0x10201C00
-#define PE_MCHAN_STATUS_REGISTER 0x10201C04
+#define PE_MCHAN_COMMAND_QUEUE   0x50201C00
+#define PE_MCHAN_STATUS_REGISTER 0x50201C04
 
 #define PLP_DMA_TYPE_BIT  0x00000011
 #define PLP_DMA_INCR_BIT 0x00000012
diff --git a/mchan_tests/testMCHAN_unaligned/mchan_tests.h b/mchan_tests/testMCHAN_unaligned/mchan_tests.h
index 254df64..3cd8117 100644
--- a/mchan_tests/testMCHAN_unaligned/mchan_tests.h
+++ b/mchan_tests/testMCHAN_unaligned/mchan_tests.h
@@ -10,14 +10,14 @@
 #define LIN 0
 #define TWD 1
 
-#define MCHAN_COMMAND_QUEUE    0x10204400 //0x10201800
-#define MCHAN_STATUS_REGISTER  0x10204404 //0x10201804
+#define MCHAN_COMMAND_QUEUE    0x50204400 //0x10201800
+#define MCHAN_STATUS_REGISTER  0x50204404 //0x10201804
 
 // TEMPORARY FIX DAVIDE
 #define PLP_DMA_2D_TCDM_BIT 22
 
-#define PE_MCHAN_COMMAND_QUEUE   0x10201C00
-#define PE_MCHAN_STATUS_REGISTER 0x10201C04
+#define PE_MCHAN_COMMAND_QUEUE   0x50201C00
+#define PE_MCHAN_STATUS_REGISTER 0x50201C04
 
 #define PLP_DMA_TYPE_BIT  0x00000011
 #define PLP_DMA_INCR_BIT 0x00000012

From ffbb2639592b3a5bcc77d28f199c535275d123ce Mon Sep 17 00:00:00 2001
From: Yvan Tortorella <ytortorella@lagrev3.ee.ethz.ch>
Date: Sun, 13 Aug 2023 09:01:48 +0200
Subject: [PATCH 06/56] Removed some mchan tests from
 pulp_cluster-mchan-tests.yaml because CI takes too long.

---
 pulp_cluster-mchan-tests.yaml | 8 ++++----
 1 file changed, 4 insertions(+), 4 deletions(-)

diff --git a/pulp_cluster-mchan-tests.yaml b/pulp_cluster-mchan-tests.yaml
index c5a68ab..88d5610 100644
--- a/pulp_cluster-mchan-tests.yaml
+++ b/pulp_cluster-mchan-tests.yaml
@@ -1,13 +1,13 @@
 mchan_tests:
   testMCHAN_2D_ext_tcdm:
     path: ./mchan_tests/testMCHAN_2D_ext_tcdm
-    command: make clean all run
+    command:
   testMCHAN_basic:
     path: ./mchan_tests/testMCHAN_basic
     command: make clean all run
   testMCHAN_multi_trans:
     path: ./mchan_tests/testMCHAN_multi_trans
-    command: make clean all run
+    command:
   testMCHAN_pe_basic:
     path: ./mchan_tests/testMCHAN_pe_basic
     command: make clean all run
@@ -16,10 +16,10 @@ mchan_tests:
     command: make clean all run
   testMCHAN_4k_crossing:
     path: ./mchan_tests/testMCHAN_4k_crossing
-    command: make clean all run
+    command:
   testMCHAN_basic_FC_TCDM:
     path: ./mchan_tests/testMCHAN_basic_FC_TCDM
-    command: make clean all run
+    command:
   testMCHAN_not_incremental:
     path: ./mchan_tests/testMCHAN_not_incremental
     command: make clean all run

From 1fc2c426af1ed50c218f065ee1513233d2e391e0 Mon Sep 17 00:00:00 2001
From: Yvan Tortorella <ytortorella@lagrev3.ee.ethz.ch>
Date: Sat, 9 Sep 2023 20:06:21 +0200
Subject: [PATCH 07/56] Added RedMulE test.

---
 redmule/Makefile              |    5 +
 redmule/archi_redmule.h       |  145 ++
 redmule/hal_redmule.h         |  284 ++
 redmule/inc/golden.h          | 4611 +++++++++++++++++++++++++++++++++
 redmule/inc/tensor_dim.h      |   13 +
 redmule/inc/w_2D.h            |   99 +
 redmule/inc/w_input.h         |   99 +
 redmule/inc/x_2D.h            |   99 +
 redmule/inc/x_input.h         |   99 +
 redmule/inc/y_2D.h            |   99 +
 redmule/inc/y_input.h         |   99 +
 redmule/inc/z_2D.h            |   99 +
 redmule/inc/z_output.h        |   99 +
 redmule/redmule.c             |   91 +
 redmule/utils/redmule_utils.h |  246 ++
 15 files changed, 6187 insertions(+)
 create mode 100644 redmule/Makefile
 create mode 100644 redmule/archi_redmule.h
 create mode 100644 redmule/hal_redmule.h
 create mode 100644 redmule/inc/golden.h
 create mode 100644 redmule/inc/tensor_dim.h
 create mode 100644 redmule/inc/w_2D.h
 create mode 100644 redmule/inc/w_input.h
 create mode 100644 redmule/inc/x_2D.h
 create mode 100644 redmule/inc/x_input.h
 create mode 100644 redmule/inc/y_2D.h
 create mode 100644 redmule/inc/y_input.h
 create mode 100644 redmule/inc/z_2D.h
 create mode 100644 redmule/inc/z_output.h
 create mode 100644 redmule/redmule.c
 create mode 100644 redmule/utils/redmule_utils.h

diff --git a/redmule/Makefile b/redmule/Makefile
new file mode 100644
index 0000000..ce481f9
--- /dev/null
+++ b/redmule/Makefile
@@ -0,0 +1,5 @@
+PULP_APP = test
+PULP_APP_SRCS = redmule.c
+PULP_CFLAGS = -O3
+
+include $(PULP_SDK_HOME)/install/rules/pulp_rt.mk
diff --git a/redmule/archi_redmule.h b/redmule/archi_redmule.h
new file mode 100644
index 0000000..956c190
--- /dev/null
+++ b/redmule/archi_redmule.h
@@ -0,0 +1,145 @@
+/*
+ * Copyright (C) 2022-2023 ETH Zurich and University of Bologna
+ *
+ * Licensed under the Apache License, Version 2.0 (the "License");
+ * you may not use this file except in compliance with the License.
+ * You may obtain a copy of the License at
+ *
+ *     http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ * SPDX-License-Identifier: Apache-2.0
+ * 
+ * Author: Yvan Tortorella  <yvan.tortorella@unibo.it>
+ *
+ * High-level architecture of RedMulE
+ *
+ */
+
+#ifndef __ARCHI_REDMULE_H__
+#define __ARCHI_REDMULE_H__
+
+/*
+ * |========================================================================|
+ * ||                                                                      ||
+ * ||Control and generic configuration register layout                     ||
+ * |========================================================================|
+ * || # reg |  offset  |  bits   |   bitmask    ||  content                ||
+ * ||-------+----------+---------+--------------++-------------------------||
+ * ||    0  |  0x0000  |  31: 0  |  0xFFFFFFFF  ||  TRIGGER                ||
+ * ||    1  |  0x0004  |  31: 0  |  0xFFFFFFFF  ||  ACQUIRE                ||
+ * ||    2  |  0x0008  |  31: 0  |  0xFFFFFFFF  ||  EVT_ENABLE             ||
+ * ||    3  |  0x000c  |  31: 0  |  0xFFFFFFFF  ||  STATUS                 ||
+ * ||    4  |  0x0010  |  31: 0  |  0xFFFFFFFF  ||  RUNNING_JOB            ||
+ * ||    5  |  0x0014  |  31: 0  |  0xFFFFFFFF  ||  SOFT_CLEAR             ||
+ * |========================================================================|
+ * ||                                                                      ||
+ * ||Job-dependent registers layout                                        ||
+ * |========================================================================|
+ * || # reg |  offset  |  bits   |   bitmask    ||  content                ||
+ * ||-------+----------+---------+--------------++-------------------------||
+ * ||    0  |  0x0040  |  31: 0  |  0xFFFFFFFF  ||  X_ADDR                 ||
+ * ||-------+----------+---------+--------------++-------------------------||
+ * ||    1  |  0x0044  |  31: 0  |  0xFFFFFFFF  ||  W_ADDR                 ||
+ * ||-------+----------+---------+--------------++-------------------------||
+ * ||    2  |  0x0048  |  31: 0  |  0xFFFFFFFF  ||  Z_ADDR                 ||
+ * ||-------+----------+---------+--------------++-------------------------||
+ * ||    3  |  0x004C  |         |              ||  Matrix Config 0 Reg    ||
+ * ||       |          |  31:16  |  0xFFFF0000  ||  K Size (W Columns)     ||
+ * ||       |          |  15: 0  |  0x0000FFFF  ||  M Size (X Rows)        ||
+ * ||-------+----------+---------+--------------++-------------------------||
+ * ||    4  |  0x0050  |         |              ||  Matrix Config 1 Reg    ||
+ * ||       |          |  31:16  |  0xFFFFFFFF  ||  N Size (X Cols/W Rows) ||
+ * ||-------+----------+---------+--------------++-------------------------||
+ * ||    5  |  0x0054  |         |              ||  Matrix Arithmetic Reg  ||
+ * ||       |          |  12:10  |  0x00001C00  ||  Operation selection    ||
+ * ||       |          |   9: 7  |  0x00000380  ||  Input/Output format    ||
+ * |========================================================================|
+ *
+ */
+
+#define ARCHI_CL_EVT_ACC0 12
+#define ARCHI_CL_EVT_ACC1 13
+#define __builtin_bitinsert(a,b,c,d) (a | (((b << (32-c)) >> (32-c)) << d))
+
+// RedMulE architecture
+#define ADDR_WIDTH   32
+#define DATA_WIDTH   256
+#define REDMULE_FMT  16
+#define ARRAY_HEIGHT 4
+#define PIPE_REGS    3
+#define ARRAY_WIDTH  12 /* Superior limit is ARRAY_HEIGHT*PIPE_REGS */
+
+// Base address
+#define REDMULE_BASE_ADD 0x50201000
+
+// Commands
+#define REDMULE_TRIGGER     0x00
+#define REDMULE_ACQUIRE     0x04
+#define REDMULE_FINISHED    0x08
+#define REDMULE_STATUS      0x0C
+#define REDMULE_RUNNING_JOB 0x10
+#define REDMULE_SOFT_CLEAR  0x14
+
+// Registers
+#define REDMULE_REG_OFFS  0x40
+// #define REDMULE_REG_X_PTR 0x00
+// #define REDMULE_REG_W_PTR 0x04
+// #define REDMULE_REG_Z_PTR 0x08
+// #define REDMULE_MCFG0_PTR 0x0C
+// #define REDMULE_MCFG1_PTR 0x10
+// #define REDMULE_ARITH_PTR 0x14
+#define REDMULE_REG_X_PTR              0x00
+#define REDMULE_REG_W_PTR              0x04
+#define REDMULE_REG_Y_PTR              0x08
+#define REDMULE_REG_Z_PTR              0x0C
+#define REDMULE_REG_X_ITER_PTR         0x10
+#define REDMULE_REG_W_ITER_PTR         0x14
+#define REDMULE_REG_LEFTOVERS_PTR      0x18
+#define REDMULE_REG_LEFT_PARAMS_PTR    0x1C
+#define REDMULE_REG_X_D1_STRIDE_PTR    0x20
+#define REDMULE_REG_W_TOT_LEN_PTR      0x24
+#define REDMULE_REG_TOT_X_READ_PTR     0x28
+#define REDMULE_REG_W_D0_STRIDE_PTR    0x2C
+#define REDMULE_REG_YZ_TOT_LEN_PTR     0x30
+#define REDMULE_REG_YZ_D0_STRIDE_PTR   0x34
+#define REDMULE_REG_YZ_D2_STRIDE_PTR   0x38
+#define REDMULE_REG_X_ROWS_OFFS_PTR    0x3C
+#define REDMULE_REG_X_BUFFER_SLOTS_PTR 0x40
+#define REDMULE_REG_X_TOT_LEN_PTR      0x44
+#define REDMULE_REG_OP_SELECTION       0x48
+
+// OPs definition
+#define MATMUL 0x0
+#define GEMM   0x1
+#define ADDMAX 0x2
+#define ADDMIN 0x3
+#define MULMAX 0x4
+#define MULMIN 0x5
+#define MAXMIN 0x6
+#define MINMAX 0x7
+
+// GEMM formats
+#define Float8     0x0
+#define Float16    0x1
+#define Float8Alt  0x2
+#define Float16Alt 0x3
+
+#define RNE       0x0
+#define RTZ       0x1
+#define OP_FMADD  0x3
+#define OP_ADD    0x5
+#define OP_MUL    0x6
+#define OP_MINMAX 0xA
+
+// FP Formats encoding
+#define FP16    0x2
+#define FP8     0x3
+#define FP16ALT 0x4
+#define FP8ALT  0x5
+
+#endif
diff --git a/redmule/hal_redmule.h b/redmule/hal_redmule.h
new file mode 100644
index 0000000..b4595e0
--- /dev/null
+++ b/redmule/hal_redmule.h
@@ -0,0 +1,284 @@
+/*
+ * Copyright (C) 2022-2023 ETH Zurich and University of Bologna
+ *
+ * Licensed under the Apache License, Version 2.0 (the "License");
+ * you may not use this file except in compliance with the License.
+ * You may obtain a copy of the License at
+ *
+ *     http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ * SPDX-License-Identifier: Apache-2.0
+ * 
+ * Author: Yvan Tortorella  <yvan.tortorella@unibo.it>
+ *
+ * RedMulE Hardware Abstraction Layer (HAL)
+ */
+
+#ifndef __HAL_REDMULE_H__
+#define __HAL_REDMULE_H__
+
+#include <pulp.h>
+#include "inc/tensor_dim.h"
+
+/*
+ * 
+ * For control, generic configuration register layout,
+ * and job-dependent register map, look at redmule_archi.h
+ *
+ */
+
+/* LOW-LEVEL HAL */
+#define CLUST_CTRL_BASE   0x50200000
+#define REDMULE_ADDR_BASE 0x50201000
+#define REDMULE_ADDR_SPACE 0x00000100
+
+#define CLUST_CTRL_HWPE_EN 0x18
+#define CLUS_CTRL_REDMULE_CG_EN_MASK 0x800
+
+// For all the following functions we use __builtin_pulp_OffsetedWrite and __builtin_pulp_OffsetedRead
+// instead of classic load/store because otherwise the compiler is not able to correctly factorize
+// the HWPE base in case several accesses are done, ending up with twice more code
+
+#define HWPE_WRITE(value, offset) *(int *)(REDMULE_ADDR_BASE + offset) = value
+#define HWPE_READ(offset) *(int *)(REDMULE_ADDR_BASE + offset)
+
+static inline void redmule_x_add_set (unsigned int value) {
+  HWPE_WRITE(value, REDMULE_REG_OFFS + REDMULE_REG_X_PTR);
+}
+
+static inline void redmule_w_add_set (unsigned int value) {
+  HWPE_WRITE(value, REDMULE_REG_OFFS + REDMULE_REG_W_PTR);
+}
+
+static inline void redmule_y_add_set (unsigned int value) {
+  HWPE_WRITE(value, REDMULE_REG_OFFS + REDMULE_REG_Y_PTR);
+}
+
+static inline void redmule_z_add_set (unsigned int value) {
+  HWPE_WRITE(value, REDMULE_REG_OFFS + REDMULE_REG_Z_PTR);
+}
+
+// static inline void redmule_mcfg_set (uint32_t mcfg0, uint32_t mcfg1) {
+//   HWPE_WRITE(mcfg0, REDMULE_REG_OFFS + REDMULE_MCFG0_PTR);
+//   HWPE_WRITE(mcfg1, REDMULE_REG_OFFS + REDMULE_MCFG1_PTR);
+// }
+// 
+// static inline void redmule_arith_set (uint32_t arith) {
+//   HWPE_WRITE(arith, REDMULE_REG_OFFS + REDMULE_ARITH_PTR);
+// }
+
+static inline void hwpe_trigger_job() {
+  HWPE_WRITE(0, REDMULE_TRIGGER);
+}
+
+static inline int hwpe_acquire_job() {
+  return HWPE_READ(REDMULE_ACQUIRE);
+}
+
+static inline unsigned int hwpe_get_status() {
+  return HWPE_READ(REDMULE_STATUS);
+}
+
+static inline void hwpe_soft_clear() {
+  HWPE_WRITE(1, REDMULE_SOFT_CLEAR);
+}
+
+static inline void hwpe_cg_enable() {
+  *(volatile int*) (CLUST_CTRL_BASE + CLUST_CTRL_HWPE_EN) |=  CLUS_CTRL_REDMULE_CG_EN_MASK;
+}
+
+static inline void hwpe_cg_disable() {
+  *(volatile int*) (CLUST_CTRL_BASE + CLUST_CTRL_HWPE_EN) &= ~CLUS_CTRL_REDMULE_CG_EN_MASK;
+}
+
+static inline void redmule_evt_wait() {
+  do {
+    eu_evt_maskWaitAndClr (1 << ARCHI_CL_EVT_ACC0);
+  } while((*(int volatile *)(REDMULE_ADDR_BASE + REDMULE_STATUS)) != 0);
+}
+
+// void redmule_cfg (unsigned int x,  unsigned int w,  unsigned int z,
+//                   uint16_t m_size, uint16_t n_size, uint16_t k_size,
+//                   uint8_t gemm_op, uint8_t gemm_fmt){
+// 
+//   uint32_t mcfg_reg0 = 0;
+//   uint32_t mcfg_reg1 = 0;
+//   uint32_t arith_reg = 0;
+// 
+//   mcfg_reg0 = (k_size << 16) |
+//               (m_size <<  0);
+//   mcfg_reg1 = n_size << 0;
+// 
+//   arith_reg = (gemm_op << 10) |
+//               (gemm_fmt << 7);
+// 
+//   redmule_x_add_set ((unsigned int) x);
+//   redmule_w_add_set ((unsigned int) w);
+//   redmule_z_add_set ((unsigned int) z);
+//   redmule_mcfg_set  ((unsigned int) mcfg_reg0,
+//                      (unsigned int) mcfg_reg1);
+//   redmule_arith_set ((unsigned int) arith_reg);
+//   
+// }
+
+void redmule_cfg (uint16_t m_size, uint16_t n_size, uint16_t k_size, uint8_t gemm_ops){
+   uint32_t x_iters        = 0;
+   uint32_t w_iters        = 0;
+   uint32_t leftovers      = 0;
+   uint32_t left_params    = 0;
+   uint32_t x_d1_stride    = 0;
+   uint32_t x_rows_offs    = 0;
+   uint32_t w_tot_len      = 0;
+   uint32_t w_d1_len       = 0;
+   uint32_t w_d0_stride    = 0;
+   uint32_t yz_tot_len     = 0;
+   uint32_t yz_d0_stride   = 0;
+   uint32_t yz_d2_stride   = 0;
+   uint32_t tot_x_read     = 0;
+   uint32_t x_buffer_slots = 0;
+   uint32_t op_selection   = 0;
+   uint16_t tot_stores     = 0;
+   uint16_t w_rows         = n_size;
+   uint16_t depth          = DATA_WIDTH/(ARRAY_HEIGHT*FPFORMAT);
+   uint8_t  tile           = ARRAY_HEIGHT*(PIPE_REGS + 1);
+   _Bool    x_rows_sub     = 0;
+   _Bool    x_cols_sub     = 0;
+   _Bool    w_cols_sub     = 0;
+   uint16_t x_rows_iter,
+            x_rows_iter_tmp,
+            w_rows_iter,
+            w_rows_iter_tmp;
+   uint16_t x_cols_iter,
+            x_cols_iter_tmp,
+            w_cols_iter,
+            w_cols_iter_tmp;
+   uint8_t  x_rows_lftovr,
+            x_cols_lftovr,
+            w_rows_lftovr,
+            w_cols_lftovr,
+            slots;
+
+   // Calculating the number of iterations alng the two dimensions of the X matrix
+   x_rows_iter_tmp = m_size/ARRAY_WIDTH;
+   x_cols_iter_tmp = n_size/tile;
+
+   // Calculating the number of iterations alng the two dimensions of the W matrix
+   w_rows_iter_tmp = w_rows;
+   w_cols_iter_tmp = k_size/tile;
+
+   // Calculating the residuals along the input dimensions
+   x_rows_lftovr = m_size - (x_rows_iter_tmp*ARRAY_WIDTH);
+   x_cols_lftovr = n_size - (x_cols_iter_tmp*tile);
+
+   // Calculating the residuals along the weight dimensions
+   w_rows_lftovr = n_size - (ARRAY_HEIGHT*(w_rows/ARRAY_HEIGHT));
+   w_cols_lftovr = k_size - (w_cols_iter_tmp*tile);
+
+   if (w_cols_lftovr != 0)
+     w_cols_iter = w_cols_iter_tmp + 1;
+   else 
+     w_cols_iter = w_cols_iter_tmp;
+
+  if (w_rows_lftovr != 0)
+    w_rows_iter = w_rows_iter_tmp + ARRAY_HEIGHT - w_rows_lftovr;
+  else
+    w_rows_iter = w_rows_iter_tmp;
+
+   if (x_cols_lftovr != 0)
+     x_cols_iter = x_cols_iter_tmp + 1;
+   else 
+     x_cols_iter = x_cols_iter_tmp;
+
+   if (x_rows_lftovr != 0)
+     x_rows_iter = x_rows_iter_tmp + 1;
+   else 
+     x_rows_iter = x_rows_iter_tmp;
+
+   if (x_cols_lftovr%depth != 0)
+     x_buffer_slots = x_cols_lftovr/depth + 1;
+   else
+     x_buffer_slots = x_cols_lftovr/depth;
+
+   // Calculating the number of total stores
+   tot_stores = x_rows_iter*w_cols_iter;
+
+   // Determining if input matrixes are sub-matrixes
+   if (m_size < ARRAY_WIDTH)
+     x_rows_sub = 1;
+   if (n_size < ARRAY_HEIGHT)
+     x_cols_sub = 1;
+   if (k_size < tile)
+    w_cols_sub = 1;
+
+   // Operation selection
+   switch (gemm_ops) {
+     case MATMUL:
+       op_selection |= (RNE << 29 | RNE << 26 | OP_FMADD << 22 | OP_MINMAX << 18 | SRC_FMT << 15 | DST_FMT << 12) | 0;
+     break;
+     
+     case GEMM:
+       op_selection |= (RNE << 29 | RNE << 26 | OP_FMADD << 22 | OP_MINMAX << 18 | SRC_FMT << 15 | DST_FMT << 12) | 1;
+     break;
+     
+     case ADDMAX:
+       op_selection |= (RNE << 29 | RTZ << 26 | OP_ADD << 22 | OP_MINMAX << 18 | SRC_FMT << 15 | DST_FMT << 12) | 1;
+     break;
+     
+     case ADDMIN:
+       op_selection |= (RNE << 29 | RNE << 26 | OP_ADD << 22 | OP_MINMAX << 18 | SRC_FMT << 15 | DST_FMT << 12) | 1;
+     break;
+     
+     case MULMAX:
+       op_selection |= (RNE << 29 | RTZ << 26 | OP_MUL << 22 | OP_MINMAX << 18 | SRC_FMT << 15 | DST_FMT << 12) | 1;
+     break;
+     
+     case MULMIN:
+       op_selection |= (RNE << 29 | RNE << 26 | OP_MUL << 22 | OP_MINMAX << 18 | SRC_FMT << 15 | DST_FMT << 12) | 1;
+     break;
+     
+     case MAXMIN:
+       op_selection |= (RTZ << 29 | RNE << 26 | OP_MINMAX << 22 | OP_MINMAX << 18 | SRC_FMT << 15 | DST_FMT << 12) | 1;
+     break;
+     
+     case MINMAX:
+       op_selection |= (RNE << 29 | RTZ << 26 | OP_MINMAX << 22 | OP_MINMAX << 18 | SRC_FMT << 15 | DST_FMT << 12) | 1;
+     break;
+   }
+
+   // Storing iterations and residuals in registers
+   x_iters      |= x_rows_iter   << 16 | x_cols_iter   << 0;
+   w_iters      |= w_rows_iter   << 16 | w_cols_iter   << 0;
+   leftovers    |= x_rows_lftovr << 24 | x_cols_lftovr << 16 | w_rows_lftovr << 8  | w_cols_lftovr << 0;
+   left_params  |= tot_stores    << 16 | x_rows_sub    << 15 | x_cols_sub    << 14 | w_cols_sub   << 13;
+   x_d1_stride   = ((4*FPFORMAT)/ADDR_WIDTH)*(((DATA_WIDTH/FPFORMAT)*x_cols_iter_tmp) + x_cols_lftovr);
+   x_rows_offs   = ARRAY_WIDTH*x_d1_stride;
+   w_tot_len     = w_rows_iter*w_cols_iter*x_rows_iter;
+   w_d0_stride   = ((4*FPFORMAT)/ADDR_WIDTH)*(((DATA_WIDTH/FPFORMAT)*w_cols_iter_tmp) + w_cols_lftovr);
+   yz_tot_len    = ARRAY_WIDTH*x_rows_iter*w_cols_iter;
+   yz_d0_stride  = w_d0_stride;
+   yz_d2_stride  = ARRAY_WIDTH*w_d0_stride;
+   tot_x_read    = x_rows_iter*x_cols_iter*w_cols_iter;
+
+   // Writing the computations in configuration register
+   HWPE_WRITE(x_iters       , REDMULE_REG_OFFS + REDMULE_REG_X_ITER_PTR         );
+   HWPE_WRITE(w_iters       , REDMULE_REG_OFFS + REDMULE_REG_W_ITER_PTR         );
+   HWPE_WRITE(leftovers     , REDMULE_REG_OFFS + REDMULE_REG_LEFTOVERS_PTR      );
+   HWPE_WRITE(left_params   , REDMULE_REG_OFFS + REDMULE_REG_LEFT_PARAMS_PTR    );
+   HWPE_WRITE(x_d1_stride   , REDMULE_REG_OFFS + REDMULE_REG_X_D1_STRIDE_PTR    );
+   HWPE_WRITE(x_rows_offs   , REDMULE_REG_OFFS + REDMULE_REG_X_ROWS_OFFS_PTR    );
+   HWPE_WRITE(tot_x_read    , REDMULE_REG_OFFS + REDMULE_REG_TOT_X_READ_PTR     );
+   HWPE_WRITE(x_buffer_slots, REDMULE_REG_OFFS + REDMULE_REG_X_BUFFER_SLOTS_PTR );
+   HWPE_WRITE(w_tot_len     , REDMULE_REG_OFFS + REDMULE_REG_W_TOT_LEN_PTR      );
+   HWPE_WRITE(w_d0_stride   , REDMULE_REG_OFFS + REDMULE_REG_W_D0_STRIDE_PTR    );
+   HWPE_WRITE(yz_tot_len    , REDMULE_REG_OFFS + REDMULE_REG_YZ_TOT_LEN_PTR     );
+   HWPE_WRITE(yz_d0_stride  , REDMULE_REG_OFFS + REDMULE_REG_YZ_D0_STRIDE_PTR   );
+   HWPE_WRITE(yz_d2_stride  , REDMULE_REG_OFFS + REDMULE_REG_YZ_D2_STRIDE_PTR   );
+   HWPE_WRITE(op_selection  , REDMULE_REG_OFFS + REDMULE_REG_OP_SELECTION       );
+}
+
+#endif
diff --git a/redmule/inc/golden.h b/redmule/inc/golden.h
new file mode 100644
index 0000000..3e6ba0d
--- /dev/null
+++ b/redmule/inc/golden.h
@@ -0,0 +1,4611 @@
+ /* Header file generated by RedMulE Golden Model */
+uint32_t golden [4608] = {
+0x4e0e4e2d,
+0x4de54dda,
+0x4dbc4e0e,
+0x4ed64e3f,
+0x4eef4dce,
+0x4e554dfc,
+0x4d964e2f,
+0x4d8a4ddd,
+0x4dc24e4c,
+0x4daa4d63,
+0x4d894e0a,
+0x4d7d4dff,
+0x4e074d9e,
+0x4d684ded,
+0x4ea94e69,
+0x4e134e7b,
+0x4e134e22,
+0x4dd64e34,
+0x4db64db5,
+0x4dfd4d9c,
+0x4e0f4e51,
+0x4e464d92,
+0x4e974db8,
+0x4dcb4d14,
+0x4d8e4e6a,
+0x4dee4eb5,
+0x4e1c4d95,
+0x4e1e4dcb,
+0x4d5d4dff,
+0x4dde4d53,
+0x4ea44dda,
+0x4e1d4d1c,
+0x4dad4d30,
+0x4e044e27,
+0x4ebb4e55,
+0x4daa4e47,
+0x4dd84ddf,
+0x4db04e3a,
+0x4e1c4dc0,
+0x4e334dc1,
+0x4dcd4e2b,
+0x4ebe4da2,
+0x4da94d64,
+0x4d804e7f,
+0x4e9b4e14,
+0x4e854d7e,
+0x4e6e4e6d,
+0x4def4e1e,
+0x4d5f4def,
+0x4daa4e1d,
+0x4dc04e29,
+0x4f014e5f,
+0x4f334dcf,
+0x4e864dcf,
+0x4dfd4ecf,
+0x4d924deb,
+0x4e294eda,
+0x4e354dae,
+0x4da94e49,
+0x4d7d4e33,
+0x4e284e23,
+0x4e124dc0,
+0x4eda4e62,
+0x4e434e71,
+0x4df34e2d,
+0x4e0d4e69,
+0x4dbd4df7,
+0x4da34dbc,
+0x4e3c4d9d,
+0x4ebb4e01,
+0x4e354dd5,
+0x4de44d3f,
+0x4dc44efa,
+0x4dac4ee3,
+0x4da34d93,
+0x4dee4da1,
+0x4db04e9a,
+0x4e994db0,
+0x4eaf4dfe,
+0x4e354d59,
+0x4de74dee,
+0x4e5d4e60,
+0x4eb14ec7,
+0x4de04e59,
+0x4df54e35,
+0x4df14df4,
+0x4e274df4,
+0x4e4b4dd5,
+0x4da14e87,
+0x4eb64dbc,
+0x4e4f4d77,
+0x4d774e04,
+0x4ede4e43,
+0x4e384df7,
+0x4e434e81,
+0x4e014e43,
+0x4dbc4d9d,
+0x4e2f4e1d,
+0x4ddf4e69,
+0x4f1f4e62,
+0x4f0c4dbd,
+0x4da74d88,
+0x4dfa4f23,
+0x4de94e2e,
+0x4de44e67,
+0x4ded4da6,
+0x4d1b4e28,
+0x4dbb4e1d,
+0x4e1c4dea,
+0x4ddc4e67,
+0x4e7d4de6,
+0x4e1c4e2c,
+0x4def4e41,
+0x4ddc4e14,
+0x4cfa4dc3,
+0x4db04dac,
+0x4df64e84,
+0x4e5a4d77,
+0x4ea74dd5,
+0x4da64d34,
+0x4dca4eb7,
+0x4dcb4e9c,
+0x4dd74d04,
+0x4e294dcd,
+0x4d804df3,
+0x4e3d4dc5,
+0x4e424dd1,
+0x4e544d76,
+0x4db34d5a,
+0x4de84e0a,
+0x4e8e4ea2,
+0x4e434dd8,
+0x4d9b4e16,
+0x4e394e8b,
+0x4dfa4e02,
+0x4e074de8,
+0x4dd44ddd,
+0x4e054d3f,
+0x4e334dac,
+0x4d4c4e61,
+0x4e634e0b,
+0x4e374ddd,
+0x4e474e7d,
+0x4db94dbd,
+0x4e324db6,
+0x4e334e87,
+0x4e2b4e43,
+0x4f284e79,
+0x4edc4de8,
+0x4e944e5e,
+0x4e184f32,
+0x4e774dbc,
+0x4e8c4ea9,
+0x4ea94daa,
+0x4e204e43,
+0x4da84e3c,
+0x4e1b4eb0,
+0x4e324e7a,
+0x4eb24eb8,
+0x4e8b4ea5,
+0x4de94e7f,
+0x4df54ee2,
+0x4e5c4e01,
+0x4dee4dbb,
+0x4e654e41,
+0x4ef54e2d,
+0x4e784e84,
+0x4e324de8,
+0x4dea4ee1,
+0x4def4ef6,
+0x4e4f4da8,
+0x4e764dd0,
+0x4def4e84,
+0x4e534d88,
+0x4f794e34,
+0x4ea14db4,
+0x4dee4dc1,
+0x4ec44e44,
+0x4e824ed6,
+0x4df44e5e,
+0x4e454ec3,
+0x4e164ea1,
+0x4e6f4e00,
+0x4e804e50,
+0x4df74e9c,
+0x4edf4e1c,
+0x4e274dcb,
+0x4d784e39,
+0x4ec74e1c,
+0x4e814e37,
+0x4e4b4e8f,
+0x4dfa4e45,
+0x4e3d4e2a,
+0x4df54e3d,
+0x4def4e3a,
+0x4ed64e2f,
+0x4ef34db3,
+0x4e8e4e5a,
+0x4db64f50,
+0x4e344e46,
+0x4e1b4ec9,
+0x4e804dd6,
+0x4d994e1f,
+0x4e524e76,
+0x4e8d4e8a,
+0x4dc14e5b,
+0x4efc4eaf,
+0x4e524ebb,
+0x4df44e78,
+0x4df14e78,
+0x4dd44dfa,
+0x4e484d47,
+0x4e204e04,
+0x4ebb4ddd,
+0x4eca4e44,
+0x4dec4d9b,
+0x4e124e9c,
+0x4dfd4ec7,
+0x4e464d6c,
+0x4e374dc0,
+0x4dbc4e59,
+0x4e404d8b,
+0x4ef84e31,
+0x4de84de1,
+0x4dd24d97,
+0x4e1c4ea0,
+0x4eb44e3a,
+0x4e414dd5,
+0x4dbc4e5d,
+0x4e554e1d,
+0x4dfc4e77,
+0x4e224e4b,
+0x4d6d4ebe,
+0x4e2a4dad,
+0x4e564dd3,
+0x4d2e4e3a,
+0x4e954e42,
+0x4e3b4dce,
+0x4e464eef,
+0x4df84ded,
+0x4d7b4d39,
+0x4cfa4da0,
+0x4d164d82,
+0x4e324d98,
+0x4e4a4ce2,
+0x4d644d6a,
+0x4d474e27,
+0x4d164d4c,
+0x4d494d7c,
+0x4d3e4d0d,
+0x4d124d83,
+0x4cbe4d19,
+0x4d834d0f,
+0x4cdb4d65,
+0x4ded4d3d,
+0x4d5b4dff,
+0x4d704d74,
+0x4ccd4df1,
+0x4d164d49,
+0x4d2f4cc3,
+0x4d854d25,
+0x4dc34d31,
+0x4dcb4d5b,
+0x4d514cb3,
+0x4d294d98,
+0x4cc14dc9,
+0x4d904cd1,
+0x4d594cd3,
+0x4cf74d5e,
+0x4dae4cda,
+0x4e134d8f,
+0x4d6a4cee,
+0x4d334d0f,
+0x4d564d00,
+0x4dae4d88,
+0x4d404d78,
+0x4d7c4d9c,
+0x4d2c4d58,
+0x4d284d47,
+0x4dfc4db4,
+0x4cec4d97,
+0x4dc04cf7,
+0x4d814d0c,
+0x4d284d58,
+0x4dad4d63,
+0x4d754d12,
+0x4d514d77,
+0x4d0b4ceb,
+0x4d5e4d6b,
+0x4da94e5d,
+0x4d974e1f,
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+0x4e284dfe,
+0x4e164ec4,
+0x4e554d85,
+0x4dc44dff,
+0x4dc94e27,
+0x4dd24dc7,
+0x4d944e79,
+0x4e8b4e4e,
+0x4e524e6a,
+0x4e084dfc,
+0x4dff4e1e,
+0x4d7b4daf,
+0x4da54d51,
+0x4e254deb,
+0x4e7a4e00,
+0x4ea64de4,
+0x4ddc4d64,
+0x4ddb4ea0,
+0x4dfa4e73,
+0x4e174d1b,
+0x4de84d78,
+0x4dc44eb9,
+0x4e2e4dc0,
+0x4eb64e61,
+0x4e6a4dac,
+0x4dd04d86,
+0x4e204e92,
+0x4e5f4e2b,
+0x4e2d4df0,
+0x4dd74e1b,
+0x4e1f4e1d,
+0x4e6e4e45,
+0x4de84dc8,
+0x4dea4e5f,
+0x4e5e4dd3,
+0x4dee4dda,
+0x4d7d4dac,
+0x4e3c4e39,
+0x4e6e4e22,
+0x4e454e77,
+0x4dd34e0b,
+0x4e334e35,
+0x4de74e9c,
+0x4e544e4c,
+0x4f2a4eeb,
+0x4f674e39,
+0x4e614e9e,
+0x4e504f2b,
+0x4eab4e45,
+0x4e4f4f08,
+0x4e7a4e01,
+0x4df94e73,
+0x4dd94e88,
+0x4e6d4ea5,
+0x4dcf4ef7,
+0x4f584f2f,
+0x4eca4ef7,
+0x4e824e71,
+0x4e734f22,
+0x4e094e35,
+0x4e4a4de6,
+0x4e584e4c,
+0x4f1c4e07,
+0x4f1d4ea0,
+0x4e884de4,
+0x4e274ec8,
+0x4df94f13,
+0x4e554dc0,
+0x4e3b4da9,
+0x4df24eb5,
+0x4ea04e28,
+0x4f564e45,
+0x4ebe4dfe,
+0x4e2b4db8,
+0x4ebc4ea1,
+0x4f164ec6,
+0x4e5a4e85,
+0x4e674e8c,
+0x4e114efc,
+0x4e7c4e3e,
+0x4e664e7b,
+0x4df34ecf,
+0x4e974e39,
+0x4eb34dd1,
+0x4e054e47,
+0x4eb74e7d,
+0x4eca4e7b,
+0x4ea04f2b,
+0x4e514e2b,
+0x4dbf4db9,
+0x4db64e60,
+0x4da94ec2,
+0x4eb24e40,
+0x4ee84dd0,
+0x4e3d4df1,
+0x4e3a4eef,
+0x4dfe4e4c,
+0x4e524e5e,
+0x4e284df0,
+0x4de54e65,
+0x4d6d4e47,
+0x4dd14e02,
+0x4dde4e7c,
+0x4e874e2f,
+0x4e584e9e,
+0x4e914e0a,
+0x4e054e0c,
+0x4d894e1d,
+0x4da94d53,
+0x4e714e6b,
+0x4e8a4df8,
+0x4ed84dcd,
+0x4e1d4d7f,
+0x4d974e77,
+0x4d6f4ea3,
+0x4e0f4d9d,
+0x4e2b4dcb,
+0x4dbd4e8e,
+0x4e284d96,
+0x4f0c4e09,
+0x4e534d95,
+0x4e324d66,
+0x4dfb4e1c,
+0x4e914e2a,
+0x4dd04ed8,
+0x4e1e4e94,
+0x4e4a4dd3,
+0x4e564dcd,
+0x4e7e4e2f,
+0x4dd24e22,
+0x4e9a4e42,
+0x4e3c4ddc,
+0x4d974e8a,
+0x4e7e4e00,
+0x4e5c4d80,
+0x4e5e4eba,
+0x4e024e47,
+0x4c814c99,
+0x4cb24d53,
+0x4ca44d3f,
+0x4dab4d31,
+0x4dae4d46,
+0x4d3d4ce7,
+0x4d004da8,
+0x4d0d4d6a,
+0x4d0c4d75,
+0x4cf54cc1,
+0x4cc44d2e,
+0x4cac4ccf,
+0x4cfa4cfc,
+0x4ccd4d7f,
+0x4d624d41,
+0x4d2f4d43,
+0x4cfc4cf8,
+0x4d004db4,
+0x4cad4cfa,
+0x4cf74cf2,
+0x4cf24d04,
+0x4d564caf,
+0x4d5b4cda,
+0x4d374cef,
+0x4cca4d81,
+0x4ca34ddd,
+0x4d2d4c50,
+0x4cf74c81,
+0x4ce24d46,
+0x4d384ce5,
+0x4de84cf5,
+0x4d4f4c6a,
+0x4cc34c86,
+0x4d5b4d31,
+0x4d824d55,
+0x4cc04d74,
+0x4d274d08,
+0x4cd94d0a,
+0x4d384cf2,
+0x4d294c9b,
+0x4d1a4d67,
+0x4d1d4d25,
+0x4cd04cdd,
+0x4c6d4ced,
+0x4d724d0d,
+0x4d944d3f,
+0x4d2d4d5a,
+0x4cb84d00,
+};
\ No newline at end of file
diff --git a/redmule/inc/tensor_dim.h b/redmule/inc/tensor_dim.h
new file mode 100644
index 0000000..284125f
--- /dev/null
+++ b/redmule/inc/tensor_dim.h
@@ -0,0 +1,13 @@
+ /* Header file generated by RedMulE Golden Model */
+#ifndef __TENSOR_DIM__
+#define __TENSOR_DIM__
+
+#define M_SIZE  96 
+#define N_SIZE  96 
+#define K_SIZE  96
+#define SRC_FMT FP16
+#define DST_FMT FP16
+#define FPFORMAT 16
+uint8_t gemm_ops = GEMM; 
+
+#endif
diff --git a/redmule/inc/w_2D.h b/redmule/inc/w_2D.h
new file mode 100644
index 0000000..74b1a11
--- /dev/null
+++ b/redmule/inc/w_2D.h
@@ -0,0 +1,99 @@
+ /* Header file generated by RedMulE Golden Model */
+uint16_t w_inp_2D [96][96] = {
+0x2d1a, 0x2f9c, 0x3596, 0x38eb, 0x3a5c, 0x3827, 0x3b07, 0x397a, 0x347f, 0x3703, 0x2e26, 0x305c, 0x3ba2, 0x39cd, 0x36fa, 0x3899, 0x38dc, 0x3a60, 0x345b, 0x2d80, 0x36ad, 0x2eb8, 0x34ca, 0x384a, 0x33ef, 0x353e, 0x370e, 0x38f6, 0x3947, 0x387c, 0x3893, 0x38fd, 0x39a9, 0x29fb, 0x39ec, 0x3232, 0x35f8, 0x320c, 0x3b5c, 0x34b6, 0x39e6, 0x2b02, 0x340d, 0x30cc, 0x3b7d, 0x3298, 0x381a, 0x3aa8, 0x3b2b, 0x3605, 0x389e, 0x3a3a, 0x2f2c, 0x3ae4, 0x2cc3, 0x2e6b, 0x3850, 0x3a94, 0x396f, 0x3683, 0x3983, 0x39ea, 0x349f, 0x3b95, 0x28a5, 0x3853, 0x349a, 0x30cc, 0x389b, 0x3595, 0x31f9, 0x3a85, 0x367d, 0x3bbe, 0x3bde, 0x3ae7, 0x3977, 0x3a5d, 0x2497, 0x32ed, 0x39c5, 0x3553, 0x3b87, 0x357c, 0x3868, 0x2fc2, 0x1ad7, 0x3079, 0x3b2f, 0x3570, 0x3a70, 0x3761, 0x29cd, 0x3640, 0x3885, 0x2c6e, 
+0x3a6c, 0x322b, 0x34e2, 0x1a14, 0x385b, 0x3bdd, 0x3b0f, 0x3548, 0x35d5, 0x3105, 0x39f6, 0x2ce7, 0x365f, 0x286d, 0x3673, 0x3517, 0x3847, 0x3905, 0x34f8, 0x3a5b, 0x2809, 0x38e8, 0x3910, 0x3bce, 0x3aa7, 0x3a98, 0x3a82, 0x318b, 0x39a1, 0x39c7, 0x3960, 0x3206, 0x3320, 0x3893, 0x2e29, 0x391a, 0x28ae, 0x3535, 0x3a37, 0x3821, 0x32de, 0x326d, 0x3196, 0x3b5f, 0x38f2, 0x3b44, 0x3680, 0x3309, 0x3bf2, 0x3bb2, 0x3874, 0x3531, 0x2c98, 0x3648, 0x2d18, 0x2af5, 0x25d7, 0x3a75, 0x38bc, 0x3a77, 0x39bb, 0x3a92, 0x397d, 0x3486, 0x35e3, 0x3917, 0x3805, 0x3001, 0x3619, 0x3952, 0x34c7, 0x3a87, 0x35de, 0x385e, 0x2590, 0x3bb1, 0x2b49, 0x3526, 0x35c5, 0x3963, 0x374e, 0x346a, 0x35d0, 0x3622, 0x2dd8, 0x3aa0, 0x3292, 0x30d8, 0x3883, 0x3ad4, 0x3a22, 0x360f, 0x3424, 0x348f, 0x3886, 0x38f3, 
+0x3945, 0x3792, 0x3629, 0x3b2b, 0x3bf5, 0x3a69, 0x3199, 0x3b84, 0x35c4, 0x3b13, 0x27a5, 0x3b8a, 0x393d, 0x3a14, 0x3a40, 0x35e7, 0x3a6a, 0x38ad, 0x3bb9, 0x24d8, 0x3b90, 0x3797, 0x3716, 0x384e, 0x3832, 0x3855, 0x39c3, 0x39de, 0x2684, 0x3627, 0x35f0, 0x3a86, 0x3995, 0x2abc, 0x347a, 0x2409, 0x2758, 0x3664, 0x3ae9, 0x1eb1, 0x386a, 0x33dd, 0x3413, 0x243b, 0x3b5b, 0x36fb, 0x38ab, 0x39cb, 0x38e8, 0x308c, 0x3be2, 0x30c8, 0x382c, 0x3bcc, 0x3b0f, 0x30e7, 0x31b4, 0x2adb, 0x2354, 0x2c7e, 0x3774, 0x3299, 0x3574, 0x3b35, 0x38a3, 0x3836, 0x3400, 0x3721, 0x3acb, 0x37da, 0x3688, 0x35d5, 0x3977, 0x3247, 0x2a12, 0x3b36, 0x371a, 0x3750, 0x2ad9, 0x242b, 0x306f, 0x3502, 0x3b35, 0x394d, 0x3646, 0x315d, 0x387d, 0x349f, 0x305a, 0x3a84, 0x3a3e, 0x3be3, 0x3bf9, 0x3580, 0x3b14, 0x3a13, 
+0x371c, 0x2da9, 0x3995, 0x38be, 0x323e, 0x328d, 0x383d, 0x3991, 0x3a57, 0x38ca, 0x3867, 0x3982, 0x34fd, 0x347c, 0x380f, 0x3074, 0x38d4, 0x34fa, 0x326a, 0x377c, 0x3a52, 0x3abd, 0x3536, 0x226f, 0x319c, 0x3321, 0x393e, 0x3467, 0x3b37, 0x3bc1, 0x3a17, 0x394d, 0x33a2, 0x395d, 0x33e4, 0x3b09, 0x3855, 0x354d, 0x2f53, 0x34e7, 0x375b, 0x35f1, 0x367f, 0x3674, 0x2e07, 0x3ba0, 0x314b, 0x3bce, 0x2c5f, 0x384d, 0x3443, 0x36b1, 0x3973, 0x38d8, 0x340d, 0x3a77, 0x2ec7, 0x3538, 0x2e0e, 0x2d39, 0x3a81, 0x3b54, 0x3bdc, 0x3461, 0x2d5f, 0x3a52, 0x390c, 0x2186, 0x3896, 0x39d5, 0x3868, 0x2171, 0x303e, 0x3b19, 0x3915, 0x3be0, 0x39cb, 0x34ce, 0x357f, 0x394b, 0x39d3, 0x3af8, 0x3855, 0x3430, 0x36d6, 0x38bd, 0x3ad5, 0x38f4, 0x252e, 0x3b49, 0x36b0, 0x32b2, 0x3610, 0x3baa, 0x398b, 0x3ac1, 
+0x3655, 0x2ad4, 0x38e1, 0x3a9a, 0x37b9, 0x3027, 0x3889, 0x3017, 0x3baf, 0x32b8, 0x3922, 0x3984, 0x3ac3, 0x3775, 0x37f5, 0x38f0, 0x3a37, 0x3a8a, 0x283a, 0x1b5c, 0x3998, 0x2c23, 0x380e, 0x3254, 0x3ad7, 0x39f2, 0x328e, 0x36da, 0x370d, 0x2f71, 0x3944, 0x2e44, 0x36d7, 0x362a, 0x370d, 0x38a7, 0x3b99, 0x3850, 0x3111, 0x329d, 0x3bbf, 0x353e, 0x3932, 0x3542, 0x2ab8, 0x3bf2, 0x312c, 0x3070, 0x3983, 0x3882, 0x3aa6, 0x39fd, 0x384b, 0x3a76, 0x3b1f, 0x312a, 0x183e, 0x362e, 0x347e, 0x38cf, 0x3186, 0x38eb, 0x1c0b, 0x2def, 0x33ec, 0x3b0f, 0x387e, 0x344f, 0x3b28, 0x367f, 0x3661, 0x382a, 0x28c2, 0x3980, 0x3709, 0x3875, 0x3922, 0x37fb, 0x36a9, 0x2f28, 0x36c2, 0x30c6, 0x3bcf, 0x3aba, 0x3965, 0x3397, 0x39ab, 0x3812, 0x344e, 0x39ff, 0x3866, 0x3895, 0x3ba0, 0x3a13, 0x3a1b, 0x35ef, 
+0x382a, 0x34ad, 0x39c7, 0x2ef8, 0x377e, 0x3915, 0x3beb, 0x3a4f, 0x35e7, 0x3465, 0x3668, 0x3404, 0x3233, 0x3361, 0x3b7e, 0x3702, 0x3b3b, 0x3834, 0x36e7, 0x3a65, 0x2ed7, 0x3965, 0x3914, 0x34c7, 0x3722, 0x3612, 0x397f, 0x2e03, 0x36b6, 0x2da9, 0x33d1, 0x350e, 0x38af, 0x1b8f, 0x360b, 0x3803, 0x38e4, 0x328a, 0x330b, 0x383c, 0x3501, 0x334b, 0x35bf, 0x395f, 0x394f, 0x359b, 0x3b66, 0x2eee, 0x350f, 0x3759, 0x3a91, 0x3b46, 0x3808, 0x3b0e, 0x38c7, 0x3846, 0x2e4b, 0x2edb, 0x382a, 0x348d, 0x1a8b, 0x3510, 0x39c3, 0x30f8, 0x3758, 0x2fc8, 0x3386, 0x3316, 0x393f, 0x3351, 0x3b46, 0x389f, 0x3312, 0x28a9, 0x34ff, 0x3a51, 0x3b00, 0x36a4, 0x3811, 0x281c, 0x3646, 0x3b42, 0x3453, 0x32ea, 0x2f6b, 0x3a64, 0x2cd4, 0x28d1, 0x3a0b, 0x3276, 0x3b1d, 0x368e, 0x340a, 0x3ac3, 0x3067, 0x3987, 
+0x25a7, 0x39f4, 0x3b54, 0x38d8, 0x3708, 0x3999, 0x313e, 0x316b, 0x39af, 0x2e81, 0x3667, 0x39e3, 0x3904, 0x391d, 0x383d, 0x3956, 0x36c0, 0x30d0, 0x346d, 0x39cf, 0x3236, 0x354f, 0x377f, 0x326a, 0x3800, 0x3022, 0x3b2f, 0x3b98, 0x3a97, 0x3bca, 0x3a1e, 0x3a5b, 0x337d, 0x385c, 0x2fff, 0x399e, 0x33e3, 0x355a, 0x3835, 0x3a1e, 0x38d5, 0x3791, 0x2f0d, 0x2ef4, 0x3581, 0x397a, 0x3a26, 0x391b, 0x3727, 0x3874, 0x3a25, 0x30ba, 0x2b99, 0x3a8b, 0x345b, 0x3bab, 0x3900, 0x3743, 0x3b73, 0x391a, 0x3bd2, 0x39ea, 0x3599, 0x383b, 0x34c0, 0x34b3, 0x3bf0, 0x396d, 0x3b6f, 0x36f9, 0x350e, 0x3b43, 0x39da, 0x3b16, 0x38af, 0x369c, 0x3530, 0x3a87, 0x3a68, 0x2220, 0x2d27, 0x3a49, 0x2df1, 0x353a, 0x3a08, 0x3bdb, 0x378e, 0x2942, 0x35f0, 0x3618, 0x3897, 0x3946, 0x3b7d, 0x3a44, 0x356f, 0x389f, 
+0x3bd0, 0x2946, 0x3aa2, 0x3711, 0x3462, 0x369c, 0x3a56, 0x3b59, 0x32ac, 0x3813, 0x2f28, 0x3c00, 0x3404, 0x34dc, 0x29ec, 0x3bf1, 0x393e, 0x3b63, 0x3513, 0x3822, 0x382b, 0x35f2, 0x3b2c, 0x3498, 0x2515, 0x31aa, 0x3a7f, 0x391d, 0x3a54, 0x34ef, 0x353a, 0x3a41, 0x334a, 0x3b6a, 0x376f, 0x3bb0, 0x3821, 0x38c2, 0x3b57, 0x333d, 0x2ba8, 0x368e, 0x3a2c, 0x345b, 0x3b9a, 0x3976, 0x3870, 0x34b5, 0x386c, 0x3916, 0x38cc, 0x32a3, 0x3bd8, 0x30bc, 0x30a7, 0x38bc, 0x3727, 0x38e7, 0x337a, 0x3b34, 0x39b7, 0x391f, 0x27fa, 0x3b3f, 0x3940, 0x3698, 0x3256, 0x3a9b, 0x39c3, 0x2e76, 0x3899, 0x3915, 0x36a4, 0x3606, 0x3bd9, 0x314f, 0x2822, 0x3bba, 0x381b, 0x3252, 0x38dd, 0x2cb9, 0x38f3, 0x385c, 0x348d, 0x3220, 0x31a8, 0x3128, 0x3aed, 0x3903, 0x3be2, 0x3971, 0x29f4, 0x3130, 0x3b11, 0x35d7, 
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+0x2066, 0x3940, 0x3b3b, 0x320f, 0x37cc, 0x377a, 0x3b22, 0x36da, 0x3aa0, 0x3476, 0x34b4, 0x3941, 0x36f4, 0x391e, 0x3a8d, 0x32ca, 0x3853, 0x3af6, 0x34d2, 0x36a6, 0x33f1, 0x39a0, 0x3790, 0x3440, 0x390f, 0x3a83, 0x399d, 0x367d, 0x2b8e, 0x3575, 0x3a1b, 0x3a7c, 0x3a6c, 0x2eb2, 0x3a27, 0x369b, 0x3a45, 0x38a4, 0x346f, 0x3a8c, 0x307a, 0x36d0, 0x39be, 0x39ae, 0x34ee, 0x2ae7, 0x3559, 0x3858, 0x3705, 0x38eb, 0x39fa, 0x3565, 0x3285, 0x392a, 0x394a, 0x300a, 0x39f6, 0x2e3e, 0x33dc, 0x39c7, 0x295d, 0x3b80, 0x3888, 0x3760, 0x3bfb, 0x396f, 0x3729, 0x386d, 0x39bb, 0x2d93, 0x387a, 0x3b12, 0x3b2e, 0x3bdc, 0x33ec, 0x383d, 0x38d0, 0x3373, 0x3bb0, 0x3987, 0x3b2b, 0x3097, 0x3884, 0x3b20, 0x39bf, 0x3360, 0x2b53, 0x370a, 0x2f02, 0x38ab, 0x24ee, 0x3947, 0x3927, 0x29d7, 0x3b8d, 0x3b8b, 
+0x3a58, 0x292b, 0x3604, 0x398f, 0x321b, 0x341f, 0x3909, 0x3901, 0x3b49, 0x32ee, 0x3940, 0x3b77, 0x31f0, 0x344e, 0x380c, 0x36b1, 0x3a4e, 0x3638, 0x3922, 0x3864, 0x393b, 0x3903, 0x302f, 0x2ff2, 0x30b7, 0x3997, 0x385b, 0x3bbf, 0x3b39, 0x38de, 0x3a69, 0x3b51, 0x3aed, 0x387b, 0x269d, 0x39c7, 0x3a99, 0x3beb, 0x3672, 0x33ee, 0x200e, 0x3834, 0x34f7, 0x3971, 0x355a, 0x31fd, 0x2531, 0x385f, 0x3bf2, 0x2686, 0x364a, 0x358a, 0x2e99, 0x2f89, 0x3809, 0x3924, 0x39ee, 0x3990, 0x3987, 0x3972, 0x3813, 0x3840, 0x34dd, 0x374a, 0x3250, 0x2f4c, 0x35d9, 0x2991, 0x3b3f, 0x362e, 0x3455, 0x2abb, 0x3a2d, 0x3b57, 0x3567, 0x2cc0, 0x2d0d, 0x3be3, 0x2f3e, 0x3a9f, 0x3253, 0x34e8, 0x3712, 0x334e, 0x3ab9, 0x3bae, 0x3a1d, 0x3a5c, 0x3b96, 0x3adf, 0x3088, 0x3a8e, 0x35f3, 0x3795, 0x35d1, 0x3bb4, 
+0x3862, 0x3976, 0x3b9a, 0x3291, 0x3b5c, 0x3540, 0x2d00, 0x3702, 0x3519, 0x39dd, 0x3bff, 0x3560, 0x3642, 0x392c, 0x3a6f, 0x32ff, 0x32f2, 0x3836, 0x2d5f, 0x368d, 0x383b, 0x3abb, 0x2ec9, 0x3ada, 0x391a, 0x3811, 0x35d9, 0x3b90, 0x3aa3, 0x3149, 0x3b10, 0x3912, 0x3391, 0x318b, 0x22ed, 0x3a32, 0x3819, 0x39c9, 0x3865, 0x332e, 0x399b, 0x3aaa, 0x3b3e, 0x37b6, 0x35db, 0x3286, 0x3765, 0x2afe, 0x3b7a, 0x32b2, 0x38c9, 0x37d0, 0x3a6d, 0x3a3a, 0x3a9c, 0x364d, 0x3915, 0x36d5, 0x24fb, 0x35ed, 0x3abd, 0x3200, 0x3ae4, 0x3a0f, 0x3ac2, 0x33be, 0x3812, 0x3bae, 0x3969, 0x3237, 0x3bb0, 0x3681, 0x35c9, 0x37da, 0x2f15, 0x3362, 0x3b5c, 0x3a74, 0x315a, 0x3b44, 0x2f83, 0x3971, 0x3bfd, 0x3ab3, 0x35ae, 0x3a5a, 0x303d, 0x2a1d, 0x3a0c, 0x3bbe, 0x3365, 0x33df, 0x3521, 0x3bce, 0x3880, 0x3842, 
+0x3a15, 0x3835, 0x2ac7, 0x3640, 0x3864, 0x309d, 0x3934, 0x364d, 0x30f9, 0x3954, 0x34c0, 0x39a2, 0x36c1, 0x3a64, 0x2f3d, 0x338e, 0x3993, 0x34c0, 0x2c7e, 0x30a8, 0x3696, 0x2d67, 0x2017, 0x3757, 0x2ebc, 0x2c37, 0x3422, 0x36a8, 0x3a49, 0x364d, 0x3b0a, 0x3adc, 0x34f1, 0x3a15, 0x389b, 0x389b, 0x3557, 0x3542, 0x3a12, 0x38b4, 0x3a49, 0x38fd, 0x3a25, 0x3516, 0x3bc9, 0x3811, 0x1b72, 0x391e, 0x2ecb, 0x3a69, 0x3818, 0x342b, 0x3b44, 0x3912, 0x2ae6, 0x3bb1, 0x355e, 0x3182, 0x3793, 0x385b, 0x2983, 0x394d, 0x3021, 0x307c, 0x3419, 0x364f, 0x395f, 0x3395, 0x365d, 0x3a90, 0x3b4d, 0x3660, 0x35ad, 0x3b87, 0x3b40, 0x3919, 0x3800, 0x385c, 0x187b, 0x3b1e, 0x38c8, 0x38bf, 0x3844, 0x390b, 0x3672, 0x37df, 0x3a46, 0x3013, 0x30fd, 0x3a86, 0x36aa, 0x3a60, 0x39a7, 0x39b7, 0x37d2, 0x33e7, 
+0x2cde, 0x3a8d, 0x33d3, 0x2c74, 0x34c5, 0x2b02, 0x3ab0, 0x375d, 0x3a8f, 0x39c7, 0x340c, 0x3bc7, 0x39ae, 0x2ea6, 0x3b0b, 0x394b, 0x3823, 0x3504, 0x383a, 0x38f6, 0x382d, 0x3bda, 0x3a1b, 0x38c9, 0x35e2, 0x39f1, 0x38b9, 0x3281, 0x3bb3, 0x3156, 0x2c35, 0x3b28, 0x2cfe, 0x392a, 0x3908, 0x3a72, 0x2d0e, 0x3b20, 0x369d, 0x3bae, 0x2f9f, 0x3aac, 0x331f, 0x3ab7, 0x3999, 0x3980, 0x3b17, 0x39d3, 0x3609, 0x231d, 0x386c, 0x39b7, 0x2a32, 0x37b0, 0x350d, 0x2554, 0x33ee, 0x2c9a, 0x319a, 0x37d6, 0x347e, 0x3a54, 0x3903, 0x3aaa, 0x31fc, 0x33c9, 0x3988, 0x3ac7, 0x31b5, 0x354c, 0x3ba7, 0x342e, 0x3898, 0x3907, 0x3bc4, 0x36b6, 0x36fc, 0x3896, 0x3832, 0x33d8, 0x3af7, 0x38df, 0x3b8b, 0x2dc9, 0x29a0, 0x3b24, 0x34e6, 0x2d49, 0x34c2, 0x388e, 0x36cb, 0x2eff, 0x34fb, 0x3b91, 0x3be3, 0x39ed, 
+0x38fb, 0x3675, 0x36d9, 0x385b, 0x36ce, 0x3755, 0x354b, 0x3014, 0x3670, 0x3be2, 0x3af2, 0x3b6e, 0x345f, 0x2f8d, 0x3a55, 0x3919, 0x3ad3, 0x3388, 0x368a, 0x3bbf, 0x2b8e, 0x28fd, 0x2e73, 0x3baa, 0x3326, 0x3625, 0x351e, 0x35eb, 0x305c, 0x3bc5, 0x345b, 0x3473, 0x3555, 0x28bb, 0x357a, 0x39c2, 0x3871, 0x3232, 0x2c3a, 0x3983, 0x340a, 0x3af8, 0x3932, 0x3354, 0x3a39, 0x36b8, 0x367a, 0x29ce, 0x3bf0, 0x290d, 0x339f, 0x3afb, 0x340d, 0x3128, 0x38ac, 0x2b34, 0x346f, 0x3356, 0x3bb9, 0x2967, 0x355a, 0x37cd, 0x34f4, 0x3a66, 0x36b6, 0x2968, 0x3bf7, 0x3a0d, 0x361c, 0x3898, 0x3859, 0x39fe, 0x3bdb, 0x38aa, 0x3b92, 0x2fcc, 0x38b1, 0x3713, 0x3be1, 0x3826, 0x3b00, 0x32c3, 0x30a1, 0x38d7, 0x3bf3, 0x3b42, 0x38af, 0x304b, 0x3279, 0x37c5, 0x2072, 0x346c, 0x3857, 0x3597, 0x3624, 0x39d7, 
+0x3042, 0x392a, 0x3120, 0x20d7, 0x3b8c, 0x3a8f, 0x383a, 0x3a52, 0x3bbd, 0x31ad, 0x3781, 0x3359, 0x36cb, 0x33f1, 0x385b, 0x3225, 0x38d5, 0x3019, 0x3a17, 0x34d3, 0x3a34, 0x39ba, 0x3a17, 0x31e8, 0x3b53, 0x3b9c, 0x3b54, 0x33b6, 0x3488, 0x367a, 0x3a2c, 0x3ac7, 0x3b0a, 0x399a, 0x3891, 0x3a51, 0x3a4a, 0x380b, 0x391c, 0x3805, 0x381d, 0x3b2a, 0x2a0d, 0x3acc, 0x3b55, 0x3958, 0x3a2b, 0x35cd, 0x340e, 0x36e1, 0x3a09, 0x2569, 0x2c5f, 0x376c, 0x3431, 0x3ad3, 0x31fc, 0x331e, 0x396b, 0x2ebd, 0x380f, 0x3bce, 0x3a74, 0x32de, 0x30ec, 0x3300, 0x3aba, 0x34c3, 0x3abd, 0x30c6, 0x39af, 0x3a3d, 0x3ad9, 0x3097, 0x2af9, 0x38a6, 0x3071, 0x25c5, 0x34ea, 0x2ff3, 0x355e, 0x3b66, 0x1edc, 0x3a1f, 0x32c7, 0x381c, 0x3837, 0x3bc1, 0x3033, 0x3bcb, 0x3a53, 0x3ab7, 0x38be, 0x2a81, 0x36ad, 0x301f, 
+0x3931, 0x3ba1, 0x34ac, 0x383d, 0x3636, 0x35b9, 0x38f2, 0x2c53, 0x32a9, 0x3b31, 0x3181, 0x383c, 0x395b, 0x30ef, 0x3aa7, 0x30ce, 0x32ff, 0x328b, 0x3329, 0x2c12, 0x394e, 0x2c60, 0x35de, 0x3938, 0x2c18, 0x37be, 0x392e, 0x3438, 0x3650, 0x34c7, 0x392c, 0x39aa, 0x2e72, 0x3ab6, 0x2bc9, 0x3bfa, 0x36f2, 0x2830, 0x2ad4, 0x3b3f, 0x3ae7, 0x34c7, 0x3064, 0x35ef, 0x3956, 0x39e9, 0x31eb, 0x2ff8, 0x36f3, 0x38de, 0x34b8, 0x3aa8, 0x1c30, 0x3b4f, 0x38d9, 0x3bba, 0x39b7, 0x3b4c, 0x2ee9, 0x3837, 0x3835, 0x36c6, 0x3928, 0x2e72, 0x37d2, 0x3642, 0x31cb, 0x35d6, 0x3408, 0x3404, 0x39d4, 0x3877, 0x38a5, 0x31ae, 0x2c75, 0x341a, 0x3af5, 0x3abc, 0x330b, 0x387d, 0x3b46, 0x369f, 0x2bf0, 0x3bdc, 0x36fc, 0x362a, 0x374f, 0x3bc3, 0x3ac5, 0x38c1, 0x3965, 0x380f, 0x3675, 0x3bba, 0x3a38, 0x39ca 
+};
\ No newline at end of file
diff --git a/redmule/inc/w_input.h b/redmule/inc/w_input.h
new file mode 100644
index 0000000..dd2e275
--- /dev/null
+++ b/redmule/inc/w_input.h
@@ -0,0 +1,99 @@
+ /* Header file generated by RedMulE Golden Model */
+uint16_t w_inp [9216] = {
+0x2d1a, 0x2f9c, 0x3596, 0x38eb, 0x3a5c, 0x3827, 0x3b07, 0x397a, 0x347f, 0x3703, 0x2e26, 0x305c, 0x3ba2, 0x39cd, 0x36fa, 0x3899, 0x38dc, 0x3a60, 0x345b, 0x2d80, 0x36ad, 0x2eb8, 0x34ca, 0x384a, 0x33ef, 0x353e, 0x370e, 0x38f6, 0x3947, 0x387c, 0x3893, 0x38fd, 0x39a9, 0x29fb, 0x39ec, 0x3232, 0x35f8, 0x320c, 0x3b5c, 0x34b6, 0x39e6, 0x2b02, 0x340d, 0x30cc, 0x3b7d, 0x3298, 0x381a, 0x3aa8, 0x3b2b, 0x3605, 0x389e, 0x3a3a, 0x2f2c, 0x3ae4, 0x2cc3, 0x2e6b, 0x3850, 0x3a94, 0x396f, 0x3683, 0x3983, 0x39ea, 0x349f, 0x3b95, 0x28a5, 0x3853, 0x349a, 0x30cc, 0x389b, 0x3595, 0x31f9, 0x3a85, 0x367d, 0x3bbe, 0x3bde, 0x3ae7, 0x3977, 0x3a5d, 0x2497, 0x32ed, 0x39c5, 0x3553, 0x3b87, 0x357c, 0x3868, 0x2fc2, 0x1ad7, 0x3079, 0x3b2f, 0x3570, 0x3a70, 0x3761, 0x29cd, 0x3640, 0x3885, 0x2c6e, 
+0x3a6c, 0x322b, 0x34e2, 0x1a14, 0x385b, 0x3bdd, 0x3b0f, 0x3548, 0x35d5, 0x3105, 0x39f6, 0x2ce7, 0x365f, 0x286d, 0x3673, 0x3517, 0x3847, 0x3905, 0x34f8, 0x3a5b, 0x2809, 0x38e8, 0x3910, 0x3bce, 0x3aa7, 0x3a98, 0x3a82, 0x318b, 0x39a1, 0x39c7, 0x3960, 0x3206, 0x3320, 0x3893, 0x2e29, 0x391a, 0x28ae, 0x3535, 0x3a37, 0x3821, 0x32de, 0x326d, 0x3196, 0x3b5f, 0x38f2, 0x3b44, 0x3680, 0x3309, 0x3bf2, 0x3bb2, 0x3874, 0x3531, 0x2c98, 0x3648, 0x2d18, 0x2af5, 0x25d7, 0x3a75, 0x38bc, 0x3a77, 0x39bb, 0x3a92, 0x397d, 0x3486, 0x35e3, 0x3917, 0x3805, 0x3001, 0x3619, 0x3952, 0x34c7, 0x3a87, 0x35de, 0x385e, 0x2590, 0x3bb1, 0x2b49, 0x3526, 0x35c5, 0x3963, 0x374e, 0x346a, 0x35d0, 0x3622, 0x2dd8, 0x3aa0, 0x3292, 0x30d8, 0x3883, 0x3ad4, 0x3a22, 0x360f, 0x3424, 0x348f, 0x3886, 0x38f3, 
+0x3945, 0x3792, 0x3629, 0x3b2b, 0x3bf5, 0x3a69, 0x3199, 0x3b84, 0x35c4, 0x3b13, 0x27a5, 0x3b8a, 0x393d, 0x3a14, 0x3a40, 0x35e7, 0x3a6a, 0x38ad, 0x3bb9, 0x24d8, 0x3b90, 0x3797, 0x3716, 0x384e, 0x3832, 0x3855, 0x39c3, 0x39de, 0x2684, 0x3627, 0x35f0, 0x3a86, 0x3995, 0x2abc, 0x347a, 0x2409, 0x2758, 0x3664, 0x3ae9, 0x1eb1, 0x386a, 0x33dd, 0x3413, 0x243b, 0x3b5b, 0x36fb, 0x38ab, 0x39cb, 0x38e8, 0x308c, 0x3be2, 0x30c8, 0x382c, 0x3bcc, 0x3b0f, 0x30e7, 0x31b4, 0x2adb, 0x2354, 0x2c7e, 0x3774, 0x3299, 0x3574, 0x3b35, 0x38a3, 0x3836, 0x3400, 0x3721, 0x3acb, 0x37da, 0x3688, 0x35d5, 0x3977, 0x3247, 0x2a12, 0x3b36, 0x371a, 0x3750, 0x2ad9, 0x242b, 0x306f, 0x3502, 0x3b35, 0x394d, 0x3646, 0x315d, 0x387d, 0x349f, 0x305a, 0x3a84, 0x3a3e, 0x3be3, 0x3bf9, 0x3580, 0x3b14, 0x3a13, 
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+};
\ No newline at end of file
diff --git a/redmule/inc/x_2D.h b/redmule/inc/x_2D.h
new file mode 100644
index 0000000..ebe42af
--- /dev/null
+++ b/redmule/inc/x_2D.h
@@ -0,0 +1,99 @@
+ /* Header file generated by RedMulE Golden Model */
+uint16_t x_inp_2D [96][96] = {
+0x3122, 0x369c, 0x39bd, 0x3b58, 0x3be0, 0x3a5a, 0x3416, 0x386c, 0x3a11, 0x350e, 0x38ab, 0x35ad, 0x35d9, 0x390f, 0x3565, 0x36b0, 0x3aad, 0x3a64, 0x3797, 0x368d, 0x35a6, 0x396f, 0x2a5e, 0x3a29, 0x38a7, 0x33a8, 0x3409, 0x3621, 0x3b02, 0x34a7, 0x3a94, 0x3819, 0x3695, 0x380a, 0x3acd, 0x396a, 0x395a, 0x3663, 0x3bbe, 0x3306, 0x3a4d, 0x3b0d, 0x3bc3, 0x30fa, 0x32ab, 0x31fd, 0x3bc9, 0x38ce, 0x3180, 0x3980, 0x34ec, 0x3a84, 0x3bc9, 0x3719, 0x3a76, 0x38ab, 0x3707, 0x3904, 0x33d9, 0x34d6, 0x3053, 0x3bd4, 0x2f03, 0x1dbf, 0x2e5f, 0x36fa, 0x191d, 0x3187, 0x223f, 0x384b, 0x36dc, 0x3549, 0x343f, 0x36d8, 0x36de, 0x31ff, 0x174e, 0x30d3, 0x3452, 0x3258, 0x30b1, 0x3127, 0x3840, 0x3991, 0x3b1b, 0x3a7c, 0x36ec, 0x2304, 0x3946, 0x3876, 0x3a5d, 0x3a76, 0x2f78, 0x3b01, 0x3934, 0x3bc4, 
+0x2b27, 0x3669, 0x38ce, 0x2cde, 0x38e1, 0x3abd, 0x2c4f, 0x3971, 0x3964, 0x3a9d, 0x38b9, 0x390f, 0x3475, 0x3b16, 0x38f0, 0x397e, 0x3996, 0x3223, 0x36c6, 0x3bfd, 0x3161, 0x3a70, 0x3961, 0x38e1, 0x2b2b, 0x32c1, 0x3683, 0x36bb, 0x381a, 0x3b92, 0x356a, 0x38c4, 0x38df, 0x3a7b, 0x3b3a, 0x35a2, 0x27d3, 0x3af2, 0x3489, 0x38c7, 0x3985, 0x3a03, 0x30f6, 0x3a92, 0x38d5, 0x39a0, 0x3749, 0x3784, 0x1c70, 0x356b, 0x2d5f, 0x39db, 0x37ab, 0x39fb, 0x3b2c, 0x2ef8, 0x3336, 0x3afd, 0x38f0, 0x358f, 0x3ac4, 0x293d, 0x3328, 0x3741, 0x3993, 0x3463, 0x3918, 0x332e, 0x356d, 0x36ee, 0x34e7, 0x3757, 0x34b5, 0x3b7c, 0x3a63, 0x3b6c, 0x34a6, 0x34f3, 0x346a, 0x2bcf, 0x363d, 0x3081, 0x3abc, 0x35a5, 0x36ff, 0x2cb7, 0x2a53, 0x37a3, 0x3a98, 0x3b92, 0x3a9a, 0x38ff, 0x39dc, 0x3289, 0x3357, 0x39f6, 
+0x3b74, 0x3a5e, 0x3ba9, 0x365e, 0x3aa5, 0x3b42, 0x39b5, 0x2fb7, 0x39e5, 0x263d, 0x3405, 0x259f, 0x381d, 0x38dc, 0x3152, 0x37f5, 0x38b6, 0x3bfd, 0x3a4e, 0x3804, 0x370f, 0x382f, 0x395d, 0x38a5, 0x2edd, 0x3ac9, 0x34dc, 0x2a2a, 0x2aba, 0x35d0, 0x36b4, 0x3ae1, 0x3b35, 0x3a49, 0x3b5e, 0x38e8, 0x30ed, 0x3ab4, 0x3a92, 0x3bd9, 0x3437, 0x36d0, 0x3aad, 0x36d6, 0x35ed, 0x3635, 0x3bf7, 0x345a, 0x300a, 0x31d2, 0x340c, 0x38fd, 0x39ad, 0x39ac, 0x38bf, 0x38f6, 0x2f7e, 0x3685, 0x3be9, 0x3af0, 0x35d1, 0x35fb, 0x35ad, 0x3a6d, 0x3a78, 0x3813, 0x36a8, 0x3a6e, 0x39fc, 0x3918, 0x2179, 0x38a2, 0x37f9, 0x38dc, 0x24a9, 0x3647, 0x386a, 0x2890, 0x2d0f, 0x31e3, 0x394a, 0x36b2, 0x3071, 0x292d, 0x3568, 0x3adb, 0x394a, 0x2ff6, 0x3142, 0x322b, 0x2696, 0x3954, 0x229d, 0x383a, 0x2f3d, 0x3b4e, 
+0x3b1c, 0xd7b, 0x379c, 0x3421, 0x39a0, 0x3557, 0x2e38, 0x3b3a, 0x270e, 0x250b, 0x3b0a, 0x3aa1, 0x2d72, 0x351c, 0x3a11, 0x382b, 0x37f8, 0x3a82, 0x39e8, 0x3a1d, 0x3a45, 0x2fb7, 0x341b, 0x39ea, 0x3646, 0x3b27, 0x3abd, 0x350b, 0x3a3a, 0x3557, 0x37db, 0x315b, 0x305a, 0x3bd7, 0x3b33, 0x32b9, 0x3503, 0x2749, 0x3532, 0x37f2, 0x348e, 0x3422, 0x32a4, 0x37bf, 0x3b7b, 0x378f, 0x3476, 0x3a1a, 0x39a2, 0x35d9, 0x3b4d, 0x39f0, 0x34a7, 0x36c6, 0x3ab4, 0x39c2, 0x385b, 0x3add, 0x34cf, 0x3604, 0x39e1, 0x3872, 0x3751, 0x32db, 0x38df, 0x3602, 0x3509, 0x37d5, 0x342e, 0x39ef, 0x2f59, 0x2505, 0x314d, 0x35ff, 0x3bae, 0x3b38, 0x32af, 0x3b9b, 0x3b03, 0x2c5e, 0x3940, 0x38ef, 0x324c, 0x399a, 0x3a14, 0x39c6, 0x3a33, 0x382a, 0x3b36, 0x3ae7, 0x3b71, 0x3020, 0x3a14, 0x33d2, 0x3b1d, 0x2660, 
+0x2ace, 0x3a36, 0x39d6, 0x398d, 0x3ae2, 0x39dc, 0x3bb3, 0x26d5, 0x3a4a, 0x36ad, 0x3b31, 0x2b7e, 0x3baf, 0x3314, 0x2e0b, 0x31c1, 0x25a9, 0x378c, 0x3b45, 0x3ae9, 0x3586, 0x39fe, 0x3b5b, 0x3b18, 0x3a1b, 0x399b, 0x3aad, 0x30e1, 0x3b3b, 0x2d9f, 0x2614, 0x354e, 0x3806, 0x393e, 0x3564, 0x2346, 0x3b5e, 0x382f, 0x31c9, 0x3be1, 0x2e41, 0x394e, 0x346a, 0x3976, 0x38e7, 0x3503, 0x387f, 0x3025, 0x3232, 0x283b, 0x37d2, 0x32aa, 0x36e0, 0x3b92, 0x3a41, 0x2f32, 0x34cc, 0x3a30, 0x3a69, 0x3671, 0x3894, 0x3b3d, 0x3468, 0x3836, 0x2303, 0x2e8f, 0x3186, 0x37d1, 0x371f, 0x381a, 0x3af8, 0x2ca8, 0x31ba, 0x3a59, 0x3971, 0x3bdb, 0x3add, 0x35af, 0x3b81, 0x2f19, 0x3963, 0x3b58, 0x3aa4, 0x3b98, 0x3808, 0x33b7, 0x3833, 0x3506, 0x3467, 0x2f27, 0x35be, 0x346e, 0x39c9, 0x3677, 0x31b5, 0x3bf4, 
+0x3506, 0x30a7, 0x370d, 0x367e, 0x3264, 0x2fb7, 0x30d5, 0x3814, 0x3152, 0x38aa, 0x3a77, 0x2dde, 0x3077, 0x38df, 0x3744, 0x2af8, 0x37f8, 0x3aa2, 0x39e3, 0x3ada, 0x3931, 0x3bc0, 0x34b2, 0x35de, 0x33c8, 0x34d4, 0x395a, 0x36a1, 0x3a3a, 0x33e3, 0x38d7, 0x3476, 0x3b6f, 0x3506, 0x3448, 0x3b2c, 0x3766, 0x382b, 0x2efd, 0x33ec, 0x242c, 0x3976, 0x3027, 0x2c5f, 0x37df, 0x3b1a, 0x3641, 0x352d, 0x39ab, 0x3b49, 0x3a91, 0x35ba, 0x382f, 0x2b4c, 0x366f, 0x2f0b, 0x33e3, 0x2ccd, 0x3530, 0x33d0, 0x264e, 0x39b4, 0x3968, 0x29f5, 0x3a2c, 0x299a, 0x39c4, 0x380d, 0x3be2, 0x34b2, 0x3879, 0x3532, 0x34ac, 0x3685, 0x3b5e, 0x3426, 0x3b4d, 0x34ec, 0x32e0, 0x3767, 0x39d7, 0x3119, 0x39db, 0x36e1, 0x39ec, 0x388d, 0x3731, 0x314a, 0x39c5, 0x3325, 0x3284, 0x38c5, 0x2cf4, 0x2180, 0x3614, 0x382e, 
+0x2afc, 0x3562, 0x365c, 0x32dd, 0x3a1d, 0x39c0, 0x3510, 0x3ae7, 0x22b7, 0x3538, 0x3604, 0x3bb0, 0x3a8e, 0x38ca, 0x379d, 0x36f1, 0x3947, 0x317f, 0x2bfa, 0x3bc0, 0x3ad4, 0x3a19, 0x308b, 0x390b, 0x353d, 0x3599, 0x344e, 0x3159, 0x39fc, 0x362e, 0x3bf5, 0x3246, 0x38e9, 0x3551, 0x3981, 0x3776, 0x3964, 0x3966, 0x335b, 0x3361, 0x3abc, 0x39d1, 0x3b96, 0x3a40, 0x3bfc, 0x30f6, 0x2fc2, 0x350a, 0x3857, 0x3175, 0x3929, 0x383e, 0x38c1, 0x3b21, 0x3025, 0x3a20, 0x3b6f, 0x3600, 0x3b06, 0x30d2, 0x30c3, 0x3550, 0x3025, 0x33c7, 0x3724, 0x3819, 0x38e3, 0x33fe, 0x3ad1, 0x2f0b, 0x38fe, 0x3458, 0x3bca, 0x391e, 0x345a, 0x36da, 0x38d7, 0x2dbd, 0x2c4e, 0x38b4, 0x35ea, 0x2970, 0x2ec0, 0x2519, 0x3552, 0x37cd, 0x3893, 0x3150, 0x38d6, 0x360d, 0x3986, 0x38e3, 0x3847, 0x36dc, 0x3a12, 0x3a3b, 
+0x34ea, 0x3a8b, 0x31db, 0x3a10, 0x34ca, 0x3b7e, 0x324e, 0x393b, 0x3a38, 0x3791, 0x2727, 0x31a9, 0x3beb, 0x3a43, 0x3ad3, 0x2c46, 0x3bc4, 0x38a9, 0x3918, 0x3b1c, 0x381d, 0x32aa, 0x367b, 0x3a80, 0x3a59, 0x37f6, 0x37ac, 0x36aa, 0x3072, 0x3960, 0x388c, 0x3a91, 0x3908, 0x34ab, 0x2f14, 0x3b72, 0x38f9, 0x359f, 0x38e2, 0x2938, 0x39ba, 0x2aa7, 0x3276, 0x3a66, 0x394d, 0x2de4, 0x39b0, 0x3835, 0x3b49, 0x2d77, 0x3ba2, 0x348b, 0x39f0, 0x381d, 0x382c, 0x384d, 0x3798, 0x3a0f, 0x38c3, 0x2ecb, 0x3472, 0x308f, 0x350c, 0x3014, 0x38e7, 0x2aff, 0x30ec, 0x3928, 0x36f5, 0x3909, 0x3b46, 0x2a93, 0x37cb, 0x3bb6, 0x2fbc, 0x3a3a, 0x3a47, 0x343e, 0x3bf1, 0x3b8f, 0x3bcb, 0x376d, 0x3669, 0x3892, 0x35c2, 0x3512, 0x370f, 0x35dc, 0x3923, 0x39e8, 0x3880, 0x288b, 0x36e7, 0x359e, 0x346f, 0x3b64, 
+0x3b1c, 0x340e, 0x25ab, 0x3b4e, 0x3897, 0x3bdb, 0x2da4, 0x389c, 0x36fd, 0x3a3c, 0x2f2d, 0x38fb, 0x395c, 0x2ea7, 0x3949, 0x368b, 0x35a3, 0x377c, 0x32de, 0x35b1, 0x3529, 0x301d, 0x3771, 0x393f, 0x3993, 0x3ae0, 0x3bda, 0x375b, 0x31ff, 0x3989, 0x3ad0, 0x3bb6, 0x3814, 0x3999, 0x3854, 0x39e7, 0x37fa, 0x3afc, 0x185f, 0x2e32, 0x3697, 0x3942, 0x3aa0, 0x3b75, 0x3ad3, 0x3aa8, 0x39b8, 0x38c2, 0x38fb, 0x39a4, 0x3b8f, 0x3b2e, 0x334d, 0x3a0c, 0x361b, 0x3a46, 0x3337, 0x388d, 0x321b, 0x38bc, 0x3005, 0x35a4, 0x3bf5, 0x3bcf, 0x3a44, 0x3ac7, 0x3a7d, 0x3b2c, 0x39c5, 0x2001, 0x3594, 0x3a29, 0x3131, 0x3ab9, 0x39d9, 0x38c4, 0x3666, 0x37a8, 0x3a75, 0x3a10, 0x3441, 0x3b7e, 0x23f5, 0x3ab2, 0x306f, 0x3bc0, 0x3989, 0x3361, 0x36ea, 0x2eb9, 0x360f, 0x351c, 0x2a16, 0x3bfe, 0x372b, 0x3b97, 
+0x3bbf, 0x2cf5, 0x3922, 0x316e, 0x37ad, 0x3a7f, 0x3863, 0x3a4c, 0x37a4, 0x35c1, 0x3b77, 0x3549, 0x3a83, 0x37c4, 0x3b84, 0x38c6, 0x3a7f, 0x2f24, 0x2fc0, 0x3475, 0x3a6a, 0x3bc4, 0x3a21, 0x3b96, 0x365c, 0x38b7, 0x31ce, 0x3bcc, 0x3b80, 0x3a31, 0x3523, 0x2d9d, 0x359e, 0x3afe, 0x371d, 0x2d94, 0x3a2a, 0x3ace, 0x3bed, 0x3726, 0x2fa1, 0x3abe, 0x3624, 0x2be4, 0x2b70, 0x394e, 0x3640, 0x391d, 0x3892, 0x38e2, 0x333c, 0x3080, 0x2ac2, 0x326c, 0x2f8b, 0x38ac, 0x3097, 0x3b80, 0x3ae4, 0x39d4, 0x3676, 0x3969, 0x34c8, 0x3906, 0x2930, 0x3acb, 0x3bb3, 0x3bba, 0x3646, 0x2ba1, 0x30bf, 0x38f2, 0x3bbc, 0x3a3f, 0x34c2, 0x3832, 0x3938, 0x3a79, 0x3546, 0x3bd5, 0x3ae5, 0x329a, 0x342c, 0x2c42, 0x35c1, 0x2616, 0x3ad4, 0x38c6, 0x38b6, 0x3b0d, 0x38dd, 0x2e8d, 0x3891, 0x2f1c, 0x3b9d, 0x3a8f, 
+0x30e4, 0x2c4f, 0x2fb6, 0x31da, 0x3784, 0x3043, 0x2d5c, 0x3bc0, 0x3998, 0x3b84, 0x387f, 0x3b93, 0x3898, 0x337c, 0x32b4, 0x28c3, 0x334f, 0x389c, 0x3865, 0x360b, 0x3a70, 0x3201, 0x324c, 0x3583, 0x381a, 0x3a58, 0x33e9, 0x3b02, 0x3093, 0x33c0, 0x375c, 0x305d, 0x1f9a, 0x38e4, 0x3bc7, 0x35bb, 0x2d39, 0x3299, 0x3753, 0x3b37, 0x3af5, 0x36d7, 0x3324, 0x3716, 0x3b60, 0x3202, 0x3949, 0x3b79, 0x36c3, 0x3901, 0x39f5, 0x2b55, 0x3996, 0x38e1, 0x3836, 0x3b5a, 0x3790, 0x39f6, 0x3532, 0x37ac, 0x2bc5, 0x3948, 0x3b8f, 0x37b8, 0x3999, 0x3413, 0x3a8f, 0x2b74, 0x2839, 0x3870, 0x369f, 0x38b9, 0x3819, 0x3aef, 0x37f9, 0x368b, 0x3bf4, 0x30a6, 0x2e58, 0x3b6e, 0x3b59, 0x3a5d, 0x2e63, 0x2a40, 0x34b3, 0x377d, 0x3991, 0x3542, 0x3300, 0x396d, 0x3bf4, 0x371b, 0x2c09, 0x3020, 0x3a1e, 0x32c5, 
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+0x3459, 0x35e1, 0x3514, 0x3ba6, 0x381e, 0x30d8, 0x320a, 0x3b8a, 0x39b8, 0x3873, 0x3982, 0x3ae7, 0x3a5b, 0x380d, 0x3bf6, 0x396d, 0x3126, 0x1cf5, 0x37f7, 0x3b43, 0x37a7, 0x3b91, 0x357b, 0x216d, 0x3336, 0x3885, 0x26d5, 0x38f1, 0x369e, 0x3b62, 0x30d5, 0x3a41, 0x31b1, 0x3b8d, 0x3983, 0x2cfb, 0x3857, 0x3239, 0x2ecf, 0x2e22, 0x3889, 0x31a0, 0x3432, 0x3957, 0x2aad, 0x3b93, 0x38e5, 0x3a32, 0x3bf6, 0x2a9e, 0x3a57, 0x34b8, 0x2e9b, 0x3a83, 0x3b86, 0x314e, 0x3738, 0x3954, 0x36bb, 0x3a82, 0x361e, 0x380a, 0x3bc7, 0x39ea, 0x37f9, 0x3a9f, 0x38fa, 0x3916, 0x3b87, 0x389c, 0x375f, 0x30b5, 0x381d, 0x39f9, 0x3969, 0x3b91, 0x31b3, 0x3968, 0x3baf, 0x3395, 0x38a5, 0x3ae2, 0x3b91, 0x3a31, 0x3a75, 0x3667, 0x346f, 0x31b1, 0x3921, 0x38a1, 0x3981, 0x3ab5, 0x34c5, 0x324b, 0x3b5f, 0x3b66, 
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+0x3990, 0x37f3, 0x2645, 0x3938, 0x3868, 0x3a22, 0x3a6a, 0x3b78, 0x3b4e, 0x371f, 0x39fb, 0x2e11, 0x38b8, 0x36d2, 0x3468, 0x34f2, 0x39bf, 0x3b8e, 0x3710, 0x348b, 0x38d6, 0x3aae, 0x35f0, 0x3ae0, 0x3ba8, 0x3857, 0x39c1, 0x3a03, 0x35b3, 0x3a2c, 0x3a7b, 0x350c, 0x30f8, 0x3830, 0x25aa, 0x24b3, 0x380b, 0x3879, 0x3929, 0x354d, 0x38b4, 0x2fea, 0x34bc, 0x3ba6, 0x3832, 0x3a2a, 0x387b, 0x343f, 0x3114, 0x2edb, 0x36ec, 0x3a24, 0x32ea, 0x2f80, 0x3675, 0x2df4, 0x39ce, 0x37ea, 0x3091, 0x3766, 0x38e3, 0x37d4, 0x39bc, 0x3425, 0x3336, 0x38aa, 0x34b9, 0x3bce, 0x37dc, 0x3af9, 0x39a9, 0x3b3e, 0x386a, 0x392b, 0x3942, 0x338a, 0x36f9, 0x36f3, 0x3b56, 0x33e2, 0x3bd1, 0x38aa, 0x3337, 0x3a61, 0x3ac5, 0x377c, 0x3819, 0x2ff3, 0x3870, 0x3b2c, 0x3925, 0x38cd, 0x3b0e, 0x3719, 0x3a2a, 0x326d, 
+0x32b3, 0x35f8, 0x3b6e, 0x3bde, 0x3baf, 0x3027, 0x3433, 0x3819, 0x2eab, 0x3b4f, 0x34a1, 0x34f8, 0x393a, 0x3a09, 0x38f7, 0x3489, 0x37ae, 0x3bfa, 0x2dc1, 0x3468, 0x26f5, 0x343f, 0x3b4e, 0x39b2, 0x339a, 0x3441, 0x3b51, 0x38dc, 0x3914, 0x2699, 0x3339, 0x2f3a, 0x38f1, 0x3a57, 0x2e7e, 0x36a4, 0x2cf6, 0x31e6, 0x3802, 0x3a75, 0x39f5, 0x38f5, 0x3327, 0x38d5, 0x36b4, 0x3b6c, 0x2279, 0x3b08, 0x39e9, 0x380f, 0x3b8c, 0x3432, 0x39c9, 0x343d, 0x38ad, 0x3be5, 0x3602, 0x3bc4, 0x3952, 0x350a, 0xc4c, 0x267d, 0x35e1, 0x3bdb, 0x3937, 0x348d, 0x3768, 0x3a78, 0x3717, 0x3342, 0x34f0, 0x36db, 0x2788, 0x3b52, 0x2acf, 0x3bef, 0x3899, 0x3279, 0x38e4, 0x3bc5, 0x38ed, 0x3369, 0x3652, 0x34b4, 0x378a, 0x3bf9, 0x3a9d, 0x3841, 0x3a01, 0x3065, 0x35a4, 0x3b47, 0x376f, 0x35e0, 0x34f0, 0x396c, 
+0x3a1e, 0x354b, 0x390b, 0x3165, 0x3435, 0x329e, 0x386e, 0x36ba, 0x2046, 0x385b, 0x3493, 0x3537, 0x2e29, 0x3bda, 0x3b0c, 0x35e0, 0x34b8, 0x25c1, 0x3698, 0x2ef1, 0x3516, 0x330e, 0x387a, 0x37eb, 0x3011, 0x2658, 0x350a, 0x393c, 0x2c1c, 0x2dbc, 0x25f3, 0x376f, 0x3a1c, 0x3112, 0x2c6d, 0x2e2a, 0x3a3d, 0x3ba0, 0x391a, 0x36ac, 0x3876, 0x32b9, 0x3ad9, 0x36f8, 0x39aa, 0x3095, 0x348d, 0x39a6, 0x35be, 0x3747, 0x31e9, 0x33b9, 0x31c0, 0x3926, 0x2d3f, 0x3b32, 0x3412, 0x3b52, 0x29eb, 0x333e, 0x3af4, 0x3974, 0x36ab, 0x3ba6, 0x3aed, 0x3807, 0x2b53, 0x33b0, 0x35d7, 0x37aa, 0x3838, 0x3478, 0x2f9d, 0x3b1b, 0x3b31, 0x30fb, 0x30fa, 0x38d7, 0x329f, 0x372b, 0x31b1, 0x38a9, 0x3932, 0x315d, 0x2d85, 0x374b, 0x3aa3, 0x3621, 0x2da1, 0x373a, 0x386d, 0x38ba, 0x3a4e, 0x1eea, 0x3887, 0x3438 
+};
\ No newline at end of file
diff --git a/redmule/inc/x_input.h b/redmule/inc/x_input.h
new file mode 100644
index 0000000..6295303
--- /dev/null
+++ b/redmule/inc/x_input.h
@@ -0,0 +1,99 @@
+ /* Header file generated by RedMulE Golden Model */
+uint16_t x_inp [9216] = {
+0x3122, 0x369c, 0x39bd, 0x3b58, 0x3be0, 0x3a5a, 0x3416, 0x386c, 0x3a11, 0x350e, 0x38ab, 0x35ad, 0x35d9, 0x390f, 0x3565, 0x36b0, 0x3aad, 0x3a64, 0x3797, 0x368d, 0x35a6, 0x396f, 0x2a5e, 0x3a29, 0x38a7, 0x33a8, 0x3409, 0x3621, 0x3b02, 0x34a7, 0x3a94, 0x3819, 0x3695, 0x380a, 0x3acd, 0x396a, 0x395a, 0x3663, 0x3bbe, 0x3306, 0x3a4d, 0x3b0d, 0x3bc3, 0x30fa, 0x32ab, 0x31fd, 0x3bc9, 0x38ce, 0x3180, 0x3980, 0x34ec, 0x3a84, 0x3bc9, 0x3719, 0x3a76, 0x38ab, 0x3707, 0x3904, 0x33d9, 0x34d6, 0x3053, 0x3bd4, 0x2f03, 0x1dbf, 0x2e5f, 0x36fa, 0x191d, 0x3187, 0x223f, 0x384b, 0x36dc, 0x3549, 0x343f, 0x36d8, 0x36de, 0x31ff, 0x174e, 0x30d3, 0x3452, 0x3258, 0x30b1, 0x3127, 0x3840, 0x3991, 0x3b1b, 0x3a7c, 0x36ec, 0x2304, 0x3946, 0x3876, 0x3a5d, 0x3a76, 0x2f78, 0x3b01, 0x3934, 0x3bc4, 
+0x2b27, 0x3669, 0x38ce, 0x2cde, 0x38e1, 0x3abd, 0x2c4f, 0x3971, 0x3964, 0x3a9d, 0x38b9, 0x390f, 0x3475, 0x3b16, 0x38f0, 0x397e, 0x3996, 0x3223, 0x36c6, 0x3bfd, 0x3161, 0x3a70, 0x3961, 0x38e1, 0x2b2b, 0x32c1, 0x3683, 0x36bb, 0x381a, 0x3b92, 0x356a, 0x38c4, 0x38df, 0x3a7b, 0x3b3a, 0x35a2, 0x27d3, 0x3af2, 0x3489, 0x38c7, 0x3985, 0x3a03, 0x30f6, 0x3a92, 0x38d5, 0x39a0, 0x3749, 0x3784, 0x1c70, 0x356b, 0x2d5f, 0x39db, 0x37ab, 0x39fb, 0x3b2c, 0x2ef8, 0x3336, 0x3afd, 0x38f0, 0x358f, 0x3ac4, 0x293d, 0x3328, 0x3741, 0x3993, 0x3463, 0x3918, 0x332e, 0x356d, 0x36ee, 0x34e7, 0x3757, 0x34b5, 0x3b7c, 0x3a63, 0x3b6c, 0x34a6, 0x34f3, 0x346a, 0x2bcf, 0x363d, 0x3081, 0x3abc, 0x35a5, 0x36ff, 0x2cb7, 0x2a53, 0x37a3, 0x3a98, 0x3b92, 0x3a9a, 0x38ff, 0x39dc, 0x3289, 0x3357, 0x39f6, 
+0x3b74, 0x3a5e, 0x3ba9, 0x365e, 0x3aa5, 0x3b42, 0x39b5, 0x2fb7, 0x39e5, 0x263d, 0x3405, 0x259f, 0x381d, 0x38dc, 0x3152, 0x37f5, 0x38b6, 0x3bfd, 0x3a4e, 0x3804, 0x370f, 0x382f, 0x395d, 0x38a5, 0x2edd, 0x3ac9, 0x34dc, 0x2a2a, 0x2aba, 0x35d0, 0x36b4, 0x3ae1, 0x3b35, 0x3a49, 0x3b5e, 0x38e8, 0x30ed, 0x3ab4, 0x3a92, 0x3bd9, 0x3437, 0x36d0, 0x3aad, 0x36d6, 0x35ed, 0x3635, 0x3bf7, 0x345a, 0x300a, 0x31d2, 0x340c, 0x38fd, 0x39ad, 0x39ac, 0x38bf, 0x38f6, 0x2f7e, 0x3685, 0x3be9, 0x3af0, 0x35d1, 0x35fb, 0x35ad, 0x3a6d, 0x3a78, 0x3813, 0x36a8, 0x3a6e, 0x39fc, 0x3918, 0x2179, 0x38a2, 0x37f9, 0x38dc, 0x24a9, 0x3647, 0x386a, 0x2890, 0x2d0f, 0x31e3, 0x394a, 0x36b2, 0x3071, 0x292d, 0x3568, 0x3adb, 0x394a, 0x2ff6, 0x3142, 0x322b, 0x2696, 0x3954, 0x229d, 0x383a, 0x2f3d, 0x3b4e, 
+0x3b1c, 0xd7b, 0x379c, 0x3421, 0x39a0, 0x3557, 0x2e38, 0x3b3a, 0x270e, 0x250b, 0x3b0a, 0x3aa1, 0x2d72, 0x351c, 0x3a11, 0x382b, 0x37f8, 0x3a82, 0x39e8, 0x3a1d, 0x3a45, 0x2fb7, 0x341b, 0x39ea, 0x3646, 0x3b27, 0x3abd, 0x350b, 0x3a3a, 0x3557, 0x37db, 0x315b, 0x305a, 0x3bd7, 0x3b33, 0x32b9, 0x3503, 0x2749, 0x3532, 0x37f2, 0x348e, 0x3422, 0x32a4, 0x37bf, 0x3b7b, 0x378f, 0x3476, 0x3a1a, 0x39a2, 0x35d9, 0x3b4d, 0x39f0, 0x34a7, 0x36c6, 0x3ab4, 0x39c2, 0x385b, 0x3add, 0x34cf, 0x3604, 0x39e1, 0x3872, 0x3751, 0x32db, 0x38df, 0x3602, 0x3509, 0x37d5, 0x342e, 0x39ef, 0x2f59, 0x2505, 0x314d, 0x35ff, 0x3bae, 0x3b38, 0x32af, 0x3b9b, 0x3b03, 0x2c5e, 0x3940, 0x38ef, 0x324c, 0x399a, 0x3a14, 0x39c6, 0x3a33, 0x382a, 0x3b36, 0x3ae7, 0x3b71, 0x3020, 0x3a14, 0x33d2, 0x3b1d, 0x2660, 
+0x2ace, 0x3a36, 0x39d6, 0x398d, 0x3ae2, 0x39dc, 0x3bb3, 0x26d5, 0x3a4a, 0x36ad, 0x3b31, 0x2b7e, 0x3baf, 0x3314, 0x2e0b, 0x31c1, 0x25a9, 0x378c, 0x3b45, 0x3ae9, 0x3586, 0x39fe, 0x3b5b, 0x3b18, 0x3a1b, 0x399b, 0x3aad, 0x30e1, 0x3b3b, 0x2d9f, 0x2614, 0x354e, 0x3806, 0x393e, 0x3564, 0x2346, 0x3b5e, 0x382f, 0x31c9, 0x3be1, 0x2e41, 0x394e, 0x346a, 0x3976, 0x38e7, 0x3503, 0x387f, 0x3025, 0x3232, 0x283b, 0x37d2, 0x32aa, 0x36e0, 0x3b92, 0x3a41, 0x2f32, 0x34cc, 0x3a30, 0x3a69, 0x3671, 0x3894, 0x3b3d, 0x3468, 0x3836, 0x2303, 0x2e8f, 0x3186, 0x37d1, 0x371f, 0x381a, 0x3af8, 0x2ca8, 0x31ba, 0x3a59, 0x3971, 0x3bdb, 0x3add, 0x35af, 0x3b81, 0x2f19, 0x3963, 0x3b58, 0x3aa4, 0x3b98, 0x3808, 0x33b7, 0x3833, 0x3506, 0x3467, 0x2f27, 0x35be, 0x346e, 0x39c9, 0x3677, 0x31b5, 0x3bf4, 
+0x3506, 0x30a7, 0x370d, 0x367e, 0x3264, 0x2fb7, 0x30d5, 0x3814, 0x3152, 0x38aa, 0x3a77, 0x2dde, 0x3077, 0x38df, 0x3744, 0x2af8, 0x37f8, 0x3aa2, 0x39e3, 0x3ada, 0x3931, 0x3bc0, 0x34b2, 0x35de, 0x33c8, 0x34d4, 0x395a, 0x36a1, 0x3a3a, 0x33e3, 0x38d7, 0x3476, 0x3b6f, 0x3506, 0x3448, 0x3b2c, 0x3766, 0x382b, 0x2efd, 0x33ec, 0x242c, 0x3976, 0x3027, 0x2c5f, 0x37df, 0x3b1a, 0x3641, 0x352d, 0x39ab, 0x3b49, 0x3a91, 0x35ba, 0x382f, 0x2b4c, 0x366f, 0x2f0b, 0x33e3, 0x2ccd, 0x3530, 0x33d0, 0x264e, 0x39b4, 0x3968, 0x29f5, 0x3a2c, 0x299a, 0x39c4, 0x380d, 0x3be2, 0x34b2, 0x3879, 0x3532, 0x34ac, 0x3685, 0x3b5e, 0x3426, 0x3b4d, 0x34ec, 0x32e0, 0x3767, 0x39d7, 0x3119, 0x39db, 0x36e1, 0x39ec, 0x388d, 0x3731, 0x314a, 0x39c5, 0x3325, 0x3284, 0x38c5, 0x2cf4, 0x2180, 0x3614, 0x382e, 
+0x2afc, 0x3562, 0x365c, 0x32dd, 0x3a1d, 0x39c0, 0x3510, 0x3ae7, 0x22b7, 0x3538, 0x3604, 0x3bb0, 0x3a8e, 0x38ca, 0x379d, 0x36f1, 0x3947, 0x317f, 0x2bfa, 0x3bc0, 0x3ad4, 0x3a19, 0x308b, 0x390b, 0x353d, 0x3599, 0x344e, 0x3159, 0x39fc, 0x362e, 0x3bf5, 0x3246, 0x38e9, 0x3551, 0x3981, 0x3776, 0x3964, 0x3966, 0x335b, 0x3361, 0x3abc, 0x39d1, 0x3b96, 0x3a40, 0x3bfc, 0x30f6, 0x2fc2, 0x350a, 0x3857, 0x3175, 0x3929, 0x383e, 0x38c1, 0x3b21, 0x3025, 0x3a20, 0x3b6f, 0x3600, 0x3b06, 0x30d2, 0x30c3, 0x3550, 0x3025, 0x33c7, 0x3724, 0x3819, 0x38e3, 0x33fe, 0x3ad1, 0x2f0b, 0x38fe, 0x3458, 0x3bca, 0x391e, 0x345a, 0x36da, 0x38d7, 0x2dbd, 0x2c4e, 0x38b4, 0x35ea, 0x2970, 0x2ec0, 0x2519, 0x3552, 0x37cd, 0x3893, 0x3150, 0x38d6, 0x360d, 0x3986, 0x38e3, 0x3847, 0x36dc, 0x3a12, 0x3a3b, 
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+0x3bcd, 0x3baa, 0x3116, 0x3ad3, 0x39bc, 0x3aee, 0x36b3, 0x3a06, 0x3408, 0x3971, 0x3545, 0x38aa, 0x3a21, 0x3743, 0x367e, 0x3ac3, 0x3a54, 0x2cad, 0x3820, 0x39eb, 0x398a, 0x34a9, 0x3b95, 0x3a34, 0x32bb, 0x3bda, 0x3704, 0x3aa2, 0x39a3, 0x3953, 0x38ed, 0x3821, 0x39eb, 0x36b4, 0x38b5, 0x382e, 0x3753, 0x3203, 0x3796, 0x2e26, 0x303a, 0x3895, 0x39a3, 0x3a1f, 0x3ad6, 0x302f, 0x376d, 0x347f, 0x32fc, 0x382d, 0x39fa, 0x2d39, 0x32b2, 0x2fef, 0x3044, 0x3497, 0x39a9, 0x3994, 0x346d, 0x38a8, 0x3487, 0x3431, 0x39a7, 0x375a, 0x3935, 0x2eaf, 0x2ff3, 0x3467, 0x35cf, 0x3738, 0x2df4, 0x3b14, 0x3978, 0x36a8, 0x3406, 0x3aad, 0x3169, 0x355a, 0x3a49, 0x2e40, 0x34a4, 0x34ac, 0x308a, 0x3546, 0x3b34, 0x3514, 0x3aaf, 0x3707, 0x3999, 0x3a99, 0x2cc7, 0x326d, 0x3a95, 0x3bb1, 0x315b, 0x3989, 
+0x39d7, 0x3684, 0x39f7, 0x3963, 0x31e0, 0x3a96, 0x3492, 0x3b63, 0x37fd, 0x3b38, 0x37ba, 0x34fd, 0x365b, 0x3496, 0x3a38, 0x3906, 0x3bed, 0x39d9, 0x389b, 0x34eb, 0x3332, 0x2b11, 0x31c8, 0x3889, 0x3810, 0x30b7, 0x28b6, 0x29d1, 0x3420, 0x3222, 0x387e, 0x3a70, 0x2cf8, 0x3b07, 0x304f, 0x3998, 0x360b, 0x3b8b, 0x3434, 0x38ee, 0x304f, 0x39e7, 0x3685, 0x3981, 0x3a46, 0x39af, 0x387a, 0x36e7, 0x3a5e, 0x33ef, 0x3a38, 0x32d1, 0x39f0, 0x345c, 0x36af, 0x3416, 0x3be9, 0x23fa, 0x3b3a, 0x3b59, 0x3732, 0x3578, 0x3bd8, 0x3a83, 0x387d, 0x3ad8, 0x394e, 0x3431, 0x3748, 0x3809, 0x3ac3, 0x3a1a, 0x38e0, 0x37ca, 0x2e29, 0x386d, 0x2e50, 0x360f, 0x31e4, 0x3715, 0x3986, 0x35a7, 0x3bd1, 0x3ae4, 0x3432, 0x3750, 0x38e8, 0x3926, 0x3b12, 0x3460, 0x358f, 0x3aab, 0x3906, 0x355a, 0x27fc, 0x3a2f, 
+0x386f, 0x3b47, 0x309b, 0x3098, 0x3b47, 0x35a2, 0x3677, 0x39a2, 0x35a4, 0x389e, 0x3b5f, 0x37e9, 0x32d3, 0x30cb, 0x2cc7, 0x2f1d, 0x392f, 0x3bfb, 0x392b, 0x3909, 0x3a3a, 0x38f8, 0x2e08, 0x3962, 0x358f, 0x37ea, 0x34db, 0x3bc8, 0x38ca, 0x3ba2, 0x3a0b, 0x39ba, 0x369c, 0x2cce, 0x3988, 0x3a39, 0x3be5, 0x2a39, 0x35c1, 0x3643, 0x37c9, 0x35bf, 0x352f, 0x3a7f, 0x350f, 0x330f, 0x3a34, 0x36aa, 0x38da, 0x2fc0, 0x387b, 0x37b7, 0x34a8, 0x396b, 0x39f3, 0x37f4, 0x3649, 0x3959, 0x3024, 0x373f, 0x38fd, 0x38c3, 0x39d3, 0x340b, 0x38cb, 0x30c4, 0x3877, 0x3af4, 0x28ef, 0x3a81, 0x2ff9, 0x3992, 0x2902, 0x3b16, 0x3590, 0x3a95, 0x3708, 0x3a63, 0x1ba7, 0x347d, 0x3a3e, 0x3bd4, 0x3946, 0x2da1, 0x38df, 0x396d, 0x39c9, 0x3810, 0x39de, 0x3b69, 0x30ad, 0x3748, 0x3678, 0x3a92, 0x39b8, 0x30c9, 
+0x3990, 0x2cd8, 0x303c, 0x2c03, 0x35c0, 0x3b10, 0x39b6, 0x35f6, 0x3bb8, 0x3733, 0x320f, 0x3a45, 0x3457, 0x392e, 0x3462, 0x36f3, 0x32d4, 0x3025, 0x24ba, 0x3826, 0x37a7, 0x3714, 0x38d7, 0x3630, 0x3a29, 0x3582, 0x3af6, 0x2639, 0x3b0e, 0x3872, 0x39c2, 0x2e2e, 0x396d, 0x3b99, 0x34b3, 0x3551, 0x3162, 0x3a7d, 0x35f0, 0x351b, 0x3661, 0x3ad0, 0x39cf, 0x25f1, 0x3987, 0x3296, 0x365f, 0x3902, 0x38fd, 0x3745, 0x3990, 0x3972, 0x3317, 0x3a87, 0x3985, 0x392d, 0x36a3, 0x34f1, 0x396f, 0x3a7a, 0x3465, 0x3362, 0x3b0b, 0x208d, 0x37e0, 0x3ade, 0x31dc, 0x3854, 0x34cc, 0x3874, 0x311e, 0x38ec, 0x35e2, 0x2de6, 0x3219, 0x38b0, 0x3be3, 0x3381, 0x3b39, 0x38e6, 0x3b20, 0x3bea, 0x38e2, 0x38d6, 0x39e6, 0x2db4, 0x3884, 0x1cb8, 0x176a, 0x2eba, 0x3bb1, 0x37fe, 0x371a, 0x3b1c, 0x3402, 0x3462, 
+0x3632, 0x2a7c, 0x3897, 0x32c6, 0x34d7, 0x3ad2, 0x3b38, 0x3aa2, 0x2c56, 0x392e, 0x376a, 0x3356, 0x36b3, 0x3b8d, 0x2fc0, 0x3b16, 0x38dd, 0x2f21, 0x3852, 0x3aeb, 0x3aad, 0x379e, 0x32c9, 0x324b, 0x3b1f, 0x382a, 0x3929, 0x2cbe, 0x3867, 0x3651, 0x389b, 0x2fd3, 0x3809, 0x3ade, 0x38ba, 0x3a92, 0x398d, 0x38c2, 0x3061, 0x37f4, 0x3ab9, 0x3a17, 0x2d4b, 0x3255, 0x3656, 0x3884, 0x3b75, 0x3b1a, 0x3a56, 0x353d, 0x2fab, 0x3a0d, 0x3180, 0x3bd5, 0x3ac0, 0x3298, 0x3a5f, 0x3009, 0x39d4, 0x3b69, 0x39ad, 0x3b16, 0x36b3, 0x2c5b, 0x3ab1, 0x39d1, 0x30bc, 0x36ba, 0x2f6d, 0x3817, 0x3b4c, 0x3b31, 0x39d1, 0x348b, 0x3b82, 0x3032, 0x2586, 0x3bbf, 0x2dea, 0x2f5f, 0x383a, 0x3bb8, 0x3a4c, 0x3421, 0x33f7, 0x3ab6, 0x398e, 0x3335, 0x3a1c, 0x37dd, 0x2fc9, 0x3824, 0x3463, 0x3bed, 0x3b6c, 0x313b, 
+0x3b2d, 0x3426, 0x335b, 0x3952, 0x347e, 0x3ba0, 0x3bbb, 0x39ec, 0x3b16, 0x3561, 0x3a65, 0x3196, 0x3bd4, 0x30b6, 0x3891, 0x3749, 0x3a0b, 0x3a40, 0x3485, 0x3b5d, 0x3b0d, 0x33b5, 0x3812, 0x37be, 0x3a0a, 0x38c9, 0x38d2, 0x398f, 0x3235, 0x3a91, 0x2b81, 0x26f6, 0x2d3a, 0x1cd9, 0x2ea1, 0x3970, 0x3a5b, 0x30e8, 0x2a5f, 0x390b, 0x38f4, 0x396c, 0x3b50, 0x3b24, 0x35dd, 0x396c, 0x33c7, 0x2c40, 0x397b, 0x390b, 0x348f, 0x38df, 0x38fb, 0x3be2, 0x3122, 0x3bb5, 0x2c56, 0x322f, 0x3836, 0x1ee5, 0x3b35, 0x359e, 0x3966, 0x39b3, 0x3163, 0x2902, 0x38b4, 0x3ace, 0x34ed, 0x3add, 0x3428, 0x369b, 0x3116, 0x3a77, 0x34f6, 0x39c9, 0x3263, 0x359d, 0x352c, 0x3b0b, 0x38c9, 0x31dc, 0x373d, 0x2ad4, 0x3452, 0x3156, 0x360d, 0x2d93, 0x38d0, 0x3978, 0x3901, 0x36f4, 0x3b26, 0x2e42, 0x3983, 0x3bce, 
+0x3990, 0x37f3, 0x2645, 0x3938, 0x3868, 0x3a22, 0x3a6a, 0x3b78, 0x3b4e, 0x371f, 0x39fb, 0x2e11, 0x38b8, 0x36d2, 0x3468, 0x34f2, 0x39bf, 0x3b8e, 0x3710, 0x348b, 0x38d6, 0x3aae, 0x35f0, 0x3ae0, 0x3ba8, 0x3857, 0x39c1, 0x3a03, 0x35b3, 0x3a2c, 0x3a7b, 0x350c, 0x30f8, 0x3830, 0x25aa, 0x24b3, 0x380b, 0x3879, 0x3929, 0x354d, 0x38b4, 0x2fea, 0x34bc, 0x3ba6, 0x3832, 0x3a2a, 0x387b, 0x343f, 0x3114, 0x2edb, 0x36ec, 0x3a24, 0x32ea, 0x2f80, 0x3675, 0x2df4, 0x39ce, 0x37ea, 0x3091, 0x3766, 0x38e3, 0x37d4, 0x39bc, 0x3425, 0x3336, 0x38aa, 0x34b9, 0x3bce, 0x37dc, 0x3af9, 0x39a9, 0x3b3e, 0x386a, 0x392b, 0x3942, 0x338a, 0x36f9, 0x36f3, 0x3b56, 0x33e2, 0x3bd1, 0x38aa, 0x3337, 0x3a61, 0x3ac5, 0x377c, 0x3819, 0x2ff3, 0x3870, 0x3b2c, 0x3925, 0x38cd, 0x3b0e, 0x3719, 0x3a2a, 0x326d, 
+0x32b3, 0x35f8, 0x3b6e, 0x3bde, 0x3baf, 0x3027, 0x3433, 0x3819, 0x2eab, 0x3b4f, 0x34a1, 0x34f8, 0x393a, 0x3a09, 0x38f7, 0x3489, 0x37ae, 0x3bfa, 0x2dc1, 0x3468, 0x26f5, 0x343f, 0x3b4e, 0x39b2, 0x339a, 0x3441, 0x3b51, 0x38dc, 0x3914, 0x2699, 0x3339, 0x2f3a, 0x38f1, 0x3a57, 0x2e7e, 0x36a4, 0x2cf6, 0x31e6, 0x3802, 0x3a75, 0x39f5, 0x38f5, 0x3327, 0x38d5, 0x36b4, 0x3b6c, 0x2279, 0x3b08, 0x39e9, 0x380f, 0x3b8c, 0x3432, 0x39c9, 0x343d, 0x38ad, 0x3be5, 0x3602, 0x3bc4, 0x3952, 0x350a, 0xc4c, 0x267d, 0x35e1, 0x3bdb, 0x3937, 0x348d, 0x3768, 0x3a78, 0x3717, 0x3342, 0x34f0, 0x36db, 0x2788, 0x3b52, 0x2acf, 0x3bef, 0x3899, 0x3279, 0x38e4, 0x3bc5, 0x38ed, 0x3369, 0x3652, 0x34b4, 0x378a, 0x3bf9, 0x3a9d, 0x3841, 0x3a01, 0x3065, 0x35a4, 0x3b47, 0x376f, 0x35e0, 0x34f0, 0x396c, 
+0x3a1e, 0x354b, 0x390b, 0x3165, 0x3435, 0x329e, 0x386e, 0x36ba, 0x2046, 0x385b, 0x3493, 0x3537, 0x2e29, 0x3bda, 0x3b0c, 0x35e0, 0x34b8, 0x25c1, 0x3698, 0x2ef1, 0x3516, 0x330e, 0x387a, 0x37eb, 0x3011, 0x2658, 0x350a, 0x393c, 0x2c1c, 0x2dbc, 0x25f3, 0x376f, 0x3a1c, 0x3112, 0x2c6d, 0x2e2a, 0x3a3d, 0x3ba0, 0x391a, 0x36ac, 0x3876, 0x32b9, 0x3ad9, 0x36f8, 0x39aa, 0x3095, 0x348d, 0x39a6, 0x35be, 0x3747, 0x31e9, 0x33b9, 0x31c0, 0x3926, 0x2d3f, 0x3b32, 0x3412, 0x3b52, 0x29eb, 0x333e, 0x3af4, 0x3974, 0x36ab, 0x3ba6, 0x3aed, 0x3807, 0x2b53, 0x33b0, 0x35d7, 0x37aa, 0x3838, 0x3478, 0x2f9d, 0x3b1b, 0x3b31, 0x30fb, 0x30fa, 0x38d7, 0x329f, 0x372b, 0x31b1, 0x38a9, 0x3932, 0x315d, 0x2d85, 0x374b, 0x3aa3, 0x3621, 0x2da1, 0x373a, 0x386d, 0x38ba, 0x3a4e, 0x1eea, 0x3887, 0x3438 
+};
\ No newline at end of file
diff --git a/redmule/inc/y_2D.h b/redmule/inc/y_2D.h
new file mode 100644
index 0000000..9ea877d
--- /dev/null
+++ b/redmule/inc/y_2D.h
@@ -0,0 +1,99 @@
+ /* Header file generated by RedMulE Golden Model */
+uint16_t y_inp_2D [96][96] = {
+0x39fc, 0x3a87, 0x3a35, 0x2bf4, 0x34f8, 0x2c8c, 0x3822, 0x38a2, 0x3bf8, 0x3b3a, 0x37d8, 0x3041, 0x28b2, 0x38d2, 0x1822, 0x3044, 0x38dc, 0x308d, 0x3a14, 0x3952, 0x38be, 0x32ef, 0x351e, 0x38ab, 0x2eb4, 0x3689, 0x33ca, 0x3a1f, 0x3bbc, 0x37ed, 0x38d5, 0x35c8, 0x341b, 0x3b74, 0x3627, 0x3a34, 0x3220, 0x3b85, 0x3a43, 0x2eca, 0x3550, 0x3958, 0x3813, 0x2cca, 0x3869, 0x391e, 0x3260, 0x2e42, 0x3493, 0x39ed, 0x3b7b, 0x3699, 0x3863, 0x3a7e, 0x3ab4, 0x3bcb, 0x3920, 0x3502, 0x28df, 0x38c5, 0x35e5, 0x282d, 0x3645, 0x3a29, 0x2fbb, 0x338d, 0x3ba0, 0x320d, 0x2830, 0x3bb4, 0x390a, 0x367f, 0x3335, 0x3b1a, 0x38c0, 0x3781, 0x3773, 0x39b0, 0x3b74, 0x38ba, 0x3383, 0x3550, 0x357a, 0x3ba7, 0x30e6, 0x39f4, 0x3b11, 0x282b, 0x334f, 0x3644, 0x367c, 0x3ac3, 0x38f3, 0x39f9, 0x3b1d, 0x35cf, 
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+0x393f, 0x350a, 0x2171, 0x31dd, 0x3aa3, 0x3962, 0x2a30, 0x3a0c, 0x3983, 0x3474, 0x38a4, 0x30fc, 0x348a, 0x3afd, 0x3ab0, 0x2fca, 0x3bb3, 0x3be9, 0x3984, 0x3a8d, 0x3119, 0x3b78, 0x3bd6, 0x2ef6, 0x31ef, 0x27c9, 0x39be, 0x32fb, 0x2ce0, 0x368b, 0x3612, 0x32b6, 0x2d58, 0x3787, 0x3811, 0x3745, 0x3b86, 0x32f4, 0x3941, 0x3936, 0x2ab3, 0x39cd, 0x3851, 0x395d, 0x355e, 0x383e, 0x380a, 0x3b5d, 0x34d8, 0x3292, 0x3124, 0x31af, 0x3942, 0x2d54, 0x3b54, 0x3b1b, 0x3bbd, 0x3507, 0x324e, 0x3364, 0x2514, 0x3af6, 0x3236, 0x361c, 0x3721, 0x39b4, 0x3b86, 0x3907, 0x3316, 0x2c3b, 0x3bf4, 0x3abb, 0x38b8, 0x38e5, 0x38e4, 0x3941, 0x318e, 0x3563, 0x318a, 0x3953, 0x328a, 0x2ed0, 0x3782, 0x38b3, 0x3632, 0x35f0, 0x3a31, 0x3112, 0x3b49, 0x3b8e, 0x31f8, 0x3a70, 0x3bf1, 0x375e, 0x381c, 0x3791, 
+0x38f7, 0x2f6a, 0x3b74, 0x3198, 0x3815, 0x3184, 0x39cc, 0x37c1, 0x3b16, 0x39dd, 0x3690, 0x36ee, 0x3ba5, 0x383d, 0x3bee, 0x37f9, 0x3617, 0x399a, 0x3597, 0x3703, 0x3281, 0x3047, 0x35b6, 0x3835, 0x3708, 0x3634, 0x3965, 0x39b8, 0x3a00, 0x3996, 0x2bd0, 0x2ced, 0x36de, 0x35e6, 0x3b4d, 0x3888, 0x3bc5, 0x290f, 0x3baf, 0x388e, 0x3721, 0x3896, 0x3565, 0x33f9, 0x312b, 0x37c8, 0x3889, 0x376b, 0x3bb6, 0x375e, 0x35bf, 0x2f6b, 0x39f6, 0x34ba, 0x3936, 0x3969, 0x39de, 0x3ad4, 0x39eb, 0x3a5c, 0x33e3, 0x3367, 0x3297, 0x3bea, 0x3bcf, 0x3806, 0x39b7, 0x3b63, 0x37d2, 0x385b, 0x3a88, 0x3a6a, 0x3447, 0x385b, 0x3078, 0x347b, 0x3790, 0x32c5, 0x30f3, 0x33d2, 0x3864, 0x35a7, 0x359b, 0x32c2, 0x3bf7, 0x379d, 0x39ed, 0x3964, 0x367e, 0x2f3e, 0x3b0a, 0x3a32, 0x3b2b, 0x287e, 0x2ee6, 0x3ba2 
+};
\ No newline at end of file
diff --git a/redmule/inc/y_input.h b/redmule/inc/y_input.h
new file mode 100644
index 0000000..19b8197
--- /dev/null
+++ b/redmule/inc/y_input.h
@@ -0,0 +1,99 @@
+ /* Header file generated by RedMulE Golden Model */
+uint16_t y_inp [9216] = {
+0x39fc, 0x3a87, 0x3a35, 0x2bf4, 0x34f8, 0x2c8c, 0x3822, 0x38a2, 0x3bf8, 0x3b3a, 0x37d8, 0x3041, 0x28b2, 0x38d2, 0x1822, 0x3044, 0x38dc, 0x308d, 0x3a14, 0x3952, 0x38be, 0x32ef, 0x351e, 0x38ab, 0x2eb4, 0x3689, 0x33ca, 0x3a1f, 0x3bbc, 0x37ed, 0x38d5, 0x35c8, 0x341b, 0x3b74, 0x3627, 0x3a34, 0x3220, 0x3b85, 0x3a43, 0x2eca, 0x3550, 0x3958, 0x3813, 0x2cca, 0x3869, 0x391e, 0x3260, 0x2e42, 0x3493, 0x39ed, 0x3b7b, 0x3699, 0x3863, 0x3a7e, 0x3ab4, 0x3bcb, 0x3920, 0x3502, 0x28df, 0x38c5, 0x35e5, 0x282d, 0x3645, 0x3a29, 0x2fbb, 0x338d, 0x3ba0, 0x320d, 0x2830, 0x3bb4, 0x390a, 0x367f, 0x3335, 0x3b1a, 0x38c0, 0x3781, 0x3773, 0x39b0, 0x3b74, 0x38ba, 0x3383, 0x3550, 0x357a, 0x3ba7, 0x30e6, 0x39f4, 0x3b11, 0x282b, 0x334f, 0x3644, 0x367c, 0x3ac3, 0x38f3, 0x39f9, 0x3b1d, 0x35cf, 
+0x3433, 0x2eea, 0x38c1, 0x362a, 0x35e6, 0x3070, 0x1c1d, 0x308e, 0x381d, 0x39e5, 0x3a51, 0x2fb2, 0x3723, 0x3b58, 0x293e, 0x337a, 0x3a39, 0x349c, 0x3766, 0x3a73, 0x39bd, 0x3a0c, 0x3843, 0x21b9, 0x39a5, 0x2fd6, 0x2cf4, 0x3112, 0x3a1a, 0x3bb6, 0x3a83, 0x398e, 0x3b92, 0x2a3f, 0x37f1, 0x3664, 0x35f0, 0x39be, 0x3279, 0x39e0, 0x3241, 0x3bc7, 0x3bae, 0x36bd, 0x1bf5, 0x3806, 0x37d3, 0x247c, 0x3789, 0x36b9, 0x3b84, 0x3093, 0x3a5d, 0x2863, 0x2fe0, 0x2c4b, 0x3bd5, 0x38b6, 0x3b0e, 0x3ad1, 0x3ba2, 0x3914, 0x3947, 0x3984, 0x397a, 0x35ed, 0x3891, 0x3b7f, 0x3b32, 0x3857, 0x3717, 0x2b73, 0x38c1, 0x3bc6, 0x3330, 0x35c8, 0x34ff, 0x3924, 0x387b, 0x3a27, 0x3b92, 0x22d9, 0x29be, 0x3b39, 0x361c, 0x34e6, 0x2b7e, 0x34d8, 0x38c2, 0x3a4c, 0x3a2f, 0x381f, 0x38f6, 0x3a9a, 0x394f, 0x382d, 
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+0x3a70, 0x37f8, 0x37f1, 0x3591, 0x382f, 0x3276, 0x33ed, 0x3935, 0x275e, 0x353c, 0x3b24, 0x3b42, 0x38db, 0x33ca, 0x3bd7, 0x3694, 0x365f, 0x3997, 0x39b7, 0x3bcb, 0x3b6a, 0x269a, 0x3956, 0x3b4e, 0x3ba1, 0x3bee, 0x2aaf, 0x3530, 0x3ad7, 0x3bce, 0x3bd2, 0x397c, 0x3aee, 0x3b62, 0x3bfc, 0x3ba1, 0x3b44, 0x38e6, 0x3747, 0x3855, 0x3baf, 0x3b16, 0x3b35, 0x34e7, 0x3858, 0x3bdb, 0x39c3, 0x3898, 0x381e, 0x3899, 0x36be, 0x363c, 0x3a70, 0x1518, 0x334e, 0x38cd, 0x3a74, 0x3420, 0x35a7, 0x3a00, 0x3282, 0x32db, 0x3656, 0x2dd8, 0x2e5b, 0x399e, 0x3bd7, 0x3366, 0x34cd, 0x257c, 0x3a2e, 0x375b, 0x3971, 0x3472, 0x269f, 0x39ac, 0x39e6, 0x396b, 0x335b, 0x38cc, 0x3b3d, 0x38ee, 0x3895, 0x2e3b, 0x3ba0, 0x3bb7, 0x3401, 0x35df, 0x3b06, 0x3adf, 0x37af, 0x3948, 0x33a6, 0x3aa7, 0x36b2, 0x373c, 
+0x3872, 0x3674, 0x34d5, 0x3918, 0x37cd, 0x369a, 0x3a26, 0x3bc3, 0x380c, 0x35ba, 0x36eb, 0x3b54, 0x37a9, 0x3405, 0x397d, 0x351f, 0x2f10, 0x34fd, 0x333c, 0x36c9, 0x3584, 0x3998, 0x3b22, 0x3aff, 0x3931, 0x31b7, 0x39ae, 0x31e7, 0x3847, 0x392a, 0x3bff, 0x3a24, 0x15c5, 0x3905, 0x36e8, 0x3356, 0x2f46, 0x38a9, 0x3bd8, 0x3bfc, 0x2fbf, 0x3a7d, 0x3989, 0x3a6c, 0x3a8b, 0x32c9, 0x37da, 0x3b16, 0x394a, 0x3aa5, 0x2c30, 0x3968, 0x3119, 0x3af2, 0x2f8f, 0x34ef, 0x3ab3, 0x2445, 0x38d9, 0x3856, 0x3592, 0x389d, 0x2932, 0x31f8, 0x3775, 0x3947, 0x3893, 0x3b50, 0x3465, 0x355c, 0x3547, 0x3925, 0x32c2, 0x3a0e, 0x39f9, 0x39f0, 0x2a1c, 0x34a0, 0x3b51, 0x3bb8, 0x38af, 0x36c7, 0x361f, 0x397b, 0x3a7f, 0x39e2, 0x3a7e, 0x3a67, 0x304c, 0x34d8, 0x3921, 0x3287, 0x2d90, 0x3b36, 0x30cc, 0x1958, 
+0x36ea, 0x3419, 0x39f3, 0x3bf1, 0x3271, 0x3763, 0x3643, 0x337f, 0x3161, 0x3944, 0x33b1, 0x30c7, 0x3687, 0x342b, 0x2402, 0x394a, 0x3480, 0x3052, 0x2a6e, 0x376a, 0x3236, 0x381e, 0x3596, 0x3939, 0x373e, 0x34b4, 0x201a, 0x3245, 0x3169, 0x26c8, 0x3a1c, 0x389b, 0x3351, 0x3bac, 0x3261, 0x37ab, 0x39bb, 0x350f, 0x3b5d, 0x3b86, 0x34e8, 0x3104, 0x3969, 0x31f4, 0x399a, 0x370e, 0x34a3, 0x3064, 0x3519, 0x3542, 0x3a72, 0x3be0, 0x3ba2, 0x3a5b, 0x3455, 0x3ae5, 0x38ef, 0x358a, 0x3908, 0x38eb, 0x3572, 0x3b41, 0x39cb, 0x39f4, 0x3bb6, 0x2f51, 0x3345, 0x3475, 0x3b20, 0x3b7c, 0x385d, 0x36a4, 0x35b8, 0x3368, 0x3867, 0x37cb, 0x3b8c, 0x32e9, 0x366b, 0x3a3f, 0x3147, 0x3534, 0x25bc, 0x3828, 0x38f8, 0x27cd, 0x35c8, 0x2a95, 0x39cf, 0x328b, 0x3a6d, 0x34f4, 0x38ae, 0x2b5f, 0x3845, 0x3b30, 
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+0x394f, 0x3a3d, 0x3b26, 0x3a2f, 0x399e, 0x2e0a, 0x3bc9, 0x38d2, 0x3920, 0x343d, 0x3a0b, 0x2c78, 0x38aa, 0x3b54, 0x3639, 0x37b3, 0x377b, 0x3b67, 0x3836, 0x2d52, 0x3b65, 0x38fb, 0x3836, 0x32cf, 0x3a40, 0x367e, 0x3a47, 0x3b47, 0x2d4d, 0x36fc, 0x398a, 0x3b7c, 0x3290, 0x3b4f, 0x3bf6, 0x25de, 0x3937, 0x3798, 0x3b0f, 0x3a95, 0x3bbc, 0x3beb, 0x34cf, 0x269a, 0x3b63, 0x3543, 0x366f, 0x344f, 0x361b, 0x3518, 0x35fb, 0x39aa, 0x3922, 0x3969, 0x3024, 0x2965, 0x2f2d, 0x2e6c, 0x385e, 0x3ab9, 0x34af, 0x3aec, 0x3af1, 0x348b, 0x2f86, 0x3bda, 0x3888, 0x3909, 0x3ba0, 0x3743, 0x3b40, 0x3306, 0x3999, 0x36c0, 0x35f8, 0x3531, 0x3457, 0x397a, 0x3a86, 0x37b8, 0x3bf2, 0x3bb3, 0x378e, 0x3bc7, 0x38f8, 0x3515, 0x3be1, 0x26dd, 0x28e4, 0x3a19, 0x3a28, 0x289c, 0x38ed, 0x3a77, 0x32b0, 0x392e, 
+0x2fcb, 0x3b43, 0x357f, 0x3987, 0x3056, 0x39dc, 0x3bc7, 0x34c0, 0x3a41, 0x3b4a, 0x3317, 0x2230, 0x3b8c, 0x363d, 0x25bf, 0x3b25, 0x39e3, 0x39d5, 0x37bd, 0x3a52, 0x3a14, 0x1aec, 0x3756, 0x353a, 0x3826, 0x331e, 0x34f7, 0x3690, 0x3973, 0x3269, 0x2c1c, 0x1bea, 0x32da, 0x2d21, 0x346d, 0x351f, 0x2df0, 0x3be0, 0x3bee, 0x3bb2, 0x3b6f, 0x3596, 0x38a2, 0x3408, 0x2281, 0x3864, 0x3516, 0x3b24, 0x3a8d, 0x3a63, 0x3806, 0x36e1, 0x3b6b, 0x3656, 0x3b8f, 0x31d3, 0x3a70, 0x39f8, 0x3953, 0x31eb, 0x3a05, 0x3a58, 0x2f81, 0x395b, 0x3721, 0x3353, 0x35db, 0x2d72, 0x3786, 0x3ab5, 0x3b4b, 0x3bd0, 0x3607, 0x35b4, 0x3a79, 0x32e2, 0x3299, 0x36a2, 0x381c, 0x2fb4, 0x2b3f, 0x3a01, 0x390c, 0x29d1, 0x2b63, 0x3a4b, 0x3309, 0x34f5, 0x3b7b, 0x348d, 0x3a7e, 0x30ca, 0x3269, 0x363a, 0x35a4, 0x3735, 
+0x36c4, 0x396c, 0x377a, 0x2fac, 0x3bba, 0x3511, 0x38fd, 0x3be0, 0x392d, 0x3864, 0x3bef, 0x3ae7, 0x2cd2, 0x37e5, 0x31c9, 0x332d, 0x3be0, 0x326a, 0x309a, 0x387e, 0x39f2, 0x3302, 0x39ee, 0x3956, 0x3b30, 0x3829, 0x2894, 0x368f, 0x361d, 0x35cd, 0x3b8c, 0x3677, 0x3a95, 0x3a41, 0x382f, 0x3457, 0x3194, 0x31bc, 0x3abd, 0x392a, 0x387b, 0x3912, 0x388a, 0x3051, 0x3a9b, 0x2fc4, 0x3468, 0x33f7, 0x20fe, 0x3489, 0x1d98, 0x39f4, 0x2f82, 0x2c37, 0x391e, 0x37ef, 0x3bb0, 0x3538, 0x1e8b, 0x3985, 0x3805, 0x3823, 0x32eb, 0x36e7, 0x3569, 0x387d, 0x30f2, 0x38d2, 0x39b5, 0x3544, 0x3009, 0x377c, 0x3a65, 0x342a, 0x2cc6, 0x3983, 0x2720, 0x2760, 0x3443, 0x3856, 0x3949, 0x37b5, 0x3944, 0x33e1, 0x320c, 0x3a83, 0x39be, 0x36f2, 0x3bf3, 0x384d, 0x35dd, 0x3150, 0x36ee, 0x2f4b, 0x3bd4, 0x2816, 
+0x3bb4, 0x3590, 0x3bf3, 0x38dd, 0x3472, 0x37f9, 0x38ec, 0x25b3, 0x3aac, 0x394d, 0x2e48, 0x387c, 0x39ed, 0x350a, 0x36e1, 0x3ad8, 0x3580, 0x3a08, 0x38d7, 0x390f, 0x370e, 0x30ed, 0x2fb2, 0x37f2, 0x35a8, 0x38bb, 0x389a, 0x3960, 0x35e1, 0x35d1, 0x3799, 0x3356, 0x375c, 0x3889, 0x38e7, 0x385e, 0x30f1, 0x3032, 0x3006, 0x3356, 0x36b1, 0x3af5, 0x342c, 0x3a9f, 0x386d, 0x3a8d, 0x2670, 0x3ba5, 0x3907, 0x39cb, 0x389b, 0x2914, 0x2db1, 0x2f6f, 0x3aa3, 0x346a, 0x3716, 0x303d, 0x3991, 0x3a21, 0x3b53, 0x3589, 0x3a6b, 0x34f7, 0x2d99, 0x380b, 0x392f, 0x36d9, 0x2e31, 0x30a2, 0x3569, 0x2657, 0x36dd, 0x306d, 0x36b5, 0x3ac4, 0x3a7a, 0x36f7, 0x38d6, 0x3b02, 0x355e, 0x3a19, 0x3bc4, 0x365c, 0x3b77, 0x3660, 0x3bc9, 0x380a, 0x3673, 0x3a4a, 0x3b19, 0x3843, 0x328c, 0x1a13, 0x3bd6, 0x3be2, 
+0x388d, 0x30c3, 0x3998, 0x389e, 0x3354, 0x3174, 0x3922, 0x3970, 0x2962, 0x3bc2, 0x3b1e, 0x3bd7, 0x2d84, 0x3573, 0x3846, 0x3703, 0x31ec, 0x3a5a, 0x3459, 0x2674, 0x291f, 0x3b76, 0x364f, 0x316f, 0x3a52, 0x3866, 0x34de, 0x33fc, 0x37fc, 0x3a20, 0x3ac2, 0x3893, 0x3208, 0x38d0, 0x3b1c, 0x39cd, 0x36f6, 0x301f, 0x3965, 0x3971, 0x3afa, 0x34d9, 0x2e34, 0x35a3, 0x390d, 0x2e83, 0x3b5a, 0x3acb, 0x377e, 0x2416, 0x38b8, 0x3a2e, 0x3a04, 0x3062, 0x2ef1, 0x3584, 0x2afb, 0x382a, 0x3a74, 0x37da, 0x3730, 0x32a6, 0x3866, 0x389e, 0x3850, 0x3551, 0x3939, 0x3a0e, 0x2deb, 0x3b97, 0x38e9, 0x39b6, 0x35b5, 0x3999, 0x38fe, 0x1918, 0x326d, 0x3477, 0x34e5, 0x3855, 0x38f8, 0x3307, 0x385d, 0x3b17, 0x36d8, 0x3020, 0x3a66, 0x3bf9, 0x3b17, 0x28cf, 0x3abb, 0x38b3, 0x3bc0, 0x31e4, 0x30d8, 0x3090, 
+0x393f, 0x350a, 0x2171, 0x31dd, 0x3aa3, 0x3962, 0x2a30, 0x3a0c, 0x3983, 0x3474, 0x38a4, 0x30fc, 0x348a, 0x3afd, 0x3ab0, 0x2fca, 0x3bb3, 0x3be9, 0x3984, 0x3a8d, 0x3119, 0x3b78, 0x3bd6, 0x2ef6, 0x31ef, 0x27c9, 0x39be, 0x32fb, 0x2ce0, 0x368b, 0x3612, 0x32b6, 0x2d58, 0x3787, 0x3811, 0x3745, 0x3b86, 0x32f4, 0x3941, 0x3936, 0x2ab3, 0x39cd, 0x3851, 0x395d, 0x355e, 0x383e, 0x380a, 0x3b5d, 0x34d8, 0x3292, 0x3124, 0x31af, 0x3942, 0x2d54, 0x3b54, 0x3b1b, 0x3bbd, 0x3507, 0x324e, 0x3364, 0x2514, 0x3af6, 0x3236, 0x361c, 0x3721, 0x39b4, 0x3b86, 0x3907, 0x3316, 0x2c3b, 0x3bf4, 0x3abb, 0x38b8, 0x38e5, 0x38e4, 0x3941, 0x318e, 0x3563, 0x318a, 0x3953, 0x328a, 0x2ed0, 0x3782, 0x38b3, 0x3632, 0x35f0, 0x3a31, 0x3112, 0x3b49, 0x3b8e, 0x31f8, 0x3a70, 0x3bf1, 0x375e, 0x381c, 0x3791, 
+0x38f7, 0x2f6a, 0x3b74, 0x3198, 0x3815, 0x3184, 0x39cc, 0x37c1, 0x3b16, 0x39dd, 0x3690, 0x36ee, 0x3ba5, 0x383d, 0x3bee, 0x37f9, 0x3617, 0x399a, 0x3597, 0x3703, 0x3281, 0x3047, 0x35b6, 0x3835, 0x3708, 0x3634, 0x3965, 0x39b8, 0x3a00, 0x3996, 0x2bd0, 0x2ced, 0x36de, 0x35e6, 0x3b4d, 0x3888, 0x3bc5, 0x290f, 0x3baf, 0x388e, 0x3721, 0x3896, 0x3565, 0x33f9, 0x312b, 0x37c8, 0x3889, 0x376b, 0x3bb6, 0x375e, 0x35bf, 0x2f6b, 0x39f6, 0x34ba, 0x3936, 0x3969, 0x39de, 0x3ad4, 0x39eb, 0x3a5c, 0x33e3, 0x3367, 0x3297, 0x3bea, 0x3bcf, 0x3806, 0x39b7, 0x3b63, 0x37d2, 0x385b, 0x3a88, 0x3a6a, 0x3447, 0x385b, 0x3078, 0x347b, 0x3790, 0x32c5, 0x30f3, 0x33d2, 0x3864, 0x35a7, 0x359b, 0x32c2, 0x3bf7, 0x379d, 0x39ed, 0x3964, 0x367e, 0x2f3e, 0x3b0a, 0x3a32, 0x3b2b, 0x287e, 0x2ee6, 0x3ba2 
+};
\ No newline at end of file
diff --git a/redmule/inc/z_2D.h b/redmule/inc/z_2D.h
new file mode 100644
index 0000000..047fe23
--- /dev/null
+++ b/redmule/inc/z_2D.h
@@ -0,0 +1,99 @@
+ /* Header file generated by RedMulE Golden Model */
+uint16_t z_oup_2D [96][96] = {
+0x4e2d, 0x4e0e, 0x4dda, 0x4de5, 0x4e0e, 0x4dbc, 0x4e3f, 0x4ed6, 0x4dce, 0x4eef, 0x4dfc, 0x4e55, 0x4e2f, 0x4d96, 0x4ddd, 0x4d8a, 0x4e4c, 0x4dc2, 0x4d63, 0x4daa, 0x4e0a, 0x4d89, 0x4dff, 0x4d7d, 0x4d9e, 0x4e07, 0x4ded, 0x4d68, 0x4e69, 0x4ea9, 0x4e7b, 0x4e13, 0x4e22, 0x4e13, 0x4e34, 0x4dd6, 0x4db5, 0x4db6, 0x4d9c, 0x4dfd, 0x4e51, 0x4e0f, 0x4d92, 0x4e46, 0x4db8, 0x4e97, 0x4d14, 0x4dcb, 0x4e6a, 0x4d8e, 0x4eb5, 0x4dee, 0x4d95, 0x4e1c, 0x4dcb, 0x4e1e, 0x4dff, 0x4d5d, 0x4d53, 0x4dde, 0x4dda, 0x4ea4, 0x4d1c, 0x4e1d, 0x4d30, 0x4dad, 0x4e27, 0x4e04, 0x4e55, 0x4ebb, 0x4e47, 0x4daa, 0x4ddf, 0x4dd8, 0x4e3a, 0x4db0, 0x4dc0, 0x4e1c, 0x4dc1, 0x4e33, 0x4e2b, 0x4dcd, 0x4da2, 0x4ebe, 0x4d64, 0x4da9, 0x4e7f, 0x4d80, 0x4e14, 0x4e9b, 0x4d7e, 0x4e85, 0x4e6d, 0x4e6e, 0x4e1e, 0x4def, 
+0x4def, 0x4d5f, 0x4e1d, 0x4daa, 0x4e29, 0x4dc0, 0x4e5f, 0x4f01, 0x4dcf, 0x4f33, 0x4dcf, 0x4e86, 0x4ecf, 0x4dfd, 0x4deb, 0x4d92, 0x4eda, 0x4e29, 0x4dae, 0x4e35, 0x4e49, 0x4da9, 0x4e33, 0x4d7d, 0x4e23, 0x4e28, 0x4dc0, 0x4e12, 0x4e62, 0x4eda, 0x4e71, 0x4e43, 0x4e2d, 0x4df3, 0x4e69, 0x4e0d, 0x4df7, 0x4dbd, 0x4dbc, 0x4da3, 0x4d9d, 0x4e3c, 0x4e01, 0x4ebb, 0x4dd5, 0x4e35, 0x4d3f, 0x4de4, 0x4efa, 0x4dc4, 0x4ee3, 0x4dac, 0x4d93, 0x4da3, 0x4da1, 0x4dee, 0x4e9a, 0x4db0, 0x4db0, 0x4e99, 0x4dfe, 0x4eaf, 0x4d59, 0x4e35, 0x4dee, 0x4de7, 0x4e60, 0x4e5d, 0x4ec7, 0x4eb1, 0x4e59, 0x4de0, 0x4e35, 0x4df5, 0x4df4, 0x4df1, 0x4df4, 0x4e27, 0x4dd5, 0x4e4b, 0x4e87, 0x4da1, 0x4dbc, 0x4eb6, 0x4d77, 0x4e4f, 0x4e04, 0x4d77, 0x4e43, 0x4ede, 0x4df7, 0x4e38, 0x4e81, 0x4e43, 0x4e43, 0x4e01, 
+0x4d9d, 0x4dbc, 0x4e1d, 0x4e2f, 0x4e69, 0x4ddf, 0x4e62, 0x4f1f, 0x4dbd, 0x4f0c, 0x4d88, 0x4da7, 0x4f23, 0x4dfa, 0x4e2e, 0x4de9, 0x4e67, 0x4de4, 0x4da6, 0x4ded, 0x4e28, 0x4d1b, 0x4e1d, 0x4dbb, 0x4dea, 0x4e1c, 0x4e67, 0x4ddc, 0x4de6, 0x4e7d, 0x4e2c, 0x4e1c, 0x4e41, 0x4def, 0x4e14, 0x4ddc, 0x4dc3, 0x4cfa, 0x4dac, 0x4db0, 0x4e84, 0x4df6, 0x4d77, 0x4e5a, 0x4dd5, 0x4ea7, 0x4d34, 0x4da6, 0x4eb7, 0x4dca, 0x4e9c, 0x4dcb, 0x4d04, 0x4dd7, 0x4dcd, 0x4e29, 0x4df3, 0x4d80, 0x4dc5, 0x4e3d, 0x4dd1, 0x4e42, 0x4d76, 0x4e54, 0x4d5a, 0x4db3, 0x4e0a, 0x4de8, 0x4ea2, 0x4e8e, 0x4dd8, 0x4e43, 0x4e16, 0x4d9b, 0x4e8b, 0x4e39, 0x4e02, 0x4dfa, 0x4de8, 0x4e07, 0x4ddd, 0x4dd4, 0x4d3f, 0x4e05, 0x4dac, 0x4e33, 0x4e61, 0x4d4c, 0x4e0b, 0x4e63, 0x4ddd, 0x4e37, 0x4e7d, 0x4e47, 0x4dbd, 0x4db9, 
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+0x4e35, 0x4e33, 0x4e9c, 0x4de7, 0x4e4c, 0x4e54, 0x4eeb, 0x4f2a, 0x4e39, 0x4f67, 0x4e9e, 0x4e61, 0x4f2b, 0x4e50, 0x4e45, 0x4eab, 0x4f08, 0x4e4f, 0x4e01, 0x4e7a, 0x4e73, 0x4df9, 0x4e88, 0x4dd9, 0x4ea5, 0x4e6d, 0x4ef7, 0x4dcf, 0x4f2f, 0x4f58, 0x4ef7, 0x4eca, 0x4e71, 0x4e82, 0x4f22, 0x4e73, 0x4e35, 0x4e09, 0x4de6, 0x4e4a, 0x4e4c, 0x4e58, 0x4e07, 0x4f1c, 0x4ea0, 0x4f1d, 0x4de4, 0x4e88, 0x4ec8, 0x4e27, 0x4f13, 0x4df9, 0x4dc0, 0x4e55, 0x4da9, 0x4e3b, 0x4eb5, 0x4df2, 0x4e28, 0x4ea0, 0x4e45, 0x4f56, 0x4dfe, 0x4ebe, 0x4db8, 0x4e2b, 0x4ea1, 0x4ebc, 0x4ec6, 0x4f16, 0x4e85, 0x4e5a, 0x4e8c, 0x4e67, 0x4efc, 0x4e11, 0x4e3e, 0x4e7c, 0x4e7b, 0x4e66, 0x4ecf, 0x4df3, 0x4e39, 0x4e97, 0x4dd1, 0x4eb3, 0x4e47, 0x4e05, 0x4e7d, 0x4eb7, 0x4e7b, 0x4eca, 0x4f2b, 0x4ea0, 0x4e2b, 0x4e51, 
+0x4db9, 0x4dbf, 0x4e60, 0x4db6, 0x4ec2, 0x4da9, 0x4e40, 0x4eb2, 0x4dd0, 0x4ee8, 0x4df1, 0x4e3d, 0x4eef, 0x4e3a, 0x4e4c, 0x4dfe, 0x4e5e, 0x4e52, 0x4df0, 0x4e28, 0x4e65, 0x4de5, 0x4e47, 0x4d6d, 0x4e02, 0x4dd1, 0x4e7c, 0x4dde, 0x4e2f, 0x4e87, 0x4e9e, 0x4e58, 0x4e0a, 0x4e91, 0x4e0c, 0x4e05, 0x4e1d, 0x4d89, 0x4d53, 0x4da9, 0x4e6b, 0x4e71, 0x4df8, 0x4e8a, 0x4dcd, 0x4ed8, 0x4d7f, 0x4e1d, 0x4e77, 0x4d97, 0x4ea3, 0x4d6f, 0x4d9d, 0x4e0f, 0x4dcb, 0x4e2b, 0x4e8e, 0x4dbd, 0x4d96, 0x4e28, 0x4e09, 0x4f0c, 0x4d95, 0x4e53, 0x4d66, 0x4e32, 0x4e1c, 0x4dfb, 0x4e2a, 0x4e91, 0x4ed8, 0x4dd0, 0x4e94, 0x4e1e, 0x4dd3, 0x4e4a, 0x4dcd, 0x4e56, 0x4e2f, 0x4e7e, 0x4e22, 0x4dd2, 0x4e42, 0x4e9a, 0x4ddc, 0x4e3c, 0x4e8a, 0x4d97, 0x4e00, 0x4e7e, 0x4d80, 0x4e5c, 0x4eba, 0x4e5e, 0x4e47, 0x4e02, 
+0x4c99, 0x4c81, 0x4d53, 0x4cb2, 0x4d3f, 0x4ca4, 0x4d31, 0x4dab, 0x4d46, 0x4dae, 0x4ce7, 0x4d3d, 0x4da8, 0x4d00, 0x4d6a, 0x4d0d, 0x4d75, 0x4d0c, 0x4cc1, 0x4cf5, 0x4d2e, 0x4cc4, 0x4ccf, 0x4cac, 0x4cfc, 0x4cfa, 0x4d7f, 0x4ccd, 0x4d41, 0x4d62, 0x4d43, 0x4d2f, 0x4cf8, 0x4cfc, 0x4db4, 0x4d00, 0x4cfa, 0x4cad, 0x4cf2, 0x4cf7, 0x4d04, 0x4cf2, 0x4caf, 0x4d56, 0x4cda, 0x4d5b, 0x4cef, 0x4d37, 0x4d81, 0x4cca, 0x4ddd, 0x4ca3, 0x4c50, 0x4d2d, 0x4c81, 0x4cf7, 0x4d46, 0x4ce2, 0x4ce5, 0x4d38, 0x4cf5, 0x4de8, 0x4c6a, 0x4d4f, 0x4c86, 0x4cc3, 0x4d31, 0x4d5b, 0x4d55, 0x4d82, 0x4d74, 0x4cc0, 0x4d08, 0x4d27, 0x4d0a, 0x4cd9, 0x4cf2, 0x4d38, 0x4c9b, 0x4d29, 0x4d67, 0x4d1a, 0x4d25, 0x4d1d, 0x4cdd, 0x4cd0, 0x4ced, 0x4c6d, 0x4d0d, 0x4d72, 0x4d3f, 0x4d94, 0x4d5a, 0x4d2d, 0x4d00, 0x4cb8 
+};
\ No newline at end of file
diff --git a/redmule/inc/z_output.h b/redmule/inc/z_output.h
new file mode 100644
index 0000000..9cc0610
--- /dev/null
+++ b/redmule/inc/z_output.h
@@ -0,0 +1,99 @@
+ /* Header file generated by RedMulE Golden Model */
+uint16_t z_oup [9216] = {
+0x4e2d, 0x4e0e, 0x4dda, 0x4de5, 0x4e0e, 0x4dbc, 0x4e3f, 0x4ed6, 0x4dce, 0x4eef, 0x4dfc, 0x4e55, 0x4e2f, 0x4d96, 0x4ddd, 0x4d8a, 0x4e4c, 0x4dc2, 0x4d63, 0x4daa, 0x4e0a, 0x4d89, 0x4dff, 0x4d7d, 0x4d9e, 0x4e07, 0x4ded, 0x4d68, 0x4e69, 0x4ea9, 0x4e7b, 0x4e13, 0x4e22, 0x4e13, 0x4e34, 0x4dd6, 0x4db5, 0x4db6, 0x4d9c, 0x4dfd, 0x4e51, 0x4e0f, 0x4d92, 0x4e46, 0x4db8, 0x4e97, 0x4d14, 0x4dcb, 0x4e6a, 0x4d8e, 0x4eb5, 0x4dee, 0x4d95, 0x4e1c, 0x4dcb, 0x4e1e, 0x4dff, 0x4d5d, 0x4d53, 0x4dde, 0x4dda, 0x4ea4, 0x4d1c, 0x4e1d, 0x4d30, 0x4dad, 0x4e27, 0x4e04, 0x4e55, 0x4ebb, 0x4e47, 0x4daa, 0x4ddf, 0x4dd8, 0x4e3a, 0x4db0, 0x4dc0, 0x4e1c, 0x4dc1, 0x4e33, 0x4e2b, 0x4dcd, 0x4da2, 0x4ebe, 0x4d64, 0x4da9, 0x4e7f, 0x4d80, 0x4e14, 0x4e9b, 0x4d7e, 0x4e85, 0x4e6d, 0x4e6e, 0x4e1e, 0x4def, 
+0x4def, 0x4d5f, 0x4e1d, 0x4daa, 0x4e29, 0x4dc0, 0x4e5f, 0x4f01, 0x4dcf, 0x4f33, 0x4dcf, 0x4e86, 0x4ecf, 0x4dfd, 0x4deb, 0x4d92, 0x4eda, 0x4e29, 0x4dae, 0x4e35, 0x4e49, 0x4da9, 0x4e33, 0x4d7d, 0x4e23, 0x4e28, 0x4dc0, 0x4e12, 0x4e62, 0x4eda, 0x4e71, 0x4e43, 0x4e2d, 0x4df3, 0x4e69, 0x4e0d, 0x4df7, 0x4dbd, 0x4dbc, 0x4da3, 0x4d9d, 0x4e3c, 0x4e01, 0x4ebb, 0x4dd5, 0x4e35, 0x4d3f, 0x4de4, 0x4efa, 0x4dc4, 0x4ee3, 0x4dac, 0x4d93, 0x4da3, 0x4da1, 0x4dee, 0x4e9a, 0x4db0, 0x4db0, 0x4e99, 0x4dfe, 0x4eaf, 0x4d59, 0x4e35, 0x4dee, 0x4de7, 0x4e60, 0x4e5d, 0x4ec7, 0x4eb1, 0x4e59, 0x4de0, 0x4e35, 0x4df5, 0x4df4, 0x4df1, 0x4df4, 0x4e27, 0x4dd5, 0x4e4b, 0x4e87, 0x4da1, 0x4dbc, 0x4eb6, 0x4d77, 0x4e4f, 0x4e04, 0x4d77, 0x4e43, 0x4ede, 0x4df7, 0x4e38, 0x4e81, 0x4e43, 0x4e43, 0x4e01, 
+0x4d9d, 0x4dbc, 0x4e1d, 0x4e2f, 0x4e69, 0x4ddf, 0x4e62, 0x4f1f, 0x4dbd, 0x4f0c, 0x4d88, 0x4da7, 0x4f23, 0x4dfa, 0x4e2e, 0x4de9, 0x4e67, 0x4de4, 0x4da6, 0x4ded, 0x4e28, 0x4d1b, 0x4e1d, 0x4dbb, 0x4dea, 0x4e1c, 0x4e67, 0x4ddc, 0x4de6, 0x4e7d, 0x4e2c, 0x4e1c, 0x4e41, 0x4def, 0x4e14, 0x4ddc, 0x4dc3, 0x4cfa, 0x4dac, 0x4db0, 0x4e84, 0x4df6, 0x4d77, 0x4e5a, 0x4dd5, 0x4ea7, 0x4d34, 0x4da6, 0x4eb7, 0x4dca, 0x4e9c, 0x4dcb, 0x4d04, 0x4dd7, 0x4dcd, 0x4e29, 0x4df3, 0x4d80, 0x4dc5, 0x4e3d, 0x4dd1, 0x4e42, 0x4d76, 0x4e54, 0x4d5a, 0x4db3, 0x4e0a, 0x4de8, 0x4ea2, 0x4e8e, 0x4dd8, 0x4e43, 0x4e16, 0x4d9b, 0x4e8b, 0x4e39, 0x4e02, 0x4dfa, 0x4de8, 0x4e07, 0x4ddd, 0x4dd4, 0x4d3f, 0x4e05, 0x4dac, 0x4e33, 0x4e61, 0x4d4c, 0x4e0b, 0x4e63, 0x4ddd, 0x4e37, 0x4e7d, 0x4e47, 0x4dbd, 0x4db9, 
+0x4db6, 0x4e32, 0x4e87, 0x4e33, 0x4e43, 0x4e2b, 0x4e79, 0x4f28, 0x4de8, 0x4edc, 0x4e5e, 0x4e94, 0x4f32, 0x4e18, 0x4dbc, 0x4e77, 0x4ea9, 0x4e8c, 0x4daa, 0x4ea9, 0x4e43, 0x4e20, 0x4e3c, 0x4da8, 0x4eb0, 0x4e1b, 0x4e7a, 0x4e32, 0x4eb8, 0x4eb2, 0x4ea5, 0x4e8b, 0x4e7f, 0x4de9, 0x4ee2, 0x4df5, 0x4e01, 0x4e5c, 0x4dbb, 0x4dee, 0x4e41, 0x4e65, 0x4e2d, 0x4ef5, 0x4e84, 0x4e78, 0x4de8, 0x4e32, 0x4ee1, 0x4dea, 0x4ef6, 0x4def, 0x4da8, 0x4e4f, 0x4dd0, 0x4e76, 0x4e84, 0x4def, 0x4d88, 0x4e53, 0x4e34, 0x4f79, 0x4db4, 0x4ea1, 0x4dc1, 0x4dee, 0x4e44, 0x4ec4, 0x4ed6, 0x4e82, 0x4e5e, 0x4df4, 0x4ec3, 0x4e45, 0x4ea1, 0x4e16, 0x4e00, 0x4e6f, 0x4e50, 0x4e80, 0x4e9c, 0x4df7, 0x4e1c, 0x4edf, 0x4dcb, 0x4e27, 0x4e39, 0x4d78, 0x4e1c, 0x4ec7, 0x4e37, 0x4e81, 0x4e8f, 0x4e4b, 0x4e45, 0x4dfa, 
+0x4e2a, 0x4e3d, 0x4e3d, 0x4df5, 0x4e3a, 0x4def, 0x4e2f, 0x4ed6, 0x4db3, 0x4ef3, 0x4e5a, 0x4e8e, 0x4f50, 0x4db6, 0x4e46, 0x4e34, 0x4ec9, 0x4e1b, 0x4dd6, 0x4e80, 0x4e1f, 0x4d99, 0x4e76, 0x4e52, 0x4e8a, 0x4e8d, 0x4e5b, 0x4dc1, 0x4eaf, 0x4efc, 0x4ebb, 0x4e52, 0x4e78, 0x4df4, 0x4e78, 0x4df1, 0x4dfa, 0x4dd4, 0x4d47, 0x4e48, 0x4e04, 0x4e20, 0x4ddd, 0x4ebb, 0x4e44, 0x4eca, 0x4d9b, 0x4dec, 0x4e9c, 0x4e12, 0x4ec7, 0x4dfd, 0x4d6c, 0x4e46, 0x4dc0, 0x4e37, 0x4e59, 0x4dbc, 0x4d8b, 0x4e40, 0x4e31, 0x4ef8, 0x4de1, 0x4de8, 0x4d97, 0x4dd2, 0x4ea0, 0x4e1c, 0x4e3a, 0x4eb4, 0x4dd5, 0x4e41, 0x4e5d, 0x4dbc, 0x4e1d, 0x4e55, 0x4e77, 0x4dfc, 0x4e4b, 0x4e22, 0x4ebe, 0x4d6d, 0x4dad, 0x4e2a, 0x4dd3, 0x4e56, 0x4e3a, 0x4d2e, 0x4e42, 0x4e95, 0x4dce, 0x4e3b, 0x4eef, 0x4e46, 0x4ded, 0x4df8, 
+0x4d39, 0x4d7b, 0x4da0, 0x4cfa, 0x4d82, 0x4d16, 0x4d98, 0x4e32, 0x4ce2, 0x4e4a, 0x4d6a, 0x4d64, 0x4e27, 0x4d47, 0x4d4c, 0x4d16, 0x4d7c, 0x4d49, 0x4d0d, 0x4d3e, 0x4d83, 0x4d12, 0x4d19, 0x4cbe, 0x4d0f, 0x4d83, 0x4d65, 0x4cdb, 0x4d3d, 0x4ded, 0x4dff, 0x4d5b, 0x4d74, 0x4d70, 0x4df1, 0x4ccd, 0x4d49, 0x4d16, 0x4cc3, 0x4d2f, 0x4d25, 0x4d85, 0x4d31, 0x4dc3, 0x4d5b, 0x4dcb, 0x4cb3, 0x4d51, 0x4d98, 0x4d29, 0x4dc9, 0x4cc1, 0x4cd1, 0x4d90, 0x4cd3, 0x4d59, 0x4d5e, 0x4cf7, 0x4cda, 0x4dae, 0x4d8f, 0x4e13, 0x4cee, 0x4d6a, 0x4d0f, 0x4d33, 0x4d00, 0x4d56, 0x4d88, 0x4dae, 0x4d78, 0x4d40, 0x4d9c, 0x4d7c, 0x4d58, 0x4d2c, 0x4d47, 0x4d28, 0x4db4, 0x4dfc, 0x4d97, 0x4cec, 0x4cf7, 0x4dc0, 0x4d0c, 0x4d81, 0x4d58, 0x4d28, 0x4d63, 0x4dad, 0x4d12, 0x4d75, 0x4d77, 0x4d51, 0x4ceb, 0x4d0b, 
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+0x4dec, 0x4e01, 0x4e70, 0x4dfa, 0x4e67, 0x4db4, 0x4e83, 0x4f89, 0x4e1b, 0x4f76, 0x4e4b, 0x4e2b, 0x4f33, 0x4e79, 0x4e5f, 0x4e1d, 0x4e90, 0x4df1, 0x4df9, 0x4e53, 0x4deb, 0x4d95, 0x4e23, 0x4d81, 0x4e0a, 0x4e1e, 0x4efc, 0x4df0, 0x4e8d, 0x4ee7, 0x4e99, 0x4ecb, 0x4e37, 0x4e41, 0x4ece, 0x4e28, 0x4deb, 0x4dba, 0x4dd7, 0x4e1d, 0x4e40, 0x4e1e, 0x4e08, 0x4eab, 0x4e61, 0x4e9e, 0x4db5, 0x4e32, 0x4ed9, 0x4df4, 0x4f2d, 0x4e58, 0x4d91, 0x4dd9, 0x4dd4, 0x4e32, 0x4e5e, 0x4db8, 0x4dfb, 0x4e4d, 0x4e87, 0x4f3e, 0x4dcc, 0x4ea3, 0x4d85, 0x4e3b, 0x4e3a, 0x4e95, 0x4ea9, 0x4efa, 0x4f03, 0x4e56, 0x4e70, 0x4e59, 0x4e85, 0x4e7b, 0x4e0a, 0x4e5e, 0x4e33, 0x4e61, 0x4edb, 0x4e24, 0x4e24, 0x4e4e, 0x4ddc, 0x4e35, 0x4e52, 0x4dc2, 0x4e58, 0x4ecb, 0x4dea, 0x4e93, 0x4e7a, 0x4e7a, 0x4e24, 0x4e24, 
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+0x4de7, 0x4e37, 0x4e87, 0x4e27, 0x4e9b, 0x4e07, 0x4e87, 0x4f9e, 0x4e14, 0x4faf, 0x4edd, 0x4f04, 0x4f20, 0x4e28, 0x4d9f, 0x4e6d, 0x4f14, 0x4df2, 0x4e1b, 0x4e74, 0x4e77, 0x4d6f, 0x4e33, 0x4dff, 0x4e7c, 0x4e75, 0x4e6e, 0x4e2c, 0x4e68, 0x4f3a, 0x4ec2, 0x4e8f, 0x4eda, 0x4e35, 0x4f59, 0x4e42, 0x4e34, 0x4dfe, 0x4e42, 0x4e5b, 0x4e3a, 0x4e91, 0x4e20, 0x4e71, 0x4eec, 0x4eba, 0x4e03, 0x4e1f, 0x4eac, 0x4dd8, 0x4f57, 0x4ead, 0x4de8, 0x4de5, 0x4e17, 0x4e96, 0x4e7c, 0x4db7, 0x4ddb, 0x4e47, 0x4e6a, 0x4f17, 0x4d7d, 0x4e98, 0x4e04, 0x4e32, 0x4e82, 0x4ecf, 0x4ed7, 0x4f05, 0x4e77, 0x4ec6, 0x4ee5, 0x4e3f, 0x4e8f, 0x4e83, 0x4dcd, 0x4e0e, 0x4e9d, 0x4e58, 0x4eea, 0x4df3, 0x4de0, 0x4ecb, 0x4e06, 0x4e8a, 0x4e68, 0x4d67, 0x4e5a, 0x4eef, 0x4e05, 0x4e8b, 0x4eff, 0x4e46, 0x4e60, 0x4dd7, 
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+0x4db9, 0x4dbf, 0x4e60, 0x4db6, 0x4ec2, 0x4da9, 0x4e40, 0x4eb2, 0x4dd0, 0x4ee8, 0x4df1, 0x4e3d, 0x4eef, 0x4e3a, 0x4e4c, 0x4dfe, 0x4e5e, 0x4e52, 0x4df0, 0x4e28, 0x4e65, 0x4de5, 0x4e47, 0x4d6d, 0x4e02, 0x4dd1, 0x4e7c, 0x4dde, 0x4e2f, 0x4e87, 0x4e9e, 0x4e58, 0x4e0a, 0x4e91, 0x4e0c, 0x4e05, 0x4e1d, 0x4d89, 0x4d53, 0x4da9, 0x4e6b, 0x4e71, 0x4df8, 0x4e8a, 0x4dcd, 0x4ed8, 0x4d7f, 0x4e1d, 0x4e77, 0x4d97, 0x4ea3, 0x4d6f, 0x4d9d, 0x4e0f, 0x4dcb, 0x4e2b, 0x4e8e, 0x4dbd, 0x4d96, 0x4e28, 0x4e09, 0x4f0c, 0x4d95, 0x4e53, 0x4d66, 0x4e32, 0x4e1c, 0x4dfb, 0x4e2a, 0x4e91, 0x4ed8, 0x4dd0, 0x4e94, 0x4e1e, 0x4dd3, 0x4e4a, 0x4dcd, 0x4e56, 0x4e2f, 0x4e7e, 0x4e22, 0x4dd2, 0x4e42, 0x4e9a, 0x4ddc, 0x4e3c, 0x4e8a, 0x4d97, 0x4e00, 0x4e7e, 0x4d80, 0x4e5c, 0x4eba, 0x4e5e, 0x4e47, 0x4e02, 
+0x4c99, 0x4c81, 0x4d53, 0x4cb2, 0x4d3f, 0x4ca4, 0x4d31, 0x4dab, 0x4d46, 0x4dae, 0x4ce7, 0x4d3d, 0x4da8, 0x4d00, 0x4d6a, 0x4d0d, 0x4d75, 0x4d0c, 0x4cc1, 0x4cf5, 0x4d2e, 0x4cc4, 0x4ccf, 0x4cac, 0x4cfc, 0x4cfa, 0x4d7f, 0x4ccd, 0x4d41, 0x4d62, 0x4d43, 0x4d2f, 0x4cf8, 0x4cfc, 0x4db4, 0x4d00, 0x4cfa, 0x4cad, 0x4cf2, 0x4cf7, 0x4d04, 0x4cf2, 0x4caf, 0x4d56, 0x4cda, 0x4d5b, 0x4cef, 0x4d37, 0x4d81, 0x4cca, 0x4ddd, 0x4ca3, 0x4c50, 0x4d2d, 0x4c81, 0x4cf7, 0x4d46, 0x4ce2, 0x4ce5, 0x4d38, 0x4cf5, 0x4de8, 0x4c6a, 0x4d4f, 0x4c86, 0x4cc3, 0x4d31, 0x4d5b, 0x4d55, 0x4d82, 0x4d74, 0x4cc0, 0x4d08, 0x4d27, 0x4d0a, 0x4cd9, 0x4cf2, 0x4d38, 0x4c9b, 0x4d29, 0x4d67, 0x4d1a, 0x4d25, 0x4d1d, 0x4cdd, 0x4cd0, 0x4ced, 0x4c6d, 0x4d0d, 0x4d72, 0x4d3f, 0x4d94, 0x4d5a, 0x4d2d, 0x4d00, 0x4cb8 
+};
\ No newline at end of file
diff --git a/redmule/redmule.c b/redmule/redmule.c
new file mode 100644
index 0000000..5b5c037
--- /dev/null
+++ b/redmule/redmule.c
@@ -0,0 +1,91 @@
+/*
+ * Copyright (C) 2022-2023 ETH Zurich and University of Bologna
+ *
+ * Licensed under the Apache License, Version 2.0 (the "License");
+ * you may not use this file except in compliance with the License.
+ * You may obtain a copy of the License at
+ *
+ *     http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ * SPDX-License-Identifier: Apache-2.0
+ * 
+ * Author: Yvan Tortorella  <yvan.tortorella@unibo.it>
+ *
+ * RedMulE SW test
+ */
+
+#include <stdint.h>
+#include "stdio.h"
+#include "utils/redmule_utils.h"
+#include "archi_redmule.h"
+#include "hal_redmule.h"
+
+// #include "inc/x_input.h"
+// #include "inc/w_input.h"
+// #include "inc/y_input.h"
+// #include "inc/z_output.h"
+#include "inc/golden.h"
+
+int main() {
+
+  volatile int errors = 0;
+
+  if(get_core_id() == 0){
+    uint16_t m_size = M_SIZE;
+    uint16_t n_size = N_SIZE;
+    uint16_t k_size = K_SIZE;
+
+    uint8_t volatile *x = (uint8_t volatile *) pi_l1_malloc(0, (2*m_size*n_size));
+    uint8_t volatile *w = (uint8_t volatile *) pi_l1_malloc(0, (2*n_size*k_size));
+    uint8_t volatile *y = (uint8_t volatile *) pi_l1_malloc(0, (2*m_size*k_size));
+
+    generate_test_data16((int) x, (int) w, (int) y, (int) m_size, (int) n_size, (int) k_size);
+
+    int gold_sum = 0, check_sum = 0;
+    int i,j;
+
+    int offload_id_tmp, offload_id;
+
+    // Enable RedMulE
+    hwpe_cg_enable();
+
+    hwpe_soft_clear();
+
+    // while( ( offload_id_tmp = hwpe_acquire_job() ) < 0);
+
+    // redmule_cfg ((unsigned int) x,
+    //              (unsigned int) w,
+    //              (unsigned int) y,
+    //              m_size, n_size, k_size,
+    //              (uint8_t) GEMM,
+    //              (uint8_t) Float16);
+    redmule_x_add_set ((unsigned int) x);
+    redmule_w_add_set ((unsigned int) w);
+    redmule_y_add_set ((unsigned int) y);
+    redmule_z_add_set ((unsigned int) y);
+    redmule_cfg (m_size, n_size, k_size, gemm_ops);
+
+    // Start RedMulE operation
+    hwpe_trigger_job();
+
+    // Wait for end of computation
+    redmule_evt_wait();
+
+    // Disable RedMulE
+    hwpe_cg_disable();
+
+    errors = redmule_compare16((int) y, (int) m_size, (int) k_size);
+
+    *(int *) 0x1A1040A0 = errors;
+
+    printf ("Terminated test with %d errors. See you!\n", errors);
+
+  }
+  synch_barrier();
+  return errors;
+}
diff --git a/redmule/utils/redmule_utils.h b/redmule/utils/redmule_utils.h
new file mode 100644
index 0000000..3f7fa59
--- /dev/null
+++ b/redmule/utils/redmule_utils.h
@@ -0,0 +1,246 @@
+/*
+ * Copyright (C) 2022-2023 ETH Zurich and University of Bologna
+ *
+ * Licensed under the Apache License, Version 2.0 (the "License");
+ * you may not use this file except in compliance with the License.
+ * You may obtain a copy of the License at
+ *
+ *     http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ * SPDX-License-Identifier: Apache-2.0
+ * 
+ * Author: Yvan Tortorella  <yvan.tortorella@unibo.it>
+ *
+ */
+
+#include "../inc/x_input.h"
+#include "../inc/w_input.h"
+#include "../inc/y_input.h"
+#include "../inc/z_output.h"
+
+#ifndef REDMULE_UTILS_H
+#define REDMULE_UTILS_H
+
+void generate_test_data16(int x_start_addr,
+                          int w_start_addr,
+                          int y_start_addr,
+                          int m_size,
+                          int n_size,
+                          int k_size) {
+  
+  int x_addr     = x_start_addr;
+  int w_addr     = w_start_addr;
+  int y_addr     = y_start_addr;
+  int x_end_addr = x_start_addr + (2*m_size*n_size);
+  int w_end_addr = w_start_addr + (2*n_size*k_size);
+  int y_end_addr = y_start_addr + (2*m_size*k_size);
+
+  // Generating input stimuli from golden model
+  for (x_addr = x_start_addr; x_addr < x_end_addr; x_addr += 2) {
+    int x = x_addr - x_start_addr;
+    *(uint32_t *)(x_addr) = x_inp[x/2];
+  }
+
+  // Generating Weight stimuli from golden model
+  for (w_addr = w_start_addr; w_addr < w_end_addr; w_addr += 2) {
+    int w = w_addr - w_start_addr;
+    *(uint32_t *)(w_addr) = w_inp[w/2];
+  }
+
+  for (y_addr = y_start_addr; y_addr < y_end_addr; y_addr += 2) {
+    int y = y_addr - y_start_addr;
+    *(uint32_t *)(y_addr) = y_inp[y/2];
+  }
+}
+
+int redmule_compare16 (int z_start_addr, int m_size, int k_size) {
+  int err = 0;
+  int z_end_addr = z_start_addr + 2*m_size*k_size;
+  uint16_t z_computed;
+  uint16_t diff, diff_1, diff_2;
+
+  for (int z_addr = z_start_addr; z_addr < z_end_addr; z_addr += 2) {
+    int z = z_addr - z_start_addr;
+    z_computed = *(uint32_t *)(z_addr);
+
+    if ( z_computed != z_oup[z/2] ) {
+      diff_1 = z_computed - z_oup[z/2];
+      if (diff_1 > 3) {
+        diff_2 = z_oup[z/2] - z_computed;
+        if (diff_2 > 3) {
+          err++;
+        }
+      }
+    }
+  }
+
+  return err;
+
+}
+
+int redmule16_compare_int(uint32_t *actual_z, uint32_t *golden_z, int len) {
+  #define ERR 0x0011
+  uint32_t actual_word = 0;
+  uint16_t actual_MSHWord, actual_LSHWord;
+  uint32_t golden_word = 0;
+  uint16_t golden_MSHWord, golden_LSHWord;
+  uint32_t actual = 0;
+  uint32_t golden = 0;
+
+  int errors = 0;
+  int error;
+
+  for (int i=0; i<len; i++) {
+    error = 0;
+    actual_word = *(actual_z+i);
+    golden_word = *(golden_z+i);
+
+    // int error = ((actual_word ^ golden_word) & ~IGNORE_BITS_COMPARE) ? 1 : 0;
+    uint16_t diff = 0;
+    
+    // Chechink Least Significant Half-Word
+    actual_LSHWord = (uint16_t)(actual_word & 0x0000FFFF);
+    golden_LSHWord = (uint16_t)(golden_word & 0x0000FFFF);
+
+    diff = (actual_LSHWord > golden_LSHWord) ? (actual_LSHWord - golden_LSHWord) : 0;
+    diff = (actual_LSHWord < golden_LSHWord) ? (golden_LSHWord - actual_LSHWord) : 0;
+
+    if (diff > ERR) {
+      error = 1;
+      #ifdef VERBOSE
+        tfp_printf ("diff: 0x%08x\n", diff);
+        tfp_printf ("LSW: Error!\n");
+      #endif
+    }
+
+    // Checking Most Significant Half-Word
+    actual_MSHWord = (uint16_t)((actual_word >> 16) & 0x0000FFFF);
+    golden_MSHWord = (uint16_t)((golden_word >> 16) & 0x0000FFFF);
+
+    diff = (actual_MSHWord > golden_MSHWord) ? (actual_MSHWord - golden_MSHWord) : 0;
+    diff = (actual_MSHWord < golden_MSHWord) ? (golden_MSHWord - actual_MSHWord) : 0;
+
+    if (diff > ERR) {
+      error = 1;
+      #ifdef VERBOSE
+        tfp_printf ("diff: 0x%08x\n", diff);
+        tfp_printf ("MSW: Error!\n");
+      #endif
+    }
+    
+    errors += error;
+
+    #ifdef DEBUG
+      tfp_printf("  Golden: 0x%08x; Actual: 0x%08x,\n", golden_word, actual_word);
+    #endif
+
+    #ifdef VERBOSE
+    if(error) {
+        if(errors==1) tfp_printf("  golden     <- actual     @ address    @ index\n");
+        tfp_printf("  0x%08x <- 0x%08x @ 0x%08x @ 0x%08x\n", golden_word, actual_word, (actual_z+i), i*4);
+    }
+    #endif
+  }
+  return errors;
+}
+
+int redmule8_compare_int(uint32_t *actual_z, uint32_t *golden_z, int len) {
+  #define ERR 0x0011
+  uint32_t actual_word = 0;
+  uint8_t  actual_Byte0,
+           actual_Byte1,
+           actual_Byte2,
+           actual_Byte3;
+  uint32_t golden_word = 0;
+  uint8_t  golden_Byte0,
+           golden_Byte1,
+           golden_Byte2,
+           golden_Byte3;
+  uint32_t actual = 0;
+  uint32_t golden = 0;
+
+  int errors = 0;
+  int error;
+
+  for (int i=0; i<len; i++) {
+    error = 0;
+    actual_word = *(actual_z+i);
+    golden_word = *(golden_z+i);
+
+    // int error = ((actual_word ^ golden_word) & ~IGNORE_BITS_COMPARE) ? 1 : 0;
+    uint8_t diff = 0;
+    
+    // Cheching Byte0
+    actual_Byte0 = (uint8_t)(actual_word & 0x000000FF);
+    golden_Byte0 = (uint8_t)(golden_word & 0x000000FF);
+
+    diff = (actual_Byte0 > golden_Byte0) ? (actual_Byte0 - golden_Byte0) : 0;
+    diff = (actual_Byte0 < golden_Byte0) ? (golden_Byte0 - actual_Byte0) : 0;
+
+    if (diff > ERR) {
+      error = 1;
+      tfp_printf ("diff: 0x%08x\n", diff);
+      tfp_printf ("Byte0: Error!\n");
+    }
+
+    // Cheching Byte1
+    actual_Byte1 = (uint8_t)( (actual_word >> 8 ) & 0x000000FF);
+    golden_Byte1 = (uint8_t)( (golden_word >> 8 ) & 0x000000FF);
+
+    diff = (actual_Byte1 > golden_Byte1) ? (actual_Byte1 - golden_Byte1) : 0;
+    diff = (actual_Byte1 < golden_Byte1) ? (golden_Byte1 - actual_Byte1) : 0;
+
+    if (diff > ERR) {
+      error = 1;
+      tfp_printf ("diff: 0x%08x\n", diff);
+      tfp_printf ("Byte1: Error!\n");
+    }
+
+    // Cheching Byte2
+    actual_Byte2 = (uint8_t)( (actual_word >> 16 ) & 0x000000FF);
+    golden_Byte2 = (uint8_t)( (golden_word >> 16 ) & 0x000000FF);
+
+    diff = (actual_Byte2 > golden_Byte2) ? (actual_Byte2 - golden_Byte2) : 0;
+    diff = (actual_Byte2 < golden_Byte2) ? (golden_Byte2 - actual_Byte2) : 0;
+
+    if (diff > ERR) {
+      error = 1;
+      tfp_printf ("diff: 0x%08x\n", diff);
+      tfp_printf ("Byte2: Error!\n");
+    }
+
+    // Cheching Byte3
+    actual_Byte3 = (uint8_t)( (actual_word >> 24 ) & 0x000000FF);
+    golden_Byte3 = (uint8_t)( (golden_word >> 24 ) & 0x000000FF);
+
+    diff = (actual_Byte3 > golden_Byte3) ? (actual_Byte3 - golden_Byte3) : 0;
+    diff = (actual_Byte3 < golden_Byte3) ? (golden_Byte3 - actual_Byte3) : 0;
+
+    if (diff > ERR) {
+      error = 1;
+      tfp_printf ("diff: 0x%08x\n", diff);
+      tfp_printf ("Byte3: Error!\n");
+    }
+    
+    errors += error;
+
+    #ifdef DEBUG
+      tfp_printf("  Golden: 0x%08x; Actual: 0x%08x,\n", golden_word, actual_word);
+    #endif
+
+    #ifdef VERBOSE
+      if(error) {
+        if(errors==1) tfp_printf("  golden     <- actual     @ address    @ index\n");
+        tfp_printf("  0x%08x <- 0x%08x @ 0x%08x @ 0x%08x\n", golden_word, actual_word, (actual_z+i), i*4);
+      }
+    #endif
+  }
+  return errors;
+}
+
+#endif

From 7ee9073a21314f82bf140dafba783c96382cc9a3 Mon Sep 17 00:00:00 2001
From: Yvan Tortorella <ytortorella@lagrev3.ee.ethz.ch>
Date: Mon, 11 Sep 2023 10:58:35 +0200
Subject: [PATCH 08/56] Cleaner HWPE test integration, added DMA-based tensors
 initialization. TODO: understand why the core reads Xs during matrix checks.

---
 {redmule => hwpe/redmule}/Makefile         |   4 +
 {redmule => hwpe/redmule}/archi_redmule.h  |  29 ++-
 {redmule => hwpe/redmule}/hal_redmule.h    | 271 +++++++++++++++++++--
 {redmule => hwpe/redmule}/inc/golden.h     |   0
 {redmule => hwpe/redmule}/inc/tensor_dim.h |   0
 {redmule => hwpe/redmule}/inc/w_2D.h       |   0
 {redmule => hwpe/redmule}/inc/w_input.h    |   0
 {redmule => hwpe/redmule}/inc/x_2D.h       |   0
 {redmule => hwpe/redmule}/inc/x_input.h    |   0
 {redmule => hwpe/redmule}/inc/y_2D.h       |   0
 {redmule => hwpe/redmule}/inc/y_input.h    |   0
 {redmule => hwpe/redmule}/inc/z_2D.h       |   0
 {redmule => hwpe/redmule}/inc/z_output.h   |   0
 {redmule => hwpe/redmule}/redmule.c        |  40 ++-
 redmule/utils/redmule_utils.h              | 246 -------------------
 15 files changed, 315 insertions(+), 275 deletions(-)
 rename {redmule => hwpe/redmule}/Makefile (67%)
 rename {redmule => hwpe/redmule}/archi_redmule.h (88%)
 rename {redmule => hwpe/redmule}/hal_redmule.h (54%)
 rename {redmule => hwpe/redmule}/inc/golden.h (100%)
 rename {redmule => hwpe/redmule}/inc/tensor_dim.h (100%)
 rename {redmule => hwpe/redmule}/inc/w_2D.h (100%)
 rename {redmule => hwpe/redmule}/inc/w_input.h (100%)
 rename {redmule => hwpe/redmule}/inc/x_2D.h (100%)
 rename {redmule => hwpe/redmule}/inc/x_input.h (100%)
 rename {redmule => hwpe/redmule}/inc/y_2D.h (100%)
 rename {redmule => hwpe/redmule}/inc/y_input.h (100%)
 rename {redmule => hwpe/redmule}/inc/z_2D.h (100%)
 rename {redmule => hwpe/redmule}/inc/z_output.h (100%)
 rename {redmule => hwpe/redmule}/redmule.c (70%)
 delete mode 100644 redmule/utils/redmule_utils.h

diff --git a/redmule/Makefile b/hwpe/redmule/Makefile
similarity index 67%
rename from redmule/Makefile
rename to hwpe/redmule/Makefile
index ce481f9..0b85ed2 100644
--- a/redmule/Makefile
+++ b/hwpe/redmule/Makefile
@@ -2,4 +2,8 @@ PULP_APP = test
 PULP_APP_SRCS = redmule.c
 PULP_CFLAGS = -O3
 
+ifeq ($(use_dma),1)
+ PULP_CFLAGS += -DUSE_DMA
+endif
+
 include $(PULP_SDK_HOME)/install/rules/pulp_rt.mk
diff --git a/redmule/archi_redmule.h b/hwpe/redmule/archi_redmule.h
similarity index 88%
rename from redmule/archi_redmule.h
rename to hwpe/redmule/archi_redmule.h
index 956c190..39f3203 100644
--- a/redmule/archi_redmule.h
+++ b/hwpe/redmule/archi_redmule.h
@@ -62,8 +62,17 @@
  *
  */
 
-#define ARCHI_CL_EVT_ACC0 12
-#define ARCHI_CL_EVT_ACC1 13
+/* PULP Cluster Archi defines */
+#define ARCHI_CLUST_CTRL_BASE 0x50200000
+#define ARCHI_CLUST_HWPE_BASE 0x50201000
+#define DMA_COMMAND_QUEUE     0x50204400
+#define DMA_STATUS_REGISTER   0x50204404
+#define ARCHI_CL_HWPE_EVT0 12
+#define ARCHI_CL_HWPE_EVT1 13
+#define FC_DMA_EVENT 8
+#define CL_DMA_EVENT 22
+#define CLUST_CTRL_HWPE_EN 0x18
+#define CLUST_CTRL_HWPE_EN_MASK 0x800
 #define __builtin_bitinsert(a,b,c,d) (a | (((b << (32-c)) >> (32-c)) << d))
 
 // RedMulE architecture
@@ -74,9 +83,6 @@
 #define PIPE_REGS    3
 #define ARRAY_WIDTH  12 /* Superior limit is ARRAY_HEIGHT*PIPE_REGS */
 
-// Base address
-#define REDMULE_BASE_ADD 0x50201000
-
 // Commands
 #define REDMULE_TRIGGER     0x00
 #define REDMULE_ACQUIRE     0x04
@@ -142,4 +148,17 @@
 #define FP16ALT 0x4
 #define FP8ALT  0x5
 
+/* DMA Archi */
+#define DMA_TX  0
+#define DMA_RX  1
+#define DMA_INC 1
+
+#define PLP_DMA_TYPE_BIT    0x00000011
+#define PLP_DMA_INCR_BIT    0x00000012
+#define PLP_DMA_2D_BIT      0x00000013
+#define PLP_DMA_ELE_BIT     0x00000014
+#define PLP_DMA_ILE_BIT     0x00000015
+#define PLP_DMA_BLE_BIT     0x00000016
+#define PLP_DMA_2D_TCDM_BIT 0x0000017
+
 #endif
diff --git a/redmule/hal_redmule.h b/hwpe/redmule/hal_redmule.h
similarity index 54%
rename from redmule/hal_redmule.h
rename to hwpe/redmule/hal_redmule.h
index b4595e0..c5a0c32 100644
--- a/redmule/hal_redmule.h
+++ b/hwpe/redmule/hal_redmule.h
@@ -23,6 +23,11 @@
 #define __HAL_REDMULE_H__
 
 #include <pulp.h>
+#include "inc/x_input.h"
+#include "inc/w_input.h"
+#include "inc/y_input.h"
+#include "inc/z_output.h"
+#include "inc/golden.h"
 #include "inc/tensor_dim.h"
 
 /*
@@ -32,20 +37,12 @@
  *
  */
 
-/* LOW-LEVEL HAL */
-#define CLUST_CTRL_BASE   0x50200000
-#define REDMULE_ADDR_BASE 0x50201000
-#define REDMULE_ADDR_SPACE 0x00000100
-
-#define CLUST_CTRL_HWPE_EN 0x18
-#define CLUS_CTRL_REDMULE_CG_EN_MASK 0x800
-
 // For all the following functions we use __builtin_pulp_OffsetedWrite and __builtin_pulp_OffsetedRead
 // instead of classic load/store because otherwise the compiler is not able to correctly factorize
 // the HWPE base in case several accesses are done, ending up with twice more code
 
-#define HWPE_WRITE(value, offset) *(int *)(REDMULE_ADDR_BASE + offset) = value
-#define HWPE_READ(offset) *(int *)(REDMULE_ADDR_BASE + offset)
+#define HWPE_WRITE(value, offset) *(int *)(ARCHI_CLUST_HWPE_BASE + offset) = value
+#define HWPE_READ(offset) *(int *)(ARCHI_CLUST_HWPE_BASE + offset)
 
 static inline void redmule_x_add_set (unsigned int value) {
   HWPE_WRITE(value, REDMULE_REG_OFFS + REDMULE_REG_X_PTR);
@@ -89,17 +86,48 @@ static inline void hwpe_soft_clear() {
 }
 
 static inline void hwpe_cg_enable() {
-  *(volatile int*) (CLUST_CTRL_BASE + CLUST_CTRL_HWPE_EN) |=  CLUS_CTRL_REDMULE_CG_EN_MASK;
+  *(volatile int*) (ARCHI_CLUST_CTRL_BASE + CLUST_CTRL_HWPE_EN) |= CLUST_CTRL_HWPE_EN_MASK;
 }
 
 static inline void hwpe_cg_disable() {
-  *(volatile int*) (CLUST_CTRL_BASE + CLUST_CTRL_HWPE_EN) &= ~CLUS_CTRL_REDMULE_CG_EN_MASK;
+  *(volatile int*) (ARCHI_CLUST_CTRL_BASE + CLUST_CTRL_HWPE_EN) &= ~CLUST_CTRL_HWPE_EN_MASK;
 }
 
 static inline void redmule_evt_wait() {
   do {
-    eu_evt_maskWaitAndClr (1 << ARCHI_CL_EVT_ACC0);
-  } while((*(int volatile *)(REDMULE_ADDR_BASE + REDMULE_STATUS)) != 0);
+    eu_evt_maskWaitAndClr (1 << ARCHI_CL_HWPE_EVT0);
+  } while((*(int volatile *)(ARCHI_CLUST_HWPE_BASE + REDMULE_STATUS)) != 0);
+}
+
+/* DMA APIs */
+static inline int mchan_alloc(){
+  return *(volatile int*) DMA_COMMAND_QUEUE;
+}
+
+static inline void mchan_transfer(unsigned int len,
+                                  unsigned int ext_addr,
+                                  unsigned int tcdm_addr) {
+
+  *(volatile int*) DMA_COMMAND_QUEUE = len |
+                                       (DMA_RX << PLP_DMA_TYPE_BIT)  |
+                                       (DMA_INC << PLP_DMA_INCR_BIT) |
+                                       (0 << PLP_DMA_2D_BIT)         |
+                                       (1 << PLP_DMA_ELE_BIT)        |
+                                       (1 << PLP_DMA_ILE_BIT)        |
+                                       (0 << PLP_DMA_BLE_BIT)        |
+                                       (0 << PLP_DMA_2D_TCDM_BIT);
+  *(volatile int*) DMA_COMMAND_QUEUE = tcdm_addr;
+  *(volatile int*) DMA_COMMAND_QUEUE = ext_addr;
+}
+
+static inline void mchan_barrier(int id) {
+  while(((*(volatile int*)(DMA_STATUS_REGISTER)) >> id ) & 0x1 ) {
+    eu_evt_maskWaitAndClr(1 << FC_DMA_EVENT);
+ }
+}
+
+static inline void mchan_free(int id) {
+  *(volatile int*) DMA_STATUS_REGISTER = 0x1 << id;
 }
 
 // void redmule_cfg (unsigned int x,  unsigned int w,  unsigned int z,
@@ -281,4 +309,219 @@ void redmule_cfg (uint16_t m_size, uint16_t n_size, uint16_t k_size, uint8_t gem
    HWPE_WRITE(op_selection  , REDMULE_REG_OFFS + REDMULE_REG_OP_SELECTION       );
 }
 
+void generate_test_data16(int x_start_addr,
+                          int w_start_addr,
+                          int y_start_addr,
+                          int m_size,
+                          int n_size,
+                          int k_size) {
+  
+  int x_addr     = x_start_addr;
+  int w_addr     = w_start_addr;
+  int y_addr     = y_start_addr;
+  int x_end_addr = x_start_addr + (2*m_size*n_size);
+  int w_end_addr = w_start_addr + (2*n_size*k_size);
+  int y_end_addr = y_start_addr + (2*m_size*k_size);
+
+  // Generating input stimuli from golden model
+  for (x_addr = x_start_addr; x_addr < x_end_addr; x_addr += 2) {
+    int x = x_addr - x_start_addr;
+    *(uint32_t *)(x_addr) = x_inp[x/2];
+  }
+
+  // Generating Weight stimuli from golden model
+  for (w_addr = w_start_addr; w_addr < w_end_addr; w_addr += 2) {
+    int w = w_addr - w_start_addr;
+    *(uint32_t *)(w_addr) = w_inp[w/2];
+  }
+
+  for (y_addr = y_start_addr; y_addr < y_end_addr; y_addr += 2) {
+    int y = y_addr - y_start_addr;
+    *(uint32_t *)(y_addr) = y_inp[y/2];
+  }
+}
+
+int redmule_compare16 (int z_start_addr, int m_size, int k_size) {
+  int err = 0;
+  int z_end_addr = z_start_addr + 2*m_size*k_size;
+  uint16_t z_computed;
+  uint16_t diff, diff_1, diff_2;
+
+  for (int z_addr = z_start_addr; z_addr < z_end_addr; z_addr += 2) {
+    int z = z_addr - z_start_addr;
+    z_computed = *(uint32_t *)(z_addr);
+
+    if ( z_computed != z_oup[z/2] ) {
+      diff_1 = z_computed - z_oup[z/2];
+      if (diff_1 > 3) {
+        diff_2 = z_oup[z/2] - z_computed;
+        if (diff_2 > 3) {
+          err++;
+        }
+      }
+    }
+  }
+
+  return err;
+
+}
+
+int redmule16_compare_int(uint32_t *actual_z, uint32_t *golden_z, int len) {
+  #define ERR 0x0011
+  uint32_t actual_word = 0;
+  uint16_t actual_MSHWord, actual_LSHWord;
+  uint32_t golden_word = 0;
+  uint16_t golden_MSHWord, golden_LSHWord;
+  uint32_t actual = 0;
+  uint32_t golden = 0;
+
+  int errors = 0;
+  int error;
+
+  for (int i=0; i<len; i++) {
+    error = 0;
+    actual_word = *(actual_z+i);
+    golden_word = *(golden_z+i);
+
+    uint16_t diff = 0;
+    
+    // Chechink Least Significant Half-Word
+    actual_LSHWord = (uint16_t)(actual_word & 0x0000FFFF);
+    golden_LSHWord = (uint16_t)(golden_word & 0x0000FFFF);
+
+    diff = (actual_LSHWord > golden_LSHWord) ? (actual_LSHWord - golden_LSHWord) : 0;
+    diff = (actual_LSHWord < golden_LSHWord) ? (golden_LSHWord - actual_LSHWord) : 0;
+
+    if (diff > ERR) {
+      error = 1;
+      #ifdef VERBOSE
+        tfp_printf ("diff: 0x%08x\n", diff);
+        tfp_printf ("LSW: Error!\n");
+      #endif
+    }
+
+    // Checking Most Significant Half-Word
+    actual_MSHWord = (uint16_t)((actual_word >> 16) & 0x0000FFFF);
+    golden_MSHWord = (uint16_t)((golden_word >> 16) & 0x0000FFFF);
+
+    diff = (actual_MSHWord > golden_MSHWord) ? (actual_MSHWord - golden_MSHWord) : 0;
+    diff = (actual_MSHWord < golden_MSHWord) ? (golden_MSHWord - actual_MSHWord) : 0;
+
+    if (diff > ERR) {
+      error = 1;
+      #ifdef VERBOSE
+        tfp_printf ("diff: 0x%08x\n", diff);
+        tfp_printf ("MSW: Error!\n");
+      #endif
+    }
+    
+    errors += error;
+
+    #ifdef DEBUG
+      tfp_printf("  Golden: 0x%08x; Actual: 0x%08x,\n", golden_word, actual_word);
+    #endif
+
+    #ifdef VERBOSE
+    if(error) {
+        if(errors==1) tfp_printf("  golden     <- actual     @ address    @ index\n");
+        tfp_printf("  0x%08x <- 0x%08x @ 0x%08x @ 0x%08x\n", golden_word, actual_word, (actual_z+i), i*4);
+    }
+    #endif
+  }
+  return errors;
+}
+
+int redmule8_compare_int(uint32_t *actual_z, uint32_t *golden_z, int len) {
+  #define ERR 0x0011
+  uint32_t actual_word = 0;
+  uint8_t  actual_Byte0,
+           actual_Byte1,
+           actual_Byte2,
+           actual_Byte3;
+  uint32_t golden_word = 0;
+  uint8_t  golden_Byte0,
+           golden_Byte1,
+           golden_Byte2,
+           golden_Byte3;
+  uint32_t actual = 0;
+  uint32_t golden = 0;
+
+  int errors = 0;
+  int error;
+
+  for (int i=0; i<len; i++) {
+    error = 0;
+    actual_word = *(actual_z+i);
+    golden_word = *(golden_z+i);
+
+    uint8_t diff = 0;
+    
+    // Cheching Byte0
+    actual_Byte0 = (uint8_t)(actual_word & 0x000000FF);
+    golden_Byte0 = (uint8_t)(golden_word & 0x000000FF);
+
+    diff = (actual_Byte0 > golden_Byte0) ? (actual_Byte0 - golden_Byte0) : 0;
+    diff = (actual_Byte0 < golden_Byte0) ? (golden_Byte0 - actual_Byte0) : 0;
+
+    if (diff > ERR) {
+      error = 1;
+      tfp_printf ("diff: 0x%08x\n", diff);
+      tfp_printf ("Byte0: Error!\n");
+    }
+
+    // Cheching Byte1
+    actual_Byte1 = (uint8_t)( (actual_word >> 8 ) & 0x000000FF);
+    golden_Byte1 = (uint8_t)( (golden_word >> 8 ) & 0x000000FF);
+
+    diff = (actual_Byte1 > golden_Byte1) ? (actual_Byte1 - golden_Byte1) : 0;
+    diff = (actual_Byte1 < golden_Byte1) ? (golden_Byte1 - actual_Byte1) : 0;
+
+    if (diff > ERR) {
+      error = 1;
+      tfp_printf ("diff: 0x%08x\n", diff);
+      tfp_printf ("Byte1: Error!\n");
+    }
+
+    // Cheching Byte2
+    actual_Byte2 = (uint8_t)( (actual_word >> 16 ) & 0x000000FF);
+    golden_Byte2 = (uint8_t)( (golden_word >> 16 ) & 0x000000FF);
+
+    diff = (actual_Byte2 > golden_Byte2) ? (actual_Byte2 - golden_Byte2) : 0;
+    diff = (actual_Byte2 < golden_Byte2) ? (golden_Byte2 - actual_Byte2) : 0;
+
+    if (diff > ERR) {
+      error = 1;
+      tfp_printf ("diff: 0x%08x\n", diff);
+      tfp_printf ("Byte2: Error!\n");
+    }
+
+    // Cheching Byte3
+    actual_Byte3 = (uint8_t)( (actual_word >> 24 ) & 0x000000FF);
+    golden_Byte3 = (uint8_t)( (golden_word >> 24 ) & 0x000000FF);
+
+    diff = (actual_Byte3 > golden_Byte3) ? (actual_Byte3 - golden_Byte3) : 0;
+    diff = (actual_Byte3 < golden_Byte3) ? (golden_Byte3 - actual_Byte3) : 0;
+
+    if (diff > ERR) {
+      error = 1;
+      tfp_printf ("diff: 0x%08x\n", diff);
+      tfp_printf ("Byte3: Error!\n");
+    }
+    
+    errors += error;
+
+    #ifdef DEBUG
+      tfp_printf("  Golden: 0x%08x; Actual: 0x%08x,\n", golden_word, actual_word);
+    #endif
+
+    #ifdef VERBOSE
+      if(error) {
+        if(errors==1) tfp_printf("  golden     <- actual     @ address    @ index\n");
+        tfp_printf("  0x%08x <- 0x%08x @ 0x%08x @ 0x%08x\n", golden_word, actual_word, (actual_z+i), i*4);
+      }
+    #endif
+  }
+  return errors;
+}
+
 #endif
diff --git a/redmule/inc/golden.h b/hwpe/redmule/inc/golden.h
similarity index 100%
rename from redmule/inc/golden.h
rename to hwpe/redmule/inc/golden.h
diff --git a/redmule/inc/tensor_dim.h b/hwpe/redmule/inc/tensor_dim.h
similarity index 100%
rename from redmule/inc/tensor_dim.h
rename to hwpe/redmule/inc/tensor_dim.h
diff --git a/redmule/inc/w_2D.h b/hwpe/redmule/inc/w_2D.h
similarity index 100%
rename from redmule/inc/w_2D.h
rename to hwpe/redmule/inc/w_2D.h
diff --git a/redmule/inc/w_input.h b/hwpe/redmule/inc/w_input.h
similarity index 100%
rename from redmule/inc/w_input.h
rename to hwpe/redmule/inc/w_input.h
diff --git a/redmule/inc/x_2D.h b/hwpe/redmule/inc/x_2D.h
similarity index 100%
rename from redmule/inc/x_2D.h
rename to hwpe/redmule/inc/x_2D.h
diff --git a/redmule/inc/x_input.h b/hwpe/redmule/inc/x_input.h
similarity index 100%
rename from redmule/inc/x_input.h
rename to hwpe/redmule/inc/x_input.h
diff --git a/redmule/inc/y_2D.h b/hwpe/redmule/inc/y_2D.h
similarity index 100%
rename from redmule/inc/y_2D.h
rename to hwpe/redmule/inc/y_2D.h
diff --git a/redmule/inc/y_input.h b/hwpe/redmule/inc/y_input.h
similarity index 100%
rename from redmule/inc/y_input.h
rename to hwpe/redmule/inc/y_input.h
diff --git a/redmule/inc/z_2D.h b/hwpe/redmule/inc/z_2D.h
similarity index 100%
rename from redmule/inc/z_2D.h
rename to hwpe/redmule/inc/z_2D.h
diff --git a/redmule/inc/z_output.h b/hwpe/redmule/inc/z_output.h
similarity index 100%
rename from redmule/inc/z_output.h
rename to hwpe/redmule/inc/z_output.h
diff --git a/redmule/redmule.c b/hwpe/redmule/redmule.c
similarity index 70%
rename from redmule/redmule.c
rename to hwpe/redmule/redmule.c
index 5b5c037..9e361b1 100644
--- a/redmule/redmule.c
+++ b/hwpe/redmule/redmule.c
@@ -21,30 +21,52 @@
 
 #include <stdint.h>
 #include "stdio.h"
-#include "utils/redmule_utils.h"
 #include "archi_redmule.h"
 #include "hal_redmule.h"
 
-// #include "inc/x_input.h"
-// #include "inc/w_input.h"
-// #include "inc/y_input.h"
-// #include "inc/z_output.h"
-#include "inc/golden.h"
-
 int main() {
 
   volatile int errors = 0;
 
   if(get_core_id() == 0){
+
     uint16_t m_size = M_SIZE;
     uint16_t n_size = N_SIZE;
     uint16_t k_size = K_SIZE;
 
+    uint8_t *x_ext = x_inp;
+    uint8_t *w_ext = w_inp;
+    uint8_t *y_ext = y_inp;
+    uint8_t *z_ext = z_oup;
+
     uint8_t volatile *x = (uint8_t volatile *) pi_l1_malloc(0, (2*m_size*n_size));
     uint8_t volatile *w = (uint8_t volatile *) pi_l1_malloc(0, (2*n_size*k_size));
     uint8_t volatile *y = (uint8_t volatile *) pi_l1_malloc(0, (2*m_size*k_size));
 
-    generate_test_data16((int) x, (int) w, (int) y, (int) m_size, (int) n_size, (int) k_size);
+    #ifdef USE_DMA
+      volatile unsigned int dma_id = 0;
+      dma_id = mchan_alloc();
+      mchan_transfer((unsigned int) 2*(2*m_size*n_size),
+                     (unsigned int) x_ext,
+                     (unsigned int) x    );
+      mchan_barrier(dma_id);
+      mchan_free(dma_id);
+    
+      dma_id = mchan_alloc();
+      mchan_transfer((unsigned int) 2*(2*n_size*k_size),
+                     (unsigned int) w_ext,
+                     (unsigned int) w    );
+      mchan_barrier(dma_id);
+      mchan_free(dma_id);
+    
+      dma_id = mchan_alloc();
+      mchan_transfer((unsigned int) 2*(2*m_size*k_size),
+                     (unsigned int) y_ext,
+                     (unsigned int) y    );
+      mchan_barrier(dma_id);
+    #else
+      generate_test_data16((int) x, (int) w, (int) y, (int) m_size, (int) n_size, (int) k_size);
+    #endif
 
     int gold_sum = 0, check_sum = 0;
     int i,j;
@@ -56,8 +78,6 @@ int main() {
 
     hwpe_soft_clear();
 
-    // while( ( offload_id_tmp = hwpe_acquire_job() ) < 0);
-
     // redmule_cfg ((unsigned int) x,
     //              (unsigned int) w,
     //              (unsigned int) y,
diff --git a/redmule/utils/redmule_utils.h b/redmule/utils/redmule_utils.h
deleted file mode 100644
index 3f7fa59..0000000
--- a/redmule/utils/redmule_utils.h
+++ /dev/null
@@ -1,246 +0,0 @@
-/*
- * Copyright (C) 2022-2023 ETH Zurich and University of Bologna
- *
- * Licensed under the Apache License, Version 2.0 (the "License");
- * you may not use this file except in compliance with the License.
- * You may obtain a copy of the License at
- *
- *     http://www.apache.org/licenses/LICENSE-2.0
- *
- * Unless required by applicable law or agreed to in writing, software
- * distributed under the License is distributed on an "AS IS" BASIS,
- * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
- * See the License for the specific language governing permissions and
- * limitations under the License.
- * SPDX-License-Identifier: Apache-2.0
- * 
- * Author: Yvan Tortorella  <yvan.tortorella@unibo.it>
- *
- */
-
-#include "../inc/x_input.h"
-#include "../inc/w_input.h"
-#include "../inc/y_input.h"
-#include "../inc/z_output.h"
-
-#ifndef REDMULE_UTILS_H
-#define REDMULE_UTILS_H
-
-void generate_test_data16(int x_start_addr,
-                          int w_start_addr,
-                          int y_start_addr,
-                          int m_size,
-                          int n_size,
-                          int k_size) {
-  
-  int x_addr     = x_start_addr;
-  int w_addr     = w_start_addr;
-  int y_addr     = y_start_addr;
-  int x_end_addr = x_start_addr + (2*m_size*n_size);
-  int w_end_addr = w_start_addr + (2*n_size*k_size);
-  int y_end_addr = y_start_addr + (2*m_size*k_size);
-
-  // Generating input stimuli from golden model
-  for (x_addr = x_start_addr; x_addr < x_end_addr; x_addr += 2) {
-    int x = x_addr - x_start_addr;
-    *(uint32_t *)(x_addr) = x_inp[x/2];
-  }
-
-  // Generating Weight stimuli from golden model
-  for (w_addr = w_start_addr; w_addr < w_end_addr; w_addr += 2) {
-    int w = w_addr - w_start_addr;
-    *(uint32_t *)(w_addr) = w_inp[w/2];
-  }
-
-  for (y_addr = y_start_addr; y_addr < y_end_addr; y_addr += 2) {
-    int y = y_addr - y_start_addr;
-    *(uint32_t *)(y_addr) = y_inp[y/2];
-  }
-}
-
-int redmule_compare16 (int z_start_addr, int m_size, int k_size) {
-  int err = 0;
-  int z_end_addr = z_start_addr + 2*m_size*k_size;
-  uint16_t z_computed;
-  uint16_t diff, diff_1, diff_2;
-
-  for (int z_addr = z_start_addr; z_addr < z_end_addr; z_addr += 2) {
-    int z = z_addr - z_start_addr;
-    z_computed = *(uint32_t *)(z_addr);
-
-    if ( z_computed != z_oup[z/2] ) {
-      diff_1 = z_computed - z_oup[z/2];
-      if (diff_1 > 3) {
-        diff_2 = z_oup[z/2] - z_computed;
-        if (diff_2 > 3) {
-          err++;
-        }
-      }
-    }
-  }
-
-  return err;
-
-}
-
-int redmule16_compare_int(uint32_t *actual_z, uint32_t *golden_z, int len) {
-  #define ERR 0x0011
-  uint32_t actual_word = 0;
-  uint16_t actual_MSHWord, actual_LSHWord;
-  uint32_t golden_word = 0;
-  uint16_t golden_MSHWord, golden_LSHWord;
-  uint32_t actual = 0;
-  uint32_t golden = 0;
-
-  int errors = 0;
-  int error;
-
-  for (int i=0; i<len; i++) {
-    error = 0;
-    actual_word = *(actual_z+i);
-    golden_word = *(golden_z+i);
-
-    // int error = ((actual_word ^ golden_word) & ~IGNORE_BITS_COMPARE) ? 1 : 0;
-    uint16_t diff = 0;
-    
-    // Chechink Least Significant Half-Word
-    actual_LSHWord = (uint16_t)(actual_word & 0x0000FFFF);
-    golden_LSHWord = (uint16_t)(golden_word & 0x0000FFFF);
-
-    diff = (actual_LSHWord > golden_LSHWord) ? (actual_LSHWord - golden_LSHWord) : 0;
-    diff = (actual_LSHWord < golden_LSHWord) ? (golden_LSHWord - actual_LSHWord) : 0;
-
-    if (diff > ERR) {
-      error = 1;
-      #ifdef VERBOSE
-        tfp_printf ("diff: 0x%08x\n", diff);
-        tfp_printf ("LSW: Error!\n");
-      #endif
-    }
-
-    // Checking Most Significant Half-Word
-    actual_MSHWord = (uint16_t)((actual_word >> 16) & 0x0000FFFF);
-    golden_MSHWord = (uint16_t)((golden_word >> 16) & 0x0000FFFF);
-
-    diff = (actual_MSHWord > golden_MSHWord) ? (actual_MSHWord - golden_MSHWord) : 0;
-    diff = (actual_MSHWord < golden_MSHWord) ? (golden_MSHWord - actual_MSHWord) : 0;
-
-    if (diff > ERR) {
-      error = 1;
-      #ifdef VERBOSE
-        tfp_printf ("diff: 0x%08x\n", diff);
-        tfp_printf ("MSW: Error!\n");
-      #endif
-    }
-    
-    errors += error;
-
-    #ifdef DEBUG
-      tfp_printf("  Golden: 0x%08x; Actual: 0x%08x,\n", golden_word, actual_word);
-    #endif
-
-    #ifdef VERBOSE
-    if(error) {
-        if(errors==1) tfp_printf("  golden     <- actual     @ address    @ index\n");
-        tfp_printf("  0x%08x <- 0x%08x @ 0x%08x @ 0x%08x\n", golden_word, actual_word, (actual_z+i), i*4);
-    }
-    #endif
-  }
-  return errors;
-}
-
-int redmule8_compare_int(uint32_t *actual_z, uint32_t *golden_z, int len) {
-  #define ERR 0x0011
-  uint32_t actual_word = 0;
-  uint8_t  actual_Byte0,
-           actual_Byte1,
-           actual_Byte2,
-           actual_Byte3;
-  uint32_t golden_word = 0;
-  uint8_t  golden_Byte0,
-           golden_Byte1,
-           golden_Byte2,
-           golden_Byte3;
-  uint32_t actual = 0;
-  uint32_t golden = 0;
-
-  int errors = 0;
-  int error;
-
-  for (int i=0; i<len; i++) {
-    error = 0;
-    actual_word = *(actual_z+i);
-    golden_word = *(golden_z+i);
-
-    // int error = ((actual_word ^ golden_word) & ~IGNORE_BITS_COMPARE) ? 1 : 0;
-    uint8_t diff = 0;
-    
-    // Cheching Byte0
-    actual_Byte0 = (uint8_t)(actual_word & 0x000000FF);
-    golden_Byte0 = (uint8_t)(golden_word & 0x000000FF);
-
-    diff = (actual_Byte0 > golden_Byte0) ? (actual_Byte0 - golden_Byte0) : 0;
-    diff = (actual_Byte0 < golden_Byte0) ? (golden_Byte0 - actual_Byte0) : 0;
-
-    if (diff > ERR) {
-      error = 1;
-      tfp_printf ("diff: 0x%08x\n", diff);
-      tfp_printf ("Byte0: Error!\n");
-    }
-
-    // Cheching Byte1
-    actual_Byte1 = (uint8_t)( (actual_word >> 8 ) & 0x000000FF);
-    golden_Byte1 = (uint8_t)( (golden_word >> 8 ) & 0x000000FF);
-
-    diff = (actual_Byte1 > golden_Byte1) ? (actual_Byte1 - golden_Byte1) : 0;
-    diff = (actual_Byte1 < golden_Byte1) ? (golden_Byte1 - actual_Byte1) : 0;
-
-    if (diff > ERR) {
-      error = 1;
-      tfp_printf ("diff: 0x%08x\n", diff);
-      tfp_printf ("Byte1: Error!\n");
-    }
-
-    // Cheching Byte2
-    actual_Byte2 = (uint8_t)( (actual_word >> 16 ) & 0x000000FF);
-    golden_Byte2 = (uint8_t)( (golden_word >> 16 ) & 0x000000FF);
-
-    diff = (actual_Byte2 > golden_Byte2) ? (actual_Byte2 - golden_Byte2) : 0;
-    diff = (actual_Byte2 < golden_Byte2) ? (golden_Byte2 - actual_Byte2) : 0;
-
-    if (diff > ERR) {
-      error = 1;
-      tfp_printf ("diff: 0x%08x\n", diff);
-      tfp_printf ("Byte2: Error!\n");
-    }
-
-    // Cheching Byte3
-    actual_Byte3 = (uint8_t)( (actual_word >> 24 ) & 0x000000FF);
-    golden_Byte3 = (uint8_t)( (golden_word >> 24 ) & 0x000000FF);
-
-    diff = (actual_Byte3 > golden_Byte3) ? (actual_Byte3 - golden_Byte3) : 0;
-    diff = (actual_Byte3 < golden_Byte3) ? (golden_Byte3 - actual_Byte3) : 0;
-
-    if (diff > ERR) {
-      error = 1;
-      tfp_printf ("diff: 0x%08x\n", diff);
-      tfp_printf ("Byte3: Error!\n");
-    }
-    
-    errors += error;
-
-    #ifdef DEBUG
-      tfp_printf("  Golden: 0x%08x; Actual: 0x%08x,\n", golden_word, actual_word);
-    #endif
-
-    #ifdef VERBOSE
-      if(error) {
-        if(errors==1) tfp_printf("  golden     <- actual     @ address    @ index\n");
-        tfp_printf("  0x%08x <- 0x%08x @ 0x%08x @ 0x%08x\n", golden_word, actual_word, (actual_z+i), i*4);
-      }
-    #endif
-  }
-  return errors;
-}
-
-#endif

From 5489a97d39721e6d6eedc028e4dacc75eb706ed6 Mon Sep 17 00:00:00 2001
From: Yvan Tortorella <ytortorella@lagrev3.ee.ethz.ch>
Date: Sat, 30 Sep 2023 11:06:21 +0200
Subject: [PATCH 09/56] Updated HWPE test, restored old CI script for mchan
 tests

---
 hwpe/redmule/archi_redmule.h  |    8 +-
 hwpe/redmule/inc/golden.h     | 4994 +++------------------------------
 hwpe/redmule/inc/tensor_dim.h |    6 +-
 hwpe/redmule/inc/w_2D.h       |  130 +-
 hwpe/redmule/inc/w_input.h    |  130 +-
 hwpe/redmule/inc/x_2D.h       |  122 +-
 hwpe/redmule/inc/x_input.h    |  122 +-
 hwpe/redmule/inc/y_2D.h       |  122 +-
 hwpe/redmule/inc/y_input.h    |  122 +-
 hwpe/redmule/inc/z_2D.h       |  122 +-
 hwpe/redmule/inc/z_output.h   |  122 +-
 hwpe/redmule/redmule.c        |    1 +
 pulp_cluster-mchan-tests.yaml |   10 +-
 13 files changed, 614 insertions(+), 5397 deletions(-)

diff --git a/hwpe/redmule/archi_redmule.h b/hwpe/redmule/archi_redmule.h
index 39f3203..9222d63 100644
--- a/hwpe/redmule/archi_redmule.h
+++ b/hwpe/redmule/archi_redmule.h
@@ -137,10 +137,10 @@
 
 #define RNE       0x0
 #define RTZ       0x1
-#define OP_FMADD  0x3
-#define OP_ADD    0x5
-#define OP_MUL    0x6
-#define OP_MINMAX 0xA
+#define OP_FMADD  0x0
+#define OP_ADD    0x2
+#define OP_MUL    0x3
+#define OP_MINMAX 0x7
 
 // FP Formats encoding
 #define FP16    0x2
diff --git a/hwpe/redmule/inc/golden.h b/hwpe/redmule/inc/golden.h
index 3e6ba0d..f664e47 100644
--- a/hwpe/redmule/inc/golden.h
+++ b/hwpe/redmule/inc/golden.h
@@ -1,4611 +1,387 @@
  /* Header file generated by RedMulE Golden Model */
-uint32_t golden [4608] = {
-0x4e0e4e2d,
-0x4de54dda,
-0x4dbc4e0e,
-0x4ed64e3f,
-0x4eef4dce,
-0x4e554dfc,
-0x4d964e2f,
-0x4d8a4ddd,
-0x4dc24e4c,
-0x4daa4d63,
-0x4d894e0a,
-0x4d7d4dff,
-0x4e074d9e,
-0x4d684ded,
-0x4ea94e69,
-0x4e134e7b,
-0x4e134e22,
-0x4dd64e34,
-0x4db64db5,
-0x4dfd4d9c,
-0x4e0f4e51,
-0x4e464d92,
-0x4e974db8,
-0x4dcb4d14,
-0x4d8e4e6a,
-0x4dee4eb5,
-0x4e1c4d95,
-0x4e1e4dcb,
-0x4d5d4dff,
-0x4dde4d53,
-0x4ea44dda,
-0x4e1d4d1c,
-0x4dad4d30,
-0x4e044e27,
-0x4ebb4e55,
-0x4daa4e47,
-0x4dd84ddf,
-0x4db04e3a,
-0x4e1c4dc0,
-0x4e334dc1,
-0x4dcd4e2b,
-0x4ebe4da2,
-0x4da94d64,
-0x4d804e7f,
-0x4e9b4e14,
-0x4e854d7e,
-0x4e6e4e6d,
-0x4def4e1e,
-0x4d5f4def,
-0x4daa4e1d,
-0x4dc04e29,
-0x4f014e5f,
-0x4f334dcf,
-0x4e864dcf,
-0x4dfd4ecf,
-0x4d924deb,
-0x4e294eda,
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-0x4da94e49,
-0x4d7d4e33,
-0x4e284e23,
-0x4e124dc0,
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-0x4e434e71,
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-0x4e3c4d9d,
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-0x4e354dd5,
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-0x4dee4da1,
-0x4db04e9a,
-0x4e994db0,
-0x4eaf4dfe,
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-0x4de74dee,
-0x4e5d4e60,
-0x4eb14ec7,
-0x4de04e59,
-0x4df54e35,
-0x4df14df4,
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-0x4da14e87,
-0x4eb64dbc,
-0x4e4f4d77,
-0x4d774e04,
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-0x4e014e43,
-0x4dbc4d9d,
-0x4e2f4e1d,
-0x4ddf4e69,
-0x4f1f4e62,
-0x4f0c4dbd,
-0x4da74d88,
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-0x4de94e2e,
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-0x4d1b4e28,
-0x4dbb4e1d,
-0x4e1c4dea,
-0x4ddc4e67,
-0x4e7d4de6,
-0x4e1c4e2c,
-0x4def4e41,
-0x4ddc4e14,
-0x4cfa4dc3,
-0x4db04dac,
-0x4df64e84,
-0x4e5a4d77,
-0x4ea74dd5,
-0x4da64d34,
-0x4dca4eb7,
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-0x4dd74d04,
-0x4e294dcd,
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-0x4e804e50,
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-0x4e264df2,
-0x4dd14da6,
-0x4dc34e7d,
-0x4e044eab,
-0x4dcb4d1f,
-0x4da94db2,
-0x4d8c4dd1,
-0x4df24d8d,
-0x4ef94e1c,
-0x4e0a4d3c,
-0x4d8f4d23,
-0x4e274e02,
-0x4ea24e29,
-0x4dc64e10,
-0x4db24de3,
-0x4df74e61,
-0x4e254df5,
-0x4e464de6,
-0x4dc84e0f,
-0x4e3c4d8f,
-0x4ddd4d4e,
-0x4cfa4df1,
-0x4e724e06,
-0x4dda4de3,
-0x4e244df9,
-0x4d7f4da8,
-0x4d954d8f,
-0x4dbc4e5a,
-0x4daf4ded,
-0x4eea4e1c,
-0x4ee94db3,
-0x4dd24e7d,
-0x4df64e60,
-0x4e2d4dfd,
-0x4df04e5d,
-0x4dde4db2,
-0x4d4e4de1,
-0x4db64dd9,
-0x4dcd4de8,
-0x4d634dff,
-0x4e754dee,
-0x4dfd4e5d,
-0x4d884e30,
-0x4dc44e6f,
-0x4d904d8b,
-0x4dc24d4e,
-0x4e3e4e07,
-0x4e794d82,
-0x4de04da7,
-0x4d8a4d1a,
-0x4da74e91,
-0x4dcc4e5c,
-0x4df74d9d,
-0x4dee4d69,
-0x4da34e05,
-0x4e2d4d41,
-0x4ec44e13,
-0x4e414cf6,
-0x4dad4dc4,
-0x4e744d96,
-0x4e4b4e66,
-0x4da14df8,
-0x4ddd4dbe,
-0x4d814e12,
-0x4dba4da9,
-0x4dfb4df4,
-0x4dbb4e53,
-0x4e134d79,
-0x4dfc4d93,
-0x4d6e4da8,
-0x4dee4ddb,
-0x4e714db2,
-0x4e154e06,
-0x4e104dad,
-0x4d9a4dbe,
-0x4d824e47,
-0x4e0e4e18,
-0x4ebd4e70,
-0x4eee4e2f,
-0x4e164e47,
-0x4dee4ed6,
-0x4e644e5a,
-0x4dfa4e99,
-0x4e824dd7,
-0x4dd04e32,
-0x4e314e4a,
-0x4dab4db7,
-0x4df74e6f,
-0x4ea54e5e,
-0x4e3d4e2f,
-0x4dee4e1b,
-0x4df64e6e,
-0x4d944e07,
-0x4d9d4d52,
-0x4dc14d9a,
-0x4e8a4d68,
-0x4ed04de5,
-0x4e0e4dbc,
-0x4df14e82,
-0x4deb4eda,
-0x4e034d7d,
-0x4d9c4d79,
-0x4df04e18,
-0x4e044dc0,
-0x4f3c4e3c,
-0x4e534dcf,
-0x4dad4d88,
-0x4e304e2e,
-0x4ea54e7a,
-0x4df94dca,
-0x4e054e4a,
-0x4dca4e9c,
-0x4e1c4e18,
-0x4e3a4e4d,
-0x4dd74ed8,
-0x4e564dd2,
-0x4e5c4da1,
-0x4d664dec,
-0x4e624e07,
-0x4e5e4e15,
-0x4e1d4e30,
-0x4e0e4e47,
-0x4e014dec,
-0x4dfa4e70,
-0x4db44e67,
-0x4f894e83,
-0x4f764e1b,
-0x4e2b4e4b,
-0x4e794f33,
-0x4e1d4e5f,
-0x4df14e90,
-0x4e534df9,
-0x4d954deb,
-0x4d814e23,
-0x4e1e4e0a,
-0x4df04efc,
-0x4ee74e8d,
-0x4ecb4e99,
-0x4e414e37,
-0x4e284ece,
-0x4dba4deb,
-0x4e1d4dd7,
-0x4e1e4e40,
-0x4eab4e08,
-0x4e9e4e61,
-0x4e324db5,
-0x4df44ed9,
-0x4e584f2d,
-0x4dd94d91,
-0x4e324dd4,
-0x4db84e5e,
-0x4e4d4dfb,
-0x4f3e4e87,
-0x4ea34dcc,
-0x4e3b4d85,
-0x4e954e3a,
-0x4efa4ea9,
-0x4e564f03,
-0x4e594e70,
-0x4e7b4e85,
-0x4e5e4e0a,
-0x4e614e33,
-0x4e244edb,
-0x4e4e4e24,
-0x4e354ddc,
-0x4dc24e52,
-0x4ecb4e58,
-0x4e934dea,
-0x4e7a4e7a,
-0x4e244e24,
-0x4e764e1a,
-0x4dcb4e5f,
-0x4e374e4c,
-0x4ec94ed6,
-0x4f1e4de4,
-0x4e224e8e,
-0x4e5e4eef,
-0x4e5b4e26,
-0x4e7a4ed3,
-0x4e764dbf,
-0x4de04e06,
-0x4de54e59,
-0x4e1f4e66,
-0x4dd84e76,
-0x4ef84e8d,
-0x4e454ed3,
-0x4e3d4e84,
-0x4df14ef2,
-0x4e094df6,
-0x4e224d77,
-0x4e8a4dc6,
-0x4e8f4dcd,
-0x4eef4e57,
-0x4e404dbc,
-0x4deb4f00,
-0x4e334e93,
-0x4e1a4d66,
-0x4dee4dc6,
-0x4dd84e42,
-0x4e834e23,
-0x4ee34e0b,
-0x4e634da3,
-0x4e1a4dbf,
-0x4e8f4e7a,
-0x4eed4ede,
-0x4e5a4e27,
-0x4e2f4e42,
-0x4e1d4ea2,
-0x4e7e4e16,
-0x4e644eab,
-0x4dc24ec7,
-0x4eca4d9a,
-0x4e224e4a,
-0x4dd14e54,
-0x4e814e67,
-0x4e324de7,
-0x4e704f41,
-0x4ddc4e0d,
-0x4deb4da1,
-0x4d794e14,
-0x4db94e1c,
-0x4e734e1a,
-0x4ee54dd2,
-0x4dbd4dd8,
-0x4dd34e94,
-0x4e2d4da2,
-0x4dda4e62,
-0x4e2d4d75,
-0x4d3e4e01,
-0x4ddb4ddf,
-0x4d914e1e,
-0x4da94e09,
-0x4e7a4e74,
-0x4dd44dba,
-0x4da44e30,
-0x4d814e3e,
-0x4d954d95,
-0x4e304d81,
-0x4e354e23,
-0x4e344dbd,
-0x4e894e0a,
-0x4df74d2f,
-0x4dbe4e72,
-0x4e284ef1,
-0x4dd94d7e,
-0x4dd54dc9,
-0x4de84e30,
-0x4e004da4,
-0x4e664e0a,
-0x4e044d32,
-0x4db94d5e,
-0x4e3e4e11,
-0x4e6c4de4,
-0x4e104e38,
-0x4df44db9,
-0x4dec4e63,
-0x4dd54deb,
-0x4e284e2c,
-0x4d864e22,
-0x4e3e4dd8,
-0x4e7e4d27,
-0x4cf54dc5,
-0x4e4e4e04,
-0x4df24e1c,
-0x4de04e10,
-0x4d534d6b,
-0x4e374de7,
-0x4e274e87,
-0x4e074e9b,
-0x4f9e4e87,
-0x4faf4e14,
-0x4f044edd,
-0x4e284f20,
-0x4e6d4d9f,
-0x4df24f14,
-0x4e744e1b,
-0x4d6f4e77,
-0x4dff4e33,
-0x4e754e7c,
-0x4e2c4e6e,
-0x4f3a4e68,
-0x4e8f4ec2,
-0x4e354eda,
-0x4e424f59,
-0x4dfe4e34,
-0x4e5b4e42,
-0x4e914e3a,
-0x4e714e20,
-0x4eba4eec,
-0x4e1f4e03,
-0x4dd84eac,
-0x4ead4f57,
-0x4de54de8,
-0x4e964e17,
-0x4db74e7c,
-0x4e474ddb,
-0x4f174e6a,
-0x4e984d7d,
-0x4e324e04,
-0x4ecf4e82,
-0x4f054ed7,
-0x4ec64e77,
-0x4e3f4ee5,
-0x4e834e8f,
-0x4e0e4dcd,
-0x4e584e9d,
-0x4df34eea,
-0x4ecb4de0,
-0x4e8a4e06,
-0x4d674e68,
-0x4eef4e5a,
-0x4e8b4e05,
-0x4e464eff,
-0x4dd74e60,
-0x4dee4dcc,
-0x4db44e78,
-0x4db14e61,
-0x4edd4e3e,
-0x4ede4db1,
-0x4e5a4d68,
-0x4dd24efb,
-0x4e284dfe,
-0x4e164ec4,
-0x4e554d85,
-0x4dc44dff,
-0x4dc94e27,
-0x4dd24dc7,
-0x4d944e79,
-0x4e8b4e4e,
-0x4e524e6a,
-0x4e084dfc,
-0x4dff4e1e,
-0x4d7b4daf,
-0x4da54d51,
-0x4e254deb,
-0x4e7a4e00,
-0x4ea64de4,
-0x4ddc4d64,
-0x4ddb4ea0,
-0x4dfa4e73,
-0x4e174d1b,
-0x4de84d78,
-0x4dc44eb9,
-0x4e2e4dc0,
-0x4eb64e61,
-0x4e6a4dac,
-0x4dd04d86,
-0x4e204e92,
-0x4e5f4e2b,
-0x4e2d4df0,
-0x4dd74e1b,
-0x4e1f4e1d,
-0x4e6e4e45,
-0x4de84dc8,
-0x4dea4e5f,
-0x4e5e4dd3,
-0x4dee4dda,
-0x4d7d4dac,
-0x4e3c4e39,
-0x4e6e4e22,
-0x4e454e77,
-0x4dd34e0b,
-0x4e334e35,
-0x4de74e9c,
-0x4e544e4c,
-0x4f2a4eeb,
-0x4f674e39,
-0x4e614e9e,
-0x4e504f2b,
-0x4eab4e45,
-0x4e4f4f08,
-0x4e7a4e01,
-0x4df94e73,
-0x4dd94e88,
-0x4e6d4ea5,
-0x4dcf4ef7,
-0x4f584f2f,
-0x4eca4ef7,
-0x4e824e71,
-0x4e734f22,
-0x4e094e35,
-0x4e4a4de6,
-0x4e584e4c,
-0x4f1c4e07,
-0x4f1d4ea0,
-0x4e884de4,
-0x4e274ec8,
-0x4df94f13,
-0x4e554dc0,
-0x4e3b4da9,
-0x4df24eb5,
-0x4ea04e28,
-0x4f564e45,
-0x4ebe4dfe,
-0x4e2b4db8,
-0x4ebc4ea1,
-0x4f164ec6,
-0x4e5a4e85,
-0x4e674e8c,
-0x4e114efc,
-0x4e7c4e3e,
-0x4e664e7b,
-0x4df34ecf,
-0x4e974e39,
-0x4eb34dd1,
-0x4e054e47,
-0x4eb74e7d,
-0x4eca4e7b,
-0x4ea04f2b,
-0x4e514e2b,
-0x4dbf4db9,
-0x4db64e60,
-0x4da94ec2,
-0x4eb24e40,
-0x4ee84dd0,
-0x4e3d4df1,
-0x4e3a4eef,
-0x4dfe4e4c,
-0x4e524e5e,
-0x4e284df0,
-0x4de54e65,
-0x4d6d4e47,
-0x4dd14e02,
-0x4dde4e7c,
-0x4e874e2f,
-0x4e584e9e,
-0x4e914e0a,
-0x4e054e0c,
-0x4d894e1d,
-0x4da94d53,
-0x4e714e6b,
-0x4e8a4df8,
-0x4ed84dcd,
-0x4e1d4d7f,
-0x4d974e77,
-0x4d6f4ea3,
-0x4e0f4d9d,
-0x4e2b4dcb,
-0x4dbd4e8e,
-0x4e284d96,
-0x4f0c4e09,
-0x4e534d95,
-0x4e324d66,
-0x4dfb4e1c,
-0x4e914e2a,
-0x4dd04ed8,
-0x4e1e4e94,
-0x4e4a4dd3,
-0x4e564dcd,
-0x4e7e4e2f,
-0x4dd24e22,
-0x4e9a4e42,
-0x4e3c4ddc,
-0x4d974e8a,
-0x4e7e4e00,
-0x4e5c4d80,
-0x4e5e4eba,
-0x4e024e47,
-0x4c814c99,
-0x4cb24d53,
-0x4ca44d3f,
-0x4dab4d31,
-0x4dae4d46,
-0x4d3d4ce7,
-0x4d004da8,
-0x4d0d4d6a,
-0x4d0c4d75,
-0x4cf54cc1,
-0x4cc44d2e,
-0x4cac4ccf,
-0x4cfa4cfc,
-0x4ccd4d7f,
-0x4d624d41,
-0x4d2f4d43,
-0x4cfc4cf8,
-0x4d004db4,
-0x4cad4cfa,
-0x4cf74cf2,
-0x4cf24d04,
-0x4d564caf,
-0x4d5b4cda,
-0x4d374cef,
-0x4cca4d81,
-0x4ca34ddd,
-0x4d2d4c50,
-0x4cf74c81,
-0x4ce24d46,
-0x4d384ce5,
-0x4de84cf5,
-0x4d4f4c6a,
-0x4cc34c86,
-0x4d5b4d31,
-0x4d824d55,
-0x4cc04d74,
-0x4d274d08,
-0x4cd94d0a,
-0x4d384cf2,
-0x4d294c9b,
-0x4d1a4d67,
-0x4d1d4d25,
-0x4cd04cdd,
-0x4c6d4ced,
-0x4d724d0d,
-0x4d944d3f,
-0x4d2d4d5a,
-0x4cb84d00,
+uint32_t golden [384] = {
+0x48974845,
+0x48384608,
+0x487b4855,
+0x48804869,
+0x48b046d1,
+0x483f48db,
+0x485f48c9,
+0x483a4881,
+0x472c484b,
+0x492b4762,
+0x48fd4822,
+0x492e488e,
+0x484f483e,
+0x46d749e8,
+0x489d484b,
+0x47e9490b,
+0x47d2484f,
+0x474744be,
+0x46c047c7,
+0x48af4727,
+0x482d46c5,
+0x482e483d,
+0x479f4897,
+0x4749488b,
+0x46a8489a,
+0x488b46f2,
+0x47e84891,
+0x483d4872,
+0x46fd4716,
+0x46a049b5,
+0x47a446e7,
+0x476748a1,
+0x49354939,
+0x48c14703,
+0x48bd4863,
+0x48cf4913,
+0x48b848b6,
+0x49204946,
+0x48e1495e,
+0x48b24938,
+0x4882493a,
+0x49d5483b,
+0x49724911,
+0x49df496b,
+0x488848f2,
+0x48214a46,
+0x490c48c1,
+0x48a349b2,
+0x47b0463a,
+0x476244cb,
+0x46b94765,
+0x4814466a,
+0x47964631,
+0x474b4666,
+0x47044798,
+0x47614838,
+0x459047d3,
+0x48a245ea,
+0x484447f1,
+0x4776484b,
+0x46d847d6,
+0x44d348f3,
+0x478d46fa,
+0x466e481e,
+0x481e4827,
+0x479445a2,
+0x48064727,
+0x48d5475d,
+0x48284708,
+0x480d4862,
+0x48324895,
+0x47f148bd,
+0x46a7482a,
+0x492d47b1,
+0x4884484d,
+0x485f48dc,
+0x480c476d,
+0x46d348e9,
+0x48844728,
+0x480e48a0,
+0x48134862,
+0x485a4675,
+0x473847e8,
+0x48234836,
+0x482146e7,
+0x47b34822,
+0x48554846,
+0x47174863,
+0x47c14872,
+0x488e46d5,
+0x485f47e2,
+0x48b8487c,
+0x4788481e,
+0x467748bd,
+0x47f846c9,
+0x47fc48fe,
+0x47b247a0,
+0x467e4588,
+0x46c74662,
+0x481246e8,
+0x474e4536,
+0x468f46c0,
+0x4679481f,
+0x46e246a1,
+0x45604809,
+0x47eb4630,
+0x475746b5,
+0x477f4848,
+0x46d846a6,
+0x459a4870,
+0x46784670,
+0x468c47d2,
+0x48c44762,
+0x479146e3,
+0x486d46b1,
+0x486747d0,
+0x47f6468d,
+0x475648a5,
+0x48544857,
+0x48384866,
+0x46ec484d,
+0x48f647d2,
+0x4879484a,
+0x483c4848,
+0x4806471d,
+0x473048fa,
+0x47b84768,
+0x46f94865,
+0x491848a8,
+0x486746ca,
+0x48624800,
+0x491048d3,
+0x4849474e,
+0x486b48eb,
+0x48c54966,
+0x483048f4,
+0x477848f9,
+0x499e481e,
+0x48f148cf,
+0x49234982,
+0x47cf487c,
+0x464949ea,
+0x495e4773,
+0x483f48b2,
+0x497548a7,
+0x481e4616,
+0x4866481f,
+0x486448b6,
+0x487347dc,
+0x487f485c,
+0x491f4938,
+0x48b6490d,
+0x48a148f8,
+0x492d4859,
+0x4915489c,
+0x48874899,
+0x4859486c,
+0x471e49ca,
+0x49184867,
+0x482748d3,
+0x4998488b,
+0x481d4704,
+0x488048b8,
+0x49444876,
+0x48f2470c,
+0x489b48b9,
+0x48e54956,
+0x48a548d6,
+0x485648dc,
+0x49ab484e,
+0x490e48e0,
+0x494548dd,
+0x48dd488b,
+0x47ea4a32,
+0x49114835,
+0x48194965,
+0x481e460e,
+0x4673452c,
+0x4717475c,
+0x46d046f6,
+0x46bc4696,
+0x481e4726,
+0x46ea4763,
+0x475846fe,
+0x4627478b,
+0x483f4704,
+0x47b146ad,
+0x48164792,
+0x468446f2,
+0x45a84827,
+0x47a4472f,
+0x462b4797,
+0x48ab483f,
+0x4863468f,
+0x4766485a,
+0x48cb481d,
+0x490347dc,
+0x483048fc,
+0x483e48cc,
+0x486448ab,
+0x47634966,
+0x499d4794,
+0x488b488e,
+0x496048dc,
+0x484c4854,
+0x474c499c,
+0x48bc4826,
+0x48834949,
+0x4905489d,
+0x481e4718,
+0x48f448e3,
+0x490448c1,
+0x48b347e8,
+0x48d44892,
+0x489448ff,
+0x488648d5,
+0x480348fa,
+0x492e47d2,
+0x48b24870,
+0x492b48e5,
+0x4785487b,
+0x471d49e3,
+0x48bf4837,
+0x48c4489b,
+0x4871475c,
+0x4811464a,
+0x471c47af,
+0x48174817,
+0x484e463b,
+0x464f477f,
+0x487c4704,
+0x472547a3,
+0x462a4853,
+0x4860465a,
+0x48804736,
+0x482b47e1,
+0x46c04811,
+0x475d48dc,
+0x48064668,
+0x46f44893,
+0x49594858,
+0x487b463d,
+0x484e480f,
+0x48a648c0,
+0x48944847,
+0x484a48a0,
+0x48f4491e,
+0x48b548fc,
+0x47d248ce,
+0x497f47db,
+0x49394955,
+0x48ce48a7,
+0x48844890,
+0x476349d6,
+0x4922486e,
+0x48c348f4,
+0x491c47ec,
+0x47834698,
+0x47544715,
+0x47524745,
+0x4832472f,
+0x48094817,
+0x48c347f8,
+0x480047e6,
+0x473048b6,
+0x48cb480a,
+0x488e479e,
+0x488e47c2,
+0x47ee472f,
+0x4744489d,
+0x48514755,
+0x47d34846,
+0x48a04838,
+0x47624634,
+0x48064786,
+0x482d47e3,
+0x486c4726,
+0x480347b7,
+0x481448ac,
+0x483948e0,
+0x47504827,
+0x48c546f2,
+0x4886483f,
+0x485648ad,
+0x47a947e8,
+0x47434937,
+0x481f46d0,
+0x4804484c,
+0x481f47fd,
+0x4813456d,
+0x4807474d,
+0x480e4688,
+0x481046e8,
+0x4799469f,
+0x478f4853,
+0x482447f2,
+0x471f47d0,
+0x485f46da,
+0x481c4813,
+0x4863482e,
+0x480b4786,
+0x46b848c9,
+0x46e2475a,
+0x46c54852,
+0x480245af,
+0x46c24466,
+0x4743465d,
+0x47ba46b7,
+0x46c34636,
+0x47844677,
+0x47c2485a,
+0x46ac46dc,
+0x460e47de,
+0x4834465f,
+0x476947f4,
+0x481046fc,
+0x45ea45fd,
+0x45b548d0,
+0x47834704,
+0x46c44830,
+0x47c74759,
+0x45b0453d,
+0x47024741,
+0x47934736,
+0x47ba461b,
+0x46dd470b,
+0x470b4657,
+0x4710470d,
+0x468f486c,
+0x46ba45c3,
+0x483b479d,
+0x477446c9,
+0x46a746a9,
+0x46064833,
+0x46a94690,
+0x46a746f5,
+0x48bb47ac,
+0x4803452c,
+0x4824470f,
+0x48cb47d5,
+0x484a4707,
+0x47974832,
+0x482c4851,
+0x4877487a,
+0x465d4891,
+0x48ce47f4,
+0x48994898,
+0x486a484e,
+0x47f047ac,
+0x4611493e,
+0x489e47e2,
+0x46af488c,
+0x48364665,
+0x46b645e4,
+0x46b946a1,
+0x46dd46c8,
+0x474b4658,
+0x4777467b,
+0x47984769,
+0x475e4785,
+0x4656472a,
+0x488145fb,
+0x472d46fc,
+0x47a3476e,
+0x46ca465d,
+0x45004855,
+0x479a464f,
+0x473846c3,
+0x486c481e,
+0x48014659,
+0x477a4756,
+0x487b47d5,
+0x48084706,
+0x4838484f,
+0x48634870,
+0x480648d3,
+0x47714865,
+0x494c46be,
+0x484c4915,
+0x48624900,
+0x46e8481a,
+0x46a04974,
+0x483d4775,
+0x480e487c,
 };
\ No newline at end of file
diff --git a/hwpe/redmule/inc/tensor_dim.h b/hwpe/redmule/inc/tensor_dim.h
index 284125f..21bd0d8 100644
--- a/hwpe/redmule/inc/tensor_dim.h
+++ b/hwpe/redmule/inc/tensor_dim.h
@@ -2,9 +2,9 @@
 #ifndef __TENSOR_DIM__
 #define __TENSOR_DIM__
 
-#define M_SIZE  96 
-#define N_SIZE  96 
-#define K_SIZE  96
+#define M_SIZE  24 
+#define N_SIZE  32 
+#define K_SIZE  32
 #define SRC_FMT FP16
 #define DST_FMT FP16
 #define FPFORMAT 16
diff --git a/hwpe/redmule/inc/w_2D.h b/hwpe/redmule/inc/w_2D.h
index 74b1a11..9409c64 100644
--- a/hwpe/redmule/inc/w_2D.h
+++ b/hwpe/redmule/inc/w_2D.h
@@ -1,99 +1,35 @@
  /* Header file generated by RedMulE Golden Model */
-uint16_t w_inp_2D [96][96] = {
-0x2d1a, 0x2f9c, 0x3596, 0x38eb, 0x3a5c, 0x3827, 0x3b07, 0x397a, 0x347f, 0x3703, 0x2e26, 0x305c, 0x3ba2, 0x39cd, 0x36fa, 0x3899, 0x38dc, 0x3a60, 0x345b, 0x2d80, 0x36ad, 0x2eb8, 0x34ca, 0x384a, 0x33ef, 0x353e, 0x370e, 0x38f6, 0x3947, 0x387c, 0x3893, 0x38fd, 0x39a9, 0x29fb, 0x39ec, 0x3232, 0x35f8, 0x320c, 0x3b5c, 0x34b6, 0x39e6, 0x2b02, 0x340d, 0x30cc, 0x3b7d, 0x3298, 0x381a, 0x3aa8, 0x3b2b, 0x3605, 0x389e, 0x3a3a, 0x2f2c, 0x3ae4, 0x2cc3, 0x2e6b, 0x3850, 0x3a94, 0x396f, 0x3683, 0x3983, 0x39ea, 0x349f, 0x3b95, 0x28a5, 0x3853, 0x349a, 0x30cc, 0x389b, 0x3595, 0x31f9, 0x3a85, 0x367d, 0x3bbe, 0x3bde, 0x3ae7, 0x3977, 0x3a5d, 0x2497, 0x32ed, 0x39c5, 0x3553, 0x3b87, 0x357c, 0x3868, 0x2fc2, 0x1ad7, 0x3079, 0x3b2f, 0x3570, 0x3a70, 0x3761, 0x29cd, 0x3640, 0x3885, 0x2c6e, 
-0x3a6c, 0x322b, 0x34e2, 0x1a14, 0x385b, 0x3bdd, 0x3b0f, 0x3548, 0x35d5, 0x3105, 0x39f6, 0x2ce7, 0x365f, 0x286d, 0x3673, 0x3517, 0x3847, 0x3905, 0x34f8, 0x3a5b, 0x2809, 0x38e8, 0x3910, 0x3bce, 0x3aa7, 0x3a98, 0x3a82, 0x318b, 0x39a1, 0x39c7, 0x3960, 0x3206, 0x3320, 0x3893, 0x2e29, 0x391a, 0x28ae, 0x3535, 0x3a37, 0x3821, 0x32de, 0x326d, 0x3196, 0x3b5f, 0x38f2, 0x3b44, 0x3680, 0x3309, 0x3bf2, 0x3bb2, 0x3874, 0x3531, 0x2c98, 0x3648, 0x2d18, 0x2af5, 0x25d7, 0x3a75, 0x38bc, 0x3a77, 0x39bb, 0x3a92, 0x397d, 0x3486, 0x35e3, 0x3917, 0x3805, 0x3001, 0x3619, 0x3952, 0x34c7, 0x3a87, 0x35de, 0x385e, 0x2590, 0x3bb1, 0x2b49, 0x3526, 0x35c5, 0x3963, 0x374e, 0x346a, 0x35d0, 0x3622, 0x2dd8, 0x3aa0, 0x3292, 0x30d8, 0x3883, 0x3ad4, 0x3a22, 0x360f, 0x3424, 0x348f, 0x3886, 0x38f3, 
-0x3945, 0x3792, 0x3629, 0x3b2b, 0x3bf5, 0x3a69, 0x3199, 0x3b84, 0x35c4, 0x3b13, 0x27a5, 0x3b8a, 0x393d, 0x3a14, 0x3a40, 0x35e7, 0x3a6a, 0x38ad, 0x3bb9, 0x24d8, 0x3b90, 0x3797, 0x3716, 0x384e, 0x3832, 0x3855, 0x39c3, 0x39de, 0x2684, 0x3627, 0x35f0, 0x3a86, 0x3995, 0x2abc, 0x347a, 0x2409, 0x2758, 0x3664, 0x3ae9, 0x1eb1, 0x386a, 0x33dd, 0x3413, 0x243b, 0x3b5b, 0x36fb, 0x38ab, 0x39cb, 0x38e8, 0x308c, 0x3be2, 0x30c8, 0x382c, 0x3bcc, 0x3b0f, 0x30e7, 0x31b4, 0x2adb, 0x2354, 0x2c7e, 0x3774, 0x3299, 0x3574, 0x3b35, 0x38a3, 0x3836, 0x3400, 0x3721, 0x3acb, 0x37da, 0x3688, 0x35d5, 0x3977, 0x3247, 0x2a12, 0x3b36, 0x371a, 0x3750, 0x2ad9, 0x242b, 0x306f, 0x3502, 0x3b35, 0x394d, 0x3646, 0x315d, 0x387d, 0x349f, 0x305a, 0x3a84, 0x3a3e, 0x3be3, 0x3bf9, 0x3580, 0x3b14, 0x3a13, 
-0x371c, 0x2da9, 0x3995, 0x38be, 0x323e, 0x328d, 0x383d, 0x3991, 0x3a57, 0x38ca, 0x3867, 0x3982, 0x34fd, 0x347c, 0x380f, 0x3074, 0x38d4, 0x34fa, 0x326a, 0x377c, 0x3a52, 0x3abd, 0x3536, 0x226f, 0x319c, 0x3321, 0x393e, 0x3467, 0x3b37, 0x3bc1, 0x3a17, 0x394d, 0x33a2, 0x395d, 0x33e4, 0x3b09, 0x3855, 0x354d, 0x2f53, 0x34e7, 0x375b, 0x35f1, 0x367f, 0x3674, 0x2e07, 0x3ba0, 0x314b, 0x3bce, 0x2c5f, 0x384d, 0x3443, 0x36b1, 0x3973, 0x38d8, 0x340d, 0x3a77, 0x2ec7, 0x3538, 0x2e0e, 0x2d39, 0x3a81, 0x3b54, 0x3bdc, 0x3461, 0x2d5f, 0x3a52, 0x390c, 0x2186, 0x3896, 0x39d5, 0x3868, 0x2171, 0x303e, 0x3b19, 0x3915, 0x3be0, 0x39cb, 0x34ce, 0x357f, 0x394b, 0x39d3, 0x3af8, 0x3855, 0x3430, 0x36d6, 0x38bd, 0x3ad5, 0x38f4, 0x252e, 0x3b49, 0x36b0, 0x32b2, 0x3610, 0x3baa, 0x398b, 0x3ac1, 
-0x3655, 0x2ad4, 0x38e1, 0x3a9a, 0x37b9, 0x3027, 0x3889, 0x3017, 0x3baf, 0x32b8, 0x3922, 0x3984, 0x3ac3, 0x3775, 0x37f5, 0x38f0, 0x3a37, 0x3a8a, 0x283a, 0x1b5c, 0x3998, 0x2c23, 0x380e, 0x3254, 0x3ad7, 0x39f2, 0x328e, 0x36da, 0x370d, 0x2f71, 0x3944, 0x2e44, 0x36d7, 0x362a, 0x370d, 0x38a7, 0x3b99, 0x3850, 0x3111, 0x329d, 0x3bbf, 0x353e, 0x3932, 0x3542, 0x2ab8, 0x3bf2, 0x312c, 0x3070, 0x3983, 0x3882, 0x3aa6, 0x39fd, 0x384b, 0x3a76, 0x3b1f, 0x312a, 0x183e, 0x362e, 0x347e, 0x38cf, 0x3186, 0x38eb, 0x1c0b, 0x2def, 0x33ec, 0x3b0f, 0x387e, 0x344f, 0x3b28, 0x367f, 0x3661, 0x382a, 0x28c2, 0x3980, 0x3709, 0x3875, 0x3922, 0x37fb, 0x36a9, 0x2f28, 0x36c2, 0x30c6, 0x3bcf, 0x3aba, 0x3965, 0x3397, 0x39ab, 0x3812, 0x344e, 0x39ff, 0x3866, 0x3895, 0x3ba0, 0x3a13, 0x3a1b, 0x35ef, 
-0x382a, 0x34ad, 0x39c7, 0x2ef8, 0x377e, 0x3915, 0x3beb, 0x3a4f, 0x35e7, 0x3465, 0x3668, 0x3404, 0x3233, 0x3361, 0x3b7e, 0x3702, 0x3b3b, 0x3834, 0x36e7, 0x3a65, 0x2ed7, 0x3965, 0x3914, 0x34c7, 0x3722, 0x3612, 0x397f, 0x2e03, 0x36b6, 0x2da9, 0x33d1, 0x350e, 0x38af, 0x1b8f, 0x360b, 0x3803, 0x38e4, 0x328a, 0x330b, 0x383c, 0x3501, 0x334b, 0x35bf, 0x395f, 0x394f, 0x359b, 0x3b66, 0x2eee, 0x350f, 0x3759, 0x3a91, 0x3b46, 0x3808, 0x3b0e, 0x38c7, 0x3846, 0x2e4b, 0x2edb, 0x382a, 0x348d, 0x1a8b, 0x3510, 0x39c3, 0x30f8, 0x3758, 0x2fc8, 0x3386, 0x3316, 0x393f, 0x3351, 0x3b46, 0x389f, 0x3312, 0x28a9, 0x34ff, 0x3a51, 0x3b00, 0x36a4, 0x3811, 0x281c, 0x3646, 0x3b42, 0x3453, 0x32ea, 0x2f6b, 0x3a64, 0x2cd4, 0x28d1, 0x3a0b, 0x3276, 0x3b1d, 0x368e, 0x340a, 0x3ac3, 0x3067, 0x3987, 
-0x25a7, 0x39f4, 0x3b54, 0x38d8, 0x3708, 0x3999, 0x313e, 0x316b, 0x39af, 0x2e81, 0x3667, 0x39e3, 0x3904, 0x391d, 0x383d, 0x3956, 0x36c0, 0x30d0, 0x346d, 0x39cf, 0x3236, 0x354f, 0x377f, 0x326a, 0x3800, 0x3022, 0x3b2f, 0x3b98, 0x3a97, 0x3bca, 0x3a1e, 0x3a5b, 0x337d, 0x385c, 0x2fff, 0x399e, 0x33e3, 0x355a, 0x3835, 0x3a1e, 0x38d5, 0x3791, 0x2f0d, 0x2ef4, 0x3581, 0x397a, 0x3a26, 0x391b, 0x3727, 0x3874, 0x3a25, 0x30ba, 0x2b99, 0x3a8b, 0x345b, 0x3bab, 0x3900, 0x3743, 0x3b73, 0x391a, 0x3bd2, 0x39ea, 0x3599, 0x383b, 0x34c0, 0x34b3, 0x3bf0, 0x396d, 0x3b6f, 0x36f9, 0x350e, 0x3b43, 0x39da, 0x3b16, 0x38af, 0x369c, 0x3530, 0x3a87, 0x3a68, 0x2220, 0x2d27, 0x3a49, 0x2df1, 0x353a, 0x3a08, 0x3bdb, 0x378e, 0x2942, 0x35f0, 0x3618, 0x3897, 0x3946, 0x3b7d, 0x3a44, 0x356f, 0x389f, 
-0x3bd0, 0x2946, 0x3aa2, 0x3711, 0x3462, 0x369c, 0x3a56, 0x3b59, 0x32ac, 0x3813, 0x2f28, 0x3c00, 0x3404, 0x34dc, 0x29ec, 0x3bf1, 0x393e, 0x3b63, 0x3513, 0x3822, 0x382b, 0x35f2, 0x3b2c, 0x3498, 0x2515, 0x31aa, 0x3a7f, 0x391d, 0x3a54, 0x34ef, 0x353a, 0x3a41, 0x334a, 0x3b6a, 0x376f, 0x3bb0, 0x3821, 0x38c2, 0x3b57, 0x333d, 0x2ba8, 0x368e, 0x3a2c, 0x345b, 0x3b9a, 0x3976, 0x3870, 0x34b5, 0x386c, 0x3916, 0x38cc, 0x32a3, 0x3bd8, 0x30bc, 0x30a7, 0x38bc, 0x3727, 0x38e7, 0x337a, 0x3b34, 0x39b7, 0x391f, 0x27fa, 0x3b3f, 0x3940, 0x3698, 0x3256, 0x3a9b, 0x39c3, 0x2e76, 0x3899, 0x3915, 0x36a4, 0x3606, 0x3bd9, 0x314f, 0x2822, 0x3bba, 0x381b, 0x3252, 0x38dd, 0x2cb9, 0x38f3, 0x385c, 0x348d, 0x3220, 0x31a8, 0x3128, 0x3aed, 0x3903, 0x3be2, 0x3971, 0x29f4, 0x3130, 0x3b11, 0x35d7, 
-0x3a04, 0x393c, 0x3573, 0x3870, 0x3568, 0x38f5, 0x38a4, 0x353f, 0x3b0f, 0x363a, 0x35de, 0x3241, 0x3b97, 0x2e15, 0x3a8a, 0x3823, 0x38e0, 0x3556, 0x3a96, 0x364f, 0x337a, 0x34e3, 0x342b, 0x3994, 0x3b5c, 0x3b57, 0x3a63, 0x2f0d, 0x3b7a, 0x3a08, 0x3102, 0x34ce, 0x3036, 0x3864, 0x3887, 0x280c, 0x3bb5, 0x38a1, 0x3b71, 0x3b0c, 0x3487, 0x3b6e, 0x3aec, 0x3af6, 0x1cd8, 0x3381, 0x2923, 0x3b78, 0x3597, 0x3528, 0x3afe, 0x39c2, 0x3258, 0x3898, 0x3b8c, 0x2c32, 0x38e1, 0x2f4a, 0x3948, 0x39bb, 0x39cb, 0x386b, 0x3778, 0x3847, 0x2fa6, 0x3b01, 0x3a0c, 0x3a67, 0x3b8e, 0x3959, 0x346b, 0x38ba, 0x34f8, 0x3606, 0x3940, 0x3562, 0x3be6, 0x390c, 0x2d8b, 0x3987, 0x2f30, 0x2d65, 0x36d1, 0x3b44, 0x3421, 0x37cb, 0x3a4a, 0x338e, 0x3693, 0x3699, 0x3521, 0x3aae, 0x3930, 0x391c, 0x3654, 0x3898, 
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-0x3a58, 0x292b, 0x3604, 0x398f, 0x321b, 0x341f, 0x3909, 0x3901, 0x3b49, 0x32ee, 0x3940, 0x3b77, 0x31f0, 0x344e, 0x380c, 0x36b1, 0x3a4e, 0x3638, 0x3922, 0x3864, 0x393b, 0x3903, 0x302f, 0x2ff2, 0x30b7, 0x3997, 0x385b, 0x3bbf, 0x3b39, 0x38de, 0x3a69, 0x3b51, 0x3aed, 0x387b, 0x269d, 0x39c7, 0x3a99, 0x3beb, 0x3672, 0x33ee, 0x200e, 0x3834, 0x34f7, 0x3971, 0x355a, 0x31fd, 0x2531, 0x385f, 0x3bf2, 0x2686, 0x364a, 0x358a, 0x2e99, 0x2f89, 0x3809, 0x3924, 0x39ee, 0x3990, 0x3987, 0x3972, 0x3813, 0x3840, 0x34dd, 0x374a, 0x3250, 0x2f4c, 0x35d9, 0x2991, 0x3b3f, 0x362e, 0x3455, 0x2abb, 0x3a2d, 0x3b57, 0x3567, 0x2cc0, 0x2d0d, 0x3be3, 0x2f3e, 0x3a9f, 0x3253, 0x34e8, 0x3712, 0x334e, 0x3ab9, 0x3bae, 0x3a1d, 0x3a5c, 0x3b96, 0x3adf, 0x3088, 0x3a8e, 0x35f3, 0x3795, 0x35d1, 0x3bb4, 
-0x3862, 0x3976, 0x3b9a, 0x3291, 0x3b5c, 0x3540, 0x2d00, 0x3702, 0x3519, 0x39dd, 0x3bff, 0x3560, 0x3642, 0x392c, 0x3a6f, 0x32ff, 0x32f2, 0x3836, 0x2d5f, 0x368d, 0x383b, 0x3abb, 0x2ec9, 0x3ada, 0x391a, 0x3811, 0x35d9, 0x3b90, 0x3aa3, 0x3149, 0x3b10, 0x3912, 0x3391, 0x318b, 0x22ed, 0x3a32, 0x3819, 0x39c9, 0x3865, 0x332e, 0x399b, 0x3aaa, 0x3b3e, 0x37b6, 0x35db, 0x3286, 0x3765, 0x2afe, 0x3b7a, 0x32b2, 0x38c9, 0x37d0, 0x3a6d, 0x3a3a, 0x3a9c, 0x364d, 0x3915, 0x36d5, 0x24fb, 0x35ed, 0x3abd, 0x3200, 0x3ae4, 0x3a0f, 0x3ac2, 0x33be, 0x3812, 0x3bae, 0x3969, 0x3237, 0x3bb0, 0x3681, 0x35c9, 0x37da, 0x2f15, 0x3362, 0x3b5c, 0x3a74, 0x315a, 0x3b44, 0x2f83, 0x3971, 0x3bfd, 0x3ab3, 0x35ae, 0x3a5a, 0x303d, 0x2a1d, 0x3a0c, 0x3bbe, 0x3365, 0x33df, 0x3521, 0x3bce, 0x3880, 0x3842, 
-0x3a15, 0x3835, 0x2ac7, 0x3640, 0x3864, 0x309d, 0x3934, 0x364d, 0x30f9, 0x3954, 0x34c0, 0x39a2, 0x36c1, 0x3a64, 0x2f3d, 0x338e, 0x3993, 0x34c0, 0x2c7e, 0x30a8, 0x3696, 0x2d67, 0x2017, 0x3757, 0x2ebc, 0x2c37, 0x3422, 0x36a8, 0x3a49, 0x364d, 0x3b0a, 0x3adc, 0x34f1, 0x3a15, 0x389b, 0x389b, 0x3557, 0x3542, 0x3a12, 0x38b4, 0x3a49, 0x38fd, 0x3a25, 0x3516, 0x3bc9, 0x3811, 0x1b72, 0x391e, 0x2ecb, 0x3a69, 0x3818, 0x342b, 0x3b44, 0x3912, 0x2ae6, 0x3bb1, 0x355e, 0x3182, 0x3793, 0x385b, 0x2983, 0x394d, 0x3021, 0x307c, 0x3419, 0x364f, 0x395f, 0x3395, 0x365d, 0x3a90, 0x3b4d, 0x3660, 0x35ad, 0x3b87, 0x3b40, 0x3919, 0x3800, 0x385c, 0x187b, 0x3b1e, 0x38c8, 0x38bf, 0x3844, 0x390b, 0x3672, 0x37df, 0x3a46, 0x3013, 0x30fd, 0x3a86, 0x36aa, 0x3a60, 0x39a7, 0x39b7, 0x37d2, 0x33e7, 
-0x2cde, 0x3a8d, 0x33d3, 0x2c74, 0x34c5, 0x2b02, 0x3ab0, 0x375d, 0x3a8f, 0x39c7, 0x340c, 0x3bc7, 0x39ae, 0x2ea6, 0x3b0b, 0x394b, 0x3823, 0x3504, 0x383a, 0x38f6, 0x382d, 0x3bda, 0x3a1b, 0x38c9, 0x35e2, 0x39f1, 0x38b9, 0x3281, 0x3bb3, 0x3156, 0x2c35, 0x3b28, 0x2cfe, 0x392a, 0x3908, 0x3a72, 0x2d0e, 0x3b20, 0x369d, 0x3bae, 0x2f9f, 0x3aac, 0x331f, 0x3ab7, 0x3999, 0x3980, 0x3b17, 0x39d3, 0x3609, 0x231d, 0x386c, 0x39b7, 0x2a32, 0x37b0, 0x350d, 0x2554, 0x33ee, 0x2c9a, 0x319a, 0x37d6, 0x347e, 0x3a54, 0x3903, 0x3aaa, 0x31fc, 0x33c9, 0x3988, 0x3ac7, 0x31b5, 0x354c, 0x3ba7, 0x342e, 0x3898, 0x3907, 0x3bc4, 0x36b6, 0x36fc, 0x3896, 0x3832, 0x33d8, 0x3af7, 0x38df, 0x3b8b, 0x2dc9, 0x29a0, 0x3b24, 0x34e6, 0x2d49, 0x34c2, 0x388e, 0x36cb, 0x2eff, 0x34fb, 0x3b91, 0x3be3, 0x39ed, 
-0x38fb, 0x3675, 0x36d9, 0x385b, 0x36ce, 0x3755, 0x354b, 0x3014, 0x3670, 0x3be2, 0x3af2, 0x3b6e, 0x345f, 0x2f8d, 0x3a55, 0x3919, 0x3ad3, 0x3388, 0x368a, 0x3bbf, 0x2b8e, 0x28fd, 0x2e73, 0x3baa, 0x3326, 0x3625, 0x351e, 0x35eb, 0x305c, 0x3bc5, 0x345b, 0x3473, 0x3555, 0x28bb, 0x357a, 0x39c2, 0x3871, 0x3232, 0x2c3a, 0x3983, 0x340a, 0x3af8, 0x3932, 0x3354, 0x3a39, 0x36b8, 0x367a, 0x29ce, 0x3bf0, 0x290d, 0x339f, 0x3afb, 0x340d, 0x3128, 0x38ac, 0x2b34, 0x346f, 0x3356, 0x3bb9, 0x2967, 0x355a, 0x37cd, 0x34f4, 0x3a66, 0x36b6, 0x2968, 0x3bf7, 0x3a0d, 0x361c, 0x3898, 0x3859, 0x39fe, 0x3bdb, 0x38aa, 0x3b92, 0x2fcc, 0x38b1, 0x3713, 0x3be1, 0x3826, 0x3b00, 0x32c3, 0x30a1, 0x38d7, 0x3bf3, 0x3b42, 0x38af, 0x304b, 0x3279, 0x37c5, 0x2072, 0x346c, 0x3857, 0x3597, 0x3624, 0x39d7, 
-0x3042, 0x392a, 0x3120, 0x20d7, 0x3b8c, 0x3a8f, 0x383a, 0x3a52, 0x3bbd, 0x31ad, 0x3781, 0x3359, 0x36cb, 0x33f1, 0x385b, 0x3225, 0x38d5, 0x3019, 0x3a17, 0x34d3, 0x3a34, 0x39ba, 0x3a17, 0x31e8, 0x3b53, 0x3b9c, 0x3b54, 0x33b6, 0x3488, 0x367a, 0x3a2c, 0x3ac7, 0x3b0a, 0x399a, 0x3891, 0x3a51, 0x3a4a, 0x380b, 0x391c, 0x3805, 0x381d, 0x3b2a, 0x2a0d, 0x3acc, 0x3b55, 0x3958, 0x3a2b, 0x35cd, 0x340e, 0x36e1, 0x3a09, 0x2569, 0x2c5f, 0x376c, 0x3431, 0x3ad3, 0x31fc, 0x331e, 0x396b, 0x2ebd, 0x380f, 0x3bce, 0x3a74, 0x32de, 0x30ec, 0x3300, 0x3aba, 0x34c3, 0x3abd, 0x30c6, 0x39af, 0x3a3d, 0x3ad9, 0x3097, 0x2af9, 0x38a6, 0x3071, 0x25c5, 0x34ea, 0x2ff3, 0x355e, 0x3b66, 0x1edc, 0x3a1f, 0x32c7, 0x381c, 0x3837, 0x3bc1, 0x3033, 0x3bcb, 0x3a53, 0x3ab7, 0x38be, 0x2a81, 0x36ad, 0x301f, 
-0x3931, 0x3ba1, 0x34ac, 0x383d, 0x3636, 0x35b9, 0x38f2, 0x2c53, 0x32a9, 0x3b31, 0x3181, 0x383c, 0x395b, 0x30ef, 0x3aa7, 0x30ce, 0x32ff, 0x328b, 0x3329, 0x2c12, 0x394e, 0x2c60, 0x35de, 0x3938, 0x2c18, 0x37be, 0x392e, 0x3438, 0x3650, 0x34c7, 0x392c, 0x39aa, 0x2e72, 0x3ab6, 0x2bc9, 0x3bfa, 0x36f2, 0x2830, 0x2ad4, 0x3b3f, 0x3ae7, 0x34c7, 0x3064, 0x35ef, 0x3956, 0x39e9, 0x31eb, 0x2ff8, 0x36f3, 0x38de, 0x34b8, 0x3aa8, 0x1c30, 0x3b4f, 0x38d9, 0x3bba, 0x39b7, 0x3b4c, 0x2ee9, 0x3837, 0x3835, 0x36c6, 0x3928, 0x2e72, 0x37d2, 0x3642, 0x31cb, 0x35d6, 0x3408, 0x3404, 0x39d4, 0x3877, 0x38a5, 0x31ae, 0x2c75, 0x341a, 0x3af5, 0x3abc, 0x330b, 0x387d, 0x3b46, 0x369f, 0x2bf0, 0x3bdc, 0x36fc, 0x362a, 0x374f, 0x3bc3, 0x3ac5, 0x38c1, 0x3965, 0x380f, 0x3675, 0x3bba, 0x3a38, 0x39ca 
+uint16_t w_inp_2D [32][32] = {
+0x311a, 0x39e0, 0x387d, 0x3a4a, 0x386f, 0x3ada, 0x392f, 0x3854, 0x3014, 0x2fd2, 0x31c9, 0x2fca, 0x2e55, 0x3bc8, 0x396d, 0x3b1d, 0x39f6, 0x333a, 0x3908, 0x3628, 0x3bab, 0x3b8b, 0x3b4a, 0x322d, 0x3925, 0x317a, 0x3725, 0x31c2, 0x3066, 0x38f3, 0x3a17, 0x3476, 
+0x3bda, 0x3196, 0x3922, 0x3680, 0x396a, 0x3021, 0x3761, 0x374d, 0x2fc2, 0x3967, 0x3b94, 0x33b5, 0x3797, 0x34d6, 0x3655, 0x2176, 0x39bc, 0x3999, 0x3658, 0x3904, 0x3759, 0x2ade, 0x3a5a, 0x3b78, 0x36c7, 0x2d01, 0x3b58, 0x2d9a, 0x373d, 0x3952, 0x38e8, 0x3887, 
+0x37b6, 0x3a88, 0x2f8a, 0x2d79, 0x3413, 0x3421, 0x3976, 0x32b2, 0x3446, 0x2d99, 0x3a56, 0x3322, 0x3b49, 0x39fa, 0x3acd, 0x3af6, 0x304c, 0x3abb, 0x3a83, 0x38b2, 0x3ab9, 0x363e, 0x389f, 0x31bb, 0x38e1, 0x3bc4, 0x3b9b, 0x2984, 0x3a43, 0x3b2f, 0x35d6, 0x3bda, 
+0x2df3, 0x3bf8, 0x2acc, 0x378b, 0x3555, 0x2e59, 0x31d4, 0x34ec, 0x3a46, 0x3bab, 0x3214, 0x3161, 0x3470, 0x3a03, 0x368e, 0x31ad, 0x27cb, 0x2ecb, 0x3422, 0x39f7, 0x3644, 0x3a77, 0x313f, 0x34f2, 0x39b3, 0x3bf2, 0x379a, 0x3456, 0x35fe, 0x3ae7, 0x3964, 0x385f, 
+0x3b16, 0x3999, 0x3833, 0x2eda, 0x3afd, 0x3a4a, 0x3ba2, 0x2bd4, 0x3b38, 0x31a2, 0x32dd, 0x353c, 0x366f, 0x375e, 0x3821, 0x367a, 0x3b44, 0x39e6, 0x3787, 0x339e, 0x39d7, 0x38c6, 0x37d5, 0x342f, 0x3984, 0x319b, 0x33b5, 0x35ab, 0x398a, 0x374e, 0x36b6, 0x3b21, 
+0x3bbb, 0x2ab3, 0x2ad5, 0x33bc, 0x2bef, 0x3780, 0x3738, 0x3a0b, 0x3b09, 0x30ca, 0x384e, 0x3ab3, 0x39bd, 0x3453, 0x3a6d, 0x3957, 0x2c10, 0x30e9, 0x35d4, 0x3aef, 0x3be9, 0x39ad, 0x3a74, 0x3af9, 0x3739, 0x2d4d, 0x39fe, 0x3b72, 0x2c57, 0x398c, 0x381f, 0x3930, 
+0x3820, 0x321b, 0x3964, 0x2964, 0x33a0, 0x2d00, 0x2490, 0x336b, 0x3465, 0x3b2e, 0x3aa0, 0x371f, 0x300e, 0x3a09, 0x3bf1, 0x25cc, 0x3b6f, 0x3384, 0x3a88, 0x3acb, 0x3814, 0x36d0, 0x3081, 0x3a2c, 0x3353, 0x39cb, 0x31ed, 0x3af6, 0x3721, 0x36c7, 0x2ce2, 0x390d, 
+0x3698, 0x3ab2, 0x3b3e, 0x2eb4, 0x3998, 0x39e3, 0x3a77, 0x3632, 0x2c12, 0x3bd5, 0x3ba3, 0x3bba, 0x323c, 0x367b, 0x3557, 0x39c8, 0x37db, 0x3b45, 0x3b6e, 0x3931, 0x3121, 0x3a8d, 0x3a55, 0x3b9b, 0x358a, 0x3925, 0x3491, 0x3912, 0x3b6b, 0x3584, 0x32df, 0x3120, 
+0x32b2, 0x3b0a, 0x2cad, 0x3465, 0x3ad3, 0x3bcd, 0x363b, 0x3afe, 0x354b, 0x3374, 0x39af, 0x3b7f, 0x308c, 0x2e72, 0x3380, 0x3b70, 0x3902, 0x38d8, 0x39f3, 0x3a4b, 0x3853, 0x397b, 0x2ebe, 0x387f, 0x2845, 0x37e2, 0x360f, 0x370b, 0x3acb, 0x35d4, 0x36e6, 0x3262, 
+0x2e88, 0x3a54, 0x2ee3, 0x3575, 0x3afe, 0x2aee, 0x39a0, 0x3aae, 0x3693, 0x3432, 0x3834, 0x3b9b, 0x3bcb, 0x2e3a, 0x356d, 0x374e, 0x3924, 0x383c, 0x311e, 0x3ac5, 0x352d, 0x311e, 0x38ca, 0x34d4, 0x36ca, 0x34ed, 0x3a13, 0x33eb, 0x3639, 0x3828, 0x3b3c, 0x3939, 
+0x3837, 0x3521, 0x2cb5, 0x3629, 0x3924, 0x384c, 0x366a, 0x3bbf, 0x2e9e, 0x3ba8, 0x33ad, 0x38c8, 0x3934, 0x3907, 0x249a, 0x3690, 0x3a09, 0x3215, 0x3898, 0x325d, 0x37d5, 0x3195, 0x361c, 0x3ae4, 0x351f, 0x3452, 0x3bc0, 0x375c, 0x39bf, 0x317a, 0x3aae, 0x283a, 
+0x3476, 0x3b92, 0x3472, 0x383e, 0x280f, 0x39d6, 0x2fd1, 0x31f4, 0x2ffb, 0x3b97, 0x3692, 0x36c0, 0x3989, 0x33cf, 0x3ba6, 0x3239, 0x35d7, 0x33ab, 0x31eb, 0x3b47, 0x389b, 0x3b88, 0x3580, 0x354c, 0x3802, 0x3b9a, 0x3b94, 0x2a92, 0x2db1, 0x38bd, 0x2dfb, 0x3900, 
+0x344f, 0x3739, 0x27a5, 0x3b2e, 0x342b, 0x34bb, 0x30c8, 0x3ae8, 0x3b26, 0x3982, 0x38c0, 0x3408, 0x38c8, 0x36ef, 0x3bf0, 0x3acf, 0x3a3c, 0x3825, 0x31a5, 0x3ada, 0x3b5b, 0x37db, 0x3a01, 0x3663, 0x3a7d, 0x327b, 0x3a1f, 0x3862, 0x38af, 0x3204, 0x372e, 0x3b19, 
+0x3708, 0x3622, 0x2e62, 0x39ab, 0x2d4d, 0x31b4, 0x3552, 0x3bbc, 0x36f2, 0x36eb, 0x38ef, 0x3755, 0x3bbe, 0x2c17, 0x3815, 0x2f53, 0x363f, 0x38c1, 0x3246, 0x386b, 0x34de, 0x34e4, 0x3baa, 0x349e, 0x32ce, 0x3a68, 0x373f, 0x2cce, 0x3b36, 0x28ba, 0x3b50, 0x3232, 
+0x1f34, 0x3928, 0x35cd, 0x3b38, 0x30ce, 0x35a1, 0x3a06, 0x3a32, 0x3a53, 0x3489, 0x3241, 0x372f, 0x390c, 0x3a1b, 0x378a, 0x3713, 0x3769, 0x37a8, 0x3418, 0x3ad4, 0x3a4e, 0x3bf7, 0x37a5, 0x34dc, 0x39b2, 0x351b, 0x3372, 0x349f, 0x2f50, 0x3ab1, 0x3795, 0x2db7, 
+0x3864, 0x3157, 0x3900, 0x323e, 0x389e, 0x3880, 0x3b1f, 0x37a1, 0x396c, 0x2e43, 0x2c2a, 0x3b78, 0x3988, 0x3a14, 0x39c1, 0x3b51, 0x3780, 0x3bf2, 0x2d19, 0x3815, 0x3a5f, 0x3641, 0x2f62, 0x37d5, 0x3564, 0x139a, 0x3ab8, 0x28f7, 0x3785, 0x34e1, 0x3097, 0x3768, 
+0x3971, 0x3ae2, 0x32ae, 0x2fd5, 0x382a, 0x346c, 0x3133, 0x3167, 0x3940, 0x2d12, 0x389a, 0x3bd0, 0x3943, 0x391c, 0x3a75, 0x2a11, 0x391e, 0x372d, 0x3a79, 0x3b72, 0x3373, 0x39b7, 0x35d7, 0x372b, 0x3a6d, 0x38a1, 0x3279, 0x3434, 0x3694, 0x3b45, 0x3abb, 0x392d, 
+0x34a8, 0x3757, 0x32ca, 0x345d, 0x36a5, 0x3854, 0x2dcd, 0x30af, 0x38dd, 0x3067, 0x3411, 0x3997, 0x397a, 0x3a64, 0x38b8, 0x3962, 0x3509, 0x3bb6, 0x3a66, 0x339f, 0x372a, 0x31a8, 0x37da, 0x36ff, 0x33c6, 0x31da, 0x3977, 0x3b72, 0x3841, 0x3567, 0x3433, 0x33b8, 
+0x39fe, 0x3a10, 0x3bf2, 0x35e7, 0x3a4a, 0x3b3e, 0x2ec7, 0x3aa4, 0x3846, 0x3af9, 0x38a9, 0x2c1f, 0x39ab, 0x349f, 0x31d6, 0x39ae, 0x3b79, 0x352d, 0x3516, 0x347c, 0x2f33, 0x35ad, 0x31c4, 0x3b52, 0x354b, 0x3786, 0x3ab7, 0x3896, 0x34ac, 0x352f, 0x37e6, 0x326a, 
+0x2e44, 0x34c7, 0x388d, 0x3bf4, 0x363f, 0x3b3d, 0x33b1, 0x3b8b, 0x3340, 0x37f7, 0x3b07, 0x25bf, 0x398e, 0x3505, 0x3bd7, 0x366d, 0x388a, 0x2cc0, 0x359a, 0x3b9a, 0x3b99, 0x379d, 0x3b6b, 0x39b8, 0x3223, 0x2703, 0x3ba9, 0x2ecb, 0x3759, 0x39d8, 0x37ac, 0x32cf, 
+0x35f2, 0x38a3, 0x399e, 0x3bd2, 0x3780, 0x3af3, 0x3b5e, 0x337b, 0x3a08, 0x35da, 0x3446, 0x3b25, 0x3ad0, 0x3bee, 0x3141, 0x32d8, 0x34ce, 0x2ac9, 0x3800, 0x3a8a, 0x2d53, 0x368a, 0x3561, 0x3998, 0x35a3, 0x3677, 0x3ab2, 0x3269, 0x3236, 0x3b3e, 0x3aba, 0x3bac, 
+0x395d, 0x3820, 0x1df6, 0x3bb5, 0x35b5, 0x3675, 0x3b74, 0x360f, 0x34de, 0x3a0c, 0x3aeb, 0x299d, 0x3207, 0x3bd8, 0x2178, 0x3995, 0x3948, 0x3908, 0x3843, 0x2ea5, 0x3045, 0x3989, 0x345d, 0x39c5, 0x3a89, 0x3863, 0x3be0, 0x397a, 0x38f1, 0x39e2, 0x3b08, 0x352e, 
+0x385f, 0x28f2, 0x3bc3, 0x35e0, 0x380c, 0x3b9c, 0x3afc, 0x390a, 0x3689, 0x34fd, 0x2cf5, 0x308e, 0x342b, 0x3921, 0x3a67, 0x3ad6, 0x2986, 0x32fc, 0x35aa, 0x3507, 0x3608, 0x33fd, 0x3bf3, 0x39e2, 0x3b0f, 0x30b7, 0x3896, 0x3ae4, 0x2145, 0x35b6, 0x2e1d, 0x3ad1, 
+0x333d, 0x3afb, 0x2703, 0x3413, 0x1d7d, 0x3b7f, 0x3ae1, 0x303c, 0x3004, 0x39d3, 0x3554, 0x31a4, 0x354e, 0x3662, 0x39c5, 0x2eb7, 0x2c6e, 0x397f, 0x31d8, 0x1f0c, 0x38e3, 0x35f0, 0x2714, 0x28d1, 0x375e, 0x3a75, 0x3830, 0x3578, 0x397d, 0x3b18, 0x383c, 0x3498, 
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+0x3803, 0x2600, 0x32e9, 0x39b4, 0x38d2, 0x34e8, 0x2fe6, 0x3199, 0x3643, 0x3a77, 0x27cc, 0x39d7, 0x34c6, 0x2ea8, 0x364e, 0x3b07, 0x31c7, 0x30a1, 0x31b1, 0x3b8f, 0x3571, 0x3b75, 0x3989, 0x3805, 0x39fb, 0x3945, 0x352b, 0x31d8, 0x3904, 0x3440, 0x3a57, 0x2cf7, 
+0x3b39, 0x2fcd, 0x2b89, 0x2edd, 0x3682, 0x36a9, 0x32c8, 0x37ac, 0x32a5, 0x3311, 0x394b, 0x3b84, 0x3aec, 0x3601, 0x2765, 0x3b69, 0x396b, 0x3727, 0x3bfe, 0x3907, 0x376f, 0x3674, 0x3973, 0x3671, 0x3491, 0x3993, 0x383f, 0x3335, 0x3989, 0x3550, 0x3077, 0x35f5, 
+0x3a59, 0x3950, 0x380c, 0x37cd, 0x30bf, 0x3607, 0x3afa, 0x3b5d, 0x32b9, 0x386b, 0x35bd, 0x3aca, 0x3ba5, 0x3b2d, 0x3b19, 0x3b8b, 0x345e, 0x2845, 0x34aa, 0x372a, 0x3448, 0x34f5, 0x3ae2, 0x3637, 0x2cb5, 0x354b, 0x3b15, 0x2ca8, 0x2641, 0x3178, 0x2cfe, 0x39b4, 
+0x3bdd, 0x3acb, 0x3a05, 0x38a2, 0x3b4a, 0x34e5, 0x395f, 0x394b, 0x34c4, 0x3aa5, 0x29bb, 0x2d96, 0x339d, 0x387c, 0x382e, 0x385a, 0x396b, 0x3aa9, 0x2f1e, 0x33a7, 0x3b90, 0x3b7b, 0x3b5f, 0x39d3, 0x3b18, 0x354f, 0x2cdb, 0x3a6f, 0x3434, 0x34ff, 0x3a5b, 0x3b84, 
+0x3a33, 0x384b, 0x2e67, 0x3b85, 0x3853, 0x380c, 0x346a, 0x3aaa, 0x3492, 0x33e8, 0x3bf2, 0x38ae, 0x3a29, 0x3830, 0x3221, 0x35b1, 0x3a48, 0x2c68, 0x2ced, 0x3a7e, 0x3539, 0x3922, 0x374c, 0x3aaa, 0x2dae, 0x395d, 0x3b3d, 0x3890, 0x2cfe, 0x2dd6, 0x3bad, 0x33c5, 
+0x2c07, 0x3a2c, 0x37a8, 0x390f, 0x2fc8, 0x35ae, 0x388c, 0x30ee, 0x3674, 0x391d, 0x3bfc, 0x36bf, 0x322d, 0x3a78, 0x35c0, 0x3492, 0x3ac8, 0x3504, 0x3315, 0x381d, 0x3a7a, 0x3a08, 0x343c, 0x3bda, 0x341b, 0x39f0, 0x3b9e, 0x395d, 0x3c00, 0x38ab, 0x3bcf, 0x3564, 
+0x33c4, 0x3b0d, 0x3623, 0x33b9, 0x3b92, 0x1e71, 0x2c57, 0x36d0, 0x314b, 0x3a16, 0x3372, 0x341b, 0x3aaa, 0x3444, 0x396b, 0x2dd7, 0x3b30, 0x3559, 0x3b5b, 0x3a29, 0x2d19, 0x38b7, 0x3b01, 0x3afa, 0x398a, 0x3839, 0x3ac9, 0x2e31, 0x3924, 0x39f2, 0x3a7f, 0x3285 
 };
\ No newline at end of file
diff --git a/hwpe/redmule/inc/w_input.h b/hwpe/redmule/inc/w_input.h
index dd2e275..dc4d3be 100644
--- a/hwpe/redmule/inc/w_input.h
+++ b/hwpe/redmule/inc/w_input.h
@@ -1,99 +1,35 @@
  /* Header file generated by RedMulE Golden Model */
-uint16_t w_inp [9216] = {
-0x2d1a, 0x2f9c, 0x3596, 0x38eb, 0x3a5c, 0x3827, 0x3b07, 0x397a, 0x347f, 0x3703, 0x2e26, 0x305c, 0x3ba2, 0x39cd, 0x36fa, 0x3899, 0x38dc, 0x3a60, 0x345b, 0x2d80, 0x36ad, 0x2eb8, 0x34ca, 0x384a, 0x33ef, 0x353e, 0x370e, 0x38f6, 0x3947, 0x387c, 0x3893, 0x38fd, 0x39a9, 0x29fb, 0x39ec, 0x3232, 0x35f8, 0x320c, 0x3b5c, 0x34b6, 0x39e6, 0x2b02, 0x340d, 0x30cc, 0x3b7d, 0x3298, 0x381a, 0x3aa8, 0x3b2b, 0x3605, 0x389e, 0x3a3a, 0x2f2c, 0x3ae4, 0x2cc3, 0x2e6b, 0x3850, 0x3a94, 0x396f, 0x3683, 0x3983, 0x39ea, 0x349f, 0x3b95, 0x28a5, 0x3853, 0x349a, 0x30cc, 0x389b, 0x3595, 0x31f9, 0x3a85, 0x367d, 0x3bbe, 0x3bde, 0x3ae7, 0x3977, 0x3a5d, 0x2497, 0x32ed, 0x39c5, 0x3553, 0x3b87, 0x357c, 0x3868, 0x2fc2, 0x1ad7, 0x3079, 0x3b2f, 0x3570, 0x3a70, 0x3761, 0x29cd, 0x3640, 0x3885, 0x2c6e, 
-0x3a6c, 0x322b, 0x34e2, 0x1a14, 0x385b, 0x3bdd, 0x3b0f, 0x3548, 0x35d5, 0x3105, 0x39f6, 0x2ce7, 0x365f, 0x286d, 0x3673, 0x3517, 0x3847, 0x3905, 0x34f8, 0x3a5b, 0x2809, 0x38e8, 0x3910, 0x3bce, 0x3aa7, 0x3a98, 0x3a82, 0x318b, 0x39a1, 0x39c7, 0x3960, 0x3206, 0x3320, 0x3893, 0x2e29, 0x391a, 0x28ae, 0x3535, 0x3a37, 0x3821, 0x32de, 0x326d, 0x3196, 0x3b5f, 0x38f2, 0x3b44, 0x3680, 0x3309, 0x3bf2, 0x3bb2, 0x3874, 0x3531, 0x2c98, 0x3648, 0x2d18, 0x2af5, 0x25d7, 0x3a75, 0x38bc, 0x3a77, 0x39bb, 0x3a92, 0x397d, 0x3486, 0x35e3, 0x3917, 0x3805, 0x3001, 0x3619, 0x3952, 0x34c7, 0x3a87, 0x35de, 0x385e, 0x2590, 0x3bb1, 0x2b49, 0x3526, 0x35c5, 0x3963, 0x374e, 0x346a, 0x35d0, 0x3622, 0x2dd8, 0x3aa0, 0x3292, 0x30d8, 0x3883, 0x3ad4, 0x3a22, 0x360f, 0x3424, 0x348f, 0x3886, 0x38f3, 
-0x3945, 0x3792, 0x3629, 0x3b2b, 0x3bf5, 0x3a69, 0x3199, 0x3b84, 0x35c4, 0x3b13, 0x27a5, 0x3b8a, 0x393d, 0x3a14, 0x3a40, 0x35e7, 0x3a6a, 0x38ad, 0x3bb9, 0x24d8, 0x3b90, 0x3797, 0x3716, 0x384e, 0x3832, 0x3855, 0x39c3, 0x39de, 0x2684, 0x3627, 0x35f0, 0x3a86, 0x3995, 0x2abc, 0x347a, 0x2409, 0x2758, 0x3664, 0x3ae9, 0x1eb1, 0x386a, 0x33dd, 0x3413, 0x243b, 0x3b5b, 0x36fb, 0x38ab, 0x39cb, 0x38e8, 0x308c, 0x3be2, 0x30c8, 0x382c, 0x3bcc, 0x3b0f, 0x30e7, 0x31b4, 0x2adb, 0x2354, 0x2c7e, 0x3774, 0x3299, 0x3574, 0x3b35, 0x38a3, 0x3836, 0x3400, 0x3721, 0x3acb, 0x37da, 0x3688, 0x35d5, 0x3977, 0x3247, 0x2a12, 0x3b36, 0x371a, 0x3750, 0x2ad9, 0x242b, 0x306f, 0x3502, 0x3b35, 0x394d, 0x3646, 0x315d, 0x387d, 0x349f, 0x305a, 0x3a84, 0x3a3e, 0x3be3, 0x3bf9, 0x3580, 0x3b14, 0x3a13, 
-0x371c, 0x2da9, 0x3995, 0x38be, 0x323e, 0x328d, 0x383d, 0x3991, 0x3a57, 0x38ca, 0x3867, 0x3982, 0x34fd, 0x347c, 0x380f, 0x3074, 0x38d4, 0x34fa, 0x326a, 0x377c, 0x3a52, 0x3abd, 0x3536, 0x226f, 0x319c, 0x3321, 0x393e, 0x3467, 0x3b37, 0x3bc1, 0x3a17, 0x394d, 0x33a2, 0x395d, 0x33e4, 0x3b09, 0x3855, 0x354d, 0x2f53, 0x34e7, 0x375b, 0x35f1, 0x367f, 0x3674, 0x2e07, 0x3ba0, 0x314b, 0x3bce, 0x2c5f, 0x384d, 0x3443, 0x36b1, 0x3973, 0x38d8, 0x340d, 0x3a77, 0x2ec7, 0x3538, 0x2e0e, 0x2d39, 0x3a81, 0x3b54, 0x3bdc, 0x3461, 0x2d5f, 0x3a52, 0x390c, 0x2186, 0x3896, 0x39d5, 0x3868, 0x2171, 0x303e, 0x3b19, 0x3915, 0x3be0, 0x39cb, 0x34ce, 0x357f, 0x394b, 0x39d3, 0x3af8, 0x3855, 0x3430, 0x36d6, 0x38bd, 0x3ad5, 0x38f4, 0x252e, 0x3b49, 0x36b0, 0x32b2, 0x3610, 0x3baa, 0x398b, 0x3ac1, 
-0x3655, 0x2ad4, 0x38e1, 0x3a9a, 0x37b9, 0x3027, 0x3889, 0x3017, 0x3baf, 0x32b8, 0x3922, 0x3984, 0x3ac3, 0x3775, 0x37f5, 0x38f0, 0x3a37, 0x3a8a, 0x283a, 0x1b5c, 0x3998, 0x2c23, 0x380e, 0x3254, 0x3ad7, 0x39f2, 0x328e, 0x36da, 0x370d, 0x2f71, 0x3944, 0x2e44, 0x36d7, 0x362a, 0x370d, 0x38a7, 0x3b99, 0x3850, 0x3111, 0x329d, 0x3bbf, 0x353e, 0x3932, 0x3542, 0x2ab8, 0x3bf2, 0x312c, 0x3070, 0x3983, 0x3882, 0x3aa6, 0x39fd, 0x384b, 0x3a76, 0x3b1f, 0x312a, 0x183e, 0x362e, 0x347e, 0x38cf, 0x3186, 0x38eb, 0x1c0b, 0x2def, 0x33ec, 0x3b0f, 0x387e, 0x344f, 0x3b28, 0x367f, 0x3661, 0x382a, 0x28c2, 0x3980, 0x3709, 0x3875, 0x3922, 0x37fb, 0x36a9, 0x2f28, 0x36c2, 0x30c6, 0x3bcf, 0x3aba, 0x3965, 0x3397, 0x39ab, 0x3812, 0x344e, 0x39ff, 0x3866, 0x3895, 0x3ba0, 0x3a13, 0x3a1b, 0x35ef, 
-0x382a, 0x34ad, 0x39c7, 0x2ef8, 0x377e, 0x3915, 0x3beb, 0x3a4f, 0x35e7, 0x3465, 0x3668, 0x3404, 0x3233, 0x3361, 0x3b7e, 0x3702, 0x3b3b, 0x3834, 0x36e7, 0x3a65, 0x2ed7, 0x3965, 0x3914, 0x34c7, 0x3722, 0x3612, 0x397f, 0x2e03, 0x36b6, 0x2da9, 0x33d1, 0x350e, 0x38af, 0x1b8f, 0x360b, 0x3803, 0x38e4, 0x328a, 0x330b, 0x383c, 0x3501, 0x334b, 0x35bf, 0x395f, 0x394f, 0x359b, 0x3b66, 0x2eee, 0x350f, 0x3759, 0x3a91, 0x3b46, 0x3808, 0x3b0e, 0x38c7, 0x3846, 0x2e4b, 0x2edb, 0x382a, 0x348d, 0x1a8b, 0x3510, 0x39c3, 0x30f8, 0x3758, 0x2fc8, 0x3386, 0x3316, 0x393f, 0x3351, 0x3b46, 0x389f, 0x3312, 0x28a9, 0x34ff, 0x3a51, 0x3b00, 0x36a4, 0x3811, 0x281c, 0x3646, 0x3b42, 0x3453, 0x32ea, 0x2f6b, 0x3a64, 0x2cd4, 0x28d1, 0x3a0b, 0x3276, 0x3b1d, 0x368e, 0x340a, 0x3ac3, 0x3067, 0x3987, 
-0x25a7, 0x39f4, 0x3b54, 0x38d8, 0x3708, 0x3999, 0x313e, 0x316b, 0x39af, 0x2e81, 0x3667, 0x39e3, 0x3904, 0x391d, 0x383d, 0x3956, 0x36c0, 0x30d0, 0x346d, 0x39cf, 0x3236, 0x354f, 0x377f, 0x326a, 0x3800, 0x3022, 0x3b2f, 0x3b98, 0x3a97, 0x3bca, 0x3a1e, 0x3a5b, 0x337d, 0x385c, 0x2fff, 0x399e, 0x33e3, 0x355a, 0x3835, 0x3a1e, 0x38d5, 0x3791, 0x2f0d, 0x2ef4, 0x3581, 0x397a, 0x3a26, 0x391b, 0x3727, 0x3874, 0x3a25, 0x30ba, 0x2b99, 0x3a8b, 0x345b, 0x3bab, 0x3900, 0x3743, 0x3b73, 0x391a, 0x3bd2, 0x39ea, 0x3599, 0x383b, 0x34c0, 0x34b3, 0x3bf0, 0x396d, 0x3b6f, 0x36f9, 0x350e, 0x3b43, 0x39da, 0x3b16, 0x38af, 0x369c, 0x3530, 0x3a87, 0x3a68, 0x2220, 0x2d27, 0x3a49, 0x2df1, 0x353a, 0x3a08, 0x3bdb, 0x378e, 0x2942, 0x35f0, 0x3618, 0x3897, 0x3946, 0x3b7d, 0x3a44, 0x356f, 0x389f, 
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-0x34f7, 0x3755, 0x3960, 0x355f, 0x3765, 0x38fa, 0x3be8, 0x33ca, 0x351f, 0x31eb, 0x397e, 0x1412, 0x3022, 0x3467, 0x39d7, 0x3a60, 0x2c85, 0x3241, 0x3a90, 0x3926, 0x397a, 0x38f1, 0x3996, 0x3a51, 0x3ad5, 0x2e68, 0x38a9, 0x3663, 0x399f, 0x35f3, 0x3b4c, 0x34aa, 0x3b6b, 0x32af, 0x3aa8, 0x3a22, 0x38b6, 0x34cd, 0x2c81, 0x3945, 0x37a9, 0x3a20, 0x2523, 0x3ad8, 0x29ca, 0x3b63, 0x3a69, 0x37dc, 0x323b, 0x3898, 0x38e3, 0x3637, 0x394a, 0x2d82, 0x392c, 0x3993, 0x35b8, 0x3810, 0x399e, 0x3672, 0x39fa, 0x36c2, 0x351f, 0x3797, 0x244f, 0x3b02, 0x3304, 0x385f, 0x3312, 0x394e, 0x396b, 0x28bf, 0x3885, 0x39e2, 0x347e, 0x33ad, 0x3526, 0x3a5f, 0x3b90, 0x3b1e, 0x2572, 0x3a9c, 0x30ec, 0x393e, 0x3a9b, 0x357a, 0x394b, 0x3449, 0x3545, 0x2fee, 0x3702, 0x362b, 0x3bd4, 0x27d9, 0x2d6d, 0x3080, 
-0x30fb, 0x382e, 0x387a, 0x3b71, 0x355f, 0x39cc, 0x33c0, 0x2f57, 0x3b2f, 0x3b79, 0x3aea, 0x3b17, 0x3b46, 0x3844, 0x380d, 0x30a7, 0x2348, 0x381f, 0x2c21, 0x3a3b, 0x2cf6, 0x3523, 0x3835, 0x1b53, 0x3ad3, 0x3b18, 0x372a, 0x39a5, 0x37e6, 0x39bd, 0x2cfd, 0x395d, 0x2ea2, 0x39cb, 0x3bdc, 0x36db, 0x3b48, 0x3acc, 0x3439, 0x34c8, 0x3361, 0x3b5b, 0x324a, 0x35ec, 0x2c87, 0x395e, 0x35fe, 0x37a4, 0x361f, 0x315f, 0x305e, 0x35f7, 0x3541, 0x3729, 0x37ed, 0x31b7, 0x3a9a, 0x34ee, 0x376c, 0x3a7a, 0x389e, 0x30b3, 0x328e, 0x3811, 0x36f5, 0x35d9, 0x37f9, 0x3bcf, 0x3a0d, 0x3658, 0x3ba9, 0x38df, 0x3997, 0x3a6d, 0x375e, 0x32f7, 0x382e, 0x3b0d, 0x38ed, 0x346a, 0x3b8a, 0x2da9, 0x359c, 0x3574, 0x3840, 0x3333, 0x3a5b, 0x358d, 0x39f3, 0x385d, 0x2959, 0x3908, 0x3b84, 0x3a40, 0x2f0d, 0x35e0, 
-0x2066, 0x3940, 0x3b3b, 0x320f, 0x37cc, 0x377a, 0x3b22, 0x36da, 0x3aa0, 0x3476, 0x34b4, 0x3941, 0x36f4, 0x391e, 0x3a8d, 0x32ca, 0x3853, 0x3af6, 0x34d2, 0x36a6, 0x33f1, 0x39a0, 0x3790, 0x3440, 0x390f, 0x3a83, 0x399d, 0x367d, 0x2b8e, 0x3575, 0x3a1b, 0x3a7c, 0x3a6c, 0x2eb2, 0x3a27, 0x369b, 0x3a45, 0x38a4, 0x346f, 0x3a8c, 0x307a, 0x36d0, 0x39be, 0x39ae, 0x34ee, 0x2ae7, 0x3559, 0x3858, 0x3705, 0x38eb, 0x39fa, 0x3565, 0x3285, 0x392a, 0x394a, 0x300a, 0x39f6, 0x2e3e, 0x33dc, 0x39c7, 0x295d, 0x3b80, 0x3888, 0x3760, 0x3bfb, 0x396f, 0x3729, 0x386d, 0x39bb, 0x2d93, 0x387a, 0x3b12, 0x3b2e, 0x3bdc, 0x33ec, 0x383d, 0x38d0, 0x3373, 0x3bb0, 0x3987, 0x3b2b, 0x3097, 0x3884, 0x3b20, 0x39bf, 0x3360, 0x2b53, 0x370a, 0x2f02, 0x38ab, 0x24ee, 0x3947, 0x3927, 0x29d7, 0x3b8d, 0x3b8b, 
-0x3a58, 0x292b, 0x3604, 0x398f, 0x321b, 0x341f, 0x3909, 0x3901, 0x3b49, 0x32ee, 0x3940, 0x3b77, 0x31f0, 0x344e, 0x380c, 0x36b1, 0x3a4e, 0x3638, 0x3922, 0x3864, 0x393b, 0x3903, 0x302f, 0x2ff2, 0x30b7, 0x3997, 0x385b, 0x3bbf, 0x3b39, 0x38de, 0x3a69, 0x3b51, 0x3aed, 0x387b, 0x269d, 0x39c7, 0x3a99, 0x3beb, 0x3672, 0x33ee, 0x200e, 0x3834, 0x34f7, 0x3971, 0x355a, 0x31fd, 0x2531, 0x385f, 0x3bf2, 0x2686, 0x364a, 0x358a, 0x2e99, 0x2f89, 0x3809, 0x3924, 0x39ee, 0x3990, 0x3987, 0x3972, 0x3813, 0x3840, 0x34dd, 0x374a, 0x3250, 0x2f4c, 0x35d9, 0x2991, 0x3b3f, 0x362e, 0x3455, 0x2abb, 0x3a2d, 0x3b57, 0x3567, 0x2cc0, 0x2d0d, 0x3be3, 0x2f3e, 0x3a9f, 0x3253, 0x34e8, 0x3712, 0x334e, 0x3ab9, 0x3bae, 0x3a1d, 0x3a5c, 0x3b96, 0x3adf, 0x3088, 0x3a8e, 0x35f3, 0x3795, 0x35d1, 0x3bb4, 
-0x3862, 0x3976, 0x3b9a, 0x3291, 0x3b5c, 0x3540, 0x2d00, 0x3702, 0x3519, 0x39dd, 0x3bff, 0x3560, 0x3642, 0x392c, 0x3a6f, 0x32ff, 0x32f2, 0x3836, 0x2d5f, 0x368d, 0x383b, 0x3abb, 0x2ec9, 0x3ada, 0x391a, 0x3811, 0x35d9, 0x3b90, 0x3aa3, 0x3149, 0x3b10, 0x3912, 0x3391, 0x318b, 0x22ed, 0x3a32, 0x3819, 0x39c9, 0x3865, 0x332e, 0x399b, 0x3aaa, 0x3b3e, 0x37b6, 0x35db, 0x3286, 0x3765, 0x2afe, 0x3b7a, 0x32b2, 0x38c9, 0x37d0, 0x3a6d, 0x3a3a, 0x3a9c, 0x364d, 0x3915, 0x36d5, 0x24fb, 0x35ed, 0x3abd, 0x3200, 0x3ae4, 0x3a0f, 0x3ac2, 0x33be, 0x3812, 0x3bae, 0x3969, 0x3237, 0x3bb0, 0x3681, 0x35c9, 0x37da, 0x2f15, 0x3362, 0x3b5c, 0x3a74, 0x315a, 0x3b44, 0x2f83, 0x3971, 0x3bfd, 0x3ab3, 0x35ae, 0x3a5a, 0x303d, 0x2a1d, 0x3a0c, 0x3bbe, 0x3365, 0x33df, 0x3521, 0x3bce, 0x3880, 0x3842, 
-0x3a15, 0x3835, 0x2ac7, 0x3640, 0x3864, 0x309d, 0x3934, 0x364d, 0x30f9, 0x3954, 0x34c0, 0x39a2, 0x36c1, 0x3a64, 0x2f3d, 0x338e, 0x3993, 0x34c0, 0x2c7e, 0x30a8, 0x3696, 0x2d67, 0x2017, 0x3757, 0x2ebc, 0x2c37, 0x3422, 0x36a8, 0x3a49, 0x364d, 0x3b0a, 0x3adc, 0x34f1, 0x3a15, 0x389b, 0x389b, 0x3557, 0x3542, 0x3a12, 0x38b4, 0x3a49, 0x38fd, 0x3a25, 0x3516, 0x3bc9, 0x3811, 0x1b72, 0x391e, 0x2ecb, 0x3a69, 0x3818, 0x342b, 0x3b44, 0x3912, 0x2ae6, 0x3bb1, 0x355e, 0x3182, 0x3793, 0x385b, 0x2983, 0x394d, 0x3021, 0x307c, 0x3419, 0x364f, 0x395f, 0x3395, 0x365d, 0x3a90, 0x3b4d, 0x3660, 0x35ad, 0x3b87, 0x3b40, 0x3919, 0x3800, 0x385c, 0x187b, 0x3b1e, 0x38c8, 0x38bf, 0x3844, 0x390b, 0x3672, 0x37df, 0x3a46, 0x3013, 0x30fd, 0x3a86, 0x36aa, 0x3a60, 0x39a7, 0x39b7, 0x37d2, 0x33e7, 
-0x2cde, 0x3a8d, 0x33d3, 0x2c74, 0x34c5, 0x2b02, 0x3ab0, 0x375d, 0x3a8f, 0x39c7, 0x340c, 0x3bc7, 0x39ae, 0x2ea6, 0x3b0b, 0x394b, 0x3823, 0x3504, 0x383a, 0x38f6, 0x382d, 0x3bda, 0x3a1b, 0x38c9, 0x35e2, 0x39f1, 0x38b9, 0x3281, 0x3bb3, 0x3156, 0x2c35, 0x3b28, 0x2cfe, 0x392a, 0x3908, 0x3a72, 0x2d0e, 0x3b20, 0x369d, 0x3bae, 0x2f9f, 0x3aac, 0x331f, 0x3ab7, 0x3999, 0x3980, 0x3b17, 0x39d3, 0x3609, 0x231d, 0x386c, 0x39b7, 0x2a32, 0x37b0, 0x350d, 0x2554, 0x33ee, 0x2c9a, 0x319a, 0x37d6, 0x347e, 0x3a54, 0x3903, 0x3aaa, 0x31fc, 0x33c9, 0x3988, 0x3ac7, 0x31b5, 0x354c, 0x3ba7, 0x342e, 0x3898, 0x3907, 0x3bc4, 0x36b6, 0x36fc, 0x3896, 0x3832, 0x33d8, 0x3af7, 0x38df, 0x3b8b, 0x2dc9, 0x29a0, 0x3b24, 0x34e6, 0x2d49, 0x34c2, 0x388e, 0x36cb, 0x2eff, 0x34fb, 0x3b91, 0x3be3, 0x39ed, 
-0x38fb, 0x3675, 0x36d9, 0x385b, 0x36ce, 0x3755, 0x354b, 0x3014, 0x3670, 0x3be2, 0x3af2, 0x3b6e, 0x345f, 0x2f8d, 0x3a55, 0x3919, 0x3ad3, 0x3388, 0x368a, 0x3bbf, 0x2b8e, 0x28fd, 0x2e73, 0x3baa, 0x3326, 0x3625, 0x351e, 0x35eb, 0x305c, 0x3bc5, 0x345b, 0x3473, 0x3555, 0x28bb, 0x357a, 0x39c2, 0x3871, 0x3232, 0x2c3a, 0x3983, 0x340a, 0x3af8, 0x3932, 0x3354, 0x3a39, 0x36b8, 0x367a, 0x29ce, 0x3bf0, 0x290d, 0x339f, 0x3afb, 0x340d, 0x3128, 0x38ac, 0x2b34, 0x346f, 0x3356, 0x3bb9, 0x2967, 0x355a, 0x37cd, 0x34f4, 0x3a66, 0x36b6, 0x2968, 0x3bf7, 0x3a0d, 0x361c, 0x3898, 0x3859, 0x39fe, 0x3bdb, 0x38aa, 0x3b92, 0x2fcc, 0x38b1, 0x3713, 0x3be1, 0x3826, 0x3b00, 0x32c3, 0x30a1, 0x38d7, 0x3bf3, 0x3b42, 0x38af, 0x304b, 0x3279, 0x37c5, 0x2072, 0x346c, 0x3857, 0x3597, 0x3624, 0x39d7, 
-0x3042, 0x392a, 0x3120, 0x20d7, 0x3b8c, 0x3a8f, 0x383a, 0x3a52, 0x3bbd, 0x31ad, 0x3781, 0x3359, 0x36cb, 0x33f1, 0x385b, 0x3225, 0x38d5, 0x3019, 0x3a17, 0x34d3, 0x3a34, 0x39ba, 0x3a17, 0x31e8, 0x3b53, 0x3b9c, 0x3b54, 0x33b6, 0x3488, 0x367a, 0x3a2c, 0x3ac7, 0x3b0a, 0x399a, 0x3891, 0x3a51, 0x3a4a, 0x380b, 0x391c, 0x3805, 0x381d, 0x3b2a, 0x2a0d, 0x3acc, 0x3b55, 0x3958, 0x3a2b, 0x35cd, 0x340e, 0x36e1, 0x3a09, 0x2569, 0x2c5f, 0x376c, 0x3431, 0x3ad3, 0x31fc, 0x331e, 0x396b, 0x2ebd, 0x380f, 0x3bce, 0x3a74, 0x32de, 0x30ec, 0x3300, 0x3aba, 0x34c3, 0x3abd, 0x30c6, 0x39af, 0x3a3d, 0x3ad9, 0x3097, 0x2af9, 0x38a6, 0x3071, 0x25c5, 0x34ea, 0x2ff3, 0x355e, 0x3b66, 0x1edc, 0x3a1f, 0x32c7, 0x381c, 0x3837, 0x3bc1, 0x3033, 0x3bcb, 0x3a53, 0x3ab7, 0x38be, 0x2a81, 0x36ad, 0x301f, 
-0x3931, 0x3ba1, 0x34ac, 0x383d, 0x3636, 0x35b9, 0x38f2, 0x2c53, 0x32a9, 0x3b31, 0x3181, 0x383c, 0x395b, 0x30ef, 0x3aa7, 0x30ce, 0x32ff, 0x328b, 0x3329, 0x2c12, 0x394e, 0x2c60, 0x35de, 0x3938, 0x2c18, 0x37be, 0x392e, 0x3438, 0x3650, 0x34c7, 0x392c, 0x39aa, 0x2e72, 0x3ab6, 0x2bc9, 0x3bfa, 0x36f2, 0x2830, 0x2ad4, 0x3b3f, 0x3ae7, 0x34c7, 0x3064, 0x35ef, 0x3956, 0x39e9, 0x31eb, 0x2ff8, 0x36f3, 0x38de, 0x34b8, 0x3aa8, 0x1c30, 0x3b4f, 0x38d9, 0x3bba, 0x39b7, 0x3b4c, 0x2ee9, 0x3837, 0x3835, 0x36c6, 0x3928, 0x2e72, 0x37d2, 0x3642, 0x31cb, 0x35d6, 0x3408, 0x3404, 0x39d4, 0x3877, 0x38a5, 0x31ae, 0x2c75, 0x341a, 0x3af5, 0x3abc, 0x330b, 0x387d, 0x3b46, 0x369f, 0x2bf0, 0x3bdc, 0x36fc, 0x362a, 0x374f, 0x3bc3, 0x3ac5, 0x38c1, 0x3965, 0x380f, 0x3675, 0x3bba, 0x3a38, 0x39ca 
+uint16_t w_inp [1024] = {
+0x311a, 0x39e0, 0x387d, 0x3a4a, 0x386f, 0x3ada, 0x392f, 0x3854, 0x3014, 0x2fd2, 0x31c9, 0x2fca, 0x2e55, 0x3bc8, 0x396d, 0x3b1d, 0x39f6, 0x333a, 0x3908, 0x3628, 0x3bab, 0x3b8b, 0x3b4a, 0x322d, 0x3925, 0x317a, 0x3725, 0x31c2, 0x3066, 0x38f3, 0x3a17, 0x3476, 
+0x3bda, 0x3196, 0x3922, 0x3680, 0x396a, 0x3021, 0x3761, 0x374d, 0x2fc2, 0x3967, 0x3b94, 0x33b5, 0x3797, 0x34d6, 0x3655, 0x2176, 0x39bc, 0x3999, 0x3658, 0x3904, 0x3759, 0x2ade, 0x3a5a, 0x3b78, 0x36c7, 0x2d01, 0x3b58, 0x2d9a, 0x373d, 0x3952, 0x38e8, 0x3887, 
+0x37b6, 0x3a88, 0x2f8a, 0x2d79, 0x3413, 0x3421, 0x3976, 0x32b2, 0x3446, 0x2d99, 0x3a56, 0x3322, 0x3b49, 0x39fa, 0x3acd, 0x3af6, 0x304c, 0x3abb, 0x3a83, 0x38b2, 0x3ab9, 0x363e, 0x389f, 0x31bb, 0x38e1, 0x3bc4, 0x3b9b, 0x2984, 0x3a43, 0x3b2f, 0x35d6, 0x3bda, 
+0x2df3, 0x3bf8, 0x2acc, 0x378b, 0x3555, 0x2e59, 0x31d4, 0x34ec, 0x3a46, 0x3bab, 0x3214, 0x3161, 0x3470, 0x3a03, 0x368e, 0x31ad, 0x27cb, 0x2ecb, 0x3422, 0x39f7, 0x3644, 0x3a77, 0x313f, 0x34f2, 0x39b3, 0x3bf2, 0x379a, 0x3456, 0x35fe, 0x3ae7, 0x3964, 0x385f, 
+0x3b16, 0x3999, 0x3833, 0x2eda, 0x3afd, 0x3a4a, 0x3ba2, 0x2bd4, 0x3b38, 0x31a2, 0x32dd, 0x353c, 0x366f, 0x375e, 0x3821, 0x367a, 0x3b44, 0x39e6, 0x3787, 0x339e, 0x39d7, 0x38c6, 0x37d5, 0x342f, 0x3984, 0x319b, 0x33b5, 0x35ab, 0x398a, 0x374e, 0x36b6, 0x3b21, 
+0x3bbb, 0x2ab3, 0x2ad5, 0x33bc, 0x2bef, 0x3780, 0x3738, 0x3a0b, 0x3b09, 0x30ca, 0x384e, 0x3ab3, 0x39bd, 0x3453, 0x3a6d, 0x3957, 0x2c10, 0x30e9, 0x35d4, 0x3aef, 0x3be9, 0x39ad, 0x3a74, 0x3af9, 0x3739, 0x2d4d, 0x39fe, 0x3b72, 0x2c57, 0x398c, 0x381f, 0x3930, 
+0x3820, 0x321b, 0x3964, 0x2964, 0x33a0, 0x2d00, 0x2490, 0x336b, 0x3465, 0x3b2e, 0x3aa0, 0x371f, 0x300e, 0x3a09, 0x3bf1, 0x25cc, 0x3b6f, 0x3384, 0x3a88, 0x3acb, 0x3814, 0x36d0, 0x3081, 0x3a2c, 0x3353, 0x39cb, 0x31ed, 0x3af6, 0x3721, 0x36c7, 0x2ce2, 0x390d, 
+0x3698, 0x3ab2, 0x3b3e, 0x2eb4, 0x3998, 0x39e3, 0x3a77, 0x3632, 0x2c12, 0x3bd5, 0x3ba3, 0x3bba, 0x323c, 0x367b, 0x3557, 0x39c8, 0x37db, 0x3b45, 0x3b6e, 0x3931, 0x3121, 0x3a8d, 0x3a55, 0x3b9b, 0x358a, 0x3925, 0x3491, 0x3912, 0x3b6b, 0x3584, 0x32df, 0x3120, 
+0x32b2, 0x3b0a, 0x2cad, 0x3465, 0x3ad3, 0x3bcd, 0x363b, 0x3afe, 0x354b, 0x3374, 0x39af, 0x3b7f, 0x308c, 0x2e72, 0x3380, 0x3b70, 0x3902, 0x38d8, 0x39f3, 0x3a4b, 0x3853, 0x397b, 0x2ebe, 0x387f, 0x2845, 0x37e2, 0x360f, 0x370b, 0x3acb, 0x35d4, 0x36e6, 0x3262, 
+0x2e88, 0x3a54, 0x2ee3, 0x3575, 0x3afe, 0x2aee, 0x39a0, 0x3aae, 0x3693, 0x3432, 0x3834, 0x3b9b, 0x3bcb, 0x2e3a, 0x356d, 0x374e, 0x3924, 0x383c, 0x311e, 0x3ac5, 0x352d, 0x311e, 0x38ca, 0x34d4, 0x36ca, 0x34ed, 0x3a13, 0x33eb, 0x3639, 0x3828, 0x3b3c, 0x3939, 
+0x3837, 0x3521, 0x2cb5, 0x3629, 0x3924, 0x384c, 0x366a, 0x3bbf, 0x2e9e, 0x3ba8, 0x33ad, 0x38c8, 0x3934, 0x3907, 0x249a, 0x3690, 0x3a09, 0x3215, 0x3898, 0x325d, 0x37d5, 0x3195, 0x361c, 0x3ae4, 0x351f, 0x3452, 0x3bc0, 0x375c, 0x39bf, 0x317a, 0x3aae, 0x283a, 
+0x3476, 0x3b92, 0x3472, 0x383e, 0x280f, 0x39d6, 0x2fd1, 0x31f4, 0x2ffb, 0x3b97, 0x3692, 0x36c0, 0x3989, 0x33cf, 0x3ba6, 0x3239, 0x35d7, 0x33ab, 0x31eb, 0x3b47, 0x389b, 0x3b88, 0x3580, 0x354c, 0x3802, 0x3b9a, 0x3b94, 0x2a92, 0x2db1, 0x38bd, 0x2dfb, 0x3900, 
+0x344f, 0x3739, 0x27a5, 0x3b2e, 0x342b, 0x34bb, 0x30c8, 0x3ae8, 0x3b26, 0x3982, 0x38c0, 0x3408, 0x38c8, 0x36ef, 0x3bf0, 0x3acf, 0x3a3c, 0x3825, 0x31a5, 0x3ada, 0x3b5b, 0x37db, 0x3a01, 0x3663, 0x3a7d, 0x327b, 0x3a1f, 0x3862, 0x38af, 0x3204, 0x372e, 0x3b19, 
+0x3708, 0x3622, 0x2e62, 0x39ab, 0x2d4d, 0x31b4, 0x3552, 0x3bbc, 0x36f2, 0x36eb, 0x38ef, 0x3755, 0x3bbe, 0x2c17, 0x3815, 0x2f53, 0x363f, 0x38c1, 0x3246, 0x386b, 0x34de, 0x34e4, 0x3baa, 0x349e, 0x32ce, 0x3a68, 0x373f, 0x2cce, 0x3b36, 0x28ba, 0x3b50, 0x3232, 
+0x1f34, 0x3928, 0x35cd, 0x3b38, 0x30ce, 0x35a1, 0x3a06, 0x3a32, 0x3a53, 0x3489, 0x3241, 0x372f, 0x390c, 0x3a1b, 0x378a, 0x3713, 0x3769, 0x37a8, 0x3418, 0x3ad4, 0x3a4e, 0x3bf7, 0x37a5, 0x34dc, 0x39b2, 0x351b, 0x3372, 0x349f, 0x2f50, 0x3ab1, 0x3795, 0x2db7, 
+0x3864, 0x3157, 0x3900, 0x323e, 0x389e, 0x3880, 0x3b1f, 0x37a1, 0x396c, 0x2e43, 0x2c2a, 0x3b78, 0x3988, 0x3a14, 0x39c1, 0x3b51, 0x3780, 0x3bf2, 0x2d19, 0x3815, 0x3a5f, 0x3641, 0x2f62, 0x37d5, 0x3564, 0x139a, 0x3ab8, 0x28f7, 0x3785, 0x34e1, 0x3097, 0x3768, 
+0x3971, 0x3ae2, 0x32ae, 0x2fd5, 0x382a, 0x346c, 0x3133, 0x3167, 0x3940, 0x2d12, 0x389a, 0x3bd0, 0x3943, 0x391c, 0x3a75, 0x2a11, 0x391e, 0x372d, 0x3a79, 0x3b72, 0x3373, 0x39b7, 0x35d7, 0x372b, 0x3a6d, 0x38a1, 0x3279, 0x3434, 0x3694, 0x3b45, 0x3abb, 0x392d, 
+0x34a8, 0x3757, 0x32ca, 0x345d, 0x36a5, 0x3854, 0x2dcd, 0x30af, 0x38dd, 0x3067, 0x3411, 0x3997, 0x397a, 0x3a64, 0x38b8, 0x3962, 0x3509, 0x3bb6, 0x3a66, 0x339f, 0x372a, 0x31a8, 0x37da, 0x36ff, 0x33c6, 0x31da, 0x3977, 0x3b72, 0x3841, 0x3567, 0x3433, 0x33b8, 
+0x39fe, 0x3a10, 0x3bf2, 0x35e7, 0x3a4a, 0x3b3e, 0x2ec7, 0x3aa4, 0x3846, 0x3af9, 0x38a9, 0x2c1f, 0x39ab, 0x349f, 0x31d6, 0x39ae, 0x3b79, 0x352d, 0x3516, 0x347c, 0x2f33, 0x35ad, 0x31c4, 0x3b52, 0x354b, 0x3786, 0x3ab7, 0x3896, 0x34ac, 0x352f, 0x37e6, 0x326a, 
+0x2e44, 0x34c7, 0x388d, 0x3bf4, 0x363f, 0x3b3d, 0x33b1, 0x3b8b, 0x3340, 0x37f7, 0x3b07, 0x25bf, 0x398e, 0x3505, 0x3bd7, 0x366d, 0x388a, 0x2cc0, 0x359a, 0x3b9a, 0x3b99, 0x379d, 0x3b6b, 0x39b8, 0x3223, 0x2703, 0x3ba9, 0x2ecb, 0x3759, 0x39d8, 0x37ac, 0x32cf, 
+0x35f2, 0x38a3, 0x399e, 0x3bd2, 0x3780, 0x3af3, 0x3b5e, 0x337b, 0x3a08, 0x35da, 0x3446, 0x3b25, 0x3ad0, 0x3bee, 0x3141, 0x32d8, 0x34ce, 0x2ac9, 0x3800, 0x3a8a, 0x2d53, 0x368a, 0x3561, 0x3998, 0x35a3, 0x3677, 0x3ab2, 0x3269, 0x3236, 0x3b3e, 0x3aba, 0x3bac, 
+0x395d, 0x3820, 0x1df6, 0x3bb5, 0x35b5, 0x3675, 0x3b74, 0x360f, 0x34de, 0x3a0c, 0x3aeb, 0x299d, 0x3207, 0x3bd8, 0x2178, 0x3995, 0x3948, 0x3908, 0x3843, 0x2ea5, 0x3045, 0x3989, 0x345d, 0x39c5, 0x3a89, 0x3863, 0x3be0, 0x397a, 0x38f1, 0x39e2, 0x3b08, 0x352e, 
+0x385f, 0x28f2, 0x3bc3, 0x35e0, 0x380c, 0x3b9c, 0x3afc, 0x390a, 0x3689, 0x34fd, 0x2cf5, 0x308e, 0x342b, 0x3921, 0x3a67, 0x3ad6, 0x2986, 0x32fc, 0x35aa, 0x3507, 0x3608, 0x33fd, 0x3bf3, 0x39e2, 0x3b0f, 0x30b7, 0x3896, 0x3ae4, 0x2145, 0x35b6, 0x2e1d, 0x3ad1, 
+0x333d, 0x3afb, 0x2703, 0x3413, 0x1d7d, 0x3b7f, 0x3ae1, 0x303c, 0x3004, 0x39d3, 0x3554, 0x31a4, 0x354e, 0x3662, 0x39c5, 0x2eb7, 0x2c6e, 0x397f, 0x31d8, 0x1f0c, 0x38e3, 0x35f0, 0x2714, 0x28d1, 0x375e, 0x3a75, 0x3830, 0x3578, 0x397d, 0x3b18, 0x383c, 0x3498, 
+0x39ad, 0x3598, 0x23c4, 0x34ea, 0x3a61, 0x2b00, 0x3707, 0x3ae1, 0x37ae, 0x389d, 0x37fa, 0x3673, 0x3278, 0xf3e, 0x3809, 0x33c6, 0x3bf5, 0x3279, 0x3816, 0x360c, 0x39c8, 0x381f, 0x3741, 0x2d66, 0x38c0, 0x37d3, 0x377a, 0x3621, 0x2faf, 0x392e, 0x2de6, 0x33c5, 
+0x3803, 0x2600, 0x32e9, 0x39b4, 0x38d2, 0x34e8, 0x2fe6, 0x3199, 0x3643, 0x3a77, 0x27cc, 0x39d7, 0x34c6, 0x2ea8, 0x364e, 0x3b07, 0x31c7, 0x30a1, 0x31b1, 0x3b8f, 0x3571, 0x3b75, 0x3989, 0x3805, 0x39fb, 0x3945, 0x352b, 0x31d8, 0x3904, 0x3440, 0x3a57, 0x2cf7, 
+0x3b39, 0x2fcd, 0x2b89, 0x2edd, 0x3682, 0x36a9, 0x32c8, 0x37ac, 0x32a5, 0x3311, 0x394b, 0x3b84, 0x3aec, 0x3601, 0x2765, 0x3b69, 0x396b, 0x3727, 0x3bfe, 0x3907, 0x376f, 0x3674, 0x3973, 0x3671, 0x3491, 0x3993, 0x383f, 0x3335, 0x3989, 0x3550, 0x3077, 0x35f5, 
+0x3a59, 0x3950, 0x380c, 0x37cd, 0x30bf, 0x3607, 0x3afa, 0x3b5d, 0x32b9, 0x386b, 0x35bd, 0x3aca, 0x3ba5, 0x3b2d, 0x3b19, 0x3b8b, 0x345e, 0x2845, 0x34aa, 0x372a, 0x3448, 0x34f5, 0x3ae2, 0x3637, 0x2cb5, 0x354b, 0x3b15, 0x2ca8, 0x2641, 0x3178, 0x2cfe, 0x39b4, 
+0x3bdd, 0x3acb, 0x3a05, 0x38a2, 0x3b4a, 0x34e5, 0x395f, 0x394b, 0x34c4, 0x3aa5, 0x29bb, 0x2d96, 0x339d, 0x387c, 0x382e, 0x385a, 0x396b, 0x3aa9, 0x2f1e, 0x33a7, 0x3b90, 0x3b7b, 0x3b5f, 0x39d3, 0x3b18, 0x354f, 0x2cdb, 0x3a6f, 0x3434, 0x34ff, 0x3a5b, 0x3b84, 
+0x3a33, 0x384b, 0x2e67, 0x3b85, 0x3853, 0x380c, 0x346a, 0x3aaa, 0x3492, 0x33e8, 0x3bf2, 0x38ae, 0x3a29, 0x3830, 0x3221, 0x35b1, 0x3a48, 0x2c68, 0x2ced, 0x3a7e, 0x3539, 0x3922, 0x374c, 0x3aaa, 0x2dae, 0x395d, 0x3b3d, 0x3890, 0x2cfe, 0x2dd6, 0x3bad, 0x33c5, 
+0x2c07, 0x3a2c, 0x37a8, 0x390f, 0x2fc8, 0x35ae, 0x388c, 0x30ee, 0x3674, 0x391d, 0x3bfc, 0x36bf, 0x322d, 0x3a78, 0x35c0, 0x3492, 0x3ac8, 0x3504, 0x3315, 0x381d, 0x3a7a, 0x3a08, 0x343c, 0x3bda, 0x341b, 0x39f0, 0x3b9e, 0x395d, 0x3c00, 0x38ab, 0x3bcf, 0x3564, 
+0x33c4, 0x3b0d, 0x3623, 0x33b9, 0x3b92, 0x1e71, 0x2c57, 0x36d0, 0x314b, 0x3a16, 0x3372, 0x341b, 0x3aaa, 0x3444, 0x396b, 0x2dd7, 0x3b30, 0x3559, 0x3b5b, 0x3a29, 0x2d19, 0x38b7, 0x3b01, 0x3afa, 0x398a, 0x3839, 0x3ac9, 0x2e31, 0x3924, 0x39f2, 0x3a7f, 0x3285 
 };
\ No newline at end of file
diff --git a/hwpe/redmule/inc/x_2D.h b/hwpe/redmule/inc/x_2D.h
index ebe42af..0b589f8 100644
--- a/hwpe/redmule/inc/x_2D.h
+++ b/hwpe/redmule/inc/x_2D.h
@@ -1,99 +1,27 @@
  /* Header file generated by RedMulE Golden Model */
-uint16_t x_inp_2D [96][96] = {
-0x3122, 0x369c, 0x39bd, 0x3b58, 0x3be0, 0x3a5a, 0x3416, 0x386c, 0x3a11, 0x350e, 0x38ab, 0x35ad, 0x35d9, 0x390f, 0x3565, 0x36b0, 0x3aad, 0x3a64, 0x3797, 0x368d, 0x35a6, 0x396f, 0x2a5e, 0x3a29, 0x38a7, 0x33a8, 0x3409, 0x3621, 0x3b02, 0x34a7, 0x3a94, 0x3819, 0x3695, 0x380a, 0x3acd, 0x396a, 0x395a, 0x3663, 0x3bbe, 0x3306, 0x3a4d, 0x3b0d, 0x3bc3, 0x30fa, 0x32ab, 0x31fd, 0x3bc9, 0x38ce, 0x3180, 0x3980, 0x34ec, 0x3a84, 0x3bc9, 0x3719, 0x3a76, 0x38ab, 0x3707, 0x3904, 0x33d9, 0x34d6, 0x3053, 0x3bd4, 0x2f03, 0x1dbf, 0x2e5f, 0x36fa, 0x191d, 0x3187, 0x223f, 0x384b, 0x36dc, 0x3549, 0x343f, 0x36d8, 0x36de, 0x31ff, 0x174e, 0x30d3, 0x3452, 0x3258, 0x30b1, 0x3127, 0x3840, 0x3991, 0x3b1b, 0x3a7c, 0x36ec, 0x2304, 0x3946, 0x3876, 0x3a5d, 0x3a76, 0x2f78, 0x3b01, 0x3934, 0x3bc4, 
-0x2b27, 0x3669, 0x38ce, 0x2cde, 0x38e1, 0x3abd, 0x2c4f, 0x3971, 0x3964, 0x3a9d, 0x38b9, 0x390f, 0x3475, 0x3b16, 0x38f0, 0x397e, 0x3996, 0x3223, 0x36c6, 0x3bfd, 0x3161, 0x3a70, 0x3961, 0x38e1, 0x2b2b, 0x32c1, 0x3683, 0x36bb, 0x381a, 0x3b92, 0x356a, 0x38c4, 0x38df, 0x3a7b, 0x3b3a, 0x35a2, 0x27d3, 0x3af2, 0x3489, 0x38c7, 0x3985, 0x3a03, 0x30f6, 0x3a92, 0x38d5, 0x39a0, 0x3749, 0x3784, 0x1c70, 0x356b, 0x2d5f, 0x39db, 0x37ab, 0x39fb, 0x3b2c, 0x2ef8, 0x3336, 0x3afd, 0x38f0, 0x358f, 0x3ac4, 0x293d, 0x3328, 0x3741, 0x3993, 0x3463, 0x3918, 0x332e, 0x356d, 0x36ee, 0x34e7, 0x3757, 0x34b5, 0x3b7c, 0x3a63, 0x3b6c, 0x34a6, 0x34f3, 0x346a, 0x2bcf, 0x363d, 0x3081, 0x3abc, 0x35a5, 0x36ff, 0x2cb7, 0x2a53, 0x37a3, 0x3a98, 0x3b92, 0x3a9a, 0x38ff, 0x39dc, 0x3289, 0x3357, 0x39f6, 
-0x3b74, 0x3a5e, 0x3ba9, 0x365e, 0x3aa5, 0x3b42, 0x39b5, 0x2fb7, 0x39e5, 0x263d, 0x3405, 0x259f, 0x381d, 0x38dc, 0x3152, 0x37f5, 0x38b6, 0x3bfd, 0x3a4e, 0x3804, 0x370f, 0x382f, 0x395d, 0x38a5, 0x2edd, 0x3ac9, 0x34dc, 0x2a2a, 0x2aba, 0x35d0, 0x36b4, 0x3ae1, 0x3b35, 0x3a49, 0x3b5e, 0x38e8, 0x30ed, 0x3ab4, 0x3a92, 0x3bd9, 0x3437, 0x36d0, 0x3aad, 0x36d6, 0x35ed, 0x3635, 0x3bf7, 0x345a, 0x300a, 0x31d2, 0x340c, 0x38fd, 0x39ad, 0x39ac, 0x38bf, 0x38f6, 0x2f7e, 0x3685, 0x3be9, 0x3af0, 0x35d1, 0x35fb, 0x35ad, 0x3a6d, 0x3a78, 0x3813, 0x36a8, 0x3a6e, 0x39fc, 0x3918, 0x2179, 0x38a2, 0x37f9, 0x38dc, 0x24a9, 0x3647, 0x386a, 0x2890, 0x2d0f, 0x31e3, 0x394a, 0x36b2, 0x3071, 0x292d, 0x3568, 0x3adb, 0x394a, 0x2ff6, 0x3142, 0x322b, 0x2696, 0x3954, 0x229d, 0x383a, 0x2f3d, 0x3b4e, 
-0x3b1c, 0xd7b, 0x379c, 0x3421, 0x39a0, 0x3557, 0x2e38, 0x3b3a, 0x270e, 0x250b, 0x3b0a, 0x3aa1, 0x2d72, 0x351c, 0x3a11, 0x382b, 0x37f8, 0x3a82, 0x39e8, 0x3a1d, 0x3a45, 0x2fb7, 0x341b, 0x39ea, 0x3646, 0x3b27, 0x3abd, 0x350b, 0x3a3a, 0x3557, 0x37db, 0x315b, 0x305a, 0x3bd7, 0x3b33, 0x32b9, 0x3503, 0x2749, 0x3532, 0x37f2, 0x348e, 0x3422, 0x32a4, 0x37bf, 0x3b7b, 0x378f, 0x3476, 0x3a1a, 0x39a2, 0x35d9, 0x3b4d, 0x39f0, 0x34a7, 0x36c6, 0x3ab4, 0x39c2, 0x385b, 0x3add, 0x34cf, 0x3604, 0x39e1, 0x3872, 0x3751, 0x32db, 0x38df, 0x3602, 0x3509, 0x37d5, 0x342e, 0x39ef, 0x2f59, 0x2505, 0x314d, 0x35ff, 0x3bae, 0x3b38, 0x32af, 0x3b9b, 0x3b03, 0x2c5e, 0x3940, 0x38ef, 0x324c, 0x399a, 0x3a14, 0x39c6, 0x3a33, 0x382a, 0x3b36, 0x3ae7, 0x3b71, 0x3020, 0x3a14, 0x33d2, 0x3b1d, 0x2660, 
-0x2ace, 0x3a36, 0x39d6, 0x398d, 0x3ae2, 0x39dc, 0x3bb3, 0x26d5, 0x3a4a, 0x36ad, 0x3b31, 0x2b7e, 0x3baf, 0x3314, 0x2e0b, 0x31c1, 0x25a9, 0x378c, 0x3b45, 0x3ae9, 0x3586, 0x39fe, 0x3b5b, 0x3b18, 0x3a1b, 0x399b, 0x3aad, 0x30e1, 0x3b3b, 0x2d9f, 0x2614, 0x354e, 0x3806, 0x393e, 0x3564, 0x2346, 0x3b5e, 0x382f, 0x31c9, 0x3be1, 0x2e41, 0x394e, 0x346a, 0x3976, 0x38e7, 0x3503, 0x387f, 0x3025, 0x3232, 0x283b, 0x37d2, 0x32aa, 0x36e0, 0x3b92, 0x3a41, 0x2f32, 0x34cc, 0x3a30, 0x3a69, 0x3671, 0x3894, 0x3b3d, 0x3468, 0x3836, 0x2303, 0x2e8f, 0x3186, 0x37d1, 0x371f, 0x381a, 0x3af8, 0x2ca8, 0x31ba, 0x3a59, 0x3971, 0x3bdb, 0x3add, 0x35af, 0x3b81, 0x2f19, 0x3963, 0x3b58, 0x3aa4, 0x3b98, 0x3808, 0x33b7, 0x3833, 0x3506, 0x3467, 0x2f27, 0x35be, 0x346e, 0x39c9, 0x3677, 0x31b5, 0x3bf4, 
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-0x39c7, 0x399f, 0x2d59, 0x379e, 0x33fd, 0x3b7a, 0x327e, 0x392d, 0x3b6c, 0x34b5, 0x3a50, 0x365b, 0x392f, 0x3b31, 0x3a20, 0x3131, 0x3a43, 0x292e, 0x3a0c, 0x3bb1, 0x3bf6, 0x29e8, 0x32d4, 0x3b07, 0x3189, 0x32d5, 0x3689, 0x3a3e, 0x3857, 0x281c, 0x2b7b, 0x3545, 0x35a9, 0x3aa0, 0x2cf4, 0x3356, 0x3b2f, 0x3845, 0x3a9d, 0x38fa, 0x285c, 0x3aef, 0x387a, 0x2121, 0x376d, 0x30bb, 0x38b8, 0x3ad4, 0x3bf3, 0x3219, 0x398e, 0x2dc8, 0x31ae, 0x38b2, 0x34f9, 0x3846, 0x3bb0, 0x3bc9, 0x2fd2, 0x3403, 0x34c1, 0x3043, 0x3823, 0x38f1, 0x384a, 0x396a, 0x37c2, 0x3839, 0x3441, 0x3821, 0x2774, 0x380f, 0x39e4, 0x3832, 0x375b, 0x3a10, 0x3894, 0x2f6b, 0x3586, 0x34fe, 0x3bad, 0x3856, 0x35c6, 0x38ad, 0x3835, 0x368d, 0x39a1, 0x3736, 0x349e, 0x32c2, 0x2df5, 0x34c5, 0x3ba0, 0x349b, 0x35af, 0x35aa, 
-0x3a17, 0x3696, 0x3169, 0x3433, 0x3800, 0x38f3, 0x37f8, 0x376a, 0x2ec7, 0x3bad, 0x373f, 0x281c, 0x3968, 0x3403, 0x2c9e, 0x3b1f, 0x3003, 0x35cc, 0x3810, 0x367c, 0x3a68, 0x26e9, 0x34e2, 0x3902, 0x2edb, 0x3478, 0x2a6a, 0x3a45, 0x3867, 0x38c5, 0x3a61, 0x388c, 0x3738, 0x34be, 0x35e6, 0x36b3, 0x325c, 0x35c6, 0x384e, 0x358d, 0x3894, 0x31c8, 0x3820, 0x363b, 0x380e, 0x385f, 0x38ac, 0x36a3, 0x31da, 0x3b46, 0x3715, 0x37ec, 0x386b, 0x35c7, 0x3100, 0x3a7a, 0x3504, 0x3810, 0x3a22, 0x36a9, 0x3995, 0x3b0c, 0x37f0, 0x2d4e, 0x36c4, 0x347e, 0x39dc, 0x3a2a, 0x3951, 0x3bca, 0x3bf5, 0x3bb3, 0x3b46, 0x3afa, 0x311c, 0x3929, 0x3291, 0x372f, 0x306d, 0x2843, 0x391a, 0x30c4, 0x3a5b, 0x3be7, 0x3924, 0x38ae, 0x3734, 0x32bd, 0x3b39, 0x39f6, 0x3aaa, 0x327a, 0x3045, 0x383c, 0x3303, 0x352c, 
-0x3bcd, 0x3baa, 0x3116, 0x3ad3, 0x39bc, 0x3aee, 0x36b3, 0x3a06, 0x3408, 0x3971, 0x3545, 0x38aa, 0x3a21, 0x3743, 0x367e, 0x3ac3, 0x3a54, 0x2cad, 0x3820, 0x39eb, 0x398a, 0x34a9, 0x3b95, 0x3a34, 0x32bb, 0x3bda, 0x3704, 0x3aa2, 0x39a3, 0x3953, 0x38ed, 0x3821, 0x39eb, 0x36b4, 0x38b5, 0x382e, 0x3753, 0x3203, 0x3796, 0x2e26, 0x303a, 0x3895, 0x39a3, 0x3a1f, 0x3ad6, 0x302f, 0x376d, 0x347f, 0x32fc, 0x382d, 0x39fa, 0x2d39, 0x32b2, 0x2fef, 0x3044, 0x3497, 0x39a9, 0x3994, 0x346d, 0x38a8, 0x3487, 0x3431, 0x39a7, 0x375a, 0x3935, 0x2eaf, 0x2ff3, 0x3467, 0x35cf, 0x3738, 0x2df4, 0x3b14, 0x3978, 0x36a8, 0x3406, 0x3aad, 0x3169, 0x355a, 0x3a49, 0x2e40, 0x34a4, 0x34ac, 0x308a, 0x3546, 0x3b34, 0x3514, 0x3aaf, 0x3707, 0x3999, 0x3a99, 0x2cc7, 0x326d, 0x3a95, 0x3bb1, 0x315b, 0x3989, 
-0x39d7, 0x3684, 0x39f7, 0x3963, 0x31e0, 0x3a96, 0x3492, 0x3b63, 0x37fd, 0x3b38, 0x37ba, 0x34fd, 0x365b, 0x3496, 0x3a38, 0x3906, 0x3bed, 0x39d9, 0x389b, 0x34eb, 0x3332, 0x2b11, 0x31c8, 0x3889, 0x3810, 0x30b7, 0x28b6, 0x29d1, 0x3420, 0x3222, 0x387e, 0x3a70, 0x2cf8, 0x3b07, 0x304f, 0x3998, 0x360b, 0x3b8b, 0x3434, 0x38ee, 0x304f, 0x39e7, 0x3685, 0x3981, 0x3a46, 0x39af, 0x387a, 0x36e7, 0x3a5e, 0x33ef, 0x3a38, 0x32d1, 0x39f0, 0x345c, 0x36af, 0x3416, 0x3be9, 0x23fa, 0x3b3a, 0x3b59, 0x3732, 0x3578, 0x3bd8, 0x3a83, 0x387d, 0x3ad8, 0x394e, 0x3431, 0x3748, 0x3809, 0x3ac3, 0x3a1a, 0x38e0, 0x37ca, 0x2e29, 0x386d, 0x2e50, 0x360f, 0x31e4, 0x3715, 0x3986, 0x35a7, 0x3bd1, 0x3ae4, 0x3432, 0x3750, 0x38e8, 0x3926, 0x3b12, 0x3460, 0x358f, 0x3aab, 0x3906, 0x355a, 0x27fc, 0x3a2f, 
-0x386f, 0x3b47, 0x309b, 0x3098, 0x3b47, 0x35a2, 0x3677, 0x39a2, 0x35a4, 0x389e, 0x3b5f, 0x37e9, 0x32d3, 0x30cb, 0x2cc7, 0x2f1d, 0x392f, 0x3bfb, 0x392b, 0x3909, 0x3a3a, 0x38f8, 0x2e08, 0x3962, 0x358f, 0x37ea, 0x34db, 0x3bc8, 0x38ca, 0x3ba2, 0x3a0b, 0x39ba, 0x369c, 0x2cce, 0x3988, 0x3a39, 0x3be5, 0x2a39, 0x35c1, 0x3643, 0x37c9, 0x35bf, 0x352f, 0x3a7f, 0x350f, 0x330f, 0x3a34, 0x36aa, 0x38da, 0x2fc0, 0x387b, 0x37b7, 0x34a8, 0x396b, 0x39f3, 0x37f4, 0x3649, 0x3959, 0x3024, 0x373f, 0x38fd, 0x38c3, 0x39d3, 0x340b, 0x38cb, 0x30c4, 0x3877, 0x3af4, 0x28ef, 0x3a81, 0x2ff9, 0x3992, 0x2902, 0x3b16, 0x3590, 0x3a95, 0x3708, 0x3a63, 0x1ba7, 0x347d, 0x3a3e, 0x3bd4, 0x3946, 0x2da1, 0x38df, 0x396d, 0x39c9, 0x3810, 0x39de, 0x3b69, 0x30ad, 0x3748, 0x3678, 0x3a92, 0x39b8, 0x30c9, 
-0x3990, 0x2cd8, 0x303c, 0x2c03, 0x35c0, 0x3b10, 0x39b6, 0x35f6, 0x3bb8, 0x3733, 0x320f, 0x3a45, 0x3457, 0x392e, 0x3462, 0x36f3, 0x32d4, 0x3025, 0x24ba, 0x3826, 0x37a7, 0x3714, 0x38d7, 0x3630, 0x3a29, 0x3582, 0x3af6, 0x2639, 0x3b0e, 0x3872, 0x39c2, 0x2e2e, 0x396d, 0x3b99, 0x34b3, 0x3551, 0x3162, 0x3a7d, 0x35f0, 0x351b, 0x3661, 0x3ad0, 0x39cf, 0x25f1, 0x3987, 0x3296, 0x365f, 0x3902, 0x38fd, 0x3745, 0x3990, 0x3972, 0x3317, 0x3a87, 0x3985, 0x392d, 0x36a3, 0x34f1, 0x396f, 0x3a7a, 0x3465, 0x3362, 0x3b0b, 0x208d, 0x37e0, 0x3ade, 0x31dc, 0x3854, 0x34cc, 0x3874, 0x311e, 0x38ec, 0x35e2, 0x2de6, 0x3219, 0x38b0, 0x3be3, 0x3381, 0x3b39, 0x38e6, 0x3b20, 0x3bea, 0x38e2, 0x38d6, 0x39e6, 0x2db4, 0x3884, 0x1cb8, 0x176a, 0x2eba, 0x3bb1, 0x37fe, 0x371a, 0x3b1c, 0x3402, 0x3462, 
-0x3632, 0x2a7c, 0x3897, 0x32c6, 0x34d7, 0x3ad2, 0x3b38, 0x3aa2, 0x2c56, 0x392e, 0x376a, 0x3356, 0x36b3, 0x3b8d, 0x2fc0, 0x3b16, 0x38dd, 0x2f21, 0x3852, 0x3aeb, 0x3aad, 0x379e, 0x32c9, 0x324b, 0x3b1f, 0x382a, 0x3929, 0x2cbe, 0x3867, 0x3651, 0x389b, 0x2fd3, 0x3809, 0x3ade, 0x38ba, 0x3a92, 0x398d, 0x38c2, 0x3061, 0x37f4, 0x3ab9, 0x3a17, 0x2d4b, 0x3255, 0x3656, 0x3884, 0x3b75, 0x3b1a, 0x3a56, 0x353d, 0x2fab, 0x3a0d, 0x3180, 0x3bd5, 0x3ac0, 0x3298, 0x3a5f, 0x3009, 0x39d4, 0x3b69, 0x39ad, 0x3b16, 0x36b3, 0x2c5b, 0x3ab1, 0x39d1, 0x30bc, 0x36ba, 0x2f6d, 0x3817, 0x3b4c, 0x3b31, 0x39d1, 0x348b, 0x3b82, 0x3032, 0x2586, 0x3bbf, 0x2dea, 0x2f5f, 0x383a, 0x3bb8, 0x3a4c, 0x3421, 0x33f7, 0x3ab6, 0x398e, 0x3335, 0x3a1c, 0x37dd, 0x2fc9, 0x3824, 0x3463, 0x3bed, 0x3b6c, 0x313b, 
-0x3b2d, 0x3426, 0x335b, 0x3952, 0x347e, 0x3ba0, 0x3bbb, 0x39ec, 0x3b16, 0x3561, 0x3a65, 0x3196, 0x3bd4, 0x30b6, 0x3891, 0x3749, 0x3a0b, 0x3a40, 0x3485, 0x3b5d, 0x3b0d, 0x33b5, 0x3812, 0x37be, 0x3a0a, 0x38c9, 0x38d2, 0x398f, 0x3235, 0x3a91, 0x2b81, 0x26f6, 0x2d3a, 0x1cd9, 0x2ea1, 0x3970, 0x3a5b, 0x30e8, 0x2a5f, 0x390b, 0x38f4, 0x396c, 0x3b50, 0x3b24, 0x35dd, 0x396c, 0x33c7, 0x2c40, 0x397b, 0x390b, 0x348f, 0x38df, 0x38fb, 0x3be2, 0x3122, 0x3bb5, 0x2c56, 0x322f, 0x3836, 0x1ee5, 0x3b35, 0x359e, 0x3966, 0x39b3, 0x3163, 0x2902, 0x38b4, 0x3ace, 0x34ed, 0x3add, 0x3428, 0x369b, 0x3116, 0x3a77, 0x34f6, 0x39c9, 0x3263, 0x359d, 0x352c, 0x3b0b, 0x38c9, 0x31dc, 0x373d, 0x2ad4, 0x3452, 0x3156, 0x360d, 0x2d93, 0x38d0, 0x3978, 0x3901, 0x36f4, 0x3b26, 0x2e42, 0x3983, 0x3bce, 
-0x3990, 0x37f3, 0x2645, 0x3938, 0x3868, 0x3a22, 0x3a6a, 0x3b78, 0x3b4e, 0x371f, 0x39fb, 0x2e11, 0x38b8, 0x36d2, 0x3468, 0x34f2, 0x39bf, 0x3b8e, 0x3710, 0x348b, 0x38d6, 0x3aae, 0x35f0, 0x3ae0, 0x3ba8, 0x3857, 0x39c1, 0x3a03, 0x35b3, 0x3a2c, 0x3a7b, 0x350c, 0x30f8, 0x3830, 0x25aa, 0x24b3, 0x380b, 0x3879, 0x3929, 0x354d, 0x38b4, 0x2fea, 0x34bc, 0x3ba6, 0x3832, 0x3a2a, 0x387b, 0x343f, 0x3114, 0x2edb, 0x36ec, 0x3a24, 0x32ea, 0x2f80, 0x3675, 0x2df4, 0x39ce, 0x37ea, 0x3091, 0x3766, 0x38e3, 0x37d4, 0x39bc, 0x3425, 0x3336, 0x38aa, 0x34b9, 0x3bce, 0x37dc, 0x3af9, 0x39a9, 0x3b3e, 0x386a, 0x392b, 0x3942, 0x338a, 0x36f9, 0x36f3, 0x3b56, 0x33e2, 0x3bd1, 0x38aa, 0x3337, 0x3a61, 0x3ac5, 0x377c, 0x3819, 0x2ff3, 0x3870, 0x3b2c, 0x3925, 0x38cd, 0x3b0e, 0x3719, 0x3a2a, 0x326d, 
-0x32b3, 0x35f8, 0x3b6e, 0x3bde, 0x3baf, 0x3027, 0x3433, 0x3819, 0x2eab, 0x3b4f, 0x34a1, 0x34f8, 0x393a, 0x3a09, 0x38f7, 0x3489, 0x37ae, 0x3bfa, 0x2dc1, 0x3468, 0x26f5, 0x343f, 0x3b4e, 0x39b2, 0x339a, 0x3441, 0x3b51, 0x38dc, 0x3914, 0x2699, 0x3339, 0x2f3a, 0x38f1, 0x3a57, 0x2e7e, 0x36a4, 0x2cf6, 0x31e6, 0x3802, 0x3a75, 0x39f5, 0x38f5, 0x3327, 0x38d5, 0x36b4, 0x3b6c, 0x2279, 0x3b08, 0x39e9, 0x380f, 0x3b8c, 0x3432, 0x39c9, 0x343d, 0x38ad, 0x3be5, 0x3602, 0x3bc4, 0x3952, 0x350a, 0xc4c, 0x267d, 0x35e1, 0x3bdb, 0x3937, 0x348d, 0x3768, 0x3a78, 0x3717, 0x3342, 0x34f0, 0x36db, 0x2788, 0x3b52, 0x2acf, 0x3bef, 0x3899, 0x3279, 0x38e4, 0x3bc5, 0x38ed, 0x3369, 0x3652, 0x34b4, 0x378a, 0x3bf9, 0x3a9d, 0x3841, 0x3a01, 0x3065, 0x35a4, 0x3b47, 0x376f, 0x35e0, 0x34f0, 0x396c, 
-0x3a1e, 0x354b, 0x390b, 0x3165, 0x3435, 0x329e, 0x386e, 0x36ba, 0x2046, 0x385b, 0x3493, 0x3537, 0x2e29, 0x3bda, 0x3b0c, 0x35e0, 0x34b8, 0x25c1, 0x3698, 0x2ef1, 0x3516, 0x330e, 0x387a, 0x37eb, 0x3011, 0x2658, 0x350a, 0x393c, 0x2c1c, 0x2dbc, 0x25f3, 0x376f, 0x3a1c, 0x3112, 0x2c6d, 0x2e2a, 0x3a3d, 0x3ba0, 0x391a, 0x36ac, 0x3876, 0x32b9, 0x3ad9, 0x36f8, 0x39aa, 0x3095, 0x348d, 0x39a6, 0x35be, 0x3747, 0x31e9, 0x33b9, 0x31c0, 0x3926, 0x2d3f, 0x3b32, 0x3412, 0x3b52, 0x29eb, 0x333e, 0x3af4, 0x3974, 0x36ab, 0x3ba6, 0x3aed, 0x3807, 0x2b53, 0x33b0, 0x35d7, 0x37aa, 0x3838, 0x3478, 0x2f9d, 0x3b1b, 0x3b31, 0x30fb, 0x30fa, 0x38d7, 0x329f, 0x372b, 0x31b1, 0x38a9, 0x3932, 0x315d, 0x2d85, 0x374b, 0x3aa3, 0x3621, 0x2da1, 0x373a, 0x386d, 0x38ba, 0x3a4e, 0x1eea, 0x3887, 0x3438 
+uint16_t x_inp_2D [24][32] = {
+0x2153, 0x3bb5, 0x3896, 0x365f, 0x2483, 0x3518, 0x2dd1, 0x3bca, 0x397b, 0x29b1, 0x3705, 0x36c8, 0x398b, 0x3661, 0x2f05, 0x365a, 0x3bf9, 0x34df, 0x363b, 0x38d9, 0x39c6, 0x3abb, 0x3952, 0x38f2, 0x392d, 0x3b3e, 0x2afb, 0x3a9d, 0x353b, 0x3b73, 0x3a01, 0x3679, 
+0x3934, 0x397d, 0x2904, 0x3822, 0x3462, 0x3b44, 0x39e9, 0x28be, 0x331e, 0x3a1d, 0x39e5, 0x34da, 0x3a19, 0x3906, 0x1d35, 0x3871, 0x31e7, 0x3b29, 0x325d, 0x3797, 0x2b2f, 0x38b4, 0x232f, 0x38aa, 0x3aca, 0x316f, 0x3811, 0x3950, 0x32ea, 0x3bc7, 0x382c, 0x38a2, 
+0x29ce, 0x3afa, 0x3a39, 0x2ccc, 0x39fd, 0x3b3d, 0x384a, 0x3a35, 0x3802, 0x366a, 0x37ec, 0x3598, 0x3bf8, 0x3a85, 0x3a1b, 0x386e, 0x3b4c, 0x39de, 0x38c2, 0x2f93, 0x3b4c, 0x39c4, 0x3b9e, 0x3844, 0x346d, 0x3bff, 0x32ce, 0x296d, 0x3130, 0x3b3d, 0x3b44, 0x369d, 
+0x3b13, 0x31ed, 0x330a, 0x3831, 0x34e7, 0x37b3, 0x331a, 0x3918, 0x32d3, 0x3995, 0x3991, 0x3919, 0x3a26, 0x385b, 0x2b76, 0x3a3b, 0x37f2, 0x26a7, 0x3225, 0x3b64, 0x28f0, 0x3456, 0x3822, 0x341e, 0x381a, 0x38d8, 0x2c11, 0x33be, 0x33ac, 0x353f, 0x3476, 0x3abc, 
+0x36ec, 0x3a1d, 0x39d3, 0x3821, 0x36ac, 0x3bce, 0x3ad2, 0x3616, 0x36a1, 0x2cb3, 0x38d2, 0x314f, 0x385c, 0x3b63, 0x3bb6, 0x2951, 0x372d, 0x2c42, 0x3823, 0x3883, 0x3872, 0x31ee, 0x36c5, 0x399a, 0x31b0, 0x3887, 0x3884, 0x3865, 0x3896, 0x36c3, 0x32e3, 0x346c, 
+0x3935, 0x3b50, 0x2b6d, 0x38cd, 0x388f, 0x3389, 0x395d, 0x31cd, 0x2efd, 0x3154, 0x2f35, 0x3444, 0x3293, 0x3b6b, 0x1bec, 0x3b69, 0x3bf3, 0x3611, 0x3508, 0x3742, 0x3a50, 0x3ab7, 0x3457, 0x38d3, 0x3344, 0x38e8, 0x33c0, 0x3668, 0x3bee, 0x3b21, 0x3727, 0x3121, 
+0x316c, 0x3288, 0x2d50, 0x2e74, 0x35d5, 0x37e2, 0x303d, 0x36af, 0x341f, 0x3436, 0x2df7, 0x399d, 0x30f4, 0x3aaf, 0x34e4, 0x2c2a, 0x3116, 0x34d3, 0x36ac, 0x35e3, 0x3760, 0x36e1, 0x3ad2, 0x3547, 0x38f4, 0x369c, 0x3ba9, 0x34f0, 0x3a39, 0x3b19, 0x36e6, 0x395d, 
+0x3be8, 0x3293, 0x3bfc, 0x3435, 0x2eb3, 0x3360, 0x3919, 0x3bed, 0x396a, 0x37fc, 0x3242, 0x384b, 0x38cb, 0x3b2c, 0x3b28, 0x28cf, 0x3828, 0x3855, 0x3ba9, 0x2fa7, 0x340b, 0x32f1, 0x3ada, 0x36fa, 0x31f5, 0x3436, 0x29d0, 0x33e6, 0x3232, 0x3bec, 0x3904, 0x2797, 
+0x3b81, 0x3bac, 0x38d2, 0x343d, 0x31af, 0x3b1e, 0x33fc, 0x3864, 0x3624, 0x3905, 0x2945, 0x3b52, 0x2d08, 0x3a17, 0x3b84, 0x3804, 0x3a24, 0x38a3, 0x3562, 0x3ae6, 0x3bba, 0x3a45, 0x3679, 0x31fa, 0x3994, 0x2c3d, 0x383f, 0x399d, 0x34f7, 0x360e, 0x35f3, 0x38f0, 
+0x38d4, 0x399a, 0x3a48, 0x3987, 0x3b54, 0x382c, 0x3210, 0x35ef, 0x36ca, 0x31b4, 0x3625, 0x371f, 0x37bd, 0x3680, 0x3a3a, 0x3ac0, 0x3bbf, 0x3bf5, 0x39f2, 0x29c2, 0x363e, 0x3a4e, 0x3596, 0x3b1b, 0x3459, 0x3669, 0x3aa1, 0x39c3, 0x3376, 0x390d, 0x2456, 0x39b5, 
+0x3a66, 0x3ad8, 0x3b51, 0x36aa, 0x32be, 0x3ac8, 0x392b, 0x3740, 0x3a48, 0x38f5, 0x3b2d, 0x3a5f, 0x2ff3, 0x366f, 0x39d3, 0x35e5, 0x3822, 0x38db, 0x3b8a, 0x34be, 0x2d33, 0x36dd, 0x3578, 0x3bdf, 0x2c7e, 0x39cf, 0x32ff, 0x35c9, 0x3970, 0x3bcb, 0x351e, 0x3956, 
+0x2c42, 0x3308, 0x377a, 0x361c, 0x39a0, 0x36c9, 0x2dcb, 0x3bf2, 0x3b5f, 0x33ee, 0x24c1, 0x2ce9, 0x3927, 0x305d, 0x3702, 0x3119, 0x35f9, 0x3855, 0x3374, 0x349b, 0x3bcf, 0x2dea, 0x34f0, 0x363f, 0x37da, 0x3a74, 0x35fc, 0x35fa, 0x316b, 0x3804, 0x37a7, 0x3986, 
+0x3073, 0x3aed, 0x31c7, 0x3844, 0x34a4, 0x387d, 0x3a20, 0x3037, 0x3a00, 0x3b70, 0x377f, 0x3686, 0x3b7e, 0x38b3, 0x32e3, 0x3323, 0x391e, 0x3228, 0x3930, 0x3997, 0x3a5e, 0x398b, 0x3512, 0x35b0, 0x365c, 0x325d, 0x3b61, 0x38b8, 0x39a4, 0x3423, 0x3bd7, 0x38af, 
+0x2d3d, 0x382d, 0x38ac, 0x26ca, 0x395e, 0x21a8, 0x3520, 0x386f, 0x3b95, 0x32c0, 0x3b84, 0x3a51, 0x3b4b, 0x31d2, 0x3747, 0x3b96, 0x3b40, 0x3535, 0x38d1, 0x3899, 0x3b00, 0x3827, 0x3ae3, 0x38c8, 0x3a07, 0x338d, 0x2e96, 0x3a46, 0x394a, 0x39de, 0x2951, 0x3a02, 
+0x3838, 0x2d45, 0x28c0, 0x3958, 0x3070, 0x2aa2, 0x3510, 0x38ce, 0x271c, 0x3440, 0x3954, 0x30bc, 0x3b35, 0x2f1d, 0x3afb, 0x2dae, 0x356f, 0x2e13, 0x3981, 0x326d, 0x3a28, 0x3a36, 0x3a95, 0x38cb, 0x38db, 0x3150, 0x2c9e, 0x34c5, 0x3adb, 0x3bdf, 0x38f2, 0x3994, 
+0x36f8, 0x31c0, 0x3a4f, 0x3825, 0x394b, 0x3a8b, 0x38ac, 0x3167, 0x2e2d, 0x3a93, 0x34f3, 0x37bd, 0x3b63, 0x2f2f, 0x3ae0, 0x3ad8, 0x34a8, 0x2e1c, 0x3890, 0x3705, 0x3b69, 0x3bc1, 0x28af, 0x3b36, 0x348b, 0x3111, 0x3a8d, 0x389c, 0x3916, 0x36dc, 0x3bae, 0x3874, 
+0x3593, 0x3638, 0x3018, 0x3a56, 0x38a3, 0x2ad4, 0x3a25, 0x38d7, 0x3864, 0x31c1, 0x28d1, 0x39c8, 0x37d6, 0x2c7f, 0x3ba5, 0x34b8, 0x3bef, 0x3b83, 0x3ab5, 0x3062, 0x38bc, 0x399c, 0x2ce4, 0x2f2c, 0x39bf, 0x2ed1, 0x385f, 0x37e0, 0x35ee, 0x397d, 0x3b0c, 0x3049, 
+0x39d5, 0x322e, 0x3936, 0x3747, 0x2e15, 0x3b41, 0x3874, 0x3bd0, 0x2c04, 0x3800, 0x375b, 0x3b2d, 0x38d8, 0x3a51, 0x3406, 0x38da, 0x38ba, 0x3497, 0x382e, 0x35fc, 0x39d4, 0x3775, 0x3b1e, 0x3813, 0x3649, 0x31af, 0x37bb, 0x334a, 0x3a6e, 0x3284, 0x26e0, 0x2e01, 
+0x2ebb, 0x344b, 0x3821, 0x381a, 0x385a, 0x2534, 0x3635, 0x2a92, 0x3b8c, 0x31f0, 0x3947, 0x3ac7, 0x3743, 0x3924, 0x39e4, 0x358f, 0x2b62, 0x392c, 0x3955, 0x3341, 0x3676, 0x38ac, 0x3957, 0x335b, 0x2ca2, 0x39ff, 0x37cb, 0x341f, 0x3ac9, 0x3b6c, 0x2f14, 0x34c3, 
+0x3018, 0x3169, 0x355b, 0x3624, 0x31ed, 0x379e, 0x3268, 0x309b, 0x35db, 0x3872, 0x3bdb, 0x34c7, 0x3408, 0x3359, 0x3920, 0x331f, 0x3866, 0x3af0, 0x2a1a, 0x39e0, 0x3b14, 0x34fa, 0x2d18, 0x3963, 0x35e8, 0x2539, 0x38f5, 0x37b3, 0x378f, 0x31b5, 0x3a6c, 0x3685, 
+0x3a06, 0x318a, 0x2934, 0x33c1, 0x3be8, 0x375b, 0x3860, 0x3543, 0x3702, 0x3951, 0x3677, 0x37ff, 0x2e27, 0x2e3a, 0x340f, 0x3817, 0x2f04, 0x357e, 0x3a1d, 0x2dd6, 0x252a, 0x3945, 0x162a, 0x3b19, 0x3a53, 0x35d2, 0x3a5d, 0x3474, 0x38e9, 0x374b, 0x387c, 0x1f1a, 
+0x38ac, 0x3291, 0x3393, 0x3b53, 0x3169, 0x3bca, 0x2f1a, 0x3551, 0x38a3, 0x28e3, 0x369d, 0x34a1, 0x38a8, 0x34c3, 0x3841, 0x390d, 0x3b13, 0x3282, 0x3a29, 0x3a78, 0x2df3, 0x3a37, 0x35f4, 0x35a6, 0x38e8, 0x3328, 0x3beb, 0x390b, 0x32dc, 0x34dc, 0x396d, 0x3a78, 
+0x39ba, 0x3a06, 0x2cdd, 0x3bc3, 0x2d43, 0x2992, 0x3663, 0x3a68, 0x2c3e, 0x394e, 0x2c9f, 0x380e, 0x37f5, 0x3557, 0x2873, 0x390f, 0x39e7, 0x3939, 0x3669, 0x385c, 0x3a68, 0x32c4, 0x2b04, 0x2d6d, 0x39d3, 0x3895, 0x331d, 0x3b59, 0x3463, 0x2b6a, 0x31de, 0x3296, 
+0x3aae, 0x3bcd, 0x345a, 0x3897, 0x374b, 0x3bd4, 0x38a2, 0x357f, 0x3402, 0x3a0c, 0x3507, 0x3865, 0x3a54, 0x3878, 0x3859, 0x383e, 0x32b5, 0x34ea, 0x328d, 0x38b6, 0x3464, 0x2f5b, 0x35ff, 0x3817, 0x2f24, 0x3533, 0x3b21, 0x37ba, 0x3837, 0x2e34, 0x3bad, 0x34bc 
 };
\ No newline at end of file
diff --git a/hwpe/redmule/inc/x_input.h b/hwpe/redmule/inc/x_input.h
index 6295303..1e38d23 100644
--- a/hwpe/redmule/inc/x_input.h
+++ b/hwpe/redmule/inc/x_input.h
@@ -1,99 +1,27 @@
  /* Header file generated by RedMulE Golden Model */
-uint16_t x_inp [9216] = {
-0x3122, 0x369c, 0x39bd, 0x3b58, 0x3be0, 0x3a5a, 0x3416, 0x386c, 0x3a11, 0x350e, 0x38ab, 0x35ad, 0x35d9, 0x390f, 0x3565, 0x36b0, 0x3aad, 0x3a64, 0x3797, 0x368d, 0x35a6, 0x396f, 0x2a5e, 0x3a29, 0x38a7, 0x33a8, 0x3409, 0x3621, 0x3b02, 0x34a7, 0x3a94, 0x3819, 0x3695, 0x380a, 0x3acd, 0x396a, 0x395a, 0x3663, 0x3bbe, 0x3306, 0x3a4d, 0x3b0d, 0x3bc3, 0x30fa, 0x32ab, 0x31fd, 0x3bc9, 0x38ce, 0x3180, 0x3980, 0x34ec, 0x3a84, 0x3bc9, 0x3719, 0x3a76, 0x38ab, 0x3707, 0x3904, 0x33d9, 0x34d6, 0x3053, 0x3bd4, 0x2f03, 0x1dbf, 0x2e5f, 0x36fa, 0x191d, 0x3187, 0x223f, 0x384b, 0x36dc, 0x3549, 0x343f, 0x36d8, 0x36de, 0x31ff, 0x174e, 0x30d3, 0x3452, 0x3258, 0x30b1, 0x3127, 0x3840, 0x3991, 0x3b1b, 0x3a7c, 0x36ec, 0x2304, 0x3946, 0x3876, 0x3a5d, 0x3a76, 0x2f78, 0x3b01, 0x3934, 0x3bc4, 
-0x2b27, 0x3669, 0x38ce, 0x2cde, 0x38e1, 0x3abd, 0x2c4f, 0x3971, 0x3964, 0x3a9d, 0x38b9, 0x390f, 0x3475, 0x3b16, 0x38f0, 0x397e, 0x3996, 0x3223, 0x36c6, 0x3bfd, 0x3161, 0x3a70, 0x3961, 0x38e1, 0x2b2b, 0x32c1, 0x3683, 0x36bb, 0x381a, 0x3b92, 0x356a, 0x38c4, 0x38df, 0x3a7b, 0x3b3a, 0x35a2, 0x27d3, 0x3af2, 0x3489, 0x38c7, 0x3985, 0x3a03, 0x30f6, 0x3a92, 0x38d5, 0x39a0, 0x3749, 0x3784, 0x1c70, 0x356b, 0x2d5f, 0x39db, 0x37ab, 0x39fb, 0x3b2c, 0x2ef8, 0x3336, 0x3afd, 0x38f0, 0x358f, 0x3ac4, 0x293d, 0x3328, 0x3741, 0x3993, 0x3463, 0x3918, 0x332e, 0x356d, 0x36ee, 0x34e7, 0x3757, 0x34b5, 0x3b7c, 0x3a63, 0x3b6c, 0x34a6, 0x34f3, 0x346a, 0x2bcf, 0x363d, 0x3081, 0x3abc, 0x35a5, 0x36ff, 0x2cb7, 0x2a53, 0x37a3, 0x3a98, 0x3b92, 0x3a9a, 0x38ff, 0x39dc, 0x3289, 0x3357, 0x39f6, 
-0x3b74, 0x3a5e, 0x3ba9, 0x365e, 0x3aa5, 0x3b42, 0x39b5, 0x2fb7, 0x39e5, 0x263d, 0x3405, 0x259f, 0x381d, 0x38dc, 0x3152, 0x37f5, 0x38b6, 0x3bfd, 0x3a4e, 0x3804, 0x370f, 0x382f, 0x395d, 0x38a5, 0x2edd, 0x3ac9, 0x34dc, 0x2a2a, 0x2aba, 0x35d0, 0x36b4, 0x3ae1, 0x3b35, 0x3a49, 0x3b5e, 0x38e8, 0x30ed, 0x3ab4, 0x3a92, 0x3bd9, 0x3437, 0x36d0, 0x3aad, 0x36d6, 0x35ed, 0x3635, 0x3bf7, 0x345a, 0x300a, 0x31d2, 0x340c, 0x38fd, 0x39ad, 0x39ac, 0x38bf, 0x38f6, 0x2f7e, 0x3685, 0x3be9, 0x3af0, 0x35d1, 0x35fb, 0x35ad, 0x3a6d, 0x3a78, 0x3813, 0x36a8, 0x3a6e, 0x39fc, 0x3918, 0x2179, 0x38a2, 0x37f9, 0x38dc, 0x24a9, 0x3647, 0x386a, 0x2890, 0x2d0f, 0x31e3, 0x394a, 0x36b2, 0x3071, 0x292d, 0x3568, 0x3adb, 0x394a, 0x2ff6, 0x3142, 0x322b, 0x2696, 0x3954, 0x229d, 0x383a, 0x2f3d, 0x3b4e, 
-0x3b1c, 0xd7b, 0x379c, 0x3421, 0x39a0, 0x3557, 0x2e38, 0x3b3a, 0x270e, 0x250b, 0x3b0a, 0x3aa1, 0x2d72, 0x351c, 0x3a11, 0x382b, 0x37f8, 0x3a82, 0x39e8, 0x3a1d, 0x3a45, 0x2fb7, 0x341b, 0x39ea, 0x3646, 0x3b27, 0x3abd, 0x350b, 0x3a3a, 0x3557, 0x37db, 0x315b, 0x305a, 0x3bd7, 0x3b33, 0x32b9, 0x3503, 0x2749, 0x3532, 0x37f2, 0x348e, 0x3422, 0x32a4, 0x37bf, 0x3b7b, 0x378f, 0x3476, 0x3a1a, 0x39a2, 0x35d9, 0x3b4d, 0x39f0, 0x34a7, 0x36c6, 0x3ab4, 0x39c2, 0x385b, 0x3add, 0x34cf, 0x3604, 0x39e1, 0x3872, 0x3751, 0x32db, 0x38df, 0x3602, 0x3509, 0x37d5, 0x342e, 0x39ef, 0x2f59, 0x2505, 0x314d, 0x35ff, 0x3bae, 0x3b38, 0x32af, 0x3b9b, 0x3b03, 0x2c5e, 0x3940, 0x38ef, 0x324c, 0x399a, 0x3a14, 0x39c6, 0x3a33, 0x382a, 0x3b36, 0x3ae7, 0x3b71, 0x3020, 0x3a14, 0x33d2, 0x3b1d, 0x2660, 
-0x2ace, 0x3a36, 0x39d6, 0x398d, 0x3ae2, 0x39dc, 0x3bb3, 0x26d5, 0x3a4a, 0x36ad, 0x3b31, 0x2b7e, 0x3baf, 0x3314, 0x2e0b, 0x31c1, 0x25a9, 0x378c, 0x3b45, 0x3ae9, 0x3586, 0x39fe, 0x3b5b, 0x3b18, 0x3a1b, 0x399b, 0x3aad, 0x30e1, 0x3b3b, 0x2d9f, 0x2614, 0x354e, 0x3806, 0x393e, 0x3564, 0x2346, 0x3b5e, 0x382f, 0x31c9, 0x3be1, 0x2e41, 0x394e, 0x346a, 0x3976, 0x38e7, 0x3503, 0x387f, 0x3025, 0x3232, 0x283b, 0x37d2, 0x32aa, 0x36e0, 0x3b92, 0x3a41, 0x2f32, 0x34cc, 0x3a30, 0x3a69, 0x3671, 0x3894, 0x3b3d, 0x3468, 0x3836, 0x2303, 0x2e8f, 0x3186, 0x37d1, 0x371f, 0x381a, 0x3af8, 0x2ca8, 0x31ba, 0x3a59, 0x3971, 0x3bdb, 0x3add, 0x35af, 0x3b81, 0x2f19, 0x3963, 0x3b58, 0x3aa4, 0x3b98, 0x3808, 0x33b7, 0x3833, 0x3506, 0x3467, 0x2f27, 0x35be, 0x346e, 0x39c9, 0x3677, 0x31b5, 0x3bf4, 
-0x3506, 0x30a7, 0x370d, 0x367e, 0x3264, 0x2fb7, 0x30d5, 0x3814, 0x3152, 0x38aa, 0x3a77, 0x2dde, 0x3077, 0x38df, 0x3744, 0x2af8, 0x37f8, 0x3aa2, 0x39e3, 0x3ada, 0x3931, 0x3bc0, 0x34b2, 0x35de, 0x33c8, 0x34d4, 0x395a, 0x36a1, 0x3a3a, 0x33e3, 0x38d7, 0x3476, 0x3b6f, 0x3506, 0x3448, 0x3b2c, 0x3766, 0x382b, 0x2efd, 0x33ec, 0x242c, 0x3976, 0x3027, 0x2c5f, 0x37df, 0x3b1a, 0x3641, 0x352d, 0x39ab, 0x3b49, 0x3a91, 0x35ba, 0x382f, 0x2b4c, 0x366f, 0x2f0b, 0x33e3, 0x2ccd, 0x3530, 0x33d0, 0x264e, 0x39b4, 0x3968, 0x29f5, 0x3a2c, 0x299a, 0x39c4, 0x380d, 0x3be2, 0x34b2, 0x3879, 0x3532, 0x34ac, 0x3685, 0x3b5e, 0x3426, 0x3b4d, 0x34ec, 0x32e0, 0x3767, 0x39d7, 0x3119, 0x39db, 0x36e1, 0x39ec, 0x388d, 0x3731, 0x314a, 0x39c5, 0x3325, 0x3284, 0x38c5, 0x2cf4, 0x2180, 0x3614, 0x382e, 
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-0x3a17, 0x3696, 0x3169, 0x3433, 0x3800, 0x38f3, 0x37f8, 0x376a, 0x2ec7, 0x3bad, 0x373f, 0x281c, 0x3968, 0x3403, 0x2c9e, 0x3b1f, 0x3003, 0x35cc, 0x3810, 0x367c, 0x3a68, 0x26e9, 0x34e2, 0x3902, 0x2edb, 0x3478, 0x2a6a, 0x3a45, 0x3867, 0x38c5, 0x3a61, 0x388c, 0x3738, 0x34be, 0x35e6, 0x36b3, 0x325c, 0x35c6, 0x384e, 0x358d, 0x3894, 0x31c8, 0x3820, 0x363b, 0x380e, 0x385f, 0x38ac, 0x36a3, 0x31da, 0x3b46, 0x3715, 0x37ec, 0x386b, 0x35c7, 0x3100, 0x3a7a, 0x3504, 0x3810, 0x3a22, 0x36a9, 0x3995, 0x3b0c, 0x37f0, 0x2d4e, 0x36c4, 0x347e, 0x39dc, 0x3a2a, 0x3951, 0x3bca, 0x3bf5, 0x3bb3, 0x3b46, 0x3afa, 0x311c, 0x3929, 0x3291, 0x372f, 0x306d, 0x2843, 0x391a, 0x30c4, 0x3a5b, 0x3be7, 0x3924, 0x38ae, 0x3734, 0x32bd, 0x3b39, 0x39f6, 0x3aaa, 0x327a, 0x3045, 0x383c, 0x3303, 0x352c, 
-0x3bcd, 0x3baa, 0x3116, 0x3ad3, 0x39bc, 0x3aee, 0x36b3, 0x3a06, 0x3408, 0x3971, 0x3545, 0x38aa, 0x3a21, 0x3743, 0x367e, 0x3ac3, 0x3a54, 0x2cad, 0x3820, 0x39eb, 0x398a, 0x34a9, 0x3b95, 0x3a34, 0x32bb, 0x3bda, 0x3704, 0x3aa2, 0x39a3, 0x3953, 0x38ed, 0x3821, 0x39eb, 0x36b4, 0x38b5, 0x382e, 0x3753, 0x3203, 0x3796, 0x2e26, 0x303a, 0x3895, 0x39a3, 0x3a1f, 0x3ad6, 0x302f, 0x376d, 0x347f, 0x32fc, 0x382d, 0x39fa, 0x2d39, 0x32b2, 0x2fef, 0x3044, 0x3497, 0x39a9, 0x3994, 0x346d, 0x38a8, 0x3487, 0x3431, 0x39a7, 0x375a, 0x3935, 0x2eaf, 0x2ff3, 0x3467, 0x35cf, 0x3738, 0x2df4, 0x3b14, 0x3978, 0x36a8, 0x3406, 0x3aad, 0x3169, 0x355a, 0x3a49, 0x2e40, 0x34a4, 0x34ac, 0x308a, 0x3546, 0x3b34, 0x3514, 0x3aaf, 0x3707, 0x3999, 0x3a99, 0x2cc7, 0x326d, 0x3a95, 0x3bb1, 0x315b, 0x3989, 
-0x39d7, 0x3684, 0x39f7, 0x3963, 0x31e0, 0x3a96, 0x3492, 0x3b63, 0x37fd, 0x3b38, 0x37ba, 0x34fd, 0x365b, 0x3496, 0x3a38, 0x3906, 0x3bed, 0x39d9, 0x389b, 0x34eb, 0x3332, 0x2b11, 0x31c8, 0x3889, 0x3810, 0x30b7, 0x28b6, 0x29d1, 0x3420, 0x3222, 0x387e, 0x3a70, 0x2cf8, 0x3b07, 0x304f, 0x3998, 0x360b, 0x3b8b, 0x3434, 0x38ee, 0x304f, 0x39e7, 0x3685, 0x3981, 0x3a46, 0x39af, 0x387a, 0x36e7, 0x3a5e, 0x33ef, 0x3a38, 0x32d1, 0x39f0, 0x345c, 0x36af, 0x3416, 0x3be9, 0x23fa, 0x3b3a, 0x3b59, 0x3732, 0x3578, 0x3bd8, 0x3a83, 0x387d, 0x3ad8, 0x394e, 0x3431, 0x3748, 0x3809, 0x3ac3, 0x3a1a, 0x38e0, 0x37ca, 0x2e29, 0x386d, 0x2e50, 0x360f, 0x31e4, 0x3715, 0x3986, 0x35a7, 0x3bd1, 0x3ae4, 0x3432, 0x3750, 0x38e8, 0x3926, 0x3b12, 0x3460, 0x358f, 0x3aab, 0x3906, 0x355a, 0x27fc, 0x3a2f, 
-0x386f, 0x3b47, 0x309b, 0x3098, 0x3b47, 0x35a2, 0x3677, 0x39a2, 0x35a4, 0x389e, 0x3b5f, 0x37e9, 0x32d3, 0x30cb, 0x2cc7, 0x2f1d, 0x392f, 0x3bfb, 0x392b, 0x3909, 0x3a3a, 0x38f8, 0x2e08, 0x3962, 0x358f, 0x37ea, 0x34db, 0x3bc8, 0x38ca, 0x3ba2, 0x3a0b, 0x39ba, 0x369c, 0x2cce, 0x3988, 0x3a39, 0x3be5, 0x2a39, 0x35c1, 0x3643, 0x37c9, 0x35bf, 0x352f, 0x3a7f, 0x350f, 0x330f, 0x3a34, 0x36aa, 0x38da, 0x2fc0, 0x387b, 0x37b7, 0x34a8, 0x396b, 0x39f3, 0x37f4, 0x3649, 0x3959, 0x3024, 0x373f, 0x38fd, 0x38c3, 0x39d3, 0x340b, 0x38cb, 0x30c4, 0x3877, 0x3af4, 0x28ef, 0x3a81, 0x2ff9, 0x3992, 0x2902, 0x3b16, 0x3590, 0x3a95, 0x3708, 0x3a63, 0x1ba7, 0x347d, 0x3a3e, 0x3bd4, 0x3946, 0x2da1, 0x38df, 0x396d, 0x39c9, 0x3810, 0x39de, 0x3b69, 0x30ad, 0x3748, 0x3678, 0x3a92, 0x39b8, 0x30c9, 
-0x3990, 0x2cd8, 0x303c, 0x2c03, 0x35c0, 0x3b10, 0x39b6, 0x35f6, 0x3bb8, 0x3733, 0x320f, 0x3a45, 0x3457, 0x392e, 0x3462, 0x36f3, 0x32d4, 0x3025, 0x24ba, 0x3826, 0x37a7, 0x3714, 0x38d7, 0x3630, 0x3a29, 0x3582, 0x3af6, 0x2639, 0x3b0e, 0x3872, 0x39c2, 0x2e2e, 0x396d, 0x3b99, 0x34b3, 0x3551, 0x3162, 0x3a7d, 0x35f0, 0x351b, 0x3661, 0x3ad0, 0x39cf, 0x25f1, 0x3987, 0x3296, 0x365f, 0x3902, 0x38fd, 0x3745, 0x3990, 0x3972, 0x3317, 0x3a87, 0x3985, 0x392d, 0x36a3, 0x34f1, 0x396f, 0x3a7a, 0x3465, 0x3362, 0x3b0b, 0x208d, 0x37e0, 0x3ade, 0x31dc, 0x3854, 0x34cc, 0x3874, 0x311e, 0x38ec, 0x35e2, 0x2de6, 0x3219, 0x38b0, 0x3be3, 0x3381, 0x3b39, 0x38e6, 0x3b20, 0x3bea, 0x38e2, 0x38d6, 0x39e6, 0x2db4, 0x3884, 0x1cb8, 0x176a, 0x2eba, 0x3bb1, 0x37fe, 0x371a, 0x3b1c, 0x3402, 0x3462, 
-0x3632, 0x2a7c, 0x3897, 0x32c6, 0x34d7, 0x3ad2, 0x3b38, 0x3aa2, 0x2c56, 0x392e, 0x376a, 0x3356, 0x36b3, 0x3b8d, 0x2fc0, 0x3b16, 0x38dd, 0x2f21, 0x3852, 0x3aeb, 0x3aad, 0x379e, 0x32c9, 0x324b, 0x3b1f, 0x382a, 0x3929, 0x2cbe, 0x3867, 0x3651, 0x389b, 0x2fd3, 0x3809, 0x3ade, 0x38ba, 0x3a92, 0x398d, 0x38c2, 0x3061, 0x37f4, 0x3ab9, 0x3a17, 0x2d4b, 0x3255, 0x3656, 0x3884, 0x3b75, 0x3b1a, 0x3a56, 0x353d, 0x2fab, 0x3a0d, 0x3180, 0x3bd5, 0x3ac0, 0x3298, 0x3a5f, 0x3009, 0x39d4, 0x3b69, 0x39ad, 0x3b16, 0x36b3, 0x2c5b, 0x3ab1, 0x39d1, 0x30bc, 0x36ba, 0x2f6d, 0x3817, 0x3b4c, 0x3b31, 0x39d1, 0x348b, 0x3b82, 0x3032, 0x2586, 0x3bbf, 0x2dea, 0x2f5f, 0x383a, 0x3bb8, 0x3a4c, 0x3421, 0x33f7, 0x3ab6, 0x398e, 0x3335, 0x3a1c, 0x37dd, 0x2fc9, 0x3824, 0x3463, 0x3bed, 0x3b6c, 0x313b, 
-0x3b2d, 0x3426, 0x335b, 0x3952, 0x347e, 0x3ba0, 0x3bbb, 0x39ec, 0x3b16, 0x3561, 0x3a65, 0x3196, 0x3bd4, 0x30b6, 0x3891, 0x3749, 0x3a0b, 0x3a40, 0x3485, 0x3b5d, 0x3b0d, 0x33b5, 0x3812, 0x37be, 0x3a0a, 0x38c9, 0x38d2, 0x398f, 0x3235, 0x3a91, 0x2b81, 0x26f6, 0x2d3a, 0x1cd9, 0x2ea1, 0x3970, 0x3a5b, 0x30e8, 0x2a5f, 0x390b, 0x38f4, 0x396c, 0x3b50, 0x3b24, 0x35dd, 0x396c, 0x33c7, 0x2c40, 0x397b, 0x390b, 0x348f, 0x38df, 0x38fb, 0x3be2, 0x3122, 0x3bb5, 0x2c56, 0x322f, 0x3836, 0x1ee5, 0x3b35, 0x359e, 0x3966, 0x39b3, 0x3163, 0x2902, 0x38b4, 0x3ace, 0x34ed, 0x3add, 0x3428, 0x369b, 0x3116, 0x3a77, 0x34f6, 0x39c9, 0x3263, 0x359d, 0x352c, 0x3b0b, 0x38c9, 0x31dc, 0x373d, 0x2ad4, 0x3452, 0x3156, 0x360d, 0x2d93, 0x38d0, 0x3978, 0x3901, 0x36f4, 0x3b26, 0x2e42, 0x3983, 0x3bce, 
-0x3990, 0x37f3, 0x2645, 0x3938, 0x3868, 0x3a22, 0x3a6a, 0x3b78, 0x3b4e, 0x371f, 0x39fb, 0x2e11, 0x38b8, 0x36d2, 0x3468, 0x34f2, 0x39bf, 0x3b8e, 0x3710, 0x348b, 0x38d6, 0x3aae, 0x35f0, 0x3ae0, 0x3ba8, 0x3857, 0x39c1, 0x3a03, 0x35b3, 0x3a2c, 0x3a7b, 0x350c, 0x30f8, 0x3830, 0x25aa, 0x24b3, 0x380b, 0x3879, 0x3929, 0x354d, 0x38b4, 0x2fea, 0x34bc, 0x3ba6, 0x3832, 0x3a2a, 0x387b, 0x343f, 0x3114, 0x2edb, 0x36ec, 0x3a24, 0x32ea, 0x2f80, 0x3675, 0x2df4, 0x39ce, 0x37ea, 0x3091, 0x3766, 0x38e3, 0x37d4, 0x39bc, 0x3425, 0x3336, 0x38aa, 0x34b9, 0x3bce, 0x37dc, 0x3af9, 0x39a9, 0x3b3e, 0x386a, 0x392b, 0x3942, 0x338a, 0x36f9, 0x36f3, 0x3b56, 0x33e2, 0x3bd1, 0x38aa, 0x3337, 0x3a61, 0x3ac5, 0x377c, 0x3819, 0x2ff3, 0x3870, 0x3b2c, 0x3925, 0x38cd, 0x3b0e, 0x3719, 0x3a2a, 0x326d, 
-0x32b3, 0x35f8, 0x3b6e, 0x3bde, 0x3baf, 0x3027, 0x3433, 0x3819, 0x2eab, 0x3b4f, 0x34a1, 0x34f8, 0x393a, 0x3a09, 0x38f7, 0x3489, 0x37ae, 0x3bfa, 0x2dc1, 0x3468, 0x26f5, 0x343f, 0x3b4e, 0x39b2, 0x339a, 0x3441, 0x3b51, 0x38dc, 0x3914, 0x2699, 0x3339, 0x2f3a, 0x38f1, 0x3a57, 0x2e7e, 0x36a4, 0x2cf6, 0x31e6, 0x3802, 0x3a75, 0x39f5, 0x38f5, 0x3327, 0x38d5, 0x36b4, 0x3b6c, 0x2279, 0x3b08, 0x39e9, 0x380f, 0x3b8c, 0x3432, 0x39c9, 0x343d, 0x38ad, 0x3be5, 0x3602, 0x3bc4, 0x3952, 0x350a, 0xc4c, 0x267d, 0x35e1, 0x3bdb, 0x3937, 0x348d, 0x3768, 0x3a78, 0x3717, 0x3342, 0x34f0, 0x36db, 0x2788, 0x3b52, 0x2acf, 0x3bef, 0x3899, 0x3279, 0x38e4, 0x3bc5, 0x38ed, 0x3369, 0x3652, 0x34b4, 0x378a, 0x3bf9, 0x3a9d, 0x3841, 0x3a01, 0x3065, 0x35a4, 0x3b47, 0x376f, 0x35e0, 0x34f0, 0x396c, 
-0x3a1e, 0x354b, 0x390b, 0x3165, 0x3435, 0x329e, 0x386e, 0x36ba, 0x2046, 0x385b, 0x3493, 0x3537, 0x2e29, 0x3bda, 0x3b0c, 0x35e0, 0x34b8, 0x25c1, 0x3698, 0x2ef1, 0x3516, 0x330e, 0x387a, 0x37eb, 0x3011, 0x2658, 0x350a, 0x393c, 0x2c1c, 0x2dbc, 0x25f3, 0x376f, 0x3a1c, 0x3112, 0x2c6d, 0x2e2a, 0x3a3d, 0x3ba0, 0x391a, 0x36ac, 0x3876, 0x32b9, 0x3ad9, 0x36f8, 0x39aa, 0x3095, 0x348d, 0x39a6, 0x35be, 0x3747, 0x31e9, 0x33b9, 0x31c0, 0x3926, 0x2d3f, 0x3b32, 0x3412, 0x3b52, 0x29eb, 0x333e, 0x3af4, 0x3974, 0x36ab, 0x3ba6, 0x3aed, 0x3807, 0x2b53, 0x33b0, 0x35d7, 0x37aa, 0x3838, 0x3478, 0x2f9d, 0x3b1b, 0x3b31, 0x30fb, 0x30fa, 0x38d7, 0x329f, 0x372b, 0x31b1, 0x38a9, 0x3932, 0x315d, 0x2d85, 0x374b, 0x3aa3, 0x3621, 0x2da1, 0x373a, 0x386d, 0x38ba, 0x3a4e, 0x1eea, 0x3887, 0x3438 
+uint16_t x_inp [768] = {
+0x2153, 0x3bb5, 0x3896, 0x365f, 0x2483, 0x3518, 0x2dd1, 0x3bca, 0x397b, 0x29b1, 0x3705, 0x36c8, 0x398b, 0x3661, 0x2f05, 0x365a, 0x3bf9, 0x34df, 0x363b, 0x38d9, 0x39c6, 0x3abb, 0x3952, 0x38f2, 0x392d, 0x3b3e, 0x2afb, 0x3a9d, 0x353b, 0x3b73, 0x3a01, 0x3679, 
+0x3934, 0x397d, 0x2904, 0x3822, 0x3462, 0x3b44, 0x39e9, 0x28be, 0x331e, 0x3a1d, 0x39e5, 0x34da, 0x3a19, 0x3906, 0x1d35, 0x3871, 0x31e7, 0x3b29, 0x325d, 0x3797, 0x2b2f, 0x38b4, 0x232f, 0x38aa, 0x3aca, 0x316f, 0x3811, 0x3950, 0x32ea, 0x3bc7, 0x382c, 0x38a2, 
+0x29ce, 0x3afa, 0x3a39, 0x2ccc, 0x39fd, 0x3b3d, 0x384a, 0x3a35, 0x3802, 0x366a, 0x37ec, 0x3598, 0x3bf8, 0x3a85, 0x3a1b, 0x386e, 0x3b4c, 0x39de, 0x38c2, 0x2f93, 0x3b4c, 0x39c4, 0x3b9e, 0x3844, 0x346d, 0x3bff, 0x32ce, 0x296d, 0x3130, 0x3b3d, 0x3b44, 0x369d, 
+0x3b13, 0x31ed, 0x330a, 0x3831, 0x34e7, 0x37b3, 0x331a, 0x3918, 0x32d3, 0x3995, 0x3991, 0x3919, 0x3a26, 0x385b, 0x2b76, 0x3a3b, 0x37f2, 0x26a7, 0x3225, 0x3b64, 0x28f0, 0x3456, 0x3822, 0x341e, 0x381a, 0x38d8, 0x2c11, 0x33be, 0x33ac, 0x353f, 0x3476, 0x3abc, 
+0x36ec, 0x3a1d, 0x39d3, 0x3821, 0x36ac, 0x3bce, 0x3ad2, 0x3616, 0x36a1, 0x2cb3, 0x38d2, 0x314f, 0x385c, 0x3b63, 0x3bb6, 0x2951, 0x372d, 0x2c42, 0x3823, 0x3883, 0x3872, 0x31ee, 0x36c5, 0x399a, 0x31b0, 0x3887, 0x3884, 0x3865, 0x3896, 0x36c3, 0x32e3, 0x346c, 
+0x3935, 0x3b50, 0x2b6d, 0x38cd, 0x388f, 0x3389, 0x395d, 0x31cd, 0x2efd, 0x3154, 0x2f35, 0x3444, 0x3293, 0x3b6b, 0x1bec, 0x3b69, 0x3bf3, 0x3611, 0x3508, 0x3742, 0x3a50, 0x3ab7, 0x3457, 0x38d3, 0x3344, 0x38e8, 0x33c0, 0x3668, 0x3bee, 0x3b21, 0x3727, 0x3121, 
+0x316c, 0x3288, 0x2d50, 0x2e74, 0x35d5, 0x37e2, 0x303d, 0x36af, 0x341f, 0x3436, 0x2df7, 0x399d, 0x30f4, 0x3aaf, 0x34e4, 0x2c2a, 0x3116, 0x34d3, 0x36ac, 0x35e3, 0x3760, 0x36e1, 0x3ad2, 0x3547, 0x38f4, 0x369c, 0x3ba9, 0x34f0, 0x3a39, 0x3b19, 0x36e6, 0x395d, 
+0x3be8, 0x3293, 0x3bfc, 0x3435, 0x2eb3, 0x3360, 0x3919, 0x3bed, 0x396a, 0x37fc, 0x3242, 0x384b, 0x38cb, 0x3b2c, 0x3b28, 0x28cf, 0x3828, 0x3855, 0x3ba9, 0x2fa7, 0x340b, 0x32f1, 0x3ada, 0x36fa, 0x31f5, 0x3436, 0x29d0, 0x33e6, 0x3232, 0x3bec, 0x3904, 0x2797, 
+0x3b81, 0x3bac, 0x38d2, 0x343d, 0x31af, 0x3b1e, 0x33fc, 0x3864, 0x3624, 0x3905, 0x2945, 0x3b52, 0x2d08, 0x3a17, 0x3b84, 0x3804, 0x3a24, 0x38a3, 0x3562, 0x3ae6, 0x3bba, 0x3a45, 0x3679, 0x31fa, 0x3994, 0x2c3d, 0x383f, 0x399d, 0x34f7, 0x360e, 0x35f3, 0x38f0, 
+0x38d4, 0x399a, 0x3a48, 0x3987, 0x3b54, 0x382c, 0x3210, 0x35ef, 0x36ca, 0x31b4, 0x3625, 0x371f, 0x37bd, 0x3680, 0x3a3a, 0x3ac0, 0x3bbf, 0x3bf5, 0x39f2, 0x29c2, 0x363e, 0x3a4e, 0x3596, 0x3b1b, 0x3459, 0x3669, 0x3aa1, 0x39c3, 0x3376, 0x390d, 0x2456, 0x39b5, 
+0x3a66, 0x3ad8, 0x3b51, 0x36aa, 0x32be, 0x3ac8, 0x392b, 0x3740, 0x3a48, 0x38f5, 0x3b2d, 0x3a5f, 0x2ff3, 0x366f, 0x39d3, 0x35e5, 0x3822, 0x38db, 0x3b8a, 0x34be, 0x2d33, 0x36dd, 0x3578, 0x3bdf, 0x2c7e, 0x39cf, 0x32ff, 0x35c9, 0x3970, 0x3bcb, 0x351e, 0x3956, 
+0x2c42, 0x3308, 0x377a, 0x361c, 0x39a0, 0x36c9, 0x2dcb, 0x3bf2, 0x3b5f, 0x33ee, 0x24c1, 0x2ce9, 0x3927, 0x305d, 0x3702, 0x3119, 0x35f9, 0x3855, 0x3374, 0x349b, 0x3bcf, 0x2dea, 0x34f0, 0x363f, 0x37da, 0x3a74, 0x35fc, 0x35fa, 0x316b, 0x3804, 0x37a7, 0x3986, 
+0x3073, 0x3aed, 0x31c7, 0x3844, 0x34a4, 0x387d, 0x3a20, 0x3037, 0x3a00, 0x3b70, 0x377f, 0x3686, 0x3b7e, 0x38b3, 0x32e3, 0x3323, 0x391e, 0x3228, 0x3930, 0x3997, 0x3a5e, 0x398b, 0x3512, 0x35b0, 0x365c, 0x325d, 0x3b61, 0x38b8, 0x39a4, 0x3423, 0x3bd7, 0x38af, 
+0x2d3d, 0x382d, 0x38ac, 0x26ca, 0x395e, 0x21a8, 0x3520, 0x386f, 0x3b95, 0x32c0, 0x3b84, 0x3a51, 0x3b4b, 0x31d2, 0x3747, 0x3b96, 0x3b40, 0x3535, 0x38d1, 0x3899, 0x3b00, 0x3827, 0x3ae3, 0x38c8, 0x3a07, 0x338d, 0x2e96, 0x3a46, 0x394a, 0x39de, 0x2951, 0x3a02, 
+0x3838, 0x2d45, 0x28c0, 0x3958, 0x3070, 0x2aa2, 0x3510, 0x38ce, 0x271c, 0x3440, 0x3954, 0x30bc, 0x3b35, 0x2f1d, 0x3afb, 0x2dae, 0x356f, 0x2e13, 0x3981, 0x326d, 0x3a28, 0x3a36, 0x3a95, 0x38cb, 0x38db, 0x3150, 0x2c9e, 0x34c5, 0x3adb, 0x3bdf, 0x38f2, 0x3994, 
+0x36f8, 0x31c0, 0x3a4f, 0x3825, 0x394b, 0x3a8b, 0x38ac, 0x3167, 0x2e2d, 0x3a93, 0x34f3, 0x37bd, 0x3b63, 0x2f2f, 0x3ae0, 0x3ad8, 0x34a8, 0x2e1c, 0x3890, 0x3705, 0x3b69, 0x3bc1, 0x28af, 0x3b36, 0x348b, 0x3111, 0x3a8d, 0x389c, 0x3916, 0x36dc, 0x3bae, 0x3874, 
+0x3593, 0x3638, 0x3018, 0x3a56, 0x38a3, 0x2ad4, 0x3a25, 0x38d7, 0x3864, 0x31c1, 0x28d1, 0x39c8, 0x37d6, 0x2c7f, 0x3ba5, 0x34b8, 0x3bef, 0x3b83, 0x3ab5, 0x3062, 0x38bc, 0x399c, 0x2ce4, 0x2f2c, 0x39bf, 0x2ed1, 0x385f, 0x37e0, 0x35ee, 0x397d, 0x3b0c, 0x3049, 
+0x39d5, 0x322e, 0x3936, 0x3747, 0x2e15, 0x3b41, 0x3874, 0x3bd0, 0x2c04, 0x3800, 0x375b, 0x3b2d, 0x38d8, 0x3a51, 0x3406, 0x38da, 0x38ba, 0x3497, 0x382e, 0x35fc, 0x39d4, 0x3775, 0x3b1e, 0x3813, 0x3649, 0x31af, 0x37bb, 0x334a, 0x3a6e, 0x3284, 0x26e0, 0x2e01, 
+0x2ebb, 0x344b, 0x3821, 0x381a, 0x385a, 0x2534, 0x3635, 0x2a92, 0x3b8c, 0x31f0, 0x3947, 0x3ac7, 0x3743, 0x3924, 0x39e4, 0x358f, 0x2b62, 0x392c, 0x3955, 0x3341, 0x3676, 0x38ac, 0x3957, 0x335b, 0x2ca2, 0x39ff, 0x37cb, 0x341f, 0x3ac9, 0x3b6c, 0x2f14, 0x34c3, 
+0x3018, 0x3169, 0x355b, 0x3624, 0x31ed, 0x379e, 0x3268, 0x309b, 0x35db, 0x3872, 0x3bdb, 0x34c7, 0x3408, 0x3359, 0x3920, 0x331f, 0x3866, 0x3af0, 0x2a1a, 0x39e0, 0x3b14, 0x34fa, 0x2d18, 0x3963, 0x35e8, 0x2539, 0x38f5, 0x37b3, 0x378f, 0x31b5, 0x3a6c, 0x3685, 
+0x3a06, 0x318a, 0x2934, 0x33c1, 0x3be8, 0x375b, 0x3860, 0x3543, 0x3702, 0x3951, 0x3677, 0x37ff, 0x2e27, 0x2e3a, 0x340f, 0x3817, 0x2f04, 0x357e, 0x3a1d, 0x2dd6, 0x252a, 0x3945, 0x162a, 0x3b19, 0x3a53, 0x35d2, 0x3a5d, 0x3474, 0x38e9, 0x374b, 0x387c, 0x1f1a, 
+0x38ac, 0x3291, 0x3393, 0x3b53, 0x3169, 0x3bca, 0x2f1a, 0x3551, 0x38a3, 0x28e3, 0x369d, 0x34a1, 0x38a8, 0x34c3, 0x3841, 0x390d, 0x3b13, 0x3282, 0x3a29, 0x3a78, 0x2df3, 0x3a37, 0x35f4, 0x35a6, 0x38e8, 0x3328, 0x3beb, 0x390b, 0x32dc, 0x34dc, 0x396d, 0x3a78, 
+0x39ba, 0x3a06, 0x2cdd, 0x3bc3, 0x2d43, 0x2992, 0x3663, 0x3a68, 0x2c3e, 0x394e, 0x2c9f, 0x380e, 0x37f5, 0x3557, 0x2873, 0x390f, 0x39e7, 0x3939, 0x3669, 0x385c, 0x3a68, 0x32c4, 0x2b04, 0x2d6d, 0x39d3, 0x3895, 0x331d, 0x3b59, 0x3463, 0x2b6a, 0x31de, 0x3296, 
+0x3aae, 0x3bcd, 0x345a, 0x3897, 0x374b, 0x3bd4, 0x38a2, 0x357f, 0x3402, 0x3a0c, 0x3507, 0x3865, 0x3a54, 0x3878, 0x3859, 0x383e, 0x32b5, 0x34ea, 0x328d, 0x38b6, 0x3464, 0x2f5b, 0x35ff, 0x3817, 0x2f24, 0x3533, 0x3b21, 0x37ba, 0x3837, 0x2e34, 0x3bad, 0x34bc 
 };
\ No newline at end of file
diff --git a/hwpe/redmule/inc/y_2D.h b/hwpe/redmule/inc/y_2D.h
index 9ea877d..9484a10 100644
--- a/hwpe/redmule/inc/y_2D.h
+++ b/hwpe/redmule/inc/y_2D.h
@@ -1,99 +1,27 @@
  /* Header file generated by RedMulE Golden Model */
-uint16_t y_inp_2D [96][96] = {
-0x39fc, 0x3a87, 0x3a35, 0x2bf4, 0x34f8, 0x2c8c, 0x3822, 0x38a2, 0x3bf8, 0x3b3a, 0x37d8, 0x3041, 0x28b2, 0x38d2, 0x1822, 0x3044, 0x38dc, 0x308d, 0x3a14, 0x3952, 0x38be, 0x32ef, 0x351e, 0x38ab, 0x2eb4, 0x3689, 0x33ca, 0x3a1f, 0x3bbc, 0x37ed, 0x38d5, 0x35c8, 0x341b, 0x3b74, 0x3627, 0x3a34, 0x3220, 0x3b85, 0x3a43, 0x2eca, 0x3550, 0x3958, 0x3813, 0x2cca, 0x3869, 0x391e, 0x3260, 0x2e42, 0x3493, 0x39ed, 0x3b7b, 0x3699, 0x3863, 0x3a7e, 0x3ab4, 0x3bcb, 0x3920, 0x3502, 0x28df, 0x38c5, 0x35e5, 0x282d, 0x3645, 0x3a29, 0x2fbb, 0x338d, 0x3ba0, 0x320d, 0x2830, 0x3bb4, 0x390a, 0x367f, 0x3335, 0x3b1a, 0x38c0, 0x3781, 0x3773, 0x39b0, 0x3b74, 0x38ba, 0x3383, 0x3550, 0x357a, 0x3ba7, 0x30e6, 0x39f4, 0x3b11, 0x282b, 0x334f, 0x3644, 0x367c, 0x3ac3, 0x38f3, 0x39f9, 0x3b1d, 0x35cf, 
-0x3433, 0x2eea, 0x38c1, 0x362a, 0x35e6, 0x3070, 0x1c1d, 0x308e, 0x381d, 0x39e5, 0x3a51, 0x2fb2, 0x3723, 0x3b58, 0x293e, 0x337a, 0x3a39, 0x349c, 0x3766, 0x3a73, 0x39bd, 0x3a0c, 0x3843, 0x21b9, 0x39a5, 0x2fd6, 0x2cf4, 0x3112, 0x3a1a, 0x3bb6, 0x3a83, 0x398e, 0x3b92, 0x2a3f, 0x37f1, 0x3664, 0x35f0, 0x39be, 0x3279, 0x39e0, 0x3241, 0x3bc7, 0x3bae, 0x36bd, 0x1bf5, 0x3806, 0x37d3, 0x247c, 0x3789, 0x36b9, 0x3b84, 0x3093, 0x3a5d, 0x2863, 0x2fe0, 0x2c4b, 0x3bd5, 0x38b6, 0x3b0e, 0x3ad1, 0x3ba2, 0x3914, 0x3947, 0x3984, 0x397a, 0x35ed, 0x3891, 0x3b7f, 0x3b32, 0x3857, 0x3717, 0x2b73, 0x38c1, 0x3bc6, 0x3330, 0x35c8, 0x34ff, 0x3924, 0x387b, 0x3a27, 0x3b92, 0x22d9, 0x29be, 0x3b39, 0x361c, 0x34e6, 0x2b7e, 0x34d8, 0x38c2, 0x3a4c, 0x3a2f, 0x381f, 0x38f6, 0x3a9a, 0x394f, 0x382d, 
-0x3939, 0x397a, 0x3926, 0x3a59, 0x34e3, 0x3077, 0x3190, 0x3a6b, 0x2c3f, 0x3a51, 0x35d9, 0x3866, 0x2f73, 0x38f2, 0x3766, 0x3aa1, 0x3b55, 0x2f8f, 0x3993, 0x354a, 0x3650, 0x340d, 0x2f01, 0x3731, 0x394d, 0x3b15, 0x3806, 0x39b9, 0x3aa7, 0x387c, 0x3beb, 0x2e2f, 0x38e8, 0x353a, 0x36ba, 0x3b2e, 0x3b5c, 0x2d4b, 0x357e, 0x3bd8, 0x3be0, 0x38b0, 0x2a3b, 0x2ff0, 0x3268, 0x38f3, 0x31fc, 0x318c, 0x35b5, 0x3980, 0x3a4d, 0x33cc, 0x365b, 0x397e, 0x3809, 0x39af, 0x3537, 0x2ba6, 0x30f1, 0x38b2, 0x39fe, 0x39f3, 0x373b, 0x3bff, 0x36ce, 0x3b5d, 0x3b5a, 0x2f1d, 0x3be3, 0x395d, 0x34d0, 0x36a3, 0x3937, 0x33b3, 0x3b91, 0x3ab5, 0x3215, 0x396b, 0x3bed, 0x302d, 0x3862, 0x3b05, 0x2ba1, 0x2fa6, 0x35d2, 0x3806, 0x3b84, 0x3233, 0x2664, 0x3a63, 0x3bdb, 0x375f, 0x3b0b, 0x34ff, 0x3020, 0x375d, 
-0x3931, 0x2d6c, 0x31c3, 0x3a24, 0x34b8, 0x3865, 0x366e, 0x3aaf, 0x3530, 0x20d6, 0x35ac, 0x33e8, 0x3b37, 0x32d8, 0x333c, 0x3349, 0x30cd, 0x392f, 0x2c30, 0x3b0a, 0x390a, 0x3703, 0x3b5f, 0x39ac, 0x31ba, 0x32a4, 0x3b8f, 0x3a5e, 0x3ad1, 0x38bf, 0x38bb, 0x369f, 0x3b75, 0x32c6, 0x31d2, 0x280f, 0x3891, 0x3b09, 0x3531, 0x3899, 0x3a55, 0x37fe, 0x3b5e, 0x364a, 0x3ada, 0x386f, 0x38bb, 0x3a7b, 0x313f, 0x3592, 0x2ca6, 0x2eeb, 0x38b1, 0x35df, 0x326f, 0x3bf5, 0x3848, 0x2fbd, 0x3268, 0x3922, 0x376b, 0x3a5e, 0x3826, 0x3207, 0x33f3, 0x3302, 0x3a80, 0x3bf1, 0x35dd, 0x2a83, 0x3460, 0x3296, 0x3ada, 0x3484, 0x3989, 0x3680, 0x3969, 0x3ab4, 0x2fb1, 0x3b50, 0x38bd, 0x3ad1, 0x34ac, 0x3718, 0x2ed7, 0x3b53, 0x3114, 0x248a, 0x3960, 0x3ab6, 0x39ef, 0x21dd, 0x33b9, 0x3a05, 0x2fbe, 0x37a2, 
-0x3a70, 0x37f8, 0x37f1, 0x3591, 0x382f, 0x3276, 0x33ed, 0x3935, 0x275e, 0x353c, 0x3b24, 0x3b42, 0x38db, 0x33ca, 0x3bd7, 0x3694, 0x365f, 0x3997, 0x39b7, 0x3bcb, 0x3b6a, 0x269a, 0x3956, 0x3b4e, 0x3ba1, 0x3bee, 0x2aaf, 0x3530, 0x3ad7, 0x3bce, 0x3bd2, 0x397c, 0x3aee, 0x3b62, 0x3bfc, 0x3ba1, 0x3b44, 0x38e6, 0x3747, 0x3855, 0x3baf, 0x3b16, 0x3b35, 0x34e7, 0x3858, 0x3bdb, 0x39c3, 0x3898, 0x381e, 0x3899, 0x36be, 0x363c, 0x3a70, 0x1518, 0x334e, 0x38cd, 0x3a74, 0x3420, 0x35a7, 0x3a00, 0x3282, 0x32db, 0x3656, 0x2dd8, 0x2e5b, 0x399e, 0x3bd7, 0x3366, 0x34cd, 0x257c, 0x3a2e, 0x375b, 0x3971, 0x3472, 0x269f, 0x39ac, 0x39e6, 0x396b, 0x335b, 0x38cc, 0x3b3d, 0x38ee, 0x3895, 0x2e3b, 0x3ba0, 0x3bb7, 0x3401, 0x35df, 0x3b06, 0x3adf, 0x37af, 0x3948, 0x33a6, 0x3aa7, 0x36b2, 0x373c, 
-0x3872, 0x3674, 0x34d5, 0x3918, 0x37cd, 0x369a, 0x3a26, 0x3bc3, 0x380c, 0x35ba, 0x36eb, 0x3b54, 0x37a9, 0x3405, 0x397d, 0x351f, 0x2f10, 0x34fd, 0x333c, 0x36c9, 0x3584, 0x3998, 0x3b22, 0x3aff, 0x3931, 0x31b7, 0x39ae, 0x31e7, 0x3847, 0x392a, 0x3bff, 0x3a24, 0x15c5, 0x3905, 0x36e8, 0x3356, 0x2f46, 0x38a9, 0x3bd8, 0x3bfc, 0x2fbf, 0x3a7d, 0x3989, 0x3a6c, 0x3a8b, 0x32c9, 0x37da, 0x3b16, 0x394a, 0x3aa5, 0x2c30, 0x3968, 0x3119, 0x3af2, 0x2f8f, 0x34ef, 0x3ab3, 0x2445, 0x38d9, 0x3856, 0x3592, 0x389d, 0x2932, 0x31f8, 0x3775, 0x3947, 0x3893, 0x3b50, 0x3465, 0x355c, 0x3547, 0x3925, 0x32c2, 0x3a0e, 0x39f9, 0x39f0, 0x2a1c, 0x34a0, 0x3b51, 0x3bb8, 0x38af, 0x36c7, 0x361f, 0x397b, 0x3a7f, 0x39e2, 0x3a7e, 0x3a67, 0x304c, 0x34d8, 0x3921, 0x3287, 0x2d90, 0x3b36, 0x30cc, 0x1958, 
-0x36ea, 0x3419, 0x39f3, 0x3bf1, 0x3271, 0x3763, 0x3643, 0x337f, 0x3161, 0x3944, 0x33b1, 0x30c7, 0x3687, 0x342b, 0x2402, 0x394a, 0x3480, 0x3052, 0x2a6e, 0x376a, 0x3236, 0x381e, 0x3596, 0x3939, 0x373e, 0x34b4, 0x201a, 0x3245, 0x3169, 0x26c8, 0x3a1c, 0x389b, 0x3351, 0x3bac, 0x3261, 0x37ab, 0x39bb, 0x350f, 0x3b5d, 0x3b86, 0x34e8, 0x3104, 0x3969, 0x31f4, 0x399a, 0x370e, 0x34a3, 0x3064, 0x3519, 0x3542, 0x3a72, 0x3be0, 0x3ba2, 0x3a5b, 0x3455, 0x3ae5, 0x38ef, 0x358a, 0x3908, 0x38eb, 0x3572, 0x3b41, 0x39cb, 0x39f4, 0x3bb6, 0x2f51, 0x3345, 0x3475, 0x3b20, 0x3b7c, 0x385d, 0x36a4, 0x35b8, 0x3368, 0x3867, 0x37cb, 0x3b8c, 0x32e9, 0x366b, 0x3a3f, 0x3147, 0x3534, 0x25bc, 0x3828, 0x38f8, 0x27cd, 0x35c8, 0x2a95, 0x39cf, 0x328b, 0x3a6d, 0x34f4, 0x38ae, 0x2b5f, 0x3845, 0x3b30, 
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-0x38d9, 0x38e4, 0x31e3, 0x38d7, 0x3b05, 0x3645, 0x388a, 0x3964, 0x3ab3, 0x39d3, 0x35f4, 0x2777, 0x34e4, 0x3874, 0x3bf6, 0x3b51, 0x3b2e, 0x3887, 0x3bf3, 0x3b3a, 0x348d, 0x35f3, 0x3a72, 0x3bd9, 0x31ec, 0x2d30, 0x34e5, 0x36c2, 0x3907, 0x33da, 0x2e75, 0x2fa8, 0x2fbf, 0x342e, 0x385d, 0x3421, 0x3897, 0x3841, 0x195c, 0x322b, 0x315d, 0x3325, 0x306d, 0x394b, 0x2f4e, 0x3896, 0x3a65, 0x3bf9, 0x30dd, 0x3957, 0x39a5, 0x2f7f, 0x3a29, 0x38c9, 0x35d6, 0x3248, 0x371d, 0x3412, 0x3660, 0x3609, 0x3944, 0x3b17, 0x3af3, 0x3b89, 0x39da, 0x3764, 0x344d, 0x3462, 0x3907, 0x388a, 0x38f0, 0x2960, 0x393b, 0x32f0, 0x3956, 0x31d3, 0x3328, 0x33fd, 0x3256, 0x2913, 0x3665, 0x397f, 0x36ad, 0x31db, 0x3aa5, 0x39db, 0x329b, 0x38f0, 0x32a5, 0x3051, 0x3855, 0x3a9c, 0x3870, 0x3a27, 0x3b93, 0x3942, 
-0x34e3, 0x37d4, 0x36b0, 0x384f, 0x2eef, 0x2e05, 0x35bc, 0x3bee, 0x34c7, 0x374f, 0x3811, 0x39c4, 0x2de0, 0x3bda, 0x3700, 0x2dc6, 0x349f, 0x29cf, 0x3b8b, 0x39b9, 0x2e31, 0x39f9, 0x3815, 0x3076, 0x38cc, 0x39c1, 0x398c, 0x3a20, 0x3865, 0x34d3, 0x3ba8, 0x3b16, 0x2057, 0x248a, 0x3859, 0x2e3f, 0x30e1, 0x3842, 0x3627, 0x383d, 0x3bb8, 0x34c8, 0x3ad0, 0x3b23, 0x388b, 0x3014, 0x3235, 0x357c, 0x3ba7, 0x3977, 0x3a32, 0x3aba, 0x30f5, 0x31d2, 0x3857, 0x393a, 0x3894, 0x351a, 0x3805, 0x35ee, 0x3967, 0x3862, 0x2a1b, 0x3afc, 0x3a4a, 0x38a0, 0x2f0d, 0x38d3, 0x393c, 0x3a13, 0x3973, 0x3831, 0x3a43, 0x3865, 0x3b80, 0x395a, 0x3275, 0x3874, 0x3735, 0x399c, 0x395e, 0x3abb, 0x2fd8, 0x381a, 0x3834, 0x2ae7, 0x3b2f, 0x39f3, 0x38be, 0x3ade, 0x351f, 0x3900, 0x34e5, 0x389a, 0x31d6, 0x3be4, 
-0x394f, 0x3a3d, 0x3b26, 0x3a2f, 0x399e, 0x2e0a, 0x3bc9, 0x38d2, 0x3920, 0x343d, 0x3a0b, 0x2c78, 0x38aa, 0x3b54, 0x3639, 0x37b3, 0x377b, 0x3b67, 0x3836, 0x2d52, 0x3b65, 0x38fb, 0x3836, 0x32cf, 0x3a40, 0x367e, 0x3a47, 0x3b47, 0x2d4d, 0x36fc, 0x398a, 0x3b7c, 0x3290, 0x3b4f, 0x3bf6, 0x25de, 0x3937, 0x3798, 0x3b0f, 0x3a95, 0x3bbc, 0x3beb, 0x34cf, 0x269a, 0x3b63, 0x3543, 0x366f, 0x344f, 0x361b, 0x3518, 0x35fb, 0x39aa, 0x3922, 0x3969, 0x3024, 0x2965, 0x2f2d, 0x2e6c, 0x385e, 0x3ab9, 0x34af, 0x3aec, 0x3af1, 0x348b, 0x2f86, 0x3bda, 0x3888, 0x3909, 0x3ba0, 0x3743, 0x3b40, 0x3306, 0x3999, 0x36c0, 0x35f8, 0x3531, 0x3457, 0x397a, 0x3a86, 0x37b8, 0x3bf2, 0x3bb3, 0x378e, 0x3bc7, 0x38f8, 0x3515, 0x3be1, 0x26dd, 0x28e4, 0x3a19, 0x3a28, 0x289c, 0x38ed, 0x3a77, 0x32b0, 0x392e, 
-0x2fcb, 0x3b43, 0x357f, 0x3987, 0x3056, 0x39dc, 0x3bc7, 0x34c0, 0x3a41, 0x3b4a, 0x3317, 0x2230, 0x3b8c, 0x363d, 0x25bf, 0x3b25, 0x39e3, 0x39d5, 0x37bd, 0x3a52, 0x3a14, 0x1aec, 0x3756, 0x353a, 0x3826, 0x331e, 0x34f7, 0x3690, 0x3973, 0x3269, 0x2c1c, 0x1bea, 0x32da, 0x2d21, 0x346d, 0x351f, 0x2df0, 0x3be0, 0x3bee, 0x3bb2, 0x3b6f, 0x3596, 0x38a2, 0x3408, 0x2281, 0x3864, 0x3516, 0x3b24, 0x3a8d, 0x3a63, 0x3806, 0x36e1, 0x3b6b, 0x3656, 0x3b8f, 0x31d3, 0x3a70, 0x39f8, 0x3953, 0x31eb, 0x3a05, 0x3a58, 0x2f81, 0x395b, 0x3721, 0x3353, 0x35db, 0x2d72, 0x3786, 0x3ab5, 0x3b4b, 0x3bd0, 0x3607, 0x35b4, 0x3a79, 0x32e2, 0x3299, 0x36a2, 0x381c, 0x2fb4, 0x2b3f, 0x3a01, 0x390c, 0x29d1, 0x2b63, 0x3a4b, 0x3309, 0x34f5, 0x3b7b, 0x348d, 0x3a7e, 0x30ca, 0x3269, 0x363a, 0x35a4, 0x3735, 
-0x36c4, 0x396c, 0x377a, 0x2fac, 0x3bba, 0x3511, 0x38fd, 0x3be0, 0x392d, 0x3864, 0x3bef, 0x3ae7, 0x2cd2, 0x37e5, 0x31c9, 0x332d, 0x3be0, 0x326a, 0x309a, 0x387e, 0x39f2, 0x3302, 0x39ee, 0x3956, 0x3b30, 0x3829, 0x2894, 0x368f, 0x361d, 0x35cd, 0x3b8c, 0x3677, 0x3a95, 0x3a41, 0x382f, 0x3457, 0x3194, 0x31bc, 0x3abd, 0x392a, 0x387b, 0x3912, 0x388a, 0x3051, 0x3a9b, 0x2fc4, 0x3468, 0x33f7, 0x20fe, 0x3489, 0x1d98, 0x39f4, 0x2f82, 0x2c37, 0x391e, 0x37ef, 0x3bb0, 0x3538, 0x1e8b, 0x3985, 0x3805, 0x3823, 0x32eb, 0x36e7, 0x3569, 0x387d, 0x30f2, 0x38d2, 0x39b5, 0x3544, 0x3009, 0x377c, 0x3a65, 0x342a, 0x2cc6, 0x3983, 0x2720, 0x2760, 0x3443, 0x3856, 0x3949, 0x37b5, 0x3944, 0x33e1, 0x320c, 0x3a83, 0x39be, 0x36f2, 0x3bf3, 0x384d, 0x35dd, 0x3150, 0x36ee, 0x2f4b, 0x3bd4, 0x2816, 
-0x3bb4, 0x3590, 0x3bf3, 0x38dd, 0x3472, 0x37f9, 0x38ec, 0x25b3, 0x3aac, 0x394d, 0x2e48, 0x387c, 0x39ed, 0x350a, 0x36e1, 0x3ad8, 0x3580, 0x3a08, 0x38d7, 0x390f, 0x370e, 0x30ed, 0x2fb2, 0x37f2, 0x35a8, 0x38bb, 0x389a, 0x3960, 0x35e1, 0x35d1, 0x3799, 0x3356, 0x375c, 0x3889, 0x38e7, 0x385e, 0x30f1, 0x3032, 0x3006, 0x3356, 0x36b1, 0x3af5, 0x342c, 0x3a9f, 0x386d, 0x3a8d, 0x2670, 0x3ba5, 0x3907, 0x39cb, 0x389b, 0x2914, 0x2db1, 0x2f6f, 0x3aa3, 0x346a, 0x3716, 0x303d, 0x3991, 0x3a21, 0x3b53, 0x3589, 0x3a6b, 0x34f7, 0x2d99, 0x380b, 0x392f, 0x36d9, 0x2e31, 0x30a2, 0x3569, 0x2657, 0x36dd, 0x306d, 0x36b5, 0x3ac4, 0x3a7a, 0x36f7, 0x38d6, 0x3b02, 0x355e, 0x3a19, 0x3bc4, 0x365c, 0x3b77, 0x3660, 0x3bc9, 0x380a, 0x3673, 0x3a4a, 0x3b19, 0x3843, 0x328c, 0x1a13, 0x3bd6, 0x3be2, 
-0x388d, 0x30c3, 0x3998, 0x389e, 0x3354, 0x3174, 0x3922, 0x3970, 0x2962, 0x3bc2, 0x3b1e, 0x3bd7, 0x2d84, 0x3573, 0x3846, 0x3703, 0x31ec, 0x3a5a, 0x3459, 0x2674, 0x291f, 0x3b76, 0x364f, 0x316f, 0x3a52, 0x3866, 0x34de, 0x33fc, 0x37fc, 0x3a20, 0x3ac2, 0x3893, 0x3208, 0x38d0, 0x3b1c, 0x39cd, 0x36f6, 0x301f, 0x3965, 0x3971, 0x3afa, 0x34d9, 0x2e34, 0x35a3, 0x390d, 0x2e83, 0x3b5a, 0x3acb, 0x377e, 0x2416, 0x38b8, 0x3a2e, 0x3a04, 0x3062, 0x2ef1, 0x3584, 0x2afb, 0x382a, 0x3a74, 0x37da, 0x3730, 0x32a6, 0x3866, 0x389e, 0x3850, 0x3551, 0x3939, 0x3a0e, 0x2deb, 0x3b97, 0x38e9, 0x39b6, 0x35b5, 0x3999, 0x38fe, 0x1918, 0x326d, 0x3477, 0x34e5, 0x3855, 0x38f8, 0x3307, 0x385d, 0x3b17, 0x36d8, 0x3020, 0x3a66, 0x3bf9, 0x3b17, 0x28cf, 0x3abb, 0x38b3, 0x3bc0, 0x31e4, 0x30d8, 0x3090, 
-0x393f, 0x350a, 0x2171, 0x31dd, 0x3aa3, 0x3962, 0x2a30, 0x3a0c, 0x3983, 0x3474, 0x38a4, 0x30fc, 0x348a, 0x3afd, 0x3ab0, 0x2fca, 0x3bb3, 0x3be9, 0x3984, 0x3a8d, 0x3119, 0x3b78, 0x3bd6, 0x2ef6, 0x31ef, 0x27c9, 0x39be, 0x32fb, 0x2ce0, 0x368b, 0x3612, 0x32b6, 0x2d58, 0x3787, 0x3811, 0x3745, 0x3b86, 0x32f4, 0x3941, 0x3936, 0x2ab3, 0x39cd, 0x3851, 0x395d, 0x355e, 0x383e, 0x380a, 0x3b5d, 0x34d8, 0x3292, 0x3124, 0x31af, 0x3942, 0x2d54, 0x3b54, 0x3b1b, 0x3bbd, 0x3507, 0x324e, 0x3364, 0x2514, 0x3af6, 0x3236, 0x361c, 0x3721, 0x39b4, 0x3b86, 0x3907, 0x3316, 0x2c3b, 0x3bf4, 0x3abb, 0x38b8, 0x38e5, 0x38e4, 0x3941, 0x318e, 0x3563, 0x318a, 0x3953, 0x328a, 0x2ed0, 0x3782, 0x38b3, 0x3632, 0x35f0, 0x3a31, 0x3112, 0x3b49, 0x3b8e, 0x31f8, 0x3a70, 0x3bf1, 0x375e, 0x381c, 0x3791, 
-0x38f7, 0x2f6a, 0x3b74, 0x3198, 0x3815, 0x3184, 0x39cc, 0x37c1, 0x3b16, 0x39dd, 0x3690, 0x36ee, 0x3ba5, 0x383d, 0x3bee, 0x37f9, 0x3617, 0x399a, 0x3597, 0x3703, 0x3281, 0x3047, 0x35b6, 0x3835, 0x3708, 0x3634, 0x3965, 0x39b8, 0x3a00, 0x3996, 0x2bd0, 0x2ced, 0x36de, 0x35e6, 0x3b4d, 0x3888, 0x3bc5, 0x290f, 0x3baf, 0x388e, 0x3721, 0x3896, 0x3565, 0x33f9, 0x312b, 0x37c8, 0x3889, 0x376b, 0x3bb6, 0x375e, 0x35bf, 0x2f6b, 0x39f6, 0x34ba, 0x3936, 0x3969, 0x39de, 0x3ad4, 0x39eb, 0x3a5c, 0x33e3, 0x3367, 0x3297, 0x3bea, 0x3bcf, 0x3806, 0x39b7, 0x3b63, 0x37d2, 0x385b, 0x3a88, 0x3a6a, 0x3447, 0x385b, 0x3078, 0x347b, 0x3790, 0x32c5, 0x30f3, 0x33d2, 0x3864, 0x35a7, 0x359b, 0x32c2, 0x3bf7, 0x379d, 0x39ed, 0x3964, 0x367e, 0x2f3e, 0x3b0a, 0x3a32, 0x3b2b, 0x287e, 0x2ee6, 0x3ba2 
+uint16_t y_inp_2D [32][32] = {
+0x3150, 0x2dc1, 0x3033, 0x31f5, 0x3bb6, 0x3bff, 0x39f9, 0x3662, 0x3720, 0x351d, 0x384b, 0x3093, 0x3b9d, 0x35ad, 0x3695, 0x3466, 0x2300, 0x3445, 0x33ae, 0x3586, 0x38a3, 0x3bdb, 0x33a2, 0x379b, 0x3a0e, 0x38b0, 0x39ba, 0x379b, 0x39d3, 0x3a51, 0x3b30, 0x3794, 
+0x3b76, 0x3042, 0x38cc, 0x2dfc, 0x3b1a, 0x37fb, 0x38f7, 0x3824, 0x386f, 0x38c7, 0x36ee, 0x3a9c, 0x38d3, 0x2c67, 0x3a80, 0x2f30, 0x3328, 0x3721, 0x3790, 0x34e5, 0x3a6c, 0x3643, 0x3934, 0x3034, 0x38d4, 0x362e, 0x3b4b, 0x3408, 0x30c2, 0x370e, 0x3b31, 0x3b16, 
+0x3b6b, 0x39d4, 0x339c, 0x381e, 0x313e, 0x3671, 0x3ae2, 0x3479, 0x3940, 0x342d, 0x3925, 0x370a, 0x35d8, 0x2dad, 0x3888, 0x24b9, 0x375d, 0x34bd, 0x3243, 0x2ebb, 0x3970, 0x3a21, 0x3a07, 0x3877, 0x3888, 0x3569, 0x372d, 0x2ac1, 0x331e, 0x384d, 0x3996, 0x34a4, 
+0x35c1, 0x33a9, 0x21ed, 0x3a42, 0x388d, 0x34e4, 0x33c3, 0x34f9, 0x3a7b, 0x33fb, 0x2cdd, 0x3b0e, 0x333b, 0x3973, 0x34fc, 0x3771, 0x32ea, 0x2de4, 0x31a8, 0x3946, 0x3657, 0x3a4e, 0x36f6, 0x2829, 0x3ba2, 0x3bdc, 0x3bb3, 0x306c, 0x398d, 0x3a1f, 0x3991, 0x3846, 
+0x3547, 0x3292, 0x2e85, 0x31ed, 0x3979, 0x3a90, 0x28a4, 0x3bed, 0x36d8, 0x340e, 0x3b6a, 0x3ab6, 0x3824, 0x382b, 0x3ac3, 0x3811, 0x36d7, 0x3519, 0x3a92, 0x3a42, 0x29d1, 0x383a, 0x3a9b, 0x300e, 0x2cd3, 0x39cd, 0x3874, 0x3a07, 0x2eb1, 0x3b86, 0x3ad8, 0x3a5d, 
+0x3712, 0x284a, 0x38c1, 0x3bec, 0x39c0, 0x32cd, 0x3ad8, 0x3bce, 0x3817, 0x3896, 0x3aa7, 0x3870, 0x3996, 0x32cc, 0x3a4c, 0x3757, 0x3814, 0x3b65, 0x3acb, 0x376e, 0x34c0, 0x3609, 0x3bf0, 0x3b24, 0x3b29, 0x3848, 0x34b7, 0x398a, 0x220c, 0x3498, 0x3a8c, 0x3883, 
+0x38c4, 0x3af6, 0x3a42, 0x2dd6, 0x3147, 0x3717, 0x3a8e, 0x3af9, 0x3296, 0x38ef, 0x34fa, 0x3555, 0x3b29, 0x38de, 0x315e, 0x3773, 0x3b67, 0x3116, 0x38ec, 0x357c, 0x35d0, 0x2518, 0x3958, 0x2a03, 0x37d9, 0x3699, 0x3a1e, 0x3230, 0x3b13, 0x36d4, 0x3b2a, 0x39ad, 
+0x3b10, 0x351a, 0x3b97, 0x3326, 0x2b54, 0x3b7d, 0x386f, 0x373e, 0x37fa, 0x389b, 0x3b90, 0x3292, 0x3975, 0x38f3, 0x37f1, 0x3590, 0x3810, 0x2fd7, 0x3bf7, 0x3a5a, 0x3a1c, 0x34dd, 0x354c, 0x32f8, 0x3095, 0x321e, 0x39e0, 0x395c, 0x3717, 0x357f, 0x394a, 0x34b1, 
+0x3ba4, 0x380c, 0x3604, 0x2f50, 0x348d, 0x3828, 0x3a9f, 0x39ce, 0x32ca, 0x3906, 0x3ab2, 0x2ca5, 0x38c9, 0x362a, 0x34b2, 0x29dc, 0x3a36, 0x3052, 0x31b7, 0x3589, 0x387c, 0x3401, 0x3b22, 0x3ad6, 0x3ae8, 0x3238, 0x3494, 0x3502, 0x3717, 0x3a6c, 0x3229, 0x368c, 
+0x3056, 0x3a56, 0x3498, 0x39eb, 0x2864, 0x342d, 0x39e0, 0x34a1, 0x2b99, 0x3a04, 0x38ff, 0x328c, 0x34d9, 0x387d, 0x3a3c, 0x32e5, 0x39eb, 0x3984, 0x34dd, 0x38a7, 0x373f, 0x39b4, 0x3235, 0x2f58, 0x2f39, 0x3800, 0x3758, 0x3939, 0x39fc, 0x3a4b, 0x38bf, 0x30ee, 
+0x345e, 0x39c8, 0x3a6d, 0x3262, 0x3b81, 0x31dc, 0x3a15, 0x3bd0, 0x36af, 0x36de, 0x37d5, 0x39d7, 0x3ad3, 0x3ac1, 0x3109, 0x35ea, 0x31c6, 0x398d, 0x3987, 0x3a4a, 0x34d2, 0x2ed2, 0x35e6, 0x352c, 0x39eb, 0x3bd6, 0x3a5b, 0x39d1, 0x34aa, 0x3ade, 0x394b, 0x38a1, 
+0x2bed, 0x38de, 0x3811, 0x3813, 0x391a, 0x374b, 0x3829, 0x3725, 0x38f0, 0x3583, 0x3966, 0x3a7d, 0x375a, 0x38fe, 0x3696, 0x361c, 0x39a8, 0x35f0, 0x38e1, 0x3003, 0x3595, 0x316e, 0x3862, 0x3af8, 0x3af2, 0x34c8, 0x381d, 0x37d8, 0x3893, 0x3a9c, 0x3989, 0x308c, 
+0x30cc, 0x2538, 0x399d, 0x3919, 0x399e, 0x21cc, 0x38e9, 0x30f8, 0x3a20, 0x3b3c, 0x3990, 0x259c, 0x3143, 0x3080, 0x3967, 0x3afb, 0x3a1b, 0x3779, 0x2eeb, 0x39f3, 0x379a, 0x369c, 0x3985, 0x3a1b, 0x3ba6, 0x3a53, 0x28d5, 0x3881, 0x31d9, 0x3a34, 0x3bd9, 0x393a, 
+0x3601, 0x2c6e, 0x3636, 0x3298, 0x39bb, 0x3a08, 0x38db, 0x35ad, 0x3a09, 0x36a6, 0x3bc7, 0x3bac, 0x34ae, 0x3291, 0x290b, 0x3250, 0x2648, 0x333d, 0x2bf3, 0x34b1, 0x30e0, 0x351f, 0x3a74, 0x38dc, 0x3883, 0x2841, 0x35e1, 0x390d, 0x3a50, 0x3abd, 0x386d, 0x3bb7, 
+0x3b94, 0x36b7, 0x3a49, 0x332f, 0x3a1d, 0x354b, 0x3bab, 0x3346, 0x3417, 0x351e, 0x3b6d, 0x391a, 0x2db3, 0x3b1c, 0x3a4a, 0x37b7, 0x36cf, 0x3a56, 0x39c4, 0x3be9, 0x34f0, 0x39be, 0x3691, 0x1ba5, 0x3888, 0x3040, 0x3ae1, 0x3b9b, 0x398f, 0x3a49, 0x3a16, 0x38c0, 
+0x386c, 0x39ab, 0x37fa, 0x382c, 0x3a6f, 0x393f, 0x340d, 0x38ef, 0x39d1, 0x3845, 0x398f, 0x363e, 0x3687, 0x3052, 0x3a2b, 0x392c, 0x2f5c, 0x3412, 0x3a1f, 0x3b2f, 0x3bcc, 0x3a63, 0x3a89, 0x36e9, 0x3921, 0x3b80, 0x2dc0, 0x3a03, 0x3beb, 0x38d3, 0x36cb, 0x39a3, 
+0x3978, 0x3a88, 0x3ba4, 0x3561, 0x28c5, 0x33a0, 0x37be, 0x2c39, 0x30ee, 0x3782, 0x2c07, 0x354e, 0x3491, 0x3a92, 0x331a, 0x3b15, 0x32e1, 0x3839, 0x3afb, 0x36c2, 0x2fd0, 0x29ad, 0x3b2e, 0x39c1, 0x2a8c, 0x341a, 0x2f90, 0x395a, 0x3969, 0x37ea, 0x3a5c, 0x3b6d, 
+0x3971, 0x3a93, 0x304e, 0x3623, 0x3a22, 0x31ee, 0x29df, 0x2c93, 0x3a01, 0x3a62, 0x366c, 0x371d, 0x3af3, 0x2e08, 0x3ac0, 0x3642, 0x3a28, 0x368d, 0x2d3d, 0x36d9, 0x32c3, 0x373f, 0x36fe, 0x3487, 0x2c81, 0x3623, 0x3b59, 0x3a91, 0x350a, 0x34f4, 0x3b09, 0x2c25, 
+0x3b13, 0x325a, 0x379e, 0x3a7d, 0x34b1, 0x39d5, 0x2ba8, 0x322b, 0x3b5e, 0x37ab, 0x2e24, 0x3ba9, 0x3a3d, 0x34f7, 0x3ba1, 0x3877, 0x3071, 0x39fb, 0x3bbd, 0x3633, 0x3b36, 0x2daa, 0x3b9b, 0x3aa0, 0x395c, 0x3b8f, 0x38d5, 0x3ab0, 0x3a8f, 0x36c2, 0x3b1f, 0x3489, 
+0x2acc, 0x3845, 0x3715, 0x37d8, 0x3992, 0x3bff, 0x350e, 0x3ad7, 0x39b0, 0x35ac, 0x3287, 0x385f, 0x3bd4, 0x37a3, 0x3438, 0x39a5, 0x3bcf, 0x38c3, 0x34f6, 0x3ae3, 0x3b57, 0x39af, 0x35eb, 0x3bed, 0x34d4, 0x2a95, 0x3b13, 0x384e, 0x3a3b, 0x33da, 0x3bce, 0x3b99, 
+0x3559, 0x3335, 0x3a2e, 0x3123, 0x38db, 0x33d0, 0x3638, 0x3b17, 0x3a72, 0x3afc, 0x3936, 0x3838, 0x2b69, 0x3895, 0x3a1a, 0x3192, 0x39d5, 0x37a5, 0x2eb0, 0x2e8b, 0x329a, 0x3b90, 0x390a, 0x3a1e, 0x3847, 0x375d, 0x3873, 0x35e2, 0x3771, 0x30f5, 0x3231, 0x3bd7, 
+0x2bbc, 0x3ace, 0x31ad, 0x3a6b, 0x28a4, 0x3b48, 0x3ba3, 0x3a84, 0x3353, 0x39f6, 0x381f, 0x2dd6, 0x314c, 0x34af, 0x3929, 0x3921, 0x383b, 0x34b0, 0x3923, 0x32c9, 0x3ae7, 0x318f, 0x3480, 0x2ad8, 0x3042, 0x3a4c, 0x349d, 0x2c12, 0x3abb, 0x3a57, 0x3b0d, 0x3111, 
+0x3359, 0x3a84, 0x38f2, 0x368d, 0x2f4b, 0x3ba0, 0x395c, 0x3026, 0x3a15, 0x2a04, 0x326e, 0x3522, 0x31a2, 0x382f, 0x2ada, 0x3b7c, 0x2f80, 0x3af5, 0x2d35, 0x38fa, 0x39ab, 0x2c6d, 0x2e7a, 0x39f6, 0x31a4, 0x3a53, 0x358c, 0x3951, 0x3a4e, 0x3916, 0x2a3f, 0x3ae9, 
+0x3b03, 0x39f8, 0x39fe, 0x3a61, 0x39fb, 0x3704, 0x360d, 0x39a7, 0x37a9, 0x348f, 0x3a30, 0x3af5, 0x366f, 0x3b29, 0x3a6a, 0x33d5, 0x370a, 0x39cd, 0x3444, 0x3bea, 0x3b2b, 0x312e, 0x3b8e, 0x32cf, 0x3b79, 0x3302, 0x3bba, 0x3962, 0x3413, 0x37a1, 0x39e0, 0x3805 
 };
\ No newline at end of file
diff --git a/hwpe/redmule/inc/y_input.h b/hwpe/redmule/inc/y_input.h
index 19b8197..45a2375 100644
--- a/hwpe/redmule/inc/y_input.h
+++ b/hwpe/redmule/inc/y_input.h
@@ -1,99 +1,27 @@
  /* Header file generated by RedMulE Golden Model */
-uint16_t y_inp [9216] = {
-0x39fc, 0x3a87, 0x3a35, 0x2bf4, 0x34f8, 0x2c8c, 0x3822, 0x38a2, 0x3bf8, 0x3b3a, 0x37d8, 0x3041, 0x28b2, 0x38d2, 0x1822, 0x3044, 0x38dc, 0x308d, 0x3a14, 0x3952, 0x38be, 0x32ef, 0x351e, 0x38ab, 0x2eb4, 0x3689, 0x33ca, 0x3a1f, 0x3bbc, 0x37ed, 0x38d5, 0x35c8, 0x341b, 0x3b74, 0x3627, 0x3a34, 0x3220, 0x3b85, 0x3a43, 0x2eca, 0x3550, 0x3958, 0x3813, 0x2cca, 0x3869, 0x391e, 0x3260, 0x2e42, 0x3493, 0x39ed, 0x3b7b, 0x3699, 0x3863, 0x3a7e, 0x3ab4, 0x3bcb, 0x3920, 0x3502, 0x28df, 0x38c5, 0x35e5, 0x282d, 0x3645, 0x3a29, 0x2fbb, 0x338d, 0x3ba0, 0x320d, 0x2830, 0x3bb4, 0x390a, 0x367f, 0x3335, 0x3b1a, 0x38c0, 0x3781, 0x3773, 0x39b0, 0x3b74, 0x38ba, 0x3383, 0x3550, 0x357a, 0x3ba7, 0x30e6, 0x39f4, 0x3b11, 0x282b, 0x334f, 0x3644, 0x367c, 0x3ac3, 0x38f3, 0x39f9, 0x3b1d, 0x35cf, 
-0x3433, 0x2eea, 0x38c1, 0x362a, 0x35e6, 0x3070, 0x1c1d, 0x308e, 0x381d, 0x39e5, 0x3a51, 0x2fb2, 0x3723, 0x3b58, 0x293e, 0x337a, 0x3a39, 0x349c, 0x3766, 0x3a73, 0x39bd, 0x3a0c, 0x3843, 0x21b9, 0x39a5, 0x2fd6, 0x2cf4, 0x3112, 0x3a1a, 0x3bb6, 0x3a83, 0x398e, 0x3b92, 0x2a3f, 0x37f1, 0x3664, 0x35f0, 0x39be, 0x3279, 0x39e0, 0x3241, 0x3bc7, 0x3bae, 0x36bd, 0x1bf5, 0x3806, 0x37d3, 0x247c, 0x3789, 0x36b9, 0x3b84, 0x3093, 0x3a5d, 0x2863, 0x2fe0, 0x2c4b, 0x3bd5, 0x38b6, 0x3b0e, 0x3ad1, 0x3ba2, 0x3914, 0x3947, 0x3984, 0x397a, 0x35ed, 0x3891, 0x3b7f, 0x3b32, 0x3857, 0x3717, 0x2b73, 0x38c1, 0x3bc6, 0x3330, 0x35c8, 0x34ff, 0x3924, 0x387b, 0x3a27, 0x3b92, 0x22d9, 0x29be, 0x3b39, 0x361c, 0x34e6, 0x2b7e, 0x34d8, 0x38c2, 0x3a4c, 0x3a2f, 0x381f, 0x38f6, 0x3a9a, 0x394f, 0x382d, 
-0x3939, 0x397a, 0x3926, 0x3a59, 0x34e3, 0x3077, 0x3190, 0x3a6b, 0x2c3f, 0x3a51, 0x35d9, 0x3866, 0x2f73, 0x38f2, 0x3766, 0x3aa1, 0x3b55, 0x2f8f, 0x3993, 0x354a, 0x3650, 0x340d, 0x2f01, 0x3731, 0x394d, 0x3b15, 0x3806, 0x39b9, 0x3aa7, 0x387c, 0x3beb, 0x2e2f, 0x38e8, 0x353a, 0x36ba, 0x3b2e, 0x3b5c, 0x2d4b, 0x357e, 0x3bd8, 0x3be0, 0x38b0, 0x2a3b, 0x2ff0, 0x3268, 0x38f3, 0x31fc, 0x318c, 0x35b5, 0x3980, 0x3a4d, 0x33cc, 0x365b, 0x397e, 0x3809, 0x39af, 0x3537, 0x2ba6, 0x30f1, 0x38b2, 0x39fe, 0x39f3, 0x373b, 0x3bff, 0x36ce, 0x3b5d, 0x3b5a, 0x2f1d, 0x3be3, 0x395d, 0x34d0, 0x36a3, 0x3937, 0x33b3, 0x3b91, 0x3ab5, 0x3215, 0x396b, 0x3bed, 0x302d, 0x3862, 0x3b05, 0x2ba1, 0x2fa6, 0x35d2, 0x3806, 0x3b84, 0x3233, 0x2664, 0x3a63, 0x3bdb, 0x375f, 0x3b0b, 0x34ff, 0x3020, 0x375d, 
-0x3931, 0x2d6c, 0x31c3, 0x3a24, 0x34b8, 0x3865, 0x366e, 0x3aaf, 0x3530, 0x20d6, 0x35ac, 0x33e8, 0x3b37, 0x32d8, 0x333c, 0x3349, 0x30cd, 0x392f, 0x2c30, 0x3b0a, 0x390a, 0x3703, 0x3b5f, 0x39ac, 0x31ba, 0x32a4, 0x3b8f, 0x3a5e, 0x3ad1, 0x38bf, 0x38bb, 0x369f, 0x3b75, 0x32c6, 0x31d2, 0x280f, 0x3891, 0x3b09, 0x3531, 0x3899, 0x3a55, 0x37fe, 0x3b5e, 0x364a, 0x3ada, 0x386f, 0x38bb, 0x3a7b, 0x313f, 0x3592, 0x2ca6, 0x2eeb, 0x38b1, 0x35df, 0x326f, 0x3bf5, 0x3848, 0x2fbd, 0x3268, 0x3922, 0x376b, 0x3a5e, 0x3826, 0x3207, 0x33f3, 0x3302, 0x3a80, 0x3bf1, 0x35dd, 0x2a83, 0x3460, 0x3296, 0x3ada, 0x3484, 0x3989, 0x3680, 0x3969, 0x3ab4, 0x2fb1, 0x3b50, 0x38bd, 0x3ad1, 0x34ac, 0x3718, 0x2ed7, 0x3b53, 0x3114, 0x248a, 0x3960, 0x3ab6, 0x39ef, 0x21dd, 0x33b9, 0x3a05, 0x2fbe, 0x37a2, 
-0x3a70, 0x37f8, 0x37f1, 0x3591, 0x382f, 0x3276, 0x33ed, 0x3935, 0x275e, 0x353c, 0x3b24, 0x3b42, 0x38db, 0x33ca, 0x3bd7, 0x3694, 0x365f, 0x3997, 0x39b7, 0x3bcb, 0x3b6a, 0x269a, 0x3956, 0x3b4e, 0x3ba1, 0x3bee, 0x2aaf, 0x3530, 0x3ad7, 0x3bce, 0x3bd2, 0x397c, 0x3aee, 0x3b62, 0x3bfc, 0x3ba1, 0x3b44, 0x38e6, 0x3747, 0x3855, 0x3baf, 0x3b16, 0x3b35, 0x34e7, 0x3858, 0x3bdb, 0x39c3, 0x3898, 0x381e, 0x3899, 0x36be, 0x363c, 0x3a70, 0x1518, 0x334e, 0x38cd, 0x3a74, 0x3420, 0x35a7, 0x3a00, 0x3282, 0x32db, 0x3656, 0x2dd8, 0x2e5b, 0x399e, 0x3bd7, 0x3366, 0x34cd, 0x257c, 0x3a2e, 0x375b, 0x3971, 0x3472, 0x269f, 0x39ac, 0x39e6, 0x396b, 0x335b, 0x38cc, 0x3b3d, 0x38ee, 0x3895, 0x2e3b, 0x3ba0, 0x3bb7, 0x3401, 0x35df, 0x3b06, 0x3adf, 0x37af, 0x3948, 0x33a6, 0x3aa7, 0x36b2, 0x373c, 
-0x3872, 0x3674, 0x34d5, 0x3918, 0x37cd, 0x369a, 0x3a26, 0x3bc3, 0x380c, 0x35ba, 0x36eb, 0x3b54, 0x37a9, 0x3405, 0x397d, 0x351f, 0x2f10, 0x34fd, 0x333c, 0x36c9, 0x3584, 0x3998, 0x3b22, 0x3aff, 0x3931, 0x31b7, 0x39ae, 0x31e7, 0x3847, 0x392a, 0x3bff, 0x3a24, 0x15c5, 0x3905, 0x36e8, 0x3356, 0x2f46, 0x38a9, 0x3bd8, 0x3bfc, 0x2fbf, 0x3a7d, 0x3989, 0x3a6c, 0x3a8b, 0x32c9, 0x37da, 0x3b16, 0x394a, 0x3aa5, 0x2c30, 0x3968, 0x3119, 0x3af2, 0x2f8f, 0x34ef, 0x3ab3, 0x2445, 0x38d9, 0x3856, 0x3592, 0x389d, 0x2932, 0x31f8, 0x3775, 0x3947, 0x3893, 0x3b50, 0x3465, 0x355c, 0x3547, 0x3925, 0x32c2, 0x3a0e, 0x39f9, 0x39f0, 0x2a1c, 0x34a0, 0x3b51, 0x3bb8, 0x38af, 0x36c7, 0x361f, 0x397b, 0x3a7f, 0x39e2, 0x3a7e, 0x3a67, 0x304c, 0x34d8, 0x3921, 0x3287, 0x2d90, 0x3b36, 0x30cc, 0x1958, 
-0x36ea, 0x3419, 0x39f3, 0x3bf1, 0x3271, 0x3763, 0x3643, 0x337f, 0x3161, 0x3944, 0x33b1, 0x30c7, 0x3687, 0x342b, 0x2402, 0x394a, 0x3480, 0x3052, 0x2a6e, 0x376a, 0x3236, 0x381e, 0x3596, 0x3939, 0x373e, 0x34b4, 0x201a, 0x3245, 0x3169, 0x26c8, 0x3a1c, 0x389b, 0x3351, 0x3bac, 0x3261, 0x37ab, 0x39bb, 0x350f, 0x3b5d, 0x3b86, 0x34e8, 0x3104, 0x3969, 0x31f4, 0x399a, 0x370e, 0x34a3, 0x3064, 0x3519, 0x3542, 0x3a72, 0x3be0, 0x3ba2, 0x3a5b, 0x3455, 0x3ae5, 0x38ef, 0x358a, 0x3908, 0x38eb, 0x3572, 0x3b41, 0x39cb, 0x39f4, 0x3bb6, 0x2f51, 0x3345, 0x3475, 0x3b20, 0x3b7c, 0x385d, 0x36a4, 0x35b8, 0x3368, 0x3867, 0x37cb, 0x3b8c, 0x32e9, 0x366b, 0x3a3f, 0x3147, 0x3534, 0x25bc, 0x3828, 0x38f8, 0x27cd, 0x35c8, 0x2a95, 0x39cf, 0x328b, 0x3a6d, 0x34f4, 0x38ae, 0x2b5f, 0x3845, 0x3b30, 
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-0x34e3, 0x37d4, 0x36b0, 0x384f, 0x2eef, 0x2e05, 0x35bc, 0x3bee, 0x34c7, 0x374f, 0x3811, 0x39c4, 0x2de0, 0x3bda, 0x3700, 0x2dc6, 0x349f, 0x29cf, 0x3b8b, 0x39b9, 0x2e31, 0x39f9, 0x3815, 0x3076, 0x38cc, 0x39c1, 0x398c, 0x3a20, 0x3865, 0x34d3, 0x3ba8, 0x3b16, 0x2057, 0x248a, 0x3859, 0x2e3f, 0x30e1, 0x3842, 0x3627, 0x383d, 0x3bb8, 0x34c8, 0x3ad0, 0x3b23, 0x388b, 0x3014, 0x3235, 0x357c, 0x3ba7, 0x3977, 0x3a32, 0x3aba, 0x30f5, 0x31d2, 0x3857, 0x393a, 0x3894, 0x351a, 0x3805, 0x35ee, 0x3967, 0x3862, 0x2a1b, 0x3afc, 0x3a4a, 0x38a0, 0x2f0d, 0x38d3, 0x393c, 0x3a13, 0x3973, 0x3831, 0x3a43, 0x3865, 0x3b80, 0x395a, 0x3275, 0x3874, 0x3735, 0x399c, 0x395e, 0x3abb, 0x2fd8, 0x381a, 0x3834, 0x2ae7, 0x3b2f, 0x39f3, 0x38be, 0x3ade, 0x351f, 0x3900, 0x34e5, 0x389a, 0x31d6, 0x3be4, 
-0x394f, 0x3a3d, 0x3b26, 0x3a2f, 0x399e, 0x2e0a, 0x3bc9, 0x38d2, 0x3920, 0x343d, 0x3a0b, 0x2c78, 0x38aa, 0x3b54, 0x3639, 0x37b3, 0x377b, 0x3b67, 0x3836, 0x2d52, 0x3b65, 0x38fb, 0x3836, 0x32cf, 0x3a40, 0x367e, 0x3a47, 0x3b47, 0x2d4d, 0x36fc, 0x398a, 0x3b7c, 0x3290, 0x3b4f, 0x3bf6, 0x25de, 0x3937, 0x3798, 0x3b0f, 0x3a95, 0x3bbc, 0x3beb, 0x34cf, 0x269a, 0x3b63, 0x3543, 0x366f, 0x344f, 0x361b, 0x3518, 0x35fb, 0x39aa, 0x3922, 0x3969, 0x3024, 0x2965, 0x2f2d, 0x2e6c, 0x385e, 0x3ab9, 0x34af, 0x3aec, 0x3af1, 0x348b, 0x2f86, 0x3bda, 0x3888, 0x3909, 0x3ba0, 0x3743, 0x3b40, 0x3306, 0x3999, 0x36c0, 0x35f8, 0x3531, 0x3457, 0x397a, 0x3a86, 0x37b8, 0x3bf2, 0x3bb3, 0x378e, 0x3bc7, 0x38f8, 0x3515, 0x3be1, 0x26dd, 0x28e4, 0x3a19, 0x3a28, 0x289c, 0x38ed, 0x3a77, 0x32b0, 0x392e, 
-0x2fcb, 0x3b43, 0x357f, 0x3987, 0x3056, 0x39dc, 0x3bc7, 0x34c0, 0x3a41, 0x3b4a, 0x3317, 0x2230, 0x3b8c, 0x363d, 0x25bf, 0x3b25, 0x39e3, 0x39d5, 0x37bd, 0x3a52, 0x3a14, 0x1aec, 0x3756, 0x353a, 0x3826, 0x331e, 0x34f7, 0x3690, 0x3973, 0x3269, 0x2c1c, 0x1bea, 0x32da, 0x2d21, 0x346d, 0x351f, 0x2df0, 0x3be0, 0x3bee, 0x3bb2, 0x3b6f, 0x3596, 0x38a2, 0x3408, 0x2281, 0x3864, 0x3516, 0x3b24, 0x3a8d, 0x3a63, 0x3806, 0x36e1, 0x3b6b, 0x3656, 0x3b8f, 0x31d3, 0x3a70, 0x39f8, 0x3953, 0x31eb, 0x3a05, 0x3a58, 0x2f81, 0x395b, 0x3721, 0x3353, 0x35db, 0x2d72, 0x3786, 0x3ab5, 0x3b4b, 0x3bd0, 0x3607, 0x35b4, 0x3a79, 0x32e2, 0x3299, 0x36a2, 0x381c, 0x2fb4, 0x2b3f, 0x3a01, 0x390c, 0x29d1, 0x2b63, 0x3a4b, 0x3309, 0x34f5, 0x3b7b, 0x348d, 0x3a7e, 0x30ca, 0x3269, 0x363a, 0x35a4, 0x3735, 
-0x36c4, 0x396c, 0x377a, 0x2fac, 0x3bba, 0x3511, 0x38fd, 0x3be0, 0x392d, 0x3864, 0x3bef, 0x3ae7, 0x2cd2, 0x37e5, 0x31c9, 0x332d, 0x3be0, 0x326a, 0x309a, 0x387e, 0x39f2, 0x3302, 0x39ee, 0x3956, 0x3b30, 0x3829, 0x2894, 0x368f, 0x361d, 0x35cd, 0x3b8c, 0x3677, 0x3a95, 0x3a41, 0x382f, 0x3457, 0x3194, 0x31bc, 0x3abd, 0x392a, 0x387b, 0x3912, 0x388a, 0x3051, 0x3a9b, 0x2fc4, 0x3468, 0x33f7, 0x20fe, 0x3489, 0x1d98, 0x39f4, 0x2f82, 0x2c37, 0x391e, 0x37ef, 0x3bb0, 0x3538, 0x1e8b, 0x3985, 0x3805, 0x3823, 0x32eb, 0x36e7, 0x3569, 0x387d, 0x30f2, 0x38d2, 0x39b5, 0x3544, 0x3009, 0x377c, 0x3a65, 0x342a, 0x2cc6, 0x3983, 0x2720, 0x2760, 0x3443, 0x3856, 0x3949, 0x37b5, 0x3944, 0x33e1, 0x320c, 0x3a83, 0x39be, 0x36f2, 0x3bf3, 0x384d, 0x35dd, 0x3150, 0x36ee, 0x2f4b, 0x3bd4, 0x2816, 
-0x3bb4, 0x3590, 0x3bf3, 0x38dd, 0x3472, 0x37f9, 0x38ec, 0x25b3, 0x3aac, 0x394d, 0x2e48, 0x387c, 0x39ed, 0x350a, 0x36e1, 0x3ad8, 0x3580, 0x3a08, 0x38d7, 0x390f, 0x370e, 0x30ed, 0x2fb2, 0x37f2, 0x35a8, 0x38bb, 0x389a, 0x3960, 0x35e1, 0x35d1, 0x3799, 0x3356, 0x375c, 0x3889, 0x38e7, 0x385e, 0x30f1, 0x3032, 0x3006, 0x3356, 0x36b1, 0x3af5, 0x342c, 0x3a9f, 0x386d, 0x3a8d, 0x2670, 0x3ba5, 0x3907, 0x39cb, 0x389b, 0x2914, 0x2db1, 0x2f6f, 0x3aa3, 0x346a, 0x3716, 0x303d, 0x3991, 0x3a21, 0x3b53, 0x3589, 0x3a6b, 0x34f7, 0x2d99, 0x380b, 0x392f, 0x36d9, 0x2e31, 0x30a2, 0x3569, 0x2657, 0x36dd, 0x306d, 0x36b5, 0x3ac4, 0x3a7a, 0x36f7, 0x38d6, 0x3b02, 0x355e, 0x3a19, 0x3bc4, 0x365c, 0x3b77, 0x3660, 0x3bc9, 0x380a, 0x3673, 0x3a4a, 0x3b19, 0x3843, 0x328c, 0x1a13, 0x3bd6, 0x3be2, 
-0x388d, 0x30c3, 0x3998, 0x389e, 0x3354, 0x3174, 0x3922, 0x3970, 0x2962, 0x3bc2, 0x3b1e, 0x3bd7, 0x2d84, 0x3573, 0x3846, 0x3703, 0x31ec, 0x3a5a, 0x3459, 0x2674, 0x291f, 0x3b76, 0x364f, 0x316f, 0x3a52, 0x3866, 0x34de, 0x33fc, 0x37fc, 0x3a20, 0x3ac2, 0x3893, 0x3208, 0x38d0, 0x3b1c, 0x39cd, 0x36f6, 0x301f, 0x3965, 0x3971, 0x3afa, 0x34d9, 0x2e34, 0x35a3, 0x390d, 0x2e83, 0x3b5a, 0x3acb, 0x377e, 0x2416, 0x38b8, 0x3a2e, 0x3a04, 0x3062, 0x2ef1, 0x3584, 0x2afb, 0x382a, 0x3a74, 0x37da, 0x3730, 0x32a6, 0x3866, 0x389e, 0x3850, 0x3551, 0x3939, 0x3a0e, 0x2deb, 0x3b97, 0x38e9, 0x39b6, 0x35b5, 0x3999, 0x38fe, 0x1918, 0x326d, 0x3477, 0x34e5, 0x3855, 0x38f8, 0x3307, 0x385d, 0x3b17, 0x36d8, 0x3020, 0x3a66, 0x3bf9, 0x3b17, 0x28cf, 0x3abb, 0x38b3, 0x3bc0, 0x31e4, 0x30d8, 0x3090, 
-0x393f, 0x350a, 0x2171, 0x31dd, 0x3aa3, 0x3962, 0x2a30, 0x3a0c, 0x3983, 0x3474, 0x38a4, 0x30fc, 0x348a, 0x3afd, 0x3ab0, 0x2fca, 0x3bb3, 0x3be9, 0x3984, 0x3a8d, 0x3119, 0x3b78, 0x3bd6, 0x2ef6, 0x31ef, 0x27c9, 0x39be, 0x32fb, 0x2ce0, 0x368b, 0x3612, 0x32b6, 0x2d58, 0x3787, 0x3811, 0x3745, 0x3b86, 0x32f4, 0x3941, 0x3936, 0x2ab3, 0x39cd, 0x3851, 0x395d, 0x355e, 0x383e, 0x380a, 0x3b5d, 0x34d8, 0x3292, 0x3124, 0x31af, 0x3942, 0x2d54, 0x3b54, 0x3b1b, 0x3bbd, 0x3507, 0x324e, 0x3364, 0x2514, 0x3af6, 0x3236, 0x361c, 0x3721, 0x39b4, 0x3b86, 0x3907, 0x3316, 0x2c3b, 0x3bf4, 0x3abb, 0x38b8, 0x38e5, 0x38e4, 0x3941, 0x318e, 0x3563, 0x318a, 0x3953, 0x328a, 0x2ed0, 0x3782, 0x38b3, 0x3632, 0x35f0, 0x3a31, 0x3112, 0x3b49, 0x3b8e, 0x31f8, 0x3a70, 0x3bf1, 0x375e, 0x381c, 0x3791, 
-0x38f7, 0x2f6a, 0x3b74, 0x3198, 0x3815, 0x3184, 0x39cc, 0x37c1, 0x3b16, 0x39dd, 0x3690, 0x36ee, 0x3ba5, 0x383d, 0x3bee, 0x37f9, 0x3617, 0x399a, 0x3597, 0x3703, 0x3281, 0x3047, 0x35b6, 0x3835, 0x3708, 0x3634, 0x3965, 0x39b8, 0x3a00, 0x3996, 0x2bd0, 0x2ced, 0x36de, 0x35e6, 0x3b4d, 0x3888, 0x3bc5, 0x290f, 0x3baf, 0x388e, 0x3721, 0x3896, 0x3565, 0x33f9, 0x312b, 0x37c8, 0x3889, 0x376b, 0x3bb6, 0x375e, 0x35bf, 0x2f6b, 0x39f6, 0x34ba, 0x3936, 0x3969, 0x39de, 0x3ad4, 0x39eb, 0x3a5c, 0x33e3, 0x3367, 0x3297, 0x3bea, 0x3bcf, 0x3806, 0x39b7, 0x3b63, 0x37d2, 0x385b, 0x3a88, 0x3a6a, 0x3447, 0x385b, 0x3078, 0x347b, 0x3790, 0x32c5, 0x30f3, 0x33d2, 0x3864, 0x35a7, 0x359b, 0x32c2, 0x3bf7, 0x379d, 0x39ed, 0x3964, 0x367e, 0x2f3e, 0x3b0a, 0x3a32, 0x3b2b, 0x287e, 0x2ee6, 0x3ba2 
+uint16_t y_inp [768] = {
+0x3150, 0x2dc1, 0x3033, 0x31f5, 0x3bb6, 0x3bff, 0x39f9, 0x3662, 0x3720, 0x351d, 0x384b, 0x3093, 0x3b9d, 0x35ad, 0x3695, 0x3466, 0x2300, 0x3445, 0x33ae, 0x3586, 0x38a3, 0x3bdb, 0x33a2, 0x379b, 0x3a0e, 0x38b0, 0x39ba, 0x379b, 0x39d3, 0x3a51, 0x3b30, 0x3794, 
+0x3b76, 0x3042, 0x38cc, 0x2dfc, 0x3b1a, 0x37fb, 0x38f7, 0x3824, 0x386f, 0x38c7, 0x36ee, 0x3a9c, 0x38d3, 0x2c67, 0x3a80, 0x2f30, 0x3328, 0x3721, 0x3790, 0x34e5, 0x3a6c, 0x3643, 0x3934, 0x3034, 0x38d4, 0x362e, 0x3b4b, 0x3408, 0x30c2, 0x370e, 0x3b31, 0x3b16, 
+0x3b6b, 0x39d4, 0x339c, 0x381e, 0x313e, 0x3671, 0x3ae2, 0x3479, 0x3940, 0x342d, 0x3925, 0x370a, 0x35d8, 0x2dad, 0x3888, 0x24b9, 0x375d, 0x34bd, 0x3243, 0x2ebb, 0x3970, 0x3a21, 0x3a07, 0x3877, 0x3888, 0x3569, 0x372d, 0x2ac1, 0x331e, 0x384d, 0x3996, 0x34a4, 
+0x35c1, 0x33a9, 0x21ed, 0x3a42, 0x388d, 0x34e4, 0x33c3, 0x34f9, 0x3a7b, 0x33fb, 0x2cdd, 0x3b0e, 0x333b, 0x3973, 0x34fc, 0x3771, 0x32ea, 0x2de4, 0x31a8, 0x3946, 0x3657, 0x3a4e, 0x36f6, 0x2829, 0x3ba2, 0x3bdc, 0x3bb3, 0x306c, 0x398d, 0x3a1f, 0x3991, 0x3846, 
+0x3547, 0x3292, 0x2e85, 0x31ed, 0x3979, 0x3a90, 0x28a4, 0x3bed, 0x36d8, 0x340e, 0x3b6a, 0x3ab6, 0x3824, 0x382b, 0x3ac3, 0x3811, 0x36d7, 0x3519, 0x3a92, 0x3a42, 0x29d1, 0x383a, 0x3a9b, 0x300e, 0x2cd3, 0x39cd, 0x3874, 0x3a07, 0x2eb1, 0x3b86, 0x3ad8, 0x3a5d, 
+0x3712, 0x284a, 0x38c1, 0x3bec, 0x39c0, 0x32cd, 0x3ad8, 0x3bce, 0x3817, 0x3896, 0x3aa7, 0x3870, 0x3996, 0x32cc, 0x3a4c, 0x3757, 0x3814, 0x3b65, 0x3acb, 0x376e, 0x34c0, 0x3609, 0x3bf0, 0x3b24, 0x3b29, 0x3848, 0x34b7, 0x398a, 0x220c, 0x3498, 0x3a8c, 0x3883, 
+0x38c4, 0x3af6, 0x3a42, 0x2dd6, 0x3147, 0x3717, 0x3a8e, 0x3af9, 0x3296, 0x38ef, 0x34fa, 0x3555, 0x3b29, 0x38de, 0x315e, 0x3773, 0x3b67, 0x3116, 0x38ec, 0x357c, 0x35d0, 0x2518, 0x3958, 0x2a03, 0x37d9, 0x3699, 0x3a1e, 0x3230, 0x3b13, 0x36d4, 0x3b2a, 0x39ad, 
+0x3b10, 0x351a, 0x3b97, 0x3326, 0x2b54, 0x3b7d, 0x386f, 0x373e, 0x37fa, 0x389b, 0x3b90, 0x3292, 0x3975, 0x38f3, 0x37f1, 0x3590, 0x3810, 0x2fd7, 0x3bf7, 0x3a5a, 0x3a1c, 0x34dd, 0x354c, 0x32f8, 0x3095, 0x321e, 0x39e0, 0x395c, 0x3717, 0x357f, 0x394a, 0x34b1, 
+0x3ba4, 0x380c, 0x3604, 0x2f50, 0x348d, 0x3828, 0x3a9f, 0x39ce, 0x32ca, 0x3906, 0x3ab2, 0x2ca5, 0x38c9, 0x362a, 0x34b2, 0x29dc, 0x3a36, 0x3052, 0x31b7, 0x3589, 0x387c, 0x3401, 0x3b22, 0x3ad6, 0x3ae8, 0x3238, 0x3494, 0x3502, 0x3717, 0x3a6c, 0x3229, 0x368c, 
+0x3056, 0x3a56, 0x3498, 0x39eb, 0x2864, 0x342d, 0x39e0, 0x34a1, 0x2b99, 0x3a04, 0x38ff, 0x328c, 0x34d9, 0x387d, 0x3a3c, 0x32e5, 0x39eb, 0x3984, 0x34dd, 0x38a7, 0x373f, 0x39b4, 0x3235, 0x2f58, 0x2f39, 0x3800, 0x3758, 0x3939, 0x39fc, 0x3a4b, 0x38bf, 0x30ee, 
+0x345e, 0x39c8, 0x3a6d, 0x3262, 0x3b81, 0x31dc, 0x3a15, 0x3bd0, 0x36af, 0x36de, 0x37d5, 0x39d7, 0x3ad3, 0x3ac1, 0x3109, 0x35ea, 0x31c6, 0x398d, 0x3987, 0x3a4a, 0x34d2, 0x2ed2, 0x35e6, 0x352c, 0x39eb, 0x3bd6, 0x3a5b, 0x39d1, 0x34aa, 0x3ade, 0x394b, 0x38a1, 
+0x2bed, 0x38de, 0x3811, 0x3813, 0x391a, 0x374b, 0x3829, 0x3725, 0x38f0, 0x3583, 0x3966, 0x3a7d, 0x375a, 0x38fe, 0x3696, 0x361c, 0x39a8, 0x35f0, 0x38e1, 0x3003, 0x3595, 0x316e, 0x3862, 0x3af8, 0x3af2, 0x34c8, 0x381d, 0x37d8, 0x3893, 0x3a9c, 0x3989, 0x308c, 
+0x30cc, 0x2538, 0x399d, 0x3919, 0x399e, 0x21cc, 0x38e9, 0x30f8, 0x3a20, 0x3b3c, 0x3990, 0x259c, 0x3143, 0x3080, 0x3967, 0x3afb, 0x3a1b, 0x3779, 0x2eeb, 0x39f3, 0x379a, 0x369c, 0x3985, 0x3a1b, 0x3ba6, 0x3a53, 0x28d5, 0x3881, 0x31d9, 0x3a34, 0x3bd9, 0x393a, 
+0x3601, 0x2c6e, 0x3636, 0x3298, 0x39bb, 0x3a08, 0x38db, 0x35ad, 0x3a09, 0x36a6, 0x3bc7, 0x3bac, 0x34ae, 0x3291, 0x290b, 0x3250, 0x2648, 0x333d, 0x2bf3, 0x34b1, 0x30e0, 0x351f, 0x3a74, 0x38dc, 0x3883, 0x2841, 0x35e1, 0x390d, 0x3a50, 0x3abd, 0x386d, 0x3bb7, 
+0x3b94, 0x36b7, 0x3a49, 0x332f, 0x3a1d, 0x354b, 0x3bab, 0x3346, 0x3417, 0x351e, 0x3b6d, 0x391a, 0x2db3, 0x3b1c, 0x3a4a, 0x37b7, 0x36cf, 0x3a56, 0x39c4, 0x3be9, 0x34f0, 0x39be, 0x3691, 0x1ba5, 0x3888, 0x3040, 0x3ae1, 0x3b9b, 0x398f, 0x3a49, 0x3a16, 0x38c0, 
+0x386c, 0x39ab, 0x37fa, 0x382c, 0x3a6f, 0x393f, 0x340d, 0x38ef, 0x39d1, 0x3845, 0x398f, 0x363e, 0x3687, 0x3052, 0x3a2b, 0x392c, 0x2f5c, 0x3412, 0x3a1f, 0x3b2f, 0x3bcc, 0x3a63, 0x3a89, 0x36e9, 0x3921, 0x3b80, 0x2dc0, 0x3a03, 0x3beb, 0x38d3, 0x36cb, 0x39a3, 
+0x3978, 0x3a88, 0x3ba4, 0x3561, 0x28c5, 0x33a0, 0x37be, 0x2c39, 0x30ee, 0x3782, 0x2c07, 0x354e, 0x3491, 0x3a92, 0x331a, 0x3b15, 0x32e1, 0x3839, 0x3afb, 0x36c2, 0x2fd0, 0x29ad, 0x3b2e, 0x39c1, 0x2a8c, 0x341a, 0x2f90, 0x395a, 0x3969, 0x37ea, 0x3a5c, 0x3b6d, 
+0x3971, 0x3a93, 0x304e, 0x3623, 0x3a22, 0x31ee, 0x29df, 0x2c93, 0x3a01, 0x3a62, 0x366c, 0x371d, 0x3af3, 0x2e08, 0x3ac0, 0x3642, 0x3a28, 0x368d, 0x2d3d, 0x36d9, 0x32c3, 0x373f, 0x36fe, 0x3487, 0x2c81, 0x3623, 0x3b59, 0x3a91, 0x350a, 0x34f4, 0x3b09, 0x2c25, 
+0x3b13, 0x325a, 0x379e, 0x3a7d, 0x34b1, 0x39d5, 0x2ba8, 0x322b, 0x3b5e, 0x37ab, 0x2e24, 0x3ba9, 0x3a3d, 0x34f7, 0x3ba1, 0x3877, 0x3071, 0x39fb, 0x3bbd, 0x3633, 0x3b36, 0x2daa, 0x3b9b, 0x3aa0, 0x395c, 0x3b8f, 0x38d5, 0x3ab0, 0x3a8f, 0x36c2, 0x3b1f, 0x3489, 
+0x2acc, 0x3845, 0x3715, 0x37d8, 0x3992, 0x3bff, 0x350e, 0x3ad7, 0x39b0, 0x35ac, 0x3287, 0x385f, 0x3bd4, 0x37a3, 0x3438, 0x39a5, 0x3bcf, 0x38c3, 0x34f6, 0x3ae3, 0x3b57, 0x39af, 0x35eb, 0x3bed, 0x34d4, 0x2a95, 0x3b13, 0x384e, 0x3a3b, 0x33da, 0x3bce, 0x3b99, 
+0x3559, 0x3335, 0x3a2e, 0x3123, 0x38db, 0x33d0, 0x3638, 0x3b17, 0x3a72, 0x3afc, 0x3936, 0x3838, 0x2b69, 0x3895, 0x3a1a, 0x3192, 0x39d5, 0x37a5, 0x2eb0, 0x2e8b, 0x329a, 0x3b90, 0x390a, 0x3a1e, 0x3847, 0x375d, 0x3873, 0x35e2, 0x3771, 0x30f5, 0x3231, 0x3bd7, 
+0x2bbc, 0x3ace, 0x31ad, 0x3a6b, 0x28a4, 0x3b48, 0x3ba3, 0x3a84, 0x3353, 0x39f6, 0x381f, 0x2dd6, 0x314c, 0x34af, 0x3929, 0x3921, 0x383b, 0x34b0, 0x3923, 0x32c9, 0x3ae7, 0x318f, 0x3480, 0x2ad8, 0x3042, 0x3a4c, 0x349d, 0x2c12, 0x3abb, 0x3a57, 0x3b0d, 0x3111, 
+0x3359, 0x3a84, 0x38f2, 0x368d, 0x2f4b, 0x3ba0, 0x395c, 0x3026, 0x3a15, 0x2a04, 0x326e, 0x3522, 0x31a2, 0x382f, 0x2ada, 0x3b7c, 0x2f80, 0x3af5, 0x2d35, 0x38fa, 0x39ab, 0x2c6d, 0x2e7a, 0x39f6, 0x31a4, 0x3a53, 0x358c, 0x3951, 0x3a4e, 0x3916, 0x2a3f, 0x3ae9, 
+0x3b03, 0x39f8, 0x39fe, 0x3a61, 0x39fb, 0x3704, 0x360d, 0x39a7, 0x37a9, 0x348f, 0x3a30, 0x3af5, 0x366f, 0x3b29, 0x3a6a, 0x33d5, 0x370a, 0x39cd, 0x3444, 0x3bea, 0x3b2b, 0x312e, 0x3b8e, 0x32cf, 0x3b79, 0x3302, 0x3bba, 0x3962, 0x3413, 0x37a1, 0x39e0, 0x3805 
 };
\ No newline at end of file
diff --git a/hwpe/redmule/inc/z_2D.h b/hwpe/redmule/inc/z_2D.h
index 047fe23..aff808a 100644
--- a/hwpe/redmule/inc/z_2D.h
+++ b/hwpe/redmule/inc/z_2D.h
@@ -1,99 +1,27 @@
  /* Header file generated by RedMulE Golden Model */
-uint16_t z_oup_2D [96][96] = {
-0x4e2d, 0x4e0e, 0x4dda, 0x4de5, 0x4e0e, 0x4dbc, 0x4e3f, 0x4ed6, 0x4dce, 0x4eef, 0x4dfc, 0x4e55, 0x4e2f, 0x4d96, 0x4ddd, 0x4d8a, 0x4e4c, 0x4dc2, 0x4d63, 0x4daa, 0x4e0a, 0x4d89, 0x4dff, 0x4d7d, 0x4d9e, 0x4e07, 0x4ded, 0x4d68, 0x4e69, 0x4ea9, 0x4e7b, 0x4e13, 0x4e22, 0x4e13, 0x4e34, 0x4dd6, 0x4db5, 0x4db6, 0x4d9c, 0x4dfd, 0x4e51, 0x4e0f, 0x4d92, 0x4e46, 0x4db8, 0x4e97, 0x4d14, 0x4dcb, 0x4e6a, 0x4d8e, 0x4eb5, 0x4dee, 0x4d95, 0x4e1c, 0x4dcb, 0x4e1e, 0x4dff, 0x4d5d, 0x4d53, 0x4dde, 0x4dda, 0x4ea4, 0x4d1c, 0x4e1d, 0x4d30, 0x4dad, 0x4e27, 0x4e04, 0x4e55, 0x4ebb, 0x4e47, 0x4daa, 0x4ddf, 0x4dd8, 0x4e3a, 0x4db0, 0x4dc0, 0x4e1c, 0x4dc1, 0x4e33, 0x4e2b, 0x4dcd, 0x4da2, 0x4ebe, 0x4d64, 0x4da9, 0x4e7f, 0x4d80, 0x4e14, 0x4e9b, 0x4d7e, 0x4e85, 0x4e6d, 0x4e6e, 0x4e1e, 0x4def, 
-0x4def, 0x4d5f, 0x4e1d, 0x4daa, 0x4e29, 0x4dc0, 0x4e5f, 0x4f01, 0x4dcf, 0x4f33, 0x4dcf, 0x4e86, 0x4ecf, 0x4dfd, 0x4deb, 0x4d92, 0x4eda, 0x4e29, 0x4dae, 0x4e35, 0x4e49, 0x4da9, 0x4e33, 0x4d7d, 0x4e23, 0x4e28, 0x4dc0, 0x4e12, 0x4e62, 0x4eda, 0x4e71, 0x4e43, 0x4e2d, 0x4df3, 0x4e69, 0x4e0d, 0x4df7, 0x4dbd, 0x4dbc, 0x4da3, 0x4d9d, 0x4e3c, 0x4e01, 0x4ebb, 0x4dd5, 0x4e35, 0x4d3f, 0x4de4, 0x4efa, 0x4dc4, 0x4ee3, 0x4dac, 0x4d93, 0x4da3, 0x4da1, 0x4dee, 0x4e9a, 0x4db0, 0x4db0, 0x4e99, 0x4dfe, 0x4eaf, 0x4d59, 0x4e35, 0x4dee, 0x4de7, 0x4e60, 0x4e5d, 0x4ec7, 0x4eb1, 0x4e59, 0x4de0, 0x4e35, 0x4df5, 0x4df4, 0x4df1, 0x4df4, 0x4e27, 0x4dd5, 0x4e4b, 0x4e87, 0x4da1, 0x4dbc, 0x4eb6, 0x4d77, 0x4e4f, 0x4e04, 0x4d77, 0x4e43, 0x4ede, 0x4df7, 0x4e38, 0x4e81, 0x4e43, 0x4e43, 0x4e01, 
-0x4d9d, 0x4dbc, 0x4e1d, 0x4e2f, 0x4e69, 0x4ddf, 0x4e62, 0x4f1f, 0x4dbd, 0x4f0c, 0x4d88, 0x4da7, 0x4f23, 0x4dfa, 0x4e2e, 0x4de9, 0x4e67, 0x4de4, 0x4da6, 0x4ded, 0x4e28, 0x4d1b, 0x4e1d, 0x4dbb, 0x4dea, 0x4e1c, 0x4e67, 0x4ddc, 0x4de6, 0x4e7d, 0x4e2c, 0x4e1c, 0x4e41, 0x4def, 0x4e14, 0x4ddc, 0x4dc3, 0x4cfa, 0x4dac, 0x4db0, 0x4e84, 0x4df6, 0x4d77, 0x4e5a, 0x4dd5, 0x4ea7, 0x4d34, 0x4da6, 0x4eb7, 0x4dca, 0x4e9c, 0x4dcb, 0x4d04, 0x4dd7, 0x4dcd, 0x4e29, 0x4df3, 0x4d80, 0x4dc5, 0x4e3d, 0x4dd1, 0x4e42, 0x4d76, 0x4e54, 0x4d5a, 0x4db3, 0x4e0a, 0x4de8, 0x4ea2, 0x4e8e, 0x4dd8, 0x4e43, 0x4e16, 0x4d9b, 0x4e8b, 0x4e39, 0x4e02, 0x4dfa, 0x4de8, 0x4e07, 0x4ddd, 0x4dd4, 0x4d3f, 0x4e05, 0x4dac, 0x4e33, 0x4e61, 0x4d4c, 0x4e0b, 0x4e63, 0x4ddd, 0x4e37, 0x4e7d, 0x4e47, 0x4dbd, 0x4db9, 
-0x4db6, 0x4e32, 0x4e87, 0x4e33, 0x4e43, 0x4e2b, 0x4e79, 0x4f28, 0x4de8, 0x4edc, 0x4e5e, 0x4e94, 0x4f32, 0x4e18, 0x4dbc, 0x4e77, 0x4ea9, 0x4e8c, 0x4daa, 0x4ea9, 0x4e43, 0x4e20, 0x4e3c, 0x4da8, 0x4eb0, 0x4e1b, 0x4e7a, 0x4e32, 0x4eb8, 0x4eb2, 0x4ea5, 0x4e8b, 0x4e7f, 0x4de9, 0x4ee2, 0x4df5, 0x4e01, 0x4e5c, 0x4dbb, 0x4dee, 0x4e41, 0x4e65, 0x4e2d, 0x4ef5, 0x4e84, 0x4e78, 0x4de8, 0x4e32, 0x4ee1, 0x4dea, 0x4ef6, 0x4def, 0x4da8, 0x4e4f, 0x4dd0, 0x4e76, 0x4e84, 0x4def, 0x4d88, 0x4e53, 0x4e34, 0x4f79, 0x4db4, 0x4ea1, 0x4dc1, 0x4dee, 0x4e44, 0x4ec4, 0x4ed6, 0x4e82, 0x4e5e, 0x4df4, 0x4ec3, 0x4e45, 0x4ea1, 0x4e16, 0x4e00, 0x4e6f, 0x4e50, 0x4e80, 0x4e9c, 0x4df7, 0x4e1c, 0x4edf, 0x4dcb, 0x4e27, 0x4e39, 0x4d78, 0x4e1c, 0x4ec7, 0x4e37, 0x4e81, 0x4e8f, 0x4e4b, 0x4e45, 0x4dfa, 
-0x4e2a, 0x4e3d, 0x4e3d, 0x4df5, 0x4e3a, 0x4def, 0x4e2f, 0x4ed6, 0x4db3, 0x4ef3, 0x4e5a, 0x4e8e, 0x4f50, 0x4db6, 0x4e46, 0x4e34, 0x4ec9, 0x4e1b, 0x4dd6, 0x4e80, 0x4e1f, 0x4d99, 0x4e76, 0x4e52, 0x4e8a, 0x4e8d, 0x4e5b, 0x4dc1, 0x4eaf, 0x4efc, 0x4ebb, 0x4e52, 0x4e78, 0x4df4, 0x4e78, 0x4df1, 0x4dfa, 0x4dd4, 0x4d47, 0x4e48, 0x4e04, 0x4e20, 0x4ddd, 0x4ebb, 0x4e44, 0x4eca, 0x4d9b, 0x4dec, 0x4e9c, 0x4e12, 0x4ec7, 0x4dfd, 0x4d6c, 0x4e46, 0x4dc0, 0x4e37, 0x4e59, 0x4dbc, 0x4d8b, 0x4e40, 0x4e31, 0x4ef8, 0x4de1, 0x4de8, 0x4d97, 0x4dd2, 0x4ea0, 0x4e1c, 0x4e3a, 0x4eb4, 0x4dd5, 0x4e41, 0x4e5d, 0x4dbc, 0x4e1d, 0x4e55, 0x4e77, 0x4dfc, 0x4e4b, 0x4e22, 0x4ebe, 0x4d6d, 0x4dad, 0x4e2a, 0x4dd3, 0x4e56, 0x4e3a, 0x4d2e, 0x4e42, 0x4e95, 0x4dce, 0x4e3b, 0x4eef, 0x4e46, 0x4ded, 0x4df8, 
-0x4d39, 0x4d7b, 0x4da0, 0x4cfa, 0x4d82, 0x4d16, 0x4d98, 0x4e32, 0x4ce2, 0x4e4a, 0x4d6a, 0x4d64, 0x4e27, 0x4d47, 0x4d4c, 0x4d16, 0x4d7c, 0x4d49, 0x4d0d, 0x4d3e, 0x4d83, 0x4d12, 0x4d19, 0x4cbe, 0x4d0f, 0x4d83, 0x4d65, 0x4cdb, 0x4d3d, 0x4ded, 0x4dff, 0x4d5b, 0x4d74, 0x4d70, 0x4df1, 0x4ccd, 0x4d49, 0x4d16, 0x4cc3, 0x4d2f, 0x4d25, 0x4d85, 0x4d31, 0x4dc3, 0x4d5b, 0x4dcb, 0x4cb3, 0x4d51, 0x4d98, 0x4d29, 0x4dc9, 0x4cc1, 0x4cd1, 0x4d90, 0x4cd3, 0x4d59, 0x4d5e, 0x4cf7, 0x4cda, 0x4dae, 0x4d8f, 0x4e13, 0x4cee, 0x4d6a, 0x4d0f, 0x4d33, 0x4d00, 0x4d56, 0x4d88, 0x4dae, 0x4d78, 0x4d40, 0x4d9c, 0x4d7c, 0x4d58, 0x4d2c, 0x4d47, 0x4d28, 0x4db4, 0x4dfc, 0x4d97, 0x4cec, 0x4cf7, 0x4dc0, 0x4d0c, 0x4d81, 0x4d58, 0x4d28, 0x4d63, 0x4dad, 0x4d12, 0x4d75, 0x4d77, 0x4d51, 0x4ceb, 0x4d0b, 
-0x4d6b, 0x4d5e, 0x4e5d, 0x4da9, 0x4e1f, 0x4d97, 0x4df3, 0x4ec4, 0x4d90, 0x4ee0, 0x4da1, 0x4e24, 0x4e3b, 0x4d68, 0x4da9, 0x4ddf, 0x4dfd, 0x4d99, 0x4d6c, 0x4dba, 0x4e07, 0x4daa, 0x4df3, 0x4dd8, 0x4d51, 0x4dc7, 0x4ddb, 0x4d6e, 0x4dd9, 0x4df2, 0x4e39, 0x4e15, 0x4e04, 0x4e02, 0x4e05, 0x4dbf, 0x4de1, 0x4d43, 0x4d73, 0x4d9e, 0x4dd5, 0x4daf, 0x4daf, 0x4e51, 0x4dcc, 0x4e5c, 0x4d8f, 0x4d5d, 0x4e2f, 0x4d7c, 0x4e80, 0x4dd7, 0x4dbd, 0x4dc2, 0x4d5f, 0x4e11, 0x4de6, 0x4d6b, 0x4d1a, 0x4db4, 0x4dcb, 0x4eba, 0x4d24, 0x4ded, 0x4dc5, 0x4d51, 0x4dfe, 0x4dfd, 0x4e44, 0x4e33, 0x4e59, 0x4d99, 0x4ddf, 0x4d99, 0x4dd4, 0x4d66, 0x4df2, 0x4de9, 0x4d80, 0x4e30, 0x4e0a, 0x4daf, 0x4dc3, 0x4e3d, 0x4d79, 0x4d72, 0x4de1, 0x4d42, 0x4e4e, 0x4ea1, 0x4d84, 0x4e13, 0x4e0c, 0x4dc9, 0x4ddf, 0x4df4, 
-0x4db8, 0x4e02, 0x4e6b, 0x4d8a, 0x4e8f, 0x4e49, 0x4e5b, 0x4eb6, 0x4e1d, 0x4ef9, 0x4e2f, 0x4e65, 0x4ef9, 0x4db4, 0x4e86, 0x4e5c, 0x4eae, 0x4e23, 0x4d8f, 0x4e5a, 0x4e1e, 0x4de0, 0x4e5c, 0x4dbd, 0x4e38, 0x4e37, 0x4ec8, 0x4ded, 0x4ecd, 0x4ec5, 0x4f06, 0x4e9b, 0x4e8a, 0x4ea2, 0x4e41, 0x4dea, 0x4e04, 0x4d70, 0x4d5a, 0x4e34, 0x4e01, 0x4e51, 0x4e0f, 0x4ef0, 0x4dfe, 0x4edd, 0x4d8b, 0x4dd0, 0x4e6d, 0x4e69, 0x4f18, 0x4de4, 0x4d8f, 0x4e21, 0x4de2, 0x4e07, 0x4e56, 0x4ded, 0x4d8d, 0x4e39, 0x4e50, 0x4f37, 0x4dd6, 0x4e27, 0x4e04, 0x4df0, 0x4e92, 0x4e5b, 0x4e99, 0x4eeb, 0x4e66, 0x4e60, 0x4ebc, 0x4df6, 0x4e57, 0x4e40, 0x4eaf, 0x4e5c, 0x4e3f, 0x4e44, 0x4e23, 0x4de8, 0x4e56, 0x4e7e, 0x4e01, 0x4e52, 0x4e5b, 0x4dc5, 0x4e94, 0x4ee0, 0x4e48, 0x4e48, 0x4e63, 0x4e79, 0x4e21, 0x4e3c, 
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-0x4dbe, 0x4d9a, 0x4e47, 0x4d82, 0x4e18, 0x4e0e, 0x4e70, 0x4ebd, 0x4e2f, 0x4eee, 0x4e47, 0x4e16, 0x4ed6, 0x4dee, 0x4e5a, 0x4e64, 0x4e99, 0x4dfa, 0x4dd7, 0x4e82, 0x4e32, 0x4dd0, 0x4e4a, 0x4e31, 0x4db7, 0x4dab, 0x4e6f, 0x4df7, 0x4e5e, 0x4ea5, 0x4e2f, 0x4e3d, 0x4e1b, 0x4dee, 0x4e6e, 0x4df6, 0x4e07, 0x4d94, 0x4d52, 0x4d9d, 0x4d9a, 0x4dc1, 0x4d68, 0x4e8a, 0x4de5, 0x4ed0, 0x4dbc, 0x4e0e, 0x4e82, 0x4df1, 0x4eda, 0x4deb, 0x4d7d, 0x4e03, 0x4d79, 0x4d9c, 0x4e18, 0x4df0, 0x4dc0, 0x4e04, 0x4e3c, 0x4f3c, 0x4dcf, 0x4e53, 0x4d88, 0x4dad, 0x4e2e, 0x4e30, 0x4e7a, 0x4ea5, 0x4dca, 0x4df9, 0x4e4a, 0x4e05, 0x4e9c, 0x4dca, 0x4e18, 0x4e1c, 0x4e4d, 0x4e3a, 0x4ed8, 0x4dd7, 0x4dd2, 0x4e56, 0x4da1, 0x4e5c, 0x4dec, 0x4d66, 0x4e07, 0x4e62, 0x4e15, 0x4e5e, 0x4e30, 0x4e1d, 0x4e47, 0x4e0e, 
-0x4dec, 0x4e01, 0x4e70, 0x4dfa, 0x4e67, 0x4db4, 0x4e83, 0x4f89, 0x4e1b, 0x4f76, 0x4e4b, 0x4e2b, 0x4f33, 0x4e79, 0x4e5f, 0x4e1d, 0x4e90, 0x4df1, 0x4df9, 0x4e53, 0x4deb, 0x4d95, 0x4e23, 0x4d81, 0x4e0a, 0x4e1e, 0x4efc, 0x4df0, 0x4e8d, 0x4ee7, 0x4e99, 0x4ecb, 0x4e37, 0x4e41, 0x4ece, 0x4e28, 0x4deb, 0x4dba, 0x4dd7, 0x4e1d, 0x4e40, 0x4e1e, 0x4e08, 0x4eab, 0x4e61, 0x4e9e, 0x4db5, 0x4e32, 0x4ed9, 0x4df4, 0x4f2d, 0x4e58, 0x4d91, 0x4dd9, 0x4dd4, 0x4e32, 0x4e5e, 0x4db8, 0x4dfb, 0x4e4d, 0x4e87, 0x4f3e, 0x4dcc, 0x4ea3, 0x4d85, 0x4e3b, 0x4e3a, 0x4e95, 0x4ea9, 0x4efa, 0x4f03, 0x4e56, 0x4e70, 0x4e59, 0x4e85, 0x4e7b, 0x4e0a, 0x4e5e, 0x4e33, 0x4e61, 0x4edb, 0x4e24, 0x4e24, 0x4e4e, 0x4ddc, 0x4e35, 0x4e52, 0x4dc2, 0x4e58, 0x4ecb, 0x4dea, 0x4e93, 0x4e7a, 0x4e7a, 0x4e24, 0x4e24, 
-0x4e1a, 0x4e76, 0x4e5f, 0x4dcb, 0x4e4c, 0x4e37, 0x4ed6, 0x4ec9, 0x4de4, 0x4f1e, 0x4e8e, 0x4e22, 0x4eef, 0x4e5e, 0x4e26, 0x4e5b, 0x4ed3, 0x4e7a, 0x4dbf, 0x4e76, 0x4e06, 0x4de0, 0x4e59, 0x4de5, 0x4e66, 0x4e1f, 0x4e76, 0x4dd8, 0x4e8d, 0x4ef8, 0x4ed3, 0x4e45, 0x4e84, 0x4e3d, 0x4ef2, 0x4df1, 0x4df6, 0x4e09, 0x4d77, 0x4e22, 0x4dc6, 0x4e8a, 0x4dcd, 0x4e8f, 0x4e57, 0x4eef, 0x4dbc, 0x4e40, 0x4f00, 0x4deb, 0x4e93, 0x4e33, 0x4d66, 0x4e1a, 0x4dc6, 0x4dee, 0x4e42, 0x4dd8, 0x4e23, 0x4e83, 0x4e0b, 0x4ee3, 0x4da3, 0x4e63, 0x4dbf, 0x4e1a, 0x4e7a, 0x4e8f, 0x4ede, 0x4eed, 0x4e27, 0x4e5a, 0x4e42, 0x4e2f, 0x4ea2, 0x4e1d, 0x4e16, 0x4e7e, 0x4eab, 0x4e64, 0x4ec7, 0x4dc2, 0x4d9a, 0x4eca, 0x4e4a, 0x4e22, 0x4e54, 0x4dd1, 0x4e67, 0x4e81, 0x4de7, 0x4e32, 0x4f41, 0x4e70, 0x4e0d, 0x4ddc, 
-0x4da1, 0x4deb, 0x4e14, 0x4d79, 0x4e1c, 0x4db9, 0x4e1a, 0x4e73, 0x4dd2, 0x4ee5, 0x4dd8, 0x4dbd, 0x4e94, 0x4dd3, 0x4da2, 0x4e2d, 0x4e62, 0x4dda, 0x4d75, 0x4e2d, 0x4e01, 0x4d3e, 0x4ddf, 0x4ddb, 0x4e1e, 0x4d91, 0x4e09, 0x4da9, 0x4e74, 0x4e7a, 0x4dba, 0x4dd4, 0x4e30, 0x4da4, 0x4e3e, 0x4d81, 0x4d95, 0x4d95, 0x4d81, 0x4e30, 0x4e23, 0x4e35, 0x4dbd, 0x4e34, 0x4e0a, 0x4e89, 0x4d2f, 0x4df7, 0x4e72, 0x4dbe, 0x4ef1, 0x4e28, 0x4d7e, 0x4dd9, 0x4dc9, 0x4dd5, 0x4e30, 0x4de8, 0x4da4, 0x4e00, 0x4e0a, 0x4e66, 0x4d32, 0x4e04, 0x4d5e, 0x4db9, 0x4e11, 0x4e3e, 0x4de4, 0x4e6c, 0x4e38, 0x4e10, 0x4db9, 0x4df4, 0x4e63, 0x4dec, 0x4deb, 0x4dd5, 0x4e2c, 0x4e28, 0x4e22, 0x4d86, 0x4dd8, 0x4e3e, 0x4d27, 0x4e7e, 0x4dc5, 0x4cf5, 0x4e04, 0x4e4e, 0x4e1c, 0x4df2, 0x4e10, 0x4de0, 0x4d6b, 0x4d53, 
-0x4de7, 0x4e37, 0x4e87, 0x4e27, 0x4e9b, 0x4e07, 0x4e87, 0x4f9e, 0x4e14, 0x4faf, 0x4edd, 0x4f04, 0x4f20, 0x4e28, 0x4d9f, 0x4e6d, 0x4f14, 0x4df2, 0x4e1b, 0x4e74, 0x4e77, 0x4d6f, 0x4e33, 0x4dff, 0x4e7c, 0x4e75, 0x4e6e, 0x4e2c, 0x4e68, 0x4f3a, 0x4ec2, 0x4e8f, 0x4eda, 0x4e35, 0x4f59, 0x4e42, 0x4e34, 0x4dfe, 0x4e42, 0x4e5b, 0x4e3a, 0x4e91, 0x4e20, 0x4e71, 0x4eec, 0x4eba, 0x4e03, 0x4e1f, 0x4eac, 0x4dd8, 0x4f57, 0x4ead, 0x4de8, 0x4de5, 0x4e17, 0x4e96, 0x4e7c, 0x4db7, 0x4ddb, 0x4e47, 0x4e6a, 0x4f17, 0x4d7d, 0x4e98, 0x4e04, 0x4e32, 0x4e82, 0x4ecf, 0x4ed7, 0x4f05, 0x4e77, 0x4ec6, 0x4ee5, 0x4e3f, 0x4e8f, 0x4e83, 0x4dcd, 0x4e0e, 0x4e9d, 0x4e58, 0x4eea, 0x4df3, 0x4de0, 0x4ecb, 0x4e06, 0x4e8a, 0x4e68, 0x4d67, 0x4e5a, 0x4eef, 0x4e05, 0x4e8b, 0x4eff, 0x4e46, 0x4e60, 0x4dd7, 
-0x4dcc, 0x4dee, 0x4e78, 0x4db4, 0x4e61, 0x4db1, 0x4e3e, 0x4edd, 0x4db1, 0x4ede, 0x4d68, 0x4e5a, 0x4efb, 0x4dd2, 0x4dfe, 0x4e28, 0x4ec4, 0x4e16, 0x4d85, 0x4e55, 0x4dff, 0x4dc4, 0x4e27, 0x4dc9, 0x4dc7, 0x4dd2, 0x4e79, 0x4d94, 0x4e4e, 0x4e8b, 0x4e6a, 0x4e52, 0x4dfc, 0x4e08, 0x4e1e, 0x4dff, 0x4daf, 0x4d7b, 0x4d51, 0x4da5, 0x4deb, 0x4e25, 0x4e00, 0x4e7a, 0x4de4, 0x4ea6, 0x4d64, 0x4ddc, 0x4ea0, 0x4ddb, 0x4e73, 0x4dfa, 0x4d1b, 0x4e17, 0x4d78, 0x4de8, 0x4eb9, 0x4dc4, 0x4dc0, 0x4e2e, 0x4e61, 0x4eb6, 0x4dac, 0x4e6a, 0x4d86, 0x4dd0, 0x4e92, 0x4e20, 0x4e2b, 0x4e5f, 0x4df0, 0x4e2d, 0x4e1b, 0x4dd7, 0x4e1d, 0x4e1f, 0x4e45, 0x4e6e, 0x4dc8, 0x4de8, 0x4e5f, 0x4dea, 0x4dd3, 0x4e5e, 0x4dda, 0x4dee, 0x4dac, 0x4d7d, 0x4e39, 0x4e3c, 0x4e22, 0x4e6e, 0x4e77, 0x4e45, 0x4e0b, 0x4dd3, 
-0x4e35, 0x4e33, 0x4e9c, 0x4de7, 0x4e4c, 0x4e54, 0x4eeb, 0x4f2a, 0x4e39, 0x4f67, 0x4e9e, 0x4e61, 0x4f2b, 0x4e50, 0x4e45, 0x4eab, 0x4f08, 0x4e4f, 0x4e01, 0x4e7a, 0x4e73, 0x4df9, 0x4e88, 0x4dd9, 0x4ea5, 0x4e6d, 0x4ef7, 0x4dcf, 0x4f2f, 0x4f58, 0x4ef7, 0x4eca, 0x4e71, 0x4e82, 0x4f22, 0x4e73, 0x4e35, 0x4e09, 0x4de6, 0x4e4a, 0x4e4c, 0x4e58, 0x4e07, 0x4f1c, 0x4ea0, 0x4f1d, 0x4de4, 0x4e88, 0x4ec8, 0x4e27, 0x4f13, 0x4df9, 0x4dc0, 0x4e55, 0x4da9, 0x4e3b, 0x4eb5, 0x4df2, 0x4e28, 0x4ea0, 0x4e45, 0x4f56, 0x4dfe, 0x4ebe, 0x4db8, 0x4e2b, 0x4ea1, 0x4ebc, 0x4ec6, 0x4f16, 0x4e85, 0x4e5a, 0x4e8c, 0x4e67, 0x4efc, 0x4e11, 0x4e3e, 0x4e7c, 0x4e7b, 0x4e66, 0x4ecf, 0x4df3, 0x4e39, 0x4e97, 0x4dd1, 0x4eb3, 0x4e47, 0x4e05, 0x4e7d, 0x4eb7, 0x4e7b, 0x4eca, 0x4f2b, 0x4ea0, 0x4e2b, 0x4e51, 
-0x4db9, 0x4dbf, 0x4e60, 0x4db6, 0x4ec2, 0x4da9, 0x4e40, 0x4eb2, 0x4dd0, 0x4ee8, 0x4df1, 0x4e3d, 0x4eef, 0x4e3a, 0x4e4c, 0x4dfe, 0x4e5e, 0x4e52, 0x4df0, 0x4e28, 0x4e65, 0x4de5, 0x4e47, 0x4d6d, 0x4e02, 0x4dd1, 0x4e7c, 0x4dde, 0x4e2f, 0x4e87, 0x4e9e, 0x4e58, 0x4e0a, 0x4e91, 0x4e0c, 0x4e05, 0x4e1d, 0x4d89, 0x4d53, 0x4da9, 0x4e6b, 0x4e71, 0x4df8, 0x4e8a, 0x4dcd, 0x4ed8, 0x4d7f, 0x4e1d, 0x4e77, 0x4d97, 0x4ea3, 0x4d6f, 0x4d9d, 0x4e0f, 0x4dcb, 0x4e2b, 0x4e8e, 0x4dbd, 0x4d96, 0x4e28, 0x4e09, 0x4f0c, 0x4d95, 0x4e53, 0x4d66, 0x4e32, 0x4e1c, 0x4dfb, 0x4e2a, 0x4e91, 0x4ed8, 0x4dd0, 0x4e94, 0x4e1e, 0x4dd3, 0x4e4a, 0x4dcd, 0x4e56, 0x4e2f, 0x4e7e, 0x4e22, 0x4dd2, 0x4e42, 0x4e9a, 0x4ddc, 0x4e3c, 0x4e8a, 0x4d97, 0x4e00, 0x4e7e, 0x4d80, 0x4e5c, 0x4eba, 0x4e5e, 0x4e47, 0x4e02, 
-0x4c99, 0x4c81, 0x4d53, 0x4cb2, 0x4d3f, 0x4ca4, 0x4d31, 0x4dab, 0x4d46, 0x4dae, 0x4ce7, 0x4d3d, 0x4da8, 0x4d00, 0x4d6a, 0x4d0d, 0x4d75, 0x4d0c, 0x4cc1, 0x4cf5, 0x4d2e, 0x4cc4, 0x4ccf, 0x4cac, 0x4cfc, 0x4cfa, 0x4d7f, 0x4ccd, 0x4d41, 0x4d62, 0x4d43, 0x4d2f, 0x4cf8, 0x4cfc, 0x4db4, 0x4d00, 0x4cfa, 0x4cad, 0x4cf2, 0x4cf7, 0x4d04, 0x4cf2, 0x4caf, 0x4d56, 0x4cda, 0x4d5b, 0x4cef, 0x4d37, 0x4d81, 0x4cca, 0x4ddd, 0x4ca3, 0x4c50, 0x4d2d, 0x4c81, 0x4cf7, 0x4d46, 0x4ce2, 0x4ce5, 0x4d38, 0x4cf5, 0x4de8, 0x4c6a, 0x4d4f, 0x4c86, 0x4cc3, 0x4d31, 0x4d5b, 0x4d55, 0x4d82, 0x4d74, 0x4cc0, 0x4d08, 0x4d27, 0x4d0a, 0x4cd9, 0x4cf2, 0x4d38, 0x4c9b, 0x4d29, 0x4d67, 0x4d1a, 0x4d25, 0x4d1d, 0x4cdd, 0x4cd0, 0x4ced, 0x4c6d, 0x4d0d, 0x4d72, 0x4d3f, 0x4d94, 0x4d5a, 0x4d2d, 0x4d00, 0x4cb8 
+uint16_t z_oup_2D [24][32] = {
+0x4845, 0x4897, 0x4608, 0x4838, 0x4855, 0x487b, 0x4869, 0x4880, 0x46d1, 0x48b0, 0x48db, 0x483f, 0x48c9, 0x485f, 0x4881, 0x483a, 0x484b, 0x472c, 0x4762, 0x492b, 0x4822, 0x48fd, 0x488e, 0x492e, 0x483e, 0x484f, 0x49e8, 0x46d7, 0x484b, 0x489d, 0x490b, 0x47e9, 
+0x484f, 0x47d2, 0x44be, 0x4747, 0x47c7, 0x46c0, 0x4727, 0x48af, 0x46c5, 0x482d, 0x483d, 0x482e, 0x4897, 0x479f, 0x488b, 0x4749, 0x489a, 0x46a8, 0x46f2, 0x488b, 0x4891, 0x47e8, 0x4872, 0x483d, 0x4716, 0x46fd, 0x49b5, 0x46a0, 0x46e7, 0x47a4, 0x48a1, 0x4767, 
+0x4939, 0x4935, 0x4703, 0x48c1, 0x4863, 0x48bd, 0x4913, 0x48cf, 0x48b6, 0x48b8, 0x4946, 0x4920, 0x495e, 0x48e1, 0x4938, 0x48b2, 0x493a, 0x4882, 0x483b, 0x49d5, 0x4911, 0x4972, 0x496b, 0x49df, 0x48f2, 0x4888, 0x4a46, 0x4821, 0x48c1, 0x490c, 0x49b2, 0x48a3, 
+0x463a, 0x47b0, 0x44cb, 0x4762, 0x4765, 0x46b9, 0x466a, 0x4814, 0x4631, 0x4796, 0x4666, 0x474b, 0x4798, 0x4704, 0x4838, 0x4761, 0x47d3, 0x4590, 0x45ea, 0x48a2, 0x47f1, 0x4844, 0x484b, 0x4776, 0x47d6, 0x46d8, 0x48f3, 0x44d3, 0x46fa, 0x478d, 0x481e, 0x466e, 
+0x4827, 0x481e, 0x45a2, 0x4794, 0x4727, 0x4806, 0x475d, 0x48d5, 0x4708, 0x4828, 0x4862, 0x480d, 0x4895, 0x4832, 0x48bd, 0x47f1, 0x482a, 0x46a7, 0x47b1, 0x492d, 0x484d, 0x4884, 0x48dc, 0x485f, 0x476d, 0x480c, 0x48e9, 0x46d3, 0x4728, 0x4884, 0x48a0, 0x480e, 
+0x4862, 0x4813, 0x4675, 0x485a, 0x47e8, 0x4738, 0x4836, 0x4823, 0x46e7, 0x4821, 0x4822, 0x47b3, 0x4846, 0x4855, 0x4863, 0x4717, 0x4872, 0x47c1, 0x46d5, 0x488e, 0x47e2, 0x485f, 0x487c, 0x48b8, 0x481e, 0x4788, 0x48bd, 0x4677, 0x46c9, 0x47f8, 0x48fe, 0x47fc, 
+0x47a0, 0x47b2, 0x4588, 0x467e, 0x4662, 0x46c7, 0x46e8, 0x4812, 0x4536, 0x474e, 0x46c0, 0x468f, 0x481f, 0x4679, 0x46a1, 0x46e2, 0x4809, 0x4560, 0x4630, 0x47eb, 0x46b5, 0x4757, 0x4848, 0x477f, 0x46a6, 0x46d8, 0x4870, 0x459a, 0x4670, 0x4678, 0x47d2, 0x468c, 
+0x4762, 0x48c4, 0x46e3, 0x4791, 0x46b1, 0x486d, 0x47d0, 0x4867, 0x468d, 0x47f6, 0x48a5, 0x4756, 0x4857, 0x4854, 0x4866, 0x4838, 0x484d, 0x46ec, 0x47d2, 0x48f6, 0x484a, 0x4879, 0x4848, 0x483c, 0x471d, 0x4806, 0x48fa, 0x4730, 0x4768, 0x47b8, 0x4865, 0x46f9, 
+0x48a8, 0x4918, 0x46ca, 0x4867, 0x4800, 0x4862, 0x48d3, 0x4910, 0x474e, 0x4849, 0x48eb, 0x486b, 0x4966, 0x48c5, 0x48f4, 0x4830, 0x48f9, 0x4778, 0x481e, 0x499e, 0x48cf, 0x48f1, 0x4982, 0x4923, 0x487c, 0x47cf, 0x49ea, 0x4649, 0x4773, 0x495e, 0x48b2, 0x483f, 
+0x48a7, 0x4975, 0x4616, 0x481e, 0x481f, 0x4866, 0x48b6, 0x4864, 0x47dc, 0x4873, 0x485c, 0x487f, 0x4938, 0x491f, 0x490d, 0x48b6, 0x48f8, 0x48a1, 0x4859, 0x492d, 0x489c, 0x4915, 0x4899, 0x4887, 0x486c, 0x4859, 0x49ca, 0x471e, 0x4867, 0x4918, 0x48d3, 0x4827, 
+0x488b, 0x4998, 0x4704, 0x481d, 0x48b8, 0x4880, 0x4876, 0x4944, 0x470c, 0x48f2, 0x48b9, 0x489b, 0x4956, 0x48e5, 0x48d6, 0x48a5, 0x48dc, 0x4856, 0x484e, 0x49ab, 0x48e0, 0x490e, 0x48dd, 0x4945, 0x488b, 0x48dd, 0x4a32, 0x47ea, 0x4835, 0x4911, 0x4965, 0x4819, 
+0x460e, 0x481e, 0x452c, 0x4673, 0x475c, 0x4717, 0x46f6, 0x46d0, 0x4696, 0x46bc, 0x4726, 0x481e, 0x4763, 0x46ea, 0x46fe, 0x4758, 0x478b, 0x4627, 0x4704, 0x483f, 0x46ad, 0x47b1, 0x4792, 0x4816, 0x46f2, 0x4684, 0x4827, 0x45a8, 0x472f, 0x47a4, 0x4797, 0x462b, 
+0x483f, 0x48ab, 0x468f, 0x4863, 0x485a, 0x4766, 0x481d, 0x48cb, 0x47dc, 0x4903, 0x48fc, 0x4830, 0x48cc, 0x483e, 0x48ab, 0x4864, 0x4966, 0x4763, 0x4794, 0x499d, 0x488e, 0x488b, 0x48dc, 0x4960, 0x4854, 0x484c, 0x499c, 0x474c, 0x4826, 0x48bc, 0x4949, 0x4883, 
+0x489d, 0x4905, 0x4718, 0x481e, 0x48e3, 0x48f4, 0x48c1, 0x4904, 0x47e8, 0x48b3, 0x4892, 0x48d4, 0x48ff, 0x4894, 0x48d5, 0x4886, 0x48fa, 0x4803, 0x47d2, 0x492e, 0x4870, 0x48b2, 0x48e5, 0x492b, 0x487b, 0x4785, 0x49e3, 0x471d, 0x4837, 0x48bf, 0x489b, 0x48c4, 
+0x475c, 0x4871, 0x464a, 0x4811, 0x47af, 0x471c, 0x4817, 0x4817, 0x463b, 0x484e, 0x477f, 0x464f, 0x4704, 0x487c, 0x47a3, 0x4725, 0x4853, 0x462a, 0x465a, 0x4860, 0x4736, 0x4880, 0x47e1, 0x482b, 0x4811, 0x46c0, 0x48dc, 0x475d, 0x4668, 0x4806, 0x4893, 0x46f4, 
+0x4858, 0x4959, 0x463d, 0x487b, 0x480f, 0x484e, 0x48c0, 0x48a6, 0x4847, 0x4894, 0x48a0, 0x484a, 0x491e, 0x48f4, 0x48fc, 0x48b5, 0x48ce, 0x47d2, 0x47db, 0x497f, 0x4955, 0x4939, 0x48a7, 0x48ce, 0x4890, 0x4884, 0x49d6, 0x4763, 0x486e, 0x4922, 0x48f4, 0x48c3, 
+0x47ec, 0x491c, 0x4698, 0x4783, 0x4715, 0x4754, 0x4745, 0x4752, 0x472f, 0x4832, 0x4817, 0x4809, 0x47f8, 0x48c3, 0x47e6, 0x4800, 0x48b6, 0x4730, 0x480a, 0x48cb, 0x479e, 0x488e, 0x47c2, 0x488e, 0x472f, 0x47ee, 0x489d, 0x4744, 0x4755, 0x4851, 0x4846, 0x47d3, 
+0x4838, 0x48a0, 0x4634, 0x4762, 0x4786, 0x4806, 0x47e3, 0x482d, 0x4726, 0x486c, 0x47b7, 0x4803, 0x48ac, 0x4814, 0x48e0, 0x4839, 0x4827, 0x4750, 0x46f2, 0x48c5, 0x483f, 0x4886, 0x48ad, 0x4856, 0x47e8, 0x47a9, 0x4937, 0x4743, 0x46d0, 0x481f, 0x484c, 0x4804, 
+0x47fd, 0x481f, 0x456d, 0x4813, 0x474d, 0x4807, 0x4688, 0x480e, 0x46e8, 0x4810, 0x469f, 0x4799, 0x4853, 0x478f, 0x47f2, 0x4824, 0x47d0, 0x471f, 0x46da, 0x485f, 0x4813, 0x481c, 0x482e, 0x4863, 0x4786, 0x480b, 0x48c9, 0x46b8, 0x475a, 0x46e2, 0x4852, 0x46c5, 
+0x45af, 0x4802, 0x4466, 0x46c2, 0x465d, 0x4743, 0x46b7, 0x47ba, 0x4636, 0x46c3, 0x4677, 0x4784, 0x485a, 0x47c2, 0x46dc, 0x46ac, 0x47de, 0x460e, 0x465f, 0x4834, 0x47f4, 0x4769, 0x46fc, 0x4810, 0x45fd, 0x45ea, 0x48d0, 0x45b5, 0x4704, 0x4783, 0x4830, 0x46c4, 
+0x4759, 0x47c7, 0x453d, 0x45b0, 0x4741, 0x4702, 0x4736, 0x4793, 0x461b, 0x47ba, 0x470b, 0x46dd, 0x4657, 0x470b, 0x470d, 0x4710, 0x486c, 0x468f, 0x45c3, 0x46ba, 0x479d, 0x483b, 0x46c9, 0x4774, 0x46a9, 0x46a7, 0x4833, 0x4606, 0x4690, 0x46a9, 0x46f5, 0x46a7, 
+0x47ac, 0x48bb, 0x452c, 0x4803, 0x470f, 0x4824, 0x47d5, 0x48cb, 0x4707, 0x484a, 0x4832, 0x4797, 0x4851, 0x482c, 0x487a, 0x4877, 0x4891, 0x465d, 0x47f4, 0x48ce, 0x4898, 0x4899, 0x484e, 0x486a, 0x47ac, 0x47f0, 0x493e, 0x4611, 0x47e2, 0x489e, 0x488c, 0x46af, 
+0x4665, 0x4836, 0x45e4, 0x46b6, 0x46a1, 0x46b9, 0x46c8, 0x46dd, 0x4658, 0x474b, 0x467b, 0x4777, 0x4769, 0x4798, 0x4785, 0x475e, 0x472a, 0x4656, 0x45fb, 0x4881, 0x46fc, 0x472d, 0x476e, 0x47a3, 0x465d, 0x46ca, 0x4855, 0x4500, 0x464f, 0x479a, 0x46c3, 0x4738, 
+0x481e, 0x486c, 0x4659, 0x4801, 0x4756, 0x477a, 0x47d5, 0x487b, 0x4706, 0x4808, 0x484f, 0x4838, 0x4870, 0x4863, 0x48d3, 0x4806, 0x4865, 0x4771, 0x46be, 0x494c, 0x4915, 0x484c, 0x4900, 0x4862, 0x481a, 0x46e8, 0x4974, 0x46a0, 0x4775, 0x483d, 0x487c, 0x480e 
 };
\ No newline at end of file
diff --git a/hwpe/redmule/inc/z_output.h b/hwpe/redmule/inc/z_output.h
index 9cc0610..96c7e5f 100644
--- a/hwpe/redmule/inc/z_output.h
+++ b/hwpe/redmule/inc/z_output.h
@@ -1,99 +1,27 @@
  /* Header file generated by RedMulE Golden Model */
-uint16_t z_oup [9216] = {
-0x4e2d, 0x4e0e, 0x4dda, 0x4de5, 0x4e0e, 0x4dbc, 0x4e3f, 0x4ed6, 0x4dce, 0x4eef, 0x4dfc, 0x4e55, 0x4e2f, 0x4d96, 0x4ddd, 0x4d8a, 0x4e4c, 0x4dc2, 0x4d63, 0x4daa, 0x4e0a, 0x4d89, 0x4dff, 0x4d7d, 0x4d9e, 0x4e07, 0x4ded, 0x4d68, 0x4e69, 0x4ea9, 0x4e7b, 0x4e13, 0x4e22, 0x4e13, 0x4e34, 0x4dd6, 0x4db5, 0x4db6, 0x4d9c, 0x4dfd, 0x4e51, 0x4e0f, 0x4d92, 0x4e46, 0x4db8, 0x4e97, 0x4d14, 0x4dcb, 0x4e6a, 0x4d8e, 0x4eb5, 0x4dee, 0x4d95, 0x4e1c, 0x4dcb, 0x4e1e, 0x4dff, 0x4d5d, 0x4d53, 0x4dde, 0x4dda, 0x4ea4, 0x4d1c, 0x4e1d, 0x4d30, 0x4dad, 0x4e27, 0x4e04, 0x4e55, 0x4ebb, 0x4e47, 0x4daa, 0x4ddf, 0x4dd8, 0x4e3a, 0x4db0, 0x4dc0, 0x4e1c, 0x4dc1, 0x4e33, 0x4e2b, 0x4dcd, 0x4da2, 0x4ebe, 0x4d64, 0x4da9, 0x4e7f, 0x4d80, 0x4e14, 0x4e9b, 0x4d7e, 0x4e85, 0x4e6d, 0x4e6e, 0x4e1e, 0x4def, 
-0x4def, 0x4d5f, 0x4e1d, 0x4daa, 0x4e29, 0x4dc0, 0x4e5f, 0x4f01, 0x4dcf, 0x4f33, 0x4dcf, 0x4e86, 0x4ecf, 0x4dfd, 0x4deb, 0x4d92, 0x4eda, 0x4e29, 0x4dae, 0x4e35, 0x4e49, 0x4da9, 0x4e33, 0x4d7d, 0x4e23, 0x4e28, 0x4dc0, 0x4e12, 0x4e62, 0x4eda, 0x4e71, 0x4e43, 0x4e2d, 0x4df3, 0x4e69, 0x4e0d, 0x4df7, 0x4dbd, 0x4dbc, 0x4da3, 0x4d9d, 0x4e3c, 0x4e01, 0x4ebb, 0x4dd5, 0x4e35, 0x4d3f, 0x4de4, 0x4efa, 0x4dc4, 0x4ee3, 0x4dac, 0x4d93, 0x4da3, 0x4da1, 0x4dee, 0x4e9a, 0x4db0, 0x4db0, 0x4e99, 0x4dfe, 0x4eaf, 0x4d59, 0x4e35, 0x4dee, 0x4de7, 0x4e60, 0x4e5d, 0x4ec7, 0x4eb1, 0x4e59, 0x4de0, 0x4e35, 0x4df5, 0x4df4, 0x4df1, 0x4df4, 0x4e27, 0x4dd5, 0x4e4b, 0x4e87, 0x4da1, 0x4dbc, 0x4eb6, 0x4d77, 0x4e4f, 0x4e04, 0x4d77, 0x4e43, 0x4ede, 0x4df7, 0x4e38, 0x4e81, 0x4e43, 0x4e43, 0x4e01, 
-0x4d9d, 0x4dbc, 0x4e1d, 0x4e2f, 0x4e69, 0x4ddf, 0x4e62, 0x4f1f, 0x4dbd, 0x4f0c, 0x4d88, 0x4da7, 0x4f23, 0x4dfa, 0x4e2e, 0x4de9, 0x4e67, 0x4de4, 0x4da6, 0x4ded, 0x4e28, 0x4d1b, 0x4e1d, 0x4dbb, 0x4dea, 0x4e1c, 0x4e67, 0x4ddc, 0x4de6, 0x4e7d, 0x4e2c, 0x4e1c, 0x4e41, 0x4def, 0x4e14, 0x4ddc, 0x4dc3, 0x4cfa, 0x4dac, 0x4db0, 0x4e84, 0x4df6, 0x4d77, 0x4e5a, 0x4dd5, 0x4ea7, 0x4d34, 0x4da6, 0x4eb7, 0x4dca, 0x4e9c, 0x4dcb, 0x4d04, 0x4dd7, 0x4dcd, 0x4e29, 0x4df3, 0x4d80, 0x4dc5, 0x4e3d, 0x4dd1, 0x4e42, 0x4d76, 0x4e54, 0x4d5a, 0x4db3, 0x4e0a, 0x4de8, 0x4ea2, 0x4e8e, 0x4dd8, 0x4e43, 0x4e16, 0x4d9b, 0x4e8b, 0x4e39, 0x4e02, 0x4dfa, 0x4de8, 0x4e07, 0x4ddd, 0x4dd4, 0x4d3f, 0x4e05, 0x4dac, 0x4e33, 0x4e61, 0x4d4c, 0x4e0b, 0x4e63, 0x4ddd, 0x4e37, 0x4e7d, 0x4e47, 0x4dbd, 0x4db9, 
-0x4db6, 0x4e32, 0x4e87, 0x4e33, 0x4e43, 0x4e2b, 0x4e79, 0x4f28, 0x4de8, 0x4edc, 0x4e5e, 0x4e94, 0x4f32, 0x4e18, 0x4dbc, 0x4e77, 0x4ea9, 0x4e8c, 0x4daa, 0x4ea9, 0x4e43, 0x4e20, 0x4e3c, 0x4da8, 0x4eb0, 0x4e1b, 0x4e7a, 0x4e32, 0x4eb8, 0x4eb2, 0x4ea5, 0x4e8b, 0x4e7f, 0x4de9, 0x4ee2, 0x4df5, 0x4e01, 0x4e5c, 0x4dbb, 0x4dee, 0x4e41, 0x4e65, 0x4e2d, 0x4ef5, 0x4e84, 0x4e78, 0x4de8, 0x4e32, 0x4ee1, 0x4dea, 0x4ef6, 0x4def, 0x4da8, 0x4e4f, 0x4dd0, 0x4e76, 0x4e84, 0x4def, 0x4d88, 0x4e53, 0x4e34, 0x4f79, 0x4db4, 0x4ea1, 0x4dc1, 0x4dee, 0x4e44, 0x4ec4, 0x4ed6, 0x4e82, 0x4e5e, 0x4df4, 0x4ec3, 0x4e45, 0x4ea1, 0x4e16, 0x4e00, 0x4e6f, 0x4e50, 0x4e80, 0x4e9c, 0x4df7, 0x4e1c, 0x4edf, 0x4dcb, 0x4e27, 0x4e39, 0x4d78, 0x4e1c, 0x4ec7, 0x4e37, 0x4e81, 0x4e8f, 0x4e4b, 0x4e45, 0x4dfa, 
-0x4e2a, 0x4e3d, 0x4e3d, 0x4df5, 0x4e3a, 0x4def, 0x4e2f, 0x4ed6, 0x4db3, 0x4ef3, 0x4e5a, 0x4e8e, 0x4f50, 0x4db6, 0x4e46, 0x4e34, 0x4ec9, 0x4e1b, 0x4dd6, 0x4e80, 0x4e1f, 0x4d99, 0x4e76, 0x4e52, 0x4e8a, 0x4e8d, 0x4e5b, 0x4dc1, 0x4eaf, 0x4efc, 0x4ebb, 0x4e52, 0x4e78, 0x4df4, 0x4e78, 0x4df1, 0x4dfa, 0x4dd4, 0x4d47, 0x4e48, 0x4e04, 0x4e20, 0x4ddd, 0x4ebb, 0x4e44, 0x4eca, 0x4d9b, 0x4dec, 0x4e9c, 0x4e12, 0x4ec7, 0x4dfd, 0x4d6c, 0x4e46, 0x4dc0, 0x4e37, 0x4e59, 0x4dbc, 0x4d8b, 0x4e40, 0x4e31, 0x4ef8, 0x4de1, 0x4de8, 0x4d97, 0x4dd2, 0x4ea0, 0x4e1c, 0x4e3a, 0x4eb4, 0x4dd5, 0x4e41, 0x4e5d, 0x4dbc, 0x4e1d, 0x4e55, 0x4e77, 0x4dfc, 0x4e4b, 0x4e22, 0x4ebe, 0x4d6d, 0x4dad, 0x4e2a, 0x4dd3, 0x4e56, 0x4e3a, 0x4d2e, 0x4e42, 0x4e95, 0x4dce, 0x4e3b, 0x4eef, 0x4e46, 0x4ded, 0x4df8, 
-0x4d39, 0x4d7b, 0x4da0, 0x4cfa, 0x4d82, 0x4d16, 0x4d98, 0x4e32, 0x4ce2, 0x4e4a, 0x4d6a, 0x4d64, 0x4e27, 0x4d47, 0x4d4c, 0x4d16, 0x4d7c, 0x4d49, 0x4d0d, 0x4d3e, 0x4d83, 0x4d12, 0x4d19, 0x4cbe, 0x4d0f, 0x4d83, 0x4d65, 0x4cdb, 0x4d3d, 0x4ded, 0x4dff, 0x4d5b, 0x4d74, 0x4d70, 0x4df1, 0x4ccd, 0x4d49, 0x4d16, 0x4cc3, 0x4d2f, 0x4d25, 0x4d85, 0x4d31, 0x4dc3, 0x4d5b, 0x4dcb, 0x4cb3, 0x4d51, 0x4d98, 0x4d29, 0x4dc9, 0x4cc1, 0x4cd1, 0x4d90, 0x4cd3, 0x4d59, 0x4d5e, 0x4cf7, 0x4cda, 0x4dae, 0x4d8f, 0x4e13, 0x4cee, 0x4d6a, 0x4d0f, 0x4d33, 0x4d00, 0x4d56, 0x4d88, 0x4dae, 0x4d78, 0x4d40, 0x4d9c, 0x4d7c, 0x4d58, 0x4d2c, 0x4d47, 0x4d28, 0x4db4, 0x4dfc, 0x4d97, 0x4cec, 0x4cf7, 0x4dc0, 0x4d0c, 0x4d81, 0x4d58, 0x4d28, 0x4d63, 0x4dad, 0x4d12, 0x4d75, 0x4d77, 0x4d51, 0x4ceb, 0x4d0b, 
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-0x4db5, 0x4dad, 0x4e2a, 0x4d31, 0x4e06, 0x4dbc, 0x4e4e, 0x4e78, 0x4d7e, 0x4ea3, 0x4dc2, 0x4db8, 0x4ec4, 0x4daa, 0x4e42, 0x4de2, 0x4e01, 0x4dac, 0x4dbc, 0x4e00, 0x4da6, 0x4d71, 0x4e01, 0x4dd2, 0x4d92, 0x4db6, 0x4ec5, 0x4d54, 0x4e7b, 0x4e3f, 0x4e0b, 0x4dfc, 0x4e05, 0x4d6c, 0x4e96, 0x4d90, 0x4dae, 0x4d2d, 0x4d7c, 0x4dc9, 0x4d91, 0x4dcc, 0x4dab, 0x4e48, 0x4df2, 0x4e26, 0x4da6, 0x4dd1, 0x4e7d, 0x4dc3, 0x4eab, 0x4e04, 0x4d1f, 0x4dcb, 0x4db2, 0x4da9, 0x4dd1, 0x4d8c, 0x4d8d, 0x4df2, 0x4e1c, 0x4ef9, 0x4d3c, 0x4e0a, 0x4d23, 0x4d8f, 0x4e02, 0x4e27, 0x4e29, 0x4ea2, 0x4e10, 0x4dc6, 0x4de3, 0x4db2, 0x4e61, 0x4df7, 0x4df5, 0x4e25, 0x4de6, 0x4e46, 0x4e0f, 0x4dc8, 0x4d8f, 0x4e3c, 0x4d4e, 0x4ddd, 0x4df1, 0x4cfa, 0x4e06, 0x4e72, 0x4de3, 0x4dda, 0x4df9, 0x4e24, 0x4da8, 0x4d7f, 
-0x4d8f, 0x4d95, 0x4e5a, 0x4dbc, 0x4ded, 0x4daf, 0x4e1c, 0x4eea, 0x4db3, 0x4ee9, 0x4e7d, 0x4dd2, 0x4e60, 0x4df6, 0x4dfd, 0x4e2d, 0x4e5d, 0x4df0, 0x4db2, 0x4dde, 0x4de1, 0x4d4e, 0x4dd9, 0x4db6, 0x4de8, 0x4dcd, 0x4dff, 0x4d63, 0x4dee, 0x4e75, 0x4e5d, 0x4dfd, 0x4e30, 0x4d88, 0x4e6f, 0x4dc4, 0x4d8b, 0x4d90, 0x4d4e, 0x4dc2, 0x4e07, 0x4e3e, 0x4d82, 0x4e79, 0x4da7, 0x4de0, 0x4d1a, 0x4d8a, 0x4e91, 0x4da7, 0x4e5c, 0x4dcc, 0x4d9d, 0x4df7, 0x4d69, 0x4dee, 0x4e05, 0x4da3, 0x4d41, 0x4e2d, 0x4e13, 0x4ec4, 0x4cf6, 0x4e41, 0x4dc4, 0x4dad, 0x4d96, 0x4e74, 0x4e66, 0x4e4b, 0x4df8, 0x4da1, 0x4dbe, 0x4ddd, 0x4e12, 0x4d81, 0x4da9, 0x4dba, 0x4df4, 0x4dfb, 0x4e53, 0x4dbb, 0x4d79, 0x4e13, 0x4d93, 0x4dfc, 0x4da8, 0x4d6e, 0x4ddb, 0x4dee, 0x4db2, 0x4e71, 0x4e06, 0x4e15, 0x4dad, 0x4e10, 
-0x4dbe, 0x4d9a, 0x4e47, 0x4d82, 0x4e18, 0x4e0e, 0x4e70, 0x4ebd, 0x4e2f, 0x4eee, 0x4e47, 0x4e16, 0x4ed6, 0x4dee, 0x4e5a, 0x4e64, 0x4e99, 0x4dfa, 0x4dd7, 0x4e82, 0x4e32, 0x4dd0, 0x4e4a, 0x4e31, 0x4db7, 0x4dab, 0x4e6f, 0x4df7, 0x4e5e, 0x4ea5, 0x4e2f, 0x4e3d, 0x4e1b, 0x4dee, 0x4e6e, 0x4df6, 0x4e07, 0x4d94, 0x4d52, 0x4d9d, 0x4d9a, 0x4dc1, 0x4d68, 0x4e8a, 0x4de5, 0x4ed0, 0x4dbc, 0x4e0e, 0x4e82, 0x4df1, 0x4eda, 0x4deb, 0x4d7d, 0x4e03, 0x4d79, 0x4d9c, 0x4e18, 0x4df0, 0x4dc0, 0x4e04, 0x4e3c, 0x4f3c, 0x4dcf, 0x4e53, 0x4d88, 0x4dad, 0x4e2e, 0x4e30, 0x4e7a, 0x4ea5, 0x4dca, 0x4df9, 0x4e4a, 0x4e05, 0x4e9c, 0x4dca, 0x4e18, 0x4e1c, 0x4e4d, 0x4e3a, 0x4ed8, 0x4dd7, 0x4dd2, 0x4e56, 0x4da1, 0x4e5c, 0x4dec, 0x4d66, 0x4e07, 0x4e62, 0x4e15, 0x4e5e, 0x4e30, 0x4e1d, 0x4e47, 0x4e0e, 
-0x4dec, 0x4e01, 0x4e70, 0x4dfa, 0x4e67, 0x4db4, 0x4e83, 0x4f89, 0x4e1b, 0x4f76, 0x4e4b, 0x4e2b, 0x4f33, 0x4e79, 0x4e5f, 0x4e1d, 0x4e90, 0x4df1, 0x4df9, 0x4e53, 0x4deb, 0x4d95, 0x4e23, 0x4d81, 0x4e0a, 0x4e1e, 0x4efc, 0x4df0, 0x4e8d, 0x4ee7, 0x4e99, 0x4ecb, 0x4e37, 0x4e41, 0x4ece, 0x4e28, 0x4deb, 0x4dba, 0x4dd7, 0x4e1d, 0x4e40, 0x4e1e, 0x4e08, 0x4eab, 0x4e61, 0x4e9e, 0x4db5, 0x4e32, 0x4ed9, 0x4df4, 0x4f2d, 0x4e58, 0x4d91, 0x4dd9, 0x4dd4, 0x4e32, 0x4e5e, 0x4db8, 0x4dfb, 0x4e4d, 0x4e87, 0x4f3e, 0x4dcc, 0x4ea3, 0x4d85, 0x4e3b, 0x4e3a, 0x4e95, 0x4ea9, 0x4efa, 0x4f03, 0x4e56, 0x4e70, 0x4e59, 0x4e85, 0x4e7b, 0x4e0a, 0x4e5e, 0x4e33, 0x4e61, 0x4edb, 0x4e24, 0x4e24, 0x4e4e, 0x4ddc, 0x4e35, 0x4e52, 0x4dc2, 0x4e58, 0x4ecb, 0x4dea, 0x4e93, 0x4e7a, 0x4e7a, 0x4e24, 0x4e24, 
-0x4e1a, 0x4e76, 0x4e5f, 0x4dcb, 0x4e4c, 0x4e37, 0x4ed6, 0x4ec9, 0x4de4, 0x4f1e, 0x4e8e, 0x4e22, 0x4eef, 0x4e5e, 0x4e26, 0x4e5b, 0x4ed3, 0x4e7a, 0x4dbf, 0x4e76, 0x4e06, 0x4de0, 0x4e59, 0x4de5, 0x4e66, 0x4e1f, 0x4e76, 0x4dd8, 0x4e8d, 0x4ef8, 0x4ed3, 0x4e45, 0x4e84, 0x4e3d, 0x4ef2, 0x4df1, 0x4df6, 0x4e09, 0x4d77, 0x4e22, 0x4dc6, 0x4e8a, 0x4dcd, 0x4e8f, 0x4e57, 0x4eef, 0x4dbc, 0x4e40, 0x4f00, 0x4deb, 0x4e93, 0x4e33, 0x4d66, 0x4e1a, 0x4dc6, 0x4dee, 0x4e42, 0x4dd8, 0x4e23, 0x4e83, 0x4e0b, 0x4ee3, 0x4da3, 0x4e63, 0x4dbf, 0x4e1a, 0x4e7a, 0x4e8f, 0x4ede, 0x4eed, 0x4e27, 0x4e5a, 0x4e42, 0x4e2f, 0x4ea2, 0x4e1d, 0x4e16, 0x4e7e, 0x4eab, 0x4e64, 0x4ec7, 0x4dc2, 0x4d9a, 0x4eca, 0x4e4a, 0x4e22, 0x4e54, 0x4dd1, 0x4e67, 0x4e81, 0x4de7, 0x4e32, 0x4f41, 0x4e70, 0x4e0d, 0x4ddc, 
-0x4da1, 0x4deb, 0x4e14, 0x4d79, 0x4e1c, 0x4db9, 0x4e1a, 0x4e73, 0x4dd2, 0x4ee5, 0x4dd8, 0x4dbd, 0x4e94, 0x4dd3, 0x4da2, 0x4e2d, 0x4e62, 0x4dda, 0x4d75, 0x4e2d, 0x4e01, 0x4d3e, 0x4ddf, 0x4ddb, 0x4e1e, 0x4d91, 0x4e09, 0x4da9, 0x4e74, 0x4e7a, 0x4dba, 0x4dd4, 0x4e30, 0x4da4, 0x4e3e, 0x4d81, 0x4d95, 0x4d95, 0x4d81, 0x4e30, 0x4e23, 0x4e35, 0x4dbd, 0x4e34, 0x4e0a, 0x4e89, 0x4d2f, 0x4df7, 0x4e72, 0x4dbe, 0x4ef1, 0x4e28, 0x4d7e, 0x4dd9, 0x4dc9, 0x4dd5, 0x4e30, 0x4de8, 0x4da4, 0x4e00, 0x4e0a, 0x4e66, 0x4d32, 0x4e04, 0x4d5e, 0x4db9, 0x4e11, 0x4e3e, 0x4de4, 0x4e6c, 0x4e38, 0x4e10, 0x4db9, 0x4df4, 0x4e63, 0x4dec, 0x4deb, 0x4dd5, 0x4e2c, 0x4e28, 0x4e22, 0x4d86, 0x4dd8, 0x4e3e, 0x4d27, 0x4e7e, 0x4dc5, 0x4cf5, 0x4e04, 0x4e4e, 0x4e1c, 0x4df2, 0x4e10, 0x4de0, 0x4d6b, 0x4d53, 
-0x4de7, 0x4e37, 0x4e87, 0x4e27, 0x4e9b, 0x4e07, 0x4e87, 0x4f9e, 0x4e14, 0x4faf, 0x4edd, 0x4f04, 0x4f20, 0x4e28, 0x4d9f, 0x4e6d, 0x4f14, 0x4df2, 0x4e1b, 0x4e74, 0x4e77, 0x4d6f, 0x4e33, 0x4dff, 0x4e7c, 0x4e75, 0x4e6e, 0x4e2c, 0x4e68, 0x4f3a, 0x4ec2, 0x4e8f, 0x4eda, 0x4e35, 0x4f59, 0x4e42, 0x4e34, 0x4dfe, 0x4e42, 0x4e5b, 0x4e3a, 0x4e91, 0x4e20, 0x4e71, 0x4eec, 0x4eba, 0x4e03, 0x4e1f, 0x4eac, 0x4dd8, 0x4f57, 0x4ead, 0x4de8, 0x4de5, 0x4e17, 0x4e96, 0x4e7c, 0x4db7, 0x4ddb, 0x4e47, 0x4e6a, 0x4f17, 0x4d7d, 0x4e98, 0x4e04, 0x4e32, 0x4e82, 0x4ecf, 0x4ed7, 0x4f05, 0x4e77, 0x4ec6, 0x4ee5, 0x4e3f, 0x4e8f, 0x4e83, 0x4dcd, 0x4e0e, 0x4e9d, 0x4e58, 0x4eea, 0x4df3, 0x4de0, 0x4ecb, 0x4e06, 0x4e8a, 0x4e68, 0x4d67, 0x4e5a, 0x4eef, 0x4e05, 0x4e8b, 0x4eff, 0x4e46, 0x4e60, 0x4dd7, 
-0x4dcc, 0x4dee, 0x4e78, 0x4db4, 0x4e61, 0x4db1, 0x4e3e, 0x4edd, 0x4db1, 0x4ede, 0x4d68, 0x4e5a, 0x4efb, 0x4dd2, 0x4dfe, 0x4e28, 0x4ec4, 0x4e16, 0x4d85, 0x4e55, 0x4dff, 0x4dc4, 0x4e27, 0x4dc9, 0x4dc7, 0x4dd2, 0x4e79, 0x4d94, 0x4e4e, 0x4e8b, 0x4e6a, 0x4e52, 0x4dfc, 0x4e08, 0x4e1e, 0x4dff, 0x4daf, 0x4d7b, 0x4d51, 0x4da5, 0x4deb, 0x4e25, 0x4e00, 0x4e7a, 0x4de4, 0x4ea6, 0x4d64, 0x4ddc, 0x4ea0, 0x4ddb, 0x4e73, 0x4dfa, 0x4d1b, 0x4e17, 0x4d78, 0x4de8, 0x4eb9, 0x4dc4, 0x4dc0, 0x4e2e, 0x4e61, 0x4eb6, 0x4dac, 0x4e6a, 0x4d86, 0x4dd0, 0x4e92, 0x4e20, 0x4e2b, 0x4e5f, 0x4df0, 0x4e2d, 0x4e1b, 0x4dd7, 0x4e1d, 0x4e1f, 0x4e45, 0x4e6e, 0x4dc8, 0x4de8, 0x4e5f, 0x4dea, 0x4dd3, 0x4e5e, 0x4dda, 0x4dee, 0x4dac, 0x4d7d, 0x4e39, 0x4e3c, 0x4e22, 0x4e6e, 0x4e77, 0x4e45, 0x4e0b, 0x4dd3, 
-0x4e35, 0x4e33, 0x4e9c, 0x4de7, 0x4e4c, 0x4e54, 0x4eeb, 0x4f2a, 0x4e39, 0x4f67, 0x4e9e, 0x4e61, 0x4f2b, 0x4e50, 0x4e45, 0x4eab, 0x4f08, 0x4e4f, 0x4e01, 0x4e7a, 0x4e73, 0x4df9, 0x4e88, 0x4dd9, 0x4ea5, 0x4e6d, 0x4ef7, 0x4dcf, 0x4f2f, 0x4f58, 0x4ef7, 0x4eca, 0x4e71, 0x4e82, 0x4f22, 0x4e73, 0x4e35, 0x4e09, 0x4de6, 0x4e4a, 0x4e4c, 0x4e58, 0x4e07, 0x4f1c, 0x4ea0, 0x4f1d, 0x4de4, 0x4e88, 0x4ec8, 0x4e27, 0x4f13, 0x4df9, 0x4dc0, 0x4e55, 0x4da9, 0x4e3b, 0x4eb5, 0x4df2, 0x4e28, 0x4ea0, 0x4e45, 0x4f56, 0x4dfe, 0x4ebe, 0x4db8, 0x4e2b, 0x4ea1, 0x4ebc, 0x4ec6, 0x4f16, 0x4e85, 0x4e5a, 0x4e8c, 0x4e67, 0x4efc, 0x4e11, 0x4e3e, 0x4e7c, 0x4e7b, 0x4e66, 0x4ecf, 0x4df3, 0x4e39, 0x4e97, 0x4dd1, 0x4eb3, 0x4e47, 0x4e05, 0x4e7d, 0x4eb7, 0x4e7b, 0x4eca, 0x4f2b, 0x4ea0, 0x4e2b, 0x4e51, 
-0x4db9, 0x4dbf, 0x4e60, 0x4db6, 0x4ec2, 0x4da9, 0x4e40, 0x4eb2, 0x4dd0, 0x4ee8, 0x4df1, 0x4e3d, 0x4eef, 0x4e3a, 0x4e4c, 0x4dfe, 0x4e5e, 0x4e52, 0x4df0, 0x4e28, 0x4e65, 0x4de5, 0x4e47, 0x4d6d, 0x4e02, 0x4dd1, 0x4e7c, 0x4dde, 0x4e2f, 0x4e87, 0x4e9e, 0x4e58, 0x4e0a, 0x4e91, 0x4e0c, 0x4e05, 0x4e1d, 0x4d89, 0x4d53, 0x4da9, 0x4e6b, 0x4e71, 0x4df8, 0x4e8a, 0x4dcd, 0x4ed8, 0x4d7f, 0x4e1d, 0x4e77, 0x4d97, 0x4ea3, 0x4d6f, 0x4d9d, 0x4e0f, 0x4dcb, 0x4e2b, 0x4e8e, 0x4dbd, 0x4d96, 0x4e28, 0x4e09, 0x4f0c, 0x4d95, 0x4e53, 0x4d66, 0x4e32, 0x4e1c, 0x4dfb, 0x4e2a, 0x4e91, 0x4ed8, 0x4dd0, 0x4e94, 0x4e1e, 0x4dd3, 0x4e4a, 0x4dcd, 0x4e56, 0x4e2f, 0x4e7e, 0x4e22, 0x4dd2, 0x4e42, 0x4e9a, 0x4ddc, 0x4e3c, 0x4e8a, 0x4d97, 0x4e00, 0x4e7e, 0x4d80, 0x4e5c, 0x4eba, 0x4e5e, 0x4e47, 0x4e02, 
-0x4c99, 0x4c81, 0x4d53, 0x4cb2, 0x4d3f, 0x4ca4, 0x4d31, 0x4dab, 0x4d46, 0x4dae, 0x4ce7, 0x4d3d, 0x4da8, 0x4d00, 0x4d6a, 0x4d0d, 0x4d75, 0x4d0c, 0x4cc1, 0x4cf5, 0x4d2e, 0x4cc4, 0x4ccf, 0x4cac, 0x4cfc, 0x4cfa, 0x4d7f, 0x4ccd, 0x4d41, 0x4d62, 0x4d43, 0x4d2f, 0x4cf8, 0x4cfc, 0x4db4, 0x4d00, 0x4cfa, 0x4cad, 0x4cf2, 0x4cf7, 0x4d04, 0x4cf2, 0x4caf, 0x4d56, 0x4cda, 0x4d5b, 0x4cef, 0x4d37, 0x4d81, 0x4cca, 0x4ddd, 0x4ca3, 0x4c50, 0x4d2d, 0x4c81, 0x4cf7, 0x4d46, 0x4ce2, 0x4ce5, 0x4d38, 0x4cf5, 0x4de8, 0x4c6a, 0x4d4f, 0x4c86, 0x4cc3, 0x4d31, 0x4d5b, 0x4d55, 0x4d82, 0x4d74, 0x4cc0, 0x4d08, 0x4d27, 0x4d0a, 0x4cd9, 0x4cf2, 0x4d38, 0x4c9b, 0x4d29, 0x4d67, 0x4d1a, 0x4d25, 0x4d1d, 0x4cdd, 0x4cd0, 0x4ced, 0x4c6d, 0x4d0d, 0x4d72, 0x4d3f, 0x4d94, 0x4d5a, 0x4d2d, 0x4d00, 0x4cb8 
+uint16_t z_oup [768] = {
+0x4845, 0x4897, 0x4608, 0x4838, 0x4855, 0x487b, 0x4869, 0x4880, 0x46d1, 0x48b0, 0x48db, 0x483f, 0x48c9, 0x485f, 0x4881, 0x483a, 0x484b, 0x472c, 0x4762, 0x492b, 0x4822, 0x48fd, 0x488e, 0x492e, 0x483e, 0x484f, 0x49e8, 0x46d7, 0x484b, 0x489d, 0x490b, 0x47e9, 
+0x484f, 0x47d2, 0x44be, 0x4747, 0x47c7, 0x46c0, 0x4727, 0x48af, 0x46c5, 0x482d, 0x483d, 0x482e, 0x4897, 0x479f, 0x488b, 0x4749, 0x489a, 0x46a8, 0x46f2, 0x488b, 0x4891, 0x47e8, 0x4872, 0x483d, 0x4716, 0x46fd, 0x49b5, 0x46a0, 0x46e7, 0x47a4, 0x48a1, 0x4767, 
+0x4939, 0x4935, 0x4703, 0x48c1, 0x4863, 0x48bd, 0x4913, 0x48cf, 0x48b6, 0x48b8, 0x4946, 0x4920, 0x495e, 0x48e1, 0x4938, 0x48b2, 0x493a, 0x4882, 0x483b, 0x49d5, 0x4911, 0x4972, 0x496b, 0x49df, 0x48f2, 0x4888, 0x4a46, 0x4821, 0x48c1, 0x490c, 0x49b2, 0x48a3, 
+0x463a, 0x47b0, 0x44cb, 0x4762, 0x4765, 0x46b9, 0x466a, 0x4814, 0x4631, 0x4796, 0x4666, 0x474b, 0x4798, 0x4704, 0x4838, 0x4761, 0x47d3, 0x4590, 0x45ea, 0x48a2, 0x47f1, 0x4844, 0x484b, 0x4776, 0x47d6, 0x46d8, 0x48f3, 0x44d3, 0x46fa, 0x478d, 0x481e, 0x466e, 
+0x4827, 0x481e, 0x45a2, 0x4794, 0x4727, 0x4806, 0x475d, 0x48d5, 0x4708, 0x4828, 0x4862, 0x480d, 0x4895, 0x4832, 0x48bd, 0x47f1, 0x482a, 0x46a7, 0x47b1, 0x492d, 0x484d, 0x4884, 0x48dc, 0x485f, 0x476d, 0x480c, 0x48e9, 0x46d3, 0x4728, 0x4884, 0x48a0, 0x480e, 
+0x4862, 0x4813, 0x4675, 0x485a, 0x47e8, 0x4738, 0x4836, 0x4823, 0x46e7, 0x4821, 0x4822, 0x47b3, 0x4846, 0x4855, 0x4863, 0x4717, 0x4872, 0x47c1, 0x46d5, 0x488e, 0x47e2, 0x485f, 0x487c, 0x48b8, 0x481e, 0x4788, 0x48bd, 0x4677, 0x46c9, 0x47f8, 0x48fe, 0x47fc, 
+0x47a0, 0x47b2, 0x4588, 0x467e, 0x4662, 0x46c7, 0x46e8, 0x4812, 0x4536, 0x474e, 0x46c0, 0x468f, 0x481f, 0x4679, 0x46a1, 0x46e2, 0x4809, 0x4560, 0x4630, 0x47eb, 0x46b5, 0x4757, 0x4848, 0x477f, 0x46a6, 0x46d8, 0x4870, 0x459a, 0x4670, 0x4678, 0x47d2, 0x468c, 
+0x4762, 0x48c4, 0x46e3, 0x4791, 0x46b1, 0x486d, 0x47d0, 0x4867, 0x468d, 0x47f6, 0x48a5, 0x4756, 0x4857, 0x4854, 0x4866, 0x4838, 0x484d, 0x46ec, 0x47d2, 0x48f6, 0x484a, 0x4879, 0x4848, 0x483c, 0x471d, 0x4806, 0x48fa, 0x4730, 0x4768, 0x47b8, 0x4865, 0x46f9, 
+0x48a8, 0x4918, 0x46ca, 0x4867, 0x4800, 0x4862, 0x48d3, 0x4910, 0x474e, 0x4849, 0x48eb, 0x486b, 0x4966, 0x48c5, 0x48f4, 0x4830, 0x48f9, 0x4778, 0x481e, 0x499e, 0x48cf, 0x48f1, 0x4982, 0x4923, 0x487c, 0x47cf, 0x49ea, 0x4649, 0x4773, 0x495e, 0x48b2, 0x483f, 
+0x48a7, 0x4975, 0x4616, 0x481e, 0x481f, 0x4866, 0x48b6, 0x4864, 0x47dc, 0x4873, 0x485c, 0x487f, 0x4938, 0x491f, 0x490d, 0x48b6, 0x48f8, 0x48a1, 0x4859, 0x492d, 0x489c, 0x4915, 0x4899, 0x4887, 0x486c, 0x4859, 0x49ca, 0x471e, 0x4867, 0x4918, 0x48d3, 0x4827, 
+0x488b, 0x4998, 0x4704, 0x481d, 0x48b8, 0x4880, 0x4876, 0x4944, 0x470c, 0x48f2, 0x48b9, 0x489b, 0x4956, 0x48e5, 0x48d6, 0x48a5, 0x48dc, 0x4856, 0x484e, 0x49ab, 0x48e0, 0x490e, 0x48dd, 0x4945, 0x488b, 0x48dd, 0x4a32, 0x47ea, 0x4835, 0x4911, 0x4965, 0x4819, 
+0x460e, 0x481e, 0x452c, 0x4673, 0x475c, 0x4717, 0x46f6, 0x46d0, 0x4696, 0x46bc, 0x4726, 0x481e, 0x4763, 0x46ea, 0x46fe, 0x4758, 0x478b, 0x4627, 0x4704, 0x483f, 0x46ad, 0x47b1, 0x4792, 0x4816, 0x46f2, 0x4684, 0x4827, 0x45a8, 0x472f, 0x47a4, 0x4797, 0x462b, 
+0x483f, 0x48ab, 0x468f, 0x4863, 0x485a, 0x4766, 0x481d, 0x48cb, 0x47dc, 0x4903, 0x48fc, 0x4830, 0x48cc, 0x483e, 0x48ab, 0x4864, 0x4966, 0x4763, 0x4794, 0x499d, 0x488e, 0x488b, 0x48dc, 0x4960, 0x4854, 0x484c, 0x499c, 0x474c, 0x4826, 0x48bc, 0x4949, 0x4883, 
+0x489d, 0x4905, 0x4718, 0x481e, 0x48e3, 0x48f4, 0x48c1, 0x4904, 0x47e8, 0x48b3, 0x4892, 0x48d4, 0x48ff, 0x4894, 0x48d5, 0x4886, 0x48fa, 0x4803, 0x47d2, 0x492e, 0x4870, 0x48b2, 0x48e5, 0x492b, 0x487b, 0x4785, 0x49e3, 0x471d, 0x4837, 0x48bf, 0x489b, 0x48c4, 
+0x475c, 0x4871, 0x464a, 0x4811, 0x47af, 0x471c, 0x4817, 0x4817, 0x463b, 0x484e, 0x477f, 0x464f, 0x4704, 0x487c, 0x47a3, 0x4725, 0x4853, 0x462a, 0x465a, 0x4860, 0x4736, 0x4880, 0x47e1, 0x482b, 0x4811, 0x46c0, 0x48dc, 0x475d, 0x4668, 0x4806, 0x4893, 0x46f4, 
+0x4858, 0x4959, 0x463d, 0x487b, 0x480f, 0x484e, 0x48c0, 0x48a6, 0x4847, 0x4894, 0x48a0, 0x484a, 0x491e, 0x48f4, 0x48fc, 0x48b5, 0x48ce, 0x47d2, 0x47db, 0x497f, 0x4955, 0x4939, 0x48a7, 0x48ce, 0x4890, 0x4884, 0x49d6, 0x4763, 0x486e, 0x4922, 0x48f4, 0x48c3, 
+0x47ec, 0x491c, 0x4698, 0x4783, 0x4715, 0x4754, 0x4745, 0x4752, 0x472f, 0x4832, 0x4817, 0x4809, 0x47f8, 0x48c3, 0x47e6, 0x4800, 0x48b6, 0x4730, 0x480a, 0x48cb, 0x479e, 0x488e, 0x47c2, 0x488e, 0x472f, 0x47ee, 0x489d, 0x4744, 0x4755, 0x4851, 0x4846, 0x47d3, 
+0x4838, 0x48a0, 0x4634, 0x4762, 0x4786, 0x4806, 0x47e3, 0x482d, 0x4726, 0x486c, 0x47b7, 0x4803, 0x48ac, 0x4814, 0x48e0, 0x4839, 0x4827, 0x4750, 0x46f2, 0x48c5, 0x483f, 0x4886, 0x48ad, 0x4856, 0x47e8, 0x47a9, 0x4937, 0x4743, 0x46d0, 0x481f, 0x484c, 0x4804, 
+0x47fd, 0x481f, 0x456d, 0x4813, 0x474d, 0x4807, 0x4688, 0x480e, 0x46e8, 0x4810, 0x469f, 0x4799, 0x4853, 0x478f, 0x47f2, 0x4824, 0x47d0, 0x471f, 0x46da, 0x485f, 0x4813, 0x481c, 0x482e, 0x4863, 0x4786, 0x480b, 0x48c9, 0x46b8, 0x475a, 0x46e2, 0x4852, 0x46c5, 
+0x45af, 0x4802, 0x4466, 0x46c2, 0x465d, 0x4743, 0x46b7, 0x47ba, 0x4636, 0x46c3, 0x4677, 0x4784, 0x485a, 0x47c2, 0x46dc, 0x46ac, 0x47de, 0x460e, 0x465f, 0x4834, 0x47f4, 0x4769, 0x46fc, 0x4810, 0x45fd, 0x45ea, 0x48d0, 0x45b5, 0x4704, 0x4783, 0x4830, 0x46c4, 
+0x4759, 0x47c7, 0x453d, 0x45b0, 0x4741, 0x4702, 0x4736, 0x4793, 0x461b, 0x47ba, 0x470b, 0x46dd, 0x4657, 0x470b, 0x470d, 0x4710, 0x486c, 0x468f, 0x45c3, 0x46ba, 0x479d, 0x483b, 0x46c9, 0x4774, 0x46a9, 0x46a7, 0x4833, 0x4606, 0x4690, 0x46a9, 0x46f5, 0x46a7, 
+0x47ac, 0x48bb, 0x452c, 0x4803, 0x470f, 0x4824, 0x47d5, 0x48cb, 0x4707, 0x484a, 0x4832, 0x4797, 0x4851, 0x482c, 0x487a, 0x4877, 0x4891, 0x465d, 0x47f4, 0x48ce, 0x4898, 0x4899, 0x484e, 0x486a, 0x47ac, 0x47f0, 0x493e, 0x4611, 0x47e2, 0x489e, 0x488c, 0x46af, 
+0x4665, 0x4836, 0x45e4, 0x46b6, 0x46a1, 0x46b9, 0x46c8, 0x46dd, 0x4658, 0x474b, 0x467b, 0x4777, 0x4769, 0x4798, 0x4785, 0x475e, 0x472a, 0x4656, 0x45fb, 0x4881, 0x46fc, 0x472d, 0x476e, 0x47a3, 0x465d, 0x46ca, 0x4855, 0x4500, 0x464f, 0x479a, 0x46c3, 0x4738, 
+0x481e, 0x486c, 0x4659, 0x4801, 0x4756, 0x477a, 0x47d5, 0x487b, 0x4706, 0x4808, 0x484f, 0x4838, 0x4870, 0x4863, 0x48d3, 0x4806, 0x4865, 0x4771, 0x46be, 0x494c, 0x4915, 0x484c, 0x4900, 0x4862, 0x481a, 0x46e8, 0x4974, 0x46a0, 0x4775, 0x483d, 0x487c, 0x480e 
 };
\ No newline at end of file
diff --git a/hwpe/redmule/redmule.c b/hwpe/redmule/redmule.c
index 9e361b1..db549e2 100644
--- a/hwpe/redmule/redmule.c
+++ b/hwpe/redmule/redmule.c
@@ -23,6 +23,7 @@
 #include "stdio.h"
 #include "archi_redmule.h"
 #include "hal_redmule.h"
+#include "pulp.h"
 
 int main() {
 
diff --git a/pulp_cluster-mchan-tests.yaml b/pulp_cluster-mchan-tests.yaml
index 88d5610..ab54a94 100644
--- a/pulp_cluster-mchan-tests.yaml
+++ b/pulp_cluster-mchan-tests.yaml
@@ -1,13 +1,13 @@
 mchan_tests:
   testMCHAN_2D_ext_tcdm:
     path: ./mchan_tests/testMCHAN_2D_ext_tcdm
-    command:
+    command: make clean all run
   testMCHAN_basic:
     path: ./mchan_tests/testMCHAN_basic
     command: make clean all run
   testMCHAN_multi_trans:
     path: ./mchan_tests/testMCHAN_multi_trans
-    command:
+    command: make clean all run
   testMCHAN_pe_basic:
     path: ./mchan_tests/testMCHAN_pe_basic
     command: make clean all run
@@ -16,10 +16,10 @@ mchan_tests:
     command: make clean all run
   testMCHAN_4k_crossing:
     path: ./mchan_tests/testMCHAN_4k_crossing
-    command:
+    command: make clean all run
   testMCHAN_basic_FC_TCDM:
     path: ./mchan_tests/testMCHAN_basic_FC_TCDM
-    command:
+    command: make clean all run
   testMCHAN_not_incremental:
     path: ./mchan_tests/testMCHAN_not_incremental
     command: make clean all run
@@ -28,4 +28,4 @@ mchan_tests:
     command: make clean all run
   testMCHAN_basic_8cores:
     path: ./mchan_tests/testMCHAN_basic_8cores
-    command: make clean all run
+    command: make clean all run
\ No newline at end of file

From 605458934da8af84d5fdafd27d49de030765eae5 Mon Sep 17 00:00:00 2001
From: Yvan Tortorella <ytortorella@lagrev3.ee.ethz.ch>
Date: Tue, 24 Oct 2023 15:59:06 +0200
Subject: [PATCH 10/56] Added carfield-related regressions.

---
 carfield/hello/Makefile                       |    5 +
 carfield/hello/hello.c                        |   24 +
 carfield/parMatrixMul16/Makefile              |    8 +
 carfield/parMatrixMul16/gen_stimuli.py        |   54 +
 carfield/parMatrixMul16/matrixMul.c           |  177 +
 .../parMatrixMul16/parMatrixMul16_stimuli.h   | 3105 +++++++++++++++++
 carfield/parMatrixMul32/Makefile              |    8 +
 carfield/parMatrixMul32/gen_stimuli.py        |   54 +
 carfield/parMatrixMul32/matrixMul.c           |  177 +
 .../parMatrixMul32/parMatrixMul32_stimuli.h   | 1742 +++++++++
 carfield/parMatrixMul8/Makefile               |    8 +
 carfield/parMatrixMul8/gen_stimuli.py         |   54 +
 carfield/parMatrixMul8/matrixMul.c            |  177 +
 .../parMatrixMul8/parMatrixMul8_stimuli.h     | 3105 +++++++++++++++++
 carfield/redmule/Makefile                     |    9 +
 carfield/redmule/archi_redmule.h              |  164 +
 carfield/redmule/hal_redmule.h                |  527 +++
 carfield/redmule/inc/golden.h                 |  387 ++
 carfield/redmule/inc/tensor_dim.h             |   13 +
 carfield/redmule/inc/w_2D.h                   |   35 +
 carfield/redmule/inc/w_input.h                |   35 +
 carfield/redmule/inc/x_2D.h                   |   27 +
 carfield/redmule/inc/x_input.h                |   27 +
 carfield/redmule/inc/y_2D.h                   |   27 +
 carfield/redmule/inc/y_input.h                |   27 +
 carfield/redmule/inc/z_2D.h                   |   27 +
 carfield/redmule/inc/z_output.h               |   27 +
 carfield/redmule/redmule.c                    |  112 +
 28 files changed, 10142 insertions(+)
 create mode 100644 carfield/hello/Makefile
 create mode 100644 carfield/hello/hello.c
 create mode 100755 carfield/parMatrixMul16/Makefile
 create mode 100755 carfield/parMatrixMul16/gen_stimuli.py
 create mode 100644 carfield/parMatrixMul16/matrixMul.c
 create mode 100644 carfield/parMatrixMul16/parMatrixMul16_stimuli.h
 create mode 100755 carfield/parMatrixMul32/Makefile
 create mode 100755 carfield/parMatrixMul32/gen_stimuli.py
 create mode 100644 carfield/parMatrixMul32/matrixMul.c
 create mode 100644 carfield/parMatrixMul32/parMatrixMul32_stimuli.h
 create mode 100755 carfield/parMatrixMul8/Makefile
 create mode 100755 carfield/parMatrixMul8/gen_stimuli.py
 create mode 100644 carfield/parMatrixMul8/matrixMul.c
 create mode 100644 carfield/parMatrixMul8/parMatrixMul8_stimuli.h
 create mode 100644 carfield/redmule/Makefile
 create mode 100644 carfield/redmule/archi_redmule.h
 create mode 100644 carfield/redmule/hal_redmule.h
 create mode 100644 carfield/redmule/inc/golden.h
 create mode 100644 carfield/redmule/inc/tensor_dim.h
 create mode 100644 carfield/redmule/inc/w_2D.h
 create mode 100644 carfield/redmule/inc/w_input.h
 create mode 100644 carfield/redmule/inc/x_2D.h
 create mode 100644 carfield/redmule/inc/x_input.h
 create mode 100644 carfield/redmule/inc/y_2D.h
 create mode 100644 carfield/redmule/inc/y_input.h
 create mode 100644 carfield/redmule/inc/z_2D.h
 create mode 100644 carfield/redmule/inc/z_output.h
 create mode 100644 carfield/redmule/redmule.c

diff --git a/carfield/hello/Makefile b/carfield/hello/Makefile
new file mode 100644
index 0000000..d145a0f
--- /dev/null
+++ b/carfield/hello/Makefile
@@ -0,0 +1,5 @@
+PULP_APP = test
+PULP_APP_SRCS = hello.c
+PULP_CFLAGS = -O3
+
+include $(PULP_SDK_HOME)/install/rules/pulp.mk
diff --git a/carfield/hello/hello.c b/carfield/hello/hello.c
new file mode 100644
index 0000000..8741206
--- /dev/null
+++ b/carfield/hello/hello.c
@@ -0,0 +1,24 @@
+/*
+ * Copyright (C) 2018 ETH Zurich and University of Bologna
+ *
+ * Licensed under the Apache License, Version 2.0 (the "License");
+ * you may not use this file except in compliance with the License.
+ * You may obtain a copy of the License at
+ *
+ *     http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+#include <stdio.h>
+
+int main()
+{
+  printf("Hello !\n");
+  
+  return 0;
+}
diff --git a/carfield/parMatrixMul16/Makefile b/carfield/parMatrixMul16/Makefile
new file mode 100755
index 0000000..0fade4a
--- /dev/null
+++ b/carfield/parMatrixMul16/Makefile
@@ -0,0 +1,8 @@
+PULP_APP = test
+PULP_APP_SRCS = matrixMul.c
+
+PULP_CFLAGS = -O3
+
+include $(PULP_SDK_HOME)/install/rules/pulp.mk
+
+#pulp-bench-reg --name=parMatrixMul16.cycles --module=pulp_rtl_testset --pipeline=$(PIPELINE) --artefact=pulp_rtl_testset --cmd="make run -f Makefile.sdk" --probe-regexp='matrixMul -> success, nr. of errors: 0, execution time: (\d+)' --params="platform($(platformName)),compiler($(OR1K_TOOLCHAIN_TYPE)),nbCores(4),elemSize(16)" --probe-regexp='matrixMulTranspose -> success, nr. of errors: 0, execution time: (\d+)' --params="platform($(platformName)),compiler($(OR1K_TOOLCHAIN_TYPE)),nbCores(4),elemSize(16),transposed"
diff --git a/carfield/parMatrixMul16/gen_stimuli.py b/carfield/parMatrixMul16/gen_stimuli.py
new file mode 100755
index 0000000..2084a7d
--- /dev/null
+++ b/carfield/parMatrixMul16/gen_stimuli.py
@@ -0,0 +1,54 @@
+#!/usr/bin/env python
+
+import sys
+import random
+
+
+def write_arr(f, name, arr):
+    f.write('const short %s[] = {\n' % name)
+    for v in arr:
+        f.write('%d,\n' % (v))
+    f.write('};\n\n')
+    return
+
+################################################################################
+f = open('parMatrixMul16_stimuli.h', 'w')
+
+
+SIZE = 32 
+RANGE = 2**7/SIZE
+
+m_a   = []
+m_b   = []
+m_exp = []
+
+for i in range(0,SIZE):
+    for j in range(0,SIZE):
+        a = random.randint(-RANGE, RANGE-1)
+        b = random.randint(-RANGE, RANGE-1)
+
+        m_a.append(a)
+        m_b.append(b)
+
+for i in range(0,SIZE):
+    for j in range(0,SIZE):
+        r = 0
+
+        for k in range (0,SIZE):
+            r = r + m_a[i * SIZE + k] * m_b[k * SIZE + j]
+
+        m_exp.append(r)
+
+
+write_arr(f, 'm_a',   m_a)
+write_arr(f, 'm_b',   m_b)
+write_arr(f, 'm_exp', m_exp)
+
+f.write('#define SIZE %d\n' % SIZE)
+
+
+f.write('__attribute__ ((section(".heapsram"))) short g_mA[SIZE][SIZE];\n')
+f.write('__attribute__ ((section(".heapsram"))) short g_mB[SIZE][SIZE];\n')
+f.write('__attribute__ ((section(".heapsram"))) short g_mC[SIZE][SIZE];\n')
+f.write('__attribute__ ((section(".heapsram"))) short g_mB_tmp[SIZE][SIZE];\n')
+
diff --git a/carfield/parMatrixMul16/matrixMul.c b/carfield/parMatrixMul16/matrixMul.c
new file mode 100644
index 0000000..5cbe65f
--- /dev/null
+++ b/carfield/parMatrixMul16/matrixMul.c
@@ -0,0 +1,177 @@
+/*
+ * Copyright (C) 2018 ETH Zurich and University of Bologna
+ *
+ * Licensed under the Apache License, Version 2.0 (the "License");
+ * you may not use this file except in compliance with the License.
+ * You may obtain a copy of the License at
+ *
+ *     http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+/* 
+ * Mantainer: Luca Valente, luca.valente2@unibo.it
+ */
+
+#include "pulp.h"
+
+#include "parMatrixMul16_stimuli.h"
+
+void check_matrix_mul(testresult_t *result, void (*start)(), void (*stop)());
+void check_matrix_mul_transpose(testresult_t *result, void (*start)(), void (*stop)());
+
+testcase_t testcases[] = {
+  { .name = "matrixMul",          .test = check_matrix_mul           },
+  { .name = "matrixMulTranspose", .test = check_matrix_mul_transpose },
+  {0, 0}
+};
+
+unsigned int num_cores;
+
+int main()
+{
+  if (rt_cluster_id() != 0)
+    return bench_cluster_forward(0);
+
+  num_cores = get_core_num();
+
+  if(rt_core_id() < num_cores) {
+    run_suite(testcases);
+  }
+
+  synch_barrier();
+
+  return 0;
+}
+
+void matrix_init();
+unsigned int matrix_check();
+
+void check_matrix_mul(testresult_t *result, void (*start)(), void (*stop)()) {
+  int core_id;
+  unsigned int i, j, k;
+  unsigned int chunk;
+  unsigned int lb, ub;
+
+  core_id = get_core_id();
+
+  // number of rows each core has to multiply
+  chunk = SIZE / num_cores;
+  // lower bound
+  lb = core_id * chunk;
+  // upper bound
+  ub = lb + chunk;
+
+  if(core_id == 0) {
+    matrix_init();
+  }
+
+  if(num_cores != 1) synch_barrier();
+
+  // start benchmark
+  start();
+
+  for(i = lb; i < ub; i++) {
+    for(j = 0; j < SIZE; j++) {
+      g_mC[i][j] = 0;
+  
+      for(k = 0; k < SIZE; k++) {
+        g_mC[i][j] += g_mA[i][k] * g_mB[k][j];
+      }
+    }
+  }
+
+  if(num_cores != 1) synch_barrier();
+
+  stop();
+
+  if(core_id == 0) {
+    result->errors = matrix_check();
+  }
+}
+
+void check_matrix_mul_transpose(testresult_t *result, void (*start)(), void (*stop)()) {
+  int core_id;
+  unsigned int i, j, k;
+  unsigned int chunk;
+  unsigned int lb, ub;
+
+  core_id = get_core_id();
+
+  // number of rows each core has to multiply
+  chunk = SIZE / num_cores;
+  // lower bound
+  lb = core_id * chunk;
+  // upper bound
+  ub = lb + chunk;
+
+  if(core_id == 0) {
+    matrix_init();
+  }
+
+  if(num_cores != 1) synch_barrier();
+
+  // start benchmark
+  start();
+
+  // transpose array before using it
+  for(i = lb; i < ub; i++) {
+    for(j = 0; j < SIZE; j++) {
+      g_mB_tmp[i][j] = g_mB[j][i];
+    }
+  }
+
+  if(num_cores != 1) synch_barrier();
+
+  for(i = lb; i < ub; i++) {
+    for(j = 0; j < SIZE; j++) {
+      g_mC[i][j] = 0;
+
+      for(k = 0; k < SIZE; k++) {
+        g_mC[i][j] += g_mA[i][k] * g_mB_tmp[j][k];
+      }
+    }
+  }
+
+  if(num_cores != 1) synch_barrier();
+
+  stop();
+
+  if(core_id == 0) {
+    result->errors = matrix_check();
+  }
+}
+
+void matrix_init() {
+  unsigned int i, j;
+
+  // init, copy to TCDM
+  for(i = 0; i < SIZE; i++) {
+    for(j = 0; j < SIZE; j++) {
+      g_mA[i][j] = m_a[i * SIZE + j];
+      g_mB[i][j] = m_b[i * SIZE + j];
+      g_mC[i][j] = 0;
+    }
+  }
+}
+
+unsigned int matrix_check() {
+  unsigned int errors = 0;
+  unsigned int i, j;
+  // check
+  for(i = 0; i < SIZE; i++) {
+    for(j = 0; j < SIZE; j++) {
+      if(g_mC[i][j] != m_exp[i * SIZE + j]) {
+        printf("At index %d, %d\n", i, j, 0, 0);
+        errors++;
+      }
+    }
+  }
+
+  return errors;
+}
diff --git a/carfield/parMatrixMul16/parMatrixMul16_stimuli.h b/carfield/parMatrixMul16/parMatrixMul16_stimuli.h
new file mode 100644
index 0000000..9b0f9bb
--- /dev/null
+++ b/carfield/parMatrixMul16/parMatrixMul16_stimuli.h
@@ -0,0 +1,3105 @@
+/*
+ * Copyright (C) 2018 ETH Zurich and University of Bologna
+ *
+ * Licensed under the Apache License, Version 2.0 (the "License");
+ * you may not use this file except in compliance with the License.
+ * You may obtain a copy of the License at
+ *
+ *     http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+/* 
+ * Mantainer: Luca Valente, luca.valente2@unibo.it
+ */
+const short m_a[] = {
+3,
+-2,
+-1,
+3,
+0,
+-2,
+2,
+1,
+2,
+2,
+-1,
+-4,
+1,
+-4,
+-2,
+-1,
+0,
+2,
+1,
+3,
+-2,
+-2,
+1,
+-1,
+3,
+-4,
+-2,
+1,
+-1,
+0,
+-1,
+0,
+1,
+1,
+1,
+2,
+-4,
+-4,
+2,
+0,
+-2,
+3,
+1,
+0,
+1,
+-3,
+3,
+1,
+-4,
+3,
+-3,
+-2,
+-3,
+-1,
+3,
+-3,
+1,
+-4,
+0,
+-3,
+0,
+-1,
+-2,
+0,
+-4,
+1,
+1,
+0,
+-4,
+-4,
+2,
+2,
+-1,
+0,
+-3,
+1,
+2,
+1,
+2,
+1,
+-1,
+3,
+0,
+3,
+-3,
+-3,
+2,
+1,
+2,
+-2,
+1,
+-2,
+-1,
+-4,
+3,
+-4,
+-4,
+-3,
+-4,
+2,
+3,
+-2,
+0,
+-2,
+1,
+2,
+0,
+2,
+3,
+3,
+3,
+-4,
+-1,
+-4,
+2,
+-3,
+3,
+-4,
+-3,
+1,
+3,
+-4,
+-4,
+-1,
+-2,
+-1,
+0,
+1,
+-2,
+3,
+-2,
+1,
+-4,
+2,
+3,
+-1,
+-3,
+-2,
+1,
+-1,
+3,
+-3,
+3,
+-4,
+0,
+-3,
+-1,
+1,
+1,
+-1,
+3,
+2,
+-1,
+3,
+-1,
+3,
+-2,
+1,
+-1,
+-3,
+3,
+3,
+-3,
+-4,
+-4,
+-4,
+2,
+-3,
+-3,
+2,
+3,
+-4,
+-4,
+2,
+-4,
+-3,
+1,
+-1,
+-1,
+-4,
+0,
+-2,
+2,
+-2,
+1,
+-1,
+0,
+0,
+-2,
+-4,
+-2,
+-2,
+-2,
+-2,
+2,
+1,
+-3,
+-4,
+0,
+2,
+0,
+-3,
+1,
+0,
+0,
+-1,
+1,
+-2,
+-3,
+-2,
+1,
+-2,
+-2,
+1,
+-2,
+-4,
+3,
+-4,
+3,
+-2,
+-2,
+1,
+-2,
+1,
+-2,
+0,
+-1,
+-4,
+1,
+-3,
+1,
+0,
+2,
+3,
+-4,
+3,
+0,
+2,
+-2,
+-2,
+-4,
+-1,
+-1,
+2,
+1,
+-2,
+2,
+0,
+-4,
+-3,
+-1,
+-3,
+-3,
+-4,
+-4,
+3,
+-1,
+3,
+3,
+2,
+3,
+0,
+3,
+3,
+2,
+-4,
+0,
+-1,
+0,
+-4,
+0,
+2,
+-2,
+-2,
+2,
+-1,
+-1,
+3,
+0,
+0,
+-2,
+-3,
+-2,
+-3,
+0,
+0,
+-3,
+0,
+-4,
+-2,
+3,
+-1,
+2,
+0,
+-3,
+0,
+-4,
+-1,
+1,
+-1,
+-2,
+-1,
+-1,
+0,
+2,
+1,
+3,
+-3,
+-2,
+1,
+-3,
+-3,
+1,
+2,
+-3,
+2,
+-1,
+0,
+-2,
+3,
+2,
+-1,
+0,
+-1,
+0,
+-2,
+-1,
+0,
+1,
+3,
+3,
+2,
+-4,
+0,
+2,
+3,
+-2,
+3,
+1,
+-3,
+1,
+1,
+-2,
+2,
+1,
+2,
+-2,
+0,
+0,
+2,
+-3,
+-2,
+1,
+0,
+-3,
+0,
+0,
+-4,
+1,
+2,
+-3,
+1,
+1,
+2,
+-3,
+0,
+-4,
+0,
+-4,
+2,
+0,
+2,
+-3,
+0,
+3,
+-4,
+3,
+0,
+1,
+2,
+0,
+0,
+-3,
+-3,
+-4,
+-4,
+0,
+-1,
+2,
+-1,
+0,
+-4,
+-1,
+1,
+-2,
+2,
+0,
+3,
+2,
+-4,
+-2,
+3,
+-4,
+-1,
+3,
+-3,
+-3,
+-3,
+-4,
+-2,
+-3,
+-1,
+-2,
+-1,
+-1,
+-2,
+2,
+-4,
+-2,
+0,
+3,
+-1,
+1,
+-3,
+2,
+-3,
+2,
+2,
+3,
+2,
+-3,
+-1,
+2,
+-4,
+-1,
+-2,
+0,
+2,
+-4,
+0,
+2,
+-4,
+2,
+3,
+-2,
+-3,
+2,
+-1,
+3,
+1,
+3,
+-1,
+1,
+1,
+-2,
+-4,
+2,
+-1,
+-1,
+-2,
+2,
+-3,
+-1,
+-1,
+2,
+-4,
+-1,
+1,
+1,
+-3,
+2,
+2,
+0,
+-2,
+1,
+-4,
+-3,
+-3,
+-3,
+0,
+3,
+-1,
+-4,
+3,
+0,
+0,
+-3,
+3,
+-2,
+2,
+0,
+2,
+-2,
+0,
+-3,
+3,
+1,
+-2,
+-2,
+-2,
+1,
+0,
+1,
+2,
+-2,
+-1,
+-3,
+0,
+3,
+3,
+-2,
+-4,
+0,
+2,
+-1,
+-1,
+-1,
+-3,
+-4,
+0,
+1,
+-4,
+-1,
+-4,
+-1,
+-4,
+-4,
+-3,
+-1,
+-4,
+-3,
+-1,
+-3,
+0,
+3,
+2,
+-4,
+-3,
+-3,
+-4,
+-1,
+-1,
+-2,
+3,
+-1,
+-3,
+3,
+-1,
+3,
+2,
+-1,
+1,
+0,
+3,
+-3,
+-4,
+1,
+-2,
+1,
+-3,
+-3,
+0,
+3,
+-3,
+-4,
+-3,
+0,
+-4,
+0,
+3,
+-4,
+3,
+2,
+-4,
+-1,
+-1,
+-3,
+-3,
+2,
+1,
+2,
+-3,
+0,
+2,
+1,
+-4,
+-3,
+-2,
+2,
+0,
+1,
+2,
+0,
+-1,
+-3,
+1,
+-2,
+-1,
+-3,
+1,
+3,
+1,
+3,
+-3,
+-4,
+1,
+0,
+-1,
+0,
+-3,
+-2,
+-1,
+2,
+2,
+-4,
+2,
+2,
+1,
+-1,
+-2,
+3,
+2,
+1,
+0,
+-4,
+1,
+-1,
+-1,
+-1,
+-2,
+-4,
+1,
+2,
+-4,
+2,
+-4,
+2,
+-2,
+2,
+-2,
+1,
+0,
+0,
+2,
+3,
+0,
+2,
+-4,
+1,
+2,
+3,
+-2,
+2,
+-4,
+0,
+1,
+-4,
+-1,
+-2,
+-4,
+1,
+-1,
+-3,
+1,
+-3,
+0,
+0,
+-1,
+0,
+2,
+-1,
+-4,
+1,
+-1,
+3,
+-4,
+2,
+2,
+1,
+-1,
+-4,
+-3,
+1,
+2,
+2,
+3,
+3,
+3,
+1,
+-2,
+-1,
+-4,
+-1,
+-3,
+-4,
+3,
+0,
+2,
+-4,
+3,
+-4,
+-4,
+1,
+1,
+-4,
+-1,
+-1,
+-3,
+0,
+0,
+-2,
+-3,
+-4,
+1,
+-1,
+-1,
+3,
+1,
+2,
+-1,
+-1,
+2,
+-1,
+-2,
+2,
+-1,
+-3,
+1,
+1,
+0,
+1,
+3,
+2,
+0,
+3,
+0,
+3,
+0,
+-2,
+0,
+-4,
+0,
+-3,
+1,
+3,
+-2,
+3,
+0,
+3,
+-1,
+1,
+2,
+3,
+0,
+-4,
+1,
+1,
+0,
+-3,
+0,
+-2,
+3,
+-1,
+3,
+-4,
+3,
+2,
+-3,
+-2,
+-2,
+-1,
+1,
+-2,
+-2,
+-3,
+-2,
+-1,
+1,
+0,
+2,
+1,
+0,
+0,
+1,
+-3,
+-2,
+-1,
+-3,
+3,
+-2,
+0,
+-3,
+1,
+-4,
+2,
+0,
+-1,
+-3,
+1,
+2,
+-2,
+-3,
+-2,
+-4,
+-3,
+1,
+-4,
+-3,
+-2,
+2,
+1,
+-3,
+0,
+3,
+-1,
+-4,
+-1,
+-2,
+0,
+1,
+2,
+1,
+-3,
+-4,
+1,
+3,
+3,
+-3,
+2,
+-1,
+-4,
+-1,
+0,
+1,
+-2,
+-2,
+2,
+0,
+-4,
+-4,
+-4,
+-3,
+2,
+3,
+0,
+2,
+2,
+-1,
+-1,
+-2,
+-1,
+3,
+2,
+0,
+-1,
+-1,
+1,
+0,
+-4,
+0,
+2,
+-3,
+0,
+-2,
+3,
+-4,
+-3,
+3,
+-2,
+3,
+-3,
+-2,
+-1,
+-4,
+1,
+2,
+-2,
+-4,
+0,
+-4,
+-1,
+-3,
+0,
+1,
+2,
+0,
+2,
+2,
+1,
+2,
+-3,
+1,
+-3,
+-4,
+0,
+3,
+-4,
+-1,
+1,
+-1,
+0,
+-3,
+0,
+2,
+-1,
+2,
+-4,
+3,
+-3,
+0,
+-2,
+1,
+-4,
+2,
+-1,
+2,
+-3,
+-3,
+-1,
+-3,
+0,
+-2,
+-1,
+-1,
+-4,
+-1,
+2,
+-4,
+3,
+-4,
+-2,
+2,
+2,
+-3,
+2,
+0,
+3,
+0,
+-2,
+-2,
+-1,
+-4,
+3,
+3,
+2,
+1,
+-4,
+-2,
+-3,
+1,
+-2,
+1,
+0,
+-3,
+-4,
+-4,
+1,
+1,
+-3,
+-2,
+1,
+-2,
+2,
+-4,
+0,
+1,
+-4,
+-4,
+0,
+-4,
+0,
+2,
+3,
+2,
+0,
+-3,
+-2,
+-2,
+-1,
+-2,
+1,
+-3,
+-2,
+1,
+-1,
+3,
+2,
+3,
+0,
+-1,
+-3,
+-3,
+2,
+3,
+2,
+3,
+-3,
+-1,
+-1,
+-4,
+1,
+-4,
+-3,
+-4,
+-4,
+-3,
+2,
+3,
+-2,
+2,
+-3,
+-4,
+-2,
+3,
+3,
+3,
+1,
+-4,
+-4,
+1,
+-3,
+1,
+2,
+1,
+};
+
+const short m_b[] = {
+0,
+3,
+3,
+2,
+2,
+0,
+3,
+0,
+2,
+-3,
+-2,
+-1,
+-3,
+0,
+-4,
+0,
+-2,
+-3,
+0,
+0,
+-3,
+0,
+0,
+-1,
+1,
+1,
+-1,
+-1,
+0,
+0,
+-1,
+3,
+-1,
+-2,
+1,
+2,
+3,
+-4,
+3,
+-4,
+3,
+0,
+2,
+-2,
+-3,
+2,
+-1,
+-4,
+-1,
+-4,
+0,
+-2,
+0,
+0,
+-2,
+0,
+-2,
+-4,
+-3,
+0,
+-3,
+-2,
+0,
+-3,
+-3,
+3,
+3,
+2,
+0,
+-4,
+-1,
+2,
+1,
+-1,
+1,
+2,
+0,
+-4,
+3,
+-1,
+-3,
+-1,
+-4,
+-1,
+0,
+-1,
+3,
+1,
+-2,
+-1,
+2,
+2,
+-4,
+3,
+-4,
+0,
+-1,
+-4,
+1,
+-3,
+3,
+-2,
+3,
+-2,
+-2,
+-2,
+-4,
+-2,
+-3,
+2,
+3,
+-4,
+-1,
+2,
+3,
+0,
+1,
+-3,
+2,
+0,
+-2,
+-1,
+-3,
+3,
+-1,
+0,
+-2,
+3,
+0,
+-1,
+-1,
+2,
+-1,
+3,
+-4,
+-2,
+-3,
+1,
+-3,
+2,
+-2,
+-4,
+-4,
+-4,
+-2,
+2,
+-4,
+3,
+3,
+-1,
+0,
+1,
+-4,
+-3,
+2,
+-2,
+-3,
+-3,
+3,
+0,
+3,
+-4,
+1,
+-1,
+-1,
+2,
+3,
+3,
+-4,
+0,
+-1,
+-1,
+-2,
+-1,
+2,
+-3,
+-4,
+2,
+-1,
+1,
+2,
+-2,
+2,
+-3,
+-4,
+1,
+-4,
+-3,
+0,
+3,
+-3,
+0,
+-3,
+0,
+-3,
+3,
+-2,
+-1,
+3,
+-2,
+-3,
+3,
+2,
+3,
+-2,
+0,
+-1,
+-3,
+2,
+2,
+-2,
+0,
+-1,
+-4,
+3,
+2,
+-2,
+1,
+-3,
+2,
+-2,
+0,
+-1,
+0,
+-4,
+0,
+-2,
+1,
+3,
+3,
+3,
+3,
+3,
+1,
+2,
+0,
+-4,
+-3,
+2,
+-1,
+-2,
+2,
+-2,
+-2,
+-1,
+2,
+-3,
+3,
+-3,
+1,
+1,
+-4,
+-1,
+2,
+-3,
+2,
+-2,
+3,
+-2,
+-3,
+-1,
+-3,
+3,
+1,
+-2,
+3,
+0,
+-2,
+0,
+2,
+3,
+-4,
+3,
+1,
+-3,
+2,
+0,
+-2,
+2,
+2,
+1,
+-1,
+0,
+1,
+-2,
+-3,
+-3,
+-3,
+-2,
+-1,
+-3,
+-1,
+-1,
+1,
+0,
+-2,
+-2,
+3,
+-1,
+-4,
+0,
+-4,
+-3,
+-3,
+1,
+1,
+1,
+-2,
+-1,
+-1,
+-4,
+-1,
+-1,
+1,
+2,
+-4,
+-3,
+0,
+2,
+-1,
+2,
+-1,
+2,
+2,
+-3,
+0,
+-3,
+-3,
+-4,
+3,
+-3,
+3,
+1,
+3,
+1,
+-1,
+2,
+-3,
+-3,
+-4,
+-2,
+-3,
+1,
+3,
+0,
+0,
+3,
+2,
+3,
+1,
+0,
+-3,
+-4,
+1,
+0,
+-4,
+-3,
+1,
+-1,
+1,
+-1,
+-4,
+0,
+-1,
+-2,
+1,
+2,
+-1,
+3,
+0,
+-3,
+1,
+1,
+-1,
+1,
+-4,
+1,
+3,
+-3,
+-3,
+0,
+3,
+1,
+-4,
+0,
+-4,
+0,
+1,
+3,
+-1,
+-1,
+-2,
+0,
+-1,
+2,
+0,
+0,
+2,
+1,
+1,
+-1,
+-3,
+1,
+-1,
+3,
+2,
+2,
+0,
+-3,
+2,
+2,
+-2,
+1,
+-4,
+0,
+0,
+1,
+0,
+-1,
+1,
+1,
+0,
+-2,
+-2,
+-4,
+-3,
+1,
+0,
+2,
+0,
+1,
+2,
+-1,
+-2,
+0,
+-1,
+-1,
+-3,
+3,
+3,
+-1,
+-1,
+0,
+3,
+0,
+2,
+2,
+1,
+0,
+0,
+1,
+3,
+-2,
+1,
+-2,
+0,
+2,
+-4,
+0,
+-2,
+2,
+0,
+1,
+-4,
+-1,
+2,
+1,
+1,
+3,
+1,
+-1,
+-1,
+-2,
+-2,
+-2,
+0,
+-4,
+-3,
+3,
+1,
+3,
+-2,
+1,
+2,
+2,
+0,
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+0,
+-2,
+-4,
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+-2,
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+1,
+0,
+-3,
+-3,
+-2,
+1,
+0,
+-3,
+-4,
+0,
+3,
+-3,
+2,
+3,
+-3,
+0,
+-3,
+-2,
+-2,
+0,
+-3,
+0,
+2,
+1,
+-2,
+1,
+2,
+-3,
+1,
+-2,
+-4,
+-4,
+-4,
+-3,
+-1,
+-1,
+0,
+-3,
+-4,
+-3,
+-1,
+-2,
+2,
+1,
+2,
+0,
+1,
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+-4,
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+-1,
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+-2,
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+-1,
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+-2,
+-4,
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+-2,
+-1,
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+0,
+1,
+-3,
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+-1,
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+-2,
+-3,
+-2,
+-4,
+-2,
+-4,
+0,
+0,
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+1,
+2,
+3,
+2,
+2,
+-2,
+-4,
+2,
+1,
+2,
+-3,
+0,
+-2,
+-2,
+-2,
+0,
+-2,
+-1,
+1,
+1,
+2,
+2,
+3,
+-2,
+-3,
+0,
+-2,
+0,
+-2,
+-2,
+-1,
+-3,
+-2,
+-1,
+-2,
+-2,
+-3,
+0,
+-3,
+-1,
+1,
+0,
+-2,
+3,
+2,
+1,
+-4,
+0,
+3,
+-4,
+2,
+2,
+1,
+1,
+-1,
+-2,
+0,
+2,
+2,
+1,
+-3,
+-1,
+1,
+0,
+0,
+-1,
+1,
+0,
+0,
+-1,
+-1,
+1,
+-2,
+-1,
+-3,
+-3,
+2,
+-1,
+-3,
+3,
+2,
+1,
+1,
+-1,
+2,
+1,
+0,
+2,
+2,
+2,
+-2,
+2,
+-3,
+-4,
+3,
+-4,
+2,
+-1,
+0,
+2,
+3,
+3,
+-1,
+3,
+-1,
+-2,
+2,
+-2,
+-4,
+-1,
+-1,
+-2,
+-3,
+0,
+-1,
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+-3,
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+-3,
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+-3,
+-2,
+-2,
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+2,
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+-2,
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+1,
+0,
+2,
+-2,
+-3,
+3,
+-4,
+-3,
+-3,
+-3,
+2,
+3,
+1,
+-3,
+0,
+-1,
+1,
+-4,
+0,
+0,
+3,
+3,
+-3,
+-4,
+-3,
+2,
+-1,
+-2,
+2,
+-2,
+3,
+3,
+2,
+-2,
+3,
+2,
+2,
+-2,
+1,
+0,
+-1,
+0,
+-3,
+3,
+0,
+1,
+-2,
+-1,
+-2,
+-3,
+0,
+-1,
+-3,
+-1,
+-4,
+-3,
+0,
+-4,
+0,
+-1,
+3,
+0,
+3,
+1,
+1,
+0,
+2,
+-3,
+-2,
+-3,
+-2,
+1,
+-2,
+-2,
+3,
+-3,
+-2,
+-4,
+3,
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+1,
+1,
+-2,
+-2,
+0,
+-3,
+-1,
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+-2,
+-4,
+1,
+2,
+2,
+2,
+-4,
+-3,
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+2,
+0,
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+2,
+-3,
+-2,
+2,
+3,
+3,
+-1,
+0,
+1,
+2,
+-1,
+-3,
+-3,
+-4,
+-2,
+-1,
+-3,
+0,
+-2,
+1,
+1,
+2,
+-1,
+-2,
+-2,
+1,
+-2,
+-1,
+-4,
+-2,
+2,
+-3,
+-1,
+-2,
+-4,
+3,
+-2,
+-2,
+3,
+1,
+-4,
+1,
+-2,
+0,
+-4,
+-2,
+-3,
+-3,
+-3,
+-3,
+2,
+3,
+-4,
+0,
+0,
+-3,
+2,
+0,
+-3,
+-2,
+-4,
+-3,
+3,
+-1,
+3,
+2,
+-4,
+-2,
+3,
+2,
+0,
+3,
+-1,
+1,
+1,
+-4,
+1,
+-3,
+0,
+-3,
+-1,
+-1,
+-3,
+1,
+3,
+-1,
+-2,
+-1,
+3,
+3,
+0,
+-2,
+3,
+1,
+3,
+-3,
+-1,
+2,
+-1,
+1,
+-1,
+3,
+0,
+1,
+2,
+0,
+2,
+-1,
+-4,
+3,
+1,
+-2,
+-1,
+2,
+-3,
+-1,
+0,
+-3,
+-3,
+2,
+0,
+-3,
+-1,
+0,
+-3,
+-3,
+3,
+0,
+-3,
+-3,
+-3,
+1,
+-2,
+1,
+3,
+-3,
+1,
+1,
+2,
+2,
+1,
+1,
+2,
+-4,
+-4,
+3,
+-4,
+0,
+-2,
+0,
+3,
+-1,
+-1,
+3,
+0,
+2,
+-3,
+3,
+1,
+2,
+2,
+0,
+1,
+0,
+0,
+0,
+2,
+-2,
+-1,
+3,
+-1,
+-4,
+3,
+1,
+-4,
+-2,
+-1,
+3,
+3,
+-2,
+-2,
+-1,
+-3,
+1,
+1,
+2,
+2,
+2,
+-3,
+-1,
+-4,
+-3,
+-2,
+3,
+-4,
+-1,
+-3,
+-1,
+2,
+-1,
+1,
+0,
+3,
+-4,
+0,
+2,
+};
+
+const short m_exp[] = {
+-8,
+10,
+-3,
+-13,
+15,
+-22,
+32,
+-11,
+6,
+36,
+-22,
+-11,
+-20,
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+-33,
+-26,
+-13,
+-7,
+-8,
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+0,
+-6,
+-38,
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+0,
+0,
+-21,
+32,
+-18,
+15,
+49,
+-39,
+24,
+-2,
+25,
+33,
+-8,
+52,
+-19,
+58,
+5,
+1,
+8,
+21,
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+6,
+-9,
+-11,
+-33,
+25,
+8,
+5,
+-9,
+-33,
+-28,
+21,
+-1,
+24,
+-31,
+2,
+27,
+-4,
+2,
+-17,
+7,
+-11,
+-2,
+-21,
+-27,
+8,
+11,
+71,
+-31,
+28,
+13,
+10,
+40,
+35,
+25,
+-4,
+1,
+27,
+-19,
+50,
+18,
+-23,
+15,
+12,
+16,
+-24,
+0,
+-16,
+-8,
+19,
+-16,
+10,
+3,
+-32,
+-23,
+-31,
+-20,
+-52,
+-42,
+-17,
+26,
+-20,
+3,
+85,
+33,
+37,
+5,
+38,
+16,
+21,
+8,
+80,
+13,
+5,
+-42,
+1,
+-29,
+4,
+0,
+7,
+11,
+91,
+33,
+-9,
+-20,
+2,
+-6,
+0,
+3,
+-22,
+-31,
+37,
+29,
+30,
+-4,
+-35,
+26,
+25,
+-13,
+40,
+22,
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+-39,
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+-24,
+-10,
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+-47,
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+-3,
+-15,
+7,
+-36,
+2,
+55,
+-20,
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+-5,
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+-37,
+47,
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+1,
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+16,
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+-43,
+73,
+35,
+-58,
+41,
+-40,
+-58,
+-2,
+-13,
+-12,
+62,
+7,
+21,
+23,
+24,
+53,
+34,
+-19,
+-18,
+52,
+-10,
+2,
+7,
+-26,
+6,
+7,
+42,
+5,
+-1,
+22,
+55,
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+-24,
+-18,
+-9,
+3,
+43,
+7,
+-25,
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+-35,
+1,
+-3,
+7,
+61,
+-19,
+45,
+-54,
+101,
+-9,
+-22,
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+13,
+-14,
+23,
+12,
+39,
+13,
+3,
+32,
+9,
+3,
+14,
+-19,
+2,
+-14,
+56,
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+0,
+-23,
+-38,
+13,
+27,
+11,
+-34,
+-12,
+0,
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+-28,
+-3,
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+40,
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+40,
+-30,
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+13,
+2,
+20,
+8,
+7,
+9,
+14,
+57,
+-44,
+-15,
+18,
+-49,
+37,
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+-16,
+21,
+7,
+-80,
+-28,
+10,
+-25,
+-56,
+5,
+-54,
+20,
+10,
+-28,
+24,
+-7,
+21,
+5,
+-59,
+-2,
+-7,
+14,
+-1,
+31,
+19,
+-48,
+4,
+41,
+-36,
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+-13,
+8,
+2,
+14,
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+-21,
+-32,
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+-1,
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+8,
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+-13,
+-31,
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+-11,
+-17,
+-18,
+1,
+-24,
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+-2,
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+-19,
+30,
+12,
+-1,
+-9,
+-17,
+-19,
+-14,
+15,
+-13,
+-14,
+33,
+-6,
+-9,
+36,
+-6,
+-45,
+-26,
+29,
+-27,
+-52,
+0,
+53,
+-2,
+-42,
+18,
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+7,
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+-35,
+3,
+-27,
+23,
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+-28,
+-7,
+2,
+-39,
+0,
+-22,
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+-1,
+-44,
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+-21,
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+-1,
+-38,
+-3,
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+-14,
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+2,
+-33,
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+-25,
+-2,
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+-30,
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+89,
+-7,
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+-19,
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+-15,
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+-1,
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+-30,
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+-4,
+-2,
+-31,
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+-19,
+-31,
+-34,
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+-15,
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+-18,
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+-8,
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+-33,
+-15,
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+-18,
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+-1,
+-51,
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+-21,
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+-4,
+-7,
+-18,
+-56,
+-19,
+-16,
+13,
+-6,
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+-19,
+-23,
+-14,
+-15,
+3,
+-15,
+47,
+38,
+-44,
+20,
+48,
+-11,
+15,
+-4,
+76,
+33,
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+76,
+-34,
+3,
+25,
+78,
+76,
+-2,
+4,
+39,
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+14,
+49,
+-9,
+-3,
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+17,
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+-10,
+-22,
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+6,
+64,
+-9,
+13,
+-5,
+-19,
+25,
+-23,
+-7,
+-11,
+-44,
+18,
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+-30,
+-13,
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+12,
+68,
+-11,
+-66,
+34,
+31,
+-32,
+35,
+28,
+50,
+58,
+36,
+35,
+19,
+-51,
+-9,
+58,
+-34,
+-35,
+-17,
+-11,
+22,
+-3,
+21,
+-6,
+23,
+0,
+-33,
+3,
+19,
+47,
+-12,
+-8,
+-13,
+29,
+-13,
+6,
+-3,
+-29,
+37,
+10,
+-42,
+31,
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+0,
+-21,
+13,
+8,
+-16,
+-1,
+-18,
+23,
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+-4,
+-6,
+0,
+-26,
+10,
+31,
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+-25,
+-22,
+2,
+61,
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+23,
+-25,
+2,
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+78,
+47,
+-13,
+-7,
+-14,
+-21,
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+-32,
+5,
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+-12,
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+-1,
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+-11,
+-4,
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+-25,
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+-42,
+3,
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+-40,
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+-8,
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+-7,
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+-2,
+-40,
+-13,
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+-33,
+-2,
+-28,
+-26,
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+-7,
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+-11,
+-59,
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+-46,
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+-14,
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+-55,
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+-18,
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+12,
+-69,
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+-22,
+-5,
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+-22,
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+-63,
+-28,
+2,
+-30,
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+-46,
+-1,
+17,
+-37,
+25,
+22,
+42,
+-9,
+-28,
+40,
+11,
+-8,
+59,
+3,
+26,
+36,
+-7,
+-11,
+12,
+-10,
+10,
+26,
+26,
+-22,
+41,
+-9,
+26,
+-14,
+19,
+-8,
+27,
+0,
+23,
+20,
+42,
+-22,
+-23,
+-71,
+-36,
+11,
+-23,
+-10,
+-2,
+17,
+51,
+-65,
+-19,
+3,
+42,
+37,
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+24,
+6,
+33,
+29,
+-30,
+3,
+-28,
+-5,
+12,
+-36,
+-29,
+20,
+15,
+-1,
+8,
+25,
+-18,
+-17,
+22,
+64,
+35,
+7,
+33,
+8,
+-41,
+40,
+26,
+0,
+8,
+-10,
+-65,
+48,
+7,
+6,
+-10,
+28,
+16,
+20,
+0,
+52,
+31,
+2,
+-53,
+-23,
+32,
+-12,
+-6,
+-10,
+27,
+2,
+3,
+49,
+-46,
+17,
+92,
+9,
+-21,
+17,
+-32,
+-1,
+67,
+-1,
+-17,
+46,
+-11,
+10,
+6,
+46,
+52,
+-4,
+28,
+61,
+18,
+43,
+-22,
+-25,
+29,
+-56,
+-22,
+17,
+-52,
+-3,
+7,
+38,
+6,
+19,
+49,
+-8,
+-20,
+17,
+13,
+52,
+10,
+22,
+-19,
+5,
+-7,
+-7,
+-4,
+42,
+-2,
+64,
+8,
+5,
+31,
+35,
+-51,
+4,
+17,
+-42,
+23,
+19,
+-5,
+-23,
+14,
+7,
+47,
+35,
+40,
+-1,
+31,
+36,
+34,
+9,
+6,
+22,
+-77,
+32,
+36,
+-43,
+-2,
+47,
+2,
+6,
+8,
+-14,
+45,
+-20,
+-43,
+-14,
+19,
+5,
+23,
+74,
+2,
+-14,
+2,
+1,
+-12,
+-5,
+23,
+-17,
+45,
+20,
+6,
+56,
+13,
+-5,
+2,
+23,
+-8,
+1,
+-21,
+-11,
+37,
+35,
+-15,
+14,
+39,
+22,
+37,
+19,
+-13,
+73,
+29,
+22,
+7,
+-29,
+-60,
+28,
+-6,
+-1,
+-34,
+-9,
+59,
+18,
+16,
+36,
+-16,
+5,
+22,
+-22,
+2,
+52,
+-27,
+-15,
+4,
+-2,
+56,
+4,
+36,
+30,
+-48,
+-13,
+11,
+-47,
+16,
+37,
+-27,
+8,
+31,
+15,
+-15,
+29,
+47,
+21,
+-26,
+31,
+-8,
+24,
+52,
+76,
+-19,
+15,
+29,
+11,
+28,
+13,
+21,
+-22,
+-45,
+18,
+19,
+27,
+61,
+57,
+-56,
+26,
+20,
+61,
+-40,
+16,
+-31,
+53,
+83,
+-2,
+-16,
+-10,
+13,
+62,
+52,
+-6,
+-49,
+13,
+-37,
+2,
+-36,
+2,
+25,
+-22,
+-10,
+-4,
+-2,
+};
+
+#define SIZE 32
+__attribute__ ((section(".heapsram"))) short g_mA[SIZE][SIZE];
+__attribute__ ((section(".heapsram"))) short g_mB[SIZE][SIZE];
+__attribute__ ((section(".heapsram"))) short g_mC[SIZE][SIZE];
+__attribute__ ((section(".heapsram"))) short g_mB_tmp[SIZE][SIZE];
diff --git a/carfield/parMatrixMul32/Makefile b/carfield/parMatrixMul32/Makefile
new file mode 100755
index 0000000..bd55e15
--- /dev/null
+++ b/carfield/parMatrixMul32/Makefile
@@ -0,0 +1,8 @@
+PULP_APP = test
+PULP_APP_SRCS = matrixMul.c
+
+PULP_CFLAGS = -O3
+
+include $(PULP_SDK_HOME)/install/rules/pulp.mk
+
+#pulp-bench-reg --name=parMatrixMul32.cycles --module=pulp_rtl_testset --pipeline=$(PIPELINE) --artefact=pulp_rtl_testset --cmd="make run -f Makefile.sdk" --probe-regexp='matrixMul -> success, nr. of errors: 0, execution time: (\d+)' --params="platform($(platformName)),compiler($(OR1K_TOOLCHAIN_TYPE)),nbCores(4),elemSize(32)" --probe-regexp='matrixMulTranspose -> success, nr. of errors: 0, execution time: (\d+)' --params="platform($(platformName)),compiler($(OR1K_TOOLCHAIN_TYPE)),nbCores(4),elemSize(32),transposed"
diff --git a/carfield/parMatrixMul32/gen_stimuli.py b/carfield/parMatrixMul32/gen_stimuli.py
new file mode 100755
index 0000000..75eef86
--- /dev/null
+++ b/carfield/parMatrixMul32/gen_stimuli.py
@@ -0,0 +1,54 @@
+#!/usr/bin/env python
+
+import sys
+import random
+
+
+def write_arr(f, name, arr):
+    f.write('const int %s[] = {\n' % name)
+    for v in arr:
+        f.write('%d,\n' % (v))
+    f.write('};\n\n')
+    return
+
+################################################################################
+f = open('parMatrixMul32_stimuli.h', 'w')
+
+
+SIZE = 24
+RANGE = 2**15/SIZE
+
+m_a   = []
+m_b   = []
+m_exp = []
+
+for i in range(0,SIZE):
+    for j in range(0,SIZE):
+        a = random.randint(-RANGE, RANGE-1)
+        b = random.randint(-RANGE, RANGE-1)
+
+        m_a.append(a)
+        m_b.append(b)
+
+for i in range(0,SIZE):
+    for j in range(0,SIZE):
+        r = 0
+
+        for k in range (0,SIZE):
+            r = r + m_a[i * SIZE + k] * m_b[k * SIZE + j]
+
+        m_exp.append(r)
+
+
+write_arr(f, 'm_a',   m_a)
+write_arr(f, 'm_b',   m_b)
+write_arr(f, 'm_exp', m_exp)
+
+f.write('#define SIZE %d\n' % SIZE)
+
+
+f.write('__attribute__ ((section(".heapsram"))) int g_mA[SIZE][SIZE];\n')
+f.write('__attribute__ ((section(".heapsram"))) int g_mB[SIZE][SIZE];\n')
+f.write('__attribute__ ((section(".heapsram"))) int g_mC[SIZE][SIZE];\n')
+f.write('__attribute__ ((section(".heapsram"))) int g_mB_tmp[SIZE][SIZE];\n')
+
diff --git a/carfield/parMatrixMul32/matrixMul.c b/carfield/parMatrixMul32/matrixMul.c
new file mode 100644
index 0000000..990d411
--- /dev/null
+++ b/carfield/parMatrixMul32/matrixMul.c
@@ -0,0 +1,177 @@
+/*
+ * Copyright (C) 2018 ETH Zurich and University of Bologna
+ *
+ * Licensed under the Apache License, Version 2.0 (the "License");
+ * you may not use this file except in compliance with the License.
+ * You may obtain a copy of the License at
+ *
+ *     http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+/* 
+ * Mantainer: Luca Valente, luca.valente2@unibo.it
+ */
+
+#include "pulp.h"
+
+#include "parMatrixMul32_stimuli.h"
+
+void check_matrix_mul(testresult_t *result, void (*start)(), void (*stop)());
+void check_matrix_mul_transpose(testresult_t *result, void (*start)(), void (*stop)());
+
+testcase_t testcases[] = {
+  { .name = "matrixMul",          .test = check_matrix_mul           },
+  { .name = "matrixMulTranspose", .test = check_matrix_mul_transpose },
+  {0, 0}
+};
+
+unsigned int num_cores;
+
+int main()
+{
+  if (rt_cluster_id() != 0)
+    return bench_cluster_forward(0);
+
+  num_cores = get_core_num();
+
+  if(rt_core_id() < num_cores) {
+    run_suite(testcases);
+  }
+
+  synch_barrier();
+
+  return 0;
+}
+
+void matrix_init();
+unsigned int matrix_check();
+
+void check_matrix_mul(testresult_t *result, void (*start)(), void (*stop)()) {
+  int core_id;
+  unsigned int i, j, k;
+  unsigned int chunk;
+  unsigned int lb, ub;
+
+  core_id = get_core_id();
+
+  // number of rows each core has to multiply
+  chunk = SIZE / num_cores;
+  // lower bound
+  lb = core_id * chunk;
+  // upper bound
+  ub = lb + chunk;
+
+  if(core_id == 0) {
+    matrix_init();
+  }
+
+  if(num_cores != 1) synch_barrier();
+
+  // start benchmark
+  start();
+
+  for(i = lb; i < ub; i++) {
+    for(j = 0; j < SIZE; j++) {
+      g_mC[i][j] = 0;
+  
+      for(k = 0; k < SIZE; k++) {
+        g_mC[i][j] += g_mA[i][k] * g_mB[k][j];
+      }
+    }
+  }
+
+  if(num_cores != 1) synch_barrier();
+
+  stop();
+
+  if(core_id == 0) {
+    result->errors = matrix_check();
+  }
+}
+
+void check_matrix_mul_transpose(testresult_t *result, void (*start)(), void (*stop)()) {
+  int core_id;
+  unsigned int i, j, k;
+  unsigned int chunk;
+  unsigned int lb, ub;
+
+  core_id = get_core_id();
+
+  // number of rows each core has to multiply
+  chunk = SIZE / num_cores;
+  // lower bound
+  lb = core_id * chunk;
+  // upper bound
+  ub = lb + chunk;
+
+  if(core_id == 0) {
+    matrix_init();
+  }
+
+  if(num_cores != 1) synch_barrier();
+
+  // start benchmark
+  start();
+
+  // transpose array before using it
+  for(i = lb; i < ub; i++) {
+    for(j = 0; j < SIZE; j++) {
+      g_mB_tmp[i][j] = g_mB[j][i];
+    }
+  }
+
+  if(num_cores != 1) synch_barrier();
+
+  for(i = lb; i < ub; i++) {
+    for(j = 0; j < SIZE; j++) {
+      g_mC[i][j] = 0;
+
+      for(k = 0; k < SIZE; k++) {
+        g_mC[i][j] += g_mA[i][k] * g_mB_tmp[j][k];
+      }
+    }
+  }
+
+  if(num_cores != 1) synch_barrier();
+
+  stop();
+
+  if(core_id == 0) {
+    result->errors = matrix_check();
+  }
+}
+
+void matrix_init() {
+  unsigned int i, j;
+
+  // init, copy to TCDM
+  for(i = 0; i < SIZE; i++) {
+    for(j = 0; j < SIZE; j++) {
+      g_mA[i][j] = m_a[i * SIZE + j];
+      g_mB[i][j] = m_b[i * SIZE + j];
+      g_mC[i][j] = 0;
+    }
+  }
+}
+
+unsigned int matrix_check() {
+  unsigned int errors = 0;
+  unsigned int i, j;
+  // check
+  for(i = 0; i < SIZE; i++) {
+    for(j = 0; j < SIZE; j++) {
+      if(g_mC[i][j] != m_exp[i * SIZE + j]) {
+        printf("At index %d, %d\n", i, j, 0, 0);
+        errors++;
+      }
+    }
+  }
+
+  return errors;
+}
diff --git a/carfield/parMatrixMul32/parMatrixMul32_stimuli.h b/carfield/parMatrixMul32/parMatrixMul32_stimuli.h
new file mode 100644
index 0000000..d5c1af0
--- /dev/null
+++ b/carfield/parMatrixMul32/parMatrixMul32_stimuli.h
@@ -0,0 +1,1742 @@
+const int m_a[] = {
+-1344,
+-778,
+-350,
+1240,
+950,
+940,
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+-413,
+-4,
+-1113,
+-612,
+-28,
+-721,
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+1072,
+-1010,
+};
+
+const int m_b[] = {
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+-517,
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+-80,
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+-1256,
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+-810,
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+-821,
+-243,
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+-709,
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+-693,
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+-952,
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+875,
+-480,
+-691,
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+-413,
+-1199,
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+-751,
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+-410,
+416,
+566,
+-131,
+-551,
+46,
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+-228,
+1117,
+-251,
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+874,
+-882,
+260,
+-213,
+248,
+-1296,
+1343,
+-626,
+-812,
+629,
+-601,
+-378,
+-1314,
+-889,
+774,
+-307,
+692,
+-1125,
+-692,
+923,
+947,
+1158,
+-939,
+1284,
+35,
+1299,
+369,
+-8,
+43,
+768,
+524,
+137,
+659,
+285,
+-1315,
+-457,
+871,
+-768,
+1107,
+-695,
+488,
+-527,
+-161,
+414,
+-526,
+-1164,
+1059,
+-1108,
+560,
+-622,
+898,
+-50,
+-286,
+-170,
+513,
+952,
+433,
+237,
+584,
+-665,
+-960,
+585,
+-434,
+1223,
+-130,
+1035,
+430,
+202,
+1312,
+1152,
+1059,
+-1082,
+-1295,
+805,
+-18,
+613,
+-94,
+557,
+548,
+1354,
+116,
+289,
+-1358,
+-1234,
+1237,
+451,
+820,
+-102,
+974,
+832,
+-1019,
+914,
+-512,
+-267,
+1329,
+-910,
+-1341,
+862,
+-381,
+-23,
+-658,
+40,
+-71,
+-782,
+1240,
+-956,
+1241,
+-291,
+-884,
+1250,
+699,
+834,
+190,
+960,
+-1260,
+177,
+464,
+155,
+-1105,
+768,
+424,
+621,
+740,
+-1357,
+1186,
+-594,
+1329,
+829,
+126,
+1101,
+1146,
+-95,
+605,
+-673,
+1334,
+440,
+-10,
+12,
+-745,
+20,
+19,
+-793,
+999,
+1083,
+487,
+-657,
+-356,
+654,
+-326,
+-250,
+-718,
+-947,
+-235,
+558,
+974,
+-981,
+637,
+-861,
+-768,
+1045,
+-583,
+-910,
+128,
+734,
+896,
+-1156,
+223,
+284,
+272,
+634,
+-473,
+363,
+359,
+-1185,
+14,
+-33,
+-1122,
+140,
+900,
+439,
+-944,
+-770,
+663,
+865,
+1056,
+-238,
+86,
+-1294,
+-44,
+-603,
+602,
+20,
+397,
+-423,
+-703,
+-209,
+-906,
+-1236,
+945,
+-737,
+578,
+904,
+645,
+1225,
+-877,
+-425,
+-493,
+-1326,
+424,
+965,
+1300,
+-1210,
+823,
+1345,
+626,
+-427,
+592,
+-869,
+-1055,
+-938,
+-427,
+1066,
+472,
+-1055,
+48,
+-1200,
+-349,
+313,
+-1227,
+-228,
+783,
+839,
+187,
+1021,
+-1355,
+1284,
+68,
+-1321,
+-997,
+1286,
+-887,
+772,
+-156,
+-105,
+1329,
+1141,
+-377,
+-881,
+-341,
+1316,
+-391,
+-1249,
+-205,
+53,
+-266,
+-540,
+-289,
+-1011,
+602,
+-1032,
+-1097,
+-202,
+-467,
+-1047,
+-867,
+-340,
+-109,
+-496,
+967,
+1147,
+108,
+384,
+-12,
+1216,
+137,
+1318,
+151,
+219,
+-543,
+391,
+668,
+-1348,
+-1244,
+-810,
+-676,
+321,
+-1258,
+1343,
+1214,
+791,
+35,
+1219,
+1278,
+1037,
+-1282,
+661,
+585,
+921,
+-880,
+-989,
+-1192,
+-207,
+273,
+-382,
+690,
+165,
+271,
+-212,
+739,
+-343,
+-42,
+226,
+40,
+859,
+-153,
+622,
+-1059,
+};
+
+const int m_exp[] = {
+-4942391,
+2289133,
+-1363225,
+1978230,
+1580032,
+-625813,
+-3230128,
+2236653,
+19494,
+3242695,
+-1080745,
+-34154,
+4086860,
+-1370876,
+3997221,
+-1812380,
+4705498,
+7690207,
+-4068140,
+3595067,
+-1103308,
+-939857,
+-4249710,
+-8650816,
+-2013119,
+2933624,
+235162,
+-453807,
+-4447391,
+3527041,
+2046492,
+411956,
+-994117,
+-1411344,
+1333704,
+-519761,
+3026373,
+-564969,
+3749147,
+2447173,
+-557628,
+1138674,
+-1426096,
+-4033488,
+-1829685,
+2815607,
+2382958,
+1714081,
+-1470484,
+3379876,
+3660759,
+-2439960,
+-1180478,
+-3300785,
+-5104533,
+-309753,
+-1667400,
+3258850,
+1805449,
+2481948,
+-944985,
+-363123,
+4227063,
+3022289,
+2763211,
+5114077,
+-1534394,
+-2957168,
+3401637,
+-1195822,
+-747480,
+-2915318,
+-2505013,
+-174927,
+276733,
+2899369,
+-6702856,
+923396,
+-2741169,
+4270685,
+-1020657,
+-2562887,
+2074098,
+-2382784,
+1366504,
+691209,
+4127820,
+400356,
+-7415505,
+823772,
+-3848400,
+-158560,
+3759990,
+2298445,
+323394,
+873625,
+474364,
+2617120,
+-1382444,
+1735284,
+-5799715,
+1915577,
+7016057,
+-1212904,
+919286,
+2949768,
+1228832,
+572192,
+4145710,
+-6809520,
+-2199597,
+677764,
+-7169579,
+-4904277,
+6902014,
+231123,
+-4797299,
+3093608,
+989455,
+4324476,
+3121268,
+810907,
+-2457323,
+2299211,
+-1625774,
+-141013,
+3343022,
+-2044657,
+4089375,
+-291323,
+-1950307,
+2480885,
+2846731,
+-2139146,
+-2718414,
+-1997531,
+-2399245,
+-4060224,
+423228,
+-205276,
+-1602384,
+910872,
+-3535114,
+6008729,
+-559984,
+-301205,
+-5407307,
+2981269,
+1079061,
+6602535,
+-857708,
+2756391,
+-5304566,
+-3769267,
+2620777,
+-4409088,
+502077,
+7568647,
+-37918,
+2315061,
+-2540065,
+8296540,
+-7465282,
+1553910,
+-4736227,
+-2139045,
+95614,
+342546,
+1309722,
+1777391,
+2981296,
+-736899,
+-2572111,
+-972463,
+-2793724,
+-2893912,
+-1230264,
+-871649,
+-1439985,
+3074445,
+3339004,
+2423842,
+1751086,
+4064832,
+1550243,
+6225792,
+-503750,
+-2567772,
+5671219,
+-2054796,
+-551487,
+-2787790,
+-3835027,
+-4272806,
+2725813,
+-2982521,
+1803437,
+3024675,
+-201092,
+-1626608,
+1548043,
+2303810,
+3032912,
+398283,
+1704371,
+1860306,
+-4101665,
+5187913,
+4233418,
+2054883,
+3603470,
+1935132,
+-17548,
+-4362444,
+-2806918,
+-5651039,
+-1853372,
+-1707208,
+-153048,
+-2791834,
+402265,
+2815962,
+3391662,
+-4833520,
+-1190520,
+2302448,
+80738,
+2089586,
+174096,
+2837490,
+-5514606,
+2138871,
+336249,
+-378675,
+5833977,
+4367000,
+-2445147,
+-3652299,
+-1794451,
+-1471577,
+-1263012,
+3719274,
+-3404819,
+5765304,
+-4256415,
+3558206,
+-1884441,
+-475244,
+3659623,
+-2914867,
+689238,
+-2576754,
+7739914,
+1823902,
+2077002,
+-2365242,
+2023481,
+1663749,
+-4973435,
+-694558,
+1118078,
+2260786,
+-3256285,
+4596746,
+-5421599,
+594942,
+-1730692,
+-4626077,
+3077882,
+-2232009,
+2672161,
+3135747,
+-4602601,
+859784,
+-3530668,
+21600,
+-4690786,
+2023164,
+-496745,
+-2728919,
+281474,
+-108745,
+-809613,
+1445687,
+-5781458,
+2097169,
+1594266,
+-4504019,
+2460482,
+6259537,
+-700848,
+413263,
+-1212884,
+-5695130,
+2094147,
+-750529,
+-1379008,
+6029072,
+722889,
+1719449,
+1682336,
+-4219755,
+1971162,
+66575,
+-1195119,
+141466,
+-1083536,
+-718558,
+-4039954,
+-168429,
+-2026861,
+2025800,
+-761083,
+-4194692,
+2013337,
+-1156936,
+3823019,
+4081732,
+-3145845,
+-1733615,
+-1371947,
+-3811245,
+-1584663,
+-3547009,
+-3267886,
+8255291,
+-3232160,
+3404636,
+3248369,
+3233853,
+671601,
+-1009897,
+1821121,
+-3517645,
+2005444,
+-2768741,
+115998,
+533867,
+4717709,
+1315923,
+-3510545,
+-3539595,
+-538461,
+4529529,
+2792584,
+-107486,
+-1840413,
+-1474849,
+1579605,
+-4197602,
+-34825,
+-462678,
+1294881,
+-1730927,
+-2549709,
+-1531672,
+-271859,
+-1181904,
+-1680154,
+-2321723,
+-6641222,
+1127764,
+893535,
+-2804646,
+5653509,
+2657606,
+-1751466,
+-4669812,
+-827592,
+-126901,
+-2599752,
+-845148,
+1390838,
+8975481,
+-7663778,
+3572438,
+5920790,
+5233883,
+-613590,
+-881500,
+-3974422,
+-5523348,
+-3243204,
+-6405765,
+-4376438,
+1352634,
+-105650,
+2650174,
+1442151,
+5088231,
+2974595,
+-4501663,
+-841006,
+-3101819,
+-1265401,
+-2756903,
+2579743,
+2045040,
+-5328835,
+2801176,
+-386694,
+-3068782,
+3147225,
+-248211,
+-662659,
+-1112717,
+2733193,
+336344,
+3107302,
+2244003,
+4285762,
+1998904,
+1888720,
+-1174981,
+-2567532,
+-5588952,
+-101948,
+4004848,
+-610048,
+793760,
+3345423,
+716318,
+1033698,
+4011882,
+-965219,
+1258434,
+1579522,
+-4249500,
+3233648,
+-424838,
+2640541,
+1020028,
+4933599,
+-1964947,
+3237309,
+-1251962,
+-437406,
+-2749192,
+-2943112,
+-117113,
+778507,
+2757711,
+3478291,
+-661571,
+1077087,
+-3821174,
+2731860,
+3035264,
+-4424379,
+295413,
+3873542,
+-1272809,
+4145370,
+-363272,
+2240544,
+88954,
+-2016552,
+-862779,
+-844808,
+3142493,
+2019692,
+3648148,
+3857820,
+593190,
+1285134,
+-4257140,
+-1476035,
+-1951773,
+-2334649,
+1355368,
+-4390456,
+3666652,
+562848,
+-8226958,
+1134896,
+1136697,
+-2132899,
+3300228,
+1855661,
+6476864,
+5097743,
+-1373818,
+3287769,
+1709294,
+-2926119,
+2463141,
+400199,
+3051372,
+1815531,
+1746372,
+398117,
+2333959,
+-708565,
+-4241370,
+51697,
+-1626217,
+26865,
+2248300,
+3357859,
+-325912,
+194201,
+612298,
+388227,
+256018,
+-5630155,
+-1085451,
+653494,
+-1966315,
+-273079,
+-4296295,
+-2813232,
+2079672,
+2378463,
+-3869089,
+-438799,
+-725265,
+3152791,
+3461913,
+-777750,
+47521,
+2588203,
+1888001,
+-4445421,
+654349,
+811737,
+418334,
+-1854075,
+-5194402,
+-1571674,
+-622026,
+-1091628,
+1787463,
+3439585,
+2923276,
+-1997884,
+-193963,
+-731696,
+3686658,
+-1311796,
+-5219031,
+-2906251,
+2140229,
+-1846978,
+2541247,
+-3677377,
+-3935140,
+3605308,
+4807232,
+-1633864,
+344286,
+-2051894,
+2498349,
+-3085,
+379207,
+-701595,
+-1080351,
+3161365,
+-1606976,
+1640595,
+3757649,
+798095,
+-3167055,
+-2288739,
+2301831,
+-3324819,
+3219538,
+516049,
+-3153835,
+7342606,
+1098913,
+-2522436,
+376783,
+47367,
+530901,
+-395499,
+304200,
+};
+
+#define SIZE 24
+__attribute__ ((section(".heapsram"))) int g_mA[SIZE][SIZE];
+__attribute__ ((section(".heapsram"))) int g_mB[SIZE][SIZE];
+__attribute__ ((section(".heapsram"))) int g_mC[SIZE][SIZE];
+__attribute__ ((section(".heapsram"))) int g_mB_tmp[SIZE][SIZE];
diff --git a/carfield/parMatrixMul8/Makefile b/carfield/parMatrixMul8/Makefile
new file mode 100755
index 0000000..7c755b8
--- /dev/null
+++ b/carfield/parMatrixMul8/Makefile
@@ -0,0 +1,8 @@
+PULP_APP = test
+PULP_APP_SRCS = matrixMul.c
+
+PULP_CFLAGS = -O3
+
+include $(PULP_SDK_HOME)/install/rules/pulp.mk
+
+#pulp-bench-reg --name=parMatrixMul8.cycles --module=pulp_rtl_testset --pipeline=$(PIPELINE) --artefact=pulp_rtl_testset --cmd="make run -f Makefile.sdk" --probe-regexp='matrixMul -> success, nr. of errors: 0, execution time: (\d+)' --params="platform($(platformName)),compiler($(OR1K_TOOLCHAIN_TYPE)),nbCores(4),elemSize(8)" --probe-regexp='matrixMulTranspose -> success, nr. of errors: 0, execution time: (\d+)' --params="platform($(platformName)),compiler($(OR1K_TOOLCHAIN_TYPE)),nbCores(4),elemSize(8),transposed"
diff --git a/carfield/parMatrixMul8/gen_stimuli.py b/carfield/parMatrixMul8/gen_stimuli.py
new file mode 100755
index 0000000..5fd3e84
--- /dev/null
+++ b/carfield/parMatrixMul8/gen_stimuli.py
@@ -0,0 +1,54 @@
+#!/usr/bin/env python
+
+import sys
+import random
+
+
+def write_arr(f, name, arr):
+    f.write('const char %s[] = {\n' % name)
+    for v in arr:
+        f.write('%d,\n' % (v))
+    f.write('};\n\n')
+    return
+
+################################################################################
+f = open('parMatrixMul8_stimuli.h', 'w')
+
+
+SIZE = 32 
+RANGE = 4
+
+m_a   = []
+m_b   = []
+m_exp = []
+
+for i in range(0,SIZE):
+    for j in range(0,SIZE):
+        a = random.randint(-RANGE, RANGE-1)
+        b = random.randint(-RANGE, RANGE-1)
+
+        m_a.append(a)
+        m_b.append(b)
+
+for i in range(0,SIZE):
+    for j in range(0,SIZE):
+        r = 0
+
+        for k in range (0,SIZE):
+            r = r + m_a[i * SIZE + k] * m_b[k * SIZE + j]
+
+        m_exp.append(r)
+
+
+write_arr(f, 'm_a',   m_a)
+write_arr(f, 'm_b',   m_b)
+write_arr(f, 'm_exp', m_exp)
+
+f.write('#define SIZE %d\n' % SIZE)
+
+
+f.write('__attribute__ ((section(".heapsram"))) char g_mA[SIZE][SIZE];\n')
+f.write('__attribute__ ((section(".heapsram"))) char g_mB[SIZE][SIZE];\n')
+f.write('__attribute__ ((section(".heapsram"))) char g_mC[SIZE][SIZE];\n')
+f.write('__attribute__ ((section(".heapsram"))) char g_mB_tmp[SIZE][SIZE];\n')
+
diff --git a/carfield/parMatrixMul8/matrixMul.c b/carfield/parMatrixMul8/matrixMul.c
new file mode 100644
index 0000000..357fdf0
--- /dev/null
+++ b/carfield/parMatrixMul8/matrixMul.c
@@ -0,0 +1,177 @@
+/*
+ * Copyright (C) 2018 ETH Zurich and University of Bologna
+ *
+ * Licensed under the Apache License, Version 2.0 (the "License");
+ * you may not use this file except in compliance with the License.
+ * You may obtain a copy of the License at
+ *
+ *     http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+/* 
+ * Mantainer: Luca Valente, luca.valente2@unibo.it
+ */
+
+#include "pulp.h"
+
+#include "parMatrixMul8_stimuli.h"
+
+void check_matrix_mul(testresult_t *result, void (*start)(), void (*stop)());
+void check_matrix_mul_transpose(testresult_t *result, void (*start)(), void (*stop)());
+
+testcase_t testcases[] = {
+  { .name = "matrixMul",          .test = check_matrix_mul           },
+  { .name = "matrixMulTranspose", .test = check_matrix_mul_transpose },
+  {0, 0}
+};
+
+unsigned int num_cores;
+
+int main()
+{
+  if (rt_cluster_id() != 0)
+    return bench_cluster_forward(0);
+
+  num_cores = get_core_num();
+
+  if(rt_core_id() < num_cores) {
+    run_suite(testcases);
+  }
+
+  synch_barrier();
+
+  return 0;
+}
+
+void matrix_init();
+unsigned int matrix_check();
+
+void check_matrix_mul(testresult_t *result, void (*start)(), void (*stop)()) {
+  int core_id;
+  unsigned int i, j, k;
+  unsigned int chunk;
+  unsigned int lb, ub;
+
+  core_id = get_core_id();
+
+  // number of rows each core has to multiply
+  chunk = SIZE / num_cores;
+  // lower bound
+  lb = core_id * chunk;
+  // upper bound
+  ub = lb + chunk;
+
+  if(core_id == 0) {
+    matrix_init();
+  }
+
+  if(num_cores != 1) synch_barrier();
+
+  // start benchmark
+  start();
+
+  for(i = lb; i < ub; i++) {
+    for(j = 0; j < SIZE; j++) {
+      g_mC[i][j] = 0;
+  
+      for(k = 0; k < SIZE; k++) {
+        g_mC[i][j] += g_mA[i][k] * g_mB[k][j];
+      }
+    }
+  }
+
+  if(num_cores != 1) synch_barrier();
+
+  stop();
+
+  if(core_id == 0) {
+    result->errors = matrix_check();
+  }
+}
+
+void check_matrix_mul_transpose(testresult_t *result, void (*start)(), void (*stop)()) {
+  int core_id;
+  unsigned int i, j, k;
+  unsigned int chunk;
+  unsigned int lb, ub;
+
+  core_id = get_core_id();
+
+  // number of rows each core has to multiply
+  chunk = SIZE / num_cores;
+  // lower bound
+  lb = core_id * chunk;
+  // upper bound
+  ub = lb + chunk;
+
+  if(core_id == 0) {
+    matrix_init();
+  }
+
+  if(num_cores != 1) synch_barrier();
+
+  // start benchmark
+  start();
+
+  // transpose array before using it
+  for(i = lb; i < ub; i++) {
+    for(j = 0; j < SIZE; j++) {
+      g_mB_tmp[i][j] = g_mB[j][i];
+    }
+  }
+
+  if(num_cores != 1) synch_barrier();
+
+  for(i = lb; i < ub; i++) {
+    for(j = 0; j < SIZE; j++) {
+      g_mC[i][j] = 0;
+
+      for(k = 0; k < SIZE; k++) {
+        g_mC[i][j] += g_mA[i][k] * g_mB_tmp[j][k];
+      }
+    }
+  }
+
+  if(num_cores != 1) synch_barrier();
+
+  stop();
+
+  if(core_id == 0) {
+    result->errors = matrix_check();
+  }
+}
+
+void matrix_init() {
+  unsigned int i, j;
+
+  // init, copy to TCDM
+  for(i = 0; i < SIZE; i++) {
+    for(j = 0; j < SIZE; j++) {
+      g_mA[i][j] = m_a[i * SIZE + j];
+      g_mB[i][j] = m_b[i * SIZE + j];
+      g_mC[i][j] = 0;
+    }
+  }
+}
+
+unsigned int matrix_check() {
+  unsigned int errors = 0;
+  unsigned int i, j;
+  // check
+  for(i = 0; i < SIZE; i++) {
+    for(j = 0; j < SIZE; j++) {
+      if(g_mC[i][j] != m_exp[i * SIZE + j]) {
+        printf("At index %d, %d\n", i, j, 0, 0);
+        errors++;
+      }
+    }
+  }
+
+  return errors;
+}
diff --git a/carfield/parMatrixMul8/parMatrixMul8_stimuli.h b/carfield/parMatrixMul8/parMatrixMul8_stimuli.h
new file mode 100644
index 0000000..e5a79da
--- /dev/null
+++ b/carfield/parMatrixMul8/parMatrixMul8_stimuli.h
@@ -0,0 +1,3105 @@
+/*
+ * Copyright (C) 2018 ETH Zurich and University of Bologna
+ *
+ * Licensed under the Apache License, Version 2.0 (the "License");
+ * you may not use this file except in compliance with the License.
+ * You may obtain a copy of the License at
+ *
+ *     http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+/* 
+ * Mantainer: Luca Valente, luca.valente2@unibo.it
+ */
+const char m_a[] = {
+-2,
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+};
+
+const char m_b[] = {
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+-4,
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+-3,
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+-2,
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+-3,
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+-3,
+-4,
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+-4,
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+-2,
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+-2,
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+-3,
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+-1,
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+1,
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+1,
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+-2,
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+-1,
+-4,
+-1,
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+-4,
+-1,
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+-4,
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+-4,
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+-2,
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+-3,
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+-1,
+-4,
+1,
+0,
+3,
+-4,
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+1,
+2,
+-3,
+0,
+};
+
+const char m_exp[] = {
+-7,
+54,
+40,
+-69,
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+-45,
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+-12,
+-3,
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+-9,
+-25,
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+-2,
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+-21,
+-46,
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+-14,
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+-24,
+-20,
+-61,
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+-24,
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+-27,
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+-16,
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+-11,
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+8,
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+-34,
+4,
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+-66,
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+-25,
+-8,
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+-26,
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+-25,
+-5,
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+-1,
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+-7,
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+-4,
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+-29,
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+-1,
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+-9,
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+-3,
+-1,
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+-25,
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+38,
+-49,
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+-3,
+-7,
+-55,
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+-35,
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+-30,
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+-44,
+-24,
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+-34,
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+-32,
+-14,
+-20,
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+-3,
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+-21,
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+2,
+89,
+62,
+-3,
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+-27,
+51,
+22,
+30,
+-5,
+-8,
+7,
+-29,
+17,
+85,
+78,
+49,
+66,
+-18,
+-19,
+14,
+-35,
+-45,
+85,
+31,
+16,
+13,
+8,
+-35,
+38,
+-11,
+-19,
+19,
+-14,
+-15,
+1,
+-25,
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+-32,
+3,
+31,
+39,
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+5,
+7,
+19,
+-31,
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+-17,
+7,
+1,
+7,
+-6,
+2,
+-2,
+19,
+-15,
+8,
+34,
+-35,
+-8,
+84,
+57,
+-65,
+47,
+18,
+17,
+-60,
+-7,
+29,
+3,
+1,
+-5,
+-28,
+4,
+-6,
+-46,
+-34,
+47,
+12,
+9,
+59,
+19,
+6,
+18,
+29,
+-14,
+5,
+3,
+-24,
+43,
+10,
+13,
+-53,
+8,
+9,
+-41,
+14,
+12,
+-8,
+-28,
+21,
+-2,
+92,
+-36,
+-16,
+23,
+10,
+34,
+-2,
+13,
+14,
+45,
+-15,
+64,
+-16,
+11,
+34,
+-29,
+48,
+40,
+71,
+30,
+-21,
+0,
+34,
+8,
+46,
+-45,
+24,
+54,
+3,
+-29,
+17,
+-9,
+61,
+-36,
+-38,
+5,
+6,
+56,
+28,
+55,
+28,
+-13,
+-21,
+44,
+-31,
+-20,
+};
+
+#define SIZE 32
+__attribute__ ((section(".heapsram"))) char g_mA[SIZE][SIZE];
+__attribute__ ((section(".heapsram"))) char g_mB[SIZE][SIZE];
+__attribute__ ((section(".heapsram"))) char g_mC[SIZE][SIZE];
+__attribute__ ((section(".heapsram"))) char g_mB_tmp[SIZE][SIZE];
diff --git a/carfield/redmule/Makefile b/carfield/redmule/Makefile
new file mode 100644
index 0000000..c498417
--- /dev/null
+++ b/carfield/redmule/Makefile
@@ -0,0 +1,9 @@
+PULP_APP = test
+PULP_APP_SRCS = redmule.c
+PULP_CFLAGS = -O3
+
+ifeq ($(use_no_dma),1)
+ PULP_CFLAGS += -DUSE_NO_DMA
+endif
+
+include $(PULP_SDK_HOME)/install/rules/pulp.mk
diff --git a/carfield/redmule/archi_redmule.h b/carfield/redmule/archi_redmule.h
new file mode 100644
index 0000000..9222d63
--- /dev/null
+++ b/carfield/redmule/archi_redmule.h
@@ -0,0 +1,164 @@
+/*
+ * Copyright (C) 2022-2023 ETH Zurich and University of Bologna
+ *
+ * Licensed under the Apache License, Version 2.0 (the "License");
+ * you may not use this file except in compliance with the License.
+ * You may obtain a copy of the License at
+ *
+ *     http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ * SPDX-License-Identifier: Apache-2.0
+ * 
+ * Author: Yvan Tortorella  <yvan.tortorella@unibo.it>
+ *
+ * High-level architecture of RedMulE
+ *
+ */
+
+#ifndef __ARCHI_REDMULE_H__
+#define __ARCHI_REDMULE_H__
+
+/*
+ * |========================================================================|
+ * ||                                                                      ||
+ * ||Control and generic configuration register layout                     ||
+ * |========================================================================|
+ * || # reg |  offset  |  bits   |   bitmask    ||  content                ||
+ * ||-------+----------+---------+--------------++-------------------------||
+ * ||    0  |  0x0000  |  31: 0  |  0xFFFFFFFF  ||  TRIGGER                ||
+ * ||    1  |  0x0004  |  31: 0  |  0xFFFFFFFF  ||  ACQUIRE                ||
+ * ||    2  |  0x0008  |  31: 0  |  0xFFFFFFFF  ||  EVT_ENABLE             ||
+ * ||    3  |  0x000c  |  31: 0  |  0xFFFFFFFF  ||  STATUS                 ||
+ * ||    4  |  0x0010  |  31: 0  |  0xFFFFFFFF  ||  RUNNING_JOB            ||
+ * ||    5  |  0x0014  |  31: 0  |  0xFFFFFFFF  ||  SOFT_CLEAR             ||
+ * |========================================================================|
+ * ||                                                                      ||
+ * ||Job-dependent registers layout                                        ||
+ * |========================================================================|
+ * || # reg |  offset  |  bits   |   bitmask    ||  content                ||
+ * ||-------+----------+---------+--------------++-------------------------||
+ * ||    0  |  0x0040  |  31: 0  |  0xFFFFFFFF  ||  X_ADDR                 ||
+ * ||-------+----------+---------+--------------++-------------------------||
+ * ||    1  |  0x0044  |  31: 0  |  0xFFFFFFFF  ||  W_ADDR                 ||
+ * ||-------+----------+---------+--------------++-------------------------||
+ * ||    2  |  0x0048  |  31: 0  |  0xFFFFFFFF  ||  Z_ADDR                 ||
+ * ||-------+----------+---------+--------------++-------------------------||
+ * ||    3  |  0x004C  |         |              ||  Matrix Config 0 Reg    ||
+ * ||       |          |  31:16  |  0xFFFF0000  ||  K Size (W Columns)     ||
+ * ||       |          |  15: 0  |  0x0000FFFF  ||  M Size (X Rows)        ||
+ * ||-------+----------+---------+--------------++-------------------------||
+ * ||    4  |  0x0050  |         |              ||  Matrix Config 1 Reg    ||
+ * ||       |          |  31:16  |  0xFFFFFFFF  ||  N Size (X Cols/W Rows) ||
+ * ||-------+----------+---------+--------------++-------------------------||
+ * ||    5  |  0x0054  |         |              ||  Matrix Arithmetic Reg  ||
+ * ||       |          |  12:10  |  0x00001C00  ||  Operation selection    ||
+ * ||       |          |   9: 7  |  0x00000380  ||  Input/Output format    ||
+ * |========================================================================|
+ *
+ */
+
+/* PULP Cluster Archi defines */
+#define ARCHI_CLUST_CTRL_BASE 0x50200000
+#define ARCHI_CLUST_HWPE_BASE 0x50201000
+#define DMA_COMMAND_QUEUE     0x50204400
+#define DMA_STATUS_REGISTER   0x50204404
+#define ARCHI_CL_HWPE_EVT0 12
+#define ARCHI_CL_HWPE_EVT1 13
+#define FC_DMA_EVENT 8
+#define CL_DMA_EVENT 22
+#define CLUST_CTRL_HWPE_EN 0x18
+#define CLUST_CTRL_HWPE_EN_MASK 0x800
+#define __builtin_bitinsert(a,b,c,d) (a | (((b << (32-c)) >> (32-c)) << d))
+
+// RedMulE architecture
+#define ADDR_WIDTH   32
+#define DATA_WIDTH   256
+#define REDMULE_FMT  16
+#define ARRAY_HEIGHT 4
+#define PIPE_REGS    3
+#define ARRAY_WIDTH  12 /* Superior limit is ARRAY_HEIGHT*PIPE_REGS */
+
+// Commands
+#define REDMULE_TRIGGER     0x00
+#define REDMULE_ACQUIRE     0x04
+#define REDMULE_FINISHED    0x08
+#define REDMULE_STATUS      0x0C
+#define REDMULE_RUNNING_JOB 0x10
+#define REDMULE_SOFT_CLEAR  0x14
+
+// Registers
+#define REDMULE_REG_OFFS  0x40
+// #define REDMULE_REG_X_PTR 0x00
+// #define REDMULE_REG_W_PTR 0x04
+// #define REDMULE_REG_Z_PTR 0x08
+// #define REDMULE_MCFG0_PTR 0x0C
+// #define REDMULE_MCFG1_PTR 0x10
+// #define REDMULE_ARITH_PTR 0x14
+#define REDMULE_REG_X_PTR              0x00
+#define REDMULE_REG_W_PTR              0x04
+#define REDMULE_REG_Y_PTR              0x08
+#define REDMULE_REG_Z_PTR              0x0C
+#define REDMULE_REG_X_ITER_PTR         0x10
+#define REDMULE_REG_W_ITER_PTR         0x14
+#define REDMULE_REG_LEFTOVERS_PTR      0x18
+#define REDMULE_REG_LEFT_PARAMS_PTR    0x1C
+#define REDMULE_REG_X_D1_STRIDE_PTR    0x20
+#define REDMULE_REG_W_TOT_LEN_PTR      0x24
+#define REDMULE_REG_TOT_X_READ_PTR     0x28
+#define REDMULE_REG_W_D0_STRIDE_PTR    0x2C
+#define REDMULE_REG_YZ_TOT_LEN_PTR     0x30
+#define REDMULE_REG_YZ_D0_STRIDE_PTR   0x34
+#define REDMULE_REG_YZ_D2_STRIDE_PTR   0x38
+#define REDMULE_REG_X_ROWS_OFFS_PTR    0x3C
+#define REDMULE_REG_X_BUFFER_SLOTS_PTR 0x40
+#define REDMULE_REG_X_TOT_LEN_PTR      0x44
+#define REDMULE_REG_OP_SELECTION       0x48
+
+// OPs definition
+#define MATMUL 0x0
+#define GEMM   0x1
+#define ADDMAX 0x2
+#define ADDMIN 0x3
+#define MULMAX 0x4
+#define MULMIN 0x5
+#define MAXMIN 0x6
+#define MINMAX 0x7
+
+// GEMM formats
+#define Float8     0x0
+#define Float16    0x1
+#define Float8Alt  0x2
+#define Float16Alt 0x3
+
+#define RNE       0x0
+#define RTZ       0x1
+#define OP_FMADD  0x0
+#define OP_ADD    0x2
+#define OP_MUL    0x3
+#define OP_MINMAX 0x7
+
+// FP Formats encoding
+#define FP16    0x2
+#define FP8     0x3
+#define FP16ALT 0x4
+#define FP8ALT  0x5
+
+/* DMA Archi */
+#define DMA_TX  0
+#define DMA_RX  1
+#define DMA_INC 1
+
+#define PLP_DMA_TYPE_BIT    0x00000011
+#define PLP_DMA_INCR_BIT    0x00000012
+#define PLP_DMA_2D_BIT      0x00000013
+#define PLP_DMA_ELE_BIT     0x00000014
+#define PLP_DMA_ILE_BIT     0x00000015
+#define PLP_DMA_BLE_BIT     0x00000016
+#define PLP_DMA_2D_TCDM_BIT 0x0000017
+
+#endif
diff --git a/carfield/redmule/hal_redmule.h b/carfield/redmule/hal_redmule.h
new file mode 100644
index 0000000..c5a0c32
--- /dev/null
+++ b/carfield/redmule/hal_redmule.h
@@ -0,0 +1,527 @@
+/*
+ * Copyright (C) 2022-2023 ETH Zurich and University of Bologna
+ *
+ * Licensed under the Apache License, Version 2.0 (the "License");
+ * you may not use this file except in compliance with the License.
+ * You may obtain a copy of the License at
+ *
+ *     http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ * SPDX-License-Identifier: Apache-2.0
+ * 
+ * Author: Yvan Tortorella  <yvan.tortorella@unibo.it>
+ *
+ * RedMulE Hardware Abstraction Layer (HAL)
+ */
+
+#ifndef __HAL_REDMULE_H__
+#define __HAL_REDMULE_H__
+
+#include <pulp.h>
+#include "inc/x_input.h"
+#include "inc/w_input.h"
+#include "inc/y_input.h"
+#include "inc/z_output.h"
+#include "inc/golden.h"
+#include "inc/tensor_dim.h"
+
+/*
+ * 
+ * For control, generic configuration register layout,
+ * and job-dependent register map, look at redmule_archi.h
+ *
+ */
+
+// For all the following functions we use __builtin_pulp_OffsetedWrite and __builtin_pulp_OffsetedRead
+// instead of classic load/store because otherwise the compiler is not able to correctly factorize
+// the HWPE base in case several accesses are done, ending up with twice more code
+
+#define HWPE_WRITE(value, offset) *(int *)(ARCHI_CLUST_HWPE_BASE + offset) = value
+#define HWPE_READ(offset) *(int *)(ARCHI_CLUST_HWPE_BASE + offset)
+
+static inline void redmule_x_add_set (unsigned int value) {
+  HWPE_WRITE(value, REDMULE_REG_OFFS + REDMULE_REG_X_PTR);
+}
+
+static inline void redmule_w_add_set (unsigned int value) {
+  HWPE_WRITE(value, REDMULE_REG_OFFS + REDMULE_REG_W_PTR);
+}
+
+static inline void redmule_y_add_set (unsigned int value) {
+  HWPE_WRITE(value, REDMULE_REG_OFFS + REDMULE_REG_Y_PTR);
+}
+
+static inline void redmule_z_add_set (unsigned int value) {
+  HWPE_WRITE(value, REDMULE_REG_OFFS + REDMULE_REG_Z_PTR);
+}
+
+// static inline void redmule_mcfg_set (uint32_t mcfg0, uint32_t mcfg1) {
+//   HWPE_WRITE(mcfg0, REDMULE_REG_OFFS + REDMULE_MCFG0_PTR);
+//   HWPE_WRITE(mcfg1, REDMULE_REG_OFFS + REDMULE_MCFG1_PTR);
+// }
+// 
+// static inline void redmule_arith_set (uint32_t arith) {
+//   HWPE_WRITE(arith, REDMULE_REG_OFFS + REDMULE_ARITH_PTR);
+// }
+
+static inline void hwpe_trigger_job() {
+  HWPE_WRITE(0, REDMULE_TRIGGER);
+}
+
+static inline int hwpe_acquire_job() {
+  return HWPE_READ(REDMULE_ACQUIRE);
+}
+
+static inline unsigned int hwpe_get_status() {
+  return HWPE_READ(REDMULE_STATUS);
+}
+
+static inline void hwpe_soft_clear() {
+  HWPE_WRITE(1, REDMULE_SOFT_CLEAR);
+}
+
+static inline void hwpe_cg_enable() {
+  *(volatile int*) (ARCHI_CLUST_CTRL_BASE + CLUST_CTRL_HWPE_EN) |= CLUST_CTRL_HWPE_EN_MASK;
+}
+
+static inline void hwpe_cg_disable() {
+  *(volatile int*) (ARCHI_CLUST_CTRL_BASE + CLUST_CTRL_HWPE_EN) &= ~CLUST_CTRL_HWPE_EN_MASK;
+}
+
+static inline void redmule_evt_wait() {
+  do {
+    eu_evt_maskWaitAndClr (1 << ARCHI_CL_HWPE_EVT0);
+  } while((*(int volatile *)(ARCHI_CLUST_HWPE_BASE + REDMULE_STATUS)) != 0);
+}
+
+/* DMA APIs */
+static inline int mchan_alloc(){
+  return *(volatile int*) DMA_COMMAND_QUEUE;
+}
+
+static inline void mchan_transfer(unsigned int len,
+                                  unsigned int ext_addr,
+                                  unsigned int tcdm_addr) {
+
+  *(volatile int*) DMA_COMMAND_QUEUE = len |
+                                       (DMA_RX << PLP_DMA_TYPE_BIT)  |
+                                       (DMA_INC << PLP_DMA_INCR_BIT) |
+                                       (0 << PLP_DMA_2D_BIT)         |
+                                       (1 << PLP_DMA_ELE_BIT)        |
+                                       (1 << PLP_DMA_ILE_BIT)        |
+                                       (0 << PLP_DMA_BLE_BIT)        |
+                                       (0 << PLP_DMA_2D_TCDM_BIT);
+  *(volatile int*) DMA_COMMAND_QUEUE = tcdm_addr;
+  *(volatile int*) DMA_COMMAND_QUEUE = ext_addr;
+}
+
+static inline void mchan_barrier(int id) {
+  while(((*(volatile int*)(DMA_STATUS_REGISTER)) >> id ) & 0x1 ) {
+    eu_evt_maskWaitAndClr(1 << FC_DMA_EVENT);
+ }
+}
+
+static inline void mchan_free(int id) {
+  *(volatile int*) DMA_STATUS_REGISTER = 0x1 << id;
+}
+
+// void redmule_cfg (unsigned int x,  unsigned int w,  unsigned int z,
+//                   uint16_t m_size, uint16_t n_size, uint16_t k_size,
+//                   uint8_t gemm_op, uint8_t gemm_fmt){
+// 
+//   uint32_t mcfg_reg0 = 0;
+//   uint32_t mcfg_reg1 = 0;
+//   uint32_t arith_reg = 0;
+// 
+//   mcfg_reg0 = (k_size << 16) |
+//               (m_size <<  0);
+//   mcfg_reg1 = n_size << 0;
+// 
+//   arith_reg = (gemm_op << 10) |
+//               (gemm_fmt << 7);
+// 
+//   redmule_x_add_set ((unsigned int) x);
+//   redmule_w_add_set ((unsigned int) w);
+//   redmule_z_add_set ((unsigned int) z);
+//   redmule_mcfg_set  ((unsigned int) mcfg_reg0,
+//                      (unsigned int) mcfg_reg1);
+//   redmule_arith_set ((unsigned int) arith_reg);
+//   
+// }
+
+void redmule_cfg (uint16_t m_size, uint16_t n_size, uint16_t k_size, uint8_t gemm_ops){
+   uint32_t x_iters        = 0;
+   uint32_t w_iters        = 0;
+   uint32_t leftovers      = 0;
+   uint32_t left_params    = 0;
+   uint32_t x_d1_stride    = 0;
+   uint32_t x_rows_offs    = 0;
+   uint32_t w_tot_len      = 0;
+   uint32_t w_d1_len       = 0;
+   uint32_t w_d0_stride    = 0;
+   uint32_t yz_tot_len     = 0;
+   uint32_t yz_d0_stride   = 0;
+   uint32_t yz_d2_stride   = 0;
+   uint32_t tot_x_read     = 0;
+   uint32_t x_buffer_slots = 0;
+   uint32_t op_selection   = 0;
+   uint16_t tot_stores     = 0;
+   uint16_t w_rows         = n_size;
+   uint16_t depth          = DATA_WIDTH/(ARRAY_HEIGHT*FPFORMAT);
+   uint8_t  tile           = ARRAY_HEIGHT*(PIPE_REGS + 1);
+   _Bool    x_rows_sub     = 0;
+   _Bool    x_cols_sub     = 0;
+   _Bool    w_cols_sub     = 0;
+   uint16_t x_rows_iter,
+            x_rows_iter_tmp,
+            w_rows_iter,
+            w_rows_iter_tmp;
+   uint16_t x_cols_iter,
+            x_cols_iter_tmp,
+            w_cols_iter,
+            w_cols_iter_tmp;
+   uint8_t  x_rows_lftovr,
+            x_cols_lftovr,
+            w_rows_lftovr,
+            w_cols_lftovr,
+            slots;
+
+   // Calculating the number of iterations alng the two dimensions of the X matrix
+   x_rows_iter_tmp = m_size/ARRAY_WIDTH;
+   x_cols_iter_tmp = n_size/tile;
+
+   // Calculating the number of iterations alng the two dimensions of the W matrix
+   w_rows_iter_tmp = w_rows;
+   w_cols_iter_tmp = k_size/tile;
+
+   // Calculating the residuals along the input dimensions
+   x_rows_lftovr = m_size - (x_rows_iter_tmp*ARRAY_WIDTH);
+   x_cols_lftovr = n_size - (x_cols_iter_tmp*tile);
+
+   // Calculating the residuals along the weight dimensions
+   w_rows_lftovr = n_size - (ARRAY_HEIGHT*(w_rows/ARRAY_HEIGHT));
+   w_cols_lftovr = k_size - (w_cols_iter_tmp*tile);
+
+   if (w_cols_lftovr != 0)
+     w_cols_iter = w_cols_iter_tmp + 1;
+   else 
+     w_cols_iter = w_cols_iter_tmp;
+
+  if (w_rows_lftovr != 0)
+    w_rows_iter = w_rows_iter_tmp + ARRAY_HEIGHT - w_rows_lftovr;
+  else
+    w_rows_iter = w_rows_iter_tmp;
+
+   if (x_cols_lftovr != 0)
+     x_cols_iter = x_cols_iter_tmp + 1;
+   else 
+     x_cols_iter = x_cols_iter_tmp;
+
+   if (x_rows_lftovr != 0)
+     x_rows_iter = x_rows_iter_tmp + 1;
+   else 
+     x_rows_iter = x_rows_iter_tmp;
+
+   if (x_cols_lftovr%depth != 0)
+     x_buffer_slots = x_cols_lftovr/depth + 1;
+   else
+     x_buffer_slots = x_cols_lftovr/depth;
+
+   // Calculating the number of total stores
+   tot_stores = x_rows_iter*w_cols_iter;
+
+   // Determining if input matrixes are sub-matrixes
+   if (m_size < ARRAY_WIDTH)
+     x_rows_sub = 1;
+   if (n_size < ARRAY_HEIGHT)
+     x_cols_sub = 1;
+   if (k_size < tile)
+    w_cols_sub = 1;
+
+   // Operation selection
+   switch (gemm_ops) {
+     case MATMUL:
+       op_selection |= (RNE << 29 | RNE << 26 | OP_FMADD << 22 | OP_MINMAX << 18 | SRC_FMT << 15 | DST_FMT << 12) | 0;
+     break;
+     
+     case GEMM:
+       op_selection |= (RNE << 29 | RNE << 26 | OP_FMADD << 22 | OP_MINMAX << 18 | SRC_FMT << 15 | DST_FMT << 12) | 1;
+     break;
+     
+     case ADDMAX:
+       op_selection |= (RNE << 29 | RTZ << 26 | OP_ADD << 22 | OP_MINMAX << 18 | SRC_FMT << 15 | DST_FMT << 12) | 1;
+     break;
+     
+     case ADDMIN:
+       op_selection |= (RNE << 29 | RNE << 26 | OP_ADD << 22 | OP_MINMAX << 18 | SRC_FMT << 15 | DST_FMT << 12) | 1;
+     break;
+     
+     case MULMAX:
+       op_selection |= (RNE << 29 | RTZ << 26 | OP_MUL << 22 | OP_MINMAX << 18 | SRC_FMT << 15 | DST_FMT << 12) | 1;
+     break;
+     
+     case MULMIN:
+       op_selection |= (RNE << 29 | RNE << 26 | OP_MUL << 22 | OP_MINMAX << 18 | SRC_FMT << 15 | DST_FMT << 12) | 1;
+     break;
+     
+     case MAXMIN:
+       op_selection |= (RTZ << 29 | RNE << 26 | OP_MINMAX << 22 | OP_MINMAX << 18 | SRC_FMT << 15 | DST_FMT << 12) | 1;
+     break;
+     
+     case MINMAX:
+       op_selection |= (RNE << 29 | RTZ << 26 | OP_MINMAX << 22 | OP_MINMAX << 18 | SRC_FMT << 15 | DST_FMT << 12) | 1;
+     break;
+   }
+
+   // Storing iterations and residuals in registers
+   x_iters      |= x_rows_iter   << 16 | x_cols_iter   << 0;
+   w_iters      |= w_rows_iter   << 16 | w_cols_iter   << 0;
+   leftovers    |= x_rows_lftovr << 24 | x_cols_lftovr << 16 | w_rows_lftovr << 8  | w_cols_lftovr << 0;
+   left_params  |= tot_stores    << 16 | x_rows_sub    << 15 | x_cols_sub    << 14 | w_cols_sub   << 13;
+   x_d1_stride   = ((4*FPFORMAT)/ADDR_WIDTH)*(((DATA_WIDTH/FPFORMAT)*x_cols_iter_tmp) + x_cols_lftovr);
+   x_rows_offs   = ARRAY_WIDTH*x_d1_stride;
+   w_tot_len     = w_rows_iter*w_cols_iter*x_rows_iter;
+   w_d0_stride   = ((4*FPFORMAT)/ADDR_WIDTH)*(((DATA_WIDTH/FPFORMAT)*w_cols_iter_tmp) + w_cols_lftovr);
+   yz_tot_len    = ARRAY_WIDTH*x_rows_iter*w_cols_iter;
+   yz_d0_stride  = w_d0_stride;
+   yz_d2_stride  = ARRAY_WIDTH*w_d0_stride;
+   tot_x_read    = x_rows_iter*x_cols_iter*w_cols_iter;
+
+   // Writing the computations in configuration register
+   HWPE_WRITE(x_iters       , REDMULE_REG_OFFS + REDMULE_REG_X_ITER_PTR         );
+   HWPE_WRITE(w_iters       , REDMULE_REG_OFFS + REDMULE_REG_W_ITER_PTR         );
+   HWPE_WRITE(leftovers     , REDMULE_REG_OFFS + REDMULE_REG_LEFTOVERS_PTR      );
+   HWPE_WRITE(left_params   , REDMULE_REG_OFFS + REDMULE_REG_LEFT_PARAMS_PTR    );
+   HWPE_WRITE(x_d1_stride   , REDMULE_REG_OFFS + REDMULE_REG_X_D1_STRIDE_PTR    );
+   HWPE_WRITE(x_rows_offs   , REDMULE_REG_OFFS + REDMULE_REG_X_ROWS_OFFS_PTR    );
+   HWPE_WRITE(tot_x_read    , REDMULE_REG_OFFS + REDMULE_REG_TOT_X_READ_PTR     );
+   HWPE_WRITE(x_buffer_slots, REDMULE_REG_OFFS + REDMULE_REG_X_BUFFER_SLOTS_PTR );
+   HWPE_WRITE(w_tot_len     , REDMULE_REG_OFFS + REDMULE_REG_W_TOT_LEN_PTR      );
+   HWPE_WRITE(w_d0_stride   , REDMULE_REG_OFFS + REDMULE_REG_W_D0_STRIDE_PTR    );
+   HWPE_WRITE(yz_tot_len    , REDMULE_REG_OFFS + REDMULE_REG_YZ_TOT_LEN_PTR     );
+   HWPE_WRITE(yz_d0_stride  , REDMULE_REG_OFFS + REDMULE_REG_YZ_D0_STRIDE_PTR   );
+   HWPE_WRITE(yz_d2_stride  , REDMULE_REG_OFFS + REDMULE_REG_YZ_D2_STRIDE_PTR   );
+   HWPE_WRITE(op_selection  , REDMULE_REG_OFFS + REDMULE_REG_OP_SELECTION       );
+}
+
+void generate_test_data16(int x_start_addr,
+                          int w_start_addr,
+                          int y_start_addr,
+                          int m_size,
+                          int n_size,
+                          int k_size) {
+  
+  int x_addr     = x_start_addr;
+  int w_addr     = w_start_addr;
+  int y_addr     = y_start_addr;
+  int x_end_addr = x_start_addr + (2*m_size*n_size);
+  int w_end_addr = w_start_addr + (2*n_size*k_size);
+  int y_end_addr = y_start_addr + (2*m_size*k_size);
+
+  // Generating input stimuli from golden model
+  for (x_addr = x_start_addr; x_addr < x_end_addr; x_addr += 2) {
+    int x = x_addr - x_start_addr;
+    *(uint32_t *)(x_addr) = x_inp[x/2];
+  }
+
+  // Generating Weight stimuli from golden model
+  for (w_addr = w_start_addr; w_addr < w_end_addr; w_addr += 2) {
+    int w = w_addr - w_start_addr;
+    *(uint32_t *)(w_addr) = w_inp[w/2];
+  }
+
+  for (y_addr = y_start_addr; y_addr < y_end_addr; y_addr += 2) {
+    int y = y_addr - y_start_addr;
+    *(uint32_t *)(y_addr) = y_inp[y/2];
+  }
+}
+
+int redmule_compare16 (int z_start_addr, int m_size, int k_size) {
+  int err = 0;
+  int z_end_addr = z_start_addr + 2*m_size*k_size;
+  uint16_t z_computed;
+  uint16_t diff, diff_1, diff_2;
+
+  for (int z_addr = z_start_addr; z_addr < z_end_addr; z_addr += 2) {
+    int z = z_addr - z_start_addr;
+    z_computed = *(uint32_t *)(z_addr);
+
+    if ( z_computed != z_oup[z/2] ) {
+      diff_1 = z_computed - z_oup[z/2];
+      if (diff_1 > 3) {
+        diff_2 = z_oup[z/2] - z_computed;
+        if (diff_2 > 3) {
+          err++;
+        }
+      }
+    }
+  }
+
+  return err;
+
+}
+
+int redmule16_compare_int(uint32_t *actual_z, uint32_t *golden_z, int len) {
+  #define ERR 0x0011
+  uint32_t actual_word = 0;
+  uint16_t actual_MSHWord, actual_LSHWord;
+  uint32_t golden_word = 0;
+  uint16_t golden_MSHWord, golden_LSHWord;
+  uint32_t actual = 0;
+  uint32_t golden = 0;
+
+  int errors = 0;
+  int error;
+
+  for (int i=0; i<len; i++) {
+    error = 0;
+    actual_word = *(actual_z+i);
+    golden_word = *(golden_z+i);
+
+    uint16_t diff = 0;
+    
+    // Chechink Least Significant Half-Word
+    actual_LSHWord = (uint16_t)(actual_word & 0x0000FFFF);
+    golden_LSHWord = (uint16_t)(golden_word & 0x0000FFFF);
+
+    diff = (actual_LSHWord > golden_LSHWord) ? (actual_LSHWord - golden_LSHWord) : 0;
+    diff = (actual_LSHWord < golden_LSHWord) ? (golden_LSHWord - actual_LSHWord) : 0;
+
+    if (diff > ERR) {
+      error = 1;
+      #ifdef VERBOSE
+        tfp_printf ("diff: 0x%08x\n", diff);
+        tfp_printf ("LSW: Error!\n");
+      #endif
+    }
+
+    // Checking Most Significant Half-Word
+    actual_MSHWord = (uint16_t)((actual_word >> 16) & 0x0000FFFF);
+    golden_MSHWord = (uint16_t)((golden_word >> 16) & 0x0000FFFF);
+
+    diff = (actual_MSHWord > golden_MSHWord) ? (actual_MSHWord - golden_MSHWord) : 0;
+    diff = (actual_MSHWord < golden_MSHWord) ? (golden_MSHWord - actual_MSHWord) : 0;
+
+    if (diff > ERR) {
+      error = 1;
+      #ifdef VERBOSE
+        tfp_printf ("diff: 0x%08x\n", diff);
+        tfp_printf ("MSW: Error!\n");
+      #endif
+    }
+    
+    errors += error;
+
+    #ifdef DEBUG
+      tfp_printf("  Golden: 0x%08x; Actual: 0x%08x,\n", golden_word, actual_word);
+    #endif
+
+    #ifdef VERBOSE
+    if(error) {
+        if(errors==1) tfp_printf("  golden     <- actual     @ address    @ index\n");
+        tfp_printf("  0x%08x <- 0x%08x @ 0x%08x @ 0x%08x\n", golden_word, actual_word, (actual_z+i), i*4);
+    }
+    #endif
+  }
+  return errors;
+}
+
+int redmule8_compare_int(uint32_t *actual_z, uint32_t *golden_z, int len) {
+  #define ERR 0x0011
+  uint32_t actual_word = 0;
+  uint8_t  actual_Byte0,
+           actual_Byte1,
+           actual_Byte2,
+           actual_Byte3;
+  uint32_t golden_word = 0;
+  uint8_t  golden_Byte0,
+           golden_Byte1,
+           golden_Byte2,
+           golden_Byte3;
+  uint32_t actual = 0;
+  uint32_t golden = 0;
+
+  int errors = 0;
+  int error;
+
+  for (int i=0; i<len; i++) {
+    error = 0;
+    actual_word = *(actual_z+i);
+    golden_word = *(golden_z+i);
+
+    uint8_t diff = 0;
+    
+    // Cheching Byte0
+    actual_Byte0 = (uint8_t)(actual_word & 0x000000FF);
+    golden_Byte0 = (uint8_t)(golden_word & 0x000000FF);
+
+    diff = (actual_Byte0 > golden_Byte0) ? (actual_Byte0 - golden_Byte0) : 0;
+    diff = (actual_Byte0 < golden_Byte0) ? (golden_Byte0 - actual_Byte0) : 0;
+
+    if (diff > ERR) {
+      error = 1;
+      tfp_printf ("diff: 0x%08x\n", diff);
+      tfp_printf ("Byte0: Error!\n");
+    }
+
+    // Cheching Byte1
+    actual_Byte1 = (uint8_t)( (actual_word >> 8 ) & 0x000000FF);
+    golden_Byte1 = (uint8_t)( (golden_word >> 8 ) & 0x000000FF);
+
+    diff = (actual_Byte1 > golden_Byte1) ? (actual_Byte1 - golden_Byte1) : 0;
+    diff = (actual_Byte1 < golden_Byte1) ? (golden_Byte1 - actual_Byte1) : 0;
+
+    if (diff > ERR) {
+      error = 1;
+      tfp_printf ("diff: 0x%08x\n", diff);
+      tfp_printf ("Byte1: Error!\n");
+    }
+
+    // Cheching Byte2
+    actual_Byte2 = (uint8_t)( (actual_word >> 16 ) & 0x000000FF);
+    golden_Byte2 = (uint8_t)( (golden_word >> 16 ) & 0x000000FF);
+
+    diff = (actual_Byte2 > golden_Byte2) ? (actual_Byte2 - golden_Byte2) : 0;
+    diff = (actual_Byte2 < golden_Byte2) ? (golden_Byte2 - actual_Byte2) : 0;
+
+    if (diff > ERR) {
+      error = 1;
+      tfp_printf ("diff: 0x%08x\n", diff);
+      tfp_printf ("Byte2: Error!\n");
+    }
+
+    // Cheching Byte3
+    actual_Byte3 = (uint8_t)( (actual_word >> 24 ) & 0x000000FF);
+    golden_Byte3 = (uint8_t)( (golden_word >> 24 ) & 0x000000FF);
+
+    diff = (actual_Byte3 > golden_Byte3) ? (actual_Byte3 - golden_Byte3) : 0;
+    diff = (actual_Byte3 < golden_Byte3) ? (golden_Byte3 - actual_Byte3) : 0;
+
+    if (diff > ERR) {
+      error = 1;
+      tfp_printf ("diff: 0x%08x\n", diff);
+      tfp_printf ("Byte3: Error!\n");
+    }
+    
+    errors += error;
+
+    #ifdef DEBUG
+      tfp_printf("  Golden: 0x%08x; Actual: 0x%08x,\n", golden_word, actual_word);
+    #endif
+
+    #ifdef VERBOSE
+      if(error) {
+        if(errors==1) tfp_printf("  golden     <- actual     @ address    @ index\n");
+        tfp_printf("  0x%08x <- 0x%08x @ 0x%08x @ 0x%08x\n", golden_word, actual_word, (actual_z+i), i*4);
+      }
+    #endif
+  }
+  return errors;
+}
+
+#endif
diff --git a/carfield/redmule/inc/golden.h b/carfield/redmule/inc/golden.h
new file mode 100644
index 0000000..f664e47
--- /dev/null
+++ b/carfield/redmule/inc/golden.h
@@ -0,0 +1,387 @@
+ /* Header file generated by RedMulE Golden Model */
+uint32_t golden [384] = {
+0x48974845,
+0x48384608,
+0x487b4855,
+0x48804869,
+0x48b046d1,
+0x483f48db,
+0x485f48c9,
+0x483a4881,
+0x472c484b,
+0x492b4762,
+0x48fd4822,
+0x492e488e,
+0x484f483e,
+0x46d749e8,
+0x489d484b,
+0x47e9490b,
+0x47d2484f,
+0x474744be,
+0x46c047c7,
+0x48af4727,
+0x482d46c5,
+0x482e483d,
+0x479f4897,
+0x4749488b,
+0x46a8489a,
+0x488b46f2,
+0x47e84891,
+0x483d4872,
+0x46fd4716,
+0x46a049b5,
+0x47a446e7,
+0x476748a1,
+0x49354939,
+0x48c14703,
+0x48bd4863,
+0x48cf4913,
+0x48b848b6,
+0x49204946,
+0x48e1495e,
+0x48b24938,
+0x4882493a,
+0x49d5483b,
+0x49724911,
+0x49df496b,
+0x488848f2,
+0x48214a46,
+0x490c48c1,
+0x48a349b2,
+0x47b0463a,
+0x476244cb,
+0x46b94765,
+0x4814466a,
+0x47964631,
+0x474b4666,
+0x47044798,
+0x47614838,
+0x459047d3,
+0x48a245ea,
+0x484447f1,
+0x4776484b,
+0x46d847d6,
+0x44d348f3,
+0x478d46fa,
+0x466e481e,
+0x481e4827,
+0x479445a2,
+0x48064727,
+0x48d5475d,
+0x48284708,
+0x480d4862,
+0x48324895,
+0x47f148bd,
+0x46a7482a,
+0x492d47b1,
+0x4884484d,
+0x485f48dc,
+0x480c476d,
+0x46d348e9,
+0x48844728,
+0x480e48a0,
+0x48134862,
+0x485a4675,
+0x473847e8,
+0x48234836,
+0x482146e7,
+0x47b34822,
+0x48554846,
+0x47174863,
+0x47c14872,
+0x488e46d5,
+0x485f47e2,
+0x48b8487c,
+0x4788481e,
+0x467748bd,
+0x47f846c9,
+0x47fc48fe,
+0x47b247a0,
+0x467e4588,
+0x46c74662,
+0x481246e8,
+0x474e4536,
+0x468f46c0,
+0x4679481f,
+0x46e246a1,
+0x45604809,
+0x47eb4630,
+0x475746b5,
+0x477f4848,
+0x46d846a6,
+0x459a4870,
+0x46784670,
+0x468c47d2,
+0x48c44762,
+0x479146e3,
+0x486d46b1,
+0x486747d0,
+0x47f6468d,
+0x475648a5,
+0x48544857,
+0x48384866,
+0x46ec484d,
+0x48f647d2,
+0x4879484a,
+0x483c4848,
+0x4806471d,
+0x473048fa,
+0x47b84768,
+0x46f94865,
+0x491848a8,
+0x486746ca,
+0x48624800,
+0x491048d3,
+0x4849474e,
+0x486b48eb,
+0x48c54966,
+0x483048f4,
+0x477848f9,
+0x499e481e,
+0x48f148cf,
+0x49234982,
+0x47cf487c,
+0x464949ea,
+0x495e4773,
+0x483f48b2,
+0x497548a7,
+0x481e4616,
+0x4866481f,
+0x486448b6,
+0x487347dc,
+0x487f485c,
+0x491f4938,
+0x48b6490d,
+0x48a148f8,
+0x492d4859,
+0x4915489c,
+0x48874899,
+0x4859486c,
+0x471e49ca,
+0x49184867,
+0x482748d3,
+0x4998488b,
+0x481d4704,
+0x488048b8,
+0x49444876,
+0x48f2470c,
+0x489b48b9,
+0x48e54956,
+0x48a548d6,
+0x485648dc,
+0x49ab484e,
+0x490e48e0,
+0x494548dd,
+0x48dd488b,
+0x47ea4a32,
+0x49114835,
+0x48194965,
+0x481e460e,
+0x4673452c,
+0x4717475c,
+0x46d046f6,
+0x46bc4696,
+0x481e4726,
+0x46ea4763,
+0x475846fe,
+0x4627478b,
+0x483f4704,
+0x47b146ad,
+0x48164792,
+0x468446f2,
+0x45a84827,
+0x47a4472f,
+0x462b4797,
+0x48ab483f,
+0x4863468f,
+0x4766485a,
+0x48cb481d,
+0x490347dc,
+0x483048fc,
+0x483e48cc,
+0x486448ab,
+0x47634966,
+0x499d4794,
+0x488b488e,
+0x496048dc,
+0x484c4854,
+0x474c499c,
+0x48bc4826,
+0x48834949,
+0x4905489d,
+0x481e4718,
+0x48f448e3,
+0x490448c1,
+0x48b347e8,
+0x48d44892,
+0x489448ff,
+0x488648d5,
+0x480348fa,
+0x492e47d2,
+0x48b24870,
+0x492b48e5,
+0x4785487b,
+0x471d49e3,
+0x48bf4837,
+0x48c4489b,
+0x4871475c,
+0x4811464a,
+0x471c47af,
+0x48174817,
+0x484e463b,
+0x464f477f,
+0x487c4704,
+0x472547a3,
+0x462a4853,
+0x4860465a,
+0x48804736,
+0x482b47e1,
+0x46c04811,
+0x475d48dc,
+0x48064668,
+0x46f44893,
+0x49594858,
+0x487b463d,
+0x484e480f,
+0x48a648c0,
+0x48944847,
+0x484a48a0,
+0x48f4491e,
+0x48b548fc,
+0x47d248ce,
+0x497f47db,
+0x49394955,
+0x48ce48a7,
+0x48844890,
+0x476349d6,
+0x4922486e,
+0x48c348f4,
+0x491c47ec,
+0x47834698,
+0x47544715,
+0x47524745,
+0x4832472f,
+0x48094817,
+0x48c347f8,
+0x480047e6,
+0x473048b6,
+0x48cb480a,
+0x488e479e,
+0x488e47c2,
+0x47ee472f,
+0x4744489d,
+0x48514755,
+0x47d34846,
+0x48a04838,
+0x47624634,
+0x48064786,
+0x482d47e3,
+0x486c4726,
+0x480347b7,
+0x481448ac,
+0x483948e0,
+0x47504827,
+0x48c546f2,
+0x4886483f,
+0x485648ad,
+0x47a947e8,
+0x47434937,
+0x481f46d0,
+0x4804484c,
+0x481f47fd,
+0x4813456d,
+0x4807474d,
+0x480e4688,
+0x481046e8,
+0x4799469f,
+0x478f4853,
+0x482447f2,
+0x471f47d0,
+0x485f46da,
+0x481c4813,
+0x4863482e,
+0x480b4786,
+0x46b848c9,
+0x46e2475a,
+0x46c54852,
+0x480245af,
+0x46c24466,
+0x4743465d,
+0x47ba46b7,
+0x46c34636,
+0x47844677,
+0x47c2485a,
+0x46ac46dc,
+0x460e47de,
+0x4834465f,
+0x476947f4,
+0x481046fc,
+0x45ea45fd,
+0x45b548d0,
+0x47834704,
+0x46c44830,
+0x47c74759,
+0x45b0453d,
+0x47024741,
+0x47934736,
+0x47ba461b,
+0x46dd470b,
+0x470b4657,
+0x4710470d,
+0x468f486c,
+0x46ba45c3,
+0x483b479d,
+0x477446c9,
+0x46a746a9,
+0x46064833,
+0x46a94690,
+0x46a746f5,
+0x48bb47ac,
+0x4803452c,
+0x4824470f,
+0x48cb47d5,
+0x484a4707,
+0x47974832,
+0x482c4851,
+0x4877487a,
+0x465d4891,
+0x48ce47f4,
+0x48994898,
+0x486a484e,
+0x47f047ac,
+0x4611493e,
+0x489e47e2,
+0x46af488c,
+0x48364665,
+0x46b645e4,
+0x46b946a1,
+0x46dd46c8,
+0x474b4658,
+0x4777467b,
+0x47984769,
+0x475e4785,
+0x4656472a,
+0x488145fb,
+0x472d46fc,
+0x47a3476e,
+0x46ca465d,
+0x45004855,
+0x479a464f,
+0x473846c3,
+0x486c481e,
+0x48014659,
+0x477a4756,
+0x487b47d5,
+0x48084706,
+0x4838484f,
+0x48634870,
+0x480648d3,
+0x47714865,
+0x494c46be,
+0x484c4915,
+0x48624900,
+0x46e8481a,
+0x46a04974,
+0x483d4775,
+0x480e487c,
+};
\ No newline at end of file
diff --git a/carfield/redmule/inc/tensor_dim.h b/carfield/redmule/inc/tensor_dim.h
new file mode 100644
index 0000000..21bd0d8
--- /dev/null
+++ b/carfield/redmule/inc/tensor_dim.h
@@ -0,0 +1,13 @@
+ /* Header file generated by RedMulE Golden Model */
+#ifndef __TENSOR_DIM__
+#define __TENSOR_DIM__
+
+#define M_SIZE  24 
+#define N_SIZE  32 
+#define K_SIZE  32
+#define SRC_FMT FP16
+#define DST_FMT FP16
+#define FPFORMAT 16
+uint8_t gemm_ops = GEMM; 
+
+#endif
diff --git a/carfield/redmule/inc/w_2D.h b/carfield/redmule/inc/w_2D.h
new file mode 100644
index 0000000..9409c64
--- /dev/null
+++ b/carfield/redmule/inc/w_2D.h
@@ -0,0 +1,35 @@
+ /* Header file generated by RedMulE Golden Model */
+uint16_t w_inp_2D [32][32] = {
+0x311a, 0x39e0, 0x387d, 0x3a4a, 0x386f, 0x3ada, 0x392f, 0x3854, 0x3014, 0x2fd2, 0x31c9, 0x2fca, 0x2e55, 0x3bc8, 0x396d, 0x3b1d, 0x39f6, 0x333a, 0x3908, 0x3628, 0x3bab, 0x3b8b, 0x3b4a, 0x322d, 0x3925, 0x317a, 0x3725, 0x31c2, 0x3066, 0x38f3, 0x3a17, 0x3476, 
+0x3bda, 0x3196, 0x3922, 0x3680, 0x396a, 0x3021, 0x3761, 0x374d, 0x2fc2, 0x3967, 0x3b94, 0x33b5, 0x3797, 0x34d6, 0x3655, 0x2176, 0x39bc, 0x3999, 0x3658, 0x3904, 0x3759, 0x2ade, 0x3a5a, 0x3b78, 0x36c7, 0x2d01, 0x3b58, 0x2d9a, 0x373d, 0x3952, 0x38e8, 0x3887, 
+0x37b6, 0x3a88, 0x2f8a, 0x2d79, 0x3413, 0x3421, 0x3976, 0x32b2, 0x3446, 0x2d99, 0x3a56, 0x3322, 0x3b49, 0x39fa, 0x3acd, 0x3af6, 0x304c, 0x3abb, 0x3a83, 0x38b2, 0x3ab9, 0x363e, 0x389f, 0x31bb, 0x38e1, 0x3bc4, 0x3b9b, 0x2984, 0x3a43, 0x3b2f, 0x35d6, 0x3bda, 
+0x2df3, 0x3bf8, 0x2acc, 0x378b, 0x3555, 0x2e59, 0x31d4, 0x34ec, 0x3a46, 0x3bab, 0x3214, 0x3161, 0x3470, 0x3a03, 0x368e, 0x31ad, 0x27cb, 0x2ecb, 0x3422, 0x39f7, 0x3644, 0x3a77, 0x313f, 0x34f2, 0x39b3, 0x3bf2, 0x379a, 0x3456, 0x35fe, 0x3ae7, 0x3964, 0x385f, 
+0x3b16, 0x3999, 0x3833, 0x2eda, 0x3afd, 0x3a4a, 0x3ba2, 0x2bd4, 0x3b38, 0x31a2, 0x32dd, 0x353c, 0x366f, 0x375e, 0x3821, 0x367a, 0x3b44, 0x39e6, 0x3787, 0x339e, 0x39d7, 0x38c6, 0x37d5, 0x342f, 0x3984, 0x319b, 0x33b5, 0x35ab, 0x398a, 0x374e, 0x36b6, 0x3b21, 
+0x3bbb, 0x2ab3, 0x2ad5, 0x33bc, 0x2bef, 0x3780, 0x3738, 0x3a0b, 0x3b09, 0x30ca, 0x384e, 0x3ab3, 0x39bd, 0x3453, 0x3a6d, 0x3957, 0x2c10, 0x30e9, 0x35d4, 0x3aef, 0x3be9, 0x39ad, 0x3a74, 0x3af9, 0x3739, 0x2d4d, 0x39fe, 0x3b72, 0x2c57, 0x398c, 0x381f, 0x3930, 
+0x3820, 0x321b, 0x3964, 0x2964, 0x33a0, 0x2d00, 0x2490, 0x336b, 0x3465, 0x3b2e, 0x3aa0, 0x371f, 0x300e, 0x3a09, 0x3bf1, 0x25cc, 0x3b6f, 0x3384, 0x3a88, 0x3acb, 0x3814, 0x36d0, 0x3081, 0x3a2c, 0x3353, 0x39cb, 0x31ed, 0x3af6, 0x3721, 0x36c7, 0x2ce2, 0x390d, 
+0x3698, 0x3ab2, 0x3b3e, 0x2eb4, 0x3998, 0x39e3, 0x3a77, 0x3632, 0x2c12, 0x3bd5, 0x3ba3, 0x3bba, 0x323c, 0x367b, 0x3557, 0x39c8, 0x37db, 0x3b45, 0x3b6e, 0x3931, 0x3121, 0x3a8d, 0x3a55, 0x3b9b, 0x358a, 0x3925, 0x3491, 0x3912, 0x3b6b, 0x3584, 0x32df, 0x3120, 
+0x32b2, 0x3b0a, 0x2cad, 0x3465, 0x3ad3, 0x3bcd, 0x363b, 0x3afe, 0x354b, 0x3374, 0x39af, 0x3b7f, 0x308c, 0x2e72, 0x3380, 0x3b70, 0x3902, 0x38d8, 0x39f3, 0x3a4b, 0x3853, 0x397b, 0x2ebe, 0x387f, 0x2845, 0x37e2, 0x360f, 0x370b, 0x3acb, 0x35d4, 0x36e6, 0x3262, 
+0x2e88, 0x3a54, 0x2ee3, 0x3575, 0x3afe, 0x2aee, 0x39a0, 0x3aae, 0x3693, 0x3432, 0x3834, 0x3b9b, 0x3bcb, 0x2e3a, 0x356d, 0x374e, 0x3924, 0x383c, 0x311e, 0x3ac5, 0x352d, 0x311e, 0x38ca, 0x34d4, 0x36ca, 0x34ed, 0x3a13, 0x33eb, 0x3639, 0x3828, 0x3b3c, 0x3939, 
+0x3837, 0x3521, 0x2cb5, 0x3629, 0x3924, 0x384c, 0x366a, 0x3bbf, 0x2e9e, 0x3ba8, 0x33ad, 0x38c8, 0x3934, 0x3907, 0x249a, 0x3690, 0x3a09, 0x3215, 0x3898, 0x325d, 0x37d5, 0x3195, 0x361c, 0x3ae4, 0x351f, 0x3452, 0x3bc0, 0x375c, 0x39bf, 0x317a, 0x3aae, 0x283a, 
+0x3476, 0x3b92, 0x3472, 0x383e, 0x280f, 0x39d6, 0x2fd1, 0x31f4, 0x2ffb, 0x3b97, 0x3692, 0x36c0, 0x3989, 0x33cf, 0x3ba6, 0x3239, 0x35d7, 0x33ab, 0x31eb, 0x3b47, 0x389b, 0x3b88, 0x3580, 0x354c, 0x3802, 0x3b9a, 0x3b94, 0x2a92, 0x2db1, 0x38bd, 0x2dfb, 0x3900, 
+0x344f, 0x3739, 0x27a5, 0x3b2e, 0x342b, 0x34bb, 0x30c8, 0x3ae8, 0x3b26, 0x3982, 0x38c0, 0x3408, 0x38c8, 0x36ef, 0x3bf0, 0x3acf, 0x3a3c, 0x3825, 0x31a5, 0x3ada, 0x3b5b, 0x37db, 0x3a01, 0x3663, 0x3a7d, 0x327b, 0x3a1f, 0x3862, 0x38af, 0x3204, 0x372e, 0x3b19, 
+0x3708, 0x3622, 0x2e62, 0x39ab, 0x2d4d, 0x31b4, 0x3552, 0x3bbc, 0x36f2, 0x36eb, 0x38ef, 0x3755, 0x3bbe, 0x2c17, 0x3815, 0x2f53, 0x363f, 0x38c1, 0x3246, 0x386b, 0x34de, 0x34e4, 0x3baa, 0x349e, 0x32ce, 0x3a68, 0x373f, 0x2cce, 0x3b36, 0x28ba, 0x3b50, 0x3232, 
+0x1f34, 0x3928, 0x35cd, 0x3b38, 0x30ce, 0x35a1, 0x3a06, 0x3a32, 0x3a53, 0x3489, 0x3241, 0x372f, 0x390c, 0x3a1b, 0x378a, 0x3713, 0x3769, 0x37a8, 0x3418, 0x3ad4, 0x3a4e, 0x3bf7, 0x37a5, 0x34dc, 0x39b2, 0x351b, 0x3372, 0x349f, 0x2f50, 0x3ab1, 0x3795, 0x2db7, 
+0x3864, 0x3157, 0x3900, 0x323e, 0x389e, 0x3880, 0x3b1f, 0x37a1, 0x396c, 0x2e43, 0x2c2a, 0x3b78, 0x3988, 0x3a14, 0x39c1, 0x3b51, 0x3780, 0x3bf2, 0x2d19, 0x3815, 0x3a5f, 0x3641, 0x2f62, 0x37d5, 0x3564, 0x139a, 0x3ab8, 0x28f7, 0x3785, 0x34e1, 0x3097, 0x3768, 
+0x3971, 0x3ae2, 0x32ae, 0x2fd5, 0x382a, 0x346c, 0x3133, 0x3167, 0x3940, 0x2d12, 0x389a, 0x3bd0, 0x3943, 0x391c, 0x3a75, 0x2a11, 0x391e, 0x372d, 0x3a79, 0x3b72, 0x3373, 0x39b7, 0x35d7, 0x372b, 0x3a6d, 0x38a1, 0x3279, 0x3434, 0x3694, 0x3b45, 0x3abb, 0x392d, 
+0x34a8, 0x3757, 0x32ca, 0x345d, 0x36a5, 0x3854, 0x2dcd, 0x30af, 0x38dd, 0x3067, 0x3411, 0x3997, 0x397a, 0x3a64, 0x38b8, 0x3962, 0x3509, 0x3bb6, 0x3a66, 0x339f, 0x372a, 0x31a8, 0x37da, 0x36ff, 0x33c6, 0x31da, 0x3977, 0x3b72, 0x3841, 0x3567, 0x3433, 0x33b8, 
+0x39fe, 0x3a10, 0x3bf2, 0x35e7, 0x3a4a, 0x3b3e, 0x2ec7, 0x3aa4, 0x3846, 0x3af9, 0x38a9, 0x2c1f, 0x39ab, 0x349f, 0x31d6, 0x39ae, 0x3b79, 0x352d, 0x3516, 0x347c, 0x2f33, 0x35ad, 0x31c4, 0x3b52, 0x354b, 0x3786, 0x3ab7, 0x3896, 0x34ac, 0x352f, 0x37e6, 0x326a, 
+0x2e44, 0x34c7, 0x388d, 0x3bf4, 0x363f, 0x3b3d, 0x33b1, 0x3b8b, 0x3340, 0x37f7, 0x3b07, 0x25bf, 0x398e, 0x3505, 0x3bd7, 0x366d, 0x388a, 0x2cc0, 0x359a, 0x3b9a, 0x3b99, 0x379d, 0x3b6b, 0x39b8, 0x3223, 0x2703, 0x3ba9, 0x2ecb, 0x3759, 0x39d8, 0x37ac, 0x32cf, 
+0x35f2, 0x38a3, 0x399e, 0x3bd2, 0x3780, 0x3af3, 0x3b5e, 0x337b, 0x3a08, 0x35da, 0x3446, 0x3b25, 0x3ad0, 0x3bee, 0x3141, 0x32d8, 0x34ce, 0x2ac9, 0x3800, 0x3a8a, 0x2d53, 0x368a, 0x3561, 0x3998, 0x35a3, 0x3677, 0x3ab2, 0x3269, 0x3236, 0x3b3e, 0x3aba, 0x3bac, 
+0x395d, 0x3820, 0x1df6, 0x3bb5, 0x35b5, 0x3675, 0x3b74, 0x360f, 0x34de, 0x3a0c, 0x3aeb, 0x299d, 0x3207, 0x3bd8, 0x2178, 0x3995, 0x3948, 0x3908, 0x3843, 0x2ea5, 0x3045, 0x3989, 0x345d, 0x39c5, 0x3a89, 0x3863, 0x3be0, 0x397a, 0x38f1, 0x39e2, 0x3b08, 0x352e, 
+0x385f, 0x28f2, 0x3bc3, 0x35e0, 0x380c, 0x3b9c, 0x3afc, 0x390a, 0x3689, 0x34fd, 0x2cf5, 0x308e, 0x342b, 0x3921, 0x3a67, 0x3ad6, 0x2986, 0x32fc, 0x35aa, 0x3507, 0x3608, 0x33fd, 0x3bf3, 0x39e2, 0x3b0f, 0x30b7, 0x3896, 0x3ae4, 0x2145, 0x35b6, 0x2e1d, 0x3ad1, 
+0x333d, 0x3afb, 0x2703, 0x3413, 0x1d7d, 0x3b7f, 0x3ae1, 0x303c, 0x3004, 0x39d3, 0x3554, 0x31a4, 0x354e, 0x3662, 0x39c5, 0x2eb7, 0x2c6e, 0x397f, 0x31d8, 0x1f0c, 0x38e3, 0x35f0, 0x2714, 0x28d1, 0x375e, 0x3a75, 0x3830, 0x3578, 0x397d, 0x3b18, 0x383c, 0x3498, 
+0x39ad, 0x3598, 0x23c4, 0x34ea, 0x3a61, 0x2b00, 0x3707, 0x3ae1, 0x37ae, 0x389d, 0x37fa, 0x3673, 0x3278, 0xf3e, 0x3809, 0x33c6, 0x3bf5, 0x3279, 0x3816, 0x360c, 0x39c8, 0x381f, 0x3741, 0x2d66, 0x38c0, 0x37d3, 0x377a, 0x3621, 0x2faf, 0x392e, 0x2de6, 0x33c5, 
+0x3803, 0x2600, 0x32e9, 0x39b4, 0x38d2, 0x34e8, 0x2fe6, 0x3199, 0x3643, 0x3a77, 0x27cc, 0x39d7, 0x34c6, 0x2ea8, 0x364e, 0x3b07, 0x31c7, 0x30a1, 0x31b1, 0x3b8f, 0x3571, 0x3b75, 0x3989, 0x3805, 0x39fb, 0x3945, 0x352b, 0x31d8, 0x3904, 0x3440, 0x3a57, 0x2cf7, 
+0x3b39, 0x2fcd, 0x2b89, 0x2edd, 0x3682, 0x36a9, 0x32c8, 0x37ac, 0x32a5, 0x3311, 0x394b, 0x3b84, 0x3aec, 0x3601, 0x2765, 0x3b69, 0x396b, 0x3727, 0x3bfe, 0x3907, 0x376f, 0x3674, 0x3973, 0x3671, 0x3491, 0x3993, 0x383f, 0x3335, 0x3989, 0x3550, 0x3077, 0x35f5, 
+0x3a59, 0x3950, 0x380c, 0x37cd, 0x30bf, 0x3607, 0x3afa, 0x3b5d, 0x32b9, 0x386b, 0x35bd, 0x3aca, 0x3ba5, 0x3b2d, 0x3b19, 0x3b8b, 0x345e, 0x2845, 0x34aa, 0x372a, 0x3448, 0x34f5, 0x3ae2, 0x3637, 0x2cb5, 0x354b, 0x3b15, 0x2ca8, 0x2641, 0x3178, 0x2cfe, 0x39b4, 
+0x3bdd, 0x3acb, 0x3a05, 0x38a2, 0x3b4a, 0x34e5, 0x395f, 0x394b, 0x34c4, 0x3aa5, 0x29bb, 0x2d96, 0x339d, 0x387c, 0x382e, 0x385a, 0x396b, 0x3aa9, 0x2f1e, 0x33a7, 0x3b90, 0x3b7b, 0x3b5f, 0x39d3, 0x3b18, 0x354f, 0x2cdb, 0x3a6f, 0x3434, 0x34ff, 0x3a5b, 0x3b84, 
+0x3a33, 0x384b, 0x2e67, 0x3b85, 0x3853, 0x380c, 0x346a, 0x3aaa, 0x3492, 0x33e8, 0x3bf2, 0x38ae, 0x3a29, 0x3830, 0x3221, 0x35b1, 0x3a48, 0x2c68, 0x2ced, 0x3a7e, 0x3539, 0x3922, 0x374c, 0x3aaa, 0x2dae, 0x395d, 0x3b3d, 0x3890, 0x2cfe, 0x2dd6, 0x3bad, 0x33c5, 
+0x2c07, 0x3a2c, 0x37a8, 0x390f, 0x2fc8, 0x35ae, 0x388c, 0x30ee, 0x3674, 0x391d, 0x3bfc, 0x36bf, 0x322d, 0x3a78, 0x35c0, 0x3492, 0x3ac8, 0x3504, 0x3315, 0x381d, 0x3a7a, 0x3a08, 0x343c, 0x3bda, 0x341b, 0x39f0, 0x3b9e, 0x395d, 0x3c00, 0x38ab, 0x3bcf, 0x3564, 
+0x33c4, 0x3b0d, 0x3623, 0x33b9, 0x3b92, 0x1e71, 0x2c57, 0x36d0, 0x314b, 0x3a16, 0x3372, 0x341b, 0x3aaa, 0x3444, 0x396b, 0x2dd7, 0x3b30, 0x3559, 0x3b5b, 0x3a29, 0x2d19, 0x38b7, 0x3b01, 0x3afa, 0x398a, 0x3839, 0x3ac9, 0x2e31, 0x3924, 0x39f2, 0x3a7f, 0x3285 
+};
\ No newline at end of file
diff --git a/carfield/redmule/inc/w_input.h b/carfield/redmule/inc/w_input.h
new file mode 100644
index 0000000..dc4d3be
--- /dev/null
+++ b/carfield/redmule/inc/w_input.h
@@ -0,0 +1,35 @@
+ /* Header file generated by RedMulE Golden Model */
+uint16_t w_inp [1024] = {
+0x311a, 0x39e0, 0x387d, 0x3a4a, 0x386f, 0x3ada, 0x392f, 0x3854, 0x3014, 0x2fd2, 0x31c9, 0x2fca, 0x2e55, 0x3bc8, 0x396d, 0x3b1d, 0x39f6, 0x333a, 0x3908, 0x3628, 0x3bab, 0x3b8b, 0x3b4a, 0x322d, 0x3925, 0x317a, 0x3725, 0x31c2, 0x3066, 0x38f3, 0x3a17, 0x3476, 
+0x3bda, 0x3196, 0x3922, 0x3680, 0x396a, 0x3021, 0x3761, 0x374d, 0x2fc2, 0x3967, 0x3b94, 0x33b5, 0x3797, 0x34d6, 0x3655, 0x2176, 0x39bc, 0x3999, 0x3658, 0x3904, 0x3759, 0x2ade, 0x3a5a, 0x3b78, 0x36c7, 0x2d01, 0x3b58, 0x2d9a, 0x373d, 0x3952, 0x38e8, 0x3887, 
+0x37b6, 0x3a88, 0x2f8a, 0x2d79, 0x3413, 0x3421, 0x3976, 0x32b2, 0x3446, 0x2d99, 0x3a56, 0x3322, 0x3b49, 0x39fa, 0x3acd, 0x3af6, 0x304c, 0x3abb, 0x3a83, 0x38b2, 0x3ab9, 0x363e, 0x389f, 0x31bb, 0x38e1, 0x3bc4, 0x3b9b, 0x2984, 0x3a43, 0x3b2f, 0x35d6, 0x3bda, 
+0x2df3, 0x3bf8, 0x2acc, 0x378b, 0x3555, 0x2e59, 0x31d4, 0x34ec, 0x3a46, 0x3bab, 0x3214, 0x3161, 0x3470, 0x3a03, 0x368e, 0x31ad, 0x27cb, 0x2ecb, 0x3422, 0x39f7, 0x3644, 0x3a77, 0x313f, 0x34f2, 0x39b3, 0x3bf2, 0x379a, 0x3456, 0x35fe, 0x3ae7, 0x3964, 0x385f, 
+0x3b16, 0x3999, 0x3833, 0x2eda, 0x3afd, 0x3a4a, 0x3ba2, 0x2bd4, 0x3b38, 0x31a2, 0x32dd, 0x353c, 0x366f, 0x375e, 0x3821, 0x367a, 0x3b44, 0x39e6, 0x3787, 0x339e, 0x39d7, 0x38c6, 0x37d5, 0x342f, 0x3984, 0x319b, 0x33b5, 0x35ab, 0x398a, 0x374e, 0x36b6, 0x3b21, 
+0x3bbb, 0x2ab3, 0x2ad5, 0x33bc, 0x2bef, 0x3780, 0x3738, 0x3a0b, 0x3b09, 0x30ca, 0x384e, 0x3ab3, 0x39bd, 0x3453, 0x3a6d, 0x3957, 0x2c10, 0x30e9, 0x35d4, 0x3aef, 0x3be9, 0x39ad, 0x3a74, 0x3af9, 0x3739, 0x2d4d, 0x39fe, 0x3b72, 0x2c57, 0x398c, 0x381f, 0x3930, 
+0x3820, 0x321b, 0x3964, 0x2964, 0x33a0, 0x2d00, 0x2490, 0x336b, 0x3465, 0x3b2e, 0x3aa0, 0x371f, 0x300e, 0x3a09, 0x3bf1, 0x25cc, 0x3b6f, 0x3384, 0x3a88, 0x3acb, 0x3814, 0x36d0, 0x3081, 0x3a2c, 0x3353, 0x39cb, 0x31ed, 0x3af6, 0x3721, 0x36c7, 0x2ce2, 0x390d, 
+0x3698, 0x3ab2, 0x3b3e, 0x2eb4, 0x3998, 0x39e3, 0x3a77, 0x3632, 0x2c12, 0x3bd5, 0x3ba3, 0x3bba, 0x323c, 0x367b, 0x3557, 0x39c8, 0x37db, 0x3b45, 0x3b6e, 0x3931, 0x3121, 0x3a8d, 0x3a55, 0x3b9b, 0x358a, 0x3925, 0x3491, 0x3912, 0x3b6b, 0x3584, 0x32df, 0x3120, 
+0x32b2, 0x3b0a, 0x2cad, 0x3465, 0x3ad3, 0x3bcd, 0x363b, 0x3afe, 0x354b, 0x3374, 0x39af, 0x3b7f, 0x308c, 0x2e72, 0x3380, 0x3b70, 0x3902, 0x38d8, 0x39f3, 0x3a4b, 0x3853, 0x397b, 0x2ebe, 0x387f, 0x2845, 0x37e2, 0x360f, 0x370b, 0x3acb, 0x35d4, 0x36e6, 0x3262, 
+0x2e88, 0x3a54, 0x2ee3, 0x3575, 0x3afe, 0x2aee, 0x39a0, 0x3aae, 0x3693, 0x3432, 0x3834, 0x3b9b, 0x3bcb, 0x2e3a, 0x356d, 0x374e, 0x3924, 0x383c, 0x311e, 0x3ac5, 0x352d, 0x311e, 0x38ca, 0x34d4, 0x36ca, 0x34ed, 0x3a13, 0x33eb, 0x3639, 0x3828, 0x3b3c, 0x3939, 
+0x3837, 0x3521, 0x2cb5, 0x3629, 0x3924, 0x384c, 0x366a, 0x3bbf, 0x2e9e, 0x3ba8, 0x33ad, 0x38c8, 0x3934, 0x3907, 0x249a, 0x3690, 0x3a09, 0x3215, 0x3898, 0x325d, 0x37d5, 0x3195, 0x361c, 0x3ae4, 0x351f, 0x3452, 0x3bc0, 0x375c, 0x39bf, 0x317a, 0x3aae, 0x283a, 
+0x3476, 0x3b92, 0x3472, 0x383e, 0x280f, 0x39d6, 0x2fd1, 0x31f4, 0x2ffb, 0x3b97, 0x3692, 0x36c0, 0x3989, 0x33cf, 0x3ba6, 0x3239, 0x35d7, 0x33ab, 0x31eb, 0x3b47, 0x389b, 0x3b88, 0x3580, 0x354c, 0x3802, 0x3b9a, 0x3b94, 0x2a92, 0x2db1, 0x38bd, 0x2dfb, 0x3900, 
+0x344f, 0x3739, 0x27a5, 0x3b2e, 0x342b, 0x34bb, 0x30c8, 0x3ae8, 0x3b26, 0x3982, 0x38c0, 0x3408, 0x38c8, 0x36ef, 0x3bf0, 0x3acf, 0x3a3c, 0x3825, 0x31a5, 0x3ada, 0x3b5b, 0x37db, 0x3a01, 0x3663, 0x3a7d, 0x327b, 0x3a1f, 0x3862, 0x38af, 0x3204, 0x372e, 0x3b19, 
+0x3708, 0x3622, 0x2e62, 0x39ab, 0x2d4d, 0x31b4, 0x3552, 0x3bbc, 0x36f2, 0x36eb, 0x38ef, 0x3755, 0x3bbe, 0x2c17, 0x3815, 0x2f53, 0x363f, 0x38c1, 0x3246, 0x386b, 0x34de, 0x34e4, 0x3baa, 0x349e, 0x32ce, 0x3a68, 0x373f, 0x2cce, 0x3b36, 0x28ba, 0x3b50, 0x3232, 
+0x1f34, 0x3928, 0x35cd, 0x3b38, 0x30ce, 0x35a1, 0x3a06, 0x3a32, 0x3a53, 0x3489, 0x3241, 0x372f, 0x390c, 0x3a1b, 0x378a, 0x3713, 0x3769, 0x37a8, 0x3418, 0x3ad4, 0x3a4e, 0x3bf7, 0x37a5, 0x34dc, 0x39b2, 0x351b, 0x3372, 0x349f, 0x2f50, 0x3ab1, 0x3795, 0x2db7, 
+0x3864, 0x3157, 0x3900, 0x323e, 0x389e, 0x3880, 0x3b1f, 0x37a1, 0x396c, 0x2e43, 0x2c2a, 0x3b78, 0x3988, 0x3a14, 0x39c1, 0x3b51, 0x3780, 0x3bf2, 0x2d19, 0x3815, 0x3a5f, 0x3641, 0x2f62, 0x37d5, 0x3564, 0x139a, 0x3ab8, 0x28f7, 0x3785, 0x34e1, 0x3097, 0x3768, 
+0x3971, 0x3ae2, 0x32ae, 0x2fd5, 0x382a, 0x346c, 0x3133, 0x3167, 0x3940, 0x2d12, 0x389a, 0x3bd0, 0x3943, 0x391c, 0x3a75, 0x2a11, 0x391e, 0x372d, 0x3a79, 0x3b72, 0x3373, 0x39b7, 0x35d7, 0x372b, 0x3a6d, 0x38a1, 0x3279, 0x3434, 0x3694, 0x3b45, 0x3abb, 0x392d, 
+0x34a8, 0x3757, 0x32ca, 0x345d, 0x36a5, 0x3854, 0x2dcd, 0x30af, 0x38dd, 0x3067, 0x3411, 0x3997, 0x397a, 0x3a64, 0x38b8, 0x3962, 0x3509, 0x3bb6, 0x3a66, 0x339f, 0x372a, 0x31a8, 0x37da, 0x36ff, 0x33c6, 0x31da, 0x3977, 0x3b72, 0x3841, 0x3567, 0x3433, 0x33b8, 
+0x39fe, 0x3a10, 0x3bf2, 0x35e7, 0x3a4a, 0x3b3e, 0x2ec7, 0x3aa4, 0x3846, 0x3af9, 0x38a9, 0x2c1f, 0x39ab, 0x349f, 0x31d6, 0x39ae, 0x3b79, 0x352d, 0x3516, 0x347c, 0x2f33, 0x35ad, 0x31c4, 0x3b52, 0x354b, 0x3786, 0x3ab7, 0x3896, 0x34ac, 0x352f, 0x37e6, 0x326a, 
+0x2e44, 0x34c7, 0x388d, 0x3bf4, 0x363f, 0x3b3d, 0x33b1, 0x3b8b, 0x3340, 0x37f7, 0x3b07, 0x25bf, 0x398e, 0x3505, 0x3bd7, 0x366d, 0x388a, 0x2cc0, 0x359a, 0x3b9a, 0x3b99, 0x379d, 0x3b6b, 0x39b8, 0x3223, 0x2703, 0x3ba9, 0x2ecb, 0x3759, 0x39d8, 0x37ac, 0x32cf, 
+0x35f2, 0x38a3, 0x399e, 0x3bd2, 0x3780, 0x3af3, 0x3b5e, 0x337b, 0x3a08, 0x35da, 0x3446, 0x3b25, 0x3ad0, 0x3bee, 0x3141, 0x32d8, 0x34ce, 0x2ac9, 0x3800, 0x3a8a, 0x2d53, 0x368a, 0x3561, 0x3998, 0x35a3, 0x3677, 0x3ab2, 0x3269, 0x3236, 0x3b3e, 0x3aba, 0x3bac, 
+0x395d, 0x3820, 0x1df6, 0x3bb5, 0x35b5, 0x3675, 0x3b74, 0x360f, 0x34de, 0x3a0c, 0x3aeb, 0x299d, 0x3207, 0x3bd8, 0x2178, 0x3995, 0x3948, 0x3908, 0x3843, 0x2ea5, 0x3045, 0x3989, 0x345d, 0x39c5, 0x3a89, 0x3863, 0x3be0, 0x397a, 0x38f1, 0x39e2, 0x3b08, 0x352e, 
+0x385f, 0x28f2, 0x3bc3, 0x35e0, 0x380c, 0x3b9c, 0x3afc, 0x390a, 0x3689, 0x34fd, 0x2cf5, 0x308e, 0x342b, 0x3921, 0x3a67, 0x3ad6, 0x2986, 0x32fc, 0x35aa, 0x3507, 0x3608, 0x33fd, 0x3bf3, 0x39e2, 0x3b0f, 0x30b7, 0x3896, 0x3ae4, 0x2145, 0x35b6, 0x2e1d, 0x3ad1, 
+0x333d, 0x3afb, 0x2703, 0x3413, 0x1d7d, 0x3b7f, 0x3ae1, 0x303c, 0x3004, 0x39d3, 0x3554, 0x31a4, 0x354e, 0x3662, 0x39c5, 0x2eb7, 0x2c6e, 0x397f, 0x31d8, 0x1f0c, 0x38e3, 0x35f0, 0x2714, 0x28d1, 0x375e, 0x3a75, 0x3830, 0x3578, 0x397d, 0x3b18, 0x383c, 0x3498, 
+0x39ad, 0x3598, 0x23c4, 0x34ea, 0x3a61, 0x2b00, 0x3707, 0x3ae1, 0x37ae, 0x389d, 0x37fa, 0x3673, 0x3278, 0xf3e, 0x3809, 0x33c6, 0x3bf5, 0x3279, 0x3816, 0x360c, 0x39c8, 0x381f, 0x3741, 0x2d66, 0x38c0, 0x37d3, 0x377a, 0x3621, 0x2faf, 0x392e, 0x2de6, 0x33c5, 
+0x3803, 0x2600, 0x32e9, 0x39b4, 0x38d2, 0x34e8, 0x2fe6, 0x3199, 0x3643, 0x3a77, 0x27cc, 0x39d7, 0x34c6, 0x2ea8, 0x364e, 0x3b07, 0x31c7, 0x30a1, 0x31b1, 0x3b8f, 0x3571, 0x3b75, 0x3989, 0x3805, 0x39fb, 0x3945, 0x352b, 0x31d8, 0x3904, 0x3440, 0x3a57, 0x2cf7, 
+0x3b39, 0x2fcd, 0x2b89, 0x2edd, 0x3682, 0x36a9, 0x32c8, 0x37ac, 0x32a5, 0x3311, 0x394b, 0x3b84, 0x3aec, 0x3601, 0x2765, 0x3b69, 0x396b, 0x3727, 0x3bfe, 0x3907, 0x376f, 0x3674, 0x3973, 0x3671, 0x3491, 0x3993, 0x383f, 0x3335, 0x3989, 0x3550, 0x3077, 0x35f5, 
+0x3a59, 0x3950, 0x380c, 0x37cd, 0x30bf, 0x3607, 0x3afa, 0x3b5d, 0x32b9, 0x386b, 0x35bd, 0x3aca, 0x3ba5, 0x3b2d, 0x3b19, 0x3b8b, 0x345e, 0x2845, 0x34aa, 0x372a, 0x3448, 0x34f5, 0x3ae2, 0x3637, 0x2cb5, 0x354b, 0x3b15, 0x2ca8, 0x2641, 0x3178, 0x2cfe, 0x39b4, 
+0x3bdd, 0x3acb, 0x3a05, 0x38a2, 0x3b4a, 0x34e5, 0x395f, 0x394b, 0x34c4, 0x3aa5, 0x29bb, 0x2d96, 0x339d, 0x387c, 0x382e, 0x385a, 0x396b, 0x3aa9, 0x2f1e, 0x33a7, 0x3b90, 0x3b7b, 0x3b5f, 0x39d3, 0x3b18, 0x354f, 0x2cdb, 0x3a6f, 0x3434, 0x34ff, 0x3a5b, 0x3b84, 
+0x3a33, 0x384b, 0x2e67, 0x3b85, 0x3853, 0x380c, 0x346a, 0x3aaa, 0x3492, 0x33e8, 0x3bf2, 0x38ae, 0x3a29, 0x3830, 0x3221, 0x35b1, 0x3a48, 0x2c68, 0x2ced, 0x3a7e, 0x3539, 0x3922, 0x374c, 0x3aaa, 0x2dae, 0x395d, 0x3b3d, 0x3890, 0x2cfe, 0x2dd6, 0x3bad, 0x33c5, 
+0x2c07, 0x3a2c, 0x37a8, 0x390f, 0x2fc8, 0x35ae, 0x388c, 0x30ee, 0x3674, 0x391d, 0x3bfc, 0x36bf, 0x322d, 0x3a78, 0x35c0, 0x3492, 0x3ac8, 0x3504, 0x3315, 0x381d, 0x3a7a, 0x3a08, 0x343c, 0x3bda, 0x341b, 0x39f0, 0x3b9e, 0x395d, 0x3c00, 0x38ab, 0x3bcf, 0x3564, 
+0x33c4, 0x3b0d, 0x3623, 0x33b9, 0x3b92, 0x1e71, 0x2c57, 0x36d0, 0x314b, 0x3a16, 0x3372, 0x341b, 0x3aaa, 0x3444, 0x396b, 0x2dd7, 0x3b30, 0x3559, 0x3b5b, 0x3a29, 0x2d19, 0x38b7, 0x3b01, 0x3afa, 0x398a, 0x3839, 0x3ac9, 0x2e31, 0x3924, 0x39f2, 0x3a7f, 0x3285 
+};
\ No newline at end of file
diff --git a/carfield/redmule/inc/x_2D.h b/carfield/redmule/inc/x_2D.h
new file mode 100644
index 0000000..0b589f8
--- /dev/null
+++ b/carfield/redmule/inc/x_2D.h
@@ -0,0 +1,27 @@
+ /* Header file generated by RedMulE Golden Model */
+uint16_t x_inp_2D [24][32] = {
+0x2153, 0x3bb5, 0x3896, 0x365f, 0x2483, 0x3518, 0x2dd1, 0x3bca, 0x397b, 0x29b1, 0x3705, 0x36c8, 0x398b, 0x3661, 0x2f05, 0x365a, 0x3bf9, 0x34df, 0x363b, 0x38d9, 0x39c6, 0x3abb, 0x3952, 0x38f2, 0x392d, 0x3b3e, 0x2afb, 0x3a9d, 0x353b, 0x3b73, 0x3a01, 0x3679, 
+0x3934, 0x397d, 0x2904, 0x3822, 0x3462, 0x3b44, 0x39e9, 0x28be, 0x331e, 0x3a1d, 0x39e5, 0x34da, 0x3a19, 0x3906, 0x1d35, 0x3871, 0x31e7, 0x3b29, 0x325d, 0x3797, 0x2b2f, 0x38b4, 0x232f, 0x38aa, 0x3aca, 0x316f, 0x3811, 0x3950, 0x32ea, 0x3bc7, 0x382c, 0x38a2, 
+0x29ce, 0x3afa, 0x3a39, 0x2ccc, 0x39fd, 0x3b3d, 0x384a, 0x3a35, 0x3802, 0x366a, 0x37ec, 0x3598, 0x3bf8, 0x3a85, 0x3a1b, 0x386e, 0x3b4c, 0x39de, 0x38c2, 0x2f93, 0x3b4c, 0x39c4, 0x3b9e, 0x3844, 0x346d, 0x3bff, 0x32ce, 0x296d, 0x3130, 0x3b3d, 0x3b44, 0x369d, 
+0x3b13, 0x31ed, 0x330a, 0x3831, 0x34e7, 0x37b3, 0x331a, 0x3918, 0x32d3, 0x3995, 0x3991, 0x3919, 0x3a26, 0x385b, 0x2b76, 0x3a3b, 0x37f2, 0x26a7, 0x3225, 0x3b64, 0x28f0, 0x3456, 0x3822, 0x341e, 0x381a, 0x38d8, 0x2c11, 0x33be, 0x33ac, 0x353f, 0x3476, 0x3abc, 
+0x36ec, 0x3a1d, 0x39d3, 0x3821, 0x36ac, 0x3bce, 0x3ad2, 0x3616, 0x36a1, 0x2cb3, 0x38d2, 0x314f, 0x385c, 0x3b63, 0x3bb6, 0x2951, 0x372d, 0x2c42, 0x3823, 0x3883, 0x3872, 0x31ee, 0x36c5, 0x399a, 0x31b0, 0x3887, 0x3884, 0x3865, 0x3896, 0x36c3, 0x32e3, 0x346c, 
+0x3935, 0x3b50, 0x2b6d, 0x38cd, 0x388f, 0x3389, 0x395d, 0x31cd, 0x2efd, 0x3154, 0x2f35, 0x3444, 0x3293, 0x3b6b, 0x1bec, 0x3b69, 0x3bf3, 0x3611, 0x3508, 0x3742, 0x3a50, 0x3ab7, 0x3457, 0x38d3, 0x3344, 0x38e8, 0x33c0, 0x3668, 0x3bee, 0x3b21, 0x3727, 0x3121, 
+0x316c, 0x3288, 0x2d50, 0x2e74, 0x35d5, 0x37e2, 0x303d, 0x36af, 0x341f, 0x3436, 0x2df7, 0x399d, 0x30f4, 0x3aaf, 0x34e4, 0x2c2a, 0x3116, 0x34d3, 0x36ac, 0x35e3, 0x3760, 0x36e1, 0x3ad2, 0x3547, 0x38f4, 0x369c, 0x3ba9, 0x34f0, 0x3a39, 0x3b19, 0x36e6, 0x395d, 
+0x3be8, 0x3293, 0x3bfc, 0x3435, 0x2eb3, 0x3360, 0x3919, 0x3bed, 0x396a, 0x37fc, 0x3242, 0x384b, 0x38cb, 0x3b2c, 0x3b28, 0x28cf, 0x3828, 0x3855, 0x3ba9, 0x2fa7, 0x340b, 0x32f1, 0x3ada, 0x36fa, 0x31f5, 0x3436, 0x29d0, 0x33e6, 0x3232, 0x3bec, 0x3904, 0x2797, 
+0x3b81, 0x3bac, 0x38d2, 0x343d, 0x31af, 0x3b1e, 0x33fc, 0x3864, 0x3624, 0x3905, 0x2945, 0x3b52, 0x2d08, 0x3a17, 0x3b84, 0x3804, 0x3a24, 0x38a3, 0x3562, 0x3ae6, 0x3bba, 0x3a45, 0x3679, 0x31fa, 0x3994, 0x2c3d, 0x383f, 0x399d, 0x34f7, 0x360e, 0x35f3, 0x38f0, 
+0x38d4, 0x399a, 0x3a48, 0x3987, 0x3b54, 0x382c, 0x3210, 0x35ef, 0x36ca, 0x31b4, 0x3625, 0x371f, 0x37bd, 0x3680, 0x3a3a, 0x3ac0, 0x3bbf, 0x3bf5, 0x39f2, 0x29c2, 0x363e, 0x3a4e, 0x3596, 0x3b1b, 0x3459, 0x3669, 0x3aa1, 0x39c3, 0x3376, 0x390d, 0x2456, 0x39b5, 
+0x3a66, 0x3ad8, 0x3b51, 0x36aa, 0x32be, 0x3ac8, 0x392b, 0x3740, 0x3a48, 0x38f5, 0x3b2d, 0x3a5f, 0x2ff3, 0x366f, 0x39d3, 0x35e5, 0x3822, 0x38db, 0x3b8a, 0x34be, 0x2d33, 0x36dd, 0x3578, 0x3bdf, 0x2c7e, 0x39cf, 0x32ff, 0x35c9, 0x3970, 0x3bcb, 0x351e, 0x3956, 
+0x2c42, 0x3308, 0x377a, 0x361c, 0x39a0, 0x36c9, 0x2dcb, 0x3bf2, 0x3b5f, 0x33ee, 0x24c1, 0x2ce9, 0x3927, 0x305d, 0x3702, 0x3119, 0x35f9, 0x3855, 0x3374, 0x349b, 0x3bcf, 0x2dea, 0x34f0, 0x363f, 0x37da, 0x3a74, 0x35fc, 0x35fa, 0x316b, 0x3804, 0x37a7, 0x3986, 
+0x3073, 0x3aed, 0x31c7, 0x3844, 0x34a4, 0x387d, 0x3a20, 0x3037, 0x3a00, 0x3b70, 0x377f, 0x3686, 0x3b7e, 0x38b3, 0x32e3, 0x3323, 0x391e, 0x3228, 0x3930, 0x3997, 0x3a5e, 0x398b, 0x3512, 0x35b0, 0x365c, 0x325d, 0x3b61, 0x38b8, 0x39a4, 0x3423, 0x3bd7, 0x38af, 
+0x2d3d, 0x382d, 0x38ac, 0x26ca, 0x395e, 0x21a8, 0x3520, 0x386f, 0x3b95, 0x32c0, 0x3b84, 0x3a51, 0x3b4b, 0x31d2, 0x3747, 0x3b96, 0x3b40, 0x3535, 0x38d1, 0x3899, 0x3b00, 0x3827, 0x3ae3, 0x38c8, 0x3a07, 0x338d, 0x2e96, 0x3a46, 0x394a, 0x39de, 0x2951, 0x3a02, 
+0x3838, 0x2d45, 0x28c0, 0x3958, 0x3070, 0x2aa2, 0x3510, 0x38ce, 0x271c, 0x3440, 0x3954, 0x30bc, 0x3b35, 0x2f1d, 0x3afb, 0x2dae, 0x356f, 0x2e13, 0x3981, 0x326d, 0x3a28, 0x3a36, 0x3a95, 0x38cb, 0x38db, 0x3150, 0x2c9e, 0x34c5, 0x3adb, 0x3bdf, 0x38f2, 0x3994, 
+0x36f8, 0x31c0, 0x3a4f, 0x3825, 0x394b, 0x3a8b, 0x38ac, 0x3167, 0x2e2d, 0x3a93, 0x34f3, 0x37bd, 0x3b63, 0x2f2f, 0x3ae0, 0x3ad8, 0x34a8, 0x2e1c, 0x3890, 0x3705, 0x3b69, 0x3bc1, 0x28af, 0x3b36, 0x348b, 0x3111, 0x3a8d, 0x389c, 0x3916, 0x36dc, 0x3bae, 0x3874, 
+0x3593, 0x3638, 0x3018, 0x3a56, 0x38a3, 0x2ad4, 0x3a25, 0x38d7, 0x3864, 0x31c1, 0x28d1, 0x39c8, 0x37d6, 0x2c7f, 0x3ba5, 0x34b8, 0x3bef, 0x3b83, 0x3ab5, 0x3062, 0x38bc, 0x399c, 0x2ce4, 0x2f2c, 0x39bf, 0x2ed1, 0x385f, 0x37e0, 0x35ee, 0x397d, 0x3b0c, 0x3049, 
+0x39d5, 0x322e, 0x3936, 0x3747, 0x2e15, 0x3b41, 0x3874, 0x3bd0, 0x2c04, 0x3800, 0x375b, 0x3b2d, 0x38d8, 0x3a51, 0x3406, 0x38da, 0x38ba, 0x3497, 0x382e, 0x35fc, 0x39d4, 0x3775, 0x3b1e, 0x3813, 0x3649, 0x31af, 0x37bb, 0x334a, 0x3a6e, 0x3284, 0x26e0, 0x2e01, 
+0x2ebb, 0x344b, 0x3821, 0x381a, 0x385a, 0x2534, 0x3635, 0x2a92, 0x3b8c, 0x31f0, 0x3947, 0x3ac7, 0x3743, 0x3924, 0x39e4, 0x358f, 0x2b62, 0x392c, 0x3955, 0x3341, 0x3676, 0x38ac, 0x3957, 0x335b, 0x2ca2, 0x39ff, 0x37cb, 0x341f, 0x3ac9, 0x3b6c, 0x2f14, 0x34c3, 
+0x3018, 0x3169, 0x355b, 0x3624, 0x31ed, 0x379e, 0x3268, 0x309b, 0x35db, 0x3872, 0x3bdb, 0x34c7, 0x3408, 0x3359, 0x3920, 0x331f, 0x3866, 0x3af0, 0x2a1a, 0x39e0, 0x3b14, 0x34fa, 0x2d18, 0x3963, 0x35e8, 0x2539, 0x38f5, 0x37b3, 0x378f, 0x31b5, 0x3a6c, 0x3685, 
+0x3a06, 0x318a, 0x2934, 0x33c1, 0x3be8, 0x375b, 0x3860, 0x3543, 0x3702, 0x3951, 0x3677, 0x37ff, 0x2e27, 0x2e3a, 0x340f, 0x3817, 0x2f04, 0x357e, 0x3a1d, 0x2dd6, 0x252a, 0x3945, 0x162a, 0x3b19, 0x3a53, 0x35d2, 0x3a5d, 0x3474, 0x38e9, 0x374b, 0x387c, 0x1f1a, 
+0x38ac, 0x3291, 0x3393, 0x3b53, 0x3169, 0x3bca, 0x2f1a, 0x3551, 0x38a3, 0x28e3, 0x369d, 0x34a1, 0x38a8, 0x34c3, 0x3841, 0x390d, 0x3b13, 0x3282, 0x3a29, 0x3a78, 0x2df3, 0x3a37, 0x35f4, 0x35a6, 0x38e8, 0x3328, 0x3beb, 0x390b, 0x32dc, 0x34dc, 0x396d, 0x3a78, 
+0x39ba, 0x3a06, 0x2cdd, 0x3bc3, 0x2d43, 0x2992, 0x3663, 0x3a68, 0x2c3e, 0x394e, 0x2c9f, 0x380e, 0x37f5, 0x3557, 0x2873, 0x390f, 0x39e7, 0x3939, 0x3669, 0x385c, 0x3a68, 0x32c4, 0x2b04, 0x2d6d, 0x39d3, 0x3895, 0x331d, 0x3b59, 0x3463, 0x2b6a, 0x31de, 0x3296, 
+0x3aae, 0x3bcd, 0x345a, 0x3897, 0x374b, 0x3bd4, 0x38a2, 0x357f, 0x3402, 0x3a0c, 0x3507, 0x3865, 0x3a54, 0x3878, 0x3859, 0x383e, 0x32b5, 0x34ea, 0x328d, 0x38b6, 0x3464, 0x2f5b, 0x35ff, 0x3817, 0x2f24, 0x3533, 0x3b21, 0x37ba, 0x3837, 0x2e34, 0x3bad, 0x34bc 
+};
\ No newline at end of file
diff --git a/carfield/redmule/inc/x_input.h b/carfield/redmule/inc/x_input.h
new file mode 100644
index 0000000..1e38d23
--- /dev/null
+++ b/carfield/redmule/inc/x_input.h
@@ -0,0 +1,27 @@
+ /* Header file generated by RedMulE Golden Model */
+uint16_t x_inp [768] = {
+0x2153, 0x3bb5, 0x3896, 0x365f, 0x2483, 0x3518, 0x2dd1, 0x3bca, 0x397b, 0x29b1, 0x3705, 0x36c8, 0x398b, 0x3661, 0x2f05, 0x365a, 0x3bf9, 0x34df, 0x363b, 0x38d9, 0x39c6, 0x3abb, 0x3952, 0x38f2, 0x392d, 0x3b3e, 0x2afb, 0x3a9d, 0x353b, 0x3b73, 0x3a01, 0x3679, 
+0x3934, 0x397d, 0x2904, 0x3822, 0x3462, 0x3b44, 0x39e9, 0x28be, 0x331e, 0x3a1d, 0x39e5, 0x34da, 0x3a19, 0x3906, 0x1d35, 0x3871, 0x31e7, 0x3b29, 0x325d, 0x3797, 0x2b2f, 0x38b4, 0x232f, 0x38aa, 0x3aca, 0x316f, 0x3811, 0x3950, 0x32ea, 0x3bc7, 0x382c, 0x38a2, 
+0x29ce, 0x3afa, 0x3a39, 0x2ccc, 0x39fd, 0x3b3d, 0x384a, 0x3a35, 0x3802, 0x366a, 0x37ec, 0x3598, 0x3bf8, 0x3a85, 0x3a1b, 0x386e, 0x3b4c, 0x39de, 0x38c2, 0x2f93, 0x3b4c, 0x39c4, 0x3b9e, 0x3844, 0x346d, 0x3bff, 0x32ce, 0x296d, 0x3130, 0x3b3d, 0x3b44, 0x369d, 
+0x3b13, 0x31ed, 0x330a, 0x3831, 0x34e7, 0x37b3, 0x331a, 0x3918, 0x32d3, 0x3995, 0x3991, 0x3919, 0x3a26, 0x385b, 0x2b76, 0x3a3b, 0x37f2, 0x26a7, 0x3225, 0x3b64, 0x28f0, 0x3456, 0x3822, 0x341e, 0x381a, 0x38d8, 0x2c11, 0x33be, 0x33ac, 0x353f, 0x3476, 0x3abc, 
+0x36ec, 0x3a1d, 0x39d3, 0x3821, 0x36ac, 0x3bce, 0x3ad2, 0x3616, 0x36a1, 0x2cb3, 0x38d2, 0x314f, 0x385c, 0x3b63, 0x3bb6, 0x2951, 0x372d, 0x2c42, 0x3823, 0x3883, 0x3872, 0x31ee, 0x36c5, 0x399a, 0x31b0, 0x3887, 0x3884, 0x3865, 0x3896, 0x36c3, 0x32e3, 0x346c, 
+0x3935, 0x3b50, 0x2b6d, 0x38cd, 0x388f, 0x3389, 0x395d, 0x31cd, 0x2efd, 0x3154, 0x2f35, 0x3444, 0x3293, 0x3b6b, 0x1bec, 0x3b69, 0x3bf3, 0x3611, 0x3508, 0x3742, 0x3a50, 0x3ab7, 0x3457, 0x38d3, 0x3344, 0x38e8, 0x33c0, 0x3668, 0x3bee, 0x3b21, 0x3727, 0x3121, 
+0x316c, 0x3288, 0x2d50, 0x2e74, 0x35d5, 0x37e2, 0x303d, 0x36af, 0x341f, 0x3436, 0x2df7, 0x399d, 0x30f4, 0x3aaf, 0x34e4, 0x2c2a, 0x3116, 0x34d3, 0x36ac, 0x35e3, 0x3760, 0x36e1, 0x3ad2, 0x3547, 0x38f4, 0x369c, 0x3ba9, 0x34f0, 0x3a39, 0x3b19, 0x36e6, 0x395d, 
+0x3be8, 0x3293, 0x3bfc, 0x3435, 0x2eb3, 0x3360, 0x3919, 0x3bed, 0x396a, 0x37fc, 0x3242, 0x384b, 0x38cb, 0x3b2c, 0x3b28, 0x28cf, 0x3828, 0x3855, 0x3ba9, 0x2fa7, 0x340b, 0x32f1, 0x3ada, 0x36fa, 0x31f5, 0x3436, 0x29d0, 0x33e6, 0x3232, 0x3bec, 0x3904, 0x2797, 
+0x3b81, 0x3bac, 0x38d2, 0x343d, 0x31af, 0x3b1e, 0x33fc, 0x3864, 0x3624, 0x3905, 0x2945, 0x3b52, 0x2d08, 0x3a17, 0x3b84, 0x3804, 0x3a24, 0x38a3, 0x3562, 0x3ae6, 0x3bba, 0x3a45, 0x3679, 0x31fa, 0x3994, 0x2c3d, 0x383f, 0x399d, 0x34f7, 0x360e, 0x35f3, 0x38f0, 
+0x38d4, 0x399a, 0x3a48, 0x3987, 0x3b54, 0x382c, 0x3210, 0x35ef, 0x36ca, 0x31b4, 0x3625, 0x371f, 0x37bd, 0x3680, 0x3a3a, 0x3ac0, 0x3bbf, 0x3bf5, 0x39f2, 0x29c2, 0x363e, 0x3a4e, 0x3596, 0x3b1b, 0x3459, 0x3669, 0x3aa1, 0x39c3, 0x3376, 0x390d, 0x2456, 0x39b5, 
+0x3a66, 0x3ad8, 0x3b51, 0x36aa, 0x32be, 0x3ac8, 0x392b, 0x3740, 0x3a48, 0x38f5, 0x3b2d, 0x3a5f, 0x2ff3, 0x366f, 0x39d3, 0x35e5, 0x3822, 0x38db, 0x3b8a, 0x34be, 0x2d33, 0x36dd, 0x3578, 0x3bdf, 0x2c7e, 0x39cf, 0x32ff, 0x35c9, 0x3970, 0x3bcb, 0x351e, 0x3956, 
+0x2c42, 0x3308, 0x377a, 0x361c, 0x39a0, 0x36c9, 0x2dcb, 0x3bf2, 0x3b5f, 0x33ee, 0x24c1, 0x2ce9, 0x3927, 0x305d, 0x3702, 0x3119, 0x35f9, 0x3855, 0x3374, 0x349b, 0x3bcf, 0x2dea, 0x34f0, 0x363f, 0x37da, 0x3a74, 0x35fc, 0x35fa, 0x316b, 0x3804, 0x37a7, 0x3986, 
+0x3073, 0x3aed, 0x31c7, 0x3844, 0x34a4, 0x387d, 0x3a20, 0x3037, 0x3a00, 0x3b70, 0x377f, 0x3686, 0x3b7e, 0x38b3, 0x32e3, 0x3323, 0x391e, 0x3228, 0x3930, 0x3997, 0x3a5e, 0x398b, 0x3512, 0x35b0, 0x365c, 0x325d, 0x3b61, 0x38b8, 0x39a4, 0x3423, 0x3bd7, 0x38af, 
+0x2d3d, 0x382d, 0x38ac, 0x26ca, 0x395e, 0x21a8, 0x3520, 0x386f, 0x3b95, 0x32c0, 0x3b84, 0x3a51, 0x3b4b, 0x31d2, 0x3747, 0x3b96, 0x3b40, 0x3535, 0x38d1, 0x3899, 0x3b00, 0x3827, 0x3ae3, 0x38c8, 0x3a07, 0x338d, 0x2e96, 0x3a46, 0x394a, 0x39de, 0x2951, 0x3a02, 
+0x3838, 0x2d45, 0x28c0, 0x3958, 0x3070, 0x2aa2, 0x3510, 0x38ce, 0x271c, 0x3440, 0x3954, 0x30bc, 0x3b35, 0x2f1d, 0x3afb, 0x2dae, 0x356f, 0x2e13, 0x3981, 0x326d, 0x3a28, 0x3a36, 0x3a95, 0x38cb, 0x38db, 0x3150, 0x2c9e, 0x34c5, 0x3adb, 0x3bdf, 0x38f2, 0x3994, 
+0x36f8, 0x31c0, 0x3a4f, 0x3825, 0x394b, 0x3a8b, 0x38ac, 0x3167, 0x2e2d, 0x3a93, 0x34f3, 0x37bd, 0x3b63, 0x2f2f, 0x3ae0, 0x3ad8, 0x34a8, 0x2e1c, 0x3890, 0x3705, 0x3b69, 0x3bc1, 0x28af, 0x3b36, 0x348b, 0x3111, 0x3a8d, 0x389c, 0x3916, 0x36dc, 0x3bae, 0x3874, 
+0x3593, 0x3638, 0x3018, 0x3a56, 0x38a3, 0x2ad4, 0x3a25, 0x38d7, 0x3864, 0x31c1, 0x28d1, 0x39c8, 0x37d6, 0x2c7f, 0x3ba5, 0x34b8, 0x3bef, 0x3b83, 0x3ab5, 0x3062, 0x38bc, 0x399c, 0x2ce4, 0x2f2c, 0x39bf, 0x2ed1, 0x385f, 0x37e0, 0x35ee, 0x397d, 0x3b0c, 0x3049, 
+0x39d5, 0x322e, 0x3936, 0x3747, 0x2e15, 0x3b41, 0x3874, 0x3bd0, 0x2c04, 0x3800, 0x375b, 0x3b2d, 0x38d8, 0x3a51, 0x3406, 0x38da, 0x38ba, 0x3497, 0x382e, 0x35fc, 0x39d4, 0x3775, 0x3b1e, 0x3813, 0x3649, 0x31af, 0x37bb, 0x334a, 0x3a6e, 0x3284, 0x26e0, 0x2e01, 
+0x2ebb, 0x344b, 0x3821, 0x381a, 0x385a, 0x2534, 0x3635, 0x2a92, 0x3b8c, 0x31f0, 0x3947, 0x3ac7, 0x3743, 0x3924, 0x39e4, 0x358f, 0x2b62, 0x392c, 0x3955, 0x3341, 0x3676, 0x38ac, 0x3957, 0x335b, 0x2ca2, 0x39ff, 0x37cb, 0x341f, 0x3ac9, 0x3b6c, 0x2f14, 0x34c3, 
+0x3018, 0x3169, 0x355b, 0x3624, 0x31ed, 0x379e, 0x3268, 0x309b, 0x35db, 0x3872, 0x3bdb, 0x34c7, 0x3408, 0x3359, 0x3920, 0x331f, 0x3866, 0x3af0, 0x2a1a, 0x39e0, 0x3b14, 0x34fa, 0x2d18, 0x3963, 0x35e8, 0x2539, 0x38f5, 0x37b3, 0x378f, 0x31b5, 0x3a6c, 0x3685, 
+0x3a06, 0x318a, 0x2934, 0x33c1, 0x3be8, 0x375b, 0x3860, 0x3543, 0x3702, 0x3951, 0x3677, 0x37ff, 0x2e27, 0x2e3a, 0x340f, 0x3817, 0x2f04, 0x357e, 0x3a1d, 0x2dd6, 0x252a, 0x3945, 0x162a, 0x3b19, 0x3a53, 0x35d2, 0x3a5d, 0x3474, 0x38e9, 0x374b, 0x387c, 0x1f1a, 
+0x38ac, 0x3291, 0x3393, 0x3b53, 0x3169, 0x3bca, 0x2f1a, 0x3551, 0x38a3, 0x28e3, 0x369d, 0x34a1, 0x38a8, 0x34c3, 0x3841, 0x390d, 0x3b13, 0x3282, 0x3a29, 0x3a78, 0x2df3, 0x3a37, 0x35f4, 0x35a6, 0x38e8, 0x3328, 0x3beb, 0x390b, 0x32dc, 0x34dc, 0x396d, 0x3a78, 
+0x39ba, 0x3a06, 0x2cdd, 0x3bc3, 0x2d43, 0x2992, 0x3663, 0x3a68, 0x2c3e, 0x394e, 0x2c9f, 0x380e, 0x37f5, 0x3557, 0x2873, 0x390f, 0x39e7, 0x3939, 0x3669, 0x385c, 0x3a68, 0x32c4, 0x2b04, 0x2d6d, 0x39d3, 0x3895, 0x331d, 0x3b59, 0x3463, 0x2b6a, 0x31de, 0x3296, 
+0x3aae, 0x3bcd, 0x345a, 0x3897, 0x374b, 0x3bd4, 0x38a2, 0x357f, 0x3402, 0x3a0c, 0x3507, 0x3865, 0x3a54, 0x3878, 0x3859, 0x383e, 0x32b5, 0x34ea, 0x328d, 0x38b6, 0x3464, 0x2f5b, 0x35ff, 0x3817, 0x2f24, 0x3533, 0x3b21, 0x37ba, 0x3837, 0x2e34, 0x3bad, 0x34bc 
+};
\ No newline at end of file
diff --git a/carfield/redmule/inc/y_2D.h b/carfield/redmule/inc/y_2D.h
new file mode 100644
index 0000000..9484a10
--- /dev/null
+++ b/carfield/redmule/inc/y_2D.h
@@ -0,0 +1,27 @@
+ /* Header file generated by RedMulE Golden Model */
+uint16_t y_inp_2D [32][32] = {
+0x3150, 0x2dc1, 0x3033, 0x31f5, 0x3bb6, 0x3bff, 0x39f9, 0x3662, 0x3720, 0x351d, 0x384b, 0x3093, 0x3b9d, 0x35ad, 0x3695, 0x3466, 0x2300, 0x3445, 0x33ae, 0x3586, 0x38a3, 0x3bdb, 0x33a2, 0x379b, 0x3a0e, 0x38b0, 0x39ba, 0x379b, 0x39d3, 0x3a51, 0x3b30, 0x3794, 
+0x3b76, 0x3042, 0x38cc, 0x2dfc, 0x3b1a, 0x37fb, 0x38f7, 0x3824, 0x386f, 0x38c7, 0x36ee, 0x3a9c, 0x38d3, 0x2c67, 0x3a80, 0x2f30, 0x3328, 0x3721, 0x3790, 0x34e5, 0x3a6c, 0x3643, 0x3934, 0x3034, 0x38d4, 0x362e, 0x3b4b, 0x3408, 0x30c2, 0x370e, 0x3b31, 0x3b16, 
+0x3b6b, 0x39d4, 0x339c, 0x381e, 0x313e, 0x3671, 0x3ae2, 0x3479, 0x3940, 0x342d, 0x3925, 0x370a, 0x35d8, 0x2dad, 0x3888, 0x24b9, 0x375d, 0x34bd, 0x3243, 0x2ebb, 0x3970, 0x3a21, 0x3a07, 0x3877, 0x3888, 0x3569, 0x372d, 0x2ac1, 0x331e, 0x384d, 0x3996, 0x34a4, 
+0x35c1, 0x33a9, 0x21ed, 0x3a42, 0x388d, 0x34e4, 0x33c3, 0x34f9, 0x3a7b, 0x33fb, 0x2cdd, 0x3b0e, 0x333b, 0x3973, 0x34fc, 0x3771, 0x32ea, 0x2de4, 0x31a8, 0x3946, 0x3657, 0x3a4e, 0x36f6, 0x2829, 0x3ba2, 0x3bdc, 0x3bb3, 0x306c, 0x398d, 0x3a1f, 0x3991, 0x3846, 
+0x3547, 0x3292, 0x2e85, 0x31ed, 0x3979, 0x3a90, 0x28a4, 0x3bed, 0x36d8, 0x340e, 0x3b6a, 0x3ab6, 0x3824, 0x382b, 0x3ac3, 0x3811, 0x36d7, 0x3519, 0x3a92, 0x3a42, 0x29d1, 0x383a, 0x3a9b, 0x300e, 0x2cd3, 0x39cd, 0x3874, 0x3a07, 0x2eb1, 0x3b86, 0x3ad8, 0x3a5d, 
+0x3712, 0x284a, 0x38c1, 0x3bec, 0x39c0, 0x32cd, 0x3ad8, 0x3bce, 0x3817, 0x3896, 0x3aa7, 0x3870, 0x3996, 0x32cc, 0x3a4c, 0x3757, 0x3814, 0x3b65, 0x3acb, 0x376e, 0x34c0, 0x3609, 0x3bf0, 0x3b24, 0x3b29, 0x3848, 0x34b7, 0x398a, 0x220c, 0x3498, 0x3a8c, 0x3883, 
+0x38c4, 0x3af6, 0x3a42, 0x2dd6, 0x3147, 0x3717, 0x3a8e, 0x3af9, 0x3296, 0x38ef, 0x34fa, 0x3555, 0x3b29, 0x38de, 0x315e, 0x3773, 0x3b67, 0x3116, 0x38ec, 0x357c, 0x35d0, 0x2518, 0x3958, 0x2a03, 0x37d9, 0x3699, 0x3a1e, 0x3230, 0x3b13, 0x36d4, 0x3b2a, 0x39ad, 
+0x3b10, 0x351a, 0x3b97, 0x3326, 0x2b54, 0x3b7d, 0x386f, 0x373e, 0x37fa, 0x389b, 0x3b90, 0x3292, 0x3975, 0x38f3, 0x37f1, 0x3590, 0x3810, 0x2fd7, 0x3bf7, 0x3a5a, 0x3a1c, 0x34dd, 0x354c, 0x32f8, 0x3095, 0x321e, 0x39e0, 0x395c, 0x3717, 0x357f, 0x394a, 0x34b1, 
+0x3ba4, 0x380c, 0x3604, 0x2f50, 0x348d, 0x3828, 0x3a9f, 0x39ce, 0x32ca, 0x3906, 0x3ab2, 0x2ca5, 0x38c9, 0x362a, 0x34b2, 0x29dc, 0x3a36, 0x3052, 0x31b7, 0x3589, 0x387c, 0x3401, 0x3b22, 0x3ad6, 0x3ae8, 0x3238, 0x3494, 0x3502, 0x3717, 0x3a6c, 0x3229, 0x368c, 
+0x3056, 0x3a56, 0x3498, 0x39eb, 0x2864, 0x342d, 0x39e0, 0x34a1, 0x2b99, 0x3a04, 0x38ff, 0x328c, 0x34d9, 0x387d, 0x3a3c, 0x32e5, 0x39eb, 0x3984, 0x34dd, 0x38a7, 0x373f, 0x39b4, 0x3235, 0x2f58, 0x2f39, 0x3800, 0x3758, 0x3939, 0x39fc, 0x3a4b, 0x38bf, 0x30ee, 
+0x345e, 0x39c8, 0x3a6d, 0x3262, 0x3b81, 0x31dc, 0x3a15, 0x3bd0, 0x36af, 0x36de, 0x37d5, 0x39d7, 0x3ad3, 0x3ac1, 0x3109, 0x35ea, 0x31c6, 0x398d, 0x3987, 0x3a4a, 0x34d2, 0x2ed2, 0x35e6, 0x352c, 0x39eb, 0x3bd6, 0x3a5b, 0x39d1, 0x34aa, 0x3ade, 0x394b, 0x38a1, 
+0x2bed, 0x38de, 0x3811, 0x3813, 0x391a, 0x374b, 0x3829, 0x3725, 0x38f0, 0x3583, 0x3966, 0x3a7d, 0x375a, 0x38fe, 0x3696, 0x361c, 0x39a8, 0x35f0, 0x38e1, 0x3003, 0x3595, 0x316e, 0x3862, 0x3af8, 0x3af2, 0x34c8, 0x381d, 0x37d8, 0x3893, 0x3a9c, 0x3989, 0x308c, 
+0x30cc, 0x2538, 0x399d, 0x3919, 0x399e, 0x21cc, 0x38e9, 0x30f8, 0x3a20, 0x3b3c, 0x3990, 0x259c, 0x3143, 0x3080, 0x3967, 0x3afb, 0x3a1b, 0x3779, 0x2eeb, 0x39f3, 0x379a, 0x369c, 0x3985, 0x3a1b, 0x3ba6, 0x3a53, 0x28d5, 0x3881, 0x31d9, 0x3a34, 0x3bd9, 0x393a, 
+0x3601, 0x2c6e, 0x3636, 0x3298, 0x39bb, 0x3a08, 0x38db, 0x35ad, 0x3a09, 0x36a6, 0x3bc7, 0x3bac, 0x34ae, 0x3291, 0x290b, 0x3250, 0x2648, 0x333d, 0x2bf3, 0x34b1, 0x30e0, 0x351f, 0x3a74, 0x38dc, 0x3883, 0x2841, 0x35e1, 0x390d, 0x3a50, 0x3abd, 0x386d, 0x3bb7, 
+0x3b94, 0x36b7, 0x3a49, 0x332f, 0x3a1d, 0x354b, 0x3bab, 0x3346, 0x3417, 0x351e, 0x3b6d, 0x391a, 0x2db3, 0x3b1c, 0x3a4a, 0x37b7, 0x36cf, 0x3a56, 0x39c4, 0x3be9, 0x34f0, 0x39be, 0x3691, 0x1ba5, 0x3888, 0x3040, 0x3ae1, 0x3b9b, 0x398f, 0x3a49, 0x3a16, 0x38c0, 
+0x386c, 0x39ab, 0x37fa, 0x382c, 0x3a6f, 0x393f, 0x340d, 0x38ef, 0x39d1, 0x3845, 0x398f, 0x363e, 0x3687, 0x3052, 0x3a2b, 0x392c, 0x2f5c, 0x3412, 0x3a1f, 0x3b2f, 0x3bcc, 0x3a63, 0x3a89, 0x36e9, 0x3921, 0x3b80, 0x2dc0, 0x3a03, 0x3beb, 0x38d3, 0x36cb, 0x39a3, 
+0x3978, 0x3a88, 0x3ba4, 0x3561, 0x28c5, 0x33a0, 0x37be, 0x2c39, 0x30ee, 0x3782, 0x2c07, 0x354e, 0x3491, 0x3a92, 0x331a, 0x3b15, 0x32e1, 0x3839, 0x3afb, 0x36c2, 0x2fd0, 0x29ad, 0x3b2e, 0x39c1, 0x2a8c, 0x341a, 0x2f90, 0x395a, 0x3969, 0x37ea, 0x3a5c, 0x3b6d, 
+0x3971, 0x3a93, 0x304e, 0x3623, 0x3a22, 0x31ee, 0x29df, 0x2c93, 0x3a01, 0x3a62, 0x366c, 0x371d, 0x3af3, 0x2e08, 0x3ac0, 0x3642, 0x3a28, 0x368d, 0x2d3d, 0x36d9, 0x32c3, 0x373f, 0x36fe, 0x3487, 0x2c81, 0x3623, 0x3b59, 0x3a91, 0x350a, 0x34f4, 0x3b09, 0x2c25, 
+0x3b13, 0x325a, 0x379e, 0x3a7d, 0x34b1, 0x39d5, 0x2ba8, 0x322b, 0x3b5e, 0x37ab, 0x2e24, 0x3ba9, 0x3a3d, 0x34f7, 0x3ba1, 0x3877, 0x3071, 0x39fb, 0x3bbd, 0x3633, 0x3b36, 0x2daa, 0x3b9b, 0x3aa0, 0x395c, 0x3b8f, 0x38d5, 0x3ab0, 0x3a8f, 0x36c2, 0x3b1f, 0x3489, 
+0x2acc, 0x3845, 0x3715, 0x37d8, 0x3992, 0x3bff, 0x350e, 0x3ad7, 0x39b0, 0x35ac, 0x3287, 0x385f, 0x3bd4, 0x37a3, 0x3438, 0x39a5, 0x3bcf, 0x38c3, 0x34f6, 0x3ae3, 0x3b57, 0x39af, 0x35eb, 0x3bed, 0x34d4, 0x2a95, 0x3b13, 0x384e, 0x3a3b, 0x33da, 0x3bce, 0x3b99, 
+0x3559, 0x3335, 0x3a2e, 0x3123, 0x38db, 0x33d0, 0x3638, 0x3b17, 0x3a72, 0x3afc, 0x3936, 0x3838, 0x2b69, 0x3895, 0x3a1a, 0x3192, 0x39d5, 0x37a5, 0x2eb0, 0x2e8b, 0x329a, 0x3b90, 0x390a, 0x3a1e, 0x3847, 0x375d, 0x3873, 0x35e2, 0x3771, 0x30f5, 0x3231, 0x3bd7, 
+0x2bbc, 0x3ace, 0x31ad, 0x3a6b, 0x28a4, 0x3b48, 0x3ba3, 0x3a84, 0x3353, 0x39f6, 0x381f, 0x2dd6, 0x314c, 0x34af, 0x3929, 0x3921, 0x383b, 0x34b0, 0x3923, 0x32c9, 0x3ae7, 0x318f, 0x3480, 0x2ad8, 0x3042, 0x3a4c, 0x349d, 0x2c12, 0x3abb, 0x3a57, 0x3b0d, 0x3111, 
+0x3359, 0x3a84, 0x38f2, 0x368d, 0x2f4b, 0x3ba0, 0x395c, 0x3026, 0x3a15, 0x2a04, 0x326e, 0x3522, 0x31a2, 0x382f, 0x2ada, 0x3b7c, 0x2f80, 0x3af5, 0x2d35, 0x38fa, 0x39ab, 0x2c6d, 0x2e7a, 0x39f6, 0x31a4, 0x3a53, 0x358c, 0x3951, 0x3a4e, 0x3916, 0x2a3f, 0x3ae9, 
+0x3b03, 0x39f8, 0x39fe, 0x3a61, 0x39fb, 0x3704, 0x360d, 0x39a7, 0x37a9, 0x348f, 0x3a30, 0x3af5, 0x366f, 0x3b29, 0x3a6a, 0x33d5, 0x370a, 0x39cd, 0x3444, 0x3bea, 0x3b2b, 0x312e, 0x3b8e, 0x32cf, 0x3b79, 0x3302, 0x3bba, 0x3962, 0x3413, 0x37a1, 0x39e0, 0x3805 
+};
\ No newline at end of file
diff --git a/carfield/redmule/inc/y_input.h b/carfield/redmule/inc/y_input.h
new file mode 100644
index 0000000..45a2375
--- /dev/null
+++ b/carfield/redmule/inc/y_input.h
@@ -0,0 +1,27 @@
+ /* Header file generated by RedMulE Golden Model */
+uint16_t y_inp [768] = {
+0x3150, 0x2dc1, 0x3033, 0x31f5, 0x3bb6, 0x3bff, 0x39f9, 0x3662, 0x3720, 0x351d, 0x384b, 0x3093, 0x3b9d, 0x35ad, 0x3695, 0x3466, 0x2300, 0x3445, 0x33ae, 0x3586, 0x38a3, 0x3bdb, 0x33a2, 0x379b, 0x3a0e, 0x38b0, 0x39ba, 0x379b, 0x39d3, 0x3a51, 0x3b30, 0x3794, 
+0x3b76, 0x3042, 0x38cc, 0x2dfc, 0x3b1a, 0x37fb, 0x38f7, 0x3824, 0x386f, 0x38c7, 0x36ee, 0x3a9c, 0x38d3, 0x2c67, 0x3a80, 0x2f30, 0x3328, 0x3721, 0x3790, 0x34e5, 0x3a6c, 0x3643, 0x3934, 0x3034, 0x38d4, 0x362e, 0x3b4b, 0x3408, 0x30c2, 0x370e, 0x3b31, 0x3b16, 
+0x3b6b, 0x39d4, 0x339c, 0x381e, 0x313e, 0x3671, 0x3ae2, 0x3479, 0x3940, 0x342d, 0x3925, 0x370a, 0x35d8, 0x2dad, 0x3888, 0x24b9, 0x375d, 0x34bd, 0x3243, 0x2ebb, 0x3970, 0x3a21, 0x3a07, 0x3877, 0x3888, 0x3569, 0x372d, 0x2ac1, 0x331e, 0x384d, 0x3996, 0x34a4, 
+0x35c1, 0x33a9, 0x21ed, 0x3a42, 0x388d, 0x34e4, 0x33c3, 0x34f9, 0x3a7b, 0x33fb, 0x2cdd, 0x3b0e, 0x333b, 0x3973, 0x34fc, 0x3771, 0x32ea, 0x2de4, 0x31a8, 0x3946, 0x3657, 0x3a4e, 0x36f6, 0x2829, 0x3ba2, 0x3bdc, 0x3bb3, 0x306c, 0x398d, 0x3a1f, 0x3991, 0x3846, 
+0x3547, 0x3292, 0x2e85, 0x31ed, 0x3979, 0x3a90, 0x28a4, 0x3bed, 0x36d8, 0x340e, 0x3b6a, 0x3ab6, 0x3824, 0x382b, 0x3ac3, 0x3811, 0x36d7, 0x3519, 0x3a92, 0x3a42, 0x29d1, 0x383a, 0x3a9b, 0x300e, 0x2cd3, 0x39cd, 0x3874, 0x3a07, 0x2eb1, 0x3b86, 0x3ad8, 0x3a5d, 
+0x3712, 0x284a, 0x38c1, 0x3bec, 0x39c0, 0x32cd, 0x3ad8, 0x3bce, 0x3817, 0x3896, 0x3aa7, 0x3870, 0x3996, 0x32cc, 0x3a4c, 0x3757, 0x3814, 0x3b65, 0x3acb, 0x376e, 0x34c0, 0x3609, 0x3bf0, 0x3b24, 0x3b29, 0x3848, 0x34b7, 0x398a, 0x220c, 0x3498, 0x3a8c, 0x3883, 
+0x38c4, 0x3af6, 0x3a42, 0x2dd6, 0x3147, 0x3717, 0x3a8e, 0x3af9, 0x3296, 0x38ef, 0x34fa, 0x3555, 0x3b29, 0x38de, 0x315e, 0x3773, 0x3b67, 0x3116, 0x38ec, 0x357c, 0x35d0, 0x2518, 0x3958, 0x2a03, 0x37d9, 0x3699, 0x3a1e, 0x3230, 0x3b13, 0x36d4, 0x3b2a, 0x39ad, 
+0x3b10, 0x351a, 0x3b97, 0x3326, 0x2b54, 0x3b7d, 0x386f, 0x373e, 0x37fa, 0x389b, 0x3b90, 0x3292, 0x3975, 0x38f3, 0x37f1, 0x3590, 0x3810, 0x2fd7, 0x3bf7, 0x3a5a, 0x3a1c, 0x34dd, 0x354c, 0x32f8, 0x3095, 0x321e, 0x39e0, 0x395c, 0x3717, 0x357f, 0x394a, 0x34b1, 
+0x3ba4, 0x380c, 0x3604, 0x2f50, 0x348d, 0x3828, 0x3a9f, 0x39ce, 0x32ca, 0x3906, 0x3ab2, 0x2ca5, 0x38c9, 0x362a, 0x34b2, 0x29dc, 0x3a36, 0x3052, 0x31b7, 0x3589, 0x387c, 0x3401, 0x3b22, 0x3ad6, 0x3ae8, 0x3238, 0x3494, 0x3502, 0x3717, 0x3a6c, 0x3229, 0x368c, 
+0x3056, 0x3a56, 0x3498, 0x39eb, 0x2864, 0x342d, 0x39e0, 0x34a1, 0x2b99, 0x3a04, 0x38ff, 0x328c, 0x34d9, 0x387d, 0x3a3c, 0x32e5, 0x39eb, 0x3984, 0x34dd, 0x38a7, 0x373f, 0x39b4, 0x3235, 0x2f58, 0x2f39, 0x3800, 0x3758, 0x3939, 0x39fc, 0x3a4b, 0x38bf, 0x30ee, 
+0x345e, 0x39c8, 0x3a6d, 0x3262, 0x3b81, 0x31dc, 0x3a15, 0x3bd0, 0x36af, 0x36de, 0x37d5, 0x39d7, 0x3ad3, 0x3ac1, 0x3109, 0x35ea, 0x31c6, 0x398d, 0x3987, 0x3a4a, 0x34d2, 0x2ed2, 0x35e6, 0x352c, 0x39eb, 0x3bd6, 0x3a5b, 0x39d1, 0x34aa, 0x3ade, 0x394b, 0x38a1, 
+0x2bed, 0x38de, 0x3811, 0x3813, 0x391a, 0x374b, 0x3829, 0x3725, 0x38f0, 0x3583, 0x3966, 0x3a7d, 0x375a, 0x38fe, 0x3696, 0x361c, 0x39a8, 0x35f0, 0x38e1, 0x3003, 0x3595, 0x316e, 0x3862, 0x3af8, 0x3af2, 0x34c8, 0x381d, 0x37d8, 0x3893, 0x3a9c, 0x3989, 0x308c, 
+0x30cc, 0x2538, 0x399d, 0x3919, 0x399e, 0x21cc, 0x38e9, 0x30f8, 0x3a20, 0x3b3c, 0x3990, 0x259c, 0x3143, 0x3080, 0x3967, 0x3afb, 0x3a1b, 0x3779, 0x2eeb, 0x39f3, 0x379a, 0x369c, 0x3985, 0x3a1b, 0x3ba6, 0x3a53, 0x28d5, 0x3881, 0x31d9, 0x3a34, 0x3bd9, 0x393a, 
+0x3601, 0x2c6e, 0x3636, 0x3298, 0x39bb, 0x3a08, 0x38db, 0x35ad, 0x3a09, 0x36a6, 0x3bc7, 0x3bac, 0x34ae, 0x3291, 0x290b, 0x3250, 0x2648, 0x333d, 0x2bf3, 0x34b1, 0x30e0, 0x351f, 0x3a74, 0x38dc, 0x3883, 0x2841, 0x35e1, 0x390d, 0x3a50, 0x3abd, 0x386d, 0x3bb7, 
+0x3b94, 0x36b7, 0x3a49, 0x332f, 0x3a1d, 0x354b, 0x3bab, 0x3346, 0x3417, 0x351e, 0x3b6d, 0x391a, 0x2db3, 0x3b1c, 0x3a4a, 0x37b7, 0x36cf, 0x3a56, 0x39c4, 0x3be9, 0x34f0, 0x39be, 0x3691, 0x1ba5, 0x3888, 0x3040, 0x3ae1, 0x3b9b, 0x398f, 0x3a49, 0x3a16, 0x38c0, 
+0x386c, 0x39ab, 0x37fa, 0x382c, 0x3a6f, 0x393f, 0x340d, 0x38ef, 0x39d1, 0x3845, 0x398f, 0x363e, 0x3687, 0x3052, 0x3a2b, 0x392c, 0x2f5c, 0x3412, 0x3a1f, 0x3b2f, 0x3bcc, 0x3a63, 0x3a89, 0x36e9, 0x3921, 0x3b80, 0x2dc0, 0x3a03, 0x3beb, 0x38d3, 0x36cb, 0x39a3, 
+0x3978, 0x3a88, 0x3ba4, 0x3561, 0x28c5, 0x33a0, 0x37be, 0x2c39, 0x30ee, 0x3782, 0x2c07, 0x354e, 0x3491, 0x3a92, 0x331a, 0x3b15, 0x32e1, 0x3839, 0x3afb, 0x36c2, 0x2fd0, 0x29ad, 0x3b2e, 0x39c1, 0x2a8c, 0x341a, 0x2f90, 0x395a, 0x3969, 0x37ea, 0x3a5c, 0x3b6d, 
+0x3971, 0x3a93, 0x304e, 0x3623, 0x3a22, 0x31ee, 0x29df, 0x2c93, 0x3a01, 0x3a62, 0x366c, 0x371d, 0x3af3, 0x2e08, 0x3ac0, 0x3642, 0x3a28, 0x368d, 0x2d3d, 0x36d9, 0x32c3, 0x373f, 0x36fe, 0x3487, 0x2c81, 0x3623, 0x3b59, 0x3a91, 0x350a, 0x34f4, 0x3b09, 0x2c25, 
+0x3b13, 0x325a, 0x379e, 0x3a7d, 0x34b1, 0x39d5, 0x2ba8, 0x322b, 0x3b5e, 0x37ab, 0x2e24, 0x3ba9, 0x3a3d, 0x34f7, 0x3ba1, 0x3877, 0x3071, 0x39fb, 0x3bbd, 0x3633, 0x3b36, 0x2daa, 0x3b9b, 0x3aa0, 0x395c, 0x3b8f, 0x38d5, 0x3ab0, 0x3a8f, 0x36c2, 0x3b1f, 0x3489, 
+0x2acc, 0x3845, 0x3715, 0x37d8, 0x3992, 0x3bff, 0x350e, 0x3ad7, 0x39b0, 0x35ac, 0x3287, 0x385f, 0x3bd4, 0x37a3, 0x3438, 0x39a5, 0x3bcf, 0x38c3, 0x34f6, 0x3ae3, 0x3b57, 0x39af, 0x35eb, 0x3bed, 0x34d4, 0x2a95, 0x3b13, 0x384e, 0x3a3b, 0x33da, 0x3bce, 0x3b99, 
+0x3559, 0x3335, 0x3a2e, 0x3123, 0x38db, 0x33d0, 0x3638, 0x3b17, 0x3a72, 0x3afc, 0x3936, 0x3838, 0x2b69, 0x3895, 0x3a1a, 0x3192, 0x39d5, 0x37a5, 0x2eb0, 0x2e8b, 0x329a, 0x3b90, 0x390a, 0x3a1e, 0x3847, 0x375d, 0x3873, 0x35e2, 0x3771, 0x30f5, 0x3231, 0x3bd7, 
+0x2bbc, 0x3ace, 0x31ad, 0x3a6b, 0x28a4, 0x3b48, 0x3ba3, 0x3a84, 0x3353, 0x39f6, 0x381f, 0x2dd6, 0x314c, 0x34af, 0x3929, 0x3921, 0x383b, 0x34b0, 0x3923, 0x32c9, 0x3ae7, 0x318f, 0x3480, 0x2ad8, 0x3042, 0x3a4c, 0x349d, 0x2c12, 0x3abb, 0x3a57, 0x3b0d, 0x3111, 
+0x3359, 0x3a84, 0x38f2, 0x368d, 0x2f4b, 0x3ba0, 0x395c, 0x3026, 0x3a15, 0x2a04, 0x326e, 0x3522, 0x31a2, 0x382f, 0x2ada, 0x3b7c, 0x2f80, 0x3af5, 0x2d35, 0x38fa, 0x39ab, 0x2c6d, 0x2e7a, 0x39f6, 0x31a4, 0x3a53, 0x358c, 0x3951, 0x3a4e, 0x3916, 0x2a3f, 0x3ae9, 
+0x3b03, 0x39f8, 0x39fe, 0x3a61, 0x39fb, 0x3704, 0x360d, 0x39a7, 0x37a9, 0x348f, 0x3a30, 0x3af5, 0x366f, 0x3b29, 0x3a6a, 0x33d5, 0x370a, 0x39cd, 0x3444, 0x3bea, 0x3b2b, 0x312e, 0x3b8e, 0x32cf, 0x3b79, 0x3302, 0x3bba, 0x3962, 0x3413, 0x37a1, 0x39e0, 0x3805 
+};
\ No newline at end of file
diff --git a/carfield/redmule/inc/z_2D.h b/carfield/redmule/inc/z_2D.h
new file mode 100644
index 0000000..aff808a
--- /dev/null
+++ b/carfield/redmule/inc/z_2D.h
@@ -0,0 +1,27 @@
+ /* Header file generated by RedMulE Golden Model */
+uint16_t z_oup_2D [24][32] = {
+0x4845, 0x4897, 0x4608, 0x4838, 0x4855, 0x487b, 0x4869, 0x4880, 0x46d1, 0x48b0, 0x48db, 0x483f, 0x48c9, 0x485f, 0x4881, 0x483a, 0x484b, 0x472c, 0x4762, 0x492b, 0x4822, 0x48fd, 0x488e, 0x492e, 0x483e, 0x484f, 0x49e8, 0x46d7, 0x484b, 0x489d, 0x490b, 0x47e9, 
+0x484f, 0x47d2, 0x44be, 0x4747, 0x47c7, 0x46c0, 0x4727, 0x48af, 0x46c5, 0x482d, 0x483d, 0x482e, 0x4897, 0x479f, 0x488b, 0x4749, 0x489a, 0x46a8, 0x46f2, 0x488b, 0x4891, 0x47e8, 0x4872, 0x483d, 0x4716, 0x46fd, 0x49b5, 0x46a0, 0x46e7, 0x47a4, 0x48a1, 0x4767, 
+0x4939, 0x4935, 0x4703, 0x48c1, 0x4863, 0x48bd, 0x4913, 0x48cf, 0x48b6, 0x48b8, 0x4946, 0x4920, 0x495e, 0x48e1, 0x4938, 0x48b2, 0x493a, 0x4882, 0x483b, 0x49d5, 0x4911, 0x4972, 0x496b, 0x49df, 0x48f2, 0x4888, 0x4a46, 0x4821, 0x48c1, 0x490c, 0x49b2, 0x48a3, 
+0x463a, 0x47b0, 0x44cb, 0x4762, 0x4765, 0x46b9, 0x466a, 0x4814, 0x4631, 0x4796, 0x4666, 0x474b, 0x4798, 0x4704, 0x4838, 0x4761, 0x47d3, 0x4590, 0x45ea, 0x48a2, 0x47f1, 0x4844, 0x484b, 0x4776, 0x47d6, 0x46d8, 0x48f3, 0x44d3, 0x46fa, 0x478d, 0x481e, 0x466e, 
+0x4827, 0x481e, 0x45a2, 0x4794, 0x4727, 0x4806, 0x475d, 0x48d5, 0x4708, 0x4828, 0x4862, 0x480d, 0x4895, 0x4832, 0x48bd, 0x47f1, 0x482a, 0x46a7, 0x47b1, 0x492d, 0x484d, 0x4884, 0x48dc, 0x485f, 0x476d, 0x480c, 0x48e9, 0x46d3, 0x4728, 0x4884, 0x48a0, 0x480e, 
+0x4862, 0x4813, 0x4675, 0x485a, 0x47e8, 0x4738, 0x4836, 0x4823, 0x46e7, 0x4821, 0x4822, 0x47b3, 0x4846, 0x4855, 0x4863, 0x4717, 0x4872, 0x47c1, 0x46d5, 0x488e, 0x47e2, 0x485f, 0x487c, 0x48b8, 0x481e, 0x4788, 0x48bd, 0x4677, 0x46c9, 0x47f8, 0x48fe, 0x47fc, 
+0x47a0, 0x47b2, 0x4588, 0x467e, 0x4662, 0x46c7, 0x46e8, 0x4812, 0x4536, 0x474e, 0x46c0, 0x468f, 0x481f, 0x4679, 0x46a1, 0x46e2, 0x4809, 0x4560, 0x4630, 0x47eb, 0x46b5, 0x4757, 0x4848, 0x477f, 0x46a6, 0x46d8, 0x4870, 0x459a, 0x4670, 0x4678, 0x47d2, 0x468c, 
+0x4762, 0x48c4, 0x46e3, 0x4791, 0x46b1, 0x486d, 0x47d0, 0x4867, 0x468d, 0x47f6, 0x48a5, 0x4756, 0x4857, 0x4854, 0x4866, 0x4838, 0x484d, 0x46ec, 0x47d2, 0x48f6, 0x484a, 0x4879, 0x4848, 0x483c, 0x471d, 0x4806, 0x48fa, 0x4730, 0x4768, 0x47b8, 0x4865, 0x46f9, 
+0x48a8, 0x4918, 0x46ca, 0x4867, 0x4800, 0x4862, 0x48d3, 0x4910, 0x474e, 0x4849, 0x48eb, 0x486b, 0x4966, 0x48c5, 0x48f4, 0x4830, 0x48f9, 0x4778, 0x481e, 0x499e, 0x48cf, 0x48f1, 0x4982, 0x4923, 0x487c, 0x47cf, 0x49ea, 0x4649, 0x4773, 0x495e, 0x48b2, 0x483f, 
+0x48a7, 0x4975, 0x4616, 0x481e, 0x481f, 0x4866, 0x48b6, 0x4864, 0x47dc, 0x4873, 0x485c, 0x487f, 0x4938, 0x491f, 0x490d, 0x48b6, 0x48f8, 0x48a1, 0x4859, 0x492d, 0x489c, 0x4915, 0x4899, 0x4887, 0x486c, 0x4859, 0x49ca, 0x471e, 0x4867, 0x4918, 0x48d3, 0x4827, 
+0x488b, 0x4998, 0x4704, 0x481d, 0x48b8, 0x4880, 0x4876, 0x4944, 0x470c, 0x48f2, 0x48b9, 0x489b, 0x4956, 0x48e5, 0x48d6, 0x48a5, 0x48dc, 0x4856, 0x484e, 0x49ab, 0x48e0, 0x490e, 0x48dd, 0x4945, 0x488b, 0x48dd, 0x4a32, 0x47ea, 0x4835, 0x4911, 0x4965, 0x4819, 
+0x460e, 0x481e, 0x452c, 0x4673, 0x475c, 0x4717, 0x46f6, 0x46d0, 0x4696, 0x46bc, 0x4726, 0x481e, 0x4763, 0x46ea, 0x46fe, 0x4758, 0x478b, 0x4627, 0x4704, 0x483f, 0x46ad, 0x47b1, 0x4792, 0x4816, 0x46f2, 0x4684, 0x4827, 0x45a8, 0x472f, 0x47a4, 0x4797, 0x462b, 
+0x483f, 0x48ab, 0x468f, 0x4863, 0x485a, 0x4766, 0x481d, 0x48cb, 0x47dc, 0x4903, 0x48fc, 0x4830, 0x48cc, 0x483e, 0x48ab, 0x4864, 0x4966, 0x4763, 0x4794, 0x499d, 0x488e, 0x488b, 0x48dc, 0x4960, 0x4854, 0x484c, 0x499c, 0x474c, 0x4826, 0x48bc, 0x4949, 0x4883, 
+0x489d, 0x4905, 0x4718, 0x481e, 0x48e3, 0x48f4, 0x48c1, 0x4904, 0x47e8, 0x48b3, 0x4892, 0x48d4, 0x48ff, 0x4894, 0x48d5, 0x4886, 0x48fa, 0x4803, 0x47d2, 0x492e, 0x4870, 0x48b2, 0x48e5, 0x492b, 0x487b, 0x4785, 0x49e3, 0x471d, 0x4837, 0x48bf, 0x489b, 0x48c4, 
+0x475c, 0x4871, 0x464a, 0x4811, 0x47af, 0x471c, 0x4817, 0x4817, 0x463b, 0x484e, 0x477f, 0x464f, 0x4704, 0x487c, 0x47a3, 0x4725, 0x4853, 0x462a, 0x465a, 0x4860, 0x4736, 0x4880, 0x47e1, 0x482b, 0x4811, 0x46c0, 0x48dc, 0x475d, 0x4668, 0x4806, 0x4893, 0x46f4, 
+0x4858, 0x4959, 0x463d, 0x487b, 0x480f, 0x484e, 0x48c0, 0x48a6, 0x4847, 0x4894, 0x48a0, 0x484a, 0x491e, 0x48f4, 0x48fc, 0x48b5, 0x48ce, 0x47d2, 0x47db, 0x497f, 0x4955, 0x4939, 0x48a7, 0x48ce, 0x4890, 0x4884, 0x49d6, 0x4763, 0x486e, 0x4922, 0x48f4, 0x48c3, 
+0x47ec, 0x491c, 0x4698, 0x4783, 0x4715, 0x4754, 0x4745, 0x4752, 0x472f, 0x4832, 0x4817, 0x4809, 0x47f8, 0x48c3, 0x47e6, 0x4800, 0x48b6, 0x4730, 0x480a, 0x48cb, 0x479e, 0x488e, 0x47c2, 0x488e, 0x472f, 0x47ee, 0x489d, 0x4744, 0x4755, 0x4851, 0x4846, 0x47d3, 
+0x4838, 0x48a0, 0x4634, 0x4762, 0x4786, 0x4806, 0x47e3, 0x482d, 0x4726, 0x486c, 0x47b7, 0x4803, 0x48ac, 0x4814, 0x48e0, 0x4839, 0x4827, 0x4750, 0x46f2, 0x48c5, 0x483f, 0x4886, 0x48ad, 0x4856, 0x47e8, 0x47a9, 0x4937, 0x4743, 0x46d0, 0x481f, 0x484c, 0x4804, 
+0x47fd, 0x481f, 0x456d, 0x4813, 0x474d, 0x4807, 0x4688, 0x480e, 0x46e8, 0x4810, 0x469f, 0x4799, 0x4853, 0x478f, 0x47f2, 0x4824, 0x47d0, 0x471f, 0x46da, 0x485f, 0x4813, 0x481c, 0x482e, 0x4863, 0x4786, 0x480b, 0x48c9, 0x46b8, 0x475a, 0x46e2, 0x4852, 0x46c5, 
+0x45af, 0x4802, 0x4466, 0x46c2, 0x465d, 0x4743, 0x46b7, 0x47ba, 0x4636, 0x46c3, 0x4677, 0x4784, 0x485a, 0x47c2, 0x46dc, 0x46ac, 0x47de, 0x460e, 0x465f, 0x4834, 0x47f4, 0x4769, 0x46fc, 0x4810, 0x45fd, 0x45ea, 0x48d0, 0x45b5, 0x4704, 0x4783, 0x4830, 0x46c4, 
+0x4759, 0x47c7, 0x453d, 0x45b0, 0x4741, 0x4702, 0x4736, 0x4793, 0x461b, 0x47ba, 0x470b, 0x46dd, 0x4657, 0x470b, 0x470d, 0x4710, 0x486c, 0x468f, 0x45c3, 0x46ba, 0x479d, 0x483b, 0x46c9, 0x4774, 0x46a9, 0x46a7, 0x4833, 0x4606, 0x4690, 0x46a9, 0x46f5, 0x46a7, 
+0x47ac, 0x48bb, 0x452c, 0x4803, 0x470f, 0x4824, 0x47d5, 0x48cb, 0x4707, 0x484a, 0x4832, 0x4797, 0x4851, 0x482c, 0x487a, 0x4877, 0x4891, 0x465d, 0x47f4, 0x48ce, 0x4898, 0x4899, 0x484e, 0x486a, 0x47ac, 0x47f0, 0x493e, 0x4611, 0x47e2, 0x489e, 0x488c, 0x46af, 
+0x4665, 0x4836, 0x45e4, 0x46b6, 0x46a1, 0x46b9, 0x46c8, 0x46dd, 0x4658, 0x474b, 0x467b, 0x4777, 0x4769, 0x4798, 0x4785, 0x475e, 0x472a, 0x4656, 0x45fb, 0x4881, 0x46fc, 0x472d, 0x476e, 0x47a3, 0x465d, 0x46ca, 0x4855, 0x4500, 0x464f, 0x479a, 0x46c3, 0x4738, 
+0x481e, 0x486c, 0x4659, 0x4801, 0x4756, 0x477a, 0x47d5, 0x487b, 0x4706, 0x4808, 0x484f, 0x4838, 0x4870, 0x4863, 0x48d3, 0x4806, 0x4865, 0x4771, 0x46be, 0x494c, 0x4915, 0x484c, 0x4900, 0x4862, 0x481a, 0x46e8, 0x4974, 0x46a0, 0x4775, 0x483d, 0x487c, 0x480e 
+};
\ No newline at end of file
diff --git a/carfield/redmule/inc/z_output.h b/carfield/redmule/inc/z_output.h
new file mode 100644
index 0000000..96c7e5f
--- /dev/null
+++ b/carfield/redmule/inc/z_output.h
@@ -0,0 +1,27 @@
+ /* Header file generated by RedMulE Golden Model */
+uint16_t z_oup [768] = {
+0x4845, 0x4897, 0x4608, 0x4838, 0x4855, 0x487b, 0x4869, 0x4880, 0x46d1, 0x48b0, 0x48db, 0x483f, 0x48c9, 0x485f, 0x4881, 0x483a, 0x484b, 0x472c, 0x4762, 0x492b, 0x4822, 0x48fd, 0x488e, 0x492e, 0x483e, 0x484f, 0x49e8, 0x46d7, 0x484b, 0x489d, 0x490b, 0x47e9, 
+0x484f, 0x47d2, 0x44be, 0x4747, 0x47c7, 0x46c0, 0x4727, 0x48af, 0x46c5, 0x482d, 0x483d, 0x482e, 0x4897, 0x479f, 0x488b, 0x4749, 0x489a, 0x46a8, 0x46f2, 0x488b, 0x4891, 0x47e8, 0x4872, 0x483d, 0x4716, 0x46fd, 0x49b5, 0x46a0, 0x46e7, 0x47a4, 0x48a1, 0x4767, 
+0x4939, 0x4935, 0x4703, 0x48c1, 0x4863, 0x48bd, 0x4913, 0x48cf, 0x48b6, 0x48b8, 0x4946, 0x4920, 0x495e, 0x48e1, 0x4938, 0x48b2, 0x493a, 0x4882, 0x483b, 0x49d5, 0x4911, 0x4972, 0x496b, 0x49df, 0x48f2, 0x4888, 0x4a46, 0x4821, 0x48c1, 0x490c, 0x49b2, 0x48a3, 
+0x463a, 0x47b0, 0x44cb, 0x4762, 0x4765, 0x46b9, 0x466a, 0x4814, 0x4631, 0x4796, 0x4666, 0x474b, 0x4798, 0x4704, 0x4838, 0x4761, 0x47d3, 0x4590, 0x45ea, 0x48a2, 0x47f1, 0x4844, 0x484b, 0x4776, 0x47d6, 0x46d8, 0x48f3, 0x44d3, 0x46fa, 0x478d, 0x481e, 0x466e, 
+0x4827, 0x481e, 0x45a2, 0x4794, 0x4727, 0x4806, 0x475d, 0x48d5, 0x4708, 0x4828, 0x4862, 0x480d, 0x4895, 0x4832, 0x48bd, 0x47f1, 0x482a, 0x46a7, 0x47b1, 0x492d, 0x484d, 0x4884, 0x48dc, 0x485f, 0x476d, 0x480c, 0x48e9, 0x46d3, 0x4728, 0x4884, 0x48a0, 0x480e, 
+0x4862, 0x4813, 0x4675, 0x485a, 0x47e8, 0x4738, 0x4836, 0x4823, 0x46e7, 0x4821, 0x4822, 0x47b3, 0x4846, 0x4855, 0x4863, 0x4717, 0x4872, 0x47c1, 0x46d5, 0x488e, 0x47e2, 0x485f, 0x487c, 0x48b8, 0x481e, 0x4788, 0x48bd, 0x4677, 0x46c9, 0x47f8, 0x48fe, 0x47fc, 
+0x47a0, 0x47b2, 0x4588, 0x467e, 0x4662, 0x46c7, 0x46e8, 0x4812, 0x4536, 0x474e, 0x46c0, 0x468f, 0x481f, 0x4679, 0x46a1, 0x46e2, 0x4809, 0x4560, 0x4630, 0x47eb, 0x46b5, 0x4757, 0x4848, 0x477f, 0x46a6, 0x46d8, 0x4870, 0x459a, 0x4670, 0x4678, 0x47d2, 0x468c, 
+0x4762, 0x48c4, 0x46e3, 0x4791, 0x46b1, 0x486d, 0x47d0, 0x4867, 0x468d, 0x47f6, 0x48a5, 0x4756, 0x4857, 0x4854, 0x4866, 0x4838, 0x484d, 0x46ec, 0x47d2, 0x48f6, 0x484a, 0x4879, 0x4848, 0x483c, 0x471d, 0x4806, 0x48fa, 0x4730, 0x4768, 0x47b8, 0x4865, 0x46f9, 
+0x48a8, 0x4918, 0x46ca, 0x4867, 0x4800, 0x4862, 0x48d3, 0x4910, 0x474e, 0x4849, 0x48eb, 0x486b, 0x4966, 0x48c5, 0x48f4, 0x4830, 0x48f9, 0x4778, 0x481e, 0x499e, 0x48cf, 0x48f1, 0x4982, 0x4923, 0x487c, 0x47cf, 0x49ea, 0x4649, 0x4773, 0x495e, 0x48b2, 0x483f, 
+0x48a7, 0x4975, 0x4616, 0x481e, 0x481f, 0x4866, 0x48b6, 0x4864, 0x47dc, 0x4873, 0x485c, 0x487f, 0x4938, 0x491f, 0x490d, 0x48b6, 0x48f8, 0x48a1, 0x4859, 0x492d, 0x489c, 0x4915, 0x4899, 0x4887, 0x486c, 0x4859, 0x49ca, 0x471e, 0x4867, 0x4918, 0x48d3, 0x4827, 
+0x488b, 0x4998, 0x4704, 0x481d, 0x48b8, 0x4880, 0x4876, 0x4944, 0x470c, 0x48f2, 0x48b9, 0x489b, 0x4956, 0x48e5, 0x48d6, 0x48a5, 0x48dc, 0x4856, 0x484e, 0x49ab, 0x48e0, 0x490e, 0x48dd, 0x4945, 0x488b, 0x48dd, 0x4a32, 0x47ea, 0x4835, 0x4911, 0x4965, 0x4819, 
+0x460e, 0x481e, 0x452c, 0x4673, 0x475c, 0x4717, 0x46f6, 0x46d0, 0x4696, 0x46bc, 0x4726, 0x481e, 0x4763, 0x46ea, 0x46fe, 0x4758, 0x478b, 0x4627, 0x4704, 0x483f, 0x46ad, 0x47b1, 0x4792, 0x4816, 0x46f2, 0x4684, 0x4827, 0x45a8, 0x472f, 0x47a4, 0x4797, 0x462b, 
+0x483f, 0x48ab, 0x468f, 0x4863, 0x485a, 0x4766, 0x481d, 0x48cb, 0x47dc, 0x4903, 0x48fc, 0x4830, 0x48cc, 0x483e, 0x48ab, 0x4864, 0x4966, 0x4763, 0x4794, 0x499d, 0x488e, 0x488b, 0x48dc, 0x4960, 0x4854, 0x484c, 0x499c, 0x474c, 0x4826, 0x48bc, 0x4949, 0x4883, 
+0x489d, 0x4905, 0x4718, 0x481e, 0x48e3, 0x48f4, 0x48c1, 0x4904, 0x47e8, 0x48b3, 0x4892, 0x48d4, 0x48ff, 0x4894, 0x48d5, 0x4886, 0x48fa, 0x4803, 0x47d2, 0x492e, 0x4870, 0x48b2, 0x48e5, 0x492b, 0x487b, 0x4785, 0x49e3, 0x471d, 0x4837, 0x48bf, 0x489b, 0x48c4, 
+0x475c, 0x4871, 0x464a, 0x4811, 0x47af, 0x471c, 0x4817, 0x4817, 0x463b, 0x484e, 0x477f, 0x464f, 0x4704, 0x487c, 0x47a3, 0x4725, 0x4853, 0x462a, 0x465a, 0x4860, 0x4736, 0x4880, 0x47e1, 0x482b, 0x4811, 0x46c0, 0x48dc, 0x475d, 0x4668, 0x4806, 0x4893, 0x46f4, 
+0x4858, 0x4959, 0x463d, 0x487b, 0x480f, 0x484e, 0x48c0, 0x48a6, 0x4847, 0x4894, 0x48a0, 0x484a, 0x491e, 0x48f4, 0x48fc, 0x48b5, 0x48ce, 0x47d2, 0x47db, 0x497f, 0x4955, 0x4939, 0x48a7, 0x48ce, 0x4890, 0x4884, 0x49d6, 0x4763, 0x486e, 0x4922, 0x48f4, 0x48c3, 
+0x47ec, 0x491c, 0x4698, 0x4783, 0x4715, 0x4754, 0x4745, 0x4752, 0x472f, 0x4832, 0x4817, 0x4809, 0x47f8, 0x48c3, 0x47e6, 0x4800, 0x48b6, 0x4730, 0x480a, 0x48cb, 0x479e, 0x488e, 0x47c2, 0x488e, 0x472f, 0x47ee, 0x489d, 0x4744, 0x4755, 0x4851, 0x4846, 0x47d3, 
+0x4838, 0x48a0, 0x4634, 0x4762, 0x4786, 0x4806, 0x47e3, 0x482d, 0x4726, 0x486c, 0x47b7, 0x4803, 0x48ac, 0x4814, 0x48e0, 0x4839, 0x4827, 0x4750, 0x46f2, 0x48c5, 0x483f, 0x4886, 0x48ad, 0x4856, 0x47e8, 0x47a9, 0x4937, 0x4743, 0x46d0, 0x481f, 0x484c, 0x4804, 
+0x47fd, 0x481f, 0x456d, 0x4813, 0x474d, 0x4807, 0x4688, 0x480e, 0x46e8, 0x4810, 0x469f, 0x4799, 0x4853, 0x478f, 0x47f2, 0x4824, 0x47d0, 0x471f, 0x46da, 0x485f, 0x4813, 0x481c, 0x482e, 0x4863, 0x4786, 0x480b, 0x48c9, 0x46b8, 0x475a, 0x46e2, 0x4852, 0x46c5, 
+0x45af, 0x4802, 0x4466, 0x46c2, 0x465d, 0x4743, 0x46b7, 0x47ba, 0x4636, 0x46c3, 0x4677, 0x4784, 0x485a, 0x47c2, 0x46dc, 0x46ac, 0x47de, 0x460e, 0x465f, 0x4834, 0x47f4, 0x4769, 0x46fc, 0x4810, 0x45fd, 0x45ea, 0x48d0, 0x45b5, 0x4704, 0x4783, 0x4830, 0x46c4, 
+0x4759, 0x47c7, 0x453d, 0x45b0, 0x4741, 0x4702, 0x4736, 0x4793, 0x461b, 0x47ba, 0x470b, 0x46dd, 0x4657, 0x470b, 0x470d, 0x4710, 0x486c, 0x468f, 0x45c3, 0x46ba, 0x479d, 0x483b, 0x46c9, 0x4774, 0x46a9, 0x46a7, 0x4833, 0x4606, 0x4690, 0x46a9, 0x46f5, 0x46a7, 
+0x47ac, 0x48bb, 0x452c, 0x4803, 0x470f, 0x4824, 0x47d5, 0x48cb, 0x4707, 0x484a, 0x4832, 0x4797, 0x4851, 0x482c, 0x487a, 0x4877, 0x4891, 0x465d, 0x47f4, 0x48ce, 0x4898, 0x4899, 0x484e, 0x486a, 0x47ac, 0x47f0, 0x493e, 0x4611, 0x47e2, 0x489e, 0x488c, 0x46af, 
+0x4665, 0x4836, 0x45e4, 0x46b6, 0x46a1, 0x46b9, 0x46c8, 0x46dd, 0x4658, 0x474b, 0x467b, 0x4777, 0x4769, 0x4798, 0x4785, 0x475e, 0x472a, 0x4656, 0x45fb, 0x4881, 0x46fc, 0x472d, 0x476e, 0x47a3, 0x465d, 0x46ca, 0x4855, 0x4500, 0x464f, 0x479a, 0x46c3, 0x4738, 
+0x481e, 0x486c, 0x4659, 0x4801, 0x4756, 0x477a, 0x47d5, 0x487b, 0x4706, 0x4808, 0x484f, 0x4838, 0x4870, 0x4863, 0x48d3, 0x4806, 0x4865, 0x4771, 0x46be, 0x494c, 0x4915, 0x484c, 0x4900, 0x4862, 0x481a, 0x46e8, 0x4974, 0x46a0, 0x4775, 0x483d, 0x487c, 0x480e 
+};
\ No newline at end of file
diff --git a/carfield/redmule/redmule.c b/carfield/redmule/redmule.c
new file mode 100644
index 0000000..992e223
--- /dev/null
+++ b/carfield/redmule/redmule.c
@@ -0,0 +1,112 @@
+/*
+ * Copyright (C) 2022-2023 ETH Zurich and University of Bologna
+ *
+ * Licensed under the Apache License, Version 2.0 (the "License");
+ * you may not use this file except in compliance with the License.
+ * You may obtain a copy of the License at
+ *
+ *     http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ * SPDX-License-Identifier: Apache-2.0
+ * 
+ * Author: Yvan Tortorella  <yvan.tortorella@unibo.it>
+ *
+ * RedMulE SW test
+ */
+
+#include <stdint.h>
+#include "stdio.h"
+#include "archi_redmule.h"
+#include "hal_redmule.h"
+#include "pulp.h"
+
+int main() {
+
+  volatile int errors = 0;
+
+  if(get_core_id() == 0){
+
+    uint16_t m_size = M_SIZE;
+    uint16_t n_size = N_SIZE;
+    uint16_t k_size = K_SIZE;
+
+    uint8_t *x_ext = x_inp;
+    uint8_t *w_ext = w_inp;
+    uint8_t *y_ext = y_inp;
+    uint8_t *z_ext = z_oup;
+
+    uint8_t volatile *x = (uint8_t volatile *) pi_l1_malloc(0, (2*m_size*n_size));
+    uint8_t volatile *w = (uint8_t volatile *) pi_l1_malloc(0, (2*n_size*k_size));
+    uint8_t volatile *y = (uint8_t volatile *) pi_l1_malloc(0, (2*m_size*k_size));
+
+    #ifdef USE_NO_DMA
+      generate_test_data16((int) x, (int) w, (int) y, (int) m_size, (int) n_size, (int) k_size);
+    #else
+      volatile unsigned int dma_id = 0;
+      dma_id = mchan_alloc();
+      mchan_transfer((unsigned int) 2*(2*m_size*n_size),
+                     (unsigned int) x_ext,
+                     (unsigned int) x    );
+      mchan_barrier(dma_id);
+      mchan_free(dma_id);
+    
+      dma_id = mchan_alloc();
+      mchan_transfer((unsigned int) 2*(2*n_size*k_size),
+                     (unsigned int) w_ext,
+                     (unsigned int) w    );
+      mchan_barrier(dma_id);
+      mchan_free(dma_id);
+    
+      dma_id = mchan_alloc();
+      mchan_transfer((unsigned int) 2*(2*m_size*k_size),
+                     (unsigned int) y_ext,
+                     (unsigned int) y    );
+      mchan_barrier(dma_id);
+    #endif
+
+    int gold_sum = 0, check_sum = 0;
+    int i,j;
+
+    int offload_id_tmp, offload_id;
+
+    // Enable RedMulE
+    hwpe_cg_enable();
+
+    hwpe_soft_clear();
+
+    // redmule_cfg ((unsigned int) x,
+    //              (unsigned int) w,
+    //              (unsigned int) y,
+    //              m_size, n_size, k_size,
+    //              (uint8_t) GEMM,
+    //              (uint8_t) Float16);
+    redmule_x_add_set ((unsigned int) x);
+    redmule_w_add_set ((unsigned int) w);
+    redmule_y_add_set ((unsigned int) y);
+    redmule_z_add_set ((unsigned int) y);
+    redmule_cfg (m_size, n_size, k_size, gemm_ops);
+
+    // Start RedMulE operation
+    hwpe_trigger_job();
+
+    // Wait for end of computation
+    redmule_evt_wait();
+
+    // Disable RedMulE
+    hwpe_cg_disable();
+
+    errors = redmule_compare16((int) y, (int) m_size, (int) k_size);
+
+    *(int *) 0x1A1040A0 = errors;
+
+    printf ("Terminated test with %d errors. See you!\n", errors);
+
+  }
+  synch_barrier();
+  return errors;
+}

From f55e6764c613c253d375dedf9a7cfec0d3a25f64 Mon Sep 17 00:00:00 2001
From: Yvan Tortorella <ytortorella@lagrev3.ee.ethz.ch>
Date: Mon, 30 Oct 2023 22:09:50 +0100
Subject: [PATCH 11/56] Added DMR matmul to carfield regressions.

---
 carfield/dmr_matmul/Makefile     |   7 +++
 carfield/dmr_matmul/dmr_matmul.c | 100 +++++++++++++++++++++++++++++++
 carfield/dmr_matmul/matmul.h     |  56 +++++++++++++++++
 3 files changed, 163 insertions(+)
 create mode 100644 carfield/dmr_matmul/Makefile
 create mode 100644 carfield/dmr_matmul/dmr_matmul.c
 create mode 100644 carfield/dmr_matmul/matmul.h

diff --git a/carfield/dmr_matmul/Makefile b/carfield/dmr_matmul/Makefile
new file mode 100644
index 0000000..92be562
--- /dev/null
+++ b/carfield/dmr_matmul/Makefile
@@ -0,0 +1,7 @@
+PULP_APP = test
+PULP_APP_SRCS = dmr_matmul.c
+
+PULP_CFLAGS = -O3
+PULP_LDFLAGS = -lm
+
+include $(PULP_SDK_HOME)/install/rules/pulp.mk
diff --git a/carfield/dmr_matmul/dmr_matmul.c b/carfield/dmr_matmul/dmr_matmul.c
new file mode 100644
index 0000000..953dfdf
--- /dev/null
+++ b/carfield/dmr_matmul/dmr_matmul.c
@@ -0,0 +1,100 @@
+/*
+* @Author: Michael Rogenmoser
+* @Date:   2023-02-17 18:00:21
+* @Last Modified by:   Michael Rogenmoser
+* @Last Modified time: 2023-02-17 18:15:33
+*/
+#include <pulp.h>
+#include <stdio.h>
+#include "matmul.h"
+
+#define N_ITERS 1
+#define max(x,y) (x > y ? x : y)
+#define min(x,y) (x < y ? x : y)
+
+__attribute__ ((section(".heapsram"))) int A[SIZE][SIZE];
+__attribute__ ((section(".heapsram"))) int B[SIZE][SIZE];
+__attribute__ ((section(".heapsram"))) int C[SIZE][SIZE];
+
+void initialize_mat();
+
+void initialize_mat() {
+  int i,j;
+
+  for (i=0;i<SIZE;i++) {
+    for (j=0;j<SIZE;j++) {
+      A[i][j] = A_init[i][j];
+      B[i][j] = B_init[i][j];
+    }
+  }
+
+}
+
+void matrix_multiplication(testresult_t *result, void (*start)(), void (*stop)());
+
+testcase_t testcases[] = {
+  { .name = "Matrix Multiplication", .test = matrix_multiplication },
+  {0, 0}
+};
+
+int main() {
+  if (rt_cluster_id() != 0)
+    return bench_cluster_forward(0);
+
+  hmr_self_enable_dmr();
+  hmr_set_dmr_config_all(0    , // Core ID
+                         true , // Rapid recovery enabled
+                         true , // Setback enabled
+                         false); // Synch req
+  printf("Available Config: %x\n", hmr_get_available_config(rt_cluster_id()));
+  printf("after setup: %x\n", hmr_get_active_cores(rt_cluster_id()));
+
+  hmr_setup_barrier(hmr_get_active_cores(0));
+
+  int nbErrors = run_suite(testcases);
+
+  synch_barrier();
+
+  return nbErrors != 0;
+}
+
+void matrix_multiplication(testresult_t *result, void (*start)(), void (*stop)()) {
+  int coreid = rt_core_id();
+  int numcores = 6;
+  int *CHKSUM_RESULT;
+  short int i, iter, j, k;
+  int lb, ub, chunk;
+
+  if (coreid == 0){
+    printf("Start ParMatrixMul\n",0,0,0,0);
+    // initialize matrix A and B
+    initialize_mat();
+  }
+  //number of rows each core has to multiply
+  chunk = SIZE / numcores;
+  //lower bound
+  lb = coreid * chunk +  min(coreid, SIZE % numcores);
+  //upper bound
+  ub = (coreid + 1) * chunk + min(coreid + 1, SIZE % numcores);
+  if (coreid == numcores-1) {ub = SIZE;}
+
+  synch_barrier();
+
+  /********************* Benchmark Execution *********************/
+  if (coreid<numcores) {
+    start();
+    for (iter = 0; iter < N_ITERS; iter++) {
+      for (i = lb; i < ub; i++) {
+        for (k = 0; k < SIZE; k++) {
+          C[i][k] = 0;
+          for (j = 0; j < SIZE; j++)
+            C[i][k] += A[i][j] * B[j][k];
+        }
+      }
+    }
+  }
+  synch_barrier();
+  stop();
+
+  /********************* Benchmark Execution *********************/
+}
diff --git a/carfield/dmr_matmul/matmul.h b/carfield/dmr_matmul/matmul.h
new file mode 100644
index 0000000..eaed788
--- /dev/null
+++ b/carfield/dmr_matmul/matmul.h
@@ -0,0 +1,56 @@
+#define SIZE           24
+#define MAT_SIZE       (SIZE*SIZE*sizeof(int))
+
+int A_init[SIZE][SIZE]  = {
+    {181,242,121,183,206,92,200,157,59,246,13,24,108,168,125,179,134,202,74,79,86,66,63,29},
+    {178,198,233,162,184,134,150,155,153,199,114,94,81,0,92,164,206,186,166,191,173,25,82,38},
+    {216,38,65,42,106,189,132,201,214,41,24,231,249,78,84,109,168,159,127,107,217,254,197,217},
+    {64,22,112,106,14,207,197,73,149,38,106,250,17,254,196,121,218,22,28,237,31,87,82,132},
+    {165,67,227,22,65,61,140,27,231,194,168,145,33,44,175,127,31,56,194,227,186,13,252,27},
+    {160,183,169,113,226,50,116,138,23,147,247,20,73,174,185,178,196,200,232,178,234,117,9,251},
+    {36,192,256,31,150,165,159,79,217,121,13,123,77,233,87,219,20,225,3,27,22,69,216,92},
+    {151,236,72,44,178,105,211,237,216,24,107,168,194,178,99,168,246,250,120,212,18,39,194,112},
+    {230,114,234,101,27,26,158,119,246,3,119,80,227,214,96,87,35,179,195,156,71,84,53,89},
+    {188,225,242,243,130,165,133,225,222,186,139,152,171,23,156,42,214,11,46,45,206,78,34,196},
+    {232,161,201,187,247,80,215,11,9,164,220,201,118,161,98,1,155,14,60,7,82,118,211,230},
+    {4,91,20,188,232,229,234,82,240,175,105,12,160,204,177,201,129,241,83,235,125,216,91,29},
+    {120,97,74,42,130,29,15,160,252,82,140,48,226,25,154,19,207,190,197,216,177,8,14,111},
+    {175,204,50,69,35,251,68,208,171,18,135,186,200,139,182,170,7,144,83,83,79,15,192,165},
+    {236,198,116,130,248,198,107,218,107,105,178,209,163,22,218,163,144,65,55,48,102,217,57,158},
+    {192,201,215,171,104,183,55,72,75,214,72,181,85,212,173,88,183,144,221,90,117,129,201,103},
+    {32,75,38,70,53,76,66,27,221,10,17,122,234,218,56,39,63,112,194,124,178,81,244,38},
+    {76,225,145,248,141,149,27,180,84,164,149,19,101,179,147,10,93,14,219,241,77,241,136,156},
+    {120,146,26,53,175,54,79,69,113,29,204,90,203,227,1,180,227,100,44,206,163,17,215,25},
+    {134,167,185,215,181,100,189,203,220,158,112,2,124,100,183,251,110,159,21,118,77,12,249,5},
+    {161,110,245,113,227,139,107,236,250,244,231,63,191,75,102,110,18,210,26,133,53,66,50,140},
+    {151,76,114,163,117,76,250,117,154,97,73,235,147,9,176,91,246,256,72,13,228,172,109,156},
+    {105,13,88,253,167,189,23,42,137,249,15,115,118,234,126,129,167,54,211,229,243,249,143,118},
+    {191,245,66,166,36,208,209,127,193,246,68,224,31,65,56,167,241,144,111,30,54,115,34,56}
+};
+
+int B_init[SIZE][SIZE]  = {
+    {0,0,0,1,0,0,1,1,0,0,0,0,1,0,0,1,0,0,0,1,0,0,1,1},
+    {0,1,0,1,0,0,1,1,0,1,0,1,0,1,0,0,1,1,0,1,1,0,0,1},
+    {1,1,0,1,1,1,1,0,1,0,0,0,0,0,0,0,0,0,0,1,0,0,1,1},
+    {0,0,0,1,1,0,0,0,1,0,1,1,0,1,1,1,0,1,0,0,1,1,1,1},
+    {1,1,0,0,1,1,0,0,1,1,0,1,0,1,1,1,1,1,1,1,1,1,0,0},
+    {1,0,1,0,1,1,0,1,0,0,1,1,0,1,1,0,0,0,0,0,1,1,1,0},
+    {1,1,1,0,1,1,1,0,1,1,0,0,1,0,1,1,1,1,0,0,0,1,0,0},
+    {1,1,1,1,1,1,0,1,1,0,1,1,0,0,0,0,1,0,1,0,1,0,0,0},
+    {1,1,1,1,1,1,0,1,0,1,0,0,0,0,0,1,0,1,0,0,1,0,0,1},
+    {1,1,0,1,0,0,0,0,1,1,1,0,0,1,0,0,1,1,0,1,1,0,0,0},
+    {1,1,0,1,1,0,1,1,0,1,1,0,1,0,1,1,1,1,0,0,1,1,0,0},
+    {0,0,0,0,1,1,0,1,0,0,1,1,0,0,0,1,0,0,1,0,0,0,1,1},
+    {0,0,1,0,1,1,0,1,0,0,1,1,1,1,1,0,1,0,1,0,0,0,1,1},
+    {1,0,0,0,0,1,1,0,0,1,0,1,1,1,0,0,1,0,1,1,1,1,0,0},
+    {1,1,1,1,1,1,0,0,1,1,1,0,0,1,1,1,0,1,0,1,0,0,0,0},
+    {1,1,0,1,1,0,1,1,0,0,0,1,0,1,0,1,0,0,1,1,0,1,1,0},
+    {0,1,1,1,0,0,1,0,1,1,0,0,0,1,1,0,1,1,1,0,0,0,0,1},
+    {1,1,0,1,1,0,0,0,1,0,0,0,1,1,1,1,0,0,0,0,1,0,0,1},
+    {0,0,0,0,1,0,0,1,0,0,1,1,0,0,1,1,0,0,0,0,1,0,0,1},
+    {0,0,1,1,1,0,0,1,0,0,0,1,1,0,1,0,1,1,1,1,0,1,1,0},
+    {1,0,1,0,1,0,1,0,0,1,1,1,1,0,1,1,0,1,0,1,0,0,0,1},
+    {0,0,1,0,0,0,0,0,1,1,1,1,1,1,0,0,1,1,1,0,0,1,1,0},
+    {1,0,1,1,0,1,1,0,0,0,0,1,1,1,0,1,1,0,1,0,0,1,1,1},
+    {0,0,0,1,0,1,0,0,0,0,1,1,1,1,0,1,0,1,0,0,1,0,0,1}
+};
\ No newline at end of file

From 2f73220397791688830d770bf370bda269f5ad2a Mon Sep 17 00:00:00 2001
From: Riccardo Tedeschi <riccardo.tedeschi4@studio.unibo.it>
Date: Tue, 3 Oct 2023 16:47:56 +0200
Subject: [PATCH 12/56] Add test for the FPUs of the cluster cores

---
 fpu_tests.yaml                          |  11 ++
 fpu_tests/matmul/FP16/Makefile          |  82 ++++++++++
 fpu_tests/matmul/FP16/config.h          |  96 +++++++++++
 fpu_tests/matmul/FP16/data.h            |   7 +
 fpu_tests/matmul/FP16/main.c            | 122 ++++++++++++++
 fpu_tests/matmul/FP16/matmul.c          | 103 ++++++++++++
 fpu_tests/matmul/FP16/support_func.c    |  15 ++
 fpu_tests/matmul/FP16ALT/Makefile       |  82 ++++++++++
 fpu_tests/matmul/FP16ALT/config.h       |  96 +++++++++++
 fpu_tests/matmul/FP16ALT/data.h         |   7 +
 fpu_tests/matmul/FP16ALT/main.c         | 122 ++++++++++++++
 fpu_tests/matmul/FP16ALT/matmul.c       | 103 ++++++++++++
 fpu_tests/matmul/FP16ALT/support_func.c |  15 ++
 fpu_tests/matmul/FP32/Makefile          |  82 ++++++++++
 fpu_tests/matmul/FP32/config.h          |  96 +++++++++++
 fpu_tests/matmul/FP32/data.h            |   7 +
 fpu_tests/matmul/FP32/main.c            | 122 ++++++++++++++
 fpu_tests/matmul/FP32/matmul.c          | 103 ++++++++++++
 fpu_tests/matmul/FP32/out.txt           |  15 ++
 fpu_tests/matmul/FP32/support_func.c    |  15 ++
 fpu_tests/matmul/README.md              |  38 +++++
 fpu_tests/matmul/data_generator.py      | 206 ++++++++++++++++++++++++
 22 files changed, 1545 insertions(+)
 create mode 100644 fpu_tests.yaml
 create mode 100644 fpu_tests/matmul/FP16/Makefile
 create mode 100644 fpu_tests/matmul/FP16/config.h
 create mode 100644 fpu_tests/matmul/FP16/data.h
 create mode 100644 fpu_tests/matmul/FP16/main.c
 create mode 100644 fpu_tests/matmul/FP16/matmul.c
 create mode 100644 fpu_tests/matmul/FP16/support_func.c
 create mode 100644 fpu_tests/matmul/FP16ALT/Makefile
 create mode 100644 fpu_tests/matmul/FP16ALT/config.h
 create mode 100644 fpu_tests/matmul/FP16ALT/data.h
 create mode 100644 fpu_tests/matmul/FP16ALT/main.c
 create mode 100644 fpu_tests/matmul/FP16ALT/matmul.c
 create mode 100644 fpu_tests/matmul/FP16ALT/support_func.c
 create mode 100644 fpu_tests/matmul/FP32/Makefile
 create mode 100644 fpu_tests/matmul/FP32/config.h
 create mode 100644 fpu_tests/matmul/FP32/data.h
 create mode 100644 fpu_tests/matmul/FP32/main.c
 create mode 100644 fpu_tests/matmul/FP32/matmul.c
 create mode 100644 fpu_tests/matmul/FP32/out.txt
 create mode 100644 fpu_tests/matmul/FP32/support_func.c
 create mode 100644 fpu_tests/matmul/README.md
 create mode 100755 fpu_tests/matmul/data_generator.py

diff --git a/fpu_tests.yaml b/fpu_tests.yaml
new file mode 100644
index 0000000..963d381
--- /dev/null
+++ b/fpu_tests.yaml
@@ -0,0 +1,11 @@
+fpu_tests:
+  fp32:
+    path: ./fpu_tests/matmul/FP32
+    command: make clean all cores=8 platform=rtl fmt_A=FP32 fmt_B=FP32 fmt_OUT=FP32 thr=0.004f check=1 run
+  fp16:
+    path: ./fpu_tests/matmul/FP16
+    command: make clean all cores=8 platform=rtl fmt_A=FP16 fmt_B=FP16 fmt_OUT=FP16 thr=0.004f check=1 vect=1 run
+  fp16alt:
+    path: ./fpu_tests/matmul/FP16ALT
+    command: make clean all cores=8 platform=rtl fmt_A=FP16ALT fmt_B=FP16ALT fmt_OUT=FP16ALT thr=0.04f check=1 vect=1 run
+    
\ No newline at end of file
diff --git a/fpu_tests/matmul/FP16/Makefile b/fpu_tests/matmul/FP16/Makefile
new file mode 100644
index 0000000..23f7695
--- /dev/null
+++ b/fpu_tests/matmul/FP16/Makefile
@@ -0,0 +1,82 @@
+PULP_APP = fp_matmul
+
+PULP_APP_FC_SRCS = main.c
+PULP_APP_SRCS = support_func.c matmul.c
+
+PULP_CFLAGS += -O3 -g3 
+PULP_CFLAGS += -mno-memcpy
+
+ifdef cores
+PULP_CFLAGS += -DNUM_CORES=${cores} #-flto -DFABRIC=1
+else
+PULP_CFLAGS += -DNUM_CORES=1
+endif
+
+
+ifdef FABRIC
+PULP_CFLAGS += -DFABRIC
+endif
+
+ifdef cores
+PULP_CFLAGS += -DUSE_INTRINSICS
+endif
+
+ifdef thr
+PULP_CFLAGS += -DTHR=${thr}
+endif
+
+PULP_CFLAGS += -fno-tree-vectorize
+
+
+ifdef fmt
+PULP_CFLAGS += -D${fmt} -DFIXED
+
+else
+# FP FORMAT
+#INPUT DATA TYPE
+ifdef fmt_A
+PULP_CFLAGS += -DMA${fmt_A}
+else
+PULP_CFLAGS += -DMAFP32
+endif
+
+#FILTER DATA TYPE
+ifdef fmt_B
+PULP_CFLAGS += -DMB${fmt_B}
+else
+PULP_CFLAGS += -DMBFP32
+endif
+
+# OUTPUT DATA TYPE
+
+ifdef fmt_OUT
+PULP_CFLAGS += -DOUT${fmt_OUT}
+else
+PULP_CFLAGS += -DOUTFP32
+endif
+endif
+
+# VECTORIAL FORMAT for half-precision FP
+ifdef vec
+PULP_CFLAGS += -DVECTORIAL
+endif
+
+# CHECK RESULTS
+ifdef check
+PULP_CFLAGS += -DCHECK
+endif
+
+ifdef PRINT_RESULTS
+PULP_CFLAGS += -DPRINT_RESULTS
+endif
+
+ifdef verbose
+PULP_CFLAGS += -DVERBOSE
+endif
+
+# STATISTICS
+ifdef stats
+PULP_CFLAGS += -DSTATS
+endif
+
+include $(PULP_SDK_HOME)/install/rules/pulp.mk
diff --git a/fpu_tests/matmul/FP16/config.h b/fpu_tests/matmul/FP16/config.h
new file mode 100644
index 0000000..9505082
--- /dev/null
+++ b/fpu_tests/matmul/FP16/config.h
@@ -0,0 +1,96 @@
+#ifndef _CONFIG_MATMUL_
+#define _CONFIG_MATMUL_
+
+#ifdef FABRIC
+#define DATA_LOCATION
+#else
+#define DATA_LOCATION L1_DATA
+#endif
+
+//Define INPUT data types
+
+#ifdef FIXED
+    #ifdef FP16
+        typedef signed short      v2s    __attribute__((vector_size (4)));
+        typedef float16      MA_TYPE;
+        typedef float16      MB_TYPE;
+        typedef float16      OUT_TYPE;
+        typedef float16      MA_VTYPE    __attribute__((vector_size (4)));
+        typedef float16      MB_VTYPE    __attribute__((vector_size (4)));
+        typedef float16     OUT_VTYPE    __attribute__((vector_size (4)));
+        #undef USE_INTRINSICS
+    #elif defined(FP16ALT)
+        typedef signed short      v2s    __attribute__((vector_size (4)));
+        typedef float16alt      MA_TYPE;
+        typedef float16alt      MB_TYPE;
+        typedef float16alt      OUT_TYPE;
+        typedef float16alt      MA_VTYPE    __attribute__((vector_size (4)));
+        typedef float16alt      MB_VTYPE    __attribute__((vector_size (4)));
+        typedef float16alt     OUT_VTYPE    __attribute__((vector_size (4)));
+        #undef USE_INTRINSICS
+    #elif defined(FP32)
+        typedef float  MA_TYPE;
+        typedef float  MB_TYPE;
+        typedef float  OUT_TYPE;
+    #endif
+
+#else // MIXED
+    #ifdef MAFP32
+        typedef float      MA_TYPE;
+    #elif MAFP16
+            typedef signed short      v2s    __attribute__((vector_size (4)));
+            typedef float16      MA_TYPE;
+            typedef float16      MA_VTYPE    __attribute__((vector_size (4)));
+            #undef USE_INTRINSICS
+    #elif MAFP16ALT
+            typedef signed short      v2s    __attribute__((vector_size (4)));
+            typedef float16alt      MA_TYPE;
+            typedef float16alt     MA_VTYPE    __attribute__((vector_size (4)));
+            #undef USE_INTRINSICS
+    #endif
+        
+    #ifdef MBFP32
+            typedef float   MB_TYPE;
+    #elif MBFP16
+            typedef signed short      v2s    __attribute__((vector_size (4)));
+            typedef float16      MB_TYPE;
+            typedef float16      MB_VTYPE    __attribute__((vector_size (4)));
+            #undef USE_INTRINSICS
+    #elif MBFP16ALT
+            typedef signed short      v2s    __attribute__((vector_size (4)));
+            typedef float16alt      MB_TYPE;
+            typedef float16alt     MB_VTYPE    __attribute__((vector_size (4)));
+            #undef USE_INTRINSICS
+    #endif
+        // Define output data types
+    #ifdef OUTFP32
+            typedef float OUT_TYPE;
+    #elif OUTFP16
+            typedef signed short      v2s    __attribute__((vector_size (4)));
+            typedef float16      OUT_TYPE;
+            typedef float16      OUT_VTYPE    __attribute__((vector_size (4)));
+    #elif OUTFP16ALT
+            typedef signed short      v2s    __attribute__((vector_size (4)));
+            typedef float16alt      OUT_TYPE;
+            typedef float16alt     OUT_VTYPE    __attribute__((vector_size (4)));
+    #endif
+
+#endif
+
+#ifndef THR
+    #define THR 0.004f
+#endif
+#ifdef VECTORIAL
+    #if defined(MAFP16) && defined (MBFP16ALT) || defined (MAFP16ALT) && defined (MBFP16) 
+        #error "Vecotrization does not work for different data types...!!!" 
+    #endif
+
+    #if defined (MAFP32) || defined (MBFP32) || defined (OUTFP32)
+
+        #error "Vecotrization does not work for FP32 data type...!!!" 
+    #endif
+#endif
+
+void matMul(MA_TYPE * __restrict__ A, MB_TYPE * __restrict__ B, OUT_TYPE * __restrict__ C, int M, int N, int P);
+
+#endif
diff --git a/fpu_tests/matmul/FP16/data.h b/fpu_tests/matmul/FP16/data.h
new file mode 100644
index 0000000..5c74f33
--- /dev/null
+++ b/fpu_tests/matmul/FP16/data.h
@@ -0,0 +1,7 @@
+#define M 8
+#define N 8
+#define P 8
+
+PI_L2 MA_TYPE A_mat[] = {-1.4462890625, -0.329345703125, 0.3203125, -1.083984375, 0.25146484375, 0.15234375, -1.6630859375, 0.71728515625, 0.1917724609375, 0.5859375, 2.029296875, -0.1700439453125, 0.2003173828125, -0.1534423828125, 1.2353515625, 0.73681640625, 0.38427734375, -0.6748046875, 0.60791015625, -0.253662109375, 1.62890625, 1.1982421875, -0.134521484375, -0.3447265625, -1.3662109375, 0.039459228515625, 0.1907958984375, -1.96875, -0.18115234375, -0.11669921875, -0.1326904296875, 0.281494140625, 0.70556640625, -0.58837890625, -0.7724609375, 0.07135009765625, -0.1737060546875, 0.486328125, 0.018463134765625, -0.364501953125, 0.478271484375, 0.98828125, 0.6455078125, -0.2303466796875, 0.306640625, 0.22119140625, 0.364013671875, 0.0013647079467773438, -0.43408203125, -0.59375, 0.168701171875, 0.9921875, -0.04827880859375, -0.6396484375, 0.9873046875, -0.09088134765625, -0.61376953125, 1.4345703125, 0.400634765625, 0.259033203125, 0.93115234375, 1.4326171875, -1.08984375, -1.767578125, };
+PI_L2 MB_TYPE B_mat[] = {-0.345703125, 0.41845703125, -1.3466796875, -0.826171875, 1.490234375, -0.86474609375, 1.185546875, -0.12469482421875, -0.51025390625, -0.724609375, -0.057769775390625, -1.701171875, -0.92236328125, -0.422119140625, 0.21533203125, -0.0709228515625, -0.497314453125, -0.81298828125, 1.9052734375, -0.60546875, -1.1884765625, 1.6962890625, -0.306884765625, 0.1558837890625, 0.53759765625, 0.360107421875, 0.128662109375, -1.00390625, -0.8955078125, -0.16064453125, 0.73583984375, -1.662109375, 0.64404296875, 1.5068359375, 0.03680419921875, -0.92431640625, -0.62255859375, -1.263671875, -0.92529296875, 1.1123046875, -1.1728515625, 2.85546875, 1.126953125, -1.2001953125, 1.0205078125, 1.5361328125, 1.1337890625, -1.283203125, 1.568359375, -0.95703125, -0.2474365234375, -1.115234375, -0.416748046875, 1.0478515625, 1.419921875, 1.8359375, -0.41845703125, 0.007236480712890625, -1.646484375, -0.01568603515625, 1.05078125, -0.89013671875, 0.55126953125, -1.8427734375, };
+PI_L2 OUT_TYPE ref[] = {-2.998046875, 1.3935546875, 1.8505859375, 4.07421875, 0.18408203125, -0.357421875, -4.7109375, -2.236328125, 0.471923828125, -3.369140625, 1.869140625, -3.60546875, -2.53515625, 3.203125, 1.4072265625, 1.86328125, -0.650390625, 6.06640625, 2.66015625, -2.0703125, 0.6025390625, 0.97265625, -0.591796875, 1.1796875, -1.0068359375, -1.943359375, 1.37890625, 3.375, -0.19140625, 1.46484375, -3.115234375, 2.65625, -0.0216064453125, 2.482421875, -1.240234375, 0.376220703125, 2.66015625, -0.372802734375, 1.5380859375, -0.396484375, -0.607421875, -0.378662109375, 0.66748046875, -3.19140625, -0.87548828125, 0.6337890625, 0.8974609375, 1.076171875, 3.20703125, -2.375, 0.2509765625, -0.0181121826171875, -2.318359375, 0.94677734375, 0.70751953125, 1.220703125, -2.62890625, 4.99609375, 6.3671875, -3.77734375, -3.46875, 2.01953125, -2.111328125, 0.0625, };
diff --git a/fpu_tests/matmul/FP16/main.c b/fpu_tests/matmul/FP16/main.c
new file mode 100644
index 0000000..7d12782
--- /dev/null
+++ b/fpu_tests/matmul/FP16/main.c
@@ -0,0 +1,122 @@
+// License, Version 0.51 (the "License"); you may not use this file except in
+// or agreed to in writing, software, hardware and materials distributed under
+// this License is distributed on an "AS IS" BASIS, WITHOUT WARRANTIES OR
+// CONDITIONS OF ANY KIND, either express or implied. See the License for the
+// specific language governing permissions and limitations under the License.
+
+#include "config.h"
+#include "pulp.h"
+
+#include <stdio.h>
+#include <stdint.h>
+#include <limits.h> /* for CHAR_BIT */
+#include <math.h>
+
+#include "data.h"
+
+#define STACK_SIZE 2048
+
+void main_fn(testresult_t *result, void (*start)(), void (*stop)());
+
+testcase_t testcases[] = {
+  { .name = "Matrix Multiplication", .test = main_fn },
+  {0, 0}
+};
+
+DATA_LOCATION MA_TYPE matA[M*N] __attribute__ ((aligned (4)));
+DATA_LOCATION MB_TYPE matB[N*P] __attribute__ ((aligned (4)));
+DATA_LOCATION OUT_TYPE matC[M*P] __attribute__ ((aligned (4)));
+
+// End of computation
+int done = 0;
+
+int retval = 0;
+
+void __attribute__ ((noinline)) matrix_init(MA_TYPE * __restrict__ A, MB_TYPE * __restrict__ B, OUT_TYPE * __restrict__ C) {
+  for (int i = 0; i < M; i++) 
+    for (int j = 0; j < N; j++){
+      A[i*N+j] = A_mat[i*N+j];
+
+
+    } 
+      
+  for (int i = 0; i < N; i++) 
+    for (int j = 0; j < P; j++){
+      B[i*P+j] = B_mat[i*P+j];
+    }
+  for (int i = 0; i < M; i++) 
+    for (int j = 0; j < P; j++)  
+      C[i*P+j] = 0;
+  
+}
+
+int __attribute ((noinline)) check_result(OUT_TYPE * __restrict__ result) {
+  #ifndef FABRIC
+    synch_barrier();
+  #endif
+
+  if(get_core_id() == 0) {
+    float diff;
+    int err = 0;
+
+    for (int i = 0; i < (M*P); i++) {
+      diff = fabs(result[i] - ref[i]);
+      if(diff > THR) {
+        err++;
+      #ifdef VERBOSE
+
+        printf("Error at index %d:\t refrence %f\t output %f\t error %.4f\n", i, ref[i], result[i], diff);
+      #endif
+      
+      }
+
+      #ifdef PRINT_RESULTS
+
+        printf("index %d:\t refrence %f\t output %f\t error %f\n", i, ref[i], result[i], diff);
+      #endif
+    }
+
+    return err;
+
+  }
+}
+
+void main_fn(testresult_t *result, void (*start)(), void (*stop)()){
+  
+  if (get_core_id() == 0)
+    matrix_init(matA, matB, matC);
+ 
+  #ifndef FABRIC
+  synch_barrier();
+  #endif
+  
+  #ifdef STATS
+  start();
+  #endif
+  matMul(matA, matB, matC, M, N, P);
+
+  #ifdef STATS
+  stop();
+  #endif
+
+  #ifdef CHECK
+  result->errors = check_result(matC);
+  #endif
+};
+
+int main()
+{
+  #ifdef FABRIC
+      main_fn();
+  #else
+  if (rt_cluster_id() != 0)
+    return bench_cluster_forward(0);
+
+  int nbErrors = run_suite(testcases);
+
+  synch_barrier();
+  #endif
+  retval = nbErrors;
+
+  return retval;
+}
diff --git a/fpu_tests/matmul/FP16/matmul.c b/fpu_tests/matmul/FP16/matmul.c
new file mode 100644
index 0000000..0a616ca
--- /dev/null
+++ b/fpu_tests/matmul/FP16/matmul.c
@@ -0,0 +1,103 @@
+#include "config.h"
+#include "pulp.h"
+
+#ifdef VECTORIAL
+
+void __attribute__ ((noinline)) matMul(MA_TYPE * __restrict__ A, MB_TYPE * __restrict__ B, OUT_TYPE * __restrict__ C, int M, int N, int P){
+
+  OUT_VTYPE temp;
+  MA_VTYPE Av;
+  MB_VTYPE Bv0;
+  MB_VTYPE Bv1;
+  OUT_VTYPE *Cv;
+  int blockSize = (M+NUM_CORES-1)/NUM_CORES;
+  int start = get_core_id()*blockSize;
+  int end = start + blockSize < M? start + blockSize : M;
+
+  for (int i = start; i < end; i++) {
+    for (int j=0; j < (P & 0xfffffffe); j+=2) {
+        
+      temp = (OUT_VTYPE) {0, 0};
+
+			// Manual unrolling
+			for (int k=0; k<(N & 0xfffffffe); k+=2){
+				Av  = *((MA_VTYPE *) &A[i*N+k]);
+				Bv0 = *((MB_VTYPE *) &B[k*P+j]);
+				Bv1 = *((MB_VTYPE *) &B[k*P+j+P]);
+				temp += (OUT_VTYPE)(__builtin_shuffle(Av, (v2s){0,0})) * Bv0;
+				temp += (OUT_VTYPE)(__builtin_shuffle(Av, (v2s){1,1})) * Bv1;
+			}
+
+    if (N & 0x00000001) 
+     {
+      temp[0] += A[i*N+N-1] * B[(N-1)*P+j];
+      temp[1] += A[i*N+N-1] * B[(N-1)*P+j+1];
+     }
+			Cv = (OUT_VTYPE *) &C[i*P+j];
+
+			*Cv = temp;
+    }
+  }
+  /// Leftover in P
+    if (P & 0x00000001) 
+    {
+      for (int i = start; i < end; i++) {
+
+            OUT_TYPE temp1 = 0;
+
+            // Manual unrolling
+            for (int k=0; k<(N & 0xfffffffe); k+=2){
+              temp1 += A[i*N+k] * B[k*P+P-1];
+              temp1 += A[i*N+k+1] * B[k*P+P-1+P];
+            }
+          if (N & 0x00000001) 
+               {
+                temp1 += A[i*N+N-1] * B[(N-1)*P+P-1];
+               }
+            C[i*P+(P-1)]=temp1;
+          }
+      }
+      
+  #if NUM_CORES > 1
+  synch_barrier();
+  #endif  
+}
+#else
+
+void __attribute__ ((noinline)) matMul(MA_TYPE * __restrict__ A, MB_TYPE * __restrict__ B, OUT_TYPE * __restrict__ C, int M, int N, int P) {
+
+  int blockSize = (M+NUM_CORES-1)/NUM_CORES;
+  int start = get_core_id()*blockSize;
+  int end = start + blockSize < M? start + blockSize : M;
+  
+  for (int i = start; i < end; i++) {
+    for (int j = 0; j < P; j++) {
+      OUT_TYPE temp = 0;
+
+      //Manual unrolling
+      for (int k = 0; k < (N & 0xfffffffe); k+=2) {
+        temp += (OUT_TYPE)(A[i*N+k]   * B[k*P+j]);
+        temp += (OUT_TYPE)(A[i*N+k+1] * B[k*P+j+P]);
+
+      }
+         C[i*P+j] = (OUT_TYPE)(temp);
+    }
+  }
+      // Leftover on N
+
+      if (N & 0x00000001) 
+      {
+        for (int i=start; i<end; i++) 
+        {
+          for (int j=0; j<P; j++) 
+          {
+            C[i*P+j] += (OUT_TYPE)(A[i*N+N-1] * B[(N-1)*P+j]);
+          }
+        }
+      } 
+
+  #if NUM_CORES > 1
+  synch_barrier();
+  #endif
+}
+#endif
diff --git a/fpu_tests/matmul/FP16/support_func.c b/fpu_tests/matmul/FP16/support_func.c
new file mode 100644
index 0000000..6d24d2e
--- /dev/null
+++ b/fpu_tests/matmul/FP16/support_func.c
@@ -0,0 +1,15 @@
+#include "config.h"
+#include "pulp.h"
+double __extendohfdf2(float16alt value)
+{
+  float result;
+  __asm__ __volatile__ ("fcvt.s.ah %0, %1": "=f"(result): "f"(value) :);
+  return (double) result;
+}
+
+double __extendhfdf2(float16 value)
+{
+  float result;
+  __asm__ __volatile__ ("fcvt.s.h %0, %1": "=f"(result): "f"(value) :);
+  return (double) result;
+}
diff --git a/fpu_tests/matmul/FP16ALT/Makefile b/fpu_tests/matmul/FP16ALT/Makefile
new file mode 100644
index 0000000..23f7695
--- /dev/null
+++ b/fpu_tests/matmul/FP16ALT/Makefile
@@ -0,0 +1,82 @@
+PULP_APP = fp_matmul
+
+PULP_APP_FC_SRCS = main.c
+PULP_APP_SRCS = support_func.c matmul.c
+
+PULP_CFLAGS += -O3 -g3 
+PULP_CFLAGS += -mno-memcpy
+
+ifdef cores
+PULP_CFLAGS += -DNUM_CORES=${cores} #-flto -DFABRIC=1
+else
+PULP_CFLAGS += -DNUM_CORES=1
+endif
+
+
+ifdef FABRIC
+PULP_CFLAGS += -DFABRIC
+endif
+
+ifdef cores
+PULP_CFLAGS += -DUSE_INTRINSICS
+endif
+
+ifdef thr
+PULP_CFLAGS += -DTHR=${thr}
+endif
+
+PULP_CFLAGS += -fno-tree-vectorize
+
+
+ifdef fmt
+PULP_CFLAGS += -D${fmt} -DFIXED
+
+else
+# FP FORMAT
+#INPUT DATA TYPE
+ifdef fmt_A
+PULP_CFLAGS += -DMA${fmt_A}
+else
+PULP_CFLAGS += -DMAFP32
+endif
+
+#FILTER DATA TYPE
+ifdef fmt_B
+PULP_CFLAGS += -DMB${fmt_B}
+else
+PULP_CFLAGS += -DMBFP32
+endif
+
+# OUTPUT DATA TYPE
+
+ifdef fmt_OUT
+PULP_CFLAGS += -DOUT${fmt_OUT}
+else
+PULP_CFLAGS += -DOUTFP32
+endif
+endif
+
+# VECTORIAL FORMAT for half-precision FP
+ifdef vec
+PULP_CFLAGS += -DVECTORIAL
+endif
+
+# CHECK RESULTS
+ifdef check
+PULP_CFLAGS += -DCHECK
+endif
+
+ifdef PRINT_RESULTS
+PULP_CFLAGS += -DPRINT_RESULTS
+endif
+
+ifdef verbose
+PULP_CFLAGS += -DVERBOSE
+endif
+
+# STATISTICS
+ifdef stats
+PULP_CFLAGS += -DSTATS
+endif
+
+include $(PULP_SDK_HOME)/install/rules/pulp.mk
diff --git a/fpu_tests/matmul/FP16ALT/config.h b/fpu_tests/matmul/FP16ALT/config.h
new file mode 100644
index 0000000..9505082
--- /dev/null
+++ b/fpu_tests/matmul/FP16ALT/config.h
@@ -0,0 +1,96 @@
+#ifndef _CONFIG_MATMUL_
+#define _CONFIG_MATMUL_
+
+#ifdef FABRIC
+#define DATA_LOCATION
+#else
+#define DATA_LOCATION L1_DATA
+#endif
+
+//Define INPUT data types
+
+#ifdef FIXED
+    #ifdef FP16
+        typedef signed short      v2s    __attribute__((vector_size (4)));
+        typedef float16      MA_TYPE;
+        typedef float16      MB_TYPE;
+        typedef float16      OUT_TYPE;
+        typedef float16      MA_VTYPE    __attribute__((vector_size (4)));
+        typedef float16      MB_VTYPE    __attribute__((vector_size (4)));
+        typedef float16     OUT_VTYPE    __attribute__((vector_size (4)));
+        #undef USE_INTRINSICS
+    #elif defined(FP16ALT)
+        typedef signed short      v2s    __attribute__((vector_size (4)));
+        typedef float16alt      MA_TYPE;
+        typedef float16alt      MB_TYPE;
+        typedef float16alt      OUT_TYPE;
+        typedef float16alt      MA_VTYPE    __attribute__((vector_size (4)));
+        typedef float16alt      MB_VTYPE    __attribute__((vector_size (4)));
+        typedef float16alt     OUT_VTYPE    __attribute__((vector_size (4)));
+        #undef USE_INTRINSICS
+    #elif defined(FP32)
+        typedef float  MA_TYPE;
+        typedef float  MB_TYPE;
+        typedef float  OUT_TYPE;
+    #endif
+
+#else // MIXED
+    #ifdef MAFP32
+        typedef float      MA_TYPE;
+    #elif MAFP16
+            typedef signed short      v2s    __attribute__((vector_size (4)));
+            typedef float16      MA_TYPE;
+            typedef float16      MA_VTYPE    __attribute__((vector_size (4)));
+            #undef USE_INTRINSICS
+    #elif MAFP16ALT
+            typedef signed short      v2s    __attribute__((vector_size (4)));
+            typedef float16alt      MA_TYPE;
+            typedef float16alt     MA_VTYPE    __attribute__((vector_size (4)));
+            #undef USE_INTRINSICS
+    #endif
+        
+    #ifdef MBFP32
+            typedef float   MB_TYPE;
+    #elif MBFP16
+            typedef signed short      v2s    __attribute__((vector_size (4)));
+            typedef float16      MB_TYPE;
+            typedef float16      MB_VTYPE    __attribute__((vector_size (4)));
+            #undef USE_INTRINSICS
+    #elif MBFP16ALT
+            typedef signed short      v2s    __attribute__((vector_size (4)));
+            typedef float16alt      MB_TYPE;
+            typedef float16alt     MB_VTYPE    __attribute__((vector_size (4)));
+            #undef USE_INTRINSICS
+    #endif
+        // Define output data types
+    #ifdef OUTFP32
+            typedef float OUT_TYPE;
+    #elif OUTFP16
+            typedef signed short      v2s    __attribute__((vector_size (4)));
+            typedef float16      OUT_TYPE;
+            typedef float16      OUT_VTYPE    __attribute__((vector_size (4)));
+    #elif OUTFP16ALT
+            typedef signed short      v2s    __attribute__((vector_size (4)));
+            typedef float16alt      OUT_TYPE;
+            typedef float16alt     OUT_VTYPE    __attribute__((vector_size (4)));
+    #endif
+
+#endif
+
+#ifndef THR
+    #define THR 0.004f
+#endif
+#ifdef VECTORIAL
+    #if defined(MAFP16) && defined (MBFP16ALT) || defined (MAFP16ALT) && defined (MBFP16) 
+        #error "Vecotrization does not work for different data types...!!!" 
+    #endif
+
+    #if defined (MAFP32) || defined (MBFP32) || defined (OUTFP32)
+
+        #error "Vecotrization does not work for FP32 data type...!!!" 
+    #endif
+#endif
+
+void matMul(MA_TYPE * __restrict__ A, MB_TYPE * __restrict__ B, OUT_TYPE * __restrict__ C, int M, int N, int P);
+
+#endif
diff --git a/fpu_tests/matmul/FP16ALT/data.h b/fpu_tests/matmul/FP16ALT/data.h
new file mode 100644
index 0000000..f01329d
--- /dev/null
+++ b/fpu_tests/matmul/FP16ALT/data.h
@@ -0,0 +1,7 @@
+#define M 8
+#define N 8
+#define P 8
+
+PI_L2 MA_TYPE A_mat[] = {-0.1435546875, -2.203125, 0.20703125, -0.00146484375, -0.10498046875, -0.255859375, 1.3515625, -0.7109375, 1.171875, 0.283203125, 0.390625, 1.7890625, 1.4921875, 0.59375, 0.5625, -2.40625, -0.76953125, 0.83203125, 0.89453125, 0.1142578125, 0.365234375, -0.55859375, 2.15625, -0.5859375, -1.1328125, -0.55859375, -0.1259765625, 1.4921875, 0.41015625, 0.11669921875, -0.78515625, -1.0859375, -0.71484375, -0.67578125, -0.76171875, 1.2109375, 1.1484375, 0.66015625, 0.6875, -0.74609375, -0.03564453125, 0.72265625, 0.0849609375, -1.234375, 0.72265625, -2.140625, -0.97265625, -2.328125, -0.9453125, 0.09912109375, -0.00640869140625, -0.59765625, -0.5078125, -0.75, 0.04248046875, -0.431640625, -0.326171875, -0.52734375, 0.5078125, -1.0078125, -0.07275390625, 0.125, 0.055419921875, -1.09375, };
+PI_L2 MB_TYPE B_mat[] = {-3.21875, 0.76953125, -0.875, -0.44921875, 1.0078125, -1.7265625, 0.369140625, 0.287109375, 0.13671875, -0.50390625, -0.486328125, 0.71484375, 0.392578125, -0.1494140625, 0.5625, 0.451171875, -0.16796875, 0.40234375, 0.3671875, 1.4921875, -0.796875, 1.1015625, 0.388671875, 0.97265625, -0.609375, 1.3046875, -0.0189208984375, -1.328125, 0.0986328125, 0.67578125, -0.09716796875, -0.1962890625, 0.671875, 0.271484375, 0.7421875, -0.8828125, -1.0625, -2.171875, 0.30859375, 1.4453125, -1.5703125, -0.57421875, 1.1015625, 0.953125, 0.396484375, 0.77734375, 0.435546875, 1.9375, -0.0255126953125, 1.8046875, 1.3203125, 0.80078125, -2.140625, 0.5625, 0.08203125, -0.6796875, -1.6328125, -0.08544921875, -1.3046875, 0.3828125, 0.3515625, 0.333984375, -0.89453125, -0.1181640625, };
+PI_L2 OUT_TYPE ref[] = {1.59375, 3.703125, 3.609375, -0.5390625, -4.3125, 1.359375, -0.61328125, -2.3125, -0.890625, 4.53125, 4.59375, -3.34375, -2.25, -3.6875, 3.5, 3.71875, 4.40625, 3.84375, 3.859375, 2.78125, -6.59375, 2.0625, 1.09375, -0.953125, 4.5625, 0.0224609375, 2.0, -3.359375, -0.201171875, 1.3125, 0.15234375, 0.4921875, 2.53125, 2.296875, 4.09375, -3.03125, -2.953125, -0.5390625, 0.30078125, 1.0703125, 8.625, -2.109375, -0.34375, -2.0625, -0.3046875, -5.34375, 1.8359375, -1.5390625, 4.9375, -1.15625, 0.203125, 0.8828125, -0.96875, 1.609375, -0.328125, -2.296875, 3.046875, -0.9921875, 2.328125, 1.671875, -1.4140625, 0.443359375, 0.890625, 0.5859375, };
diff --git a/fpu_tests/matmul/FP16ALT/main.c b/fpu_tests/matmul/FP16ALT/main.c
new file mode 100644
index 0000000..7d12782
--- /dev/null
+++ b/fpu_tests/matmul/FP16ALT/main.c
@@ -0,0 +1,122 @@
+// License, Version 0.51 (the "License"); you may not use this file except in
+// or agreed to in writing, software, hardware and materials distributed under
+// this License is distributed on an "AS IS" BASIS, WITHOUT WARRANTIES OR
+// CONDITIONS OF ANY KIND, either express or implied. See the License for the
+// specific language governing permissions and limitations under the License.
+
+#include "config.h"
+#include "pulp.h"
+
+#include <stdio.h>
+#include <stdint.h>
+#include <limits.h> /* for CHAR_BIT */
+#include <math.h>
+
+#include "data.h"
+
+#define STACK_SIZE 2048
+
+void main_fn(testresult_t *result, void (*start)(), void (*stop)());
+
+testcase_t testcases[] = {
+  { .name = "Matrix Multiplication", .test = main_fn },
+  {0, 0}
+};
+
+DATA_LOCATION MA_TYPE matA[M*N] __attribute__ ((aligned (4)));
+DATA_LOCATION MB_TYPE matB[N*P] __attribute__ ((aligned (4)));
+DATA_LOCATION OUT_TYPE matC[M*P] __attribute__ ((aligned (4)));
+
+// End of computation
+int done = 0;
+
+int retval = 0;
+
+void __attribute__ ((noinline)) matrix_init(MA_TYPE * __restrict__ A, MB_TYPE * __restrict__ B, OUT_TYPE * __restrict__ C) {
+  for (int i = 0; i < M; i++) 
+    for (int j = 0; j < N; j++){
+      A[i*N+j] = A_mat[i*N+j];
+
+
+    } 
+      
+  for (int i = 0; i < N; i++) 
+    for (int j = 0; j < P; j++){
+      B[i*P+j] = B_mat[i*P+j];
+    }
+  for (int i = 0; i < M; i++) 
+    for (int j = 0; j < P; j++)  
+      C[i*P+j] = 0;
+  
+}
+
+int __attribute ((noinline)) check_result(OUT_TYPE * __restrict__ result) {
+  #ifndef FABRIC
+    synch_barrier();
+  #endif
+
+  if(get_core_id() == 0) {
+    float diff;
+    int err = 0;
+
+    for (int i = 0; i < (M*P); i++) {
+      diff = fabs(result[i] - ref[i]);
+      if(diff > THR) {
+        err++;
+      #ifdef VERBOSE
+
+        printf("Error at index %d:\t refrence %f\t output %f\t error %.4f\n", i, ref[i], result[i], diff);
+      #endif
+      
+      }
+
+      #ifdef PRINT_RESULTS
+
+        printf("index %d:\t refrence %f\t output %f\t error %f\n", i, ref[i], result[i], diff);
+      #endif
+    }
+
+    return err;
+
+  }
+}
+
+void main_fn(testresult_t *result, void (*start)(), void (*stop)()){
+  
+  if (get_core_id() == 0)
+    matrix_init(matA, matB, matC);
+ 
+  #ifndef FABRIC
+  synch_barrier();
+  #endif
+  
+  #ifdef STATS
+  start();
+  #endif
+  matMul(matA, matB, matC, M, N, P);
+
+  #ifdef STATS
+  stop();
+  #endif
+
+  #ifdef CHECK
+  result->errors = check_result(matC);
+  #endif
+};
+
+int main()
+{
+  #ifdef FABRIC
+      main_fn();
+  #else
+  if (rt_cluster_id() != 0)
+    return bench_cluster_forward(0);
+
+  int nbErrors = run_suite(testcases);
+
+  synch_barrier();
+  #endif
+  retval = nbErrors;
+
+  return retval;
+}
diff --git a/fpu_tests/matmul/FP16ALT/matmul.c b/fpu_tests/matmul/FP16ALT/matmul.c
new file mode 100644
index 0000000..0a616ca
--- /dev/null
+++ b/fpu_tests/matmul/FP16ALT/matmul.c
@@ -0,0 +1,103 @@
+#include "config.h"
+#include "pulp.h"
+
+#ifdef VECTORIAL
+
+void __attribute__ ((noinline)) matMul(MA_TYPE * __restrict__ A, MB_TYPE * __restrict__ B, OUT_TYPE * __restrict__ C, int M, int N, int P){
+
+  OUT_VTYPE temp;
+  MA_VTYPE Av;
+  MB_VTYPE Bv0;
+  MB_VTYPE Bv1;
+  OUT_VTYPE *Cv;
+  int blockSize = (M+NUM_CORES-1)/NUM_CORES;
+  int start = get_core_id()*blockSize;
+  int end = start + blockSize < M? start + blockSize : M;
+
+  for (int i = start; i < end; i++) {
+    for (int j=0; j < (P & 0xfffffffe); j+=2) {
+        
+      temp = (OUT_VTYPE) {0, 0};
+
+			// Manual unrolling
+			for (int k=0; k<(N & 0xfffffffe); k+=2){
+				Av  = *((MA_VTYPE *) &A[i*N+k]);
+				Bv0 = *((MB_VTYPE *) &B[k*P+j]);
+				Bv1 = *((MB_VTYPE *) &B[k*P+j+P]);
+				temp += (OUT_VTYPE)(__builtin_shuffle(Av, (v2s){0,0})) * Bv0;
+				temp += (OUT_VTYPE)(__builtin_shuffle(Av, (v2s){1,1})) * Bv1;
+			}
+
+    if (N & 0x00000001) 
+     {
+      temp[0] += A[i*N+N-1] * B[(N-1)*P+j];
+      temp[1] += A[i*N+N-1] * B[(N-1)*P+j+1];
+     }
+			Cv = (OUT_VTYPE *) &C[i*P+j];
+
+			*Cv = temp;
+    }
+  }
+  /// Leftover in P
+    if (P & 0x00000001) 
+    {
+      for (int i = start; i < end; i++) {
+
+            OUT_TYPE temp1 = 0;
+
+            // Manual unrolling
+            for (int k=0; k<(N & 0xfffffffe); k+=2){
+              temp1 += A[i*N+k] * B[k*P+P-1];
+              temp1 += A[i*N+k+1] * B[k*P+P-1+P];
+            }
+          if (N & 0x00000001) 
+               {
+                temp1 += A[i*N+N-1] * B[(N-1)*P+P-1];
+               }
+            C[i*P+(P-1)]=temp1;
+          }
+      }
+      
+  #if NUM_CORES > 1
+  synch_barrier();
+  #endif  
+}
+#else
+
+void __attribute__ ((noinline)) matMul(MA_TYPE * __restrict__ A, MB_TYPE * __restrict__ B, OUT_TYPE * __restrict__ C, int M, int N, int P) {
+
+  int blockSize = (M+NUM_CORES-1)/NUM_CORES;
+  int start = get_core_id()*blockSize;
+  int end = start + blockSize < M? start + blockSize : M;
+  
+  for (int i = start; i < end; i++) {
+    for (int j = 0; j < P; j++) {
+      OUT_TYPE temp = 0;
+
+      //Manual unrolling
+      for (int k = 0; k < (N & 0xfffffffe); k+=2) {
+        temp += (OUT_TYPE)(A[i*N+k]   * B[k*P+j]);
+        temp += (OUT_TYPE)(A[i*N+k+1] * B[k*P+j+P]);
+
+      }
+         C[i*P+j] = (OUT_TYPE)(temp);
+    }
+  }
+      // Leftover on N
+
+      if (N & 0x00000001) 
+      {
+        for (int i=start; i<end; i++) 
+        {
+          for (int j=0; j<P; j++) 
+          {
+            C[i*P+j] += (OUT_TYPE)(A[i*N+N-1] * B[(N-1)*P+j]);
+          }
+        }
+      } 
+
+  #if NUM_CORES > 1
+  synch_barrier();
+  #endif
+}
+#endif
diff --git a/fpu_tests/matmul/FP16ALT/support_func.c b/fpu_tests/matmul/FP16ALT/support_func.c
new file mode 100644
index 0000000..6d24d2e
--- /dev/null
+++ b/fpu_tests/matmul/FP16ALT/support_func.c
@@ -0,0 +1,15 @@
+#include "config.h"
+#include "pulp.h"
+double __extendohfdf2(float16alt value)
+{
+  float result;
+  __asm__ __volatile__ ("fcvt.s.ah %0, %1": "=f"(result): "f"(value) :);
+  return (double) result;
+}
+
+double __extendhfdf2(float16 value)
+{
+  float result;
+  __asm__ __volatile__ ("fcvt.s.h %0, %1": "=f"(result): "f"(value) :);
+  return (double) result;
+}
diff --git a/fpu_tests/matmul/FP32/Makefile b/fpu_tests/matmul/FP32/Makefile
new file mode 100644
index 0000000..23f7695
--- /dev/null
+++ b/fpu_tests/matmul/FP32/Makefile
@@ -0,0 +1,82 @@
+PULP_APP = fp_matmul
+
+PULP_APP_FC_SRCS = main.c
+PULP_APP_SRCS = support_func.c matmul.c
+
+PULP_CFLAGS += -O3 -g3 
+PULP_CFLAGS += -mno-memcpy
+
+ifdef cores
+PULP_CFLAGS += -DNUM_CORES=${cores} #-flto -DFABRIC=1
+else
+PULP_CFLAGS += -DNUM_CORES=1
+endif
+
+
+ifdef FABRIC
+PULP_CFLAGS += -DFABRIC
+endif
+
+ifdef cores
+PULP_CFLAGS += -DUSE_INTRINSICS
+endif
+
+ifdef thr
+PULP_CFLAGS += -DTHR=${thr}
+endif
+
+PULP_CFLAGS += -fno-tree-vectorize
+
+
+ifdef fmt
+PULP_CFLAGS += -D${fmt} -DFIXED
+
+else
+# FP FORMAT
+#INPUT DATA TYPE
+ifdef fmt_A
+PULP_CFLAGS += -DMA${fmt_A}
+else
+PULP_CFLAGS += -DMAFP32
+endif
+
+#FILTER DATA TYPE
+ifdef fmt_B
+PULP_CFLAGS += -DMB${fmt_B}
+else
+PULP_CFLAGS += -DMBFP32
+endif
+
+# OUTPUT DATA TYPE
+
+ifdef fmt_OUT
+PULP_CFLAGS += -DOUT${fmt_OUT}
+else
+PULP_CFLAGS += -DOUTFP32
+endif
+endif
+
+# VECTORIAL FORMAT for half-precision FP
+ifdef vec
+PULP_CFLAGS += -DVECTORIAL
+endif
+
+# CHECK RESULTS
+ifdef check
+PULP_CFLAGS += -DCHECK
+endif
+
+ifdef PRINT_RESULTS
+PULP_CFLAGS += -DPRINT_RESULTS
+endif
+
+ifdef verbose
+PULP_CFLAGS += -DVERBOSE
+endif
+
+# STATISTICS
+ifdef stats
+PULP_CFLAGS += -DSTATS
+endif
+
+include $(PULP_SDK_HOME)/install/rules/pulp.mk
diff --git a/fpu_tests/matmul/FP32/config.h b/fpu_tests/matmul/FP32/config.h
new file mode 100644
index 0000000..9505082
--- /dev/null
+++ b/fpu_tests/matmul/FP32/config.h
@@ -0,0 +1,96 @@
+#ifndef _CONFIG_MATMUL_
+#define _CONFIG_MATMUL_
+
+#ifdef FABRIC
+#define DATA_LOCATION
+#else
+#define DATA_LOCATION L1_DATA
+#endif
+
+//Define INPUT data types
+
+#ifdef FIXED
+    #ifdef FP16
+        typedef signed short      v2s    __attribute__((vector_size (4)));
+        typedef float16      MA_TYPE;
+        typedef float16      MB_TYPE;
+        typedef float16      OUT_TYPE;
+        typedef float16      MA_VTYPE    __attribute__((vector_size (4)));
+        typedef float16      MB_VTYPE    __attribute__((vector_size (4)));
+        typedef float16     OUT_VTYPE    __attribute__((vector_size (4)));
+        #undef USE_INTRINSICS
+    #elif defined(FP16ALT)
+        typedef signed short      v2s    __attribute__((vector_size (4)));
+        typedef float16alt      MA_TYPE;
+        typedef float16alt      MB_TYPE;
+        typedef float16alt      OUT_TYPE;
+        typedef float16alt      MA_VTYPE    __attribute__((vector_size (4)));
+        typedef float16alt      MB_VTYPE    __attribute__((vector_size (4)));
+        typedef float16alt     OUT_VTYPE    __attribute__((vector_size (4)));
+        #undef USE_INTRINSICS
+    #elif defined(FP32)
+        typedef float  MA_TYPE;
+        typedef float  MB_TYPE;
+        typedef float  OUT_TYPE;
+    #endif
+
+#else // MIXED
+    #ifdef MAFP32
+        typedef float      MA_TYPE;
+    #elif MAFP16
+            typedef signed short      v2s    __attribute__((vector_size (4)));
+            typedef float16      MA_TYPE;
+            typedef float16      MA_VTYPE    __attribute__((vector_size (4)));
+            #undef USE_INTRINSICS
+    #elif MAFP16ALT
+            typedef signed short      v2s    __attribute__((vector_size (4)));
+            typedef float16alt      MA_TYPE;
+            typedef float16alt     MA_VTYPE    __attribute__((vector_size (4)));
+            #undef USE_INTRINSICS
+    #endif
+        
+    #ifdef MBFP32
+            typedef float   MB_TYPE;
+    #elif MBFP16
+            typedef signed short      v2s    __attribute__((vector_size (4)));
+            typedef float16      MB_TYPE;
+            typedef float16      MB_VTYPE    __attribute__((vector_size (4)));
+            #undef USE_INTRINSICS
+    #elif MBFP16ALT
+            typedef signed short      v2s    __attribute__((vector_size (4)));
+            typedef float16alt      MB_TYPE;
+            typedef float16alt     MB_VTYPE    __attribute__((vector_size (4)));
+            #undef USE_INTRINSICS
+    #endif
+        // Define output data types
+    #ifdef OUTFP32
+            typedef float OUT_TYPE;
+    #elif OUTFP16
+            typedef signed short      v2s    __attribute__((vector_size (4)));
+            typedef float16      OUT_TYPE;
+            typedef float16      OUT_VTYPE    __attribute__((vector_size (4)));
+    #elif OUTFP16ALT
+            typedef signed short      v2s    __attribute__((vector_size (4)));
+            typedef float16alt      OUT_TYPE;
+            typedef float16alt     OUT_VTYPE    __attribute__((vector_size (4)));
+    #endif
+
+#endif
+
+#ifndef THR
+    #define THR 0.004f
+#endif
+#ifdef VECTORIAL
+    #if defined(MAFP16) && defined (MBFP16ALT) || defined (MAFP16ALT) && defined (MBFP16) 
+        #error "Vecotrization does not work for different data types...!!!" 
+    #endif
+
+    #if defined (MAFP32) || defined (MBFP32) || defined (OUTFP32)
+
+        #error "Vecotrization does not work for FP32 data type...!!!" 
+    #endif
+#endif
+
+void matMul(MA_TYPE * __restrict__ A, MB_TYPE * __restrict__ B, OUT_TYPE * __restrict__ C, int M, int N, int P);
+
+#endif
diff --git a/fpu_tests/matmul/FP32/data.h b/fpu_tests/matmul/FP32/data.h
new file mode 100644
index 0000000..18b3c69
--- /dev/null
+++ b/fpu_tests/matmul/FP32/data.h
@@ -0,0 +1,7 @@
+#define M 8
+#define N 8
+#define P 8
+
+PI_L2 MA_TYPE A_mat[] = {-1.321346640586853, -0.14075148105621338, -1.3874461650848389, 0.28156477212905884, -0.9179959893226624, -1.2968281507492065, 0.19895713031291962, -0.1636660248041153, 0.09745144098997116, -0.4712808132171631, -1.2986916303634644, -1.3279190063476562, -0.6729908585548401, 0.21538715064525604, 0.0033319147769361734, -0.3368145227432251, -0.4880366027355194, -1.6056562662124634, -0.06749758124351501, 0.537982702255249, -1.518497109413147, -0.14922605454921722, 1.2041049003601074, 0.08387433737516403, 1.0984026193618774, -0.27249911427497864, -0.6649801731109619, -0.6570414304733276, -0.3877118229866028, -0.819801926612854, 0.21040719747543335, 2.10652232170105, -0.1445361226797104, 0.8136182427406311, -0.6583006978034973, -0.3472365438938141, -1.0367175340652466, 1.103456974029541, -0.19918836653232574, 0.05155167728662491, 1.4965381622314453, 0.9884462356567383, 1.1312751770019531, -0.5285311341285706, -0.37252330780029297, -0.5133379697799683, 0.3439998924732208, -0.6833076477050781, -1.3308806419372559, -0.0043663098476827145, 1.0170615911483765, -0.2980661988258362, -0.6847434043884277, 0.132366344332695, 1.3589580059051514, -0.03737796097993851, -0.5342410802841187, -0.7537646293640137, -1.2974865436553955, -0.5541737079620361, -0.4874458611011505, 1.8318110704421997, 0.20764854550361633, 1.5493804216384888, };
+PI_L2 MB_TYPE B_mat[] = {-0.8827683925628662, -0.5542697310447693, 0.14389587938785553, -1.975010633468628, 0.20784620940685272, 0.013685223646461964, -0.9441406726837158, 0.2295272946357727, 0.18610191345214844, -0.022595224902033806, -2.596245288848877, 0.2539166808128357, 0.181132510304451, 0.5449540615081787, -0.025274118408560753, -0.07331778109073639, -0.7438264489173889, -0.23840615153312683, 1.428622841835022, -0.34748250246047974, -1.5984361171722412, 0.20564231276512146, -1.1283481121063232, -0.9706998467445374, 1.064945936203003, 0.5016964077949524, 1.2105423212051392, -0.5837512612342834, -0.983349084854126, 1.118739128112793, -0.43573465943336487, -0.2066168338060379, 2.088926315307617, 0.21492750942707062, 0.019352668896317482, -1.092134952545166, 2.3897173404693604, 0.4519634544849396, -1.5889497995376587, -1.6419037580490112, 0.4415695369243622, -2.7164535522460938, 0.9438610076904297, -0.4197200834751129, -0.4402216672897339, -1.895782709121704, 1.4696519374847412, -0.043221864849328995, -0.6337109208106995, 0.13316427171230316, 1.1930891275405884, -1.0255396366119385, 0.17155316472053528, 0.0703289583325386, -0.42407506704330444, 0.22795960307121277, 0.6689052581787109, 1.656773567199707, -0.28926777839660645, 0.4480336606502533, -0.4898584485054016, 0.8577049374580383, -0.40668636560440063, -1.1225101947784424, };
+PI_L2 OUT_TYPE ref[] = {-0.25370487570762634, 4.288405895233154, -2.4230763912200928, 4.161197662353516, 0.1321820169687271, 1.8521130084991455, 2.2288806438446045, 2.7880353927612305, -2.160022497177124, -1.68727707862854, -1.93358314037323, 1.4045865535736084, 1.7790610790252686, -3.0093014240264893, 3.4853577613830566, 3.0664453506469727, -3.1897361278533936, 0.9710832238197327, 5.895380020141602, 0.7893388867378235, -4.211012363433838, -0.540488064289093, 1.99186372756958, 2.640082359313965, -1.1216058731079102, 4.887918949127197, -2.019449234008789, -0.1283983588218689, 0.3265409469604492, 2.1952335834503174, -1.5282257795333862, -0.5912652015686035, -1.118781328201294, -3.1169605255126953, -2.7250733375549316, 1.8199642896652222, -1.511614203453064, -2.6127007007598877, 4.342489242553711, 2.1691524982452393, -4.221386909484863, -1.1585693359375, -1.2581945657730103, -2.8258895874023438, -1.068955421447754, 0.44341498613357544, -2.514594793319702, 0.7613731622695923, -2.158013105392456, -0.041946373879909515, 2.655857563018799, 1.7298434972763062, -3.0531845092773438, -0.6418022513389587, 0.9603833556175232, 0.23947691917419434, 1.4017069339752197, -2.1417248249053955, 0.8747122287750244, 1.8828234672546387, -0.3232908248901367, -3.6543807983398438, 4.977419853210449, 0.33591794967651367, };
diff --git a/fpu_tests/matmul/FP32/main.c b/fpu_tests/matmul/FP32/main.c
new file mode 100644
index 0000000..7d12782
--- /dev/null
+++ b/fpu_tests/matmul/FP32/main.c
@@ -0,0 +1,122 @@
+// License, Version 0.51 (the "License"); you may not use this file except in
+// or agreed to in writing, software, hardware and materials distributed under
+// this License is distributed on an "AS IS" BASIS, WITHOUT WARRANTIES OR
+// CONDITIONS OF ANY KIND, either express or implied. See the License for the
+// specific language governing permissions and limitations under the License.
+
+#include "config.h"
+#include "pulp.h"
+
+#include <stdio.h>
+#include <stdint.h>
+#include <limits.h> /* for CHAR_BIT */
+#include <math.h>
+
+#include "data.h"
+
+#define STACK_SIZE 2048
+
+void main_fn(testresult_t *result, void (*start)(), void (*stop)());
+
+testcase_t testcases[] = {
+  { .name = "Matrix Multiplication", .test = main_fn },
+  {0, 0}
+};
+
+DATA_LOCATION MA_TYPE matA[M*N] __attribute__ ((aligned (4)));
+DATA_LOCATION MB_TYPE matB[N*P] __attribute__ ((aligned (4)));
+DATA_LOCATION OUT_TYPE matC[M*P] __attribute__ ((aligned (4)));
+
+// End of computation
+int done = 0;
+
+int retval = 0;
+
+void __attribute__ ((noinline)) matrix_init(MA_TYPE * __restrict__ A, MB_TYPE * __restrict__ B, OUT_TYPE * __restrict__ C) {
+  for (int i = 0; i < M; i++) 
+    for (int j = 0; j < N; j++){
+      A[i*N+j] = A_mat[i*N+j];
+
+
+    } 
+      
+  for (int i = 0; i < N; i++) 
+    for (int j = 0; j < P; j++){
+      B[i*P+j] = B_mat[i*P+j];
+    }
+  for (int i = 0; i < M; i++) 
+    for (int j = 0; j < P; j++)  
+      C[i*P+j] = 0;
+  
+}
+
+int __attribute ((noinline)) check_result(OUT_TYPE * __restrict__ result) {
+  #ifndef FABRIC
+    synch_barrier();
+  #endif
+
+  if(get_core_id() == 0) {
+    float diff;
+    int err = 0;
+
+    for (int i = 0; i < (M*P); i++) {
+      diff = fabs(result[i] - ref[i]);
+      if(diff > THR) {
+        err++;
+      #ifdef VERBOSE
+
+        printf("Error at index %d:\t refrence %f\t output %f\t error %.4f\n", i, ref[i], result[i], diff);
+      #endif
+      
+      }
+
+      #ifdef PRINT_RESULTS
+
+        printf("index %d:\t refrence %f\t output %f\t error %f\n", i, ref[i], result[i], diff);
+      #endif
+    }
+
+    return err;
+
+  }
+}
+
+void main_fn(testresult_t *result, void (*start)(), void (*stop)()){
+  
+  if (get_core_id() == 0)
+    matrix_init(matA, matB, matC);
+ 
+  #ifndef FABRIC
+  synch_barrier();
+  #endif
+  
+  #ifdef STATS
+  start();
+  #endif
+  matMul(matA, matB, matC, M, N, P);
+
+  #ifdef STATS
+  stop();
+  #endif
+
+  #ifdef CHECK
+  result->errors = check_result(matC);
+  #endif
+};
+
+int main()
+{
+  #ifdef FABRIC
+      main_fn();
+  #else
+  if (rt_cluster_id() != 0)
+    return bench_cluster_forward(0);
+
+  int nbErrors = run_suite(testcases);
+
+  synch_barrier();
+  #endif
+  retval = nbErrors;
+
+  return retval;
+}
diff --git a/fpu_tests/matmul/FP32/matmul.c b/fpu_tests/matmul/FP32/matmul.c
new file mode 100644
index 0000000..0a616ca
--- /dev/null
+++ b/fpu_tests/matmul/FP32/matmul.c
@@ -0,0 +1,103 @@
+#include "config.h"
+#include "pulp.h"
+
+#ifdef VECTORIAL
+
+void __attribute__ ((noinline)) matMul(MA_TYPE * __restrict__ A, MB_TYPE * __restrict__ B, OUT_TYPE * __restrict__ C, int M, int N, int P){
+
+  OUT_VTYPE temp;
+  MA_VTYPE Av;
+  MB_VTYPE Bv0;
+  MB_VTYPE Bv1;
+  OUT_VTYPE *Cv;
+  int blockSize = (M+NUM_CORES-1)/NUM_CORES;
+  int start = get_core_id()*blockSize;
+  int end = start + blockSize < M? start + blockSize : M;
+
+  for (int i = start; i < end; i++) {
+    for (int j=0; j < (P & 0xfffffffe); j+=2) {
+        
+      temp = (OUT_VTYPE) {0, 0};
+
+			// Manual unrolling
+			for (int k=0; k<(N & 0xfffffffe); k+=2){
+				Av  = *((MA_VTYPE *) &A[i*N+k]);
+				Bv0 = *((MB_VTYPE *) &B[k*P+j]);
+				Bv1 = *((MB_VTYPE *) &B[k*P+j+P]);
+				temp += (OUT_VTYPE)(__builtin_shuffle(Av, (v2s){0,0})) * Bv0;
+				temp += (OUT_VTYPE)(__builtin_shuffle(Av, (v2s){1,1})) * Bv1;
+			}
+
+    if (N & 0x00000001) 
+     {
+      temp[0] += A[i*N+N-1] * B[(N-1)*P+j];
+      temp[1] += A[i*N+N-1] * B[(N-1)*P+j+1];
+     }
+			Cv = (OUT_VTYPE *) &C[i*P+j];
+
+			*Cv = temp;
+    }
+  }
+  /// Leftover in P
+    if (P & 0x00000001) 
+    {
+      for (int i = start; i < end; i++) {
+
+            OUT_TYPE temp1 = 0;
+
+            // Manual unrolling
+            for (int k=0; k<(N & 0xfffffffe); k+=2){
+              temp1 += A[i*N+k] * B[k*P+P-1];
+              temp1 += A[i*N+k+1] * B[k*P+P-1+P];
+            }
+          if (N & 0x00000001) 
+               {
+                temp1 += A[i*N+N-1] * B[(N-1)*P+P-1];
+               }
+            C[i*P+(P-1)]=temp1;
+          }
+      }
+      
+  #if NUM_CORES > 1
+  synch_barrier();
+  #endif  
+}
+#else
+
+void __attribute__ ((noinline)) matMul(MA_TYPE * __restrict__ A, MB_TYPE * __restrict__ B, OUT_TYPE * __restrict__ C, int M, int N, int P) {
+
+  int blockSize = (M+NUM_CORES-1)/NUM_CORES;
+  int start = get_core_id()*blockSize;
+  int end = start + blockSize < M? start + blockSize : M;
+  
+  for (int i = start; i < end; i++) {
+    for (int j = 0; j < P; j++) {
+      OUT_TYPE temp = 0;
+
+      //Manual unrolling
+      for (int k = 0; k < (N & 0xfffffffe); k+=2) {
+        temp += (OUT_TYPE)(A[i*N+k]   * B[k*P+j]);
+        temp += (OUT_TYPE)(A[i*N+k+1] * B[k*P+j+P]);
+
+      }
+         C[i*P+j] = (OUT_TYPE)(temp);
+    }
+  }
+      // Leftover on N
+
+      if (N & 0x00000001) 
+      {
+        for (int i=start; i<end; i++) 
+        {
+          for (int j=0; j<P; j++) 
+          {
+            C[i*P+j] += (OUT_TYPE)(A[i*N+N-1] * B[(N-1)*P+j]);
+          }
+        }
+      } 
+
+  #if NUM_CORES > 1
+  synch_barrier();
+  #endif
+}
+#endif
diff --git a/fpu_tests/matmul/FP32/out.txt b/fpu_tests/matmul/FP32/out.txt
new file mode 100644
index 0000000..9950041
--- /dev/null
+++ b/fpu_tests/matmul/FP32/out.txt
@@ -0,0 +1,15 @@
+GNU Make 3.82
+Built for x86_64-redhat-linux-gnu
+Copyright (C) 2010  Free Software Foundation, Inc.
+License GPLv3+: GNU GPL version 3 or later <http://gnu.org/licenses/gpl.html>
+This is free software: you are free to change and redistribute it.
+There is NO WARRANTY, to the extent permitted by law.
+Lettura dei makefile...
+/scratch2/rtedeschi/pulp_cluster/alsaqr_cluster/pulp-runtime/rules/pulpos/targets/pulp_cluster.mk:74: warning: overriding recipe for target `run'
+/scratch2/rtedeschi/pulp_cluster/alsaqr_cluster/pulp-runtime/rules/pulpos/default_rules.mk:322: warning: ignoring old recipe for target `run'
+Aggiornamento degli obbiettivi....
+ Il file «all» non esiste.
+   Il file «/scratch2/rtedeschi/pulp_cluster/alsaqr_cluster/regression-tests/fpu_tests/matmul/FP32/build/fp_matmul/fp_matmul» non esiste.
+     Il file «/scratch2/rtedeschi/pulp_cluster/alsaqr_cluster/regression-tests/fpu_tests/matmul/FP32/build/fp_matmul/support_func.o» non esiste.
+    L'obiettivo «/scratch2/rtedeschi/pulp_cluster/alsaqr_cluster/regression-tests/fpu_tests/matmul/FP32/build/fp_matmul/support_func.o» deve essere rigenerato.
+make: *** Nessuna regola per generare l'obiettivo «/scratch2/rtedeschi/pulp_cluster/alsaqr_cluster/regression-tests/fpu_tests/matmul/FP32/build/fp_matmul/support_func.o», necessario per «/scratch2/rtedeschi/pulp_cluster/alsaqr_cluster/regression-tests/fpu_tests/matmul/FP32/build/fp_matmul/fp_matmul».  Stop.
diff --git a/fpu_tests/matmul/FP32/support_func.c b/fpu_tests/matmul/FP32/support_func.c
new file mode 100644
index 0000000..6d24d2e
--- /dev/null
+++ b/fpu_tests/matmul/FP32/support_func.c
@@ -0,0 +1,15 @@
+#include "config.h"
+#include "pulp.h"
+double __extendohfdf2(float16alt value)
+{
+  float result;
+  __asm__ __volatile__ ("fcvt.s.ah %0, %1": "=f"(result): "f"(value) :);
+  return (double) result;
+}
+
+double __extendhfdf2(float16 value)
+{
+  float result;
+  __asm__ __volatile__ ("fcvt.s.h %0, %1": "=f"(result): "f"(value) :);
+  return (double) result;
+}
diff --git a/fpu_tests/matmul/README.md b/fpu_tests/matmul/README.md
new file mode 100644
index 0000000..538deba
--- /dev/null
+++ b/fpu_tests/matmul/README.md
@@ -0,0 +1,38 @@
+# MatMul test
+This test performs a matrix multiplication on FP32/FP16/FP16ALT data and can also be used to measure performances.
+In this folder you can find pre-generated golden models.
+
+## Running a test
+After the platform and the SDK setup you can run the test:
+
+~~~~~shell
+make clean all [platform=rtl] run
+~~~~~
+
+If you want to run this test on RTL, remember to specify the platform which is gvsoc by default.
+There are several flags useful to activate some functionalities:
+
+- `cores=N_CORES` set the number of cores used for the execution to `N_CORES`, by default `cores=1`. There is also the ability to run on the Fabric controller by using `FABRIC=1` instead of `cores=N_CORE`.
+- `fmt=FP_FMT` specifies the floating-point format for data, by deafult it is set to `FP32` but you can also choose `FP16` or `FP16ALT` formats. **For this application you can use mixed-precision in the C code by using `fmt_A=FP_A   fmt_B=FP_B   fmt_OUT=FP_OUT` instead of `fmt`.**
+- `vec=1` activates vectorial format **only for half-precision floating point (FP16 and FP16ALT)**
+- `check=1` activates the result check
+- `verbose=1` prints the wrong results
+- `stats=1` activates performance measurement
+- `PRINT_RESULTS=1` print outputs of C code
+
+
+## Generating the golden model
+If you want to re-generate a golden model, you can use the [data_generator.py](./data_generator.py) script with the following command:
+
+~~~~~shell
+./data_generator.py --M=m --N=n --P=p --float_type=fmt --MAC_flag=MAC_FLAG
+~~~~~
+- specifies the floating-point format for data, by deafult it is set to `FP32` but you can also choose `FP16` and `FP16ALT` formats. **Also, you can run the mixed-precision golden model by using `--float_type=FP_A,FP_B,FP_OUT`.**
+- `MAC_flag` is used to emulate the multiply-and-add operator available on most DSP instruction sets for embedded devices. It can be true or false. To emulate `FP16` and `FP16ALT` behavior on PULP, true this flag.
+
+The script will generate three floating-point matrices fo format `fmt` (FP32/FP16/FP16ALT):
+- A_mat[m,n] input matrix
+- B_mat[n,p] input matrix
+- ref[m,p] output matrix
+
+The generated header file will be written in the [references](./references) folder.
diff --git a/fpu_tests/matmul/data_generator.py b/fpu_tests/matmul/data_generator.py
new file mode 100755
index 0000000..26905a2
--- /dev/null
+++ b/fpu_tests/matmul/data_generator.py
@@ -0,0 +1,206 @@
+#!/bin/python3
+
+import os
+import argparse
+import sys
+
+import torch
+from torch import nn
+
+
+def relative_absolute_error(true, pred):
+    true_mean = torch.mean(true)
+    squared_error_num = torch.sum(torch.abs(true - pred))
+    squared_error_den = torch.sum(torch.abs(true - true_mean))
+    rae_loss = squared_error_num / squared_error_den
+    return rae_loss
+
+
+def mean_squared_error(true, pred):
+    squared_error = torch.square(true - pred)
+    sum_squared_error = torch.sum(squared_error)
+    size = true.size(dim=0) * true.size(dim=1)
+    mse_loss = sum_squared_error / size
+    return mse_loss
+
+
+def matrix_init(IN, dt):
+    temp = torch.zeros((IN.shape[0], IN.shape[1]), dtype=dt)
+    # iterate through rows of IN
+    for i in range(IN.shape[0]):
+        # iterate through columns of IN
+        for j in range(IN.shape[1]):
+            temp[i][j] = IN[i][j]
+    return temp
+
+
+def error_metric(ref, res):
+
+    # calculate manually because metrics doesn't supprt bfloat16
+    d = ref - res
+    mse_f = torch.mean(d**2)
+    mae_f = torch.mean(abs(d))
+    rmse_f = torch.sqrt(mse_f)
+    r2_f = 1-(torch.sum(d**2)/torch.sum((ref-torch.mean(ref))**2))
+    print("Results of metrics:")
+    print("MAE:",mae_f.item())
+    print("MSE:", mse_f.item())
+    print("RMSE:", rmse_f.item())
+    print("R-Squared:", r2_f.item())
+    rae = relative_absolute_error(ref, res)
+    print("RAE is", rae.item())
+
+
+def matrix_mult(Xs, Ys, dt, mac_flag, cast_flag, cast_to):
+    Rs = torch.zeros((Xs.shape[0], Ys.shape[1]), dtype=dt)
+    # iterate through rows of X
+    for i in range(Xs.shape[0]):
+        # iterate through columns of Y
+        for j in range(Ys.shape[1]):
+            temp = torch.tensor([0], dtype=dt)
+            # iterate through rows of Y
+            for k in range(Ys.shape[0]):
+                a = Xs[i][k]
+                b = Ys[k][j]
+                if cast_flag == "true":
+                    if cast_to == "FP16":
+                        a = a.type(torch.float16)
+                        b = b.type(torch.float16)
+                    elif cast_to == "FP16ALT":
+                        a = a.type(torch.bfloat16)
+                        b = b.type(torch.bfloat16)
+                if mac_flag == "true":
+                    a = a.type(torch.float32)
+                    b = b.type(torch.float32)
+                    temp = temp.type(torch.float32)
+                temp += a * b
+                if mac_flag == "true":
+                    temp = temp.type(dt)
+
+            Rs[i][j] = temp
+    return Rs
+
+
+def write_matrix(matrix_to_write, name, file_pointer, float_type):
+    matrix_string = ''
+    sz0 = matrix_to_write.size()[0]
+    sz1 = matrix_to_write.size()[1]
+    if 'ref' in name:
+        file_pointer.write("PI_L2 OUT_TYPE %s[] = {" % name)
+    elif 'A_mat' in name:
+        file_pointer.write("PI_L2 MA_TYPE %s[] = {" % name)
+    else:
+        file_pointer.write("PI_L2 MB_TYPE %s[] = {" % name)
+    if float_type == torch.float32:
+        name = ")"
+    elif float_type == torch.float16:
+        name = ", dtype=torch.float16)"
+    elif float_type == torch.bfloat16:
+        name = ", dtype=torch.bfloat16)"
+    for i in range(sz0):
+        for j in range(sz1):
+            matrix_string += str(matrix_to_write[i][j].item()).replace('tensor(', '').replace(name, '')
+            matrix_string += ', '
+    file_pointer.write("%s" % matrix_string)
+    file_pointer.write("};\n")
+
+
+def get_inital_config():
+    # get arguments  and data format
+    parser = argparse.ArgumentParser()
+    parser.add_argument('--M')
+    parser.add_argument('--N')
+    parser.add_argument('--P')
+
+    parser.add_argument('--MAC_flag', default="true")
+    parser.add_argument('--float_type', default='FP32')
+    args = parser.parse_args()
+
+    M = int(args.M)
+    N = int(args.N)
+    P = int(args.P)
+    mac_flag = str(args.MAC_flag)
+    bits = args.float_type.split(",")
+    return M, N, P, bits, mac_flag
+
+
+def select_dtypes(user_dtypes, num_param):
+    types_dict = {
+        "FP32": torch.float32,
+        "FP16": torch.float16,
+        "FP16ALT": torch.bfloat16
+    }
+    dtypes = []
+    if len(user_dtypes) == 1:
+        for i in range(num_param):
+            dtypes.append(types_dict[user_dtypes[0]])
+    elif len(user_dtypes) == num_param:
+        for i in range(num_param):
+            dtypes.append(types_dict[user_dtypes[i]])
+    else:
+        for i in range(len(user_dtypes)):
+            dtypes.append(types_dict[user_dtypes[i]])
+        if 'FP32' in user_dtypes:
+            for i in range(len(user_dtypes), num_param):
+                dtypes.append(types_dict["FP32"])
+        elif 'FP16' in user_dtypes:
+            for i in range(len(user_dtypes), num_param):
+                dtypes.append(types_dict["FP16"])
+        else:
+            for i in range(len(user_dtypes), num_param):
+                dtypes.append(types_dict["FP16ALT"])
+    return dtypes
+
+def check_cast(datatypes):
+    result = len(set(datatypes)) == 1  
+    if result : #All Elements in List are Equal
+        return "false"
+    else: #All Elements in List are Not Equal
+        if torch.float32 in datatypes:
+            return "false"
+        else:
+            return "true"
+
+def save_data_into_hfile(M, N, P, A_mat, B_mat, res):
+    # Generate header file
+    f = open('data.h', 'w')
+    f.write('\
+#define M %s\n\
+#define N %s\n\
+#define P %s\n\n' % (M, N, P))
+    write_matrix(A_mat, 'A_mat', f, A_mat.dtype)
+    write_matrix(B_mat, 'B_mat', f, B_mat.dtype)
+    write_matrix(res, 'ref', f, res.dtype)
+
+    f.close()
+
+
+def main():
+    M, N, P, bits, mac_flag = get_inital_config()
+
+    # Create reference matrices
+    A_ref = torch.randn((M, N), dtype=torch.float32)
+    B_ref = torch.randn((N, P), dtype=torch.float32)
+
+    # calculate reference output
+    ref = matrix_mult(Xs=A_ref, Ys=B_ref, dt=torch.float32, mac_flag=mac_flag, cast_flag="false",cast_to="false")
+
+    # set the data types based on the parser input
+    datatypes = select_dtypes(bits, 3)
+
+    cast_flag = check_cast(datatypes[0:2])
+    cast_to = "FP16ALT"
+    A_mat = matrix_init(A_ref, dt=datatypes[0])
+    B_mat = matrix_init(B_ref, dt=datatypes[1])
+
+    res = matrix_mult(Xs=A_mat, Ys=B_mat, dt=datatypes[2], mac_flag=mac_flag, cast_flag=cast_flag, cast_to = cast_to)
+
+    error_metric(ref, res)
+    save_data_into_hfile(M, N, P, A_mat, B_mat, res)
+    print("############################## Done! ###################################")
+    return None
+
+
+if __name__ == "__main__":
+    main()
+    pass

From 1b76c54acecd55bf758656ff13da0c7a31a73a0a Mon Sep 17 00:00:00 2001
From: Yvan Tortorella <ytortorella@lagrev3.ee.ethz.ch>
Date: Sat, 27 Jan 2024 00:14:16 +0100
Subject: [PATCH 13/56] Rename application in makefiles

---
 fpu_tests/matmul/FP16/Makefile    | 2 +-
 fpu_tests/matmul/FP16ALT/Makefile | 2 +-
 fpu_tests/matmul/FP32/Makefile    | 2 +-
 3 files changed, 3 insertions(+), 3 deletions(-)

diff --git a/fpu_tests/matmul/FP16/Makefile b/fpu_tests/matmul/FP16/Makefile
index 23f7695..f9116c0 100644
--- a/fpu_tests/matmul/FP16/Makefile
+++ b/fpu_tests/matmul/FP16/Makefile
@@ -1,4 +1,4 @@
-PULP_APP = fp_matmul
+PULP_APP = test
 
 PULP_APP_FC_SRCS = main.c
 PULP_APP_SRCS = support_func.c matmul.c
diff --git a/fpu_tests/matmul/FP16ALT/Makefile b/fpu_tests/matmul/FP16ALT/Makefile
index 23f7695..f9116c0 100644
--- a/fpu_tests/matmul/FP16ALT/Makefile
+++ b/fpu_tests/matmul/FP16ALT/Makefile
@@ -1,4 +1,4 @@
-PULP_APP = fp_matmul
+PULP_APP = test
 
 PULP_APP_FC_SRCS = main.c
 PULP_APP_SRCS = support_func.c matmul.c
diff --git a/fpu_tests/matmul/FP32/Makefile b/fpu_tests/matmul/FP32/Makefile
index 23f7695..f9116c0 100644
--- a/fpu_tests/matmul/FP32/Makefile
+++ b/fpu_tests/matmul/FP32/Makefile
@@ -1,4 +1,4 @@
-PULP_APP = fp_matmul
+PULP_APP = test
 
 PULP_APP_FC_SRCS = main.c
 PULP_APP_SRCS = support_func.c matmul.c

From d16fe2b6c7ae679862315b7792357cb7e27d28ac Mon Sep 17 00:00:00 2001
From: Yvan Tortorella <ytortorella@lagrev3.ee.ethz.ch>
Date: Sat, 27 Jan 2024 01:08:52 +0100
Subject: [PATCH 14/56] Change matmul golden.

---
 .../parMatrixMul32/gen_stimuli.py             |    2 +-
 .../parMatrixMul32/parMatrixMul32_stimuli.h   | 4702 +++++++++++------
 2 files changed, 3024 insertions(+), 1680 deletions(-)

diff --git a/parallel_bare_tests/parMatrixMul32/gen_stimuli.py b/parallel_bare_tests/parMatrixMul32/gen_stimuli.py
index 75eef86..aac24be 100755
--- a/parallel_bare_tests/parMatrixMul32/gen_stimuli.py
+++ b/parallel_bare_tests/parMatrixMul32/gen_stimuli.py
@@ -15,7 +15,7 @@ def write_arr(f, name, arr):
 f = open('parMatrixMul32_stimuli.h', 'w')
 
 
-SIZE = 24
+SIZE = 32
 RANGE = 2**15/SIZE
 
 m_a   = []
diff --git a/parallel_bare_tests/parMatrixMul32/parMatrixMul32_stimuli.h b/parallel_bare_tests/parMatrixMul32/parMatrixMul32_stimuli.h
index d5c1af0..e313733 100644
--- a/parallel_bare_tests/parMatrixMul32/parMatrixMul32_stimuli.h
+++ b/parallel_bare_tests/parMatrixMul32/parMatrixMul32_stimuli.h
@@ -1,1741 +1,3085 @@
 const int m_a[] = {
--1344,
--778,
--350,
-1240,
-950,
-940,
-1262,
-285,
+921,
+223,
+-983,
+-567,
+100,
+801,
+-520,
+-758,
+288,
+-819,
+627,
+-331,
+-324,
+154,
+389,
+975,
+789,
+542,
+497,
+-213,
+-192,
+216,
+575,
+-490,
+-826,
+-93,
+161,
+143,
+866,
+722,
+-911,
+-567,
+-484,
+907,
+593,
+-261,
+454,
+-630,
+710,
+-155,
+210,
+-388,
+-207,
+-82,
+93,
+512,
+-745,
+460,
+-914,
+1011,
+310,
+740,
+-465,
+-971,
+-51,
+392,
+378,
+846,
+-75,
+312,
+891,
+15,
+165,
+-238,
+138,
+295,
+-426,
+-341,
+105,
+117,
+61,
+1022,
+-93,
+-491,
+-367,
+422,
+560,
+698,
+-271,
+-917,
+-537,
+610,
+-525,
+456,
+-753,
+966,
+112,
+569,
+791,
+269,
+486,
+763,
+-793,
+769,
+-446,
+1001,
+-639,
+-621,
+-228,
+-207,
+22,
+-582,
+-120,
+963,
+242,
+-387,
+-601,
+-821,
+-403,
+-149,
+-339,
+-678,
+-151,
+-578,
+-916,
+-688,
+716,
+-433,
+942,
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+-942,
+};
+
+const int m_b[] = {
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+-98,
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+-835,
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+-250,
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+-4,
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 491,
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-176,
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-1151,
-1080,
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-286,
-833,
-217,
--621,
-478,
-539,
--109,
--1273,
--564,
--240,
-504,
-518,
-256,
--124,
-74,
-949,
--912,
--1341,
-965,
--774,
-634,
-1009,
-1304,
-200,
--1041,
--1262,
--865,
--1065,
--635,
--357,
--928,
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-1148,
--411,
-56,
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-1241,
+-313,
 -430,
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-127,
+-54,
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+-666,
+-794,
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+-590,
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+-73,
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+-195,
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+778,
+-708,
+582,
+-889,
+-461,
+571,
+918,
+416,
+-518,
+-24,
+-585,
+-38,
+-535,
+-167,
+-308,
+-793,
+-502,
+267,
+989,
+-1007,
+-802,
+-262,
+-106,
+-270,
+744,
+461,
+-683,
+-12,
+989,
+-591,
+-966,
+-300,
+-342,
+201,
+786,
+481,
+913,
+126,
+877,
+864,
+-622,
+-265,
+951,
+-322,
+417,
+417,
+-103,
+-941,
+-428,
+-273,
+-807,
+-649,
+266,
+658,
+-348,
+35,
+1013,
+1,
+968,
+206,
+-721,
+566,
+-468,
+-653,
+-81,
+-652,
+65,
+-595,
+329,
+759,
+386,
+-225,
+-857,
+22,
+-267,
+895,
+973,
+-401,
+-934,
+-159,
+-637,
+516,
+-245,
+650,
+440,
+-245,
+-325,
+162,
+-372,
 457,
--1313,
-741,
-861,
-220,
--540,
-772,
-265,
-1066,
-679,
-177,
--734,
+-65,
+122,
+-851,
+-481,
+-960,
+-409,
+-35,
+-701,
+658,
+637,
+-639,
+270,
+274,
+748,
+-46,
+211,
+-311,
+-878,
+743,
+453,
+-625,
+493,
+977,
+-777,
+160,
+-638,
+759,
+-624,
+-973,
+-681,
+166,
+-530,
+-677,
+657,
+-104,
+-398,
+-482,
+-669,
+1014,
+707,
+238,
+951,
+353,
+-116,
+-302,
+-833,
+354,
+-504,
+758,
+-157,
+-260,
+-714,
+-594,
+-906,
+734,
+-897,
+99,
+440,
+-146,
+-449,
+584,
+-1007,
+368,
+-508,
+-870,
+-551,
+-361,
+646,
 29,
--149,
-181,
--1042,
--1139,
-271,
--326,
--29,
-1298,
+486,
+742,
+-962,
+-718,
+-22,
+548,
+718,
+-905,
+922,
+345,
+-159,
+495,
+429,
+525,
+937,
+-731,
+267,
+-878,
+773,
+835,
+27,
+855,
 643,
--890,
--136,
--1015,
--565,
--964,
-894,
--312,
-698,
-159,
--222,
--1322,
-578,
-945,
-1124,
-1278,
-54,
--389,
-1101,
-362,
--543,
-380,
-959,
--399,
--1105,
-1308,
-338,
--198,
--1111,
--278,
--752,
-668,
-1156,
--1226,
-579,
-184,
--1084,
--917,
--498,
--466,
-316,
--788,
+-405,
+-505,
+648,
+405,
+535,
+-268,
+582,
+89,
+576,
+-268,
+-919,
+280,
+-216,
+-77,
+-476,
 -718,
-468,
-367,
--1333,
--1146,
-828,
-1329,
-311,
--1346,
-54,
--976,
-854,
--658,
--198,
--979,
-156,
-385,
--659,
-1326,
-1351,
--1173,
--648,
-720,
--40,
-313,
-729,
--416,
-351,
-452,
--413,
--4,
--1113,
--612,
--28,
--721,
-400,
-1072,
--1010,
-};
-
-const int m_b[] = {
--1316,
-319,
-963,
+220,
 -608,
-519,
--783,
--676,
-181,
-172,
-203,
--1351,
--935,
--12,
-758,
--746,
-1226,
-127,
--1346,
-1251,
--377,
-889,
--23,
--417,
--122,
-680,
-1363,
-729,
--907,
--1263,
--431,
-363,
-1355,
--566,
--517,
--1186,
-1318,
--1104,
--1245,
+-276,
+-424,
+859,
+97,
+256,
+-880,
+482,
+-817,
+929,
+-593,
+-1023,
+944,
+814,
+-502,
+200,
+182,
+990,
+-246,
+421,
+419,
+-867,
+262,
+-826,
+110,
+760,
+-18,
+5,
+-232,
+493,
 950,
+-930,
+-758,
+-805,
+546,
+-1001,
+811,
+-73,
+-679,
+92,
+-245,
+-447,
+-326,
+47,
+-646,
+411,
+-587,
+875,
+853,
+739,
+168,
+-754,
+666,
+124,
+-943,
+-214,
+-441,
+-739,
+30,
+-454,
+-254,
+808,
+610,
+-782,
+-212,
+381,
+-668,
+-1017,
+-927,
+-47,
+990,
+569,
+88,
+931,
+865,
+-366,
+792,
+677,
+-523,
+469,
+-486,
+-995,
 687,
-252,
--270,
-1081,
--1290,
-656,
-8,
-60,
-1171,
-915,
--500,
-678,
--953,
-307,
--35,
--1334,
--888,
-598,
-1160,
-722,
-850,
--268,
-988,
-635,
--340,
-252,
-1208,
-420,
-82,
-1283,
+692,
+908,
+663,
+645,
+-734,
+963,
+1008,
+-255,
+494,
+190,
+423,
+-895,
+-830,
 -319,
--666,
-172,
-583,
-174,
-471,
--1063,
-452,
--191,
--1188,
-116,
--927,
-1086,
-119,
--245,
--717,
--657,
-417,
+296,
+261,
+-276,
+-259,
+244,
+-82,
+-1006,
+-732,
+-779,
+873,
+-144,
+144,
+253,
 319,
-1133,
-1338,
-141,
--546,
+-967,
+-527,
+396,
+-949,
 567,
--1089,
--191,
--1138,
--201,
--1286,
+630,
+-559,
+-203,
+674,
+738,
+-286,
+-1002,
+967,
+173,
+302,
+-967,
+-637,
+472,
+-440,
+-932,
+-221,
+-326,
+-152,
+474,
+-830,
+57,
+-178,
+972,
+-667,
+815,
+538,
+84,
+-362,
+-870,
+-92,
+-208,
+-825,
+300,
+-173,
+354,
+604,
+102,
+-422,
+578,
+-539,
+795,
+714,
+-671,
+555,
+-373,
+1,
+-827,
+1007,
+-650,
+-914,
+-1003,
+328,
+253,
+-287,
+-62,
+-398,
+-37,
+289,
+141,
+-866,
+590,
+1,
+-464,
+789,
+246,
+665,
+-565,
+72,
+-1023,
+-149,
+-859,
+-109,
+-679,
+-972,
+552,
+-592,
+81,
+-621,
+62,
+322,
+163,
+-970,
+112,
+1009,
+-189,
+-54,
+-924,
+1001,
+-218,
+-211,
+721,
+71,
+956,
+818,
+-719,
+383,
+-367,
+989,
+-268,
+823,
+-104,
+386,
+1010,
+930,
+-841,
+-774,
+-307,
+-644,
+-836,
+-537,
+215,
+50,
+-901,
+869,
+-441,
+776,
+155,
+984,
+933,
+-618,
+363,
 -820,
--1356,
-1177,
+-111,
+-577,
+463,
+-794,
+-955,
+-786,
+-541,
+728,
+-827,
+1003,
+-787,
+-310,
+76,
+813,
+-187,
+-448,
+-627,
+-993,
+759,
+339,
+-426,
+-464,
+330,
+-1006,
+241,
+991,
+-193,
+696,
+-645,
+-557,
+-117,
+-323,
+896,
+-120,
+-562,
+-569,
+454,
 -317,
-191,
-67,
-164,
--306,
--1015,
-1147,
--482,
-1229,
--259,
--207,
-1309,
-847,
--399,
--1005,
--995,
-140,
--567,
--1220,
--427,
-180,
--571,
-997,
--783,
--316,
--1360,
+836,
+-641,
+549,
+655,
+643,
+412,
+921,
+-680,
 736,
-75,
--1251,
--307,
--902,
-1181,
-1057,
--141,
--1098,
-776,
-1096,
--923,
-914,
-1049,
--28,
--742,
--804,
--467,
-567,
-329,
--309,
--161,
--157,
--430,
--639,
-1138,
--165,
-292,
--20,
-777,
--715,
-60,
--1359,
-35,
-307,
--1092,
-271,
-548,
-822,
+-296,
+533,
+196,
+-885,
+-233,
+-490,
 -50,
--475,
--103,
-784,
-537,
-152,
--517,
--1097,
-117,
--619,
-538,
-941,
-172,
--223,
-1161,
--1004,
--1145,
--455,
-255,
-363,
-859,
-403,
--861,
--657,
--537,
--1084,
--1042,
-541,
-1283,
+-470,
 -356,
-1298,
--1254,
--303,
-203,
-104,
-1123,
--72,
--171,
--1122,
--533,
-440,
-275,
-613,
--846,
--189,
+-232,
+402,
+-735,
+532,
+-983,
+-925,
+-796,
+-728,
+-969,
+-98,
+-684,
+515,
+172,
+-736,
+-912,
+814,
+484,
+254,
+-260,
+230,
+-1008,
+128,
+89,
+1023,
+-723,
+531,
+-1011,
+450,
+779,
+21,
+-100,
+-554,
 884,
-704,
--570,
--440,
--1157,
--200,
--80,
-616,
-799,
-757,
--264,
--1256,
--690,
-152,
-184,
--810,
--221,
--821,
--243,
-508,
--709,
-574,
--693,
-315,
--952,
-952,
-697,
-875,
+-603,
+-89,
+457,
+560,
+518,
+170,
+-715,
+700,
+811,
+-37,
+-893,
+530,
+-1010,
+-973,
+150,
+304,
+356,
+378,
+452,
+949,
+-333,
+922,
+-103,
 -480,
--691,
-422,
--413,
--1199,
-441,
--751,
-821,
-1303,
--410,
-416,
-566,
--131,
--551,
-46,
-978,
--228,
-1117,
--251,
--537,
-874,
--882,
-260,
--213,
-248,
--1296,
-1343,
--626,
--812,
-629,
--601,
+900,
+-841,
+-329,
+-112,
+508,
+-384,
+730,
+229,
+190,
+150,
+982,
+-1003,
+37,
+-211,
+-924,
+358,
+544,
+-758,
+849,
+410,
+843,
 -378,
--1314,
--889,
-774,
--307,
-692,
--1125,
--692,
-923,
-947,
-1158,
--939,
-1284,
-35,
-1299,
-369,
--8,
-43,
-768,
-524,
-137,
-659,
-285,
--1315,
--457,
-871,
--768,
-1107,
--695,
-488,
--527,
--161,
-414,
--526,
--1164,
-1059,
--1108,
-560,
--622,
 898,
--50,
--286,
--170,
-513,
-952,
-433,
+-505,
+90,
+-43,
+-888,
+-731,
+-83,
+528,
+-613,
+-243,
+1007,
+981,
+587,
+-968,
+681,
 237,
-584,
--665,
--960,
-585,
--434,
-1223,
--130,
-1035,
-430,
-202,
-1312,
-1152,
-1059,
--1082,
--1295,
-805,
--18,
-613,
--94,
-557,
-548,
-1354,
-116,
-289,
--1358,
--1234,
-1237,
-451,
-820,
--102,
-974,
-832,
--1019,
-914,
--512,
--267,
-1329,
--910,
--1341,
-862,
--381,
--23,
--658,
-40,
--71,
--782,
-1240,
--956,
-1241,
--291,
--884,
-1250,
-699,
-834,
-190,
-960,
--1260,
-177,
-464,
-155,
--1105,
-768,
-424,
-621,
-740,
--1357,
-1186,
--594,
-1329,
-829,
-126,
-1101,
-1146,
--95,
-605,
--673,
-1334,
-440,
--10,
-12,
--745,
-20,
-19,
--793,
-999,
-1083,
-487,
--657,
--356,
-654,
--326,
--250,
--718,
--947,
--235,
-558,
-974,
--981,
-637,
--861,
--768,
-1045,
+523,
+893,
+592,
 -583,
--910,
+384,
+-352,
+247,
+-771,
+-902,
+-744,
+874,
+30,
+134,
+-63,
 128,
-734,
-896,
--1156,
-223,
+-530,
+-55,
+1016,
+-863,
+63,
+-538,
+790,
+306,
+-73,
+-328,
+-800,
+729,
+387,
+669,
+961,
+-881,
+-95,
+544,
+0,
+-19,
+-58,
+556,
+-399,
+-948,
+-1008,
+28,
+273,
+803,
+-742,
+653,
+51,
+-19,
+839,
+892,
+656,
+659,
+-791,
+-662,
+-490,
+855,
+-2,
+-525,
+-648,
+-211,
+788,
+1013,
+-126,
+874,
+940,
+-804,
+-1002,
+31,
+244,
+-827,
+-254,
+-220,
+-399,
+201,
+-369,
+257,
+-427,
+485,
+373,
+-373,
+-207,
+393,
 284,
-272,
-634,
--473,
-363,
-359,
--1185,
-14,
--33,
--1122,
-140,
-900,
-439,
--944,
--770,
-663,
-865,
-1056,
--238,
-86,
--1294,
--44,
--603,
-602,
-20,
-397,
--423,
--703,
--209,
--906,
--1236,
+-382,
+985,
+-328,
+76,
+965,
+-237,
+-380,
+861,
+239,
+-263,
+-727,
+-896,
+-217,
+-745,
+-832,
+-347,
+-961,
+-615,
+-888,
+-756,
+337,
+-795,
+-275,
+-123,
 945,
--737,
-578,
-904,
-645,
-1225,
--877,
--425,
+365,
+-483,
+901,
+-177,
+487,
+301,
+338,
+932,
+-545,
+574,
+146,
+10,
+-610,
+-424,
+16,
+-545,
+140,
+741,
+389,
+75,
+-54,
+795,
+-283,
+705,
+-743,
+320,
+168,
 -493,
--1326,
-424,
-965,
-1300,
--1210,
-823,
-1345,
-626,
--427,
-592,
--869,
--1055,
--938,
+202,
+708,
+753,
+-363,
+-33,
+-585,
+-567,
+850,
+310,
+-920,
+-606,
+-406,
+-141,
+-127,
+-30,
+905,
+-29,
+996,
+704,
+14,
+831,
+-502,
 -427,
-1066,
-472,
--1055,
-48,
--1200,
--349,
-313,
--1227,
--228,
-783,
-839,
-187,
-1021,
--1355,
-1284,
-68,
--1321,
--997,
-1286,
--887,
-772,
--156,
--105,
-1329,
-1141,
--377,
--881,
--341,
-1316,
--391,
--1249,
--205,
-53,
--266,
--540,
--289,
--1011,
-602,
--1032,
--1097,
--202,
--467,
--1047,
--867,
--340,
--109,
--496,
-967,
-1147,
-108,
-384,
--12,
-1216,
-137,
-1318,
-151,
-219,
+-518,
 -543,
-391,
-668,
--1348,
--1244,
--810,
--676,
-321,
--1258,
-1343,
-1214,
-791,
-35,
-1219,
-1278,
-1037,
--1282,
-661,
-585,
-921,
--880,
--989,
--1192,
--207,
-273,
--382,
-690,
-165,
-271,
--212,
-739,
--343,
--42,
-226,
-40,
-859,
--153,
-622,
--1059,
+923,
+-725,
+-6,
+724,
+-613,
+-820,
+365,
+1,
+-234,
+694,
+452,
+-597,
+-812,
+945,
+160,
+494,
+-664,
+218,
+-714,
+-913,
+600,
+70,
+289,
+-175,
+-808,
+241,
+863,
+-479,
+412,
+-195,
+-879,
+-830,
+550,
+-746,
+-948,
+233,
+-515,
+-32,
+-664,
+72,
+914,
+-539,
+624,
+-428,
+121,
+209,
+-630,
+-414,
+-225,
+-459,
+-169,
 };
 
 const int m_exp[] = {
--4942391,
-2289133,
--1363225,
-1978230,
-1580032,
--625813,
--3230128,
-2236653,
-19494,
-3242695,
--1080745,
--34154,
-4086860,
--1370876,
-3997221,
--1812380,
-4705498,
-7690207,
--4068140,
-3595067,
--1103308,
--939857,
--4249710,
--8650816,
--2013119,
-2933624,
-235162,
--453807,
--4447391,
-3527041,
-2046492,
-411956,
--994117,
--1411344,
-1333704,
--519761,
-3026373,
--564969,
-3749147,
-2447173,
--557628,
-1138674,
--1426096,
--4033488,
--1829685,
-2815607,
-2382958,
-1714081,
--1470484,
-3379876,
-3660759,
--2439960,
--1180478,
--3300785,
--5104533,
--309753,
--1667400,
-3258850,
-1805449,
-2481948,
--944985,
--363123,
-4227063,
-3022289,
-2763211,
-5114077,
--1534394,
--2957168,
-3401637,
--1195822,
--747480,
--2915318,
--2505013,
--174927,
-276733,
-2899369,
--6702856,
-923396,
--2741169,
-4270685,
--1020657,
--2562887,
-2074098,
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 };
 
-#define SIZE 24
+#define SIZE 32
 __attribute__ ((section(".heapsram"))) int g_mA[SIZE][SIZE];
 __attribute__ ((section(".heapsram"))) int g_mB[SIZE][SIZE];
 __attribute__ ((section(".heapsram"))) int g_mC[SIZE][SIZE];

From b85310fd9ed068a0b310b67ed7b3aa46ec30c9bb Mon Sep 17 00:00:00 2001
From: Yvan Tortorella <ytortorella@lagrev3.ee.ethz.ch>
Date: Sat, 10 Feb 2024 14:48:34 +0100
Subject: [PATCH 15/56] Add YAML script for the CI.

---
 carfield/parallel-bare-tests.yaml | 5 +++++
 1 file changed, 5 insertions(+)
 create mode 100644 carfield/parallel-bare-tests.yaml

diff --git a/carfield/parallel-bare-tests.yaml b/carfield/parallel-bare-tests.yaml
new file mode 100644
index 0000000..c75cb86
--- /dev/null
+++ b/carfield/parallel-bare-tests.yaml
@@ -0,0 +1,5 @@
+
+parallel_bare_tests:
+  parMatrixMul32:
+    path: ./parMatrixMul32 #ok
+    command: make clean all run
\ No newline at end of file

From 8c9dc7e5a489cad272378c81a0058517f11d9adf Mon Sep 17 00:00:00 2001
From: Yvan Tortorella <ytortorella@lagrev3.ee.ethz.ch>
Date: Sat, 10 Feb 2024 23:03:21 +0100
Subject: [PATCH 16/56] Update headers in parallel bare tests.

---
 carfield/parMatrixMul16/gen_stimuli.py        |    4 +-
 .../parMatrixMul16/parMatrixMul16_stimuli.h   | 3651 ++++++-----------
 carfield/parMatrixMul32/gen_stimuli.py        |    2 +-
 carfield/parMatrixMul8/gen_stimuli.py         |    2 +-
 .../parMatrixMul8/parMatrixMul8_stimuli.h     | 3425 +++++-----------
 carfield/parallel-bare-tests.yaml             |    5 -
 6 files changed, 2179 insertions(+), 4910 deletions(-)
 delete mode 100644 carfield/parallel-bare-tests.yaml

diff --git a/carfield/parMatrixMul16/gen_stimuli.py b/carfield/parMatrixMul16/gen_stimuli.py
index 2084a7d..754a8a9 100755
--- a/carfield/parMatrixMul16/gen_stimuli.py
+++ b/carfield/parMatrixMul16/gen_stimuli.py
@@ -15,8 +15,8 @@ def write_arr(f, name, arr):
 f = open('parMatrixMul16_stimuli.h', 'w')
 
 
-SIZE = 32 
-RANGE = 2**7/SIZE
+SIZE = 24 
+RANGE = int(2**7/SIZE)
 
 m_a   = []
 m_b   = []
diff --git a/carfield/parMatrixMul16/parMatrixMul16_stimuli.h b/carfield/parMatrixMul16/parMatrixMul16_stimuli.h
index 9b0f9bb..2797565 100644
--- a/carfield/parMatrixMul16/parMatrixMul16_stimuli.h
+++ b/carfield/parMatrixMul16/parMatrixMul16_stimuli.h
@@ -1,3104 +1,1741 @@
-/*
- * Copyright (C) 2018 ETH Zurich and University of Bologna
- *
- * Licensed under the Apache License, Version 2.0 (the "License");
- * you may not use this file except in compliance with the License.
- * You may obtain a copy of the License at
- *
- *     http://www.apache.org/licenses/LICENSE-2.0
- *
- * Unless required by applicable law or agreed to in writing, software
- * distributed under the License is distributed on an "AS IS" BASIS,
- * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
- * See the License for the specific language governing permissions and
- * limitations under the License.
- */
-
-/* 
- * Mantainer: Luca Valente, luca.valente2@unibo.it
- */
 const short m_a[] = {
 3,
--2,
--1,
-3,
+2,
+-4,
 0,
--2,
+0,
+0,
+-5,
+-3,
 2,
-1,
+4,
+0,
 2,
 2,
+-3,
+2,
 -1,
--4,
-1,
--4,
 -2,
 -1,
+1,
+4,
+-3,
+-3,
+-1,
 0,
-2,
+4,
+-2,
+-1,
+-4,
+-1,
+4,
 1,
 3,
 -2,
 -2,
-1,
--1,
-3,
--4,
 -2,
-1,
--1,
-0,
 -1,
+3,
+-5,
+2,
 0,
 1,
-1,
-1,
-2,
--4,
+-1,
 -4,
-2,
+4,
 0,
 -2,
+4,
+-5,
 3,
-1,
-0,
-1,
 -3,
+-4,
 3,
-1,
+-2,
+2,
+-2,
+3,
+3,
+4,
+0,
 -4,
+4,
+0,
 3,
+-5,
+1,
+0,
+0,
+2,
 -3,
 -2,
 -3,
--1,
-3,
+4,
 -3,
 1,
--4,
-0,
+-5,
+-5,
+2,
+-3,
 -3,
-0,
--1,
 -2,
-0,
 -4,
+0,
+4,
 1,
 1,
 0,
--4,
--4,
-2,
-2,
--1,
+4,
 0,
 -3,
-1,
-2,
-1,
-2,
-1,
+-3,
 -1,
+-2,
+-5,
+4,
+-2,
+1,
 3,
-0,
+-1,
+-1,
+-4,
+4,
+-1,
 3,
 -3,
--3,
 2,
+2,
+3,
 1,
 2,
--2,
 1,
--2,
--1,
--4,
-3,
--4,
+2,
+4,
 -4,
 -3,
--4,
-2,
-3,
 -2,
+-3,
+4,
 0,
--2,
 1,
-2,
 0,
-2,
-3,
-3,
-3,
--4,
--1,
--4,
-2,
 -3,
-3,
--4,
+0,
+-2,
 -3,
 1,
 3,
+4,
+-1,
+4,
+4,
+3,
 -4,
+-5,
+3,
+2,
+4,
 -4,
+4,
+1,
+-2,
+2,
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+4,
+2,
+2,
+-5,
+0,
 -2,
+-4,
+2,
+-3,
 -1,
+4,
 0,
+4,
+4,
 1,
--2,
+4,
+4,
+-3,
 3,
+4,
 -2,
-1,
+4,
 -4,
 2,
-3,
--1,
--3,
 -2,
+-3,
+3,
 1,
--1,
 3,
--3,
 3,
--4,
 0,
--3,
--1,
-1,
+-4,
 1,
--1,
-3,
+-4,
+4,
+2,
+-2,
+-5,
+-4,
+-4,
 2,
 -1,
+-2,
+0,
+4,
+-3,
+4,
+-5,
 3,
 -1,
-3,
+-5,
+-4,
 -2,
-1,
--1,
+-5,
+4,
+-2,
+3,
 -3,
+4,
 3,
+-4,
+4,
 3,
 -3,
+4,
+-1,
+3,
 -4,
--4,
+-5,
+1,
+-3,
 -4,
 2,
--3,
--3,
+3,
 2,
+-2,
+4,
 3,
--4,
--4,
 2,
 -4,
--3,
-1,
--1,
--1,
--4,
 0,
 -2,
-2,
+-5,
+-3,
+3,
+1,
+3,
+-5,
+3,
+1,
+-5,
+1,
 -2,
+-4,
+1,
+-5,
+4,
 1,
--1,
 0,
 0,
--2,
 -4,
 -2,
--2,
--2,
--2,
-2,
-1,
--3,
--4,
-0,
 2,
 0,
 -3,
-1,
-0,
-0,
+-4,
 -1,
-1,
--2,
--3,
--2,
-1,
--2,
--2,
-1,
+-5,
 -2,
 -4,
+-2,
 3,
+4,
+-5,
+0,
+2,
+2,
+4,
+0,
+4,
+-5,
+-3,
+-5,
+-5,
+0,
+0,
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 3,
--2,
--2,
 1,
--2,
 1,
+-5,
+2,
+-5,
+2,
+-4,
+3,
+4,
+-3,
+-4,
+4,
 -2,
-0,
--1,
 -4,
-1,
+4,
 -3,
-1,
-0,
-2,
-3,
+-5,
 -4,
-3,
-0,
 2,
 -2,
+3,
+-2,
+1,
+4,
+1,
+4,
 -2,
+1,
 -4,
--1,
--1,
+4,
 2,
+-1,
+1,
 1,
 -2,
+-2,
+0,
+-5,
 2,
+4,
+-4,
+1,
+-5,
 0,
+4,
+3,
 -4,
+1,
 -3,
--1,
+-4,
+2,
 -3,
 -3,
--4,
--4,
-3,
--1,
-3,
-3,
+1,
 2,
+4,
+-3,
+-2,
 3,
-0,
-3,
+-3,
+-5,
+4,
+-5,
+-5,
+4,
+4,
 3,
-2,
+-1,
+-3,
 -4,
+-1,
+1,
 0,
+1,
+4,
 -1,
 0,
+1,
+-4,
+0,
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+-3,
 0,
+-4,
 2,
 -2,
 -2,
-2,
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+-2,
+0,
+-5,
 -1,
+-3,
 3,
+4,
+-4,
+4,
+4,
 0,
-0,
--2,
--3,
--2,
+-4,
 -3,
-0,
-0,
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+4,
 0,
--4,
--2,
+2,
 3,
 -1,
 2,
 0,
--3,
-0,
 -4,
+3,
 -1,
-1,
--1,
--2,
--1,
--1,
+-3,
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+4,
 0,
-2,
-1,
+4,
 3,
+0,
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--2,
-1,
+-5,
+4,
 -3,
+3,
+4,
+3,
+-1,
+3,
 -3,
 1,
-2,
--3,
-2,
+3,
+4,
+3,
 -1,
-0,
--2,
 3,
 2,
--1,
-0,
--1,
-0,
+4,
+4,
 -2,
 -1,
-0,
-1,
-3,
-3,
 2,
 -4,
+-4,
+-1,
 0,
+-1,
+4,
+-4,
+4,
 2,
-3,
--2,
-3,
-1,
--3,
+0,
+0,
 1,
+-1,
+-5,
 1,
+-5,
+2,
 -2,
 2,
 1,
-2,
+3,
+1,
+-3,
+-4,
 -2,
 0,
-0,
-2,
--3,
+4,
 -2,
-1,
 0,
+-1,
+-1,
 -3,
+-2,
+4,
+3,
+4,
+2,
+3,
+4,
+-4,
+-2,
+-1,
+-2,
 0,
-0,
+-1,
+-1,
 -4,
-1,
+-2,
 2,
--3,
-1,
+-5,
+4,
+-5,
+0,
+4,
+4,
+-2,
+-4,
 1,
-2,
+-5,
+-5,
+4,
 -3,
 0,
+-1,
+-5,
+4,
 -4,
 0,
+4,
+4,
 -4,
+-2,
+-4,
+1,
+-4,
+-5,
+4,
+-5,
+-3,
 2,
-0,
-2,
+-2,
+-1,
 -3,
 0,
+-3,
+-2,
+4,
+-5,
+-5,
 3,
--4,
+-5,
+-1,
 3,
-0,
-1,
 2,
+3,
 0,
-0,
--3,
+-2,
 -3,
 -4,
--4,
+3,
 0,
+3,
+3,
 -1,
-2,
--1,
-0,
 -4,
--1,
-1,
--2,
-2,
 0,
 3,
+-5,
+-3,
+4,
+-3,
 2,
--4,
--2,
+-1,
+0,
+2,
+-1,
 3,
--4,
 -1,
+-5,
 3,
--3,
--3,
--3,
+4,
+3,
+3,
+4,
+3,
+1,
 -4,
+1,
 -2,
+4,
 -3,
--1,
+2,
+0,
 -2,
--1,
--1,
+-5,
+-5,
 -2,
-2,
--4,
 -2,
 0,
-3,
--1,
-1,
--3,
-2,
--3,
-2,
-2,
-3,
-2,
--3,
--1,
-2,
--4,
--1,
--2,
+4,
 0,
-2,
 -4,
+-1,
 0,
-2,
--4,
-2,
-3,
--2,
+-5,
 -3,
-2,
--1,
-3,
+4,
+0,
 1,
+-3,
 3,
--1,
-1,
-1,
 -2,
--4,
+-2,
 2,
 -1,
 -1,
--2,
-2,
 -3,
 -1,
+-2,
+-5,
+-5,
+-1,
 -1,
-2,
 -4,
--1,
-1,
-1,
--3,
+-4,
+};
+
+const short m_b[] = {
+-2,
+3,
 2,
+-5,
+-3,
 2,
 0,
--2,
+-5,
 1,
--4,
 -3,
+-2,
 -3,
 -3,
-0,
 3,
--1,
 -4,
+-2,
+-4,
+1,
+1,
+1,
+4,
+4,
 3,
-0,
-0,
--3,
 3,
+-4,
+-3,
 -2,
-2,
-0,
-2,
 -2,
-0,
 -3,
-3,
-1,
 -2,
+-1,
+-5,
+-4,
+1,
+-4,
+-3,
+3,
+-5,
+-5,
+-4,
 -2,
 -2,
 1,
+3,
+3,
+3,
+4,
 0,
 1,
-2,
--2,
--1,
--3,
 0,
+4,
 3,
+-3,
 3,
--2,
--4,
+-1,
 0,
 2,
 -1,
 -1,
--1,
--3,
--4,
 0,
-1,
+0,
+3,
 -4,
+4,
+3,
+3,
 -1,
 -4,
 -1,
 -4,
+-2,
 -4,
--3,
--1,
 -4,
--3,
--1,
--3,
+3,
 0,
 3,
+-4,
 2,
+0,
+0,
 -4,
--3,
--3,
+-5,
+-4,
+4,
+0,
 -4,
--1,
--1,
 -2,
+-4,
 3,
--1,
+4,
+-4,
 -3,
+-2,
+0,
+-2,
+2,
+-5,
+2,
+1,
+2,
+0,
+0,
+-2,
+-2,
+-1,
+1,
+-1,
+3,
 3,
 -1,
 3,
-2,
 -1,
+-2,
 1,
-0,
-3,
 -3,
--4,
+3,
+3,
+3,
+2,
+0,
 1,
 -2,
 1,
+4,
+3,
+-2,
+-5,
+0,
+2,
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 0,
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 2,
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 2,
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 3,
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 1,
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 -1,
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 0,
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 -3,
+-2,
 -4,
 1,
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--1,
-3,
-1,
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--1,
--1,
-2,
--1,
 -2,
-2,
--1,
 -3,
+-2,
 1,
-1,
-0,
-1,
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 2,
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 3,
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-0,
 1,
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 -1,
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 1,
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 1,
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 2,
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 1,
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 1,
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 1,
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 2,
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-0,
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--1,
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 -1,
 -4,
--1,
-2,
+0,
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 3,
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 2,
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 -3,
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-0,
 3,
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 -2,
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--1,
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-3,
+4,
 3,
-2,
-1,
--4,
--2,
--3,
+4,
 1,
--2,
 1,
 0,
--3,
--4,
--4,
-1,
-1,
--3,
--2,
-1,
--2,
 2,
+2,
+4,
+-1,
+-5,
+-5,
+3,
+-5,
+-2,
 -4,
-0,
-1,
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--4,
-0,
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 3,
-2,
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+4,
 -3,
--2,
--2,
--1,
--2,
-1,
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--2,
-1,
+4,
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 -1,
 3,
 2,
-3,
-0,
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 -1,
 -3,
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 -3,
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-3,
-2,
 3,
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 1,
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--4,
--3,
-2,
-3,
--2,
-2,
 -3,
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--2,
-3,
-3,
 3,
-1,
--4,
 -4,
-1,
--3,
-1,
-2,
-1,
-};
-
-const short m_b[] = {
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 3,
-3,
+-2,
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 2,
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 2,
-0,
-3,
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 2,
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 1,
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 1,
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 3,
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 3,
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 2,
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-0,
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 1,
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-1,
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-0,
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-1,
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-2,
-1,
-1,
-2,
--4,
--4,
-3,
--4,
-0,
--2,
-0,
-3,
--1,
--1,
-3,
-0,
-2,
--3,
-3,
-1,
-2,
-2,
-0,
-1,
-0,
-0,
-0,
-2,
--2,
--1,
-3,
--1,
--4,
-3,
-1,
--4,
--2,
--1,
-3,
-3,
--2,
--2,
--1,
--3,
-1,
-1,
-2,
-2,
-2,
--3,
--1,
--4,
--3,
--2,
-3,
--4,
--1,
--3,
--1,
-2,
--1,
-1,
-0,
-3,
--4,
-0,
-2,
-};
-
-const short m_exp[] = {
--8,
-10,
--3,
--13,
-15,
--22,
-32,
--11,
-6,
-36,
--22,
--11,
--20,
-17,
--33,
--26,
--13,
--7,
--8,
-11,
-0,
--6,
--38,
-16,
-28,
-0,
-0,
--21,
-32,
--18,
-15,
-49,
--39,
-24,
--2,
-25,
-33,
--8,
-52,
--19,
-58,
-5,
-1,
-8,
-21,
-49,
-6,
--9,
--11,
--33,
-25,
-8,
-5,
--9,
--33,
--28,
-21,
--1,
-24,
--31,
-2,
-27,
--4,
-2,
--17,
-7,
--11,
--2,
--21,
--27,
-8,
-11,
-71,
--31,
-28,
-13,
-10,
-40,
-35,
-25,
--4,
-1,
-27,
--19,
-50,
-18,
--23,
-15,
-12,
-16,
--24,
-0,
--16,
--8,
-19,
--16,
-10,
-3,
--32,
--23,
--31,
--20,
--52,
--42,
--17,
-26,
--20,
-3,
-85,
-33,
-37,
-5,
-38,
-16,
-21,
-8,
-80,
-13,
-5,
--42,
-1,
--29,
-4,
-0,
-7,
-11,
-91,
-33,
--9,
--20,
-2,
--6,
-0,
-3,
--22,
--31,
-37,
-29,
-30,
--4,
--35,
-26,
-25,
--13,
-40,
-22,
-50,
--39,
-13,
-19,
-30,
--24,
--10,
-31,
--47,
-19,
--3,
--15,
-7,
--36,
-2,
-55,
--20,
-15,
-31,
--5,
-14,
--37,
-47,
-70,
-1,
-36,
-16,
-17,
--43,
-73,
-35,
--58,
-41,
--40,
--58,
--2,
--13,
--12,
-62,
-7,
-21,
-23,
-24,
-53,
-34,
--19,
--18,
-52,
--10,
-2,
-7,
--26,
-6,
-7,
-42,
-5,
--1,
-22,
-55,
-26,
-30,
-31,
-25,
--24,
--18,
--9,
-3,
-43,
-7,
--25,
-38,
--35,
-1,
--3,
-7,
-61,
--19,
-45,
--54,
-101,
--9,
--22,
-36,
-13,
--14,
-23,
-12,
-39,
-13,
-3,
-32,
-9,
-3,
-14,
--19,
-2,
--14,
-56,
-37,
-0,
--23,
--38,
-13,
-27,
-11,
--34,
--12,
-0,
-27,
--28,
--3,
-37,
-40,
-39,
-40,
--30,
-38,
-13,
-2,
-20,
-8,
-7,
-9,
-14,
-57,
--44,
--15,
-18,
--49,
-37,
-40,
--16,
-21,
-7,
--80,
--28,
-10,
--25,
--56,
-5,
--54,
-20,
-10,
--28,
-24,
--7,
-21,
-5,
--59,
--2,
--7,
-14,
--1,
-31,
-19,
--48,
-4,
-41,
--36,
-10,
--13,
-8,
-2,
-14,
-9,
-19,
--21,
--32,
-54,
--1,
-16,
-25,
-18,
-19,
-8,
-25,
-31,
--13,
--31,
-5,
+};
+
+const short m_exp[] = {
+-32,
+48,
 2,
--11,
--17,
--18,
-1,
--24,
-26,
--2,
-20,
--19,
-30,
-12,
--1,
--9,
--17,
--19,
--14,
-15,
--13,
+-56,
+46,
+-52,
+39,
+-77,
+41,
+-50,
+-50,
 -14,
-33,
--6,
--9,
-36,
--6,
 -45,
--26,
-29,
--27,
+-31,
+3,
+-22,
 -52,
-0,
-53,
--2,
--42,
-18,
+-31,
+-32,
 8,
-7,
-26,
--35,
-3,
+61,
+97,
+49,
+-12,
+12,
+-25,
+-26,
+-15,
+15,
+45,
+-29,
 -27,
-23,
-35,
--28,
 -7,
-2,
--39,
-0,
--22,
-9,
-44,
-12,
--1,
--44,
-44,
-38,
-11,
--21,
-7,
-33,
--1,
--38,
--3,
-43,
--14,
+-23,
 30,
-12,
-2,
--33,
-7,
-20,
+-36,
+-56,
+27,
+-59,
+35,
+6,
+44,
+72,
+23,
+17,
+86,
+-8,
+5,
 -25,
--2,
-31,
+41,
 -30,
-54,
-36,
-42,
-89,
--7,
-35,
--19,
-19,
--15,
-10,
-54,
-15,
-37,
-71,
+-78,
+120,
 -1,
-22,
-14,
--30,
-0,
--4,
--2,
--31,
-20,
--19,
--31,
--34,
-4,
-38,
-9,
--35,
-25,
-50,
--10,
-9,
-4,
-7,
--15,
-82,
--18,
-7,
-24,
--8,
-10,
-10,
-1,
+69,
+-20,
 24,
+-66,
+6,
+68,
+-59,
+2,
+27,
+-21,
+-71,
+-61,
+-49,
 21,
+-24,
+27,
+-47,
+29,
+71,
+37,
+-9,
+-58,
+13,
+13,
+73,
+-9,
 7,
-70,
-48,
-17,
-21,
--56,
-11,
-19,
-24,
+28,
+23,
 35,
--33,
--15,
-21,
-9,
-8,
--12,
--36,
--32,
+46,
+-8,
+86,
+-7,
+25,
+-65,
 -18,
--15,
-21,
-19,
--1,
+43,
+58,
+22,
+44,
 -51,
-12,
-17,
-3,
--17,
--20,
-3,
--13,
-1,
-19,
--4,
-7,
--21,
-28,
-42,
-50,
-8,
--4,
--7,
+-33,
+10,
 -18,
--56,
--19,
--16,
-13,
--6,
-29,
-15,
-35,
--19,
--23,
--14,
--15,
-3,
--15,
-47,
-38,
--44,
-20,
-48,
--11,
-15,
--4,
-76,
-33,
-38,
-76,
--34,
-3,
-25,
-78,
-76,
--2,
+-17,
+-62,
+24,
+18,
+-68,
+23,
+25,
+23,
+-32,
+23,
+37,
+55,
+-16,
+24,
 4,
-39,
+-16,
+9,
+77,
+44,
 48,
-14,
-49,
--9,
+-36,
+-81,
+-100,
+-18,
+36,
 -3,
-23,
-20,
-17,
-35,
--10,
+-72,
+-43,
+38,
+-2,
+34,
+53,
+-42,
+-18,
+56,
+19,
+34,
+3,
+-58,
+-16,
+-34,
+-71,
+-12,
+12,
 -22,
-23,
-6,
-64,
 -9,
-13,
--5,
--19,
+57,
+-46,
+-70,
 25,
--23,
--7,
--11,
--44,
-18,
-36,
--30,
--13,
-52,
-54,
-12,
+-62,
+10,
+-5,
 68,
--11,
--66,
-34,
-31,
--32,
-35,
-28,
-50,
-58,
-36,
-35,
-19,
--51,
--9,
-58,
--34,
--35,
--17,
--11,
-22,
--3,
-21,
--6,
+-86,
+-15,
+-19,
+-100,
+78,
 23,
-0,
--33,
-3,
-19,
 47,
--12,
--8,
--13,
-29,
--13,
-6,
--3,
--29,
-37,
-10,
--42,
+5,
+-64,
 31,
-40,
+-16,
+-9,
+-22,
+11,
+30,
+-74,
+31,
+50,
+38,
+-59,
+24,
+12,
+-18,
+4,
+33,
+-24,
+-44,
+-19,
+2,
+-47,
+48,
+-30,
 28,
-25,
-0,
+-38,
+-29,
+20,
+52,
 -21,
+-5,
+49,
+-41,
+-17,
+-2,
+68,
+-2,
+122,
+-29,
 13,
-8,
--16,
--1,
--18,
 23,
-50,
--4,
--6,
-0,
--26,
+46,
+40,
+-12,
+-58,
+59,
+2,
+15,
+-49,
+-38,
+-15,
+46,
+-1,
+-54,
+-73,
 10,
-31,
+-1,
+43,
+80,
+-55,
+119,
+82,
+22,
+-12,
+-14,
+-12,
+-3,
 36,
-29,
--25,
--22,
-2,
+27,
+-3,
+50,
+59,
 61,
-12,
-22,
-23,
--25,
-2,
-28,
-7,
-78,
-47,
--13,
--7,
+13,
 -14,
--21,
-19,
--32,
 5,
-15,
--12,
-43,
-28,
--1,
+51,
+-54,
+-45,
+-9,
+109,
+10,
+-28,
+1,
+0,
+-50,
+-23,
+27,
+49,
 16,
-9,
--11,
--4,
-30,
--25,
-7,
-36,
--42,
 3,
-16,
-7,
-0,
--40,
-28,
-25,
-44,
--8,
+23,
 43,
--7,
+31,
+29,
+-27,
+-45,
+9,
+61,
+42,
+34,
+30,
+26,
+38,
+-84,
+5,
+98,
+13,
+55,
+15,
+56,
+63,
+22,
+80,
+10,
+52,
+52,
 49,
--2,
+101,
+37,
+71,
+-20,
+-38,
+-36,
+-72,
 -40,
+12,
+77,
+-19,
+32,
+9,
+-15,
+85,
 -13,
-37,
-23,
 -33,
--2,
--28,
--26,
+-8,
+-20,
+33,
+36,
+76,
 6,
--7,
-37,
-53,
-17,
--11,
--59,
-12,
+67,
+-51,
+36,
+76,
+-48,
+30,
 42,
--46,
+-45,
+-22,
+-9,
+65,
+-29,
+18,
+89,
+34,
+-25,
+41,
+30,
+26,
+49,
+34,
+-6,
+-28,
 10,
-31,
-43,
--14,
+-106,
 6,
-16,
+86,
+5,
+-3,
+-105,
+-103,
+-45,
 -55,
-10,
-44,
--18,
+-60,
+29,
+41,
+54,
+-29,
 36,
--14,
-85,
-12,
--69,
-25,
-35,
-4,
--22,
--5,
-26,
--22,
-28,
--63,
--28,
-2,
 -30,
-22,
--46,
--1,
-17,
--37,
+-8,
 25,
-22,
-42,
--9,
--28,
+36,
 40,
-11,
--8,
-59,
+22,
+-35,
+-50,
+33,
 3,
-26,
-36,
--7,
--11,
-12,
--10,
-10,
-26,
-26,
--22,
-41,
--9,
-26,
--14,
-19,
--8,
-27,
-0,
-23,
-20,
-42,
--22,
--23,
--71,
--36,
-11,
--23,
--10,
--2,
-17,
-51,
--65,
 -19,
-3,
-42,
-37,
-19,
-24,
-6,
-33,
-29,
 -30,
 3,
--28,
--5,
-12,
--36,
--29,
-20,
-15,
--1,
-8,
-25,
+-11,
+9,
+-4,
 -18,
--17,
-22,
+39,
+92,
+-25,
+0,
+-40,
 64,
-35,
-7,
-33,
-8,
+-18,
+58,
+-2,
+27,
+-89,
+32,
+-2,
+56,
+79,
+-67,
+87,
 -41,
-40,
+20,
+29,
+4,
+51,
+45,
 26,
-0,
+-54,
 8,
--10,
--65,
-48,
-7,
-6,
--10,
-28,
-16,
-20,
-0,
-52,
-31,
-2,
--53,
+-37,
+-37,
+-39,
+-35,
+-36,
 -23,
-32,
--12,
--6,
+-30,
+11,
+1,
+-63,
+-21,
+5,
+13,
+35,
+-15,
+27,
+-59,
+-10,
+29,
+4,
+-58,
+-56,
+3,
 -10,
 27,
+0,
+29,
+-4,
+-17,
+28,
 2,
-3,
-49,
--46,
 17,
-92,
 9,
--21,
-17,
--32,
--1,
-67,
--1,
--17,
-46,
--11,
+-27,
+53,
+-19,
+-36,
+104,
+25,
+38,
+84,
+-29,
+42,
+-10,
+-47,
+-36,
+1,
 10,
-6,
-46,
-52,
--4,
-28,
-61,
-18,
 43,
--22,
--25,
-29,
--56,
--22,
-17,
--52,
--3,
-7,
+-46,
+-57,
 38,
-6,
-19,
-49,
--8,
--20,
-17,
-13,
-52,
+44,
+-9,
+26,
+-15,
 10,
-22,
--19,
-5,
--7,
--7,
--4,
-42,
--2,
-64,
-8,
-5,
 31,
-35,
--51,
-4,
+34,
+-18,
 17,
--42,
+24,
+-3,
+5,
+11,
+4,
 23,
-19,
--5,
--23,
-14,
-7,
-47,
+5,
+-19,
+51,
+-59,
+-29,
+62,
+-27,
 35,
-40,
+81,
+65,
+-10,
+-1,
 -1,
-31,
-36,
-34,
-9,
-6,
-22,
--77,
-32,
-36,
--43,
--2,
-47,
-2,
-6,
-8,
--14,
-45,
--20,
--43,
--14,
-19,
-5,
-23,
-74,
-2,
--14,
-2,
-1,
--12,
--5,
-23,
--17,
 45,
 20,
-6,
-56,
-13,
--5,
+26,
+-34,
+-7,
+35,
+-7,
 2,
+19,
+115,
+-32,
+-40,
+-92,
+47,
+-65,
 23,
--8,
-1,
--21,
--11,
-37,
-35,
--15,
-14,
-39,
+53,
+-31,
 22,
-37,
-19,
--13,
-73,
+20,
+45,
+91,
+64,
 29,
+49,
+30,
+74,
+-15,
 22,
-7,
--29,
--60,
-28,
--6,
--1,
--34,
--9,
-59,
-18,
+120,
 16,
-36,
--16,
-5,
-22,
--22,
-2,
-52,
--27,
--15,
-4,
+122,
+-51,
+51,
+78,
+60,
+-53,
+40,
+-49,
+73,
 -2,
-56,
-4,
+14,
+-17,
+-86,
+35,
+-25,
 36,
-30,
--48,
--13,
-11,
--47,
+2,
+5,
+38,
+-9,
 16,
-37,
--27,
-8,
-31,
+-12,
+-41,
+-24,
+-31,
+-72,
+-68,
+-9,
+5,
+11,
+-63,
 15,
--15,
-29,
-47,
+12,
 21,
--26,
-31,
--8,
-24,
-52,
-76,
+22,
+19,
+62,
+-28,
+122,
+12,
+28,
+-59,
 -19,
-15,
+49,
+57,
+-12,
 29,
-11,
-28,
-13,
-21,
--22,
--45,
-18,
+-1,
+-23,
+126,
+75,
+-29,
+-21,
+-37,
+8,
+-70,
+-8,
+91,
+-34,
+-10,
+31,
+78,
+44,
+59,
+23,
+66,
+42,
+38,
+6,
 19,
-27,
-61,
+10,
+1,
 57,
--56,
-26,
-20,
-61,
--40,
-16,
--31,
-53,
-83,
--2,
--16,
--10,
-13,
-62,
-52,
--6,
--49,
-13,
--37,
-2,
--36,
-2,
-25,
--22,
+38,
+71,
 -10,
--4,
--2,
+-12,
+-7,
+-13,
+-15,
+6,
 };
 
-#define SIZE 32
+#define SIZE 24
 __attribute__ ((section(".heapsram"))) short g_mA[SIZE][SIZE];
 __attribute__ ((section(".heapsram"))) short g_mB[SIZE][SIZE];
 __attribute__ ((section(".heapsram"))) short g_mC[SIZE][SIZE];
diff --git a/carfield/parMatrixMul32/gen_stimuli.py b/carfield/parMatrixMul32/gen_stimuli.py
index 75eef86..32926e9 100755
--- a/carfield/parMatrixMul32/gen_stimuli.py
+++ b/carfield/parMatrixMul32/gen_stimuli.py
@@ -16,7 +16,7 @@ def write_arr(f, name, arr):
 
 
 SIZE = 24
-RANGE = 2**15/SIZE
+RANGE = int(2**15/SIZE)
 
 m_a   = []
 m_b   = []
diff --git a/carfield/parMatrixMul8/gen_stimuli.py b/carfield/parMatrixMul8/gen_stimuli.py
index 5fd3e84..153d5c3 100755
--- a/carfield/parMatrixMul8/gen_stimuli.py
+++ b/carfield/parMatrixMul8/gen_stimuli.py
@@ -15,7 +15,7 @@ def write_arr(f, name, arr):
 f = open('parMatrixMul8_stimuli.h', 'w')
 
 
-SIZE = 32 
+SIZE = 24 
 RANGE = 4
 
 m_a   = []
diff --git a/carfield/parMatrixMul8/parMatrixMul8_stimuli.h b/carfield/parMatrixMul8/parMatrixMul8_stimuli.h
index e5a79da..78d026c 100644
--- a/carfield/parMatrixMul8/parMatrixMul8_stimuli.h
+++ b/carfield/parMatrixMul8/parMatrixMul8_stimuli.h
@@ -1,3104 +1,1741 @@
-/*
- * Copyright (C) 2018 ETH Zurich and University of Bologna
- *
- * Licensed under the Apache License, Version 2.0 (the "License");
- * you may not use this file except in compliance with the License.
- * You may obtain a copy of the License at
- *
- *     http://www.apache.org/licenses/LICENSE-2.0
- *
- * Unless required by applicable law or agreed to in writing, software
- * distributed under the License is distributed on an "AS IS" BASIS,
- * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
- * See the License for the specific language governing permissions and
- * limitations under the License.
- */
-
-/* 
- * Mantainer: Luca Valente, luca.valente2@unibo.it
- */
 const char m_a[] = {
+-1,
+0,
+0,
+0,
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+-4,
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+-1,
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-3,
-1,
 -1,
-0,
--2,
+3,
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 -3,
--2,
-2,
+};
+
+const char m_b[] = {
 3,
 -2,
-1,
-1,
+-3,
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--2,
+-3,
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+-4,
+-1,
+-4,
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+0,
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+2,
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+-1,
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+3,
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-0,
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-0,
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--2,
--1,
 -3,
--4,
--2,
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--4,
-1,
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+3,
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+-4,
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 3,
 0,
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-0,
-3,
-};
-
-const char m_b[] = {
-0,
+-2,
+-3,
 1,
--4,
-0,
 3,
--1,
--4,
-2,
--1,
 3,
--1,
-1,
 -2,
--1,
--4,
--3,
 2,
+-4,
+-2,
+1,
 -3,
 -3,
--1,
-1,
--2,
-2,
--1,
 -2,
 3,
--2,
 -3,
 0,
-1,
-2,
-3,
-3,
--2,
-1,
--2,
-2,
--1,
-1,
 -4,
-3,
 0,
--1,
 2,
--1,
--1,
 -4,
+0,
 1,
-1,
--2,
--4,
+-1,
 3,
--2,
--2,
-2,
-0,
--2,
 3,
--4,
-0,
 3,
-2,
--3,
--2,
--2,
-2,
-2,
--4,
--4,
-1,
--3,
--4,
 1,
--3,
--4,
-0,
--2,
-0,
--2,
--3,
--1,
-0,
--2,
 3,
 -4,
+-4,
 -1,
--2,
 -3,
--1,
--2,
--4,
-0,
--2,
-0,
-3,
-0,
 -3,
-3,
--1,
--2,
--4,
-2,
 0,
+1,
 -1,
--2,
-3,
--2,
-3,
--4,
+-3,
 -4,
--1,
--2,
-3,
 2,
-1,
-1,
 3,
--1,
--2,
 0,
-1,
 -4,
+-2,
 -3,
+0,
 3,
-1,
-1,
 2,
-2,
--3,
--2,
-3,
-3,
--3,
--4,
-1,
--1,
--1,
 0,
 -2,
+-4,
 -3,
-1,
 -3,
--1,
--2,
-1,
--1,
-3,
--1,
-2,
-3,
-1,
--2,
 -3,
 -2,
--2,
-0,
-0,
-2,
-1,
-0,
 2,
 -4,
 -4,
--1,
-0,
-0,
-1,
--1,
-0,
-0,
-2,
-0,
--4,
 2,
-0,
-1,
+3,
 -3,
-0,
-1,
--1,
-1,
 2,
-1,
--3,
--1,
--3,
--3,
+-2,
+-2,
 -1,
-0,
-3,
-3,
-1,
 -2,
-2,
 -2,
+-1,
+3,
 -4,
 -4,
-1,
--4,
 3,
 -3,
--4,
-2,
--3,
--1,
 -3,
 -1,
--2,
-3,
-2,
--1,
-1,
-3,
 -1,
 2,
 3,
 -3,
 -1,
--1,
-1,
-3,
--1,
--4,
-0,
-0,
-3,
-1,
+-3,
 -4,
-0,
-0,
--1,
-1,
-2,
+};
+
+const char m_exp[] = {
+27,
+-26,
+-19,
+13,
+47,
+17,
+-5,
+14,
+88,
+66,
 2,
--1,
+14,
+6,
+-39,
+56,
+35,
+-19,
+61,
+-13,
+4,
+46,
 1,
-2,
+70,
+27,
+-22,
+-28,
+-13,
+-5,
 -4,
--1,
-1,
-3,
-0,
--1,
+-6,
+-10,
+5,
+26,
+14,
 3,
--4,
-1,
-1,
-1,
--2,
-1,
 -1,
 -3,
 0,
+10,
+43,
+4,
+32,
 -3,
-0,
--1,
-0,
--1,
-1,
--1,
--2,
--3,
-1,
--1,
-3,
-3,
-2,
-3,
-2,
--1,
--4,
-1,
-2,
--3,
--3,
--3,
-3,
-1,
-3,
-3,
-3,
--3,
--1,
-1,
-0,
--3,
-2,
-2,
--3,
--4,
-2,
-2,
--4,
--2,
--2,
-2,
-1,
-2,
-0,
--3,
-3,
--4,
--3,
-3,
--1,
--1,
--2,
-1,
--1,
--3,
--4,
--1,
-3,
--1,
-2,
-1,
-3,
--2,
-2,
-1,
-1,
--4,
--2,
--1,
-0,
-2,
-3,
--3,
-2,
-2,
--4,
-1,
-3,
-1,
-2,
-2,
--2,
--2,
-3,
--3,
--4,
-2,
--3,
--1,
--1,
--1,
--2,
--2,
-1,
-3,
-0,
-1,
-0,
--2,
--2,
--1,
--3,
--4,
--2,
-0,
--1,
-1,
--3,
--3,
--4,
-3,
--3,
--4,
-3,
--3,
-3,
--2,
-0,
--2,
-1,
--1,
-3,
--1,
-3,
-1,
--3,
-0,
-0,
-2,
-1,
--3,
--4,
-1,
--1,
--2,
-2,
-2,
--4,
--2,
-2,
--3,
--1,
--3,
-3,
-0,
--3,
-2,
--4,
-2,
-3,
--3,
-2,
-2,
-3,
--3,
--1,
--2,
--4,
--2,
-1,
--1,
--1,
--2,
--2,
--2,
--1,
--2,
--1,
-1,
-0,
--1,
--3,
-2,
--4,
--4,
-2,
-0,
-3,
--3,
--3,
-3,
-1,
-1,
-0,
-3,
--3,
--4,
-2,
--2,
--4,
-1,
-2,
-0,
-2,
-2,
-1,
-0,
--3,
--1,
-3,
-1,
--3,
-1,
-2,
--4,
-1,
-1,
-3,
--2,
-3,
--4,
-1,
--1,
--4,
--1,
-3,
-3,
--1,
--4,
--4,
-0,
--4,
-0,
-1,
--3,
--3,
-1,
--2,
-0,
-3,
--3,
--4,
--4,
-0,
--3,
-1,
--2,
--1,
-1,
--4,
--3,
--1,
-2,
-0,
--3,
-0,
--1,
-3,
-2,
-2,
-0,
-0,
--4,
--4,
-1,
--3,
-3,
-0,
-3,
--3,
--1,
-2,
-2,
-2,
--2,
--3,
--2,
--3,
-3,
--2,
-3,
-3,
-1,
-0,
--2,
--1,
-0,
--2,
-3,
--4,
--1,
-2,
-0,
--3,
--4,
-2,
--3,
--1,
--1,
-0,
-2,
--4,
-2,
--3,
--1,
-0,
-2,
-1,
-2,
--2,
-2,
-0,
-1,
-0,
-0,
--3,
-0,
-0,
-0,
--1,
--4,
--2,
--3,
-0,
-3,
-0,
-1,
--1,
-3,
-0,
-3,
--1,
-3,
--1,
--4,
--2,
--4,
-2,
--4,
-3,
-3,
-1,
-2,
--2,
-2,
-3,
--2,
-1,
-3,
--1,
-3,
-2,
--4,
--1,
-0,
-0,
-0,
--3,
--3,
-1,
--3,
--3,
--1,
-2,
--1,
--4,
--4,
--2,
--4,
-2,
--3,
--3,
--4,
-2,
-2,
--4,
-3,
--1,
--1,
-0,
-1,
-0,
-2,
-0,
-0,
-3,
-3,
-0,
--2,
-2,
-0,
--3,
-1,
-2,
--2,
-0,
--3,
-3,
--3,
--4,
-1,
--1,
--4,
-3,
--2,
-2,
-0,
--2,
--4,
-0,
--3,
-2,
--3,
-0,
-3,
-2,
--4,
--4,
-0,
-1,
-3,
--3,
--3,
-0,
--3,
-3,
--1,
--4,
-3,
-1,
-2,
-3,
--2,
-2,
-3,
-0,
--3,
--4,
-3,
--4,
--1,
-2,
-1,
-3,
--3,
--4,
-3,
-1,
-0,
-0,
--3,
--4,
--3,
-2,
-0,
-1,
--4,
-3,
--4,
--2,
--1,
--4,
-2,
--4,
-2,
-0,
-1,
-0,
--4,
--4,
-0,
--4,
-0,
--4,
--1,
-2,
-0,
-0,
--2,
--1,
--2,
-0,
-3,
--1,
-3,
-1,
--4,
--1,
-1,
--1,
-2,
-0,
-3,
--4,
--4,
--2,
--3,
--2,
-1,
-0,
--4,
-3,
-0,
--4,
--1,
-0,
-3,
--4,
-2,
--4,
--1,
-2,
--2,
-0,
-1,
-1,
--3,
--2,
-3,
--4,
--4,
-0,
-3,
--4,
--2,
-0,
-1,
--4,
--4,
-2,
--2,
--3,
--4,
--4,
-3,
--1,
--4,
-2,
-0,
-2,
-3,
-2,
-0,
-3,
--1,
-3,
-2,
--4,
--1,
--2,
--1,
-1,
-3,
--1,
--2,
-2,
-3,
--4,
--3,
--1,
-2,
--2,
-2,
--2,
-2,
--1,
-0,
--1,
--4,
--4,
-1,
--3,
-2,
-3,
--2,
-0,
-0,
--2,
--4,
-1,
-0,
-3,
-2,
--2,
-0,
-1,
--3,
--3,
-3,
-1,
--2,
-0,
--1,
-3,
--1,
--4,
--1,
-3,
--3,
-2,
--4,
--1,
-2,
--1,
--2,
-2,
--3,
-0,
-3,
--2,
-2,
-2,
--3,
-3,
--1,
--4,
--1,
--4,
--2,
--2,
-1,
--4,
--2,
-3,
-1,
--1,
-3,
-2,
-3,
--4,
-1,
--4,
--4,
-0,
-1,
-3,
-2,
--1,
--2,
--2,
-1,
--1,
--1,
-0,
--1,
-0,
--4,
-0,
-0,
-2,
--4,
-2,
-2,
--1,
-2,
-1,
-2,
-1,
-2,
--2,
-1,
--1,
--4,
--1,
-1,
-3,
--4,
--1,
-1,
--1,
-3,
--3,
--3,
-2,
--2,
-1,
-1,
-3,
-3,
--3,
-0,
-0,
-2,
-2,
-3,
-0,
--3,
-1,
-1,
-2,
--4,
-0,
-0,
-2,
--1,
--2,
-2,
-0,
--1,
-1,
-2,
--4,
--2,
-3,
-2,
-3,
--3,
--2,
-1,
--2,
-3,
-1,
--2,
--2,
-2,
-1,
--4,
--3,
--2,
--4,
-1,
--1,
-0,
-3,
--1,
-2,
--1,
--1,
-0,
-1,
-0,
--4,
-3,
--2,
-1,
-3,
-0,
-2,
--2,
-0,
--3,
-0,
-0,
-0,
-2,
--4,
-3,
-0,
-1,
--4,
--4,
-3,
--1,
--4,
-0,
--2,
-2,
--3,
--3,
--3,
--2,
--4,
--4,
-3,
--3,
-1,
--4,
--2,
--1,
--4,
-1,
-0,
-3,
--4,
-1,
-1,
-2,
--3,
-0,
-};
-
-const char m_exp[] = {
--7,
-54,
-40,
--69,
-27,
-6,
--46,
--45,
-42,
--3,
-39,
-8,
--11,
--7,
--25,
--28,
-50,
-20,
--34,
-14,
-6,
--2,
-11,
-53,
--28,
-14,
--64,
-5,
-21,
--7,
--49,
--4,
--15,
--72,
-5,
-35,
--9,
--19,
-5,
--19,
--2,
-8,
--17,
--9,
-49,
--28,
--23,
-27,
--47,
-35,
-36,
--19,
--9,
-24,
-12,
--4,
-30,
--28,
-30,
--27,
--17,
-41,
-21,
--5,
--36,
-33,
--18,
--8,
-6,
-19,
--33,
-26,
--38,
--29,
--40,
--21,
-13,
--15,
--6,
--22,
-13,
-10,
-51,
--38,
--53,
-48,
-17,
-53,
--35,
--21,
-28,
--10,
--54,
-54,
--17,
-19,
--27,
-8,
-20,
-42,
--31,
-8,
-22,
-73,
--6,
--9,
--11,
--17,
--2,
--29,
-20,
-52,
-0,
--5,
--44,
-31,
--6,
--12,
--11,
--1,
-19,
--46,
-24,
-19,
-6,
--40,
-11,
--23,
-8,
--2,
--36,
-77,
-15,
--9,
-31,
-66,
--39,
-24,
--19,
-40,
--6,
--12,
--12,
-37,
-8,
-9,
--18,
--1,
--8,
--26,
-25,
-45,
-50,
--15,
-49,
-3,
--16,
-2,
-48,
--37,
-67,
--6,
-40,
--13,
-60,
-38,
--27,
-11,
-1,
--8,
-12,
--27,
-5,
-12,
-33,
--24,
-4,
--40,
--41,
-39,
--13,
-17,
-13,
--25,
--29,
-21,
--28,
-18,
--8,
--23,
-32,
--22,
-26,
--22,
-29,
-13,
-16,
-11,
-21,
-12,
--11,
-64,
-27,
-3,
-75,
--37,
--21,
-30,
-6,
--18,
-43,
--10,
--26,
-32,
-16,
-27,
-8,
--6,
-47,
-7,
--8,
-28,
-29,
--18,
--40,
-10,
-40,
-16,
--7,
-29,
--19,
-38,
-65,
-53,
--71,
-42,
-28,
--69,
--22,
-4,
-52,
--74,
--9,
-12,
--46,
--32,
--72,
-5,
--33,
-34,
--6,
--38,
-14,
-0,
-47,
--23,
--4,
--14,
--2,
-14,
--17,
-29,
-7,
-32,
--39,
--21,
-40,
-14,
-21,
-4,
--3,
-9,
--15,
--2,
-35,
--13,
-47,
-9,
--11,
-22,
-10,
-5,
-23,
-39,
-20,
-14,
-13,
+6,
+36,
 26,
-19,
--49,
-60,
-57,
--18,
--35,
-33,
--43,
+66,
 20,
-46,
-35,
+-20,
+-10,
+21,
 -17,
-72,
-62,
-25,
--13,
--18,
--2,
-20,
--6,
--13,
+-5,
+36,
 -9,
-49,
-6,
-41,
--20,
--7,
-14,
--20,
-26,
-32,
-37,
--16,
-34,
-66,
+11,
 10,
-23,
+17,
 -32,
-11,
--37,
--18,
--9,
-7,
--15,
-69,
-28,
-14,
-19,
--27,
-11,
-71,
-5,
--47,
-22,
--41,
--8,
-35,
-25,
-92,
--7,
--34,
--33,
--9,
--33,
-33,
-9,
-45,
-28,
-28,
-24,
--24,
-43,
-16,
-23,
-63,
--28,
-53,
-32,
-33,
-5,
-12,
--34,
--40,
-6,
--10,
-0,
-16,
-23,
-38,
 12,
-33,
-16,
--5,
--49,
-22,
-23,
-4,
-45,
-16,
-43,
-1,
-24,
--32,
-16,
-8,
-37,
--38,
--7,
+20,
+9,
+-1,
 15,
-65,
--23,
--61,
-34,
-18,
+-42,
+-21,
+-51,
+24,
+20,
+26,
+10,
+42,
 -4,
-12,
--24,
--38,
+2,
+-11,
+41,
 22,
--23,
--13,
-80,
--10,
-29,
-58,
-26,
--40,
-40,
-33,
--13,
--14,
-26,
-37,
-97,
--1,
 4,
-51,
-65,
--33,
-47,
+-17,
 10,
-25,
--30,
+28,
+-10,
+2,
 10,
--11,
--34,
+25,
+32,
 18,
--28,
--47,
-5,
--42,
--27,
+43,
+-3,
+-9,
+-9,
+-4,
+25,
+-5,
+9,
 24,
-55,
--10,
--26,
-28,
+54,
+43,
+14,
+59,
+18,
+36,
+-7,
+30,
 50,
-17,
-24,
-9,
-72,
--27,
--41,
-29,
-23,
--24,
--15,
--14,
-22,
-3,
-3,
+-30,
+21,
 3,
-42,
-17,
--5,
--21,
-77,
-29,
--33,
--1,
 27,
--38,
--26,
 7,
-36,
--30,
-24,
-39,
--10,
--39,
-8,
--32,
--14,
-63,
-48,
--41,
-2,
--24,
-58,
-24,
 21,
-11,
--15,
-82,
--33,
-53,
-14,
--1,
-34,
-12,
+55,
+-17,
+-2,
+9,
+17,
 31,
-7,
--14,
--4,
-16,
--6,
--9,
--7,
-28,
-50,
--6,
--10,
-15,
-20,
--19,
-2,
-40,
-54,
+8,
 12,
-24,
--5,
--6,
-19,
+29,
+43,
+-17,
 14,
-22,
-27,
+-55,
+13,
+50,
+24,
+-13,
+-33,
 15,
+-45,
+9,
+36,
+-9,
+-6,
 14,
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 27,
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 51,
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 8,
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 51,
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 17,
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 41,
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 36,
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 60,
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 7,
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 -17,
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 10,
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 48,
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 49,
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 47,
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--21,
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--20,
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 };
 
-#define SIZE 32
+#define SIZE 24
 __attribute__ ((section(".heapsram"))) char g_mA[SIZE][SIZE];
 __attribute__ ((section(".heapsram"))) char g_mB[SIZE][SIZE];
 __attribute__ ((section(".heapsram"))) char g_mC[SIZE][SIZE];
diff --git a/carfield/parallel-bare-tests.yaml b/carfield/parallel-bare-tests.yaml
deleted file mode 100644
index c75cb86..0000000
--- a/carfield/parallel-bare-tests.yaml
+++ /dev/null
@@ -1,5 +0,0 @@
-
-parallel_bare_tests:
-  parMatrixMul32:
-    path: ./parMatrixMul32 #ok
-    command: make clean all run
\ No newline at end of file

From cf35cd0d4a77ff1779e939f10631ff5f72a1aa76 Mon Sep 17 00:00:00 2001
From: Riccardo Tedeschi <riccardo.tedeschi6@unibo.it>
Date: Mon, 12 Feb 2024 18:49:08 +0100
Subject: [PATCH 17/56] Add yaml file to automate execution of Carfield tests

---
 carfield.yaml | 16 ++++++++++++++++
 1 file changed, 16 insertions(+)
 create mode 100644 carfield.yaml

diff --git a/carfield.yaml b/carfield.yaml
new file mode 100644
index 0000000..2055dcc
--- /dev/null
+++ b/carfield.yaml
@@ -0,0 +1,16 @@
+carfield:
+  parMatrixMul8:
+    path: ./carfield/parMatrixMul8 #ok
+    command: make clean all run
+  parMatrixMul16:
+    path: ./carfield/parMatrixMul16 #ok
+    command: make clean all run
+  parMatrixMul32:
+    path: ./carfield/parMatrixMul32 #ok
+    command: make clean all run
+  dmr_matmul:
+    path: ./carfield/dmr_matmul #ok
+    command: make clean all run
+  redmule:
+    path: ./carfield/redmule #ok
+    command: make clean all run
\ No newline at end of file

From 11479f8ef91663f97101f3f1b3bf55708332e166 Mon Sep 17 00:00:00 2001
From: Yvan Tortorella <ytortorella@lagrev3.ee.ethz.ch>
Date: Tue, 27 Feb 2024 19:38:23 +0100
Subject: [PATCH 18/56] Added regression test for TCDM scrubber,

---
 carfield/ecc_test/Makefile   |  6 ++++
 carfield/ecc_test/ecc_test.c | 56 ++++++++++++++++++++++++++++++++++++
 2 files changed, 62 insertions(+)
 create mode 100755 carfield/ecc_test/Makefile
 create mode 100644 carfield/ecc_test/ecc_test.c

diff --git a/carfield/ecc_test/Makefile b/carfield/ecc_test/Makefile
new file mode 100755
index 0000000..a7acce4
--- /dev/null
+++ b/carfield/ecc_test/Makefile
@@ -0,0 +1,6 @@
+PULP_APP = test
+PULP_APP_SRCS = ecc_test.c
+
+PULP_CFLAGS = -O3
+
+include $(PULP_SDK_HOME)/install/rules/pulp.mk
diff --git a/carfield/ecc_test/ecc_test.c b/carfield/ecc_test/ecc_test.c
new file mode 100644
index 0000000..c1e563c
--- /dev/null
+++ b/carfield/ecc_test/ecc_test.c
@@ -0,0 +1,56 @@
+/*
+ * Copyright (C) 2018 ETH Zurich and University of Bologna
+ *
+ * Licensed under the Apache License, Version 2.0 (the "License");
+ * you may not use this file except in compliance with the License.
+ * You may obtain a copy of the License at
+ *
+ *     http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+#include <pulp.h>
+#include <stdint.h>
+#include <stdio.h>
+#include <stdlib.h>
+
+#define SIZE 0x400
+#define NUM_BANKS 16
+#define SCRUBBER_INTERVAL 2
+
+int main() {
+  // Collecting info about the core ID and the running cluster ID
+  unsigned int core_id = get_core_id();
+  unsigned int cluster_id = rt_cluster_id();
+
+  if (rt_cluster_id() != 0) return bench_cluster_forward(0);
+
+  if (core_id != 0) synch_barrier();
+
+  unsigned int *test_array = pi_l1_malloc(cluster_id, SIZE);
+
+  // Initializing the memory
+  for (int i = 0; i < SIZE; i++) {
+    pulp_write32(&test_array[i], i);
+  }
+
+  // Initialize the scrubbing interval for all memory banks
+  for (int i = 0; i < NUM_BANKS; i++)
+    tcdm_scrubber_set_interval(cluster_id, i, SCRUBBER_INTERVAL);
+
+  // Initialize the error vector
+  unsigned int error = 0;
+  for (int i = 0; i < SIZE; i++) {
+    error += (pulp_read32(&test_array[i]) != i);
+    if (error != 0)
+      printf("Expected 0x%x, got 0x%x\n", i, pulp_read32(&test_array[i]));
+  }
+
+  return error;
+
+}

From 460e60dc848af5eac80993f49c5a8fdbde7479a8 Mon Sep 17 00:00:00 2001
From: Yvan Tortorella <ytortorella@lagrev3.ee.ethz.ch>
Date: Wed, 28 Feb 2024 15:46:28 +0100
Subject: [PATCH 19/56] Fix error-checking function.

---
 carfield/ecc_test/ecc_test.c | 9 ++++++---
 1 file changed, 6 insertions(+), 3 deletions(-)

diff --git a/carfield/ecc_test/ecc_test.c b/carfield/ecc_test/ecc_test.c
index c1e563c..9972bad 100644
--- a/carfield/ecc_test/ecc_test.c
+++ b/carfield/ecc_test/ecc_test.c
@@ -43,12 +43,15 @@ int main() {
   for (int i = 0; i < NUM_BANKS; i++)
     tcdm_scrubber_set_interval(cluster_id, i, SCRUBBER_INTERVAL);
 
-  // Initialize the error vector
+  // Initialize the error-tracking variables
+  bool  mismatch = 0;
   unsigned int error = 0;
   for (int i = 0; i < SIZE; i++) {
-    error += (pulp_read32(&test_array[i]) != i);
-    if (error != 0)
+    mismatch = (pulp_read32(&test_array[i]) != i);
+    if (mismatch) {
+      error ++;
       printf("Expected 0x%x, got 0x%x\n", i, pulp_read32(&test_array[i]));
+    }
   }
 
   return error;

From 28823bcc69cfb3a994cedc5045c15844ee0a9794 Mon Sep 17 00:00:00 2001
From: Riccardo Tedeschi <riccardo.tedeschi6@unibo.it>
Date: Wed, 28 Feb 2024 17:51:13 +0100
Subject: [PATCH 20/56] Add fault injection capabilities to selected tests

---
 carfield/dmr_matmul/Makefile              |  5 +++
 carfield/dmr_matmul/pulp_inject_fault.tcl | 51 ++++++++++++++++++++++
 carfield/ecc_test/Makefile                |  5 +++
 carfield/ecc_test/pulp_inject_fault.tcl   | 53 +++++++++++++++++++++++
 4 files changed, 114 insertions(+)
 create mode 100644 carfield/dmr_matmul/pulp_inject_fault.tcl
 create mode 100644 carfield/ecc_test/pulp_inject_fault.tcl

diff --git a/carfield/dmr_matmul/Makefile b/carfield/dmr_matmul/Makefile
index 92be562..697ed29 100644
--- a/carfield/dmr_matmul/Makefile
+++ b/carfield/dmr_matmul/Makefile
@@ -4,4 +4,9 @@ PULP_APP_SRCS = dmr_matmul.c
 PULP_CFLAGS = -O3
 PULP_LDFLAGS = -lm
 
+ifdef fault_inject
+	export FAULT_INJECTION=1
+	export FAULT_INJECTION_SCRIPT=pulp_inject_fault.tcl
+endif
+
 include $(PULP_SDK_HOME)/install/rules/pulp.mk
diff --git a/carfield/dmr_matmul/pulp_inject_fault.tcl b/carfield/dmr_matmul/pulp_inject_fault.tcl
new file mode 100644
index 0000000..857d373
--- /dev/null
+++ b/carfield/dmr_matmul/pulp_inject_fault.tcl
@@ -0,0 +1,51 @@
+# Copyright 2023 ETH Zurich and University of Bologna.
+# Solderpad Hardware License, Version 0.51, see LICENSE for details.
+# SPDX-License-Identifier: SHL-0.51
+#
+# Author: Michael Rogenmoser (michaero@iis.ee.ethz.ch)
+
+transcript quietly
+if {! [info exists ::env(VSIM_PATH)]} {error "Define VSIM_PATH"}
+set utils_base_path  [file join $::env(VSIM_PATH) scripts fault_injection_utils]
+set script_base_path [file join $::env(VSIM_PATH) fault_injection_sim scripts]
+
+set verbosity            2
+set log_injections       1
+# Easy way to generate a variable seed
+# set seed                 [clock seconds]
+# Default value
+set seed                 12345
+set print_statistics     1
+
+set inject_start_time 250856000000ps
+set inject_stop_time 413000000000ps
+set injection_clock "pulp_cluster_tb/cluster_i/clk_i"
+set injection_clock_trigger 0
+set fault_period 250
+set rand_initial_injection_phase 0
+# max_num set to 0 means until stop_time
+set max_num_fault_inject 0
+set signal_fault_duration 20ns
+set register_fault_duration 0ns
+
+set allow_multi_bit_upset 1
+set use_bitwidth_as_weight 0
+set check_core_output_modification 0
+set check_core_next_state_modification 0
+set reg_to_sig_ratio 1
+
+source [file join $utils_base_path pulp_extract_nets.tcl]
+
+set inject_signals_netlist []
+set inject_register_netlist []
+set output_netlist []
+set next_state_netlist []
+set assertion_disable_list []
+
+for {set idx 0} {$idx < 12} {incr idx} {
+    set inject_signals_netlist [list {*}$inject_signals_netlist {*}[get_all_core_nets $idx]]
+    set output_netlist [list {*}$output_netlist {*}[get_core_output_nets $idx]]
+}
+
+source [file join $script_base_path inject_fault.tcl]
+
diff --git a/carfield/ecc_test/Makefile b/carfield/ecc_test/Makefile
index a7acce4..bd2720e 100755
--- a/carfield/ecc_test/Makefile
+++ b/carfield/ecc_test/Makefile
@@ -3,4 +3,9 @@ PULP_APP_SRCS = ecc_test.c
 
 PULP_CFLAGS = -O3
 
+ifdef fault_inject
+	export FAULT_INJECTION=1
+	export FAULT_INJECTION_SCRIPT=pulp_inject_fault.tcl
+endif
+
 include $(PULP_SDK_HOME)/install/rules/pulp.mk
diff --git a/carfield/ecc_test/pulp_inject_fault.tcl b/carfield/ecc_test/pulp_inject_fault.tcl
new file mode 100644
index 0000000..e34e551
--- /dev/null
+++ b/carfield/ecc_test/pulp_inject_fault.tcl
@@ -0,0 +1,53 @@
+# Copyright 2023 ETH Zurich and University of Bologna.
+# Solderpad Hardware License, Version 0.51, see LICENSE for details.
+# SPDX-License-Identifier: SHL-0.51
+#
+# Author: Michael Rogenmoser (michaero@iis.ee.ethz.ch)
+
+transcript quietly
+if {! [info exists ::env(VSIM_PATH)]} {error "Define VSIM_PATH"}
+set utils_base_path  [file join $::env(VSIM_PATH) scripts fault_injection_config]
+set script_base_path [file join $::env(VSIM_PATH) fault_injection_sim scripts]
+
+set verbosity            2
+set log_injections       1
+# Easy way to generate a variable seed
+# set seed                 [clock seconds]
+# Default value
+set seed                 12345
+set print_statistics     1
+
+set inject_start_time 110584000000ps
+set inject_stop_time 203880000000ps
+set injection_clock "pulp_cluster_tb/cluster_i/clk_i"
+set injection_clock_trigger 0
+set fault_period 100
+set rand_initial_injection_phase 0
+# max_num set to 0 means until stop_time
+set max_num_fault_inject 0
+set signal_fault_duration 20ns
+set register_fault_duration 0ns
+
+set allow_multi_bit_upset 1
+set use_bitwidth_as_weight 0
+set check_core_output_modification 0
+set check_core_next_state_modification 0
+set reg_to_sig_ratio 1
+
+source [file join $utils_base_path pulp_extract_nets.tcl]
+
+set inject_signals_netlist []
+set inject_register_netlist []
+set output_netlist []
+set next_state_netlist []
+set assertion_disable_list []
+
+# for {set idx 0} {$idx < 12} {incr idx} {
+#     set inject_signals_netlist [list {*}$inject_signals_netlist {*}[get_all_core_nets $idx]]
+#     set output_netlist [list {*}$output_netlist {*}[get_core_output_nets $idx]]
+# }
+
+set inject_register_netlist [list {*}$inject_register_netlist {*}[get_memory_slice {0 16} {385 449}]]
+
+source [file join $script_base_path inject_fault.tcl]
+

From 8c22bb3057d3873b539a1c8a8e605d6a10a1891f Mon Sep 17 00:00:00 2001
From: Riccardo Tedeschi <riccardo.tedeschi6@unibo.it>
Date: Wed, 6 Mar 2024 16:45:52 +0100
Subject: [PATCH 21/56] Update ECC test to inject single or multiple bitflips

---
 carfield/ecc_test/Makefile              |  6 +++++-
 carfield/ecc_test/ecc_test.c            | 12 +++++++++++-
 carfield/ecc_test/pulp_inject_fault.tcl |  4 ++--
 3 files changed, 18 insertions(+), 4 deletions(-)

diff --git a/carfield/ecc_test/Makefile b/carfield/ecc_test/Makefile
index bd2720e..05536c6 100755
--- a/carfield/ecc_test/Makefile
+++ b/carfield/ecc_test/Makefile
@@ -5,7 +5,11 @@ PULP_CFLAGS = -O3
 
 ifdef fault_inject
 	export FAULT_INJECTION=1
-	export FAULT_INJECTION_SCRIPT=pulp_inject_fault.tcl
+	export FAULT_INJECTION_SCRIPT=$(CURDIR)/pulp_inject_fault.tcl
+endif
+
+ifdef multi_bit_upset
+	export MULTI_BIT_UPSET=1
 endif
 
 include $(PULP_SDK_HOME)/install/rules/pulp.mk
diff --git a/carfield/ecc_test/ecc_test.c b/carfield/ecc_test/ecc_test.c
index 9972bad..bd6c276 100644
--- a/carfield/ecc_test/ecc_test.c
+++ b/carfield/ecc_test/ecc_test.c
@@ -54,6 +54,16 @@ int main() {
     }
   }
 
-  return error;
+  unsigned int mismatch_cnt = 0;
+  unsigned int fix_cnt = 0;
+  unsigned int uncorrectable_cnt = 0;
+  for (int i = 0; i < 16; i++) {
+    mismatch_cnt += tcdm_scrubber_get_mismatch_count(cluster_id, i);
+    fix_cnt += tcdm_scrubber_get_fix_count(cluster_id, i);
+    uncorrectable_cnt += tcdm_scrubber_get_uncorrectable_count(cluster_id, i);
+  }
+
+  printf("mismatch_cnt: %d, fix_cnt: %d, uncorrectable_cnt: %d\n", mismatch_cnt, fix_cnt, uncorrectable_cnt);
 
+  return (error != 0) || (uncorrectable_cnt != 0);
 }
diff --git a/carfield/ecc_test/pulp_inject_fault.tcl b/carfield/ecc_test/pulp_inject_fault.tcl
index e34e551..e22ff1f 100644
--- a/carfield/ecc_test/pulp_inject_fault.tcl
+++ b/carfield/ecc_test/pulp_inject_fault.tcl
@@ -6,7 +6,7 @@
 
 transcript quietly
 if {! [info exists ::env(VSIM_PATH)]} {error "Define VSIM_PATH"}
-set utils_base_path  [file join $::env(VSIM_PATH) scripts fault_injection_config]
+set utils_base_path  [file join $::env(VSIM_PATH) scripts fault_injection_utils]
 set script_base_path [file join $::env(VSIM_PATH) fault_injection_sim scripts]
 
 set verbosity            2
@@ -28,7 +28,7 @@ set max_num_fault_inject 0
 set signal_fault_duration 20ns
 set register_fault_duration 0ns
 
-set allow_multi_bit_upset 1
+set allow_multi_bit_upset [info exists ::env(MULTI_BIT_UPSET)]
 set use_bitwidth_as_weight 0
 set check_core_output_modification 0
 set check_core_next_state_modification 0

From 1563f0882242d30c7c6661525c917fc33ba42347 Mon Sep 17 00:00:00 2001
From: Riccardo Tedeschi <riccardo.tedeschi6@unibo.it>
Date: Wed, 6 Mar 2024 16:56:07 +0100
Subject: [PATCH 22/56] Use XOR over OR in ECC test return condition When
 simulating multiple bitflips, it is expected that `error != 0`

---
 carfield/ecc_test/ecc_test.c | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/carfield/ecc_test/ecc_test.c b/carfield/ecc_test/ecc_test.c
index bd6c276..d3c92bd 100644
--- a/carfield/ecc_test/ecc_test.c
+++ b/carfield/ecc_test/ecc_test.c
@@ -65,5 +65,5 @@ int main() {
 
   printf("mismatch_cnt: %d, fix_cnt: %d, uncorrectable_cnt: %d\n", mismatch_cnt, fix_cnt, uncorrectable_cnt);
 
-  return (error != 0) || (uncorrectable_cnt != 0);
+  return (error != 0) ^ (uncorrectable_cnt != 0);
 }

From ad3aeeff90e4b754805a14230a5c39157cc14f96 Mon Sep 17 00:00:00 2001
From: Riccardo Tedeschi <riccardo.tedeschi6@unibo.it>
Date: Mon, 11 Mar 2024 13:15:34 +0100
Subject: [PATCH 23/56] Fix fault injection toggle via CLI

---
 carfield/dmr_matmul/Makefile            | 4 ++--
 carfield/ecc_test/Makefile              | 4 ++--
 carfield/ecc_test/pulp_inject_fault.tcl | 2 +-
 3 files changed, 5 insertions(+), 5 deletions(-)

diff --git a/carfield/dmr_matmul/Makefile b/carfield/dmr_matmul/Makefile
index 697ed29..66ed60e 100644
--- a/carfield/dmr_matmul/Makefile
+++ b/carfield/dmr_matmul/Makefile
@@ -4,9 +4,9 @@ PULP_APP_SRCS = dmr_matmul.c
 PULP_CFLAGS = -O3
 PULP_LDFLAGS = -lm
 
-ifdef fault_inject
+ifeq ($(fault_inject),1)
 	export FAULT_INJECTION=1
-	export FAULT_INJECTION_SCRIPT=pulp_inject_fault.tcl
+	export FAULT_INJECTION_SCRIPT=$(CURDIR)/pulp_inject_fault.tcl
 endif
 
 include $(PULP_SDK_HOME)/install/rules/pulp.mk
diff --git a/carfield/ecc_test/Makefile b/carfield/ecc_test/Makefile
index 05536c6..d19f286 100755
--- a/carfield/ecc_test/Makefile
+++ b/carfield/ecc_test/Makefile
@@ -3,12 +3,12 @@ PULP_APP_SRCS = ecc_test.c
 
 PULP_CFLAGS = -O3
 
-ifdef fault_inject
+ifeq ($(fault_inject),1)
 	export FAULT_INJECTION=1
 	export FAULT_INJECTION_SCRIPT=$(CURDIR)/pulp_inject_fault.tcl
 endif
 
-ifdef multi_bit_upset
+ifeq ($(multi_bit_upset),1)
 	export MULTI_BIT_UPSET=1
 endif
 
diff --git a/carfield/ecc_test/pulp_inject_fault.tcl b/carfield/ecc_test/pulp_inject_fault.tcl
index e22ff1f..45cef47 100644
--- a/carfield/ecc_test/pulp_inject_fault.tcl
+++ b/carfield/ecc_test/pulp_inject_fault.tcl
@@ -28,7 +28,7 @@ set max_num_fault_inject 0
 set signal_fault_duration 20ns
 set register_fault_duration 0ns
 
-set allow_multi_bit_upset [info exists ::env(MULTI_BIT_UPSET)]
+set allow_multi_bit_upset $::env(MULTI_BIT_UPSET)
 set use_bitwidth_as_weight 0
 set check_core_output_modification 0
 set check_core_next_state_modification 0

From 126a1c56a6774d235f52b05ea1e3d5566606effd Mon Sep 17 00:00:00 2001
From: Yvan Tortorella <ytortorella@lagrev3.ee.ethz.ch>
Date: Sat, 23 Mar 2024 20:14:51 +0100
Subject: [PATCH 24/56] Add astral target.

---
 astral.yaml                                   |   16 +
 astral/dmr_matmul/Makefile                    |   12 +
 astral/dmr_matmul/dmr_matmul.c                |  100 +
 astral/dmr_matmul/matmul.h                    |   56 +
 astral/dmr_matmul/pulp_inject_fault.tcl       |   51 +
 astral/ecc_test/Makefile                      |   15 +
 astral/ecc_test/ecc_test.c                    |   69 +
 astral/ecc_test/pulp_inject_fault.tcl         |   53 +
 astral/hello/Makefile                         |    5 +
 astral/hello/hello.c                          |   24 +
 astral/parMatrixMul16/Makefile                |    8 +
 astral/parMatrixMul16/gen_stimuli.py          |   54 +
 astral/parMatrixMul16/matrixMul.c             |  177 ++
 .../parMatrixMul16/parMatrixMul16_stimuli.h   | 1742 +++++++++++++++++
 astral/parMatrixMul32/Makefile                |    8 +
 astral/parMatrixMul32/gen_stimuli.py          |   54 +
 astral/parMatrixMul32/matrixMul.c             |  177 ++
 .../parMatrixMul32/parMatrixMul32_stimuli.h   | 1742 +++++++++++++++++
 astral/parMatrixMul8/Makefile                 |    8 +
 astral/parMatrixMul8/gen_stimuli.py           |   54 +
 astral/parMatrixMul8/matrixMul.c              |  177 ++
 astral/parMatrixMul8/parMatrixMul8_stimuli.h  | 1742 +++++++++++++++++
 astral/redmule/Makefile                       |    9 +
 astral/redmule/archi_redmule.h                |  164 ++
 astral/redmule/hal_redmule.h                  |  527 +++++
 astral/redmule/inc/golden.h                   |  387 ++++
 astral/redmule/inc/tensor_dim.h               |   13 +
 astral/redmule/inc/w_2D.h                     |   35 +
 astral/redmule/inc/w_input.h                  |   35 +
 astral/redmule/inc/x_2D.h                     |   27 +
 astral/redmule/inc/x_input.h                  |   27 +
 astral/redmule/inc/y_2D.h                     |   27 +
 astral/redmule/inc/y_input.h                  |   27 +
 astral/redmule/inc/z_2D.h                     |   27 +
 astral/redmule/inc/z_output.h                 |   27 +
 astral/redmule/redmule.c                      |  112 ++
 36 files changed, 7788 insertions(+)
 create mode 100644 astral.yaml
 create mode 100644 astral/dmr_matmul/Makefile
 create mode 100644 astral/dmr_matmul/dmr_matmul.c
 create mode 100644 astral/dmr_matmul/matmul.h
 create mode 100644 astral/dmr_matmul/pulp_inject_fault.tcl
 create mode 100755 astral/ecc_test/Makefile
 create mode 100644 astral/ecc_test/ecc_test.c
 create mode 100644 astral/ecc_test/pulp_inject_fault.tcl
 create mode 100644 astral/hello/Makefile
 create mode 100644 astral/hello/hello.c
 create mode 100755 astral/parMatrixMul16/Makefile
 create mode 100755 astral/parMatrixMul16/gen_stimuli.py
 create mode 100644 astral/parMatrixMul16/matrixMul.c
 create mode 100644 astral/parMatrixMul16/parMatrixMul16_stimuli.h
 create mode 100755 astral/parMatrixMul32/Makefile
 create mode 100755 astral/parMatrixMul32/gen_stimuli.py
 create mode 100644 astral/parMatrixMul32/matrixMul.c
 create mode 100644 astral/parMatrixMul32/parMatrixMul32_stimuli.h
 create mode 100755 astral/parMatrixMul8/Makefile
 create mode 100755 astral/parMatrixMul8/gen_stimuli.py
 create mode 100644 astral/parMatrixMul8/matrixMul.c
 create mode 100644 astral/parMatrixMul8/parMatrixMul8_stimuli.h
 create mode 100644 astral/redmule/Makefile
 create mode 100644 astral/redmule/archi_redmule.h
 create mode 100644 astral/redmule/hal_redmule.h
 create mode 100644 astral/redmule/inc/golden.h
 create mode 100644 astral/redmule/inc/tensor_dim.h
 create mode 100644 astral/redmule/inc/w_2D.h
 create mode 100644 astral/redmule/inc/w_input.h
 create mode 100644 astral/redmule/inc/x_2D.h
 create mode 100644 astral/redmule/inc/x_input.h
 create mode 100644 astral/redmule/inc/y_2D.h
 create mode 100644 astral/redmule/inc/y_input.h
 create mode 100644 astral/redmule/inc/z_2D.h
 create mode 100644 astral/redmule/inc/z_output.h
 create mode 100644 astral/redmule/redmule.c

diff --git a/astral.yaml b/astral.yaml
new file mode 100644
index 0000000..cc65374
--- /dev/null
+++ b/astral.yaml
@@ -0,0 +1,16 @@
+carfield:
+  parMatrixMul8:
+    path: ./astral/parMatrixMul8 #ok
+    command: make clean all run
+  parMatrixMul16:
+    path: ./astral/parMatrixMul16 #ok
+    command: make clean all run
+  parMatrixMul32:
+    path: ./astral/parMatrixMul32 #ok
+    command: make clean all run
+  dmr_matmul:
+    path: ./astral/dmr_matmul #ok
+    command: make clean all run
+  redmule:
+    path: ./astral/redmule #ok
+    command: make clean all run
\ No newline at end of file
diff --git a/astral/dmr_matmul/Makefile b/astral/dmr_matmul/Makefile
new file mode 100644
index 0000000..66ed60e
--- /dev/null
+++ b/astral/dmr_matmul/Makefile
@@ -0,0 +1,12 @@
+PULP_APP = test
+PULP_APP_SRCS = dmr_matmul.c
+
+PULP_CFLAGS = -O3
+PULP_LDFLAGS = -lm
+
+ifeq ($(fault_inject),1)
+	export FAULT_INJECTION=1
+	export FAULT_INJECTION_SCRIPT=$(CURDIR)/pulp_inject_fault.tcl
+endif
+
+include $(PULP_SDK_HOME)/install/rules/pulp.mk
diff --git a/astral/dmr_matmul/dmr_matmul.c b/astral/dmr_matmul/dmr_matmul.c
new file mode 100644
index 0000000..953dfdf
--- /dev/null
+++ b/astral/dmr_matmul/dmr_matmul.c
@@ -0,0 +1,100 @@
+/*
+* @Author: Michael Rogenmoser
+* @Date:   2023-02-17 18:00:21
+* @Last Modified by:   Michael Rogenmoser
+* @Last Modified time: 2023-02-17 18:15:33
+*/
+#include <pulp.h>
+#include <stdio.h>
+#include "matmul.h"
+
+#define N_ITERS 1
+#define max(x,y) (x > y ? x : y)
+#define min(x,y) (x < y ? x : y)
+
+__attribute__ ((section(".heapsram"))) int A[SIZE][SIZE];
+__attribute__ ((section(".heapsram"))) int B[SIZE][SIZE];
+__attribute__ ((section(".heapsram"))) int C[SIZE][SIZE];
+
+void initialize_mat();
+
+void initialize_mat() {
+  int i,j;
+
+  for (i=0;i<SIZE;i++) {
+    for (j=0;j<SIZE;j++) {
+      A[i][j] = A_init[i][j];
+      B[i][j] = B_init[i][j];
+    }
+  }
+
+}
+
+void matrix_multiplication(testresult_t *result, void (*start)(), void (*stop)());
+
+testcase_t testcases[] = {
+  { .name = "Matrix Multiplication", .test = matrix_multiplication },
+  {0, 0}
+};
+
+int main() {
+  if (rt_cluster_id() != 0)
+    return bench_cluster_forward(0);
+
+  hmr_self_enable_dmr();
+  hmr_set_dmr_config_all(0    , // Core ID
+                         true , // Rapid recovery enabled
+                         true , // Setback enabled
+                         false); // Synch req
+  printf("Available Config: %x\n", hmr_get_available_config(rt_cluster_id()));
+  printf("after setup: %x\n", hmr_get_active_cores(rt_cluster_id()));
+
+  hmr_setup_barrier(hmr_get_active_cores(0));
+
+  int nbErrors = run_suite(testcases);
+
+  synch_barrier();
+
+  return nbErrors != 0;
+}
+
+void matrix_multiplication(testresult_t *result, void (*start)(), void (*stop)()) {
+  int coreid = rt_core_id();
+  int numcores = 6;
+  int *CHKSUM_RESULT;
+  short int i, iter, j, k;
+  int lb, ub, chunk;
+
+  if (coreid == 0){
+    printf("Start ParMatrixMul\n",0,0,0,0);
+    // initialize matrix A and B
+    initialize_mat();
+  }
+  //number of rows each core has to multiply
+  chunk = SIZE / numcores;
+  //lower bound
+  lb = coreid * chunk +  min(coreid, SIZE % numcores);
+  //upper bound
+  ub = (coreid + 1) * chunk + min(coreid + 1, SIZE % numcores);
+  if (coreid == numcores-1) {ub = SIZE;}
+
+  synch_barrier();
+
+  /********************* Benchmark Execution *********************/
+  if (coreid<numcores) {
+    start();
+    for (iter = 0; iter < N_ITERS; iter++) {
+      for (i = lb; i < ub; i++) {
+        for (k = 0; k < SIZE; k++) {
+          C[i][k] = 0;
+          for (j = 0; j < SIZE; j++)
+            C[i][k] += A[i][j] * B[j][k];
+        }
+      }
+    }
+  }
+  synch_barrier();
+  stop();
+
+  /********************* Benchmark Execution *********************/
+}
diff --git a/astral/dmr_matmul/matmul.h b/astral/dmr_matmul/matmul.h
new file mode 100644
index 0000000..eaed788
--- /dev/null
+++ b/astral/dmr_matmul/matmul.h
@@ -0,0 +1,56 @@
+#define SIZE           24
+#define MAT_SIZE       (SIZE*SIZE*sizeof(int))
+
+int A_init[SIZE][SIZE]  = {
+    {181,242,121,183,206,92,200,157,59,246,13,24,108,168,125,179,134,202,74,79,86,66,63,29},
+    {178,198,233,162,184,134,150,155,153,199,114,94,81,0,92,164,206,186,166,191,173,25,82,38},
+    {216,38,65,42,106,189,132,201,214,41,24,231,249,78,84,109,168,159,127,107,217,254,197,217},
+    {64,22,112,106,14,207,197,73,149,38,106,250,17,254,196,121,218,22,28,237,31,87,82,132},
+    {165,67,227,22,65,61,140,27,231,194,168,145,33,44,175,127,31,56,194,227,186,13,252,27},
+    {160,183,169,113,226,50,116,138,23,147,247,20,73,174,185,178,196,200,232,178,234,117,9,251},
+    {36,192,256,31,150,165,159,79,217,121,13,123,77,233,87,219,20,225,3,27,22,69,216,92},
+    {151,236,72,44,178,105,211,237,216,24,107,168,194,178,99,168,246,250,120,212,18,39,194,112},
+    {230,114,234,101,27,26,158,119,246,3,119,80,227,214,96,87,35,179,195,156,71,84,53,89},
+    {188,225,242,243,130,165,133,225,222,186,139,152,171,23,156,42,214,11,46,45,206,78,34,196},
+    {232,161,201,187,247,80,215,11,9,164,220,201,118,161,98,1,155,14,60,7,82,118,211,230},
+    {4,91,20,188,232,229,234,82,240,175,105,12,160,204,177,201,129,241,83,235,125,216,91,29},
+    {120,97,74,42,130,29,15,160,252,82,140,48,226,25,154,19,207,190,197,216,177,8,14,111},
+    {175,204,50,69,35,251,68,208,171,18,135,186,200,139,182,170,7,144,83,83,79,15,192,165},
+    {236,198,116,130,248,198,107,218,107,105,178,209,163,22,218,163,144,65,55,48,102,217,57,158},
+    {192,201,215,171,104,183,55,72,75,214,72,181,85,212,173,88,183,144,221,90,117,129,201,103},
+    {32,75,38,70,53,76,66,27,221,10,17,122,234,218,56,39,63,112,194,124,178,81,244,38},
+    {76,225,145,248,141,149,27,180,84,164,149,19,101,179,147,10,93,14,219,241,77,241,136,156},
+    {120,146,26,53,175,54,79,69,113,29,204,90,203,227,1,180,227,100,44,206,163,17,215,25},
+    {134,167,185,215,181,100,189,203,220,158,112,2,124,100,183,251,110,159,21,118,77,12,249,5},
+    {161,110,245,113,227,139,107,236,250,244,231,63,191,75,102,110,18,210,26,133,53,66,50,140},
+    {151,76,114,163,117,76,250,117,154,97,73,235,147,9,176,91,246,256,72,13,228,172,109,156},
+    {105,13,88,253,167,189,23,42,137,249,15,115,118,234,126,129,167,54,211,229,243,249,143,118},
+    {191,245,66,166,36,208,209,127,193,246,68,224,31,65,56,167,241,144,111,30,54,115,34,56}
+};
+
+int B_init[SIZE][SIZE]  = {
+    {0,0,0,1,0,0,1,1,0,0,0,0,1,0,0,1,0,0,0,1,0,0,1,1},
+    {0,1,0,1,0,0,1,1,0,1,0,1,0,1,0,0,1,1,0,1,1,0,0,1},
+    {1,1,0,1,1,1,1,0,1,0,0,0,0,0,0,0,0,0,0,1,0,0,1,1},
+    {0,0,0,1,1,0,0,0,1,0,1,1,0,1,1,1,0,1,0,0,1,1,1,1},
+    {1,1,0,0,1,1,0,0,1,1,0,1,0,1,1,1,1,1,1,1,1,1,0,0},
+    {1,0,1,0,1,1,0,1,0,0,1,1,0,1,1,0,0,0,0,0,1,1,1,0},
+    {1,1,1,0,1,1,1,0,1,1,0,0,1,0,1,1,1,1,0,0,0,1,0,0},
+    {1,1,1,1,1,1,0,1,1,0,1,1,0,0,0,0,1,0,1,0,1,0,0,0},
+    {1,1,1,1,1,1,0,1,0,1,0,0,0,0,0,1,0,1,0,0,1,0,0,1},
+    {1,1,0,1,0,0,0,0,1,1,1,0,0,1,0,0,1,1,0,1,1,0,0,0},
+    {1,1,0,1,1,0,1,1,0,1,1,0,1,0,1,1,1,1,0,0,1,1,0,0},
+    {0,0,0,0,1,1,0,1,0,0,1,1,0,0,0,1,0,0,1,0,0,0,1,1},
+    {0,0,1,0,1,1,0,1,0,0,1,1,1,1,1,0,1,0,1,0,0,0,1,1},
+    {1,0,0,0,0,1,1,0,0,1,0,1,1,1,0,0,1,0,1,1,1,1,0,0},
+    {1,1,1,1,1,1,0,0,1,1,1,0,0,1,1,1,0,1,0,1,0,0,0,0},
+    {1,1,0,1,1,0,1,1,0,0,0,1,0,1,0,1,0,0,1,1,0,1,1,0},
+    {0,1,1,1,0,0,1,0,1,1,0,0,0,1,1,0,1,1,1,0,0,0,0,1},
+    {1,1,0,1,1,0,0,0,1,0,0,0,1,1,1,1,0,0,0,0,1,0,0,1},
+    {0,0,0,0,1,0,0,1,0,0,1,1,0,0,1,1,0,0,0,0,1,0,0,1},
+    {0,0,1,1,1,0,0,1,0,0,0,1,1,0,1,0,1,1,1,1,0,1,1,0},
+    {1,0,1,0,1,0,1,0,0,1,1,1,1,0,1,1,0,1,0,1,0,0,0,1},
+    {0,0,1,0,0,0,0,0,1,1,1,1,1,1,0,0,1,1,1,0,0,1,1,0},
+    {1,0,1,1,0,1,1,0,0,0,0,1,1,1,0,1,1,0,1,0,0,1,1,1},
+    {0,0,0,1,0,1,0,0,0,0,1,1,1,1,0,1,0,1,0,0,1,0,0,1}
+};
\ No newline at end of file
diff --git a/astral/dmr_matmul/pulp_inject_fault.tcl b/astral/dmr_matmul/pulp_inject_fault.tcl
new file mode 100644
index 0000000..857d373
--- /dev/null
+++ b/astral/dmr_matmul/pulp_inject_fault.tcl
@@ -0,0 +1,51 @@
+# Copyright 2023 ETH Zurich and University of Bologna.
+# Solderpad Hardware License, Version 0.51, see LICENSE for details.
+# SPDX-License-Identifier: SHL-0.51
+#
+# Author: Michael Rogenmoser (michaero@iis.ee.ethz.ch)
+
+transcript quietly
+if {! [info exists ::env(VSIM_PATH)]} {error "Define VSIM_PATH"}
+set utils_base_path  [file join $::env(VSIM_PATH) scripts fault_injection_utils]
+set script_base_path [file join $::env(VSIM_PATH) fault_injection_sim scripts]
+
+set verbosity            2
+set log_injections       1
+# Easy way to generate a variable seed
+# set seed                 [clock seconds]
+# Default value
+set seed                 12345
+set print_statistics     1
+
+set inject_start_time 250856000000ps
+set inject_stop_time 413000000000ps
+set injection_clock "pulp_cluster_tb/cluster_i/clk_i"
+set injection_clock_trigger 0
+set fault_period 250
+set rand_initial_injection_phase 0
+# max_num set to 0 means until stop_time
+set max_num_fault_inject 0
+set signal_fault_duration 20ns
+set register_fault_duration 0ns
+
+set allow_multi_bit_upset 1
+set use_bitwidth_as_weight 0
+set check_core_output_modification 0
+set check_core_next_state_modification 0
+set reg_to_sig_ratio 1
+
+source [file join $utils_base_path pulp_extract_nets.tcl]
+
+set inject_signals_netlist []
+set inject_register_netlist []
+set output_netlist []
+set next_state_netlist []
+set assertion_disable_list []
+
+for {set idx 0} {$idx < 12} {incr idx} {
+    set inject_signals_netlist [list {*}$inject_signals_netlist {*}[get_all_core_nets $idx]]
+    set output_netlist [list {*}$output_netlist {*}[get_core_output_nets $idx]]
+}
+
+source [file join $script_base_path inject_fault.tcl]
+
diff --git a/astral/ecc_test/Makefile b/astral/ecc_test/Makefile
new file mode 100755
index 0000000..d19f286
--- /dev/null
+++ b/astral/ecc_test/Makefile
@@ -0,0 +1,15 @@
+PULP_APP = test
+PULP_APP_SRCS = ecc_test.c
+
+PULP_CFLAGS = -O3
+
+ifeq ($(fault_inject),1)
+	export FAULT_INJECTION=1
+	export FAULT_INJECTION_SCRIPT=$(CURDIR)/pulp_inject_fault.tcl
+endif
+
+ifeq ($(multi_bit_upset),1)
+	export MULTI_BIT_UPSET=1
+endif
+
+include $(PULP_SDK_HOME)/install/rules/pulp.mk
diff --git a/astral/ecc_test/ecc_test.c b/astral/ecc_test/ecc_test.c
new file mode 100644
index 0000000..d3c92bd
--- /dev/null
+++ b/astral/ecc_test/ecc_test.c
@@ -0,0 +1,69 @@
+/*
+ * Copyright (C) 2018 ETH Zurich and University of Bologna
+ *
+ * Licensed under the Apache License, Version 2.0 (the "License");
+ * you may not use this file except in compliance with the License.
+ * You may obtain a copy of the License at
+ *
+ *     http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+#include <pulp.h>
+#include <stdint.h>
+#include <stdio.h>
+#include <stdlib.h>
+
+#define SIZE 0x400
+#define NUM_BANKS 16
+#define SCRUBBER_INTERVAL 2
+
+int main() {
+  // Collecting info about the core ID and the running cluster ID
+  unsigned int core_id = get_core_id();
+  unsigned int cluster_id = rt_cluster_id();
+
+  if (rt_cluster_id() != 0) return bench_cluster_forward(0);
+
+  if (core_id != 0) synch_barrier();
+
+  unsigned int *test_array = pi_l1_malloc(cluster_id, SIZE);
+
+  // Initializing the memory
+  for (int i = 0; i < SIZE; i++) {
+    pulp_write32(&test_array[i], i);
+  }
+
+  // Initialize the scrubbing interval for all memory banks
+  for (int i = 0; i < NUM_BANKS; i++)
+    tcdm_scrubber_set_interval(cluster_id, i, SCRUBBER_INTERVAL);
+
+  // Initialize the error-tracking variables
+  bool  mismatch = 0;
+  unsigned int error = 0;
+  for (int i = 0; i < SIZE; i++) {
+    mismatch = (pulp_read32(&test_array[i]) != i);
+    if (mismatch) {
+      error ++;
+      printf("Expected 0x%x, got 0x%x\n", i, pulp_read32(&test_array[i]));
+    }
+  }
+
+  unsigned int mismatch_cnt = 0;
+  unsigned int fix_cnt = 0;
+  unsigned int uncorrectable_cnt = 0;
+  for (int i = 0; i < 16; i++) {
+    mismatch_cnt += tcdm_scrubber_get_mismatch_count(cluster_id, i);
+    fix_cnt += tcdm_scrubber_get_fix_count(cluster_id, i);
+    uncorrectable_cnt += tcdm_scrubber_get_uncorrectable_count(cluster_id, i);
+  }
+
+  printf("mismatch_cnt: %d, fix_cnt: %d, uncorrectable_cnt: %d\n", mismatch_cnt, fix_cnt, uncorrectable_cnt);
+
+  return (error != 0) ^ (uncorrectable_cnt != 0);
+}
diff --git a/astral/ecc_test/pulp_inject_fault.tcl b/astral/ecc_test/pulp_inject_fault.tcl
new file mode 100644
index 0000000..45cef47
--- /dev/null
+++ b/astral/ecc_test/pulp_inject_fault.tcl
@@ -0,0 +1,53 @@
+# Copyright 2023 ETH Zurich and University of Bologna.
+# Solderpad Hardware License, Version 0.51, see LICENSE for details.
+# SPDX-License-Identifier: SHL-0.51
+#
+# Author: Michael Rogenmoser (michaero@iis.ee.ethz.ch)
+
+transcript quietly
+if {! [info exists ::env(VSIM_PATH)]} {error "Define VSIM_PATH"}
+set utils_base_path  [file join $::env(VSIM_PATH) scripts fault_injection_utils]
+set script_base_path [file join $::env(VSIM_PATH) fault_injection_sim scripts]
+
+set verbosity            2
+set log_injections       1
+# Easy way to generate a variable seed
+# set seed                 [clock seconds]
+# Default value
+set seed                 12345
+set print_statistics     1
+
+set inject_start_time 110584000000ps
+set inject_stop_time 203880000000ps
+set injection_clock "pulp_cluster_tb/cluster_i/clk_i"
+set injection_clock_trigger 0
+set fault_period 100
+set rand_initial_injection_phase 0
+# max_num set to 0 means until stop_time
+set max_num_fault_inject 0
+set signal_fault_duration 20ns
+set register_fault_duration 0ns
+
+set allow_multi_bit_upset $::env(MULTI_BIT_UPSET)
+set use_bitwidth_as_weight 0
+set check_core_output_modification 0
+set check_core_next_state_modification 0
+set reg_to_sig_ratio 1
+
+source [file join $utils_base_path pulp_extract_nets.tcl]
+
+set inject_signals_netlist []
+set inject_register_netlist []
+set output_netlist []
+set next_state_netlist []
+set assertion_disable_list []
+
+# for {set idx 0} {$idx < 12} {incr idx} {
+#     set inject_signals_netlist [list {*}$inject_signals_netlist {*}[get_all_core_nets $idx]]
+#     set output_netlist [list {*}$output_netlist {*}[get_core_output_nets $idx]]
+# }
+
+set inject_register_netlist [list {*}$inject_register_netlist {*}[get_memory_slice {0 16} {385 449}]]
+
+source [file join $script_base_path inject_fault.tcl]
+
diff --git a/astral/hello/Makefile b/astral/hello/Makefile
new file mode 100644
index 0000000..d145a0f
--- /dev/null
+++ b/astral/hello/Makefile
@@ -0,0 +1,5 @@
+PULP_APP = test
+PULP_APP_SRCS = hello.c
+PULP_CFLAGS = -O3
+
+include $(PULP_SDK_HOME)/install/rules/pulp.mk
diff --git a/astral/hello/hello.c b/astral/hello/hello.c
new file mode 100644
index 0000000..8741206
--- /dev/null
+++ b/astral/hello/hello.c
@@ -0,0 +1,24 @@
+/*
+ * Copyright (C) 2018 ETH Zurich and University of Bologna
+ *
+ * Licensed under the Apache License, Version 2.0 (the "License");
+ * you may not use this file except in compliance with the License.
+ * You may obtain a copy of the License at
+ *
+ *     http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+#include <stdio.h>
+
+int main()
+{
+  printf("Hello !\n");
+  
+  return 0;
+}
diff --git a/astral/parMatrixMul16/Makefile b/astral/parMatrixMul16/Makefile
new file mode 100755
index 0000000..0fade4a
--- /dev/null
+++ b/astral/parMatrixMul16/Makefile
@@ -0,0 +1,8 @@
+PULP_APP = test
+PULP_APP_SRCS = matrixMul.c
+
+PULP_CFLAGS = -O3
+
+include $(PULP_SDK_HOME)/install/rules/pulp.mk
+
+#pulp-bench-reg --name=parMatrixMul16.cycles --module=pulp_rtl_testset --pipeline=$(PIPELINE) --artefact=pulp_rtl_testset --cmd="make run -f Makefile.sdk" --probe-regexp='matrixMul -> success, nr. of errors: 0, execution time: (\d+)' --params="platform($(platformName)),compiler($(OR1K_TOOLCHAIN_TYPE)),nbCores(4),elemSize(16)" --probe-regexp='matrixMulTranspose -> success, nr. of errors: 0, execution time: (\d+)' --params="platform($(platformName)),compiler($(OR1K_TOOLCHAIN_TYPE)),nbCores(4),elemSize(16),transposed"
diff --git a/astral/parMatrixMul16/gen_stimuli.py b/astral/parMatrixMul16/gen_stimuli.py
new file mode 100755
index 0000000..754a8a9
--- /dev/null
+++ b/astral/parMatrixMul16/gen_stimuli.py
@@ -0,0 +1,54 @@
+#!/usr/bin/env python
+
+import sys
+import random
+
+
+def write_arr(f, name, arr):
+    f.write('const short %s[] = {\n' % name)
+    for v in arr:
+        f.write('%d,\n' % (v))
+    f.write('};\n\n')
+    return
+
+################################################################################
+f = open('parMatrixMul16_stimuli.h', 'w')
+
+
+SIZE = 24 
+RANGE = int(2**7/SIZE)
+
+m_a   = []
+m_b   = []
+m_exp = []
+
+for i in range(0,SIZE):
+    for j in range(0,SIZE):
+        a = random.randint(-RANGE, RANGE-1)
+        b = random.randint(-RANGE, RANGE-1)
+
+        m_a.append(a)
+        m_b.append(b)
+
+for i in range(0,SIZE):
+    for j in range(0,SIZE):
+        r = 0
+
+        for k in range (0,SIZE):
+            r = r + m_a[i * SIZE + k] * m_b[k * SIZE + j]
+
+        m_exp.append(r)
+
+
+write_arr(f, 'm_a',   m_a)
+write_arr(f, 'm_b',   m_b)
+write_arr(f, 'm_exp', m_exp)
+
+f.write('#define SIZE %d\n' % SIZE)
+
+
+f.write('__attribute__ ((section(".heapsram"))) short g_mA[SIZE][SIZE];\n')
+f.write('__attribute__ ((section(".heapsram"))) short g_mB[SIZE][SIZE];\n')
+f.write('__attribute__ ((section(".heapsram"))) short g_mC[SIZE][SIZE];\n')
+f.write('__attribute__ ((section(".heapsram"))) short g_mB_tmp[SIZE][SIZE];\n')
+
diff --git a/astral/parMatrixMul16/matrixMul.c b/astral/parMatrixMul16/matrixMul.c
new file mode 100644
index 0000000..5cbe65f
--- /dev/null
+++ b/astral/parMatrixMul16/matrixMul.c
@@ -0,0 +1,177 @@
+/*
+ * Copyright (C) 2018 ETH Zurich and University of Bologna
+ *
+ * Licensed under the Apache License, Version 2.0 (the "License");
+ * you may not use this file except in compliance with the License.
+ * You may obtain a copy of the License at
+ *
+ *     http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+/* 
+ * Mantainer: Luca Valente, luca.valente2@unibo.it
+ */
+
+#include "pulp.h"
+
+#include "parMatrixMul16_stimuli.h"
+
+void check_matrix_mul(testresult_t *result, void (*start)(), void (*stop)());
+void check_matrix_mul_transpose(testresult_t *result, void (*start)(), void (*stop)());
+
+testcase_t testcases[] = {
+  { .name = "matrixMul",          .test = check_matrix_mul           },
+  { .name = "matrixMulTranspose", .test = check_matrix_mul_transpose },
+  {0, 0}
+};
+
+unsigned int num_cores;
+
+int main()
+{
+  if (rt_cluster_id() != 0)
+    return bench_cluster_forward(0);
+
+  num_cores = get_core_num();
+
+  if(rt_core_id() < num_cores) {
+    run_suite(testcases);
+  }
+
+  synch_barrier();
+
+  return 0;
+}
+
+void matrix_init();
+unsigned int matrix_check();
+
+void check_matrix_mul(testresult_t *result, void (*start)(), void (*stop)()) {
+  int core_id;
+  unsigned int i, j, k;
+  unsigned int chunk;
+  unsigned int lb, ub;
+
+  core_id = get_core_id();
+
+  // number of rows each core has to multiply
+  chunk = SIZE / num_cores;
+  // lower bound
+  lb = core_id * chunk;
+  // upper bound
+  ub = lb + chunk;
+
+  if(core_id == 0) {
+    matrix_init();
+  }
+
+  if(num_cores != 1) synch_barrier();
+
+  // start benchmark
+  start();
+
+  for(i = lb; i < ub; i++) {
+    for(j = 0; j < SIZE; j++) {
+      g_mC[i][j] = 0;
+  
+      for(k = 0; k < SIZE; k++) {
+        g_mC[i][j] += g_mA[i][k] * g_mB[k][j];
+      }
+    }
+  }
+
+  if(num_cores != 1) synch_barrier();
+
+  stop();
+
+  if(core_id == 0) {
+    result->errors = matrix_check();
+  }
+}
+
+void check_matrix_mul_transpose(testresult_t *result, void (*start)(), void (*stop)()) {
+  int core_id;
+  unsigned int i, j, k;
+  unsigned int chunk;
+  unsigned int lb, ub;
+
+  core_id = get_core_id();
+
+  // number of rows each core has to multiply
+  chunk = SIZE / num_cores;
+  // lower bound
+  lb = core_id * chunk;
+  // upper bound
+  ub = lb + chunk;
+
+  if(core_id == 0) {
+    matrix_init();
+  }
+
+  if(num_cores != 1) synch_barrier();
+
+  // start benchmark
+  start();
+
+  // transpose array before using it
+  for(i = lb; i < ub; i++) {
+    for(j = 0; j < SIZE; j++) {
+      g_mB_tmp[i][j] = g_mB[j][i];
+    }
+  }
+
+  if(num_cores != 1) synch_barrier();
+
+  for(i = lb; i < ub; i++) {
+    for(j = 0; j < SIZE; j++) {
+      g_mC[i][j] = 0;
+
+      for(k = 0; k < SIZE; k++) {
+        g_mC[i][j] += g_mA[i][k] * g_mB_tmp[j][k];
+      }
+    }
+  }
+
+  if(num_cores != 1) synch_barrier();
+
+  stop();
+
+  if(core_id == 0) {
+    result->errors = matrix_check();
+  }
+}
+
+void matrix_init() {
+  unsigned int i, j;
+
+  // init, copy to TCDM
+  for(i = 0; i < SIZE; i++) {
+    for(j = 0; j < SIZE; j++) {
+      g_mA[i][j] = m_a[i * SIZE + j];
+      g_mB[i][j] = m_b[i * SIZE + j];
+      g_mC[i][j] = 0;
+    }
+  }
+}
+
+unsigned int matrix_check() {
+  unsigned int errors = 0;
+  unsigned int i, j;
+  // check
+  for(i = 0; i < SIZE; i++) {
+    for(j = 0; j < SIZE; j++) {
+      if(g_mC[i][j] != m_exp[i * SIZE + j]) {
+        printf("At index %d, %d\n", i, j, 0, 0);
+        errors++;
+      }
+    }
+  }
+
+  return errors;
+}
diff --git a/astral/parMatrixMul16/parMatrixMul16_stimuli.h b/astral/parMatrixMul16/parMatrixMul16_stimuli.h
new file mode 100644
index 0000000..2797565
--- /dev/null
+++ b/astral/parMatrixMul16/parMatrixMul16_stimuli.h
@@ -0,0 +1,1742 @@
+const short m_a[] = {
+3,
+2,
+-4,
+0,
+0,
+0,
+-5,
+-3,
+2,
+4,
+0,
+2,
+2,
+-3,
+2,
+-1,
+-2,
+-1,
+1,
+4,
+-3,
+-3,
+-1,
+0,
+4,
+-2,
+-1,
+-4,
+-1,
+4,
+1,
+3,
+-2,
+-2,
+-2,
+-1,
+3,
+-5,
+2,
+0,
+1,
+-1,
+-4,
+4,
+0,
+-2,
+4,
+-5,
+3,
+-3,
+-4,
+3,
+-2,
+2,
+-2,
+3,
+3,
+4,
+0,
+-4,
+4,
+0,
+3,
+-5,
+1,
+0,
+0,
+2,
+-3,
+-2,
+-3,
+4,
+-3,
+1,
+-5,
+-5,
+2,
+-3,
+-3,
+-2,
+-4,
+0,
+4,
+1,
+1,
+0,
+4,
+0,
+-3,
+-3,
+-1,
+-2,
+-5,
+4,
+-2,
+1,
+3,
+-1,
+-1,
+-4,
+4,
+-1,
+3,
+-3,
+2,
+2,
+3,
+1,
+2,
+1,
+2,
+4,
+-4,
+-3,
+-2,
+-3,
+4,
+0,
+1,
+0,
+-3,
+0,
+-2,
+-3,
+1,
+3,
+4,
+-1,
+4,
+4,
+3,
+-4,
+-5,
+3,
+2,
+4,
+-4,
+4,
+1,
+-2,
+2,
+-1,
+4,
+2,
+2,
+-5,
+0,
+-2,
+-4,
+2,
+-3,
+-1,
+4,
+0,
+4,
+4,
+1,
+4,
+4,
+-3,
+3,
+4,
+-2,
+4,
+-4,
+2,
+-2,
+-3,
+3,
+1,
+3,
+3,
+0,
+-4,
+1,
+-4,
+4,
+2,
+-2,
+-5,
+-4,
+-4,
+2,
+-1,
+-2,
+0,
+4,
+-3,
+4,
+-5,
+3,
+-1,
+-5,
+-4,
+-2,
+-5,
+4,
+-2,
+3,
+-3,
+4,
+3,
+-4,
+4,
+3,
+-3,
+4,
+-1,
+3,
+-4,
+-5,
+1,
+-3,
+-4,
+2,
+3,
+2,
+-2,
+4,
+3,
+2,
+-4,
+0,
+-2,
+-5,
+-3,
+3,
+1,
+3,
+-5,
+3,
+1,
+-5,
+1,
+-2,
+-4,
+1,
+-5,
+4,
+1,
+0,
+0,
+-4,
+-2,
+2,
+0,
+-3,
+-4,
+-1,
+-5,
+-2,
+-4,
+-2,
+3,
+4,
+-5,
+0,
+2,
+2,
+4,
+0,
+4,
+-5,
+-3,
+-5,
+-5,
+0,
+0,
+-4,
+3,
+1,
+1,
+-5,
+2,
+-5,
+2,
+-4,
+3,
+4,
+-3,
+-4,
+4,
+-2,
+-4,
+4,
+-3,
+-5,
+-4,
+2,
+-2,
+3,
+-2,
+1,
+4,
+1,
+4,
+-2,
+1,
+-4,
+4,
+2,
+-1,
+1,
+1,
+-2,
+-2,
+0,
+-5,
+2,
+4,
+-4,
+1,
+-5,
+0,
+4,
+3,
+-4,
+1,
+-3,
+-4,
+2,
+-3,
+-3,
+1,
+2,
+4,
+-3,
+-2,
+3,
+-3,
+-5,
+4,
+-5,
+-5,
+4,
+4,
+3,
+-1,
+-3,
+-4,
+-1,
+1,
+0,
+1,
+4,
+-1,
+0,
+1,
+-4,
+0,
+-4,
+-3,
+0,
+-4,
+2,
+-2,
+-2,
+-1,
+-2,
+0,
+-5,
+-1,
+-3,
+3,
+4,
+-4,
+4,
+4,
+0,
+-4,
+-3,
+-3,
+4,
+0,
+2,
+3,
+-1,
+2,
+0,
+-4,
+3,
+-1,
+-3,
+-4,
+4,
+0,
+4,
+3,
+0,
+-3,
+-5,
+4,
+-3,
+3,
+4,
+3,
+-1,
+3,
+-3,
+1,
+3,
+4,
+3,
+-1,
+3,
+2,
+4,
+4,
+-2,
+-1,
+2,
+-4,
+-4,
+-1,
+0,
+-1,
+4,
+-4,
+4,
+2,
+0,
+0,
+1,
+-1,
+-5,
+1,
+-5,
+2,
+-2,
+2,
+1,
+3,
+1,
+-3,
+-4,
+-2,
+0,
+4,
+-2,
+0,
+-1,
+-1,
+-3,
+-2,
+4,
+3,
+4,
+2,
+3,
+4,
+-4,
+-2,
+-1,
+-2,
+0,
+-1,
+-1,
+-4,
+-2,
+2,
+-5,
+4,
+-5,
+0,
+4,
+4,
+-2,
+-4,
+1,
+-5,
+-5,
+4,
+-3,
+0,
+-1,
+-5,
+4,
+-4,
+0,
+4,
+4,
+-4,
+-2,
+-4,
+1,
+-4,
+-5,
+4,
+-5,
+-3,
+2,
+-2,
+-1,
+-3,
+0,
+-3,
+-2,
+4,
+-5,
+-5,
+3,
+-5,
+-1,
+3,
+2,
+3,
+0,
+-2,
+-3,
+-4,
+3,
+0,
+3,
+3,
+-1,
+-4,
+0,
+3,
+-5,
+-3,
+4,
+-3,
+2,
+-1,
+0,
+2,
+-1,
+3,
+-1,
+-5,
+3,
+4,
+3,
+3,
+4,
+3,
+1,
+-4,
+1,
+-2,
+4,
+-3,
+2,
+0,
+-2,
+-5,
+-5,
+-2,
+-2,
+0,
+4,
+0,
+-4,
+-1,
+0,
+-5,
+-3,
+4,
+0,
+1,
+-3,
+3,
+-2,
+-2,
+2,
+-1,
+-1,
+-3,
+-1,
+-2,
+-5,
+-5,
+-1,
+-1,
+-4,
+-4,
+};
+
+const short m_b[] = {
+-2,
+3,
+2,
+-5,
+-3,
+2,
+0,
+-5,
+1,
+-3,
+-2,
+-3,
+-3,
+3,
+-4,
+-2,
+-4,
+1,
+1,
+1,
+4,
+4,
+3,
+3,
+-4,
+-3,
+-2,
+-2,
+-3,
+-2,
+-1,
+-5,
+-4,
+1,
+-4,
+-3,
+3,
+-5,
+-5,
+-4,
+-2,
+-2,
+1,
+3,
+3,
+3,
+4,
+0,
+1,
+0,
+4,
+3,
+-3,
+3,
+-1,
+0,
+2,
+-1,
+-1,
+0,
+0,
+3,
+-4,
+4,
+3,
+3,
+-1,
+-4,
+-1,
+-4,
+-2,
+-4,
+-4,
+3,
+0,
+3,
+-4,
+2,
+0,
+0,
+-4,
+-5,
+-4,
+4,
+0,
+-4,
+-2,
+-4,
+3,
+4,
+-4,
+-3,
+-2,
+0,
+-2,
+2,
+-5,
+2,
+1,
+2,
+0,
+0,
+-2,
+-2,
+-1,
+1,
+-1,
+3,
+3,
+-1,
+3,
+-1,
+-2,
+1,
+-3,
+3,
+3,
+3,
+2,
+0,
+1,
+-2,
+1,
+4,
+3,
+-2,
+-5,
+0,
+2,
+0,
+1,
+-3,
+-1,
+3,
+-3,
+-2,
+3,
+4,
+-2,
+-1,
+-5,
+1,
+-1,
+2,
+-3,
+-4,
+0,
+-1,
+0,
+2,
+3,
+4,
+-4,
+-1,
+-1,
+2,
+-1,
+-5,
+1,
+-3,
+0,
+-4,
+0,
+-1,
+2,
+-5,
+-1,
+1,
+-2,
+-5,
+-3,
+-3,
+2,
+2,
+-4,
+2,
+-5,
+-4,
+4,
+4,
+-1,
+1,
+2,
+-1,
+-3,
+0,
+2,
+4,
+-3,
+-2,
+-1,
+4,
+-5,
+4,
+0,
+-1,
+-1,
+-4,
+-3,
+-3,
+-1,
+-2,
+-1,
+-2,
+-5,
+2,
+2,
+-3,
+1,
+-1,
+-2,
+0,
+0,
+1,
+0,
+4,
+-4,
+-4,
+-4,
+-5,
+4,
+-4,
+4,
+-3,
+4,
+-5,
+-2,
+3,
+-2,
+-4,
+1,
+2,
+-5,
+-2,
+-5,
+-3,
+2,
+-1,
+3,
+-4,
+-4,
+4,
+-3,
+-5,
+0,
+-3,
+2,
+2,
+3,
+-3,
+-3,
+-2,
+-5,
+4,
+1,
+3,
+-1,
+-4,
+3,
+1,
+-2,
+1,
+3,
+4,
+1,
+-2,
+0,
+0,
+-3,
+-1,
+1,
+-1,
+0,
+-5,
+-2,
+-1,
+1,
+-2,
+4,
+-3,
+2,
+1,
+0,
+0,
+3,
+-4,
+2,
+1,
+0,
+3,
+-5,
+-1,
+4,
+3,
+4,
+-2,
+-1,
+-3,
+-4,
+3,
+3,
+-4,
+4,
+-5,
+1,
+-1,
+0,
+3,
+4,
+3,
+-3,
+-5,
+-3,
+-2,
+-4,
+1,
+-2,
+-3,
+-2,
+1,
+2,
+4,
+4,
+0,
+2,
+4,
+0,
+-1,
+1,
+-4,
+-1,
+-3,
+-2,
+-5,
+3,
+-3,
+-1,
+0,
+-3,
+-3,
+-4,
+3,
+3,
+-5,
+-2,
+-1,
+3,
+1,
+1,
+1,
+3,
+1,
+1,
+-5,
+-2,
+2,
+4,
+3,
+-3,
+-5,
+3,
+-4,
+0,
+2,
+-4,
+-5,
+-3,
+-3,
+-3,
+2,
+-1,
+-3,
+1,
+-3,
+-1,
+-5,
+2,
+1,
+1,
+-3,
+2,
+4,
+1,
+-5,
+3,
+0,
+-5,
+-4,
+2,
+-5,
+3,
+-1,
+0,
+2,
+-3,
+-1,
+-2,
+-5,
+-4,
+0,
+-5,
+-3,
+3,
+1,
+0,
+-1,
+-4,
+1,
+-4,
+-5,
+-1,
+3,
+3,
+-3,
+-1,
+4,
+-1,
+-5,
+-4,
+-1,
+0,
+1,
+1,
+4,
+-3,
+-2,
+4,
+1,
+-4,
+-1,
+-3,
+2,
+-2,
+4,
+2,
+-1,
+2,
+-4,
+-3,
+4,
+-1,
+1,
+-4,
+0,
+1,
+-4,
+4,
+-4,
+-5,
+-5,
+-3,
+2,
+2,
+-1,
+0,
+-2,
+-5,
+1,
+-1,
+-5,
+2,
+-4,
+-5,
+-3,
+1,
+-4,
+0,
+1,
+-5,
+0,
+-2,
+1,
+-4,
+-5,
+3,
+0,
+1,
+2,
+4,
+-1,
+-4,
+0,
+-4,
+0,
+-5,
+3,
+-5,
+-5,
+2,
+2,
+3,
+-3,
+4,
+4,
+2,
+3,
+-2,
+4,
+3,
+4,
+1,
+1,
+0,
+2,
+2,
+4,
+-1,
+-5,
+-5,
+3,
+-5,
+-2,
+-4,
+-4,
+0,
+4,
+3,
+0,
+4,
+-3,
+4,
+0,
+-1,
+3,
+2,
+-4,
+2,
+-1,
+-3,
+-5,
+-3,
+3,
+-4,
+1,
+-3,
+3,
+-4,
+0,
+3,
+-2,
+-1,
+2,
+-4,
+2,
+4,
+0,
+2,
+-2,
+-5,
+0,
+-1,
+-5,
+4,
+-4,
+3,
+-1,
+4,
+1,
+4,
+0,
+-1,
+1,
+4,
+3,
+3,
+1,
+2,
+-3,
+-2,
+-5,
+-2,
+1,
+-5,
+-4,
+-5,
+-2,
+};
+
+const short m_exp[] = {
+-32,
+48,
+2,
+-56,
+46,
+-52,
+39,
+-77,
+41,
+-50,
+-50,
+-14,
+-45,
+-31,
+3,
+-22,
+-52,
+-31,
+-32,
+8,
+61,
+97,
+49,
+-12,
+12,
+-25,
+-26,
+-15,
+15,
+45,
+-29,
+-27,
+-7,
+-23,
+30,
+-36,
+-56,
+27,
+-59,
+35,
+6,
+44,
+72,
+23,
+17,
+86,
+-8,
+5,
+-25,
+41,
+-30,
+-78,
+120,
+-1,
+69,
+-20,
+24,
+-66,
+6,
+68,
+-59,
+2,
+27,
+-21,
+-71,
+-61,
+-49,
+21,
+-24,
+27,
+-47,
+29,
+71,
+37,
+-9,
+-58,
+13,
+13,
+73,
+-9,
+7,
+28,
+23,
+35,
+46,
+-8,
+86,
+-7,
+25,
+-65,
+-18,
+43,
+58,
+22,
+44,
+-51,
+-33,
+10,
+-18,
+-17,
+-62,
+24,
+18,
+-68,
+23,
+25,
+23,
+-32,
+23,
+37,
+55,
+-16,
+24,
+4,
+-16,
+9,
+77,
+44,
+48,
+-36,
+-81,
+-100,
+-18,
+36,
+-3,
+-72,
+-43,
+38,
+-2,
+34,
+53,
+-42,
+-18,
+56,
+19,
+34,
+3,
+-58,
+-16,
+-34,
+-71,
+-12,
+12,
+-22,
+-9,
+57,
+-46,
+-70,
+25,
+-62,
+10,
+-5,
+68,
+-86,
+-15,
+-19,
+-100,
+78,
+23,
+47,
+5,
+-64,
+31,
+-16,
+-9,
+-22,
+11,
+30,
+-74,
+31,
+50,
+38,
+-59,
+24,
+12,
+-18,
+4,
+33,
+-24,
+-44,
+-19,
+2,
+-47,
+48,
+-30,
+28,
+-38,
+-29,
+20,
+52,
+-21,
+-5,
+49,
+-41,
+-17,
+-2,
+68,
+-2,
+122,
+-29,
+13,
+23,
+46,
+40,
+-12,
+-58,
+59,
+2,
+15,
+-49,
+-38,
+-15,
+46,
+-1,
+-54,
+-73,
+10,
+-1,
+43,
+80,
+-55,
+119,
+82,
+22,
+-12,
+-14,
+-12,
+-3,
+36,
+27,
+-3,
+50,
+59,
+61,
+13,
+-14,
+5,
+51,
+-54,
+-45,
+-9,
+109,
+10,
+-28,
+1,
+0,
+-50,
+-23,
+27,
+49,
+16,
+3,
+23,
+43,
+31,
+29,
+-27,
+-45,
+9,
+61,
+42,
+34,
+30,
+26,
+38,
+-84,
+5,
+98,
+13,
+55,
+15,
+56,
+63,
+22,
+80,
+10,
+52,
+52,
+49,
+101,
+37,
+71,
+-20,
+-38,
+-36,
+-72,
+-40,
+12,
+77,
+-19,
+32,
+9,
+-15,
+85,
+-13,
+-33,
+-8,
+-20,
+33,
+36,
+76,
+6,
+67,
+-51,
+36,
+76,
+-48,
+30,
+42,
+-45,
+-22,
+-9,
+65,
+-29,
+18,
+89,
+34,
+-25,
+41,
+30,
+26,
+49,
+34,
+-6,
+-28,
+10,
+-106,
+6,
+86,
+5,
+-3,
+-105,
+-103,
+-45,
+-55,
+-60,
+29,
+41,
+54,
+-29,
+36,
+-30,
+-8,
+25,
+36,
+40,
+22,
+-35,
+-50,
+33,
+3,
+-19,
+-30,
+3,
+-11,
+9,
+-4,
+-18,
+39,
+92,
+-25,
+0,
+-40,
+64,
+-18,
+58,
+-2,
+27,
+-89,
+32,
+-2,
+56,
+79,
+-67,
+87,
+-41,
+20,
+29,
+4,
+51,
+45,
+26,
+-54,
+8,
+-37,
+-37,
+-39,
+-35,
+-36,
+-23,
+-30,
+11,
+1,
+-63,
+-21,
+5,
+13,
+35,
+-15,
+27,
+-59,
+-10,
+29,
+4,
+-58,
+-56,
+3,
+-10,
+27,
+0,
+29,
+-4,
+-17,
+28,
+2,
+17,
+9,
+-27,
+53,
+-19,
+-36,
+104,
+25,
+38,
+84,
+-29,
+42,
+-10,
+-47,
+-36,
+1,
+10,
+43,
+-46,
+-57,
+38,
+44,
+-9,
+26,
+-15,
+10,
+31,
+34,
+-18,
+17,
+24,
+-3,
+5,
+11,
+4,
+23,
+5,
+-19,
+51,
+-59,
+-29,
+62,
+-27,
+35,
+81,
+65,
+-10,
+-1,
+-1,
+45,
+20,
+26,
+-34,
+-7,
+35,
+-7,
+2,
+19,
+115,
+-32,
+-40,
+-92,
+47,
+-65,
+23,
+53,
+-31,
+22,
+20,
+45,
+91,
+64,
+29,
+49,
+30,
+74,
+-15,
+22,
+120,
+16,
+122,
+-51,
+51,
+78,
+60,
+-53,
+40,
+-49,
+73,
+-2,
+14,
+-17,
+-86,
+35,
+-25,
+36,
+2,
+5,
+38,
+-9,
+16,
+-12,
+-41,
+-24,
+-31,
+-72,
+-68,
+-9,
+5,
+11,
+-63,
+15,
+12,
+21,
+22,
+19,
+62,
+-28,
+122,
+12,
+28,
+-59,
+-19,
+49,
+57,
+-12,
+29,
+-1,
+-23,
+126,
+75,
+-29,
+-21,
+-37,
+8,
+-70,
+-8,
+91,
+-34,
+-10,
+31,
+78,
+44,
+59,
+23,
+66,
+42,
+38,
+6,
+19,
+10,
+1,
+57,
+38,
+71,
+-10,
+-12,
+-7,
+-13,
+-15,
+6,
+};
+
+#define SIZE 24
+__attribute__ ((section(".heapsram"))) short g_mA[SIZE][SIZE];
+__attribute__ ((section(".heapsram"))) short g_mB[SIZE][SIZE];
+__attribute__ ((section(".heapsram"))) short g_mC[SIZE][SIZE];
+__attribute__ ((section(".heapsram"))) short g_mB_tmp[SIZE][SIZE];
diff --git a/astral/parMatrixMul32/Makefile b/astral/parMatrixMul32/Makefile
new file mode 100755
index 0000000..bd55e15
--- /dev/null
+++ b/astral/parMatrixMul32/Makefile
@@ -0,0 +1,8 @@
+PULP_APP = test
+PULP_APP_SRCS = matrixMul.c
+
+PULP_CFLAGS = -O3
+
+include $(PULP_SDK_HOME)/install/rules/pulp.mk
+
+#pulp-bench-reg --name=parMatrixMul32.cycles --module=pulp_rtl_testset --pipeline=$(PIPELINE) --artefact=pulp_rtl_testset --cmd="make run -f Makefile.sdk" --probe-regexp='matrixMul -> success, nr. of errors: 0, execution time: (\d+)' --params="platform($(platformName)),compiler($(OR1K_TOOLCHAIN_TYPE)),nbCores(4),elemSize(32)" --probe-regexp='matrixMulTranspose -> success, nr. of errors: 0, execution time: (\d+)' --params="platform($(platformName)),compiler($(OR1K_TOOLCHAIN_TYPE)),nbCores(4),elemSize(32),transposed"
diff --git a/astral/parMatrixMul32/gen_stimuli.py b/astral/parMatrixMul32/gen_stimuli.py
new file mode 100755
index 0000000..32926e9
--- /dev/null
+++ b/astral/parMatrixMul32/gen_stimuli.py
@@ -0,0 +1,54 @@
+#!/usr/bin/env python
+
+import sys
+import random
+
+
+def write_arr(f, name, arr):
+    f.write('const int %s[] = {\n' % name)
+    for v in arr:
+        f.write('%d,\n' % (v))
+    f.write('};\n\n')
+    return
+
+################################################################################
+f = open('parMatrixMul32_stimuli.h', 'w')
+
+
+SIZE = 24
+RANGE = int(2**15/SIZE)
+
+m_a   = []
+m_b   = []
+m_exp = []
+
+for i in range(0,SIZE):
+    for j in range(0,SIZE):
+        a = random.randint(-RANGE, RANGE-1)
+        b = random.randint(-RANGE, RANGE-1)
+
+        m_a.append(a)
+        m_b.append(b)
+
+for i in range(0,SIZE):
+    for j in range(0,SIZE):
+        r = 0
+
+        for k in range (0,SIZE):
+            r = r + m_a[i * SIZE + k] * m_b[k * SIZE + j]
+
+        m_exp.append(r)
+
+
+write_arr(f, 'm_a',   m_a)
+write_arr(f, 'm_b',   m_b)
+write_arr(f, 'm_exp', m_exp)
+
+f.write('#define SIZE %d\n' % SIZE)
+
+
+f.write('__attribute__ ((section(".heapsram"))) int g_mA[SIZE][SIZE];\n')
+f.write('__attribute__ ((section(".heapsram"))) int g_mB[SIZE][SIZE];\n')
+f.write('__attribute__ ((section(".heapsram"))) int g_mC[SIZE][SIZE];\n')
+f.write('__attribute__ ((section(".heapsram"))) int g_mB_tmp[SIZE][SIZE];\n')
+
diff --git a/astral/parMatrixMul32/matrixMul.c b/astral/parMatrixMul32/matrixMul.c
new file mode 100644
index 0000000..990d411
--- /dev/null
+++ b/astral/parMatrixMul32/matrixMul.c
@@ -0,0 +1,177 @@
+/*
+ * Copyright (C) 2018 ETH Zurich and University of Bologna
+ *
+ * Licensed under the Apache License, Version 2.0 (the "License");
+ * you may not use this file except in compliance with the License.
+ * You may obtain a copy of the License at
+ *
+ *     http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+/* 
+ * Mantainer: Luca Valente, luca.valente2@unibo.it
+ */
+
+#include "pulp.h"
+
+#include "parMatrixMul32_stimuli.h"
+
+void check_matrix_mul(testresult_t *result, void (*start)(), void (*stop)());
+void check_matrix_mul_transpose(testresult_t *result, void (*start)(), void (*stop)());
+
+testcase_t testcases[] = {
+  { .name = "matrixMul",          .test = check_matrix_mul           },
+  { .name = "matrixMulTranspose", .test = check_matrix_mul_transpose },
+  {0, 0}
+};
+
+unsigned int num_cores;
+
+int main()
+{
+  if (rt_cluster_id() != 0)
+    return bench_cluster_forward(0);
+
+  num_cores = get_core_num();
+
+  if(rt_core_id() < num_cores) {
+    run_suite(testcases);
+  }
+
+  synch_barrier();
+
+  return 0;
+}
+
+void matrix_init();
+unsigned int matrix_check();
+
+void check_matrix_mul(testresult_t *result, void (*start)(), void (*stop)()) {
+  int core_id;
+  unsigned int i, j, k;
+  unsigned int chunk;
+  unsigned int lb, ub;
+
+  core_id = get_core_id();
+
+  // number of rows each core has to multiply
+  chunk = SIZE / num_cores;
+  // lower bound
+  lb = core_id * chunk;
+  // upper bound
+  ub = lb + chunk;
+
+  if(core_id == 0) {
+    matrix_init();
+  }
+
+  if(num_cores != 1) synch_barrier();
+
+  // start benchmark
+  start();
+
+  for(i = lb; i < ub; i++) {
+    for(j = 0; j < SIZE; j++) {
+      g_mC[i][j] = 0;
+  
+      for(k = 0; k < SIZE; k++) {
+        g_mC[i][j] += g_mA[i][k] * g_mB[k][j];
+      }
+    }
+  }
+
+  if(num_cores != 1) synch_barrier();
+
+  stop();
+
+  if(core_id == 0) {
+    result->errors = matrix_check();
+  }
+}
+
+void check_matrix_mul_transpose(testresult_t *result, void (*start)(), void (*stop)()) {
+  int core_id;
+  unsigned int i, j, k;
+  unsigned int chunk;
+  unsigned int lb, ub;
+
+  core_id = get_core_id();
+
+  // number of rows each core has to multiply
+  chunk = SIZE / num_cores;
+  // lower bound
+  lb = core_id * chunk;
+  // upper bound
+  ub = lb + chunk;
+
+  if(core_id == 0) {
+    matrix_init();
+  }
+
+  if(num_cores != 1) synch_barrier();
+
+  // start benchmark
+  start();
+
+  // transpose array before using it
+  for(i = lb; i < ub; i++) {
+    for(j = 0; j < SIZE; j++) {
+      g_mB_tmp[i][j] = g_mB[j][i];
+    }
+  }
+
+  if(num_cores != 1) synch_barrier();
+
+  for(i = lb; i < ub; i++) {
+    for(j = 0; j < SIZE; j++) {
+      g_mC[i][j] = 0;
+
+      for(k = 0; k < SIZE; k++) {
+        g_mC[i][j] += g_mA[i][k] * g_mB_tmp[j][k];
+      }
+    }
+  }
+
+  if(num_cores != 1) synch_barrier();
+
+  stop();
+
+  if(core_id == 0) {
+    result->errors = matrix_check();
+  }
+}
+
+void matrix_init() {
+  unsigned int i, j;
+
+  // init, copy to TCDM
+  for(i = 0; i < SIZE; i++) {
+    for(j = 0; j < SIZE; j++) {
+      g_mA[i][j] = m_a[i * SIZE + j];
+      g_mB[i][j] = m_b[i * SIZE + j];
+      g_mC[i][j] = 0;
+    }
+  }
+}
+
+unsigned int matrix_check() {
+  unsigned int errors = 0;
+  unsigned int i, j;
+  // check
+  for(i = 0; i < SIZE; i++) {
+    for(j = 0; j < SIZE; j++) {
+      if(g_mC[i][j] != m_exp[i * SIZE + j]) {
+        printf("At index %d, %d\n", i, j, 0, 0);
+        errors++;
+      }
+    }
+  }
+
+  return errors;
+}
diff --git a/astral/parMatrixMul32/parMatrixMul32_stimuli.h b/astral/parMatrixMul32/parMatrixMul32_stimuli.h
new file mode 100644
index 0000000..d5c1af0
--- /dev/null
+++ b/astral/parMatrixMul32/parMatrixMul32_stimuli.h
@@ -0,0 +1,1742 @@
+const int m_a[] = {
+-1344,
+-778,
+-350,
+1240,
+950,
+940,
+1262,
+285,
+738,
+-37,
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+-413,
+-4,
+-1113,
+-612,
+-28,
+-721,
+400,
+1072,
+-1010,
+};
+
+const int m_b[] = {
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+1316,
+-391,
+-1249,
+-205,
+53,
+-266,
+-540,
+-289,
+-1011,
+602,
+-1032,
+-1097,
+-202,
+-467,
+-1047,
+-867,
+-340,
+-109,
+-496,
+967,
+1147,
+108,
+384,
+-12,
+1216,
+137,
+1318,
+151,
+219,
+-543,
+391,
+668,
+-1348,
+-1244,
+-810,
+-676,
+321,
+-1258,
+1343,
+1214,
+791,
+35,
+1219,
+1278,
+1037,
+-1282,
+661,
+585,
+921,
+-880,
+-989,
+-1192,
+-207,
+273,
+-382,
+690,
+165,
+271,
+-212,
+739,
+-343,
+-42,
+226,
+40,
+859,
+-153,
+622,
+-1059,
+};
+
+const int m_exp[] = {
+-4942391,
+2289133,
+-1363225,
+1978230,
+1580032,
+-625813,
+-3230128,
+2236653,
+19494,
+3242695,
+-1080745,
+-34154,
+4086860,
+-1370876,
+3997221,
+-1812380,
+4705498,
+7690207,
+-4068140,
+3595067,
+-1103308,
+-939857,
+-4249710,
+-8650816,
+-2013119,
+2933624,
+235162,
+-453807,
+-4447391,
+3527041,
+2046492,
+411956,
+-994117,
+-1411344,
+1333704,
+-519761,
+3026373,
+-564969,
+3749147,
+2447173,
+-557628,
+1138674,
+-1426096,
+-4033488,
+-1829685,
+2815607,
+2382958,
+1714081,
+-1470484,
+3379876,
+3660759,
+-2439960,
+-1180478,
+-3300785,
+-5104533,
+-309753,
+-1667400,
+3258850,
+1805449,
+2481948,
+-944985,
+-363123,
+4227063,
+3022289,
+2763211,
+5114077,
+-1534394,
+-2957168,
+3401637,
+-1195822,
+-747480,
+-2915318,
+-2505013,
+-174927,
+276733,
+2899369,
+-6702856,
+923396,
+-2741169,
+4270685,
+-1020657,
+-2562887,
+2074098,
+-2382784,
+1366504,
+691209,
+4127820,
+400356,
+-7415505,
+823772,
+-3848400,
+-158560,
+3759990,
+2298445,
+323394,
+873625,
+474364,
+2617120,
+-1382444,
+1735284,
+-5799715,
+1915577,
+7016057,
+-1212904,
+919286,
+2949768,
+1228832,
+572192,
+4145710,
+-6809520,
+-2199597,
+677764,
+-7169579,
+-4904277,
+6902014,
+231123,
+-4797299,
+3093608,
+989455,
+4324476,
+3121268,
+810907,
+-2457323,
+2299211,
+-1625774,
+-141013,
+3343022,
+-2044657,
+4089375,
+-291323,
+-1950307,
+2480885,
+2846731,
+-2139146,
+-2718414,
+-1997531,
+-2399245,
+-4060224,
+423228,
+-205276,
+-1602384,
+910872,
+-3535114,
+6008729,
+-559984,
+-301205,
+-5407307,
+2981269,
+1079061,
+6602535,
+-857708,
+2756391,
+-5304566,
+-3769267,
+2620777,
+-4409088,
+502077,
+7568647,
+-37918,
+2315061,
+-2540065,
+8296540,
+-7465282,
+1553910,
+-4736227,
+-2139045,
+95614,
+342546,
+1309722,
+1777391,
+2981296,
+-736899,
+-2572111,
+-972463,
+-2793724,
+-2893912,
+-1230264,
+-871649,
+-1439985,
+3074445,
+3339004,
+2423842,
+1751086,
+4064832,
+1550243,
+6225792,
+-503750,
+-2567772,
+5671219,
+-2054796,
+-551487,
+-2787790,
+-3835027,
+-4272806,
+2725813,
+-2982521,
+1803437,
+3024675,
+-201092,
+-1626608,
+1548043,
+2303810,
+3032912,
+398283,
+1704371,
+1860306,
+-4101665,
+5187913,
+4233418,
+2054883,
+3603470,
+1935132,
+-17548,
+-4362444,
+-2806918,
+-5651039,
+-1853372,
+-1707208,
+-153048,
+-2791834,
+402265,
+2815962,
+3391662,
+-4833520,
+-1190520,
+2302448,
+80738,
+2089586,
+174096,
+2837490,
+-5514606,
+2138871,
+336249,
+-378675,
+5833977,
+4367000,
+-2445147,
+-3652299,
+-1794451,
+-1471577,
+-1263012,
+3719274,
+-3404819,
+5765304,
+-4256415,
+3558206,
+-1884441,
+-475244,
+3659623,
+-2914867,
+689238,
+-2576754,
+7739914,
+1823902,
+2077002,
+-2365242,
+2023481,
+1663749,
+-4973435,
+-694558,
+1118078,
+2260786,
+-3256285,
+4596746,
+-5421599,
+594942,
+-1730692,
+-4626077,
+3077882,
+-2232009,
+2672161,
+3135747,
+-4602601,
+859784,
+-3530668,
+21600,
+-4690786,
+2023164,
+-496745,
+-2728919,
+281474,
+-108745,
+-809613,
+1445687,
+-5781458,
+2097169,
+1594266,
+-4504019,
+2460482,
+6259537,
+-700848,
+413263,
+-1212884,
+-5695130,
+2094147,
+-750529,
+-1379008,
+6029072,
+722889,
+1719449,
+1682336,
+-4219755,
+1971162,
+66575,
+-1195119,
+141466,
+-1083536,
+-718558,
+-4039954,
+-168429,
+-2026861,
+2025800,
+-761083,
+-4194692,
+2013337,
+-1156936,
+3823019,
+4081732,
+-3145845,
+-1733615,
+-1371947,
+-3811245,
+-1584663,
+-3547009,
+-3267886,
+8255291,
+-3232160,
+3404636,
+3248369,
+3233853,
+671601,
+-1009897,
+1821121,
+-3517645,
+2005444,
+-2768741,
+115998,
+533867,
+4717709,
+1315923,
+-3510545,
+-3539595,
+-538461,
+4529529,
+2792584,
+-107486,
+-1840413,
+-1474849,
+1579605,
+-4197602,
+-34825,
+-462678,
+1294881,
+-1730927,
+-2549709,
+-1531672,
+-271859,
+-1181904,
+-1680154,
+-2321723,
+-6641222,
+1127764,
+893535,
+-2804646,
+5653509,
+2657606,
+-1751466,
+-4669812,
+-827592,
+-126901,
+-2599752,
+-845148,
+1390838,
+8975481,
+-7663778,
+3572438,
+5920790,
+5233883,
+-613590,
+-881500,
+-3974422,
+-5523348,
+-3243204,
+-6405765,
+-4376438,
+1352634,
+-105650,
+2650174,
+1442151,
+5088231,
+2974595,
+-4501663,
+-841006,
+-3101819,
+-1265401,
+-2756903,
+2579743,
+2045040,
+-5328835,
+2801176,
+-386694,
+-3068782,
+3147225,
+-248211,
+-662659,
+-1112717,
+2733193,
+336344,
+3107302,
+2244003,
+4285762,
+1998904,
+1888720,
+-1174981,
+-2567532,
+-5588952,
+-101948,
+4004848,
+-610048,
+793760,
+3345423,
+716318,
+1033698,
+4011882,
+-965219,
+1258434,
+1579522,
+-4249500,
+3233648,
+-424838,
+2640541,
+1020028,
+4933599,
+-1964947,
+3237309,
+-1251962,
+-437406,
+-2749192,
+-2943112,
+-117113,
+778507,
+2757711,
+3478291,
+-661571,
+1077087,
+-3821174,
+2731860,
+3035264,
+-4424379,
+295413,
+3873542,
+-1272809,
+4145370,
+-363272,
+2240544,
+88954,
+-2016552,
+-862779,
+-844808,
+3142493,
+2019692,
+3648148,
+3857820,
+593190,
+1285134,
+-4257140,
+-1476035,
+-1951773,
+-2334649,
+1355368,
+-4390456,
+3666652,
+562848,
+-8226958,
+1134896,
+1136697,
+-2132899,
+3300228,
+1855661,
+6476864,
+5097743,
+-1373818,
+3287769,
+1709294,
+-2926119,
+2463141,
+400199,
+3051372,
+1815531,
+1746372,
+398117,
+2333959,
+-708565,
+-4241370,
+51697,
+-1626217,
+26865,
+2248300,
+3357859,
+-325912,
+194201,
+612298,
+388227,
+256018,
+-5630155,
+-1085451,
+653494,
+-1966315,
+-273079,
+-4296295,
+-2813232,
+2079672,
+2378463,
+-3869089,
+-438799,
+-725265,
+3152791,
+3461913,
+-777750,
+47521,
+2588203,
+1888001,
+-4445421,
+654349,
+811737,
+418334,
+-1854075,
+-5194402,
+-1571674,
+-622026,
+-1091628,
+1787463,
+3439585,
+2923276,
+-1997884,
+-193963,
+-731696,
+3686658,
+-1311796,
+-5219031,
+-2906251,
+2140229,
+-1846978,
+2541247,
+-3677377,
+-3935140,
+3605308,
+4807232,
+-1633864,
+344286,
+-2051894,
+2498349,
+-3085,
+379207,
+-701595,
+-1080351,
+3161365,
+-1606976,
+1640595,
+3757649,
+798095,
+-3167055,
+-2288739,
+2301831,
+-3324819,
+3219538,
+516049,
+-3153835,
+7342606,
+1098913,
+-2522436,
+376783,
+47367,
+530901,
+-395499,
+304200,
+};
+
+#define SIZE 24
+__attribute__ ((section(".heapsram"))) int g_mA[SIZE][SIZE];
+__attribute__ ((section(".heapsram"))) int g_mB[SIZE][SIZE];
+__attribute__ ((section(".heapsram"))) int g_mC[SIZE][SIZE];
+__attribute__ ((section(".heapsram"))) int g_mB_tmp[SIZE][SIZE];
diff --git a/astral/parMatrixMul8/Makefile b/astral/parMatrixMul8/Makefile
new file mode 100755
index 0000000..7c755b8
--- /dev/null
+++ b/astral/parMatrixMul8/Makefile
@@ -0,0 +1,8 @@
+PULP_APP = test
+PULP_APP_SRCS = matrixMul.c
+
+PULP_CFLAGS = -O3
+
+include $(PULP_SDK_HOME)/install/rules/pulp.mk
+
+#pulp-bench-reg --name=parMatrixMul8.cycles --module=pulp_rtl_testset --pipeline=$(PIPELINE) --artefact=pulp_rtl_testset --cmd="make run -f Makefile.sdk" --probe-regexp='matrixMul -> success, nr. of errors: 0, execution time: (\d+)' --params="platform($(platformName)),compiler($(OR1K_TOOLCHAIN_TYPE)),nbCores(4),elemSize(8)" --probe-regexp='matrixMulTranspose -> success, nr. of errors: 0, execution time: (\d+)' --params="platform($(platformName)),compiler($(OR1K_TOOLCHAIN_TYPE)),nbCores(4),elemSize(8),transposed"
diff --git a/astral/parMatrixMul8/gen_stimuli.py b/astral/parMatrixMul8/gen_stimuli.py
new file mode 100755
index 0000000..153d5c3
--- /dev/null
+++ b/astral/parMatrixMul8/gen_stimuli.py
@@ -0,0 +1,54 @@
+#!/usr/bin/env python
+
+import sys
+import random
+
+
+def write_arr(f, name, arr):
+    f.write('const char %s[] = {\n' % name)
+    for v in arr:
+        f.write('%d,\n' % (v))
+    f.write('};\n\n')
+    return
+
+################################################################################
+f = open('parMatrixMul8_stimuli.h', 'w')
+
+
+SIZE = 24 
+RANGE = 4
+
+m_a   = []
+m_b   = []
+m_exp = []
+
+for i in range(0,SIZE):
+    for j in range(0,SIZE):
+        a = random.randint(-RANGE, RANGE-1)
+        b = random.randint(-RANGE, RANGE-1)
+
+        m_a.append(a)
+        m_b.append(b)
+
+for i in range(0,SIZE):
+    for j in range(0,SIZE):
+        r = 0
+
+        for k in range (0,SIZE):
+            r = r + m_a[i * SIZE + k] * m_b[k * SIZE + j]
+
+        m_exp.append(r)
+
+
+write_arr(f, 'm_a',   m_a)
+write_arr(f, 'm_b',   m_b)
+write_arr(f, 'm_exp', m_exp)
+
+f.write('#define SIZE %d\n' % SIZE)
+
+
+f.write('__attribute__ ((section(".heapsram"))) char g_mA[SIZE][SIZE];\n')
+f.write('__attribute__ ((section(".heapsram"))) char g_mB[SIZE][SIZE];\n')
+f.write('__attribute__ ((section(".heapsram"))) char g_mC[SIZE][SIZE];\n')
+f.write('__attribute__ ((section(".heapsram"))) char g_mB_tmp[SIZE][SIZE];\n')
+
diff --git a/astral/parMatrixMul8/matrixMul.c b/astral/parMatrixMul8/matrixMul.c
new file mode 100644
index 0000000..357fdf0
--- /dev/null
+++ b/astral/parMatrixMul8/matrixMul.c
@@ -0,0 +1,177 @@
+/*
+ * Copyright (C) 2018 ETH Zurich and University of Bologna
+ *
+ * Licensed under the Apache License, Version 2.0 (the "License");
+ * you may not use this file except in compliance with the License.
+ * You may obtain a copy of the License at
+ *
+ *     http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+/* 
+ * Mantainer: Luca Valente, luca.valente2@unibo.it
+ */
+
+#include "pulp.h"
+
+#include "parMatrixMul8_stimuli.h"
+
+void check_matrix_mul(testresult_t *result, void (*start)(), void (*stop)());
+void check_matrix_mul_transpose(testresult_t *result, void (*start)(), void (*stop)());
+
+testcase_t testcases[] = {
+  { .name = "matrixMul",          .test = check_matrix_mul           },
+  { .name = "matrixMulTranspose", .test = check_matrix_mul_transpose },
+  {0, 0}
+};
+
+unsigned int num_cores;
+
+int main()
+{
+  if (rt_cluster_id() != 0)
+    return bench_cluster_forward(0);
+
+  num_cores = get_core_num();
+
+  if(rt_core_id() < num_cores) {
+    run_suite(testcases);
+  }
+
+  synch_barrier();
+
+  return 0;
+}
+
+void matrix_init();
+unsigned int matrix_check();
+
+void check_matrix_mul(testresult_t *result, void (*start)(), void (*stop)()) {
+  int core_id;
+  unsigned int i, j, k;
+  unsigned int chunk;
+  unsigned int lb, ub;
+
+  core_id = get_core_id();
+
+  // number of rows each core has to multiply
+  chunk = SIZE / num_cores;
+  // lower bound
+  lb = core_id * chunk;
+  // upper bound
+  ub = lb + chunk;
+
+  if(core_id == 0) {
+    matrix_init();
+  }
+
+  if(num_cores != 1) synch_barrier();
+
+  // start benchmark
+  start();
+
+  for(i = lb; i < ub; i++) {
+    for(j = 0; j < SIZE; j++) {
+      g_mC[i][j] = 0;
+  
+      for(k = 0; k < SIZE; k++) {
+        g_mC[i][j] += g_mA[i][k] * g_mB[k][j];
+      }
+    }
+  }
+
+  if(num_cores != 1) synch_barrier();
+
+  stop();
+
+  if(core_id == 0) {
+    result->errors = matrix_check();
+  }
+}
+
+void check_matrix_mul_transpose(testresult_t *result, void (*start)(), void (*stop)()) {
+  int core_id;
+  unsigned int i, j, k;
+  unsigned int chunk;
+  unsigned int lb, ub;
+
+  core_id = get_core_id();
+
+  // number of rows each core has to multiply
+  chunk = SIZE / num_cores;
+  // lower bound
+  lb = core_id * chunk;
+  // upper bound
+  ub = lb + chunk;
+
+  if(core_id == 0) {
+    matrix_init();
+  }
+
+  if(num_cores != 1) synch_barrier();
+
+  // start benchmark
+  start();
+
+  // transpose array before using it
+  for(i = lb; i < ub; i++) {
+    for(j = 0; j < SIZE; j++) {
+      g_mB_tmp[i][j] = g_mB[j][i];
+    }
+  }
+
+  if(num_cores != 1) synch_barrier();
+
+  for(i = lb; i < ub; i++) {
+    for(j = 0; j < SIZE; j++) {
+      g_mC[i][j] = 0;
+
+      for(k = 0; k < SIZE; k++) {
+        g_mC[i][j] += g_mA[i][k] * g_mB_tmp[j][k];
+      }
+    }
+  }
+
+  if(num_cores != 1) synch_barrier();
+
+  stop();
+
+  if(core_id == 0) {
+    result->errors = matrix_check();
+  }
+}
+
+void matrix_init() {
+  unsigned int i, j;
+
+  // init, copy to TCDM
+  for(i = 0; i < SIZE; i++) {
+    for(j = 0; j < SIZE; j++) {
+      g_mA[i][j] = m_a[i * SIZE + j];
+      g_mB[i][j] = m_b[i * SIZE + j];
+      g_mC[i][j] = 0;
+    }
+  }
+}
+
+unsigned int matrix_check() {
+  unsigned int errors = 0;
+  unsigned int i, j;
+  // check
+  for(i = 0; i < SIZE; i++) {
+    for(j = 0; j < SIZE; j++) {
+      if(g_mC[i][j] != m_exp[i * SIZE + j]) {
+        printf("At index %d, %d\n", i, j, 0, 0);
+        errors++;
+      }
+    }
+  }
+
+  return errors;
+}
diff --git a/astral/parMatrixMul8/parMatrixMul8_stimuli.h b/astral/parMatrixMul8/parMatrixMul8_stimuli.h
new file mode 100644
index 0000000..78d026c
--- /dev/null
+++ b/astral/parMatrixMul8/parMatrixMul8_stimuli.h
@@ -0,0 +1,1742 @@
+const char m_a[] = {
+-1,
+0,
+0,
+0,
+-4,
+-4,
+-4,
+1,
+-1,
+-2,
+-3,
+3,
+2,
+-4,
+1,
+-2,
+-3,
+0,
+-3,
+-4,
+-3,
+-1,
+-3,
+-3,
+2,
+-2,
+2,
+3,
+0,
+2,
+0,
+-1,
+-3,
+-2,
+-1,
+-3,
+1,
+-1,
+-1,
+0,
+-1,
+-2,
+-1,
+-4,
+-2,
+-3,
+-1,
+-2,
+1,
+1,
+2,
+-1,
+0,
+2,
+1,
+-3,
+2,
+-3,
+0,
+0,
+0,
+2,
+-2,
+3,
+-4,
+2,
+-2,
+-3,
+-2,
+-3,
+3,
+-3,
+0,
+1,
+-1,
+-1,
+1,
+-2,
+-1,
+-4,
+-2,
+-1,
+-4,
+-4,
+-2,
+-1,
+-2,
+-3,
+-4,
+-4,
+1,
+0,
+-2,
+1,
+-1,
+1,
+2,
+-3,
+-4,
+0,
+2,
+-3,
+-3,
+0,
+0,
+-2,
+-3,
+-1,
+-2,
+-1,
+-4,
+-1,
+-4,
+-3,
+-3,
+0,
+1,
+-3,
+-4,
+1,
+2,
+0,
+2,
+-1,
+-4,
+-1,
+-4,
+2,
+2,
+-1,
+3,
+0,
+0,
+-1,
+1,
+3,
+0,
+2,
+0,
+3,
+2,
+2,
+2,
+-3,
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+3,
+-2,
+-2,
+-3,
+2,
+2,
+2,
+-1,
+3,
+2,
+-3,
+};
+
+const char m_b[] = {
+3,
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+3,
+-3,
+-3,
+-1,
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+-1,
+-3,
+-4,
+};
+
+const char m_exp[] = {
+27,
+-26,
+-19,
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+-5,
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+2,
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+-11,
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+-5,
+-69,
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+-24,
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+-1,
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+-33,
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+-29,
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+-8,
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+-26,
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+-5,
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+-1,
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+-10,
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+-5,
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+-17,
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+-13,
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+-39,
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+-22,
+-3,
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+-6,
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+-8,
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+-4,
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+-32,
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+-18,
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+-7,
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+-20,
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+-6,
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+8,
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+0,
+-18,
+-33,
+-10,
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+-6,
+-29,
+-34,
+-30,
+15,
+15,
+-27,
+9,
+8,
+-43,
+0,
+-5,
+4,
+12,
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+-11,
+-4,
+-32,
+-25,
+-38,
+-37,
+-17,
+-1,
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+43,
+7,
+-2,
+12,
+-7,
+-7,
+-14,
+-30,
+9,
+50,
+-18,
+-9,
+-1,
+-9,
+6,
+16,
+-38,
+-13,
+30,
+};
+
+#define SIZE 24
+__attribute__ ((section(".heapsram"))) char g_mA[SIZE][SIZE];
+__attribute__ ((section(".heapsram"))) char g_mB[SIZE][SIZE];
+__attribute__ ((section(".heapsram"))) char g_mC[SIZE][SIZE];
+__attribute__ ((section(".heapsram"))) char g_mB_tmp[SIZE][SIZE];
diff --git a/astral/redmule/Makefile b/astral/redmule/Makefile
new file mode 100644
index 0000000..c498417
--- /dev/null
+++ b/astral/redmule/Makefile
@@ -0,0 +1,9 @@
+PULP_APP = test
+PULP_APP_SRCS = redmule.c
+PULP_CFLAGS = -O3
+
+ifeq ($(use_no_dma),1)
+ PULP_CFLAGS += -DUSE_NO_DMA
+endif
+
+include $(PULP_SDK_HOME)/install/rules/pulp.mk
diff --git a/astral/redmule/archi_redmule.h b/astral/redmule/archi_redmule.h
new file mode 100644
index 0000000..9222d63
--- /dev/null
+++ b/astral/redmule/archi_redmule.h
@@ -0,0 +1,164 @@
+/*
+ * Copyright (C) 2022-2023 ETH Zurich and University of Bologna
+ *
+ * Licensed under the Apache License, Version 2.0 (the "License");
+ * you may not use this file except in compliance with the License.
+ * You may obtain a copy of the License at
+ *
+ *     http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ * SPDX-License-Identifier: Apache-2.0
+ * 
+ * Author: Yvan Tortorella  <yvan.tortorella@unibo.it>
+ *
+ * High-level architecture of RedMulE
+ *
+ */
+
+#ifndef __ARCHI_REDMULE_H__
+#define __ARCHI_REDMULE_H__
+
+/*
+ * |========================================================================|
+ * ||                                                                      ||
+ * ||Control and generic configuration register layout                     ||
+ * |========================================================================|
+ * || # reg |  offset  |  bits   |   bitmask    ||  content                ||
+ * ||-------+----------+---------+--------------++-------------------------||
+ * ||    0  |  0x0000  |  31: 0  |  0xFFFFFFFF  ||  TRIGGER                ||
+ * ||    1  |  0x0004  |  31: 0  |  0xFFFFFFFF  ||  ACQUIRE                ||
+ * ||    2  |  0x0008  |  31: 0  |  0xFFFFFFFF  ||  EVT_ENABLE             ||
+ * ||    3  |  0x000c  |  31: 0  |  0xFFFFFFFF  ||  STATUS                 ||
+ * ||    4  |  0x0010  |  31: 0  |  0xFFFFFFFF  ||  RUNNING_JOB            ||
+ * ||    5  |  0x0014  |  31: 0  |  0xFFFFFFFF  ||  SOFT_CLEAR             ||
+ * |========================================================================|
+ * ||                                                                      ||
+ * ||Job-dependent registers layout                                        ||
+ * |========================================================================|
+ * || # reg |  offset  |  bits   |   bitmask    ||  content                ||
+ * ||-------+----------+---------+--------------++-------------------------||
+ * ||    0  |  0x0040  |  31: 0  |  0xFFFFFFFF  ||  X_ADDR                 ||
+ * ||-------+----------+---------+--------------++-------------------------||
+ * ||    1  |  0x0044  |  31: 0  |  0xFFFFFFFF  ||  W_ADDR                 ||
+ * ||-------+----------+---------+--------------++-------------------------||
+ * ||    2  |  0x0048  |  31: 0  |  0xFFFFFFFF  ||  Z_ADDR                 ||
+ * ||-------+----------+---------+--------------++-------------------------||
+ * ||    3  |  0x004C  |         |              ||  Matrix Config 0 Reg    ||
+ * ||       |          |  31:16  |  0xFFFF0000  ||  K Size (W Columns)     ||
+ * ||       |          |  15: 0  |  0x0000FFFF  ||  M Size (X Rows)        ||
+ * ||-------+----------+---------+--------------++-------------------------||
+ * ||    4  |  0x0050  |         |              ||  Matrix Config 1 Reg    ||
+ * ||       |          |  31:16  |  0xFFFFFFFF  ||  N Size (X Cols/W Rows) ||
+ * ||-------+----------+---------+--------------++-------------------------||
+ * ||    5  |  0x0054  |         |              ||  Matrix Arithmetic Reg  ||
+ * ||       |          |  12:10  |  0x00001C00  ||  Operation selection    ||
+ * ||       |          |   9: 7  |  0x00000380  ||  Input/Output format    ||
+ * |========================================================================|
+ *
+ */
+
+/* PULP Cluster Archi defines */
+#define ARCHI_CLUST_CTRL_BASE 0x50200000
+#define ARCHI_CLUST_HWPE_BASE 0x50201000
+#define DMA_COMMAND_QUEUE     0x50204400
+#define DMA_STATUS_REGISTER   0x50204404
+#define ARCHI_CL_HWPE_EVT0 12
+#define ARCHI_CL_HWPE_EVT1 13
+#define FC_DMA_EVENT 8
+#define CL_DMA_EVENT 22
+#define CLUST_CTRL_HWPE_EN 0x18
+#define CLUST_CTRL_HWPE_EN_MASK 0x800
+#define __builtin_bitinsert(a,b,c,d) (a | (((b << (32-c)) >> (32-c)) << d))
+
+// RedMulE architecture
+#define ADDR_WIDTH   32
+#define DATA_WIDTH   256
+#define REDMULE_FMT  16
+#define ARRAY_HEIGHT 4
+#define PIPE_REGS    3
+#define ARRAY_WIDTH  12 /* Superior limit is ARRAY_HEIGHT*PIPE_REGS */
+
+// Commands
+#define REDMULE_TRIGGER     0x00
+#define REDMULE_ACQUIRE     0x04
+#define REDMULE_FINISHED    0x08
+#define REDMULE_STATUS      0x0C
+#define REDMULE_RUNNING_JOB 0x10
+#define REDMULE_SOFT_CLEAR  0x14
+
+// Registers
+#define REDMULE_REG_OFFS  0x40
+// #define REDMULE_REG_X_PTR 0x00
+// #define REDMULE_REG_W_PTR 0x04
+// #define REDMULE_REG_Z_PTR 0x08
+// #define REDMULE_MCFG0_PTR 0x0C
+// #define REDMULE_MCFG1_PTR 0x10
+// #define REDMULE_ARITH_PTR 0x14
+#define REDMULE_REG_X_PTR              0x00
+#define REDMULE_REG_W_PTR              0x04
+#define REDMULE_REG_Y_PTR              0x08
+#define REDMULE_REG_Z_PTR              0x0C
+#define REDMULE_REG_X_ITER_PTR         0x10
+#define REDMULE_REG_W_ITER_PTR         0x14
+#define REDMULE_REG_LEFTOVERS_PTR      0x18
+#define REDMULE_REG_LEFT_PARAMS_PTR    0x1C
+#define REDMULE_REG_X_D1_STRIDE_PTR    0x20
+#define REDMULE_REG_W_TOT_LEN_PTR      0x24
+#define REDMULE_REG_TOT_X_READ_PTR     0x28
+#define REDMULE_REG_W_D0_STRIDE_PTR    0x2C
+#define REDMULE_REG_YZ_TOT_LEN_PTR     0x30
+#define REDMULE_REG_YZ_D0_STRIDE_PTR   0x34
+#define REDMULE_REG_YZ_D2_STRIDE_PTR   0x38
+#define REDMULE_REG_X_ROWS_OFFS_PTR    0x3C
+#define REDMULE_REG_X_BUFFER_SLOTS_PTR 0x40
+#define REDMULE_REG_X_TOT_LEN_PTR      0x44
+#define REDMULE_REG_OP_SELECTION       0x48
+
+// OPs definition
+#define MATMUL 0x0
+#define GEMM   0x1
+#define ADDMAX 0x2
+#define ADDMIN 0x3
+#define MULMAX 0x4
+#define MULMIN 0x5
+#define MAXMIN 0x6
+#define MINMAX 0x7
+
+// GEMM formats
+#define Float8     0x0
+#define Float16    0x1
+#define Float8Alt  0x2
+#define Float16Alt 0x3
+
+#define RNE       0x0
+#define RTZ       0x1
+#define OP_FMADD  0x0
+#define OP_ADD    0x2
+#define OP_MUL    0x3
+#define OP_MINMAX 0x7
+
+// FP Formats encoding
+#define FP16    0x2
+#define FP8     0x3
+#define FP16ALT 0x4
+#define FP8ALT  0x5
+
+/* DMA Archi */
+#define DMA_TX  0
+#define DMA_RX  1
+#define DMA_INC 1
+
+#define PLP_DMA_TYPE_BIT    0x00000011
+#define PLP_DMA_INCR_BIT    0x00000012
+#define PLP_DMA_2D_BIT      0x00000013
+#define PLP_DMA_ELE_BIT     0x00000014
+#define PLP_DMA_ILE_BIT     0x00000015
+#define PLP_DMA_BLE_BIT     0x00000016
+#define PLP_DMA_2D_TCDM_BIT 0x0000017
+
+#endif
diff --git a/astral/redmule/hal_redmule.h b/astral/redmule/hal_redmule.h
new file mode 100644
index 0000000..c5a0c32
--- /dev/null
+++ b/astral/redmule/hal_redmule.h
@@ -0,0 +1,527 @@
+/*
+ * Copyright (C) 2022-2023 ETH Zurich and University of Bologna
+ *
+ * Licensed under the Apache License, Version 2.0 (the "License");
+ * you may not use this file except in compliance with the License.
+ * You may obtain a copy of the License at
+ *
+ *     http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ * SPDX-License-Identifier: Apache-2.0
+ * 
+ * Author: Yvan Tortorella  <yvan.tortorella@unibo.it>
+ *
+ * RedMulE Hardware Abstraction Layer (HAL)
+ */
+
+#ifndef __HAL_REDMULE_H__
+#define __HAL_REDMULE_H__
+
+#include <pulp.h>
+#include "inc/x_input.h"
+#include "inc/w_input.h"
+#include "inc/y_input.h"
+#include "inc/z_output.h"
+#include "inc/golden.h"
+#include "inc/tensor_dim.h"
+
+/*
+ * 
+ * For control, generic configuration register layout,
+ * and job-dependent register map, look at redmule_archi.h
+ *
+ */
+
+// For all the following functions we use __builtin_pulp_OffsetedWrite and __builtin_pulp_OffsetedRead
+// instead of classic load/store because otherwise the compiler is not able to correctly factorize
+// the HWPE base in case several accesses are done, ending up with twice more code
+
+#define HWPE_WRITE(value, offset) *(int *)(ARCHI_CLUST_HWPE_BASE + offset) = value
+#define HWPE_READ(offset) *(int *)(ARCHI_CLUST_HWPE_BASE + offset)
+
+static inline void redmule_x_add_set (unsigned int value) {
+  HWPE_WRITE(value, REDMULE_REG_OFFS + REDMULE_REG_X_PTR);
+}
+
+static inline void redmule_w_add_set (unsigned int value) {
+  HWPE_WRITE(value, REDMULE_REG_OFFS + REDMULE_REG_W_PTR);
+}
+
+static inline void redmule_y_add_set (unsigned int value) {
+  HWPE_WRITE(value, REDMULE_REG_OFFS + REDMULE_REG_Y_PTR);
+}
+
+static inline void redmule_z_add_set (unsigned int value) {
+  HWPE_WRITE(value, REDMULE_REG_OFFS + REDMULE_REG_Z_PTR);
+}
+
+// static inline void redmule_mcfg_set (uint32_t mcfg0, uint32_t mcfg1) {
+//   HWPE_WRITE(mcfg0, REDMULE_REG_OFFS + REDMULE_MCFG0_PTR);
+//   HWPE_WRITE(mcfg1, REDMULE_REG_OFFS + REDMULE_MCFG1_PTR);
+// }
+// 
+// static inline void redmule_arith_set (uint32_t arith) {
+//   HWPE_WRITE(arith, REDMULE_REG_OFFS + REDMULE_ARITH_PTR);
+// }
+
+static inline void hwpe_trigger_job() {
+  HWPE_WRITE(0, REDMULE_TRIGGER);
+}
+
+static inline int hwpe_acquire_job() {
+  return HWPE_READ(REDMULE_ACQUIRE);
+}
+
+static inline unsigned int hwpe_get_status() {
+  return HWPE_READ(REDMULE_STATUS);
+}
+
+static inline void hwpe_soft_clear() {
+  HWPE_WRITE(1, REDMULE_SOFT_CLEAR);
+}
+
+static inline void hwpe_cg_enable() {
+  *(volatile int*) (ARCHI_CLUST_CTRL_BASE + CLUST_CTRL_HWPE_EN) |= CLUST_CTRL_HWPE_EN_MASK;
+}
+
+static inline void hwpe_cg_disable() {
+  *(volatile int*) (ARCHI_CLUST_CTRL_BASE + CLUST_CTRL_HWPE_EN) &= ~CLUST_CTRL_HWPE_EN_MASK;
+}
+
+static inline void redmule_evt_wait() {
+  do {
+    eu_evt_maskWaitAndClr (1 << ARCHI_CL_HWPE_EVT0);
+  } while((*(int volatile *)(ARCHI_CLUST_HWPE_BASE + REDMULE_STATUS)) != 0);
+}
+
+/* DMA APIs */
+static inline int mchan_alloc(){
+  return *(volatile int*) DMA_COMMAND_QUEUE;
+}
+
+static inline void mchan_transfer(unsigned int len,
+                                  unsigned int ext_addr,
+                                  unsigned int tcdm_addr) {
+
+  *(volatile int*) DMA_COMMAND_QUEUE = len |
+                                       (DMA_RX << PLP_DMA_TYPE_BIT)  |
+                                       (DMA_INC << PLP_DMA_INCR_BIT) |
+                                       (0 << PLP_DMA_2D_BIT)         |
+                                       (1 << PLP_DMA_ELE_BIT)        |
+                                       (1 << PLP_DMA_ILE_BIT)        |
+                                       (0 << PLP_DMA_BLE_BIT)        |
+                                       (0 << PLP_DMA_2D_TCDM_BIT);
+  *(volatile int*) DMA_COMMAND_QUEUE = tcdm_addr;
+  *(volatile int*) DMA_COMMAND_QUEUE = ext_addr;
+}
+
+static inline void mchan_barrier(int id) {
+  while(((*(volatile int*)(DMA_STATUS_REGISTER)) >> id ) & 0x1 ) {
+    eu_evt_maskWaitAndClr(1 << FC_DMA_EVENT);
+ }
+}
+
+static inline void mchan_free(int id) {
+  *(volatile int*) DMA_STATUS_REGISTER = 0x1 << id;
+}
+
+// void redmule_cfg (unsigned int x,  unsigned int w,  unsigned int z,
+//                   uint16_t m_size, uint16_t n_size, uint16_t k_size,
+//                   uint8_t gemm_op, uint8_t gemm_fmt){
+// 
+//   uint32_t mcfg_reg0 = 0;
+//   uint32_t mcfg_reg1 = 0;
+//   uint32_t arith_reg = 0;
+// 
+//   mcfg_reg0 = (k_size << 16) |
+//               (m_size <<  0);
+//   mcfg_reg1 = n_size << 0;
+// 
+//   arith_reg = (gemm_op << 10) |
+//               (gemm_fmt << 7);
+// 
+//   redmule_x_add_set ((unsigned int) x);
+//   redmule_w_add_set ((unsigned int) w);
+//   redmule_z_add_set ((unsigned int) z);
+//   redmule_mcfg_set  ((unsigned int) mcfg_reg0,
+//                      (unsigned int) mcfg_reg1);
+//   redmule_arith_set ((unsigned int) arith_reg);
+//   
+// }
+
+void redmule_cfg (uint16_t m_size, uint16_t n_size, uint16_t k_size, uint8_t gemm_ops){
+   uint32_t x_iters        = 0;
+   uint32_t w_iters        = 0;
+   uint32_t leftovers      = 0;
+   uint32_t left_params    = 0;
+   uint32_t x_d1_stride    = 0;
+   uint32_t x_rows_offs    = 0;
+   uint32_t w_tot_len      = 0;
+   uint32_t w_d1_len       = 0;
+   uint32_t w_d0_stride    = 0;
+   uint32_t yz_tot_len     = 0;
+   uint32_t yz_d0_stride   = 0;
+   uint32_t yz_d2_stride   = 0;
+   uint32_t tot_x_read     = 0;
+   uint32_t x_buffer_slots = 0;
+   uint32_t op_selection   = 0;
+   uint16_t tot_stores     = 0;
+   uint16_t w_rows         = n_size;
+   uint16_t depth          = DATA_WIDTH/(ARRAY_HEIGHT*FPFORMAT);
+   uint8_t  tile           = ARRAY_HEIGHT*(PIPE_REGS + 1);
+   _Bool    x_rows_sub     = 0;
+   _Bool    x_cols_sub     = 0;
+   _Bool    w_cols_sub     = 0;
+   uint16_t x_rows_iter,
+            x_rows_iter_tmp,
+            w_rows_iter,
+            w_rows_iter_tmp;
+   uint16_t x_cols_iter,
+            x_cols_iter_tmp,
+            w_cols_iter,
+            w_cols_iter_tmp;
+   uint8_t  x_rows_lftovr,
+            x_cols_lftovr,
+            w_rows_lftovr,
+            w_cols_lftovr,
+            slots;
+
+   // Calculating the number of iterations alng the two dimensions of the X matrix
+   x_rows_iter_tmp = m_size/ARRAY_WIDTH;
+   x_cols_iter_tmp = n_size/tile;
+
+   // Calculating the number of iterations alng the two dimensions of the W matrix
+   w_rows_iter_tmp = w_rows;
+   w_cols_iter_tmp = k_size/tile;
+
+   // Calculating the residuals along the input dimensions
+   x_rows_lftovr = m_size - (x_rows_iter_tmp*ARRAY_WIDTH);
+   x_cols_lftovr = n_size - (x_cols_iter_tmp*tile);
+
+   // Calculating the residuals along the weight dimensions
+   w_rows_lftovr = n_size - (ARRAY_HEIGHT*(w_rows/ARRAY_HEIGHT));
+   w_cols_lftovr = k_size - (w_cols_iter_tmp*tile);
+
+   if (w_cols_lftovr != 0)
+     w_cols_iter = w_cols_iter_tmp + 1;
+   else 
+     w_cols_iter = w_cols_iter_tmp;
+
+  if (w_rows_lftovr != 0)
+    w_rows_iter = w_rows_iter_tmp + ARRAY_HEIGHT - w_rows_lftovr;
+  else
+    w_rows_iter = w_rows_iter_tmp;
+
+   if (x_cols_lftovr != 0)
+     x_cols_iter = x_cols_iter_tmp + 1;
+   else 
+     x_cols_iter = x_cols_iter_tmp;
+
+   if (x_rows_lftovr != 0)
+     x_rows_iter = x_rows_iter_tmp + 1;
+   else 
+     x_rows_iter = x_rows_iter_tmp;
+
+   if (x_cols_lftovr%depth != 0)
+     x_buffer_slots = x_cols_lftovr/depth + 1;
+   else
+     x_buffer_slots = x_cols_lftovr/depth;
+
+   // Calculating the number of total stores
+   tot_stores = x_rows_iter*w_cols_iter;
+
+   // Determining if input matrixes are sub-matrixes
+   if (m_size < ARRAY_WIDTH)
+     x_rows_sub = 1;
+   if (n_size < ARRAY_HEIGHT)
+     x_cols_sub = 1;
+   if (k_size < tile)
+    w_cols_sub = 1;
+
+   // Operation selection
+   switch (gemm_ops) {
+     case MATMUL:
+       op_selection |= (RNE << 29 | RNE << 26 | OP_FMADD << 22 | OP_MINMAX << 18 | SRC_FMT << 15 | DST_FMT << 12) | 0;
+     break;
+     
+     case GEMM:
+       op_selection |= (RNE << 29 | RNE << 26 | OP_FMADD << 22 | OP_MINMAX << 18 | SRC_FMT << 15 | DST_FMT << 12) | 1;
+     break;
+     
+     case ADDMAX:
+       op_selection |= (RNE << 29 | RTZ << 26 | OP_ADD << 22 | OP_MINMAX << 18 | SRC_FMT << 15 | DST_FMT << 12) | 1;
+     break;
+     
+     case ADDMIN:
+       op_selection |= (RNE << 29 | RNE << 26 | OP_ADD << 22 | OP_MINMAX << 18 | SRC_FMT << 15 | DST_FMT << 12) | 1;
+     break;
+     
+     case MULMAX:
+       op_selection |= (RNE << 29 | RTZ << 26 | OP_MUL << 22 | OP_MINMAX << 18 | SRC_FMT << 15 | DST_FMT << 12) | 1;
+     break;
+     
+     case MULMIN:
+       op_selection |= (RNE << 29 | RNE << 26 | OP_MUL << 22 | OP_MINMAX << 18 | SRC_FMT << 15 | DST_FMT << 12) | 1;
+     break;
+     
+     case MAXMIN:
+       op_selection |= (RTZ << 29 | RNE << 26 | OP_MINMAX << 22 | OP_MINMAX << 18 | SRC_FMT << 15 | DST_FMT << 12) | 1;
+     break;
+     
+     case MINMAX:
+       op_selection |= (RNE << 29 | RTZ << 26 | OP_MINMAX << 22 | OP_MINMAX << 18 | SRC_FMT << 15 | DST_FMT << 12) | 1;
+     break;
+   }
+
+   // Storing iterations and residuals in registers
+   x_iters      |= x_rows_iter   << 16 | x_cols_iter   << 0;
+   w_iters      |= w_rows_iter   << 16 | w_cols_iter   << 0;
+   leftovers    |= x_rows_lftovr << 24 | x_cols_lftovr << 16 | w_rows_lftovr << 8  | w_cols_lftovr << 0;
+   left_params  |= tot_stores    << 16 | x_rows_sub    << 15 | x_cols_sub    << 14 | w_cols_sub   << 13;
+   x_d1_stride   = ((4*FPFORMAT)/ADDR_WIDTH)*(((DATA_WIDTH/FPFORMAT)*x_cols_iter_tmp) + x_cols_lftovr);
+   x_rows_offs   = ARRAY_WIDTH*x_d1_stride;
+   w_tot_len     = w_rows_iter*w_cols_iter*x_rows_iter;
+   w_d0_stride   = ((4*FPFORMAT)/ADDR_WIDTH)*(((DATA_WIDTH/FPFORMAT)*w_cols_iter_tmp) + w_cols_lftovr);
+   yz_tot_len    = ARRAY_WIDTH*x_rows_iter*w_cols_iter;
+   yz_d0_stride  = w_d0_stride;
+   yz_d2_stride  = ARRAY_WIDTH*w_d0_stride;
+   tot_x_read    = x_rows_iter*x_cols_iter*w_cols_iter;
+
+   // Writing the computations in configuration register
+   HWPE_WRITE(x_iters       , REDMULE_REG_OFFS + REDMULE_REG_X_ITER_PTR         );
+   HWPE_WRITE(w_iters       , REDMULE_REG_OFFS + REDMULE_REG_W_ITER_PTR         );
+   HWPE_WRITE(leftovers     , REDMULE_REG_OFFS + REDMULE_REG_LEFTOVERS_PTR      );
+   HWPE_WRITE(left_params   , REDMULE_REG_OFFS + REDMULE_REG_LEFT_PARAMS_PTR    );
+   HWPE_WRITE(x_d1_stride   , REDMULE_REG_OFFS + REDMULE_REG_X_D1_STRIDE_PTR    );
+   HWPE_WRITE(x_rows_offs   , REDMULE_REG_OFFS + REDMULE_REG_X_ROWS_OFFS_PTR    );
+   HWPE_WRITE(tot_x_read    , REDMULE_REG_OFFS + REDMULE_REG_TOT_X_READ_PTR     );
+   HWPE_WRITE(x_buffer_slots, REDMULE_REG_OFFS + REDMULE_REG_X_BUFFER_SLOTS_PTR );
+   HWPE_WRITE(w_tot_len     , REDMULE_REG_OFFS + REDMULE_REG_W_TOT_LEN_PTR      );
+   HWPE_WRITE(w_d0_stride   , REDMULE_REG_OFFS + REDMULE_REG_W_D0_STRIDE_PTR    );
+   HWPE_WRITE(yz_tot_len    , REDMULE_REG_OFFS + REDMULE_REG_YZ_TOT_LEN_PTR     );
+   HWPE_WRITE(yz_d0_stride  , REDMULE_REG_OFFS + REDMULE_REG_YZ_D0_STRIDE_PTR   );
+   HWPE_WRITE(yz_d2_stride  , REDMULE_REG_OFFS + REDMULE_REG_YZ_D2_STRIDE_PTR   );
+   HWPE_WRITE(op_selection  , REDMULE_REG_OFFS + REDMULE_REG_OP_SELECTION       );
+}
+
+void generate_test_data16(int x_start_addr,
+                          int w_start_addr,
+                          int y_start_addr,
+                          int m_size,
+                          int n_size,
+                          int k_size) {
+  
+  int x_addr     = x_start_addr;
+  int w_addr     = w_start_addr;
+  int y_addr     = y_start_addr;
+  int x_end_addr = x_start_addr + (2*m_size*n_size);
+  int w_end_addr = w_start_addr + (2*n_size*k_size);
+  int y_end_addr = y_start_addr + (2*m_size*k_size);
+
+  // Generating input stimuli from golden model
+  for (x_addr = x_start_addr; x_addr < x_end_addr; x_addr += 2) {
+    int x = x_addr - x_start_addr;
+    *(uint32_t *)(x_addr) = x_inp[x/2];
+  }
+
+  // Generating Weight stimuli from golden model
+  for (w_addr = w_start_addr; w_addr < w_end_addr; w_addr += 2) {
+    int w = w_addr - w_start_addr;
+    *(uint32_t *)(w_addr) = w_inp[w/2];
+  }
+
+  for (y_addr = y_start_addr; y_addr < y_end_addr; y_addr += 2) {
+    int y = y_addr - y_start_addr;
+    *(uint32_t *)(y_addr) = y_inp[y/2];
+  }
+}
+
+int redmule_compare16 (int z_start_addr, int m_size, int k_size) {
+  int err = 0;
+  int z_end_addr = z_start_addr + 2*m_size*k_size;
+  uint16_t z_computed;
+  uint16_t diff, diff_1, diff_2;
+
+  for (int z_addr = z_start_addr; z_addr < z_end_addr; z_addr += 2) {
+    int z = z_addr - z_start_addr;
+    z_computed = *(uint32_t *)(z_addr);
+
+    if ( z_computed != z_oup[z/2] ) {
+      diff_1 = z_computed - z_oup[z/2];
+      if (diff_1 > 3) {
+        diff_2 = z_oup[z/2] - z_computed;
+        if (diff_2 > 3) {
+          err++;
+        }
+      }
+    }
+  }
+
+  return err;
+
+}
+
+int redmule16_compare_int(uint32_t *actual_z, uint32_t *golden_z, int len) {
+  #define ERR 0x0011
+  uint32_t actual_word = 0;
+  uint16_t actual_MSHWord, actual_LSHWord;
+  uint32_t golden_word = 0;
+  uint16_t golden_MSHWord, golden_LSHWord;
+  uint32_t actual = 0;
+  uint32_t golden = 0;
+
+  int errors = 0;
+  int error;
+
+  for (int i=0; i<len; i++) {
+    error = 0;
+    actual_word = *(actual_z+i);
+    golden_word = *(golden_z+i);
+
+    uint16_t diff = 0;
+    
+    // Chechink Least Significant Half-Word
+    actual_LSHWord = (uint16_t)(actual_word & 0x0000FFFF);
+    golden_LSHWord = (uint16_t)(golden_word & 0x0000FFFF);
+
+    diff = (actual_LSHWord > golden_LSHWord) ? (actual_LSHWord - golden_LSHWord) : 0;
+    diff = (actual_LSHWord < golden_LSHWord) ? (golden_LSHWord - actual_LSHWord) : 0;
+
+    if (diff > ERR) {
+      error = 1;
+      #ifdef VERBOSE
+        tfp_printf ("diff: 0x%08x\n", diff);
+        tfp_printf ("LSW: Error!\n");
+      #endif
+    }
+
+    // Checking Most Significant Half-Word
+    actual_MSHWord = (uint16_t)((actual_word >> 16) & 0x0000FFFF);
+    golden_MSHWord = (uint16_t)((golden_word >> 16) & 0x0000FFFF);
+
+    diff = (actual_MSHWord > golden_MSHWord) ? (actual_MSHWord - golden_MSHWord) : 0;
+    diff = (actual_MSHWord < golden_MSHWord) ? (golden_MSHWord - actual_MSHWord) : 0;
+
+    if (diff > ERR) {
+      error = 1;
+      #ifdef VERBOSE
+        tfp_printf ("diff: 0x%08x\n", diff);
+        tfp_printf ("MSW: Error!\n");
+      #endif
+    }
+    
+    errors += error;
+
+    #ifdef DEBUG
+      tfp_printf("  Golden: 0x%08x; Actual: 0x%08x,\n", golden_word, actual_word);
+    #endif
+
+    #ifdef VERBOSE
+    if(error) {
+        if(errors==1) tfp_printf("  golden     <- actual     @ address    @ index\n");
+        tfp_printf("  0x%08x <- 0x%08x @ 0x%08x @ 0x%08x\n", golden_word, actual_word, (actual_z+i), i*4);
+    }
+    #endif
+  }
+  return errors;
+}
+
+int redmule8_compare_int(uint32_t *actual_z, uint32_t *golden_z, int len) {
+  #define ERR 0x0011
+  uint32_t actual_word = 0;
+  uint8_t  actual_Byte0,
+           actual_Byte1,
+           actual_Byte2,
+           actual_Byte3;
+  uint32_t golden_word = 0;
+  uint8_t  golden_Byte0,
+           golden_Byte1,
+           golden_Byte2,
+           golden_Byte3;
+  uint32_t actual = 0;
+  uint32_t golden = 0;
+
+  int errors = 0;
+  int error;
+
+  for (int i=0; i<len; i++) {
+    error = 0;
+    actual_word = *(actual_z+i);
+    golden_word = *(golden_z+i);
+
+    uint8_t diff = 0;
+    
+    // Cheching Byte0
+    actual_Byte0 = (uint8_t)(actual_word & 0x000000FF);
+    golden_Byte0 = (uint8_t)(golden_word & 0x000000FF);
+
+    diff = (actual_Byte0 > golden_Byte0) ? (actual_Byte0 - golden_Byte0) : 0;
+    diff = (actual_Byte0 < golden_Byte0) ? (golden_Byte0 - actual_Byte0) : 0;
+
+    if (diff > ERR) {
+      error = 1;
+      tfp_printf ("diff: 0x%08x\n", diff);
+      tfp_printf ("Byte0: Error!\n");
+    }
+
+    // Cheching Byte1
+    actual_Byte1 = (uint8_t)( (actual_word >> 8 ) & 0x000000FF);
+    golden_Byte1 = (uint8_t)( (golden_word >> 8 ) & 0x000000FF);
+
+    diff = (actual_Byte1 > golden_Byte1) ? (actual_Byte1 - golden_Byte1) : 0;
+    diff = (actual_Byte1 < golden_Byte1) ? (golden_Byte1 - actual_Byte1) : 0;
+
+    if (diff > ERR) {
+      error = 1;
+      tfp_printf ("diff: 0x%08x\n", diff);
+      tfp_printf ("Byte1: Error!\n");
+    }
+
+    // Cheching Byte2
+    actual_Byte2 = (uint8_t)( (actual_word >> 16 ) & 0x000000FF);
+    golden_Byte2 = (uint8_t)( (golden_word >> 16 ) & 0x000000FF);
+
+    diff = (actual_Byte2 > golden_Byte2) ? (actual_Byte2 - golden_Byte2) : 0;
+    diff = (actual_Byte2 < golden_Byte2) ? (golden_Byte2 - actual_Byte2) : 0;
+
+    if (diff > ERR) {
+      error = 1;
+      tfp_printf ("diff: 0x%08x\n", diff);
+      tfp_printf ("Byte2: Error!\n");
+    }
+
+    // Cheching Byte3
+    actual_Byte3 = (uint8_t)( (actual_word >> 24 ) & 0x000000FF);
+    golden_Byte3 = (uint8_t)( (golden_word >> 24 ) & 0x000000FF);
+
+    diff = (actual_Byte3 > golden_Byte3) ? (actual_Byte3 - golden_Byte3) : 0;
+    diff = (actual_Byte3 < golden_Byte3) ? (golden_Byte3 - actual_Byte3) : 0;
+
+    if (diff > ERR) {
+      error = 1;
+      tfp_printf ("diff: 0x%08x\n", diff);
+      tfp_printf ("Byte3: Error!\n");
+    }
+    
+    errors += error;
+
+    #ifdef DEBUG
+      tfp_printf("  Golden: 0x%08x; Actual: 0x%08x,\n", golden_word, actual_word);
+    #endif
+
+    #ifdef VERBOSE
+      if(error) {
+        if(errors==1) tfp_printf("  golden     <- actual     @ address    @ index\n");
+        tfp_printf("  0x%08x <- 0x%08x @ 0x%08x @ 0x%08x\n", golden_word, actual_word, (actual_z+i), i*4);
+      }
+    #endif
+  }
+  return errors;
+}
+
+#endif
diff --git a/astral/redmule/inc/golden.h b/astral/redmule/inc/golden.h
new file mode 100644
index 0000000..f664e47
--- /dev/null
+++ b/astral/redmule/inc/golden.h
@@ -0,0 +1,387 @@
+ /* Header file generated by RedMulE Golden Model */
+uint32_t golden [384] = {
+0x48974845,
+0x48384608,
+0x487b4855,
+0x48804869,
+0x48b046d1,
+0x483f48db,
+0x485f48c9,
+0x483a4881,
+0x472c484b,
+0x492b4762,
+0x48fd4822,
+0x492e488e,
+0x484f483e,
+0x46d749e8,
+0x489d484b,
+0x47e9490b,
+0x47d2484f,
+0x474744be,
+0x46c047c7,
+0x48af4727,
+0x482d46c5,
+0x482e483d,
+0x479f4897,
+0x4749488b,
+0x46a8489a,
+0x488b46f2,
+0x47e84891,
+0x483d4872,
+0x46fd4716,
+0x46a049b5,
+0x47a446e7,
+0x476748a1,
+0x49354939,
+0x48c14703,
+0x48bd4863,
+0x48cf4913,
+0x48b848b6,
+0x49204946,
+0x48e1495e,
+0x48b24938,
+0x4882493a,
+0x49d5483b,
+0x49724911,
+0x49df496b,
+0x488848f2,
+0x48214a46,
+0x490c48c1,
+0x48a349b2,
+0x47b0463a,
+0x476244cb,
+0x46b94765,
+0x4814466a,
+0x47964631,
+0x474b4666,
+0x47044798,
+0x47614838,
+0x459047d3,
+0x48a245ea,
+0x484447f1,
+0x4776484b,
+0x46d847d6,
+0x44d348f3,
+0x478d46fa,
+0x466e481e,
+0x481e4827,
+0x479445a2,
+0x48064727,
+0x48d5475d,
+0x48284708,
+0x480d4862,
+0x48324895,
+0x47f148bd,
+0x46a7482a,
+0x492d47b1,
+0x4884484d,
+0x485f48dc,
+0x480c476d,
+0x46d348e9,
+0x48844728,
+0x480e48a0,
+0x48134862,
+0x485a4675,
+0x473847e8,
+0x48234836,
+0x482146e7,
+0x47b34822,
+0x48554846,
+0x47174863,
+0x47c14872,
+0x488e46d5,
+0x485f47e2,
+0x48b8487c,
+0x4788481e,
+0x467748bd,
+0x47f846c9,
+0x47fc48fe,
+0x47b247a0,
+0x467e4588,
+0x46c74662,
+0x481246e8,
+0x474e4536,
+0x468f46c0,
+0x4679481f,
+0x46e246a1,
+0x45604809,
+0x47eb4630,
+0x475746b5,
+0x477f4848,
+0x46d846a6,
+0x459a4870,
+0x46784670,
+0x468c47d2,
+0x48c44762,
+0x479146e3,
+0x486d46b1,
+0x486747d0,
+0x47f6468d,
+0x475648a5,
+0x48544857,
+0x48384866,
+0x46ec484d,
+0x48f647d2,
+0x4879484a,
+0x483c4848,
+0x4806471d,
+0x473048fa,
+0x47b84768,
+0x46f94865,
+0x491848a8,
+0x486746ca,
+0x48624800,
+0x491048d3,
+0x4849474e,
+0x486b48eb,
+0x48c54966,
+0x483048f4,
+0x477848f9,
+0x499e481e,
+0x48f148cf,
+0x49234982,
+0x47cf487c,
+0x464949ea,
+0x495e4773,
+0x483f48b2,
+0x497548a7,
+0x481e4616,
+0x4866481f,
+0x486448b6,
+0x487347dc,
+0x487f485c,
+0x491f4938,
+0x48b6490d,
+0x48a148f8,
+0x492d4859,
+0x4915489c,
+0x48874899,
+0x4859486c,
+0x471e49ca,
+0x49184867,
+0x482748d3,
+0x4998488b,
+0x481d4704,
+0x488048b8,
+0x49444876,
+0x48f2470c,
+0x489b48b9,
+0x48e54956,
+0x48a548d6,
+0x485648dc,
+0x49ab484e,
+0x490e48e0,
+0x494548dd,
+0x48dd488b,
+0x47ea4a32,
+0x49114835,
+0x48194965,
+0x481e460e,
+0x4673452c,
+0x4717475c,
+0x46d046f6,
+0x46bc4696,
+0x481e4726,
+0x46ea4763,
+0x475846fe,
+0x4627478b,
+0x483f4704,
+0x47b146ad,
+0x48164792,
+0x468446f2,
+0x45a84827,
+0x47a4472f,
+0x462b4797,
+0x48ab483f,
+0x4863468f,
+0x4766485a,
+0x48cb481d,
+0x490347dc,
+0x483048fc,
+0x483e48cc,
+0x486448ab,
+0x47634966,
+0x499d4794,
+0x488b488e,
+0x496048dc,
+0x484c4854,
+0x474c499c,
+0x48bc4826,
+0x48834949,
+0x4905489d,
+0x481e4718,
+0x48f448e3,
+0x490448c1,
+0x48b347e8,
+0x48d44892,
+0x489448ff,
+0x488648d5,
+0x480348fa,
+0x492e47d2,
+0x48b24870,
+0x492b48e5,
+0x4785487b,
+0x471d49e3,
+0x48bf4837,
+0x48c4489b,
+0x4871475c,
+0x4811464a,
+0x471c47af,
+0x48174817,
+0x484e463b,
+0x464f477f,
+0x487c4704,
+0x472547a3,
+0x462a4853,
+0x4860465a,
+0x48804736,
+0x482b47e1,
+0x46c04811,
+0x475d48dc,
+0x48064668,
+0x46f44893,
+0x49594858,
+0x487b463d,
+0x484e480f,
+0x48a648c0,
+0x48944847,
+0x484a48a0,
+0x48f4491e,
+0x48b548fc,
+0x47d248ce,
+0x497f47db,
+0x49394955,
+0x48ce48a7,
+0x48844890,
+0x476349d6,
+0x4922486e,
+0x48c348f4,
+0x491c47ec,
+0x47834698,
+0x47544715,
+0x47524745,
+0x4832472f,
+0x48094817,
+0x48c347f8,
+0x480047e6,
+0x473048b6,
+0x48cb480a,
+0x488e479e,
+0x488e47c2,
+0x47ee472f,
+0x4744489d,
+0x48514755,
+0x47d34846,
+0x48a04838,
+0x47624634,
+0x48064786,
+0x482d47e3,
+0x486c4726,
+0x480347b7,
+0x481448ac,
+0x483948e0,
+0x47504827,
+0x48c546f2,
+0x4886483f,
+0x485648ad,
+0x47a947e8,
+0x47434937,
+0x481f46d0,
+0x4804484c,
+0x481f47fd,
+0x4813456d,
+0x4807474d,
+0x480e4688,
+0x481046e8,
+0x4799469f,
+0x478f4853,
+0x482447f2,
+0x471f47d0,
+0x485f46da,
+0x481c4813,
+0x4863482e,
+0x480b4786,
+0x46b848c9,
+0x46e2475a,
+0x46c54852,
+0x480245af,
+0x46c24466,
+0x4743465d,
+0x47ba46b7,
+0x46c34636,
+0x47844677,
+0x47c2485a,
+0x46ac46dc,
+0x460e47de,
+0x4834465f,
+0x476947f4,
+0x481046fc,
+0x45ea45fd,
+0x45b548d0,
+0x47834704,
+0x46c44830,
+0x47c74759,
+0x45b0453d,
+0x47024741,
+0x47934736,
+0x47ba461b,
+0x46dd470b,
+0x470b4657,
+0x4710470d,
+0x468f486c,
+0x46ba45c3,
+0x483b479d,
+0x477446c9,
+0x46a746a9,
+0x46064833,
+0x46a94690,
+0x46a746f5,
+0x48bb47ac,
+0x4803452c,
+0x4824470f,
+0x48cb47d5,
+0x484a4707,
+0x47974832,
+0x482c4851,
+0x4877487a,
+0x465d4891,
+0x48ce47f4,
+0x48994898,
+0x486a484e,
+0x47f047ac,
+0x4611493e,
+0x489e47e2,
+0x46af488c,
+0x48364665,
+0x46b645e4,
+0x46b946a1,
+0x46dd46c8,
+0x474b4658,
+0x4777467b,
+0x47984769,
+0x475e4785,
+0x4656472a,
+0x488145fb,
+0x472d46fc,
+0x47a3476e,
+0x46ca465d,
+0x45004855,
+0x479a464f,
+0x473846c3,
+0x486c481e,
+0x48014659,
+0x477a4756,
+0x487b47d5,
+0x48084706,
+0x4838484f,
+0x48634870,
+0x480648d3,
+0x47714865,
+0x494c46be,
+0x484c4915,
+0x48624900,
+0x46e8481a,
+0x46a04974,
+0x483d4775,
+0x480e487c,
+};
\ No newline at end of file
diff --git a/astral/redmule/inc/tensor_dim.h b/astral/redmule/inc/tensor_dim.h
new file mode 100644
index 0000000..21bd0d8
--- /dev/null
+++ b/astral/redmule/inc/tensor_dim.h
@@ -0,0 +1,13 @@
+ /* Header file generated by RedMulE Golden Model */
+#ifndef __TENSOR_DIM__
+#define __TENSOR_DIM__
+
+#define M_SIZE  24 
+#define N_SIZE  32 
+#define K_SIZE  32
+#define SRC_FMT FP16
+#define DST_FMT FP16
+#define FPFORMAT 16
+uint8_t gemm_ops = GEMM; 
+
+#endif
diff --git a/astral/redmule/inc/w_2D.h b/astral/redmule/inc/w_2D.h
new file mode 100644
index 0000000..9409c64
--- /dev/null
+++ b/astral/redmule/inc/w_2D.h
@@ -0,0 +1,35 @@
+ /* Header file generated by RedMulE Golden Model */
+uint16_t w_inp_2D [32][32] = {
+0x311a, 0x39e0, 0x387d, 0x3a4a, 0x386f, 0x3ada, 0x392f, 0x3854, 0x3014, 0x2fd2, 0x31c9, 0x2fca, 0x2e55, 0x3bc8, 0x396d, 0x3b1d, 0x39f6, 0x333a, 0x3908, 0x3628, 0x3bab, 0x3b8b, 0x3b4a, 0x322d, 0x3925, 0x317a, 0x3725, 0x31c2, 0x3066, 0x38f3, 0x3a17, 0x3476, 
+0x3bda, 0x3196, 0x3922, 0x3680, 0x396a, 0x3021, 0x3761, 0x374d, 0x2fc2, 0x3967, 0x3b94, 0x33b5, 0x3797, 0x34d6, 0x3655, 0x2176, 0x39bc, 0x3999, 0x3658, 0x3904, 0x3759, 0x2ade, 0x3a5a, 0x3b78, 0x36c7, 0x2d01, 0x3b58, 0x2d9a, 0x373d, 0x3952, 0x38e8, 0x3887, 
+0x37b6, 0x3a88, 0x2f8a, 0x2d79, 0x3413, 0x3421, 0x3976, 0x32b2, 0x3446, 0x2d99, 0x3a56, 0x3322, 0x3b49, 0x39fa, 0x3acd, 0x3af6, 0x304c, 0x3abb, 0x3a83, 0x38b2, 0x3ab9, 0x363e, 0x389f, 0x31bb, 0x38e1, 0x3bc4, 0x3b9b, 0x2984, 0x3a43, 0x3b2f, 0x35d6, 0x3bda, 
+0x2df3, 0x3bf8, 0x2acc, 0x378b, 0x3555, 0x2e59, 0x31d4, 0x34ec, 0x3a46, 0x3bab, 0x3214, 0x3161, 0x3470, 0x3a03, 0x368e, 0x31ad, 0x27cb, 0x2ecb, 0x3422, 0x39f7, 0x3644, 0x3a77, 0x313f, 0x34f2, 0x39b3, 0x3bf2, 0x379a, 0x3456, 0x35fe, 0x3ae7, 0x3964, 0x385f, 
+0x3b16, 0x3999, 0x3833, 0x2eda, 0x3afd, 0x3a4a, 0x3ba2, 0x2bd4, 0x3b38, 0x31a2, 0x32dd, 0x353c, 0x366f, 0x375e, 0x3821, 0x367a, 0x3b44, 0x39e6, 0x3787, 0x339e, 0x39d7, 0x38c6, 0x37d5, 0x342f, 0x3984, 0x319b, 0x33b5, 0x35ab, 0x398a, 0x374e, 0x36b6, 0x3b21, 
+0x3bbb, 0x2ab3, 0x2ad5, 0x33bc, 0x2bef, 0x3780, 0x3738, 0x3a0b, 0x3b09, 0x30ca, 0x384e, 0x3ab3, 0x39bd, 0x3453, 0x3a6d, 0x3957, 0x2c10, 0x30e9, 0x35d4, 0x3aef, 0x3be9, 0x39ad, 0x3a74, 0x3af9, 0x3739, 0x2d4d, 0x39fe, 0x3b72, 0x2c57, 0x398c, 0x381f, 0x3930, 
+0x3820, 0x321b, 0x3964, 0x2964, 0x33a0, 0x2d00, 0x2490, 0x336b, 0x3465, 0x3b2e, 0x3aa0, 0x371f, 0x300e, 0x3a09, 0x3bf1, 0x25cc, 0x3b6f, 0x3384, 0x3a88, 0x3acb, 0x3814, 0x36d0, 0x3081, 0x3a2c, 0x3353, 0x39cb, 0x31ed, 0x3af6, 0x3721, 0x36c7, 0x2ce2, 0x390d, 
+0x3698, 0x3ab2, 0x3b3e, 0x2eb4, 0x3998, 0x39e3, 0x3a77, 0x3632, 0x2c12, 0x3bd5, 0x3ba3, 0x3bba, 0x323c, 0x367b, 0x3557, 0x39c8, 0x37db, 0x3b45, 0x3b6e, 0x3931, 0x3121, 0x3a8d, 0x3a55, 0x3b9b, 0x358a, 0x3925, 0x3491, 0x3912, 0x3b6b, 0x3584, 0x32df, 0x3120, 
+0x32b2, 0x3b0a, 0x2cad, 0x3465, 0x3ad3, 0x3bcd, 0x363b, 0x3afe, 0x354b, 0x3374, 0x39af, 0x3b7f, 0x308c, 0x2e72, 0x3380, 0x3b70, 0x3902, 0x38d8, 0x39f3, 0x3a4b, 0x3853, 0x397b, 0x2ebe, 0x387f, 0x2845, 0x37e2, 0x360f, 0x370b, 0x3acb, 0x35d4, 0x36e6, 0x3262, 
+0x2e88, 0x3a54, 0x2ee3, 0x3575, 0x3afe, 0x2aee, 0x39a0, 0x3aae, 0x3693, 0x3432, 0x3834, 0x3b9b, 0x3bcb, 0x2e3a, 0x356d, 0x374e, 0x3924, 0x383c, 0x311e, 0x3ac5, 0x352d, 0x311e, 0x38ca, 0x34d4, 0x36ca, 0x34ed, 0x3a13, 0x33eb, 0x3639, 0x3828, 0x3b3c, 0x3939, 
+0x3837, 0x3521, 0x2cb5, 0x3629, 0x3924, 0x384c, 0x366a, 0x3bbf, 0x2e9e, 0x3ba8, 0x33ad, 0x38c8, 0x3934, 0x3907, 0x249a, 0x3690, 0x3a09, 0x3215, 0x3898, 0x325d, 0x37d5, 0x3195, 0x361c, 0x3ae4, 0x351f, 0x3452, 0x3bc0, 0x375c, 0x39bf, 0x317a, 0x3aae, 0x283a, 
+0x3476, 0x3b92, 0x3472, 0x383e, 0x280f, 0x39d6, 0x2fd1, 0x31f4, 0x2ffb, 0x3b97, 0x3692, 0x36c0, 0x3989, 0x33cf, 0x3ba6, 0x3239, 0x35d7, 0x33ab, 0x31eb, 0x3b47, 0x389b, 0x3b88, 0x3580, 0x354c, 0x3802, 0x3b9a, 0x3b94, 0x2a92, 0x2db1, 0x38bd, 0x2dfb, 0x3900, 
+0x344f, 0x3739, 0x27a5, 0x3b2e, 0x342b, 0x34bb, 0x30c8, 0x3ae8, 0x3b26, 0x3982, 0x38c0, 0x3408, 0x38c8, 0x36ef, 0x3bf0, 0x3acf, 0x3a3c, 0x3825, 0x31a5, 0x3ada, 0x3b5b, 0x37db, 0x3a01, 0x3663, 0x3a7d, 0x327b, 0x3a1f, 0x3862, 0x38af, 0x3204, 0x372e, 0x3b19, 
+0x3708, 0x3622, 0x2e62, 0x39ab, 0x2d4d, 0x31b4, 0x3552, 0x3bbc, 0x36f2, 0x36eb, 0x38ef, 0x3755, 0x3bbe, 0x2c17, 0x3815, 0x2f53, 0x363f, 0x38c1, 0x3246, 0x386b, 0x34de, 0x34e4, 0x3baa, 0x349e, 0x32ce, 0x3a68, 0x373f, 0x2cce, 0x3b36, 0x28ba, 0x3b50, 0x3232, 
+0x1f34, 0x3928, 0x35cd, 0x3b38, 0x30ce, 0x35a1, 0x3a06, 0x3a32, 0x3a53, 0x3489, 0x3241, 0x372f, 0x390c, 0x3a1b, 0x378a, 0x3713, 0x3769, 0x37a8, 0x3418, 0x3ad4, 0x3a4e, 0x3bf7, 0x37a5, 0x34dc, 0x39b2, 0x351b, 0x3372, 0x349f, 0x2f50, 0x3ab1, 0x3795, 0x2db7, 
+0x3864, 0x3157, 0x3900, 0x323e, 0x389e, 0x3880, 0x3b1f, 0x37a1, 0x396c, 0x2e43, 0x2c2a, 0x3b78, 0x3988, 0x3a14, 0x39c1, 0x3b51, 0x3780, 0x3bf2, 0x2d19, 0x3815, 0x3a5f, 0x3641, 0x2f62, 0x37d5, 0x3564, 0x139a, 0x3ab8, 0x28f7, 0x3785, 0x34e1, 0x3097, 0x3768, 
+0x3971, 0x3ae2, 0x32ae, 0x2fd5, 0x382a, 0x346c, 0x3133, 0x3167, 0x3940, 0x2d12, 0x389a, 0x3bd0, 0x3943, 0x391c, 0x3a75, 0x2a11, 0x391e, 0x372d, 0x3a79, 0x3b72, 0x3373, 0x39b7, 0x35d7, 0x372b, 0x3a6d, 0x38a1, 0x3279, 0x3434, 0x3694, 0x3b45, 0x3abb, 0x392d, 
+0x34a8, 0x3757, 0x32ca, 0x345d, 0x36a5, 0x3854, 0x2dcd, 0x30af, 0x38dd, 0x3067, 0x3411, 0x3997, 0x397a, 0x3a64, 0x38b8, 0x3962, 0x3509, 0x3bb6, 0x3a66, 0x339f, 0x372a, 0x31a8, 0x37da, 0x36ff, 0x33c6, 0x31da, 0x3977, 0x3b72, 0x3841, 0x3567, 0x3433, 0x33b8, 
+0x39fe, 0x3a10, 0x3bf2, 0x35e7, 0x3a4a, 0x3b3e, 0x2ec7, 0x3aa4, 0x3846, 0x3af9, 0x38a9, 0x2c1f, 0x39ab, 0x349f, 0x31d6, 0x39ae, 0x3b79, 0x352d, 0x3516, 0x347c, 0x2f33, 0x35ad, 0x31c4, 0x3b52, 0x354b, 0x3786, 0x3ab7, 0x3896, 0x34ac, 0x352f, 0x37e6, 0x326a, 
+0x2e44, 0x34c7, 0x388d, 0x3bf4, 0x363f, 0x3b3d, 0x33b1, 0x3b8b, 0x3340, 0x37f7, 0x3b07, 0x25bf, 0x398e, 0x3505, 0x3bd7, 0x366d, 0x388a, 0x2cc0, 0x359a, 0x3b9a, 0x3b99, 0x379d, 0x3b6b, 0x39b8, 0x3223, 0x2703, 0x3ba9, 0x2ecb, 0x3759, 0x39d8, 0x37ac, 0x32cf, 
+0x35f2, 0x38a3, 0x399e, 0x3bd2, 0x3780, 0x3af3, 0x3b5e, 0x337b, 0x3a08, 0x35da, 0x3446, 0x3b25, 0x3ad0, 0x3bee, 0x3141, 0x32d8, 0x34ce, 0x2ac9, 0x3800, 0x3a8a, 0x2d53, 0x368a, 0x3561, 0x3998, 0x35a3, 0x3677, 0x3ab2, 0x3269, 0x3236, 0x3b3e, 0x3aba, 0x3bac, 
+0x395d, 0x3820, 0x1df6, 0x3bb5, 0x35b5, 0x3675, 0x3b74, 0x360f, 0x34de, 0x3a0c, 0x3aeb, 0x299d, 0x3207, 0x3bd8, 0x2178, 0x3995, 0x3948, 0x3908, 0x3843, 0x2ea5, 0x3045, 0x3989, 0x345d, 0x39c5, 0x3a89, 0x3863, 0x3be0, 0x397a, 0x38f1, 0x39e2, 0x3b08, 0x352e, 
+0x385f, 0x28f2, 0x3bc3, 0x35e0, 0x380c, 0x3b9c, 0x3afc, 0x390a, 0x3689, 0x34fd, 0x2cf5, 0x308e, 0x342b, 0x3921, 0x3a67, 0x3ad6, 0x2986, 0x32fc, 0x35aa, 0x3507, 0x3608, 0x33fd, 0x3bf3, 0x39e2, 0x3b0f, 0x30b7, 0x3896, 0x3ae4, 0x2145, 0x35b6, 0x2e1d, 0x3ad1, 
+0x333d, 0x3afb, 0x2703, 0x3413, 0x1d7d, 0x3b7f, 0x3ae1, 0x303c, 0x3004, 0x39d3, 0x3554, 0x31a4, 0x354e, 0x3662, 0x39c5, 0x2eb7, 0x2c6e, 0x397f, 0x31d8, 0x1f0c, 0x38e3, 0x35f0, 0x2714, 0x28d1, 0x375e, 0x3a75, 0x3830, 0x3578, 0x397d, 0x3b18, 0x383c, 0x3498, 
+0x39ad, 0x3598, 0x23c4, 0x34ea, 0x3a61, 0x2b00, 0x3707, 0x3ae1, 0x37ae, 0x389d, 0x37fa, 0x3673, 0x3278, 0xf3e, 0x3809, 0x33c6, 0x3bf5, 0x3279, 0x3816, 0x360c, 0x39c8, 0x381f, 0x3741, 0x2d66, 0x38c0, 0x37d3, 0x377a, 0x3621, 0x2faf, 0x392e, 0x2de6, 0x33c5, 
+0x3803, 0x2600, 0x32e9, 0x39b4, 0x38d2, 0x34e8, 0x2fe6, 0x3199, 0x3643, 0x3a77, 0x27cc, 0x39d7, 0x34c6, 0x2ea8, 0x364e, 0x3b07, 0x31c7, 0x30a1, 0x31b1, 0x3b8f, 0x3571, 0x3b75, 0x3989, 0x3805, 0x39fb, 0x3945, 0x352b, 0x31d8, 0x3904, 0x3440, 0x3a57, 0x2cf7, 
+0x3b39, 0x2fcd, 0x2b89, 0x2edd, 0x3682, 0x36a9, 0x32c8, 0x37ac, 0x32a5, 0x3311, 0x394b, 0x3b84, 0x3aec, 0x3601, 0x2765, 0x3b69, 0x396b, 0x3727, 0x3bfe, 0x3907, 0x376f, 0x3674, 0x3973, 0x3671, 0x3491, 0x3993, 0x383f, 0x3335, 0x3989, 0x3550, 0x3077, 0x35f5, 
+0x3a59, 0x3950, 0x380c, 0x37cd, 0x30bf, 0x3607, 0x3afa, 0x3b5d, 0x32b9, 0x386b, 0x35bd, 0x3aca, 0x3ba5, 0x3b2d, 0x3b19, 0x3b8b, 0x345e, 0x2845, 0x34aa, 0x372a, 0x3448, 0x34f5, 0x3ae2, 0x3637, 0x2cb5, 0x354b, 0x3b15, 0x2ca8, 0x2641, 0x3178, 0x2cfe, 0x39b4, 
+0x3bdd, 0x3acb, 0x3a05, 0x38a2, 0x3b4a, 0x34e5, 0x395f, 0x394b, 0x34c4, 0x3aa5, 0x29bb, 0x2d96, 0x339d, 0x387c, 0x382e, 0x385a, 0x396b, 0x3aa9, 0x2f1e, 0x33a7, 0x3b90, 0x3b7b, 0x3b5f, 0x39d3, 0x3b18, 0x354f, 0x2cdb, 0x3a6f, 0x3434, 0x34ff, 0x3a5b, 0x3b84, 
+0x3a33, 0x384b, 0x2e67, 0x3b85, 0x3853, 0x380c, 0x346a, 0x3aaa, 0x3492, 0x33e8, 0x3bf2, 0x38ae, 0x3a29, 0x3830, 0x3221, 0x35b1, 0x3a48, 0x2c68, 0x2ced, 0x3a7e, 0x3539, 0x3922, 0x374c, 0x3aaa, 0x2dae, 0x395d, 0x3b3d, 0x3890, 0x2cfe, 0x2dd6, 0x3bad, 0x33c5, 
+0x2c07, 0x3a2c, 0x37a8, 0x390f, 0x2fc8, 0x35ae, 0x388c, 0x30ee, 0x3674, 0x391d, 0x3bfc, 0x36bf, 0x322d, 0x3a78, 0x35c0, 0x3492, 0x3ac8, 0x3504, 0x3315, 0x381d, 0x3a7a, 0x3a08, 0x343c, 0x3bda, 0x341b, 0x39f0, 0x3b9e, 0x395d, 0x3c00, 0x38ab, 0x3bcf, 0x3564, 
+0x33c4, 0x3b0d, 0x3623, 0x33b9, 0x3b92, 0x1e71, 0x2c57, 0x36d0, 0x314b, 0x3a16, 0x3372, 0x341b, 0x3aaa, 0x3444, 0x396b, 0x2dd7, 0x3b30, 0x3559, 0x3b5b, 0x3a29, 0x2d19, 0x38b7, 0x3b01, 0x3afa, 0x398a, 0x3839, 0x3ac9, 0x2e31, 0x3924, 0x39f2, 0x3a7f, 0x3285 
+};
\ No newline at end of file
diff --git a/astral/redmule/inc/w_input.h b/astral/redmule/inc/w_input.h
new file mode 100644
index 0000000..dc4d3be
--- /dev/null
+++ b/astral/redmule/inc/w_input.h
@@ -0,0 +1,35 @@
+ /* Header file generated by RedMulE Golden Model */
+uint16_t w_inp [1024] = {
+0x311a, 0x39e0, 0x387d, 0x3a4a, 0x386f, 0x3ada, 0x392f, 0x3854, 0x3014, 0x2fd2, 0x31c9, 0x2fca, 0x2e55, 0x3bc8, 0x396d, 0x3b1d, 0x39f6, 0x333a, 0x3908, 0x3628, 0x3bab, 0x3b8b, 0x3b4a, 0x322d, 0x3925, 0x317a, 0x3725, 0x31c2, 0x3066, 0x38f3, 0x3a17, 0x3476, 
+0x3bda, 0x3196, 0x3922, 0x3680, 0x396a, 0x3021, 0x3761, 0x374d, 0x2fc2, 0x3967, 0x3b94, 0x33b5, 0x3797, 0x34d6, 0x3655, 0x2176, 0x39bc, 0x3999, 0x3658, 0x3904, 0x3759, 0x2ade, 0x3a5a, 0x3b78, 0x36c7, 0x2d01, 0x3b58, 0x2d9a, 0x373d, 0x3952, 0x38e8, 0x3887, 
+0x37b6, 0x3a88, 0x2f8a, 0x2d79, 0x3413, 0x3421, 0x3976, 0x32b2, 0x3446, 0x2d99, 0x3a56, 0x3322, 0x3b49, 0x39fa, 0x3acd, 0x3af6, 0x304c, 0x3abb, 0x3a83, 0x38b2, 0x3ab9, 0x363e, 0x389f, 0x31bb, 0x38e1, 0x3bc4, 0x3b9b, 0x2984, 0x3a43, 0x3b2f, 0x35d6, 0x3bda, 
+0x2df3, 0x3bf8, 0x2acc, 0x378b, 0x3555, 0x2e59, 0x31d4, 0x34ec, 0x3a46, 0x3bab, 0x3214, 0x3161, 0x3470, 0x3a03, 0x368e, 0x31ad, 0x27cb, 0x2ecb, 0x3422, 0x39f7, 0x3644, 0x3a77, 0x313f, 0x34f2, 0x39b3, 0x3bf2, 0x379a, 0x3456, 0x35fe, 0x3ae7, 0x3964, 0x385f, 
+0x3b16, 0x3999, 0x3833, 0x2eda, 0x3afd, 0x3a4a, 0x3ba2, 0x2bd4, 0x3b38, 0x31a2, 0x32dd, 0x353c, 0x366f, 0x375e, 0x3821, 0x367a, 0x3b44, 0x39e6, 0x3787, 0x339e, 0x39d7, 0x38c6, 0x37d5, 0x342f, 0x3984, 0x319b, 0x33b5, 0x35ab, 0x398a, 0x374e, 0x36b6, 0x3b21, 
+0x3bbb, 0x2ab3, 0x2ad5, 0x33bc, 0x2bef, 0x3780, 0x3738, 0x3a0b, 0x3b09, 0x30ca, 0x384e, 0x3ab3, 0x39bd, 0x3453, 0x3a6d, 0x3957, 0x2c10, 0x30e9, 0x35d4, 0x3aef, 0x3be9, 0x39ad, 0x3a74, 0x3af9, 0x3739, 0x2d4d, 0x39fe, 0x3b72, 0x2c57, 0x398c, 0x381f, 0x3930, 
+0x3820, 0x321b, 0x3964, 0x2964, 0x33a0, 0x2d00, 0x2490, 0x336b, 0x3465, 0x3b2e, 0x3aa0, 0x371f, 0x300e, 0x3a09, 0x3bf1, 0x25cc, 0x3b6f, 0x3384, 0x3a88, 0x3acb, 0x3814, 0x36d0, 0x3081, 0x3a2c, 0x3353, 0x39cb, 0x31ed, 0x3af6, 0x3721, 0x36c7, 0x2ce2, 0x390d, 
+0x3698, 0x3ab2, 0x3b3e, 0x2eb4, 0x3998, 0x39e3, 0x3a77, 0x3632, 0x2c12, 0x3bd5, 0x3ba3, 0x3bba, 0x323c, 0x367b, 0x3557, 0x39c8, 0x37db, 0x3b45, 0x3b6e, 0x3931, 0x3121, 0x3a8d, 0x3a55, 0x3b9b, 0x358a, 0x3925, 0x3491, 0x3912, 0x3b6b, 0x3584, 0x32df, 0x3120, 
+0x32b2, 0x3b0a, 0x2cad, 0x3465, 0x3ad3, 0x3bcd, 0x363b, 0x3afe, 0x354b, 0x3374, 0x39af, 0x3b7f, 0x308c, 0x2e72, 0x3380, 0x3b70, 0x3902, 0x38d8, 0x39f3, 0x3a4b, 0x3853, 0x397b, 0x2ebe, 0x387f, 0x2845, 0x37e2, 0x360f, 0x370b, 0x3acb, 0x35d4, 0x36e6, 0x3262, 
+0x2e88, 0x3a54, 0x2ee3, 0x3575, 0x3afe, 0x2aee, 0x39a0, 0x3aae, 0x3693, 0x3432, 0x3834, 0x3b9b, 0x3bcb, 0x2e3a, 0x356d, 0x374e, 0x3924, 0x383c, 0x311e, 0x3ac5, 0x352d, 0x311e, 0x38ca, 0x34d4, 0x36ca, 0x34ed, 0x3a13, 0x33eb, 0x3639, 0x3828, 0x3b3c, 0x3939, 
+0x3837, 0x3521, 0x2cb5, 0x3629, 0x3924, 0x384c, 0x366a, 0x3bbf, 0x2e9e, 0x3ba8, 0x33ad, 0x38c8, 0x3934, 0x3907, 0x249a, 0x3690, 0x3a09, 0x3215, 0x3898, 0x325d, 0x37d5, 0x3195, 0x361c, 0x3ae4, 0x351f, 0x3452, 0x3bc0, 0x375c, 0x39bf, 0x317a, 0x3aae, 0x283a, 
+0x3476, 0x3b92, 0x3472, 0x383e, 0x280f, 0x39d6, 0x2fd1, 0x31f4, 0x2ffb, 0x3b97, 0x3692, 0x36c0, 0x3989, 0x33cf, 0x3ba6, 0x3239, 0x35d7, 0x33ab, 0x31eb, 0x3b47, 0x389b, 0x3b88, 0x3580, 0x354c, 0x3802, 0x3b9a, 0x3b94, 0x2a92, 0x2db1, 0x38bd, 0x2dfb, 0x3900, 
+0x344f, 0x3739, 0x27a5, 0x3b2e, 0x342b, 0x34bb, 0x30c8, 0x3ae8, 0x3b26, 0x3982, 0x38c0, 0x3408, 0x38c8, 0x36ef, 0x3bf0, 0x3acf, 0x3a3c, 0x3825, 0x31a5, 0x3ada, 0x3b5b, 0x37db, 0x3a01, 0x3663, 0x3a7d, 0x327b, 0x3a1f, 0x3862, 0x38af, 0x3204, 0x372e, 0x3b19, 
+0x3708, 0x3622, 0x2e62, 0x39ab, 0x2d4d, 0x31b4, 0x3552, 0x3bbc, 0x36f2, 0x36eb, 0x38ef, 0x3755, 0x3bbe, 0x2c17, 0x3815, 0x2f53, 0x363f, 0x38c1, 0x3246, 0x386b, 0x34de, 0x34e4, 0x3baa, 0x349e, 0x32ce, 0x3a68, 0x373f, 0x2cce, 0x3b36, 0x28ba, 0x3b50, 0x3232, 
+0x1f34, 0x3928, 0x35cd, 0x3b38, 0x30ce, 0x35a1, 0x3a06, 0x3a32, 0x3a53, 0x3489, 0x3241, 0x372f, 0x390c, 0x3a1b, 0x378a, 0x3713, 0x3769, 0x37a8, 0x3418, 0x3ad4, 0x3a4e, 0x3bf7, 0x37a5, 0x34dc, 0x39b2, 0x351b, 0x3372, 0x349f, 0x2f50, 0x3ab1, 0x3795, 0x2db7, 
+0x3864, 0x3157, 0x3900, 0x323e, 0x389e, 0x3880, 0x3b1f, 0x37a1, 0x396c, 0x2e43, 0x2c2a, 0x3b78, 0x3988, 0x3a14, 0x39c1, 0x3b51, 0x3780, 0x3bf2, 0x2d19, 0x3815, 0x3a5f, 0x3641, 0x2f62, 0x37d5, 0x3564, 0x139a, 0x3ab8, 0x28f7, 0x3785, 0x34e1, 0x3097, 0x3768, 
+0x3971, 0x3ae2, 0x32ae, 0x2fd5, 0x382a, 0x346c, 0x3133, 0x3167, 0x3940, 0x2d12, 0x389a, 0x3bd0, 0x3943, 0x391c, 0x3a75, 0x2a11, 0x391e, 0x372d, 0x3a79, 0x3b72, 0x3373, 0x39b7, 0x35d7, 0x372b, 0x3a6d, 0x38a1, 0x3279, 0x3434, 0x3694, 0x3b45, 0x3abb, 0x392d, 
+0x34a8, 0x3757, 0x32ca, 0x345d, 0x36a5, 0x3854, 0x2dcd, 0x30af, 0x38dd, 0x3067, 0x3411, 0x3997, 0x397a, 0x3a64, 0x38b8, 0x3962, 0x3509, 0x3bb6, 0x3a66, 0x339f, 0x372a, 0x31a8, 0x37da, 0x36ff, 0x33c6, 0x31da, 0x3977, 0x3b72, 0x3841, 0x3567, 0x3433, 0x33b8, 
+0x39fe, 0x3a10, 0x3bf2, 0x35e7, 0x3a4a, 0x3b3e, 0x2ec7, 0x3aa4, 0x3846, 0x3af9, 0x38a9, 0x2c1f, 0x39ab, 0x349f, 0x31d6, 0x39ae, 0x3b79, 0x352d, 0x3516, 0x347c, 0x2f33, 0x35ad, 0x31c4, 0x3b52, 0x354b, 0x3786, 0x3ab7, 0x3896, 0x34ac, 0x352f, 0x37e6, 0x326a, 
+0x2e44, 0x34c7, 0x388d, 0x3bf4, 0x363f, 0x3b3d, 0x33b1, 0x3b8b, 0x3340, 0x37f7, 0x3b07, 0x25bf, 0x398e, 0x3505, 0x3bd7, 0x366d, 0x388a, 0x2cc0, 0x359a, 0x3b9a, 0x3b99, 0x379d, 0x3b6b, 0x39b8, 0x3223, 0x2703, 0x3ba9, 0x2ecb, 0x3759, 0x39d8, 0x37ac, 0x32cf, 
+0x35f2, 0x38a3, 0x399e, 0x3bd2, 0x3780, 0x3af3, 0x3b5e, 0x337b, 0x3a08, 0x35da, 0x3446, 0x3b25, 0x3ad0, 0x3bee, 0x3141, 0x32d8, 0x34ce, 0x2ac9, 0x3800, 0x3a8a, 0x2d53, 0x368a, 0x3561, 0x3998, 0x35a3, 0x3677, 0x3ab2, 0x3269, 0x3236, 0x3b3e, 0x3aba, 0x3bac, 
+0x395d, 0x3820, 0x1df6, 0x3bb5, 0x35b5, 0x3675, 0x3b74, 0x360f, 0x34de, 0x3a0c, 0x3aeb, 0x299d, 0x3207, 0x3bd8, 0x2178, 0x3995, 0x3948, 0x3908, 0x3843, 0x2ea5, 0x3045, 0x3989, 0x345d, 0x39c5, 0x3a89, 0x3863, 0x3be0, 0x397a, 0x38f1, 0x39e2, 0x3b08, 0x352e, 
+0x385f, 0x28f2, 0x3bc3, 0x35e0, 0x380c, 0x3b9c, 0x3afc, 0x390a, 0x3689, 0x34fd, 0x2cf5, 0x308e, 0x342b, 0x3921, 0x3a67, 0x3ad6, 0x2986, 0x32fc, 0x35aa, 0x3507, 0x3608, 0x33fd, 0x3bf3, 0x39e2, 0x3b0f, 0x30b7, 0x3896, 0x3ae4, 0x2145, 0x35b6, 0x2e1d, 0x3ad1, 
+0x333d, 0x3afb, 0x2703, 0x3413, 0x1d7d, 0x3b7f, 0x3ae1, 0x303c, 0x3004, 0x39d3, 0x3554, 0x31a4, 0x354e, 0x3662, 0x39c5, 0x2eb7, 0x2c6e, 0x397f, 0x31d8, 0x1f0c, 0x38e3, 0x35f0, 0x2714, 0x28d1, 0x375e, 0x3a75, 0x3830, 0x3578, 0x397d, 0x3b18, 0x383c, 0x3498, 
+0x39ad, 0x3598, 0x23c4, 0x34ea, 0x3a61, 0x2b00, 0x3707, 0x3ae1, 0x37ae, 0x389d, 0x37fa, 0x3673, 0x3278, 0xf3e, 0x3809, 0x33c6, 0x3bf5, 0x3279, 0x3816, 0x360c, 0x39c8, 0x381f, 0x3741, 0x2d66, 0x38c0, 0x37d3, 0x377a, 0x3621, 0x2faf, 0x392e, 0x2de6, 0x33c5, 
+0x3803, 0x2600, 0x32e9, 0x39b4, 0x38d2, 0x34e8, 0x2fe6, 0x3199, 0x3643, 0x3a77, 0x27cc, 0x39d7, 0x34c6, 0x2ea8, 0x364e, 0x3b07, 0x31c7, 0x30a1, 0x31b1, 0x3b8f, 0x3571, 0x3b75, 0x3989, 0x3805, 0x39fb, 0x3945, 0x352b, 0x31d8, 0x3904, 0x3440, 0x3a57, 0x2cf7, 
+0x3b39, 0x2fcd, 0x2b89, 0x2edd, 0x3682, 0x36a9, 0x32c8, 0x37ac, 0x32a5, 0x3311, 0x394b, 0x3b84, 0x3aec, 0x3601, 0x2765, 0x3b69, 0x396b, 0x3727, 0x3bfe, 0x3907, 0x376f, 0x3674, 0x3973, 0x3671, 0x3491, 0x3993, 0x383f, 0x3335, 0x3989, 0x3550, 0x3077, 0x35f5, 
+0x3a59, 0x3950, 0x380c, 0x37cd, 0x30bf, 0x3607, 0x3afa, 0x3b5d, 0x32b9, 0x386b, 0x35bd, 0x3aca, 0x3ba5, 0x3b2d, 0x3b19, 0x3b8b, 0x345e, 0x2845, 0x34aa, 0x372a, 0x3448, 0x34f5, 0x3ae2, 0x3637, 0x2cb5, 0x354b, 0x3b15, 0x2ca8, 0x2641, 0x3178, 0x2cfe, 0x39b4, 
+0x3bdd, 0x3acb, 0x3a05, 0x38a2, 0x3b4a, 0x34e5, 0x395f, 0x394b, 0x34c4, 0x3aa5, 0x29bb, 0x2d96, 0x339d, 0x387c, 0x382e, 0x385a, 0x396b, 0x3aa9, 0x2f1e, 0x33a7, 0x3b90, 0x3b7b, 0x3b5f, 0x39d3, 0x3b18, 0x354f, 0x2cdb, 0x3a6f, 0x3434, 0x34ff, 0x3a5b, 0x3b84, 
+0x3a33, 0x384b, 0x2e67, 0x3b85, 0x3853, 0x380c, 0x346a, 0x3aaa, 0x3492, 0x33e8, 0x3bf2, 0x38ae, 0x3a29, 0x3830, 0x3221, 0x35b1, 0x3a48, 0x2c68, 0x2ced, 0x3a7e, 0x3539, 0x3922, 0x374c, 0x3aaa, 0x2dae, 0x395d, 0x3b3d, 0x3890, 0x2cfe, 0x2dd6, 0x3bad, 0x33c5, 
+0x2c07, 0x3a2c, 0x37a8, 0x390f, 0x2fc8, 0x35ae, 0x388c, 0x30ee, 0x3674, 0x391d, 0x3bfc, 0x36bf, 0x322d, 0x3a78, 0x35c0, 0x3492, 0x3ac8, 0x3504, 0x3315, 0x381d, 0x3a7a, 0x3a08, 0x343c, 0x3bda, 0x341b, 0x39f0, 0x3b9e, 0x395d, 0x3c00, 0x38ab, 0x3bcf, 0x3564, 
+0x33c4, 0x3b0d, 0x3623, 0x33b9, 0x3b92, 0x1e71, 0x2c57, 0x36d0, 0x314b, 0x3a16, 0x3372, 0x341b, 0x3aaa, 0x3444, 0x396b, 0x2dd7, 0x3b30, 0x3559, 0x3b5b, 0x3a29, 0x2d19, 0x38b7, 0x3b01, 0x3afa, 0x398a, 0x3839, 0x3ac9, 0x2e31, 0x3924, 0x39f2, 0x3a7f, 0x3285 
+};
\ No newline at end of file
diff --git a/astral/redmule/inc/x_2D.h b/astral/redmule/inc/x_2D.h
new file mode 100644
index 0000000..0b589f8
--- /dev/null
+++ b/astral/redmule/inc/x_2D.h
@@ -0,0 +1,27 @@
+ /* Header file generated by RedMulE Golden Model */
+uint16_t x_inp_2D [24][32] = {
+0x2153, 0x3bb5, 0x3896, 0x365f, 0x2483, 0x3518, 0x2dd1, 0x3bca, 0x397b, 0x29b1, 0x3705, 0x36c8, 0x398b, 0x3661, 0x2f05, 0x365a, 0x3bf9, 0x34df, 0x363b, 0x38d9, 0x39c6, 0x3abb, 0x3952, 0x38f2, 0x392d, 0x3b3e, 0x2afb, 0x3a9d, 0x353b, 0x3b73, 0x3a01, 0x3679, 
+0x3934, 0x397d, 0x2904, 0x3822, 0x3462, 0x3b44, 0x39e9, 0x28be, 0x331e, 0x3a1d, 0x39e5, 0x34da, 0x3a19, 0x3906, 0x1d35, 0x3871, 0x31e7, 0x3b29, 0x325d, 0x3797, 0x2b2f, 0x38b4, 0x232f, 0x38aa, 0x3aca, 0x316f, 0x3811, 0x3950, 0x32ea, 0x3bc7, 0x382c, 0x38a2, 
+0x29ce, 0x3afa, 0x3a39, 0x2ccc, 0x39fd, 0x3b3d, 0x384a, 0x3a35, 0x3802, 0x366a, 0x37ec, 0x3598, 0x3bf8, 0x3a85, 0x3a1b, 0x386e, 0x3b4c, 0x39de, 0x38c2, 0x2f93, 0x3b4c, 0x39c4, 0x3b9e, 0x3844, 0x346d, 0x3bff, 0x32ce, 0x296d, 0x3130, 0x3b3d, 0x3b44, 0x369d, 
+0x3b13, 0x31ed, 0x330a, 0x3831, 0x34e7, 0x37b3, 0x331a, 0x3918, 0x32d3, 0x3995, 0x3991, 0x3919, 0x3a26, 0x385b, 0x2b76, 0x3a3b, 0x37f2, 0x26a7, 0x3225, 0x3b64, 0x28f0, 0x3456, 0x3822, 0x341e, 0x381a, 0x38d8, 0x2c11, 0x33be, 0x33ac, 0x353f, 0x3476, 0x3abc, 
+0x36ec, 0x3a1d, 0x39d3, 0x3821, 0x36ac, 0x3bce, 0x3ad2, 0x3616, 0x36a1, 0x2cb3, 0x38d2, 0x314f, 0x385c, 0x3b63, 0x3bb6, 0x2951, 0x372d, 0x2c42, 0x3823, 0x3883, 0x3872, 0x31ee, 0x36c5, 0x399a, 0x31b0, 0x3887, 0x3884, 0x3865, 0x3896, 0x36c3, 0x32e3, 0x346c, 
+0x3935, 0x3b50, 0x2b6d, 0x38cd, 0x388f, 0x3389, 0x395d, 0x31cd, 0x2efd, 0x3154, 0x2f35, 0x3444, 0x3293, 0x3b6b, 0x1bec, 0x3b69, 0x3bf3, 0x3611, 0x3508, 0x3742, 0x3a50, 0x3ab7, 0x3457, 0x38d3, 0x3344, 0x38e8, 0x33c0, 0x3668, 0x3bee, 0x3b21, 0x3727, 0x3121, 
+0x316c, 0x3288, 0x2d50, 0x2e74, 0x35d5, 0x37e2, 0x303d, 0x36af, 0x341f, 0x3436, 0x2df7, 0x399d, 0x30f4, 0x3aaf, 0x34e4, 0x2c2a, 0x3116, 0x34d3, 0x36ac, 0x35e3, 0x3760, 0x36e1, 0x3ad2, 0x3547, 0x38f4, 0x369c, 0x3ba9, 0x34f0, 0x3a39, 0x3b19, 0x36e6, 0x395d, 
+0x3be8, 0x3293, 0x3bfc, 0x3435, 0x2eb3, 0x3360, 0x3919, 0x3bed, 0x396a, 0x37fc, 0x3242, 0x384b, 0x38cb, 0x3b2c, 0x3b28, 0x28cf, 0x3828, 0x3855, 0x3ba9, 0x2fa7, 0x340b, 0x32f1, 0x3ada, 0x36fa, 0x31f5, 0x3436, 0x29d0, 0x33e6, 0x3232, 0x3bec, 0x3904, 0x2797, 
+0x3b81, 0x3bac, 0x38d2, 0x343d, 0x31af, 0x3b1e, 0x33fc, 0x3864, 0x3624, 0x3905, 0x2945, 0x3b52, 0x2d08, 0x3a17, 0x3b84, 0x3804, 0x3a24, 0x38a3, 0x3562, 0x3ae6, 0x3bba, 0x3a45, 0x3679, 0x31fa, 0x3994, 0x2c3d, 0x383f, 0x399d, 0x34f7, 0x360e, 0x35f3, 0x38f0, 
+0x38d4, 0x399a, 0x3a48, 0x3987, 0x3b54, 0x382c, 0x3210, 0x35ef, 0x36ca, 0x31b4, 0x3625, 0x371f, 0x37bd, 0x3680, 0x3a3a, 0x3ac0, 0x3bbf, 0x3bf5, 0x39f2, 0x29c2, 0x363e, 0x3a4e, 0x3596, 0x3b1b, 0x3459, 0x3669, 0x3aa1, 0x39c3, 0x3376, 0x390d, 0x2456, 0x39b5, 
+0x3a66, 0x3ad8, 0x3b51, 0x36aa, 0x32be, 0x3ac8, 0x392b, 0x3740, 0x3a48, 0x38f5, 0x3b2d, 0x3a5f, 0x2ff3, 0x366f, 0x39d3, 0x35e5, 0x3822, 0x38db, 0x3b8a, 0x34be, 0x2d33, 0x36dd, 0x3578, 0x3bdf, 0x2c7e, 0x39cf, 0x32ff, 0x35c9, 0x3970, 0x3bcb, 0x351e, 0x3956, 
+0x2c42, 0x3308, 0x377a, 0x361c, 0x39a0, 0x36c9, 0x2dcb, 0x3bf2, 0x3b5f, 0x33ee, 0x24c1, 0x2ce9, 0x3927, 0x305d, 0x3702, 0x3119, 0x35f9, 0x3855, 0x3374, 0x349b, 0x3bcf, 0x2dea, 0x34f0, 0x363f, 0x37da, 0x3a74, 0x35fc, 0x35fa, 0x316b, 0x3804, 0x37a7, 0x3986, 
+0x3073, 0x3aed, 0x31c7, 0x3844, 0x34a4, 0x387d, 0x3a20, 0x3037, 0x3a00, 0x3b70, 0x377f, 0x3686, 0x3b7e, 0x38b3, 0x32e3, 0x3323, 0x391e, 0x3228, 0x3930, 0x3997, 0x3a5e, 0x398b, 0x3512, 0x35b0, 0x365c, 0x325d, 0x3b61, 0x38b8, 0x39a4, 0x3423, 0x3bd7, 0x38af, 
+0x2d3d, 0x382d, 0x38ac, 0x26ca, 0x395e, 0x21a8, 0x3520, 0x386f, 0x3b95, 0x32c0, 0x3b84, 0x3a51, 0x3b4b, 0x31d2, 0x3747, 0x3b96, 0x3b40, 0x3535, 0x38d1, 0x3899, 0x3b00, 0x3827, 0x3ae3, 0x38c8, 0x3a07, 0x338d, 0x2e96, 0x3a46, 0x394a, 0x39de, 0x2951, 0x3a02, 
+0x3838, 0x2d45, 0x28c0, 0x3958, 0x3070, 0x2aa2, 0x3510, 0x38ce, 0x271c, 0x3440, 0x3954, 0x30bc, 0x3b35, 0x2f1d, 0x3afb, 0x2dae, 0x356f, 0x2e13, 0x3981, 0x326d, 0x3a28, 0x3a36, 0x3a95, 0x38cb, 0x38db, 0x3150, 0x2c9e, 0x34c5, 0x3adb, 0x3bdf, 0x38f2, 0x3994, 
+0x36f8, 0x31c0, 0x3a4f, 0x3825, 0x394b, 0x3a8b, 0x38ac, 0x3167, 0x2e2d, 0x3a93, 0x34f3, 0x37bd, 0x3b63, 0x2f2f, 0x3ae0, 0x3ad8, 0x34a8, 0x2e1c, 0x3890, 0x3705, 0x3b69, 0x3bc1, 0x28af, 0x3b36, 0x348b, 0x3111, 0x3a8d, 0x389c, 0x3916, 0x36dc, 0x3bae, 0x3874, 
+0x3593, 0x3638, 0x3018, 0x3a56, 0x38a3, 0x2ad4, 0x3a25, 0x38d7, 0x3864, 0x31c1, 0x28d1, 0x39c8, 0x37d6, 0x2c7f, 0x3ba5, 0x34b8, 0x3bef, 0x3b83, 0x3ab5, 0x3062, 0x38bc, 0x399c, 0x2ce4, 0x2f2c, 0x39bf, 0x2ed1, 0x385f, 0x37e0, 0x35ee, 0x397d, 0x3b0c, 0x3049, 
+0x39d5, 0x322e, 0x3936, 0x3747, 0x2e15, 0x3b41, 0x3874, 0x3bd0, 0x2c04, 0x3800, 0x375b, 0x3b2d, 0x38d8, 0x3a51, 0x3406, 0x38da, 0x38ba, 0x3497, 0x382e, 0x35fc, 0x39d4, 0x3775, 0x3b1e, 0x3813, 0x3649, 0x31af, 0x37bb, 0x334a, 0x3a6e, 0x3284, 0x26e0, 0x2e01, 
+0x2ebb, 0x344b, 0x3821, 0x381a, 0x385a, 0x2534, 0x3635, 0x2a92, 0x3b8c, 0x31f0, 0x3947, 0x3ac7, 0x3743, 0x3924, 0x39e4, 0x358f, 0x2b62, 0x392c, 0x3955, 0x3341, 0x3676, 0x38ac, 0x3957, 0x335b, 0x2ca2, 0x39ff, 0x37cb, 0x341f, 0x3ac9, 0x3b6c, 0x2f14, 0x34c3, 
+0x3018, 0x3169, 0x355b, 0x3624, 0x31ed, 0x379e, 0x3268, 0x309b, 0x35db, 0x3872, 0x3bdb, 0x34c7, 0x3408, 0x3359, 0x3920, 0x331f, 0x3866, 0x3af0, 0x2a1a, 0x39e0, 0x3b14, 0x34fa, 0x2d18, 0x3963, 0x35e8, 0x2539, 0x38f5, 0x37b3, 0x378f, 0x31b5, 0x3a6c, 0x3685, 
+0x3a06, 0x318a, 0x2934, 0x33c1, 0x3be8, 0x375b, 0x3860, 0x3543, 0x3702, 0x3951, 0x3677, 0x37ff, 0x2e27, 0x2e3a, 0x340f, 0x3817, 0x2f04, 0x357e, 0x3a1d, 0x2dd6, 0x252a, 0x3945, 0x162a, 0x3b19, 0x3a53, 0x35d2, 0x3a5d, 0x3474, 0x38e9, 0x374b, 0x387c, 0x1f1a, 
+0x38ac, 0x3291, 0x3393, 0x3b53, 0x3169, 0x3bca, 0x2f1a, 0x3551, 0x38a3, 0x28e3, 0x369d, 0x34a1, 0x38a8, 0x34c3, 0x3841, 0x390d, 0x3b13, 0x3282, 0x3a29, 0x3a78, 0x2df3, 0x3a37, 0x35f4, 0x35a6, 0x38e8, 0x3328, 0x3beb, 0x390b, 0x32dc, 0x34dc, 0x396d, 0x3a78, 
+0x39ba, 0x3a06, 0x2cdd, 0x3bc3, 0x2d43, 0x2992, 0x3663, 0x3a68, 0x2c3e, 0x394e, 0x2c9f, 0x380e, 0x37f5, 0x3557, 0x2873, 0x390f, 0x39e7, 0x3939, 0x3669, 0x385c, 0x3a68, 0x32c4, 0x2b04, 0x2d6d, 0x39d3, 0x3895, 0x331d, 0x3b59, 0x3463, 0x2b6a, 0x31de, 0x3296, 
+0x3aae, 0x3bcd, 0x345a, 0x3897, 0x374b, 0x3bd4, 0x38a2, 0x357f, 0x3402, 0x3a0c, 0x3507, 0x3865, 0x3a54, 0x3878, 0x3859, 0x383e, 0x32b5, 0x34ea, 0x328d, 0x38b6, 0x3464, 0x2f5b, 0x35ff, 0x3817, 0x2f24, 0x3533, 0x3b21, 0x37ba, 0x3837, 0x2e34, 0x3bad, 0x34bc 
+};
\ No newline at end of file
diff --git a/astral/redmule/inc/x_input.h b/astral/redmule/inc/x_input.h
new file mode 100644
index 0000000..1e38d23
--- /dev/null
+++ b/astral/redmule/inc/x_input.h
@@ -0,0 +1,27 @@
+ /* Header file generated by RedMulE Golden Model */
+uint16_t x_inp [768] = {
+0x2153, 0x3bb5, 0x3896, 0x365f, 0x2483, 0x3518, 0x2dd1, 0x3bca, 0x397b, 0x29b1, 0x3705, 0x36c8, 0x398b, 0x3661, 0x2f05, 0x365a, 0x3bf9, 0x34df, 0x363b, 0x38d9, 0x39c6, 0x3abb, 0x3952, 0x38f2, 0x392d, 0x3b3e, 0x2afb, 0x3a9d, 0x353b, 0x3b73, 0x3a01, 0x3679, 
+0x3934, 0x397d, 0x2904, 0x3822, 0x3462, 0x3b44, 0x39e9, 0x28be, 0x331e, 0x3a1d, 0x39e5, 0x34da, 0x3a19, 0x3906, 0x1d35, 0x3871, 0x31e7, 0x3b29, 0x325d, 0x3797, 0x2b2f, 0x38b4, 0x232f, 0x38aa, 0x3aca, 0x316f, 0x3811, 0x3950, 0x32ea, 0x3bc7, 0x382c, 0x38a2, 
+0x29ce, 0x3afa, 0x3a39, 0x2ccc, 0x39fd, 0x3b3d, 0x384a, 0x3a35, 0x3802, 0x366a, 0x37ec, 0x3598, 0x3bf8, 0x3a85, 0x3a1b, 0x386e, 0x3b4c, 0x39de, 0x38c2, 0x2f93, 0x3b4c, 0x39c4, 0x3b9e, 0x3844, 0x346d, 0x3bff, 0x32ce, 0x296d, 0x3130, 0x3b3d, 0x3b44, 0x369d, 
+0x3b13, 0x31ed, 0x330a, 0x3831, 0x34e7, 0x37b3, 0x331a, 0x3918, 0x32d3, 0x3995, 0x3991, 0x3919, 0x3a26, 0x385b, 0x2b76, 0x3a3b, 0x37f2, 0x26a7, 0x3225, 0x3b64, 0x28f0, 0x3456, 0x3822, 0x341e, 0x381a, 0x38d8, 0x2c11, 0x33be, 0x33ac, 0x353f, 0x3476, 0x3abc, 
+0x36ec, 0x3a1d, 0x39d3, 0x3821, 0x36ac, 0x3bce, 0x3ad2, 0x3616, 0x36a1, 0x2cb3, 0x38d2, 0x314f, 0x385c, 0x3b63, 0x3bb6, 0x2951, 0x372d, 0x2c42, 0x3823, 0x3883, 0x3872, 0x31ee, 0x36c5, 0x399a, 0x31b0, 0x3887, 0x3884, 0x3865, 0x3896, 0x36c3, 0x32e3, 0x346c, 
+0x3935, 0x3b50, 0x2b6d, 0x38cd, 0x388f, 0x3389, 0x395d, 0x31cd, 0x2efd, 0x3154, 0x2f35, 0x3444, 0x3293, 0x3b6b, 0x1bec, 0x3b69, 0x3bf3, 0x3611, 0x3508, 0x3742, 0x3a50, 0x3ab7, 0x3457, 0x38d3, 0x3344, 0x38e8, 0x33c0, 0x3668, 0x3bee, 0x3b21, 0x3727, 0x3121, 
+0x316c, 0x3288, 0x2d50, 0x2e74, 0x35d5, 0x37e2, 0x303d, 0x36af, 0x341f, 0x3436, 0x2df7, 0x399d, 0x30f4, 0x3aaf, 0x34e4, 0x2c2a, 0x3116, 0x34d3, 0x36ac, 0x35e3, 0x3760, 0x36e1, 0x3ad2, 0x3547, 0x38f4, 0x369c, 0x3ba9, 0x34f0, 0x3a39, 0x3b19, 0x36e6, 0x395d, 
+0x3be8, 0x3293, 0x3bfc, 0x3435, 0x2eb3, 0x3360, 0x3919, 0x3bed, 0x396a, 0x37fc, 0x3242, 0x384b, 0x38cb, 0x3b2c, 0x3b28, 0x28cf, 0x3828, 0x3855, 0x3ba9, 0x2fa7, 0x340b, 0x32f1, 0x3ada, 0x36fa, 0x31f5, 0x3436, 0x29d0, 0x33e6, 0x3232, 0x3bec, 0x3904, 0x2797, 
+0x3b81, 0x3bac, 0x38d2, 0x343d, 0x31af, 0x3b1e, 0x33fc, 0x3864, 0x3624, 0x3905, 0x2945, 0x3b52, 0x2d08, 0x3a17, 0x3b84, 0x3804, 0x3a24, 0x38a3, 0x3562, 0x3ae6, 0x3bba, 0x3a45, 0x3679, 0x31fa, 0x3994, 0x2c3d, 0x383f, 0x399d, 0x34f7, 0x360e, 0x35f3, 0x38f0, 
+0x38d4, 0x399a, 0x3a48, 0x3987, 0x3b54, 0x382c, 0x3210, 0x35ef, 0x36ca, 0x31b4, 0x3625, 0x371f, 0x37bd, 0x3680, 0x3a3a, 0x3ac0, 0x3bbf, 0x3bf5, 0x39f2, 0x29c2, 0x363e, 0x3a4e, 0x3596, 0x3b1b, 0x3459, 0x3669, 0x3aa1, 0x39c3, 0x3376, 0x390d, 0x2456, 0x39b5, 
+0x3a66, 0x3ad8, 0x3b51, 0x36aa, 0x32be, 0x3ac8, 0x392b, 0x3740, 0x3a48, 0x38f5, 0x3b2d, 0x3a5f, 0x2ff3, 0x366f, 0x39d3, 0x35e5, 0x3822, 0x38db, 0x3b8a, 0x34be, 0x2d33, 0x36dd, 0x3578, 0x3bdf, 0x2c7e, 0x39cf, 0x32ff, 0x35c9, 0x3970, 0x3bcb, 0x351e, 0x3956, 
+0x2c42, 0x3308, 0x377a, 0x361c, 0x39a0, 0x36c9, 0x2dcb, 0x3bf2, 0x3b5f, 0x33ee, 0x24c1, 0x2ce9, 0x3927, 0x305d, 0x3702, 0x3119, 0x35f9, 0x3855, 0x3374, 0x349b, 0x3bcf, 0x2dea, 0x34f0, 0x363f, 0x37da, 0x3a74, 0x35fc, 0x35fa, 0x316b, 0x3804, 0x37a7, 0x3986, 
+0x3073, 0x3aed, 0x31c7, 0x3844, 0x34a4, 0x387d, 0x3a20, 0x3037, 0x3a00, 0x3b70, 0x377f, 0x3686, 0x3b7e, 0x38b3, 0x32e3, 0x3323, 0x391e, 0x3228, 0x3930, 0x3997, 0x3a5e, 0x398b, 0x3512, 0x35b0, 0x365c, 0x325d, 0x3b61, 0x38b8, 0x39a4, 0x3423, 0x3bd7, 0x38af, 
+0x2d3d, 0x382d, 0x38ac, 0x26ca, 0x395e, 0x21a8, 0x3520, 0x386f, 0x3b95, 0x32c0, 0x3b84, 0x3a51, 0x3b4b, 0x31d2, 0x3747, 0x3b96, 0x3b40, 0x3535, 0x38d1, 0x3899, 0x3b00, 0x3827, 0x3ae3, 0x38c8, 0x3a07, 0x338d, 0x2e96, 0x3a46, 0x394a, 0x39de, 0x2951, 0x3a02, 
+0x3838, 0x2d45, 0x28c0, 0x3958, 0x3070, 0x2aa2, 0x3510, 0x38ce, 0x271c, 0x3440, 0x3954, 0x30bc, 0x3b35, 0x2f1d, 0x3afb, 0x2dae, 0x356f, 0x2e13, 0x3981, 0x326d, 0x3a28, 0x3a36, 0x3a95, 0x38cb, 0x38db, 0x3150, 0x2c9e, 0x34c5, 0x3adb, 0x3bdf, 0x38f2, 0x3994, 
+0x36f8, 0x31c0, 0x3a4f, 0x3825, 0x394b, 0x3a8b, 0x38ac, 0x3167, 0x2e2d, 0x3a93, 0x34f3, 0x37bd, 0x3b63, 0x2f2f, 0x3ae0, 0x3ad8, 0x34a8, 0x2e1c, 0x3890, 0x3705, 0x3b69, 0x3bc1, 0x28af, 0x3b36, 0x348b, 0x3111, 0x3a8d, 0x389c, 0x3916, 0x36dc, 0x3bae, 0x3874, 
+0x3593, 0x3638, 0x3018, 0x3a56, 0x38a3, 0x2ad4, 0x3a25, 0x38d7, 0x3864, 0x31c1, 0x28d1, 0x39c8, 0x37d6, 0x2c7f, 0x3ba5, 0x34b8, 0x3bef, 0x3b83, 0x3ab5, 0x3062, 0x38bc, 0x399c, 0x2ce4, 0x2f2c, 0x39bf, 0x2ed1, 0x385f, 0x37e0, 0x35ee, 0x397d, 0x3b0c, 0x3049, 
+0x39d5, 0x322e, 0x3936, 0x3747, 0x2e15, 0x3b41, 0x3874, 0x3bd0, 0x2c04, 0x3800, 0x375b, 0x3b2d, 0x38d8, 0x3a51, 0x3406, 0x38da, 0x38ba, 0x3497, 0x382e, 0x35fc, 0x39d4, 0x3775, 0x3b1e, 0x3813, 0x3649, 0x31af, 0x37bb, 0x334a, 0x3a6e, 0x3284, 0x26e0, 0x2e01, 
+0x2ebb, 0x344b, 0x3821, 0x381a, 0x385a, 0x2534, 0x3635, 0x2a92, 0x3b8c, 0x31f0, 0x3947, 0x3ac7, 0x3743, 0x3924, 0x39e4, 0x358f, 0x2b62, 0x392c, 0x3955, 0x3341, 0x3676, 0x38ac, 0x3957, 0x335b, 0x2ca2, 0x39ff, 0x37cb, 0x341f, 0x3ac9, 0x3b6c, 0x2f14, 0x34c3, 
+0x3018, 0x3169, 0x355b, 0x3624, 0x31ed, 0x379e, 0x3268, 0x309b, 0x35db, 0x3872, 0x3bdb, 0x34c7, 0x3408, 0x3359, 0x3920, 0x331f, 0x3866, 0x3af0, 0x2a1a, 0x39e0, 0x3b14, 0x34fa, 0x2d18, 0x3963, 0x35e8, 0x2539, 0x38f5, 0x37b3, 0x378f, 0x31b5, 0x3a6c, 0x3685, 
+0x3a06, 0x318a, 0x2934, 0x33c1, 0x3be8, 0x375b, 0x3860, 0x3543, 0x3702, 0x3951, 0x3677, 0x37ff, 0x2e27, 0x2e3a, 0x340f, 0x3817, 0x2f04, 0x357e, 0x3a1d, 0x2dd6, 0x252a, 0x3945, 0x162a, 0x3b19, 0x3a53, 0x35d2, 0x3a5d, 0x3474, 0x38e9, 0x374b, 0x387c, 0x1f1a, 
+0x38ac, 0x3291, 0x3393, 0x3b53, 0x3169, 0x3bca, 0x2f1a, 0x3551, 0x38a3, 0x28e3, 0x369d, 0x34a1, 0x38a8, 0x34c3, 0x3841, 0x390d, 0x3b13, 0x3282, 0x3a29, 0x3a78, 0x2df3, 0x3a37, 0x35f4, 0x35a6, 0x38e8, 0x3328, 0x3beb, 0x390b, 0x32dc, 0x34dc, 0x396d, 0x3a78, 
+0x39ba, 0x3a06, 0x2cdd, 0x3bc3, 0x2d43, 0x2992, 0x3663, 0x3a68, 0x2c3e, 0x394e, 0x2c9f, 0x380e, 0x37f5, 0x3557, 0x2873, 0x390f, 0x39e7, 0x3939, 0x3669, 0x385c, 0x3a68, 0x32c4, 0x2b04, 0x2d6d, 0x39d3, 0x3895, 0x331d, 0x3b59, 0x3463, 0x2b6a, 0x31de, 0x3296, 
+0x3aae, 0x3bcd, 0x345a, 0x3897, 0x374b, 0x3bd4, 0x38a2, 0x357f, 0x3402, 0x3a0c, 0x3507, 0x3865, 0x3a54, 0x3878, 0x3859, 0x383e, 0x32b5, 0x34ea, 0x328d, 0x38b6, 0x3464, 0x2f5b, 0x35ff, 0x3817, 0x2f24, 0x3533, 0x3b21, 0x37ba, 0x3837, 0x2e34, 0x3bad, 0x34bc 
+};
\ No newline at end of file
diff --git a/astral/redmule/inc/y_2D.h b/astral/redmule/inc/y_2D.h
new file mode 100644
index 0000000..9484a10
--- /dev/null
+++ b/astral/redmule/inc/y_2D.h
@@ -0,0 +1,27 @@
+ /* Header file generated by RedMulE Golden Model */
+uint16_t y_inp_2D [32][32] = {
+0x3150, 0x2dc1, 0x3033, 0x31f5, 0x3bb6, 0x3bff, 0x39f9, 0x3662, 0x3720, 0x351d, 0x384b, 0x3093, 0x3b9d, 0x35ad, 0x3695, 0x3466, 0x2300, 0x3445, 0x33ae, 0x3586, 0x38a3, 0x3bdb, 0x33a2, 0x379b, 0x3a0e, 0x38b0, 0x39ba, 0x379b, 0x39d3, 0x3a51, 0x3b30, 0x3794, 
+0x3b76, 0x3042, 0x38cc, 0x2dfc, 0x3b1a, 0x37fb, 0x38f7, 0x3824, 0x386f, 0x38c7, 0x36ee, 0x3a9c, 0x38d3, 0x2c67, 0x3a80, 0x2f30, 0x3328, 0x3721, 0x3790, 0x34e5, 0x3a6c, 0x3643, 0x3934, 0x3034, 0x38d4, 0x362e, 0x3b4b, 0x3408, 0x30c2, 0x370e, 0x3b31, 0x3b16, 
+0x3b6b, 0x39d4, 0x339c, 0x381e, 0x313e, 0x3671, 0x3ae2, 0x3479, 0x3940, 0x342d, 0x3925, 0x370a, 0x35d8, 0x2dad, 0x3888, 0x24b9, 0x375d, 0x34bd, 0x3243, 0x2ebb, 0x3970, 0x3a21, 0x3a07, 0x3877, 0x3888, 0x3569, 0x372d, 0x2ac1, 0x331e, 0x384d, 0x3996, 0x34a4, 
+0x35c1, 0x33a9, 0x21ed, 0x3a42, 0x388d, 0x34e4, 0x33c3, 0x34f9, 0x3a7b, 0x33fb, 0x2cdd, 0x3b0e, 0x333b, 0x3973, 0x34fc, 0x3771, 0x32ea, 0x2de4, 0x31a8, 0x3946, 0x3657, 0x3a4e, 0x36f6, 0x2829, 0x3ba2, 0x3bdc, 0x3bb3, 0x306c, 0x398d, 0x3a1f, 0x3991, 0x3846, 
+0x3547, 0x3292, 0x2e85, 0x31ed, 0x3979, 0x3a90, 0x28a4, 0x3bed, 0x36d8, 0x340e, 0x3b6a, 0x3ab6, 0x3824, 0x382b, 0x3ac3, 0x3811, 0x36d7, 0x3519, 0x3a92, 0x3a42, 0x29d1, 0x383a, 0x3a9b, 0x300e, 0x2cd3, 0x39cd, 0x3874, 0x3a07, 0x2eb1, 0x3b86, 0x3ad8, 0x3a5d, 
+0x3712, 0x284a, 0x38c1, 0x3bec, 0x39c0, 0x32cd, 0x3ad8, 0x3bce, 0x3817, 0x3896, 0x3aa7, 0x3870, 0x3996, 0x32cc, 0x3a4c, 0x3757, 0x3814, 0x3b65, 0x3acb, 0x376e, 0x34c0, 0x3609, 0x3bf0, 0x3b24, 0x3b29, 0x3848, 0x34b7, 0x398a, 0x220c, 0x3498, 0x3a8c, 0x3883, 
+0x38c4, 0x3af6, 0x3a42, 0x2dd6, 0x3147, 0x3717, 0x3a8e, 0x3af9, 0x3296, 0x38ef, 0x34fa, 0x3555, 0x3b29, 0x38de, 0x315e, 0x3773, 0x3b67, 0x3116, 0x38ec, 0x357c, 0x35d0, 0x2518, 0x3958, 0x2a03, 0x37d9, 0x3699, 0x3a1e, 0x3230, 0x3b13, 0x36d4, 0x3b2a, 0x39ad, 
+0x3b10, 0x351a, 0x3b97, 0x3326, 0x2b54, 0x3b7d, 0x386f, 0x373e, 0x37fa, 0x389b, 0x3b90, 0x3292, 0x3975, 0x38f3, 0x37f1, 0x3590, 0x3810, 0x2fd7, 0x3bf7, 0x3a5a, 0x3a1c, 0x34dd, 0x354c, 0x32f8, 0x3095, 0x321e, 0x39e0, 0x395c, 0x3717, 0x357f, 0x394a, 0x34b1, 
+0x3ba4, 0x380c, 0x3604, 0x2f50, 0x348d, 0x3828, 0x3a9f, 0x39ce, 0x32ca, 0x3906, 0x3ab2, 0x2ca5, 0x38c9, 0x362a, 0x34b2, 0x29dc, 0x3a36, 0x3052, 0x31b7, 0x3589, 0x387c, 0x3401, 0x3b22, 0x3ad6, 0x3ae8, 0x3238, 0x3494, 0x3502, 0x3717, 0x3a6c, 0x3229, 0x368c, 
+0x3056, 0x3a56, 0x3498, 0x39eb, 0x2864, 0x342d, 0x39e0, 0x34a1, 0x2b99, 0x3a04, 0x38ff, 0x328c, 0x34d9, 0x387d, 0x3a3c, 0x32e5, 0x39eb, 0x3984, 0x34dd, 0x38a7, 0x373f, 0x39b4, 0x3235, 0x2f58, 0x2f39, 0x3800, 0x3758, 0x3939, 0x39fc, 0x3a4b, 0x38bf, 0x30ee, 
+0x345e, 0x39c8, 0x3a6d, 0x3262, 0x3b81, 0x31dc, 0x3a15, 0x3bd0, 0x36af, 0x36de, 0x37d5, 0x39d7, 0x3ad3, 0x3ac1, 0x3109, 0x35ea, 0x31c6, 0x398d, 0x3987, 0x3a4a, 0x34d2, 0x2ed2, 0x35e6, 0x352c, 0x39eb, 0x3bd6, 0x3a5b, 0x39d1, 0x34aa, 0x3ade, 0x394b, 0x38a1, 
+0x2bed, 0x38de, 0x3811, 0x3813, 0x391a, 0x374b, 0x3829, 0x3725, 0x38f0, 0x3583, 0x3966, 0x3a7d, 0x375a, 0x38fe, 0x3696, 0x361c, 0x39a8, 0x35f0, 0x38e1, 0x3003, 0x3595, 0x316e, 0x3862, 0x3af8, 0x3af2, 0x34c8, 0x381d, 0x37d8, 0x3893, 0x3a9c, 0x3989, 0x308c, 
+0x30cc, 0x2538, 0x399d, 0x3919, 0x399e, 0x21cc, 0x38e9, 0x30f8, 0x3a20, 0x3b3c, 0x3990, 0x259c, 0x3143, 0x3080, 0x3967, 0x3afb, 0x3a1b, 0x3779, 0x2eeb, 0x39f3, 0x379a, 0x369c, 0x3985, 0x3a1b, 0x3ba6, 0x3a53, 0x28d5, 0x3881, 0x31d9, 0x3a34, 0x3bd9, 0x393a, 
+0x3601, 0x2c6e, 0x3636, 0x3298, 0x39bb, 0x3a08, 0x38db, 0x35ad, 0x3a09, 0x36a6, 0x3bc7, 0x3bac, 0x34ae, 0x3291, 0x290b, 0x3250, 0x2648, 0x333d, 0x2bf3, 0x34b1, 0x30e0, 0x351f, 0x3a74, 0x38dc, 0x3883, 0x2841, 0x35e1, 0x390d, 0x3a50, 0x3abd, 0x386d, 0x3bb7, 
+0x3b94, 0x36b7, 0x3a49, 0x332f, 0x3a1d, 0x354b, 0x3bab, 0x3346, 0x3417, 0x351e, 0x3b6d, 0x391a, 0x2db3, 0x3b1c, 0x3a4a, 0x37b7, 0x36cf, 0x3a56, 0x39c4, 0x3be9, 0x34f0, 0x39be, 0x3691, 0x1ba5, 0x3888, 0x3040, 0x3ae1, 0x3b9b, 0x398f, 0x3a49, 0x3a16, 0x38c0, 
+0x386c, 0x39ab, 0x37fa, 0x382c, 0x3a6f, 0x393f, 0x340d, 0x38ef, 0x39d1, 0x3845, 0x398f, 0x363e, 0x3687, 0x3052, 0x3a2b, 0x392c, 0x2f5c, 0x3412, 0x3a1f, 0x3b2f, 0x3bcc, 0x3a63, 0x3a89, 0x36e9, 0x3921, 0x3b80, 0x2dc0, 0x3a03, 0x3beb, 0x38d3, 0x36cb, 0x39a3, 
+0x3978, 0x3a88, 0x3ba4, 0x3561, 0x28c5, 0x33a0, 0x37be, 0x2c39, 0x30ee, 0x3782, 0x2c07, 0x354e, 0x3491, 0x3a92, 0x331a, 0x3b15, 0x32e1, 0x3839, 0x3afb, 0x36c2, 0x2fd0, 0x29ad, 0x3b2e, 0x39c1, 0x2a8c, 0x341a, 0x2f90, 0x395a, 0x3969, 0x37ea, 0x3a5c, 0x3b6d, 
+0x3971, 0x3a93, 0x304e, 0x3623, 0x3a22, 0x31ee, 0x29df, 0x2c93, 0x3a01, 0x3a62, 0x366c, 0x371d, 0x3af3, 0x2e08, 0x3ac0, 0x3642, 0x3a28, 0x368d, 0x2d3d, 0x36d9, 0x32c3, 0x373f, 0x36fe, 0x3487, 0x2c81, 0x3623, 0x3b59, 0x3a91, 0x350a, 0x34f4, 0x3b09, 0x2c25, 
+0x3b13, 0x325a, 0x379e, 0x3a7d, 0x34b1, 0x39d5, 0x2ba8, 0x322b, 0x3b5e, 0x37ab, 0x2e24, 0x3ba9, 0x3a3d, 0x34f7, 0x3ba1, 0x3877, 0x3071, 0x39fb, 0x3bbd, 0x3633, 0x3b36, 0x2daa, 0x3b9b, 0x3aa0, 0x395c, 0x3b8f, 0x38d5, 0x3ab0, 0x3a8f, 0x36c2, 0x3b1f, 0x3489, 
+0x2acc, 0x3845, 0x3715, 0x37d8, 0x3992, 0x3bff, 0x350e, 0x3ad7, 0x39b0, 0x35ac, 0x3287, 0x385f, 0x3bd4, 0x37a3, 0x3438, 0x39a5, 0x3bcf, 0x38c3, 0x34f6, 0x3ae3, 0x3b57, 0x39af, 0x35eb, 0x3bed, 0x34d4, 0x2a95, 0x3b13, 0x384e, 0x3a3b, 0x33da, 0x3bce, 0x3b99, 
+0x3559, 0x3335, 0x3a2e, 0x3123, 0x38db, 0x33d0, 0x3638, 0x3b17, 0x3a72, 0x3afc, 0x3936, 0x3838, 0x2b69, 0x3895, 0x3a1a, 0x3192, 0x39d5, 0x37a5, 0x2eb0, 0x2e8b, 0x329a, 0x3b90, 0x390a, 0x3a1e, 0x3847, 0x375d, 0x3873, 0x35e2, 0x3771, 0x30f5, 0x3231, 0x3bd7, 
+0x2bbc, 0x3ace, 0x31ad, 0x3a6b, 0x28a4, 0x3b48, 0x3ba3, 0x3a84, 0x3353, 0x39f6, 0x381f, 0x2dd6, 0x314c, 0x34af, 0x3929, 0x3921, 0x383b, 0x34b0, 0x3923, 0x32c9, 0x3ae7, 0x318f, 0x3480, 0x2ad8, 0x3042, 0x3a4c, 0x349d, 0x2c12, 0x3abb, 0x3a57, 0x3b0d, 0x3111, 
+0x3359, 0x3a84, 0x38f2, 0x368d, 0x2f4b, 0x3ba0, 0x395c, 0x3026, 0x3a15, 0x2a04, 0x326e, 0x3522, 0x31a2, 0x382f, 0x2ada, 0x3b7c, 0x2f80, 0x3af5, 0x2d35, 0x38fa, 0x39ab, 0x2c6d, 0x2e7a, 0x39f6, 0x31a4, 0x3a53, 0x358c, 0x3951, 0x3a4e, 0x3916, 0x2a3f, 0x3ae9, 
+0x3b03, 0x39f8, 0x39fe, 0x3a61, 0x39fb, 0x3704, 0x360d, 0x39a7, 0x37a9, 0x348f, 0x3a30, 0x3af5, 0x366f, 0x3b29, 0x3a6a, 0x33d5, 0x370a, 0x39cd, 0x3444, 0x3bea, 0x3b2b, 0x312e, 0x3b8e, 0x32cf, 0x3b79, 0x3302, 0x3bba, 0x3962, 0x3413, 0x37a1, 0x39e0, 0x3805 
+};
\ No newline at end of file
diff --git a/astral/redmule/inc/y_input.h b/astral/redmule/inc/y_input.h
new file mode 100644
index 0000000..45a2375
--- /dev/null
+++ b/astral/redmule/inc/y_input.h
@@ -0,0 +1,27 @@
+ /* Header file generated by RedMulE Golden Model */
+uint16_t y_inp [768] = {
+0x3150, 0x2dc1, 0x3033, 0x31f5, 0x3bb6, 0x3bff, 0x39f9, 0x3662, 0x3720, 0x351d, 0x384b, 0x3093, 0x3b9d, 0x35ad, 0x3695, 0x3466, 0x2300, 0x3445, 0x33ae, 0x3586, 0x38a3, 0x3bdb, 0x33a2, 0x379b, 0x3a0e, 0x38b0, 0x39ba, 0x379b, 0x39d3, 0x3a51, 0x3b30, 0x3794, 
+0x3b76, 0x3042, 0x38cc, 0x2dfc, 0x3b1a, 0x37fb, 0x38f7, 0x3824, 0x386f, 0x38c7, 0x36ee, 0x3a9c, 0x38d3, 0x2c67, 0x3a80, 0x2f30, 0x3328, 0x3721, 0x3790, 0x34e5, 0x3a6c, 0x3643, 0x3934, 0x3034, 0x38d4, 0x362e, 0x3b4b, 0x3408, 0x30c2, 0x370e, 0x3b31, 0x3b16, 
+0x3b6b, 0x39d4, 0x339c, 0x381e, 0x313e, 0x3671, 0x3ae2, 0x3479, 0x3940, 0x342d, 0x3925, 0x370a, 0x35d8, 0x2dad, 0x3888, 0x24b9, 0x375d, 0x34bd, 0x3243, 0x2ebb, 0x3970, 0x3a21, 0x3a07, 0x3877, 0x3888, 0x3569, 0x372d, 0x2ac1, 0x331e, 0x384d, 0x3996, 0x34a4, 
+0x35c1, 0x33a9, 0x21ed, 0x3a42, 0x388d, 0x34e4, 0x33c3, 0x34f9, 0x3a7b, 0x33fb, 0x2cdd, 0x3b0e, 0x333b, 0x3973, 0x34fc, 0x3771, 0x32ea, 0x2de4, 0x31a8, 0x3946, 0x3657, 0x3a4e, 0x36f6, 0x2829, 0x3ba2, 0x3bdc, 0x3bb3, 0x306c, 0x398d, 0x3a1f, 0x3991, 0x3846, 
+0x3547, 0x3292, 0x2e85, 0x31ed, 0x3979, 0x3a90, 0x28a4, 0x3bed, 0x36d8, 0x340e, 0x3b6a, 0x3ab6, 0x3824, 0x382b, 0x3ac3, 0x3811, 0x36d7, 0x3519, 0x3a92, 0x3a42, 0x29d1, 0x383a, 0x3a9b, 0x300e, 0x2cd3, 0x39cd, 0x3874, 0x3a07, 0x2eb1, 0x3b86, 0x3ad8, 0x3a5d, 
+0x3712, 0x284a, 0x38c1, 0x3bec, 0x39c0, 0x32cd, 0x3ad8, 0x3bce, 0x3817, 0x3896, 0x3aa7, 0x3870, 0x3996, 0x32cc, 0x3a4c, 0x3757, 0x3814, 0x3b65, 0x3acb, 0x376e, 0x34c0, 0x3609, 0x3bf0, 0x3b24, 0x3b29, 0x3848, 0x34b7, 0x398a, 0x220c, 0x3498, 0x3a8c, 0x3883, 
+0x38c4, 0x3af6, 0x3a42, 0x2dd6, 0x3147, 0x3717, 0x3a8e, 0x3af9, 0x3296, 0x38ef, 0x34fa, 0x3555, 0x3b29, 0x38de, 0x315e, 0x3773, 0x3b67, 0x3116, 0x38ec, 0x357c, 0x35d0, 0x2518, 0x3958, 0x2a03, 0x37d9, 0x3699, 0x3a1e, 0x3230, 0x3b13, 0x36d4, 0x3b2a, 0x39ad, 
+0x3b10, 0x351a, 0x3b97, 0x3326, 0x2b54, 0x3b7d, 0x386f, 0x373e, 0x37fa, 0x389b, 0x3b90, 0x3292, 0x3975, 0x38f3, 0x37f1, 0x3590, 0x3810, 0x2fd7, 0x3bf7, 0x3a5a, 0x3a1c, 0x34dd, 0x354c, 0x32f8, 0x3095, 0x321e, 0x39e0, 0x395c, 0x3717, 0x357f, 0x394a, 0x34b1, 
+0x3ba4, 0x380c, 0x3604, 0x2f50, 0x348d, 0x3828, 0x3a9f, 0x39ce, 0x32ca, 0x3906, 0x3ab2, 0x2ca5, 0x38c9, 0x362a, 0x34b2, 0x29dc, 0x3a36, 0x3052, 0x31b7, 0x3589, 0x387c, 0x3401, 0x3b22, 0x3ad6, 0x3ae8, 0x3238, 0x3494, 0x3502, 0x3717, 0x3a6c, 0x3229, 0x368c, 
+0x3056, 0x3a56, 0x3498, 0x39eb, 0x2864, 0x342d, 0x39e0, 0x34a1, 0x2b99, 0x3a04, 0x38ff, 0x328c, 0x34d9, 0x387d, 0x3a3c, 0x32e5, 0x39eb, 0x3984, 0x34dd, 0x38a7, 0x373f, 0x39b4, 0x3235, 0x2f58, 0x2f39, 0x3800, 0x3758, 0x3939, 0x39fc, 0x3a4b, 0x38bf, 0x30ee, 
+0x345e, 0x39c8, 0x3a6d, 0x3262, 0x3b81, 0x31dc, 0x3a15, 0x3bd0, 0x36af, 0x36de, 0x37d5, 0x39d7, 0x3ad3, 0x3ac1, 0x3109, 0x35ea, 0x31c6, 0x398d, 0x3987, 0x3a4a, 0x34d2, 0x2ed2, 0x35e6, 0x352c, 0x39eb, 0x3bd6, 0x3a5b, 0x39d1, 0x34aa, 0x3ade, 0x394b, 0x38a1, 
+0x2bed, 0x38de, 0x3811, 0x3813, 0x391a, 0x374b, 0x3829, 0x3725, 0x38f0, 0x3583, 0x3966, 0x3a7d, 0x375a, 0x38fe, 0x3696, 0x361c, 0x39a8, 0x35f0, 0x38e1, 0x3003, 0x3595, 0x316e, 0x3862, 0x3af8, 0x3af2, 0x34c8, 0x381d, 0x37d8, 0x3893, 0x3a9c, 0x3989, 0x308c, 
+0x30cc, 0x2538, 0x399d, 0x3919, 0x399e, 0x21cc, 0x38e9, 0x30f8, 0x3a20, 0x3b3c, 0x3990, 0x259c, 0x3143, 0x3080, 0x3967, 0x3afb, 0x3a1b, 0x3779, 0x2eeb, 0x39f3, 0x379a, 0x369c, 0x3985, 0x3a1b, 0x3ba6, 0x3a53, 0x28d5, 0x3881, 0x31d9, 0x3a34, 0x3bd9, 0x393a, 
+0x3601, 0x2c6e, 0x3636, 0x3298, 0x39bb, 0x3a08, 0x38db, 0x35ad, 0x3a09, 0x36a6, 0x3bc7, 0x3bac, 0x34ae, 0x3291, 0x290b, 0x3250, 0x2648, 0x333d, 0x2bf3, 0x34b1, 0x30e0, 0x351f, 0x3a74, 0x38dc, 0x3883, 0x2841, 0x35e1, 0x390d, 0x3a50, 0x3abd, 0x386d, 0x3bb7, 
+0x3b94, 0x36b7, 0x3a49, 0x332f, 0x3a1d, 0x354b, 0x3bab, 0x3346, 0x3417, 0x351e, 0x3b6d, 0x391a, 0x2db3, 0x3b1c, 0x3a4a, 0x37b7, 0x36cf, 0x3a56, 0x39c4, 0x3be9, 0x34f0, 0x39be, 0x3691, 0x1ba5, 0x3888, 0x3040, 0x3ae1, 0x3b9b, 0x398f, 0x3a49, 0x3a16, 0x38c0, 
+0x386c, 0x39ab, 0x37fa, 0x382c, 0x3a6f, 0x393f, 0x340d, 0x38ef, 0x39d1, 0x3845, 0x398f, 0x363e, 0x3687, 0x3052, 0x3a2b, 0x392c, 0x2f5c, 0x3412, 0x3a1f, 0x3b2f, 0x3bcc, 0x3a63, 0x3a89, 0x36e9, 0x3921, 0x3b80, 0x2dc0, 0x3a03, 0x3beb, 0x38d3, 0x36cb, 0x39a3, 
+0x3978, 0x3a88, 0x3ba4, 0x3561, 0x28c5, 0x33a0, 0x37be, 0x2c39, 0x30ee, 0x3782, 0x2c07, 0x354e, 0x3491, 0x3a92, 0x331a, 0x3b15, 0x32e1, 0x3839, 0x3afb, 0x36c2, 0x2fd0, 0x29ad, 0x3b2e, 0x39c1, 0x2a8c, 0x341a, 0x2f90, 0x395a, 0x3969, 0x37ea, 0x3a5c, 0x3b6d, 
+0x3971, 0x3a93, 0x304e, 0x3623, 0x3a22, 0x31ee, 0x29df, 0x2c93, 0x3a01, 0x3a62, 0x366c, 0x371d, 0x3af3, 0x2e08, 0x3ac0, 0x3642, 0x3a28, 0x368d, 0x2d3d, 0x36d9, 0x32c3, 0x373f, 0x36fe, 0x3487, 0x2c81, 0x3623, 0x3b59, 0x3a91, 0x350a, 0x34f4, 0x3b09, 0x2c25, 
+0x3b13, 0x325a, 0x379e, 0x3a7d, 0x34b1, 0x39d5, 0x2ba8, 0x322b, 0x3b5e, 0x37ab, 0x2e24, 0x3ba9, 0x3a3d, 0x34f7, 0x3ba1, 0x3877, 0x3071, 0x39fb, 0x3bbd, 0x3633, 0x3b36, 0x2daa, 0x3b9b, 0x3aa0, 0x395c, 0x3b8f, 0x38d5, 0x3ab0, 0x3a8f, 0x36c2, 0x3b1f, 0x3489, 
+0x2acc, 0x3845, 0x3715, 0x37d8, 0x3992, 0x3bff, 0x350e, 0x3ad7, 0x39b0, 0x35ac, 0x3287, 0x385f, 0x3bd4, 0x37a3, 0x3438, 0x39a5, 0x3bcf, 0x38c3, 0x34f6, 0x3ae3, 0x3b57, 0x39af, 0x35eb, 0x3bed, 0x34d4, 0x2a95, 0x3b13, 0x384e, 0x3a3b, 0x33da, 0x3bce, 0x3b99, 
+0x3559, 0x3335, 0x3a2e, 0x3123, 0x38db, 0x33d0, 0x3638, 0x3b17, 0x3a72, 0x3afc, 0x3936, 0x3838, 0x2b69, 0x3895, 0x3a1a, 0x3192, 0x39d5, 0x37a5, 0x2eb0, 0x2e8b, 0x329a, 0x3b90, 0x390a, 0x3a1e, 0x3847, 0x375d, 0x3873, 0x35e2, 0x3771, 0x30f5, 0x3231, 0x3bd7, 
+0x2bbc, 0x3ace, 0x31ad, 0x3a6b, 0x28a4, 0x3b48, 0x3ba3, 0x3a84, 0x3353, 0x39f6, 0x381f, 0x2dd6, 0x314c, 0x34af, 0x3929, 0x3921, 0x383b, 0x34b0, 0x3923, 0x32c9, 0x3ae7, 0x318f, 0x3480, 0x2ad8, 0x3042, 0x3a4c, 0x349d, 0x2c12, 0x3abb, 0x3a57, 0x3b0d, 0x3111, 
+0x3359, 0x3a84, 0x38f2, 0x368d, 0x2f4b, 0x3ba0, 0x395c, 0x3026, 0x3a15, 0x2a04, 0x326e, 0x3522, 0x31a2, 0x382f, 0x2ada, 0x3b7c, 0x2f80, 0x3af5, 0x2d35, 0x38fa, 0x39ab, 0x2c6d, 0x2e7a, 0x39f6, 0x31a4, 0x3a53, 0x358c, 0x3951, 0x3a4e, 0x3916, 0x2a3f, 0x3ae9, 
+0x3b03, 0x39f8, 0x39fe, 0x3a61, 0x39fb, 0x3704, 0x360d, 0x39a7, 0x37a9, 0x348f, 0x3a30, 0x3af5, 0x366f, 0x3b29, 0x3a6a, 0x33d5, 0x370a, 0x39cd, 0x3444, 0x3bea, 0x3b2b, 0x312e, 0x3b8e, 0x32cf, 0x3b79, 0x3302, 0x3bba, 0x3962, 0x3413, 0x37a1, 0x39e0, 0x3805 
+};
\ No newline at end of file
diff --git a/astral/redmule/inc/z_2D.h b/astral/redmule/inc/z_2D.h
new file mode 100644
index 0000000..aff808a
--- /dev/null
+++ b/astral/redmule/inc/z_2D.h
@@ -0,0 +1,27 @@
+ /* Header file generated by RedMulE Golden Model */
+uint16_t z_oup_2D [24][32] = {
+0x4845, 0x4897, 0x4608, 0x4838, 0x4855, 0x487b, 0x4869, 0x4880, 0x46d1, 0x48b0, 0x48db, 0x483f, 0x48c9, 0x485f, 0x4881, 0x483a, 0x484b, 0x472c, 0x4762, 0x492b, 0x4822, 0x48fd, 0x488e, 0x492e, 0x483e, 0x484f, 0x49e8, 0x46d7, 0x484b, 0x489d, 0x490b, 0x47e9, 
+0x484f, 0x47d2, 0x44be, 0x4747, 0x47c7, 0x46c0, 0x4727, 0x48af, 0x46c5, 0x482d, 0x483d, 0x482e, 0x4897, 0x479f, 0x488b, 0x4749, 0x489a, 0x46a8, 0x46f2, 0x488b, 0x4891, 0x47e8, 0x4872, 0x483d, 0x4716, 0x46fd, 0x49b5, 0x46a0, 0x46e7, 0x47a4, 0x48a1, 0x4767, 
+0x4939, 0x4935, 0x4703, 0x48c1, 0x4863, 0x48bd, 0x4913, 0x48cf, 0x48b6, 0x48b8, 0x4946, 0x4920, 0x495e, 0x48e1, 0x4938, 0x48b2, 0x493a, 0x4882, 0x483b, 0x49d5, 0x4911, 0x4972, 0x496b, 0x49df, 0x48f2, 0x4888, 0x4a46, 0x4821, 0x48c1, 0x490c, 0x49b2, 0x48a3, 
+0x463a, 0x47b0, 0x44cb, 0x4762, 0x4765, 0x46b9, 0x466a, 0x4814, 0x4631, 0x4796, 0x4666, 0x474b, 0x4798, 0x4704, 0x4838, 0x4761, 0x47d3, 0x4590, 0x45ea, 0x48a2, 0x47f1, 0x4844, 0x484b, 0x4776, 0x47d6, 0x46d8, 0x48f3, 0x44d3, 0x46fa, 0x478d, 0x481e, 0x466e, 
+0x4827, 0x481e, 0x45a2, 0x4794, 0x4727, 0x4806, 0x475d, 0x48d5, 0x4708, 0x4828, 0x4862, 0x480d, 0x4895, 0x4832, 0x48bd, 0x47f1, 0x482a, 0x46a7, 0x47b1, 0x492d, 0x484d, 0x4884, 0x48dc, 0x485f, 0x476d, 0x480c, 0x48e9, 0x46d3, 0x4728, 0x4884, 0x48a0, 0x480e, 
+0x4862, 0x4813, 0x4675, 0x485a, 0x47e8, 0x4738, 0x4836, 0x4823, 0x46e7, 0x4821, 0x4822, 0x47b3, 0x4846, 0x4855, 0x4863, 0x4717, 0x4872, 0x47c1, 0x46d5, 0x488e, 0x47e2, 0x485f, 0x487c, 0x48b8, 0x481e, 0x4788, 0x48bd, 0x4677, 0x46c9, 0x47f8, 0x48fe, 0x47fc, 
+0x47a0, 0x47b2, 0x4588, 0x467e, 0x4662, 0x46c7, 0x46e8, 0x4812, 0x4536, 0x474e, 0x46c0, 0x468f, 0x481f, 0x4679, 0x46a1, 0x46e2, 0x4809, 0x4560, 0x4630, 0x47eb, 0x46b5, 0x4757, 0x4848, 0x477f, 0x46a6, 0x46d8, 0x4870, 0x459a, 0x4670, 0x4678, 0x47d2, 0x468c, 
+0x4762, 0x48c4, 0x46e3, 0x4791, 0x46b1, 0x486d, 0x47d0, 0x4867, 0x468d, 0x47f6, 0x48a5, 0x4756, 0x4857, 0x4854, 0x4866, 0x4838, 0x484d, 0x46ec, 0x47d2, 0x48f6, 0x484a, 0x4879, 0x4848, 0x483c, 0x471d, 0x4806, 0x48fa, 0x4730, 0x4768, 0x47b8, 0x4865, 0x46f9, 
+0x48a8, 0x4918, 0x46ca, 0x4867, 0x4800, 0x4862, 0x48d3, 0x4910, 0x474e, 0x4849, 0x48eb, 0x486b, 0x4966, 0x48c5, 0x48f4, 0x4830, 0x48f9, 0x4778, 0x481e, 0x499e, 0x48cf, 0x48f1, 0x4982, 0x4923, 0x487c, 0x47cf, 0x49ea, 0x4649, 0x4773, 0x495e, 0x48b2, 0x483f, 
+0x48a7, 0x4975, 0x4616, 0x481e, 0x481f, 0x4866, 0x48b6, 0x4864, 0x47dc, 0x4873, 0x485c, 0x487f, 0x4938, 0x491f, 0x490d, 0x48b6, 0x48f8, 0x48a1, 0x4859, 0x492d, 0x489c, 0x4915, 0x4899, 0x4887, 0x486c, 0x4859, 0x49ca, 0x471e, 0x4867, 0x4918, 0x48d3, 0x4827, 
+0x488b, 0x4998, 0x4704, 0x481d, 0x48b8, 0x4880, 0x4876, 0x4944, 0x470c, 0x48f2, 0x48b9, 0x489b, 0x4956, 0x48e5, 0x48d6, 0x48a5, 0x48dc, 0x4856, 0x484e, 0x49ab, 0x48e0, 0x490e, 0x48dd, 0x4945, 0x488b, 0x48dd, 0x4a32, 0x47ea, 0x4835, 0x4911, 0x4965, 0x4819, 
+0x460e, 0x481e, 0x452c, 0x4673, 0x475c, 0x4717, 0x46f6, 0x46d0, 0x4696, 0x46bc, 0x4726, 0x481e, 0x4763, 0x46ea, 0x46fe, 0x4758, 0x478b, 0x4627, 0x4704, 0x483f, 0x46ad, 0x47b1, 0x4792, 0x4816, 0x46f2, 0x4684, 0x4827, 0x45a8, 0x472f, 0x47a4, 0x4797, 0x462b, 
+0x483f, 0x48ab, 0x468f, 0x4863, 0x485a, 0x4766, 0x481d, 0x48cb, 0x47dc, 0x4903, 0x48fc, 0x4830, 0x48cc, 0x483e, 0x48ab, 0x4864, 0x4966, 0x4763, 0x4794, 0x499d, 0x488e, 0x488b, 0x48dc, 0x4960, 0x4854, 0x484c, 0x499c, 0x474c, 0x4826, 0x48bc, 0x4949, 0x4883, 
+0x489d, 0x4905, 0x4718, 0x481e, 0x48e3, 0x48f4, 0x48c1, 0x4904, 0x47e8, 0x48b3, 0x4892, 0x48d4, 0x48ff, 0x4894, 0x48d5, 0x4886, 0x48fa, 0x4803, 0x47d2, 0x492e, 0x4870, 0x48b2, 0x48e5, 0x492b, 0x487b, 0x4785, 0x49e3, 0x471d, 0x4837, 0x48bf, 0x489b, 0x48c4, 
+0x475c, 0x4871, 0x464a, 0x4811, 0x47af, 0x471c, 0x4817, 0x4817, 0x463b, 0x484e, 0x477f, 0x464f, 0x4704, 0x487c, 0x47a3, 0x4725, 0x4853, 0x462a, 0x465a, 0x4860, 0x4736, 0x4880, 0x47e1, 0x482b, 0x4811, 0x46c0, 0x48dc, 0x475d, 0x4668, 0x4806, 0x4893, 0x46f4, 
+0x4858, 0x4959, 0x463d, 0x487b, 0x480f, 0x484e, 0x48c0, 0x48a6, 0x4847, 0x4894, 0x48a0, 0x484a, 0x491e, 0x48f4, 0x48fc, 0x48b5, 0x48ce, 0x47d2, 0x47db, 0x497f, 0x4955, 0x4939, 0x48a7, 0x48ce, 0x4890, 0x4884, 0x49d6, 0x4763, 0x486e, 0x4922, 0x48f4, 0x48c3, 
+0x47ec, 0x491c, 0x4698, 0x4783, 0x4715, 0x4754, 0x4745, 0x4752, 0x472f, 0x4832, 0x4817, 0x4809, 0x47f8, 0x48c3, 0x47e6, 0x4800, 0x48b6, 0x4730, 0x480a, 0x48cb, 0x479e, 0x488e, 0x47c2, 0x488e, 0x472f, 0x47ee, 0x489d, 0x4744, 0x4755, 0x4851, 0x4846, 0x47d3, 
+0x4838, 0x48a0, 0x4634, 0x4762, 0x4786, 0x4806, 0x47e3, 0x482d, 0x4726, 0x486c, 0x47b7, 0x4803, 0x48ac, 0x4814, 0x48e0, 0x4839, 0x4827, 0x4750, 0x46f2, 0x48c5, 0x483f, 0x4886, 0x48ad, 0x4856, 0x47e8, 0x47a9, 0x4937, 0x4743, 0x46d0, 0x481f, 0x484c, 0x4804, 
+0x47fd, 0x481f, 0x456d, 0x4813, 0x474d, 0x4807, 0x4688, 0x480e, 0x46e8, 0x4810, 0x469f, 0x4799, 0x4853, 0x478f, 0x47f2, 0x4824, 0x47d0, 0x471f, 0x46da, 0x485f, 0x4813, 0x481c, 0x482e, 0x4863, 0x4786, 0x480b, 0x48c9, 0x46b8, 0x475a, 0x46e2, 0x4852, 0x46c5, 
+0x45af, 0x4802, 0x4466, 0x46c2, 0x465d, 0x4743, 0x46b7, 0x47ba, 0x4636, 0x46c3, 0x4677, 0x4784, 0x485a, 0x47c2, 0x46dc, 0x46ac, 0x47de, 0x460e, 0x465f, 0x4834, 0x47f4, 0x4769, 0x46fc, 0x4810, 0x45fd, 0x45ea, 0x48d0, 0x45b5, 0x4704, 0x4783, 0x4830, 0x46c4, 
+0x4759, 0x47c7, 0x453d, 0x45b0, 0x4741, 0x4702, 0x4736, 0x4793, 0x461b, 0x47ba, 0x470b, 0x46dd, 0x4657, 0x470b, 0x470d, 0x4710, 0x486c, 0x468f, 0x45c3, 0x46ba, 0x479d, 0x483b, 0x46c9, 0x4774, 0x46a9, 0x46a7, 0x4833, 0x4606, 0x4690, 0x46a9, 0x46f5, 0x46a7, 
+0x47ac, 0x48bb, 0x452c, 0x4803, 0x470f, 0x4824, 0x47d5, 0x48cb, 0x4707, 0x484a, 0x4832, 0x4797, 0x4851, 0x482c, 0x487a, 0x4877, 0x4891, 0x465d, 0x47f4, 0x48ce, 0x4898, 0x4899, 0x484e, 0x486a, 0x47ac, 0x47f0, 0x493e, 0x4611, 0x47e2, 0x489e, 0x488c, 0x46af, 
+0x4665, 0x4836, 0x45e4, 0x46b6, 0x46a1, 0x46b9, 0x46c8, 0x46dd, 0x4658, 0x474b, 0x467b, 0x4777, 0x4769, 0x4798, 0x4785, 0x475e, 0x472a, 0x4656, 0x45fb, 0x4881, 0x46fc, 0x472d, 0x476e, 0x47a3, 0x465d, 0x46ca, 0x4855, 0x4500, 0x464f, 0x479a, 0x46c3, 0x4738, 
+0x481e, 0x486c, 0x4659, 0x4801, 0x4756, 0x477a, 0x47d5, 0x487b, 0x4706, 0x4808, 0x484f, 0x4838, 0x4870, 0x4863, 0x48d3, 0x4806, 0x4865, 0x4771, 0x46be, 0x494c, 0x4915, 0x484c, 0x4900, 0x4862, 0x481a, 0x46e8, 0x4974, 0x46a0, 0x4775, 0x483d, 0x487c, 0x480e 
+};
\ No newline at end of file
diff --git a/astral/redmule/inc/z_output.h b/astral/redmule/inc/z_output.h
new file mode 100644
index 0000000..96c7e5f
--- /dev/null
+++ b/astral/redmule/inc/z_output.h
@@ -0,0 +1,27 @@
+ /* Header file generated by RedMulE Golden Model */
+uint16_t z_oup [768] = {
+0x4845, 0x4897, 0x4608, 0x4838, 0x4855, 0x487b, 0x4869, 0x4880, 0x46d1, 0x48b0, 0x48db, 0x483f, 0x48c9, 0x485f, 0x4881, 0x483a, 0x484b, 0x472c, 0x4762, 0x492b, 0x4822, 0x48fd, 0x488e, 0x492e, 0x483e, 0x484f, 0x49e8, 0x46d7, 0x484b, 0x489d, 0x490b, 0x47e9, 
+0x484f, 0x47d2, 0x44be, 0x4747, 0x47c7, 0x46c0, 0x4727, 0x48af, 0x46c5, 0x482d, 0x483d, 0x482e, 0x4897, 0x479f, 0x488b, 0x4749, 0x489a, 0x46a8, 0x46f2, 0x488b, 0x4891, 0x47e8, 0x4872, 0x483d, 0x4716, 0x46fd, 0x49b5, 0x46a0, 0x46e7, 0x47a4, 0x48a1, 0x4767, 
+0x4939, 0x4935, 0x4703, 0x48c1, 0x4863, 0x48bd, 0x4913, 0x48cf, 0x48b6, 0x48b8, 0x4946, 0x4920, 0x495e, 0x48e1, 0x4938, 0x48b2, 0x493a, 0x4882, 0x483b, 0x49d5, 0x4911, 0x4972, 0x496b, 0x49df, 0x48f2, 0x4888, 0x4a46, 0x4821, 0x48c1, 0x490c, 0x49b2, 0x48a3, 
+0x463a, 0x47b0, 0x44cb, 0x4762, 0x4765, 0x46b9, 0x466a, 0x4814, 0x4631, 0x4796, 0x4666, 0x474b, 0x4798, 0x4704, 0x4838, 0x4761, 0x47d3, 0x4590, 0x45ea, 0x48a2, 0x47f1, 0x4844, 0x484b, 0x4776, 0x47d6, 0x46d8, 0x48f3, 0x44d3, 0x46fa, 0x478d, 0x481e, 0x466e, 
+0x4827, 0x481e, 0x45a2, 0x4794, 0x4727, 0x4806, 0x475d, 0x48d5, 0x4708, 0x4828, 0x4862, 0x480d, 0x4895, 0x4832, 0x48bd, 0x47f1, 0x482a, 0x46a7, 0x47b1, 0x492d, 0x484d, 0x4884, 0x48dc, 0x485f, 0x476d, 0x480c, 0x48e9, 0x46d3, 0x4728, 0x4884, 0x48a0, 0x480e, 
+0x4862, 0x4813, 0x4675, 0x485a, 0x47e8, 0x4738, 0x4836, 0x4823, 0x46e7, 0x4821, 0x4822, 0x47b3, 0x4846, 0x4855, 0x4863, 0x4717, 0x4872, 0x47c1, 0x46d5, 0x488e, 0x47e2, 0x485f, 0x487c, 0x48b8, 0x481e, 0x4788, 0x48bd, 0x4677, 0x46c9, 0x47f8, 0x48fe, 0x47fc, 
+0x47a0, 0x47b2, 0x4588, 0x467e, 0x4662, 0x46c7, 0x46e8, 0x4812, 0x4536, 0x474e, 0x46c0, 0x468f, 0x481f, 0x4679, 0x46a1, 0x46e2, 0x4809, 0x4560, 0x4630, 0x47eb, 0x46b5, 0x4757, 0x4848, 0x477f, 0x46a6, 0x46d8, 0x4870, 0x459a, 0x4670, 0x4678, 0x47d2, 0x468c, 
+0x4762, 0x48c4, 0x46e3, 0x4791, 0x46b1, 0x486d, 0x47d0, 0x4867, 0x468d, 0x47f6, 0x48a5, 0x4756, 0x4857, 0x4854, 0x4866, 0x4838, 0x484d, 0x46ec, 0x47d2, 0x48f6, 0x484a, 0x4879, 0x4848, 0x483c, 0x471d, 0x4806, 0x48fa, 0x4730, 0x4768, 0x47b8, 0x4865, 0x46f9, 
+0x48a8, 0x4918, 0x46ca, 0x4867, 0x4800, 0x4862, 0x48d3, 0x4910, 0x474e, 0x4849, 0x48eb, 0x486b, 0x4966, 0x48c5, 0x48f4, 0x4830, 0x48f9, 0x4778, 0x481e, 0x499e, 0x48cf, 0x48f1, 0x4982, 0x4923, 0x487c, 0x47cf, 0x49ea, 0x4649, 0x4773, 0x495e, 0x48b2, 0x483f, 
+0x48a7, 0x4975, 0x4616, 0x481e, 0x481f, 0x4866, 0x48b6, 0x4864, 0x47dc, 0x4873, 0x485c, 0x487f, 0x4938, 0x491f, 0x490d, 0x48b6, 0x48f8, 0x48a1, 0x4859, 0x492d, 0x489c, 0x4915, 0x4899, 0x4887, 0x486c, 0x4859, 0x49ca, 0x471e, 0x4867, 0x4918, 0x48d3, 0x4827, 
+0x488b, 0x4998, 0x4704, 0x481d, 0x48b8, 0x4880, 0x4876, 0x4944, 0x470c, 0x48f2, 0x48b9, 0x489b, 0x4956, 0x48e5, 0x48d6, 0x48a5, 0x48dc, 0x4856, 0x484e, 0x49ab, 0x48e0, 0x490e, 0x48dd, 0x4945, 0x488b, 0x48dd, 0x4a32, 0x47ea, 0x4835, 0x4911, 0x4965, 0x4819, 
+0x460e, 0x481e, 0x452c, 0x4673, 0x475c, 0x4717, 0x46f6, 0x46d0, 0x4696, 0x46bc, 0x4726, 0x481e, 0x4763, 0x46ea, 0x46fe, 0x4758, 0x478b, 0x4627, 0x4704, 0x483f, 0x46ad, 0x47b1, 0x4792, 0x4816, 0x46f2, 0x4684, 0x4827, 0x45a8, 0x472f, 0x47a4, 0x4797, 0x462b, 
+0x483f, 0x48ab, 0x468f, 0x4863, 0x485a, 0x4766, 0x481d, 0x48cb, 0x47dc, 0x4903, 0x48fc, 0x4830, 0x48cc, 0x483e, 0x48ab, 0x4864, 0x4966, 0x4763, 0x4794, 0x499d, 0x488e, 0x488b, 0x48dc, 0x4960, 0x4854, 0x484c, 0x499c, 0x474c, 0x4826, 0x48bc, 0x4949, 0x4883, 
+0x489d, 0x4905, 0x4718, 0x481e, 0x48e3, 0x48f4, 0x48c1, 0x4904, 0x47e8, 0x48b3, 0x4892, 0x48d4, 0x48ff, 0x4894, 0x48d5, 0x4886, 0x48fa, 0x4803, 0x47d2, 0x492e, 0x4870, 0x48b2, 0x48e5, 0x492b, 0x487b, 0x4785, 0x49e3, 0x471d, 0x4837, 0x48bf, 0x489b, 0x48c4, 
+0x475c, 0x4871, 0x464a, 0x4811, 0x47af, 0x471c, 0x4817, 0x4817, 0x463b, 0x484e, 0x477f, 0x464f, 0x4704, 0x487c, 0x47a3, 0x4725, 0x4853, 0x462a, 0x465a, 0x4860, 0x4736, 0x4880, 0x47e1, 0x482b, 0x4811, 0x46c0, 0x48dc, 0x475d, 0x4668, 0x4806, 0x4893, 0x46f4, 
+0x4858, 0x4959, 0x463d, 0x487b, 0x480f, 0x484e, 0x48c0, 0x48a6, 0x4847, 0x4894, 0x48a0, 0x484a, 0x491e, 0x48f4, 0x48fc, 0x48b5, 0x48ce, 0x47d2, 0x47db, 0x497f, 0x4955, 0x4939, 0x48a7, 0x48ce, 0x4890, 0x4884, 0x49d6, 0x4763, 0x486e, 0x4922, 0x48f4, 0x48c3, 
+0x47ec, 0x491c, 0x4698, 0x4783, 0x4715, 0x4754, 0x4745, 0x4752, 0x472f, 0x4832, 0x4817, 0x4809, 0x47f8, 0x48c3, 0x47e6, 0x4800, 0x48b6, 0x4730, 0x480a, 0x48cb, 0x479e, 0x488e, 0x47c2, 0x488e, 0x472f, 0x47ee, 0x489d, 0x4744, 0x4755, 0x4851, 0x4846, 0x47d3, 
+0x4838, 0x48a0, 0x4634, 0x4762, 0x4786, 0x4806, 0x47e3, 0x482d, 0x4726, 0x486c, 0x47b7, 0x4803, 0x48ac, 0x4814, 0x48e0, 0x4839, 0x4827, 0x4750, 0x46f2, 0x48c5, 0x483f, 0x4886, 0x48ad, 0x4856, 0x47e8, 0x47a9, 0x4937, 0x4743, 0x46d0, 0x481f, 0x484c, 0x4804, 
+0x47fd, 0x481f, 0x456d, 0x4813, 0x474d, 0x4807, 0x4688, 0x480e, 0x46e8, 0x4810, 0x469f, 0x4799, 0x4853, 0x478f, 0x47f2, 0x4824, 0x47d0, 0x471f, 0x46da, 0x485f, 0x4813, 0x481c, 0x482e, 0x4863, 0x4786, 0x480b, 0x48c9, 0x46b8, 0x475a, 0x46e2, 0x4852, 0x46c5, 
+0x45af, 0x4802, 0x4466, 0x46c2, 0x465d, 0x4743, 0x46b7, 0x47ba, 0x4636, 0x46c3, 0x4677, 0x4784, 0x485a, 0x47c2, 0x46dc, 0x46ac, 0x47de, 0x460e, 0x465f, 0x4834, 0x47f4, 0x4769, 0x46fc, 0x4810, 0x45fd, 0x45ea, 0x48d0, 0x45b5, 0x4704, 0x4783, 0x4830, 0x46c4, 
+0x4759, 0x47c7, 0x453d, 0x45b0, 0x4741, 0x4702, 0x4736, 0x4793, 0x461b, 0x47ba, 0x470b, 0x46dd, 0x4657, 0x470b, 0x470d, 0x4710, 0x486c, 0x468f, 0x45c3, 0x46ba, 0x479d, 0x483b, 0x46c9, 0x4774, 0x46a9, 0x46a7, 0x4833, 0x4606, 0x4690, 0x46a9, 0x46f5, 0x46a7, 
+0x47ac, 0x48bb, 0x452c, 0x4803, 0x470f, 0x4824, 0x47d5, 0x48cb, 0x4707, 0x484a, 0x4832, 0x4797, 0x4851, 0x482c, 0x487a, 0x4877, 0x4891, 0x465d, 0x47f4, 0x48ce, 0x4898, 0x4899, 0x484e, 0x486a, 0x47ac, 0x47f0, 0x493e, 0x4611, 0x47e2, 0x489e, 0x488c, 0x46af, 
+0x4665, 0x4836, 0x45e4, 0x46b6, 0x46a1, 0x46b9, 0x46c8, 0x46dd, 0x4658, 0x474b, 0x467b, 0x4777, 0x4769, 0x4798, 0x4785, 0x475e, 0x472a, 0x4656, 0x45fb, 0x4881, 0x46fc, 0x472d, 0x476e, 0x47a3, 0x465d, 0x46ca, 0x4855, 0x4500, 0x464f, 0x479a, 0x46c3, 0x4738, 
+0x481e, 0x486c, 0x4659, 0x4801, 0x4756, 0x477a, 0x47d5, 0x487b, 0x4706, 0x4808, 0x484f, 0x4838, 0x4870, 0x4863, 0x48d3, 0x4806, 0x4865, 0x4771, 0x46be, 0x494c, 0x4915, 0x484c, 0x4900, 0x4862, 0x481a, 0x46e8, 0x4974, 0x46a0, 0x4775, 0x483d, 0x487c, 0x480e 
+};
\ No newline at end of file
diff --git a/astral/redmule/redmule.c b/astral/redmule/redmule.c
new file mode 100644
index 0000000..992e223
--- /dev/null
+++ b/astral/redmule/redmule.c
@@ -0,0 +1,112 @@
+/*
+ * Copyright (C) 2022-2023 ETH Zurich and University of Bologna
+ *
+ * Licensed under the Apache License, Version 2.0 (the "License");
+ * you may not use this file except in compliance with the License.
+ * You may obtain a copy of the License at
+ *
+ *     http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ * SPDX-License-Identifier: Apache-2.0
+ * 
+ * Author: Yvan Tortorella  <yvan.tortorella@unibo.it>
+ *
+ * RedMulE SW test
+ */
+
+#include <stdint.h>
+#include "stdio.h"
+#include "archi_redmule.h"
+#include "hal_redmule.h"
+#include "pulp.h"
+
+int main() {
+
+  volatile int errors = 0;
+
+  if(get_core_id() == 0){
+
+    uint16_t m_size = M_SIZE;
+    uint16_t n_size = N_SIZE;
+    uint16_t k_size = K_SIZE;
+
+    uint8_t *x_ext = x_inp;
+    uint8_t *w_ext = w_inp;
+    uint8_t *y_ext = y_inp;
+    uint8_t *z_ext = z_oup;
+
+    uint8_t volatile *x = (uint8_t volatile *) pi_l1_malloc(0, (2*m_size*n_size));
+    uint8_t volatile *w = (uint8_t volatile *) pi_l1_malloc(0, (2*n_size*k_size));
+    uint8_t volatile *y = (uint8_t volatile *) pi_l1_malloc(0, (2*m_size*k_size));
+
+    #ifdef USE_NO_DMA
+      generate_test_data16((int) x, (int) w, (int) y, (int) m_size, (int) n_size, (int) k_size);
+    #else
+      volatile unsigned int dma_id = 0;
+      dma_id = mchan_alloc();
+      mchan_transfer((unsigned int) 2*(2*m_size*n_size),
+                     (unsigned int) x_ext,
+                     (unsigned int) x    );
+      mchan_barrier(dma_id);
+      mchan_free(dma_id);
+    
+      dma_id = mchan_alloc();
+      mchan_transfer((unsigned int) 2*(2*n_size*k_size),
+                     (unsigned int) w_ext,
+                     (unsigned int) w    );
+      mchan_barrier(dma_id);
+      mchan_free(dma_id);
+    
+      dma_id = mchan_alloc();
+      mchan_transfer((unsigned int) 2*(2*m_size*k_size),
+                     (unsigned int) y_ext,
+                     (unsigned int) y    );
+      mchan_barrier(dma_id);
+    #endif
+
+    int gold_sum = 0, check_sum = 0;
+    int i,j;
+
+    int offload_id_tmp, offload_id;
+
+    // Enable RedMulE
+    hwpe_cg_enable();
+
+    hwpe_soft_clear();
+
+    // redmule_cfg ((unsigned int) x,
+    //              (unsigned int) w,
+    //              (unsigned int) y,
+    //              m_size, n_size, k_size,
+    //              (uint8_t) GEMM,
+    //              (uint8_t) Float16);
+    redmule_x_add_set ((unsigned int) x);
+    redmule_w_add_set ((unsigned int) w);
+    redmule_y_add_set ((unsigned int) y);
+    redmule_z_add_set ((unsigned int) y);
+    redmule_cfg (m_size, n_size, k_size, gemm_ops);
+
+    // Start RedMulE operation
+    hwpe_trigger_job();
+
+    // Wait for end of computation
+    redmule_evt_wait();
+
+    // Disable RedMulE
+    hwpe_cg_disable();
+
+    errors = redmule_compare16((int) y, (int) m_size, (int) k_size);
+
+    *(int *) 0x1A1040A0 = errors;
+
+    printf ("Terminated test with %d errors. See you!\n", errors);
+
+  }
+  synch_barrier();
+  return errors;
+}

From b7ad8bf7e5817b1f5b52212b2dc39fd95dc9139a Mon Sep 17 00:00:00 2001
From: Francesco Conti <f.conti@unibo.it>
Date: Tue, 26 Mar 2024 21:43:08 +0000
Subject: [PATCH 25/56] Add N-EUREKA regression test (not fully self-checking,
 very minimal)

This is a temporary reg-test for N-EUREKA integration.
---
 .gitmodules                       |   3 +
 hwpe/neureka/Makefile             |  34 ++++++
 hwpe/neureka/gen/inc/bias.h       |  14 +++
 hwpe/neureka/gen/inc/input.h      |  65 ++++++++++++
 hwpe/neureka/gen/inc/layer_conf.h |  42 ++++++++
 hwpe/neureka/gen/inc/output.h     |  10 ++
 hwpe/neureka/gen/inc/scale.h      |  15 +++
 hwpe/neureka/gen/inc/weight.h     | 115 ++++++++++++++++++++
 hwpe/neureka/inc/layer_util.h     |  40 +++++++
 hwpe/neureka/inc/nnx_layer.h      |  26 +++++
 hwpe/neureka/inc/pmsis.h          |  11 ++
 hwpe/neureka/pulp-nnx             |   1 +
 hwpe/neureka/src/main.c           |  65 ++++++++++++
 hwpe/neureka/src/nnx_layer.c      | 171 ++++++++++++++++++++++++++++++
 14 files changed, 612 insertions(+)
 create mode 100644 .gitmodules
 create mode 100644 hwpe/neureka/Makefile
 create mode 100644 hwpe/neureka/gen/inc/bias.h
 create mode 100644 hwpe/neureka/gen/inc/input.h
 create mode 100644 hwpe/neureka/gen/inc/layer_conf.h
 create mode 100644 hwpe/neureka/gen/inc/output.h
 create mode 100644 hwpe/neureka/gen/inc/scale.h
 create mode 100644 hwpe/neureka/gen/inc/weight.h
 create mode 100644 hwpe/neureka/inc/layer_util.h
 create mode 100644 hwpe/neureka/inc/nnx_layer.h
 create mode 100644 hwpe/neureka/inc/pmsis.h
 create mode 160000 hwpe/neureka/pulp-nnx
 create mode 100644 hwpe/neureka/src/main.c
 create mode 100644 hwpe/neureka/src/nnx_layer.c

diff --git a/.gitmodules b/.gitmodules
new file mode 100644
index 0000000..36d31e4
--- /dev/null
+++ b/.gitmodules
@@ -0,0 +1,3 @@
+[submodule "hwpe/neureka/pulp-nnx"]
+	path = hwpe/neureka/pulp-nnx
+	url = git@github.com:pulp-platform/pulp-nnx
diff --git a/hwpe/neureka/Makefile b/hwpe/neureka/Makefile
new file mode 100644
index 0000000..37ace72
--- /dev/null
+++ b/hwpe/neureka/Makefile
@@ -0,0 +1,34 @@
+ACCELERATOR ?= neureka
+
+LIBDIR := $(abspath ./pulp-nnx)
+ACC_DIR := $(LIBDIR)/$(ACCELERATOR)
+
+## Test
+INC_DIRS += inc
+PULP_APP_SRCS += $(wildcard src/*.c)
+SRC_DIRS += src
+
+## Library
+INC_DIRS += $(LIBDIR)/inc $(LIBDIR)/util
+PULP_APP_SRCS += $(LIBDIR)/src/pulp_nnx_$(ACCELERATOR).c $(wildcard $(LIBDIR)/util/*.c)
+SRC_DIRS += $(LIBDIR)/src $(LIBDIR)/util
+
+## Accelerator
+INC_DIRS += $(ACC_DIR)/hal $(ACC_DIR)/bsp $(ACC_DIR)/bsp/astral
+PULP_APP_SRCS += $(wildcard $(ACC_DIR)/hal/*.c) $(wildcard $(ACC_DIR)/bsp/astral/*.c)
+SRC_DIRS += $(ACC_DIR)/hal $(ACC_DIR)/bsp/astral
+
+## Generated 
+INC_DIRS += gen/inc
+SRC_DIRS += gen/src
+
+INC_FLAGS += $(addprefix -I,$(INC_DIRS))
+
+# Flags
+ACCELERATOR_UPPERCASE := $(shell echo $(ACCELERATOR) | tr [:lower:] [:upper:])
+PULP_CFLAGS += -DNNX_ACCELERATOR=\"$(ACCELERATOR)\" -DNNX_$(ACCELERATOR_UPPERCASE) -DNNX_NEUREKA_ASTRAL -DNNX_NEUREKA_PE_H=4 -DNNX_NEUREKA_PE_W=4
+PULP_CFLAGS += $(INC_FLAGS) -O3
+
+PULP_APP = test
+
+include $(PULP_SDK_HOME)/install/rules/pulp_rt.mk
diff --git a/hwpe/neureka/gen/inc/bias.h b/hwpe/neureka/gen/inc/bias.h
new file mode 100644
index 0000000..30d072b
--- /dev/null
+++ b/hwpe/neureka/gen/inc/bias.h
@@ -0,0 +1,14 @@
+#ifndef __BIAS_H__
+#define __BIAS_H__
+
+#include <pmsis.h>
+
+#define BIAS_SIZE (32)
+PI_L1 int32_t bias[BIAS_SIZE] = {
+    -0x65c83656, 0x79b5657f, -0x57f742d4, 0x48370263, -0x322008d7, -0x40c1a507, -0x6cb54499, -0x76a3f065, -0x13494905, -0x17d3f6d0, 
+    -0x64732a81, 0x60b4468a, 0x1176b544, -0x1168daef, -0x40e1a4fd, -0x3746219b, 0x18afd65e, 0x6f6ff1d7, -0x61e9d6e3, 0x45b33266, 
+    0x79d3867b, 0x1c699c9e, 0x6ebc54cb, -0x7f508e3e, -0x1bb33223, 0x6e771d3c, -0x42009579, 0x2c809ab3, -0x3fe5e70c, -0x468955b7, 
+    -0x4405229, -0x79a9c840
+};
+
+#endif  // __BIAS_H__
diff --git a/hwpe/neureka/gen/inc/input.h b/hwpe/neureka/gen/inc/input.h
new file mode 100644
index 0000000..2c7c3e5
--- /dev/null
+++ b/hwpe/neureka/gen/inc/input.h
@@ -0,0 +1,65 @@
+#ifndef __INPUT_H__
+#define __INPUT_H__
+
+#include <pmsis.h>
+
+#define INPUT_SIZE (512)
+
+PI_L1 uint8_t input[INPUT_SIZE] = {
+    0xc2, 0x9c, 0xad, 0x2f, 0x37, 0xd4, 0x88, 0x59, 0x67, 0xd8, 
+    0x73, 0x01, 0x9c, 0x5f, 0xc4, 0x64, 0xd9, 0x74, 0xa9, 0xe7, 
+    0x18, 0x9a, 0x6e, 0xd7, 0x77, 0xc2, 0x71, 0xa6, 0xdc, 0x3f, 
+    0xab, 0x2b, 0x36, 0x6c, 0x87, 0x3d, 0x9b, 0x68, 0x64, 0x62, 
+    0xc4, 0x13, 0x65, 0x5c, 0x3c, 0xcf, 0xd0, 0x0a, 0x12, 0xc1, 
+    0x18, 0xb4, 0x82, 0x15, 0x77, 0x44, 0x92, 0xb6, 0x6d, 0x09, 
+    0xc7, 0x0a, 0x41, 0xc1, 0xe9, 0xfe, 0x82, 0x73, 0x1c, 0x1d, 
+    0xd4, 0xb8, 0x49, 0x81, 0x3e, 0x3a, 0xa7, 0x32, 0x41, 0x19, 
+    0xcb, 0x37, 0xc8, 0x56, 0x72, 0x34, 0x91, 0x11, 0xa4, 0x99, 
+    0x9d, 0xc5, 0x7a, 0x50, 0x22, 0x65, 0x87, 0xc6, 0xe1, 0x95, 
+    0xe8, 0x3a, 0x61, 0xdb, 0x01, 0xb3, 0x56, 0x46, 0xa9, 0xdd, 
+    0x21, 0xb2, 0xb9, 0xbf, 0x93, 0x3f, 0x33, 0x87, 0x86, 0x65, 
+    0x20, 0xef, 0xdf, 0xd3, 0xdc, 0xb6, 0xe8, 0x5e, 0xdf, 0xdd, 
+    0x43, 0xad, 0xbc, 0x81, 0x6e, 0x8b, 0x61, 0x28, 0xef, 0xc6, 
+    0x5c, 0x7f, 0x01, 0x5a, 0x66, 0x52, 0x5a, 0x14, 0x0f, 0x32, 
+    0x12, 0x07, 0xb9, 0x98, 0xc8, 0x81, 0x2b, 0x67, 0x07, 0x7f, 
+    0xcc, 0x2c, 0x68, 0x1f, 0xd9, 0xda, 0xc9, 0x5a, 0x49, 0x8b, 
+    0x24, 0x03, 0x16, 0xa8, 0x5b, 0xc8, 0x4b, 0x77, 0xfd, 0x50, 
+    0x0a, 0x3d, 0x7d, 0x1e, 0x99, 0xe4, 0x5b, 0x3b, 0xb2, 0x89, 
+    0xf5, 0x12, 0x43, 0xec, 0x65, 0x1a, 0x4d, 0x13, 0x3d, 0x61, 
+    0x95, 0x48, 0x24, 0xf9, 0x0c, 0xed, 0xba, 0xad, 0x0d, 0x93, 
+    0xed, 0x35, 0x51, 0x30, 0x48, 0x11, 0x04, 0x5b, 0xcd, 0xa7, 
+    0xc1, 0x1d, 0x5c, 0xd3, 0xa3, 0xd1, 0x67, 0xb9, 0x14, 0xdf, 
+    0x96, 0x54, 0x5b, 0x07, 0x27, 0x39, 0xef, 0x81, 0x75, 0x0b, 
+    0x2a, 0x5b, 0x78, 0x3d, 0x19, 0x5e, 0x20, 0x69, 0x38, 0xc8, 
+    0x68, 0x4a, 0x2d, 0x39, 0xb5, 0x93, 0x8e, 0xb3, 0x8f, 0x17, 
+    0xc3, 0xb8, 0x59, 0x2d, 0x9b, 0x2a, 0x4c, 0x93, 0x13, 0xe9, 
+    0x25, 0x52, 0xf4, 0x6d, 0x9e, 0x84, 0x9c, 0x47, 0x29, 0xdc, 
+    0xa5, 0x0d, 0x27, 0xf1, 0x74, 0x51, 0x0b, 0x1e, 0xf3, 0xce, 
+    0x7b, 0xc4, 0x19, 0x71, 0x2d, 0x58, 0x3b, 0x1f, 0x46, 0xd7, 
+    0xe9, 0x4e, 0xe8, 0x2a, 0x7f, 0x30, 0x06, 0xbb, 0x0a, 0x33, 
+    0x5e, 0xce, 0x69, 0x46, 0x08, 0x44, 0xca, 0xb2, 0x55, 0xab, 
+    0x65, 0x6d, 0xe2, 0xce, 0xe4, 0xbe, 0x99, 0x76, 0x3c, 0xd1, 
+    0x96, 0x71, 0xa5, 0x24, 0x48, 0x69, 0xee, 0xe9, 0x10, 0xf5, 
+    0x69, 0xbe, 0x66, 0x5e, 0x87, 0x23, 0x2f, 0xe1, 0xdc, 0x05, 
+    0x28, 0x2b, 0x92, 0x3b, 0x04, 0x2f, 0x56, 0xb2, 0x38, 0x70, 
+    0x5e, 0x6d, 0xca, 0x08, 0x5b, 0x23, 0x30, 0xf0, 0x34, 0xd1, 
+    0xc7, 0x7a, 0x56, 0xb8, 0x5a, 0x57, 0x01, 0xe4, 0xc8, 0x80, 
+    0x7a, 0x2e, 0xed, 0xee, 0x51, 0xf9, 0x10, 0x8b, 0x54, 0x61, 
+    0x20, 0x3a, 0x90, 0x0b, 0xaa, 0x65, 0x81, 0xc6, 0x99, 0x40, 
+    0x23, 0xc2, 0x24, 0xf2, 0x61, 0x8c, 0x42, 0x06, 0xb4, 0xa3, 
+    0x0f, 0xed, 0x6b, 0xd5, 0x2d, 0xb5, 0x09, 0x96, 0xe3, 0x5b, 
+    0x2e, 0x3a, 0x62, 0xd7, 0x7f, 0x29, 0x03, 0x8a, 0x26, 0x71, 
+    0x10, 0xae, 0x28, 0x3b, 0x1a, 0xf3, 0x9d, 0xf6, 0x37, 0x23, 
+    0x84, 0x3c, 0x1f, 0x13, 0xdf, 0x74, 0x63, 0xa2, 0xb2, 0x88, 
+    0xee, 0xf3, 0x6a, 0xcd, 0x8c, 0xa9, 0x5a, 0xf5, 0xc9, 0xc8, 
+    0x53, 0xc8, 0xd4, 0x58, 0x44, 0x27, 0x0e, 0x3d, 0xb0, 0x72, 
+    0xd2, 0x3d, 0x31, 0xf3, 0x76, 0xf2, 0x83, 0x03, 0xfc, 0xd1, 
+    0x29, 0xc0, 0x19, 0x81, 0xb9, 0x65, 0x8b, 0xf4, 0xe1, 0x8f, 
+    0xf3, 0x80, 0xc2, 0xe1, 0xb2, 0xd0, 0x27, 0x9a, 0x0d, 0xd7, 
+    0xf5, 0x46, 0x6d, 0x37, 0xdf, 0x16, 0xe5, 0x40, 0x63, 0xac, 
+    0xdd, 0xe2
+};
+
+
+
+#endif  // __INPUT_H__
diff --git a/hwpe/neureka/gen/inc/layer_conf.h b/hwpe/neureka/gen/inc/layer_conf.h
new file mode 100644
index 0000000..42e2de0
--- /dev/null
+++ b/hwpe/neureka/gen/inc/layer_conf.h
@@ -0,0 +1,42 @@
+#ifndef __LAYER_CONF_H__
+#define __LAYER_CONF_H__
+
+#define TEST_NAME "test"
+#define INPUT_HEIGHT (4)
+#define INPUT_WIDTH (4)
+#define INPUT_CHANNEL (32)
+#define INPUT_SIGNED (0)
+#define INPUT_BITS (8)
+
+#define OUTPUT_HEIGHT (4)
+#define OUTPUT_WIDTH (4)
+#define OUTPUT_CHANNEL (32)
+#define OUTPUT_BITS (8)
+
+#define WEIGHT_HEIGHT (1)
+#define WEIGHT_WIDTH (1)
+#define WEIGHT_CHANNEL_IN (32)
+#define WEIGHT_CHANNEL_OUT (32)
+#define WEIGHT_BITS (8)
+#define WEIGHT_OFFSET (-128)
+
+#define SCALE_BITS (8)
+
+#define BIAS_BITS (32)
+
+#define PADDING_TOP (0)
+#define PADDING_BOTTOM (0)
+#define PADDING_LEFT (0)
+#define PADDING_RIGHT (0)
+#define PADDING_VALUE (0)
+
+#define STRIDE_HEIGHT (1)
+#define STRIDE_WIDTH (1)
+
+#define GROUPS (1)
+#define OUTSHIFT (23)
+#define HAS_NORM_QUANT (1)
+#define HAS_BIAS (1)
+#define HAS_RELU (1)
+
+#endif  // __LAYER_CONF_H__
diff --git a/hwpe/neureka/gen/inc/output.h b/hwpe/neureka/gen/inc/output.h
new file mode 100644
index 0000000..472a3bb
--- /dev/null
+++ b/hwpe/neureka/gen/inc/output.h
@@ -0,0 +1,10 @@
+#ifndef __OUTPUT_H__
+#define __OUTPUT_H__
+
+#include <pmsis.h>
+
+#define OUTPUT_SIZE (512)
+PI_L1 uint8_t output[OUTPUT_SIZE];
+
+
+#endif  // __OUTPUT_H__
diff --git a/hwpe/neureka/gen/inc/scale.h b/hwpe/neureka/gen/inc/scale.h
new file mode 100644
index 0000000..8ae79a5
--- /dev/null
+++ b/hwpe/neureka/gen/inc/scale.h
@@ -0,0 +1,15 @@
+#ifndef __SCALE_H__
+#define __SCALE_H__
+
+#include <pmsis.h>
+
+#define SCALE_SIZE (32)
+PI_L1 uint8_t scale[SCALE_SIZE] = {
+    0x2c, 0xca, 0xa6, 0xb9, 0x5f, 0xfb, 0xb4, 0x1e, 0x98, 0x1b, 
+    0xf1, 0xdf, 0xdd, 0xcf, 0xde, 0xf4, 0x82, 0xfd, 0x38, 0x59, 
+    0x2b, 0xa6, 0x10, 0x67, 0xa4, 0x2a, 0xf7, 0x12, 0x89, 0xcc, 
+    0x53, 0x1c
+};
+
+
+#endif  // __SCALE_H__
diff --git a/hwpe/neureka/gen/inc/weight.h b/hwpe/neureka/gen/inc/weight.h
new file mode 100644
index 0000000..dfa4788
--- /dev/null
+++ b/hwpe/neureka/gen/inc/weight.h
@@ -0,0 +1,115 @@
+#ifndef __WEIGHT_H__
+#define __WEIGHT_H__
+
+#include <pmsis.h>
+
+#define WEIGHT_SIZE (1024)
+PI_L1 uint8_t weight[WEIGHT_SIZE] = {
+    0x6e, 0xe7, 0xcc, 0xf1, 0x1d, 0x56, 0xfe, 0xa4, 0xdd, 0x6c, 
+    0x22, 0xe7, 0x2b, 0x7d, 0x5a, 0xc1, 0x16, 0x58, 0x21, 0xc1, 
+    0x16, 0x95, 0x10, 0x54, 0x9c, 0xdd, 0xc9, 0x66, 0x89, 0x93, 
+    0xc7, 0xe1, 0x73, 0x89, 0xad, 0x4d, 0x48, 0x2e, 0xe5, 0x3e, 
+    0x29, 0x36, 0x3c, 0xae, 0xc3, 0xa4, 0x4a, 0x2b, 0x00, 0x54, 
+    0x42, 0xed, 0x55, 0x7d, 0x54, 0x94, 0x70, 0x1e, 0x3c, 0x46, 
+    0x86, 0x01, 0xd3, 0xa4, 0xe2, 0x52, 0x0c, 0x87, 0x0b, 0x5e, 
+    0x02, 0xfb, 0xcd, 0x76, 0xb6, 0x83, 0xc5, 0x9c, 0xf1, 0x6a, 
+    0x7f, 0x5f, 0xc0, 0x9c, 0x13, 0xde, 0xdd, 0x70, 0xb6, 0x38, 
+    0x98, 0x87, 0xe5, 0x71, 0xc7, 0x37, 0x9b, 0x47, 0x54, 0xfa, 
+    0xeb, 0xc7, 0x72, 0x0f, 0x61, 0x72, 0xff, 0x63, 0xc5, 0x59, 
+    0xb5, 0xeb, 0x0f, 0x38, 0xff, 0x68, 0x18, 0x4e, 0xdb, 0x0a, 
+    0x0e, 0xc6, 0x77, 0x17, 0xa5, 0x2e, 0x36, 0x00, 0x8e, 0xe2, 
+    0x41, 0x4f, 0x1e, 0x13, 0x83, 0x6a, 0x9b, 0x08, 0xc1, 0x63, 
+    0x4e, 0x14, 0xd8, 0xd0, 0x00, 0x8b, 0x06, 0x30, 0xcc, 0x11, 
+    0x44, 0x09, 0x1e, 0x9a, 0x07, 0xde, 0x4e, 0x6d, 0x45, 0x36, 
+    0xdd, 0x98, 0x27, 0x32, 0x60, 0xfa, 0xfb, 0x7b, 0x29, 0x73, 
+    0xe6, 0x6c, 0xec, 0xa1, 0x3f, 0x36, 0x9b, 0x8c, 0xa4, 0x03, 
+    0x08, 0x60, 0x2b, 0x06, 0xff, 0x89, 0x4d, 0x26, 0x90, 0x0e, 
+    0x34, 0xcf, 0xf4, 0x1a, 0xd6, 0xa6, 0x55, 0x06, 0xdf, 0x83, 
+    0x46, 0x0b, 0xec, 0x7a, 0x27, 0xb4, 0x88, 0x8e, 0xae, 0xa4, 
+    0xad, 0xcd, 0x3e, 0x2a, 0xc7, 0xba, 0xb6, 0x1b, 0x1f, 0xe3, 
+    0x26, 0x65, 0xc8, 0x2a, 0x0b, 0xaa, 0xfa, 0xf9, 0x5c, 0xe3, 
+    0x07, 0x50, 0xc9, 0x51, 0x26, 0x10, 0x83, 0xa6, 0x3e, 0x54, 
+    0x7b, 0xe3, 0x46, 0x79, 0x9a, 0xbe, 0x25, 0xe9, 0x83, 0x2b, 
+    0xbb, 0xec, 0x29, 0x7c, 0xe9, 0xc7, 0x28, 0x99, 0x1d, 0x7f, 
+    0xb3, 0x1b, 0x01, 0xa6, 0xe2, 0xed, 0x8b, 0xce, 0x0e, 0xe1, 
+    0x8a, 0x93, 0x44, 0x13, 0xae, 0xee, 0x19, 0x7d, 0x87, 0xea, 
+    0xd7, 0x70, 0x9f, 0x3c, 0xbf, 0x2f, 0x5c, 0x60, 0x10, 0xae, 
+    0x4b, 0x6b, 0x2d, 0x7e, 0xe5, 0x8a, 0xa9, 0xa0, 0xf9, 0x8e, 
+    0x4f, 0x98, 0x19, 0xf9, 0x3e, 0x4b, 0x0d, 0xf0, 0x81, 0xe0, 
+    0x52, 0xa8, 0xb5, 0x29, 0x40, 0x0d, 0x71, 0x90, 0x39, 0xe8, 
+    0x7d, 0x15, 0xf7, 0x21, 0x59, 0x34, 0xf3, 0xfb, 0xc2, 0x51, 
+    0x37, 0xee, 0x78, 0x32, 0x06, 0xdd, 0xfb, 0xf4, 0x39, 0xb7, 
+    0x96, 0x1f, 0x17, 0x94, 0x36, 0x2e, 0xb7, 0xd2, 0x6b, 0xa3, 
+    0x5d, 0x35, 0xcb, 0x76, 0xb2, 0xa9, 0x01, 0xaa, 0xd1, 0xd1, 
+    0x8a, 0xb7, 0x86, 0x17, 0x21, 0x18, 0xba, 0xa2, 0x38, 0xbe, 
+    0xc9, 0x64, 0x2d, 0xf4, 0x81, 0xc2, 0xd1, 0x97, 0xbb, 0xcd, 
+    0x04, 0x50, 0x20, 0xbb, 0x67, 0x20, 0xb4, 0x8a, 0x96, 0x30, 
+    0x8f, 0x35, 0xa4, 0xb0, 0xc2, 0x8c, 0x4e, 0x9c, 0xc7, 0x2d, 
+    0xbb, 0x90, 0x2d, 0x4a, 0x96, 0xbb, 0xb9, 0x71, 0x35, 0x37, 
+    0xe7, 0xc8, 0x54, 0x1c, 0x91, 0x15, 0xb7, 0x46, 0x28, 0x3e, 
+    0x90, 0x85, 0xa6, 0x09, 0xba, 0xd4, 0x5a, 0x51, 0x5d, 0x4a, 
+    0xb6, 0xa0, 0xb1, 0x84, 0x12, 0x9d, 0x85, 0x6d, 0xa7, 0x07, 
+    0x7d, 0x3b, 0x24, 0x44, 0x61, 0xb7, 0x78, 0x41, 0xba, 0x29, 
+    0x8b, 0xc9, 0x67, 0x2e, 0x54, 0x72, 0x79, 0x11, 0x61, 0xe9, 
+    0x31, 0x84, 0x21, 0x70, 0x1e, 0xcc, 0x5c, 0x03, 0x75, 0x19, 
+    0xab, 0x3d, 0xea, 0x1d, 0x15, 0xae, 0xba, 0xe5, 0xa2, 0x0b, 
+    0x73, 0xf4, 0xa3, 0x55, 0x3c, 0x81, 0x3c, 0x00, 0x30, 0xb0, 
+    0x2e, 0xca, 0x8f, 0xd8, 0xd3, 0x71, 0x2a, 0x9e, 0x40, 0xaf, 
+    0x0d, 0x20, 0xa1, 0x22, 0xf8, 0x7e, 0xa4, 0x8d, 0x5a, 0x7a, 
+    0xfc, 0x23, 0x05, 0x4c, 0xa3, 0xc1, 0x16, 0x95, 0x5e, 0xa9, 
+    0x6e, 0xbf, 0xf8, 0xaf, 0x5f, 0xe3, 0xb0, 0x22, 0x62, 0x39, 
+    0x45, 0xc9, 0x47, 0x84, 0x0e, 0x53, 0x79, 0xa2, 0xa8, 0x20, 
+    0x43, 0x65, 0x63, 0x4a, 0x6d, 0x10, 0x7c, 0x03, 0x5f, 0xd0, 
+    0xbe, 0x6f, 0x5a, 0x91, 0x41, 0xef, 0x9e, 0x06, 0xc9, 0x43, 
+    0x1b, 0xd9, 0x6f, 0xe5, 0x69, 0xac, 0xb2, 0xe4, 0x35, 0xea, 
+    0x8a, 0x8b, 0xb1, 0x5c, 0x20, 0x53, 0x38, 0x40, 0x29, 0xc6, 
+    0x0e, 0x64, 0xa3, 0xf7, 0xbf, 0x75, 0xad, 0x84, 0x6d, 0x9b, 
+    0xdd, 0x17, 0x10, 0x3e, 0x85, 0x6a, 0xc2, 0xc2, 0xc1, 0x22, 
+    0xb0, 0xf7, 0xae, 0x65, 0x43, 0x72, 0x4a, 0xbd, 0xeb, 0xe0, 
+    0x4e, 0xf9, 0x88, 0xa7, 0x00, 0x02, 0x8d, 0xbc, 0x05, 0x2f, 
+    0x6c, 0x8d, 0xa5, 0xb6, 0x02, 0x64, 0x32, 0x55, 0x1d, 0xde, 
+    0x76, 0xc6, 0x54, 0x95, 0xf9, 0xe7, 0xa5, 0x71, 0x66, 0xc0, 
+    0xe6, 0xab, 0xd7, 0xb7, 0x03, 0xa1, 0x38, 0xc4, 0x6f, 0x90, 
+    0x0a, 0x87, 0x25, 0x39, 0x42, 0x8f, 0xc7, 0x6b, 0x62, 0x2e, 
+    0x13, 0xde, 0x07, 0x1e, 0xa7, 0x00, 0xf0, 0x8d, 0xeb, 0xd6, 
+    0xc2, 0x9e, 0x20, 0x58, 0xe7, 0x7f, 0xc6, 0x20, 0xd6, 0xb1, 
+    0xfe, 0xf3, 0xee, 0x34, 0x9c, 0x14, 0x1e, 0xf7, 0xa4, 0x18, 
+    0x2c, 0xdd, 0xfb, 0xde, 0x4a, 0x95, 0xf8, 0xb0, 0x73, 0x14, 
+    0x09, 0x89, 0x75, 0x4c, 0xe8, 0xc8, 0x00, 0x73, 0xdc, 0x49, 
+    0x90, 0x58, 0x15, 0x53, 0x22, 0xca, 0x16, 0xc5, 0x49, 0xd5, 
+    0x2b, 0x98, 0x2f, 0x05, 0x2d, 0x8d, 0x6b, 0x0a, 0x0e, 0xac, 
+    0xfb, 0x7d, 0x42, 0x12, 0x83, 0xe8, 0x8d, 0x72, 0xa3, 0xf2, 
+    0xf7, 0x04, 0xc6, 0x87, 0x97, 0xa5, 0x82, 0x5b, 0x85, 0xea, 
+    0x8f, 0xd3, 0x68, 0x74, 0x3e, 0xf7, 0x36, 0x0c, 0xa0, 0x83, 
+    0x51, 0x68, 0xf9, 0xfb, 0xbe, 0x10, 0xde, 0xad, 0xec, 0x91, 
+    0xea, 0x12, 0x2e, 0x4a, 0xf5, 0x35, 0x03, 0x50, 0x3b, 0x5f, 
+    0x1e, 0xdf, 0xdc, 0x95, 0x68, 0xeb, 0x87, 0x8e, 0x24, 0xa4, 
+    0x70, 0x13, 0x9e, 0x09, 0x50, 0xa5, 0x15, 0x78, 0x7f, 0x18, 
+    0x06, 0x61, 0x49, 0x8a, 0xb4, 0x65, 0xca, 0x33, 0xe2, 0xa7, 
+    0x57, 0x51, 0xa1, 0xcf, 0x58, 0x82, 0xa5, 0xa0, 0xab, 0xd1, 
+    0x5f, 0xf5, 0x68, 0x2c, 0xad, 0x4e, 0xe5, 0xd1, 0x96, 0x4f, 
+    0xe0, 0x51, 0x65, 0x0c, 0x44, 0xb8, 0xc6, 0x5b, 0xc8, 0x0e, 
+    0xe5, 0x2a, 0x7e, 0x74, 0xd7, 0x45, 0x7b, 0xb5, 0x03, 0x4a, 
+    0x77, 0x7f, 0x8e, 0xda, 0x26, 0x5c, 0xe3, 0x58, 0xbc, 0x36, 
+    0xa5, 0x6e, 0xa3, 0x7e, 0x87, 0xb9, 0x80, 0xd6, 0x93, 0x5e, 
+    0xf5, 0x24, 0xd4, 0x2d, 0xbc, 0x4d, 0xc8, 0xe7, 0xdc, 0x85, 
+    0x44, 0x00, 0x4b, 0x8b, 0x2d, 0x05, 0x32, 0x97, 0x4c, 0x9c, 
+    0xb9, 0xb4, 0x97, 0x97, 0x55, 0x60, 0x0b, 0x98, 0x21, 0x4f, 
+    0xa2, 0x2e, 0x4d, 0xcc, 0x5b, 0x8d, 0xde, 0x25, 0xaa, 0x0a, 
+    0xfc, 0xca, 0xd1, 0x54, 0x90, 0xbe, 0xef, 0xe6, 0x93, 0x49, 
+    0xbb, 0x33, 0xaf, 0xf9, 0x5b, 0x98, 0xc4, 0xce, 0x3c, 0x22, 
+    0xd0, 0xed, 0x5a, 0x9e, 0x01, 0xc0, 0x6a, 0x76, 0x2a, 0x74, 
+    0x8f, 0x65, 0xdd, 0xec, 0x7b, 0xd8, 0xef, 0x0e, 0xc0, 0x0d, 
+    0xdb, 0x47, 0x8b, 0x6a, 0x0d, 0xc5, 0xe5, 0x53, 0xb2, 0x22, 
+    0x84, 0x71, 0xb2, 0xf6, 0x99, 0x42, 0x14, 0x43, 0x94, 0xad, 
+    0x61, 0xbd, 0x00, 0xef, 0xf7, 0xfd, 0x20, 0xd7, 0x0c, 0x67, 
+    0xf7, 0xca, 0xdf, 0x78, 0xb0, 0x28, 0x95, 0xb9, 0x0e, 0x4c, 
+    0x3c, 0xbb, 0x2b, 0x85, 0xa3, 0x68, 0x78, 0x6f, 0x31, 0xe7, 
+    0x5f, 0x7b, 0xa7, 0x5f, 0xe7, 0x17, 0x35, 0xdd, 0x20, 0x2c, 
+    0x10, 0x3a, 0x98, 0xe3, 0xb8, 0x7a, 0x8e, 0x6f, 0xee, 0x34, 
+    0x14, 0x75, 0x19, 0xf8
+};
+
+
+
+#endif  // __WEIGHT_H__
diff --git a/hwpe/neureka/inc/layer_util.h b/hwpe/neureka/inc/layer_util.h
new file mode 100644
index 0000000..e44ede9
--- /dev/null
+++ b/hwpe/neureka/inc/layer_util.h
@@ -0,0 +1,40 @@
+/*
+ * Luka Macan <luka.macan@unibo.it>
+ *
+ * Copyright 2023 ETH Zurich and University of Bologna
+ *
+ * Licensed under the Apache License, Version 2.0 (the "License");
+ * you may not use this file except in compliance with the License.
+ * You may obtain a copy of the License at
+ *
+ *     http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ *
+ * SPDX-License-Identifier: Apache-2.0
+ */
+
+#ifndef __LAYER_UTIL_H__
+#define __LAYER_UTIL_H__
+
+#include "layer_conf.h"
+#include <pmsis.h>
+
+static void layer_info() {
+  printf("Layer info:\n"
+         " - input: (%dx%dx%d)\n"
+         " - output: (%dx%dx%d)\n"
+         " - weight: (%dx%dx%dx%d)\n"
+         " - stride: (%dx%d)\n"
+         " - padding: (%dx%dx%dx%d)\n",
+         INPUT_HEIGHT, INPUT_WIDTH, INPUT_CHANNEL, OUTPUT_HEIGHT, OUTPUT_WIDTH,
+         OUTPUT_CHANNEL, WEIGHT_CHANNEL_OUT, WEIGHT_HEIGHT, WEIGHT_WIDTH,
+         WEIGHT_CHANNEL_IN, STRIDE_HEIGHT, STRIDE_WIDTH, PADDING_TOP,
+         PADDING_BOTTOM, PADDING_LEFT, PADDING_RIGHT);
+}
+
+#endif // __LAYER_UTIL_H__
diff --git a/hwpe/neureka/inc/nnx_layer.h b/hwpe/neureka/inc/nnx_layer.h
new file mode 100644
index 0000000..cbaf4b9
--- /dev/null
+++ b/hwpe/neureka/inc/nnx_layer.h
@@ -0,0 +1,26 @@
+/*
+ * Luka Macan <luka.macan@unibo.it>
+ *
+ * Copyright 2023 ETH Zurich and University of Bologna
+ *
+ * Licensed under the Apache License, Version 2.0 (the "License");
+ * you may not use this file except in compliance with the License.
+ * You may obtain a copy of the License at
+ *
+ *     http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ *
+ * SPDX-License-Identifier: Apache-2.0
+ */
+
+#ifndef __NNX_LAYER_H__
+#define __NNX_LAYER_H__
+
+void execute_nnx_layer(void *unused_args);
+
+#endif // __NNX_LAYER_H__
diff --git a/hwpe/neureka/inc/pmsis.h b/hwpe/neureka/inc/pmsis.h
new file mode 100644
index 0000000..dbb6a91
--- /dev/null
+++ b/hwpe/neureka/inc/pmsis.h
@@ -0,0 +1,11 @@
+// fake pmsis.h
+#include <pulp.h>
+#include <stdint.h>
+// fake data in L2, actually in L1!
+#ifndef PI_L1
+  #define PI_L1 __attribute__((section(".data_l1")))
+#endif
+#ifndef PI_L2
+  #define PI_L2 __attribute__((section(".data_l1")))
+#endif
+
diff --git a/hwpe/neureka/pulp-nnx b/hwpe/neureka/pulp-nnx
new file mode 160000
index 0000000..9ec50f0
--- /dev/null
+++ b/hwpe/neureka/pulp-nnx
@@ -0,0 +1 @@
+Subproject commit 9ec50f0158637c5901ab2216d4be4862a613acdf
diff --git a/hwpe/neureka/src/main.c b/hwpe/neureka/src/main.c
new file mode 100644
index 0000000..4a8f24e
--- /dev/null
+++ b/hwpe/neureka/src/main.c
@@ -0,0 +1,65 @@
+/*
+ * Copyright (C) 2020-2024 ETH Zurich and University of Bologna
+ *
+ * Licensed under the Apache License, Version 2.0 (the "License");
+ * you may not use this file except in compliance with the License.
+ * You may obtain a copy of the License at
+ *
+ *     http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+/*
+ * Authors:  Francesco Conti <fconti@iis.ee.ethz.ch>
+ *           Gianna Paulin <pauling@iis.ee.ethz.ch>
+ *           Renzo Andri <andrire@iis.ee.ethz.ch>
+ *           Arpan Suravi Prasad <prasadar@iis.ee.ethz.ch>
+ *           Luka Macan <luka.macan@unibo.it>
+ * Main Test Program for N-EUREKA
+ */
+
+#include <stdint.h>
+#include <stdio.h>
+
+#include "layer_util.h"
+#include "nnx_layer.h"
+
+#define OUTPUT_SIZE 512
+
+extern int8_t output[];
+
+static int check_output() {
+    int checksum = 0;
+    for (int i = 0; i < OUTPUT_SIZE; i++) {
+        checksum += output[i];
+    }
+    return (checksum == 0x00007330);
+}
+
+int errors = 0;
+
+int main() {
+
+  if (get_core_id() == 0) {
+
+    // execute NNX layer
+    execute_nnx_layer(NULL);
+  
+    errors = check_output();
+  
+    *(int *) 0x1A1040A0 = errors;
+    if(errors)
+      printf ("[KO] Terminated test with errors!!!\n");
+    else
+      printf ("[OK] Terminated test with no errors!!!\n");
+
+  }
+  synch_barrier();
+  return errors;
+
+}
diff --git a/hwpe/neureka/src/nnx_layer.c b/hwpe/neureka/src/nnx_layer.c
new file mode 100644
index 0000000..cb53369
--- /dev/null
+++ b/hwpe/neureka/src/nnx_layer.c
@@ -0,0 +1,171 @@
+/*
+ * Luka Macan <luka.macan@unibo.it>
+ *
+ * Copyright 2023 ETH Zurich and University of Bologna
+ *
+ * Licensed under the Apache License, Version 2.0 (the "License");
+ * you may not use this file except in compliance with the License.
+ * You may obtain a copy of the License at
+ *
+ *     http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ *
+ * SPDX-License-Identifier: Apache-2.0
+ */
+
+#include "nnx_layer.h"
+#include <pmsis.h>
+
+#include "neureka.h"
+#include "neureka_astral_bsp.h"
+#include "neureka_task.h"
+#include "pulp_nnx_neureka.h"
+
+#define NULL 0
+
+typedef neureka_norm_mode_e nnx_norm_mode_e;
+typedef neureka_quant_t nnx_quant_t;
+typedef neureka_quant_function_e nnx_quant_function_e;
+typedef neureka_norm_t nnx_norm_t;
+typedef neureka_task_t nnx_task_t;
+typedef neureka_dev_t nnx_dev_t;
+typedef neureka_astral_conf_t nnx_bsp_conf_t;
+typedef neureka_task_flag_e nnx_task_flag_e;
+
+#define nnxTaskFlagTrue neurekaTaskFlagTrue
+#define nnxTaskFlagFalse neurekaTaskFlagFalse
+
+#define nnx_task_init neureka_task_init
+#define nnx_task_set_op_to_conv neureka_task_set_op_to_conv
+#define nnx_task_set_bits neureka_task_set_bits
+#define nnx_task_set_norm_quant neureka_task_set_norm_quant
+#define nnx_task_set_weight_offset neureka_task_set_weight_offset
+#define nnx_task_set_weight_source neureka_task_set_weight_source
+#define nnx_task_set_activation_prefetch neureka_task_set_activation_prefetch
+#define nnx_task_set_dims neureka_task_set_dims
+#define nnx_task_set_ptrs_conv neureka_task_set_ptrs_conv
+#define nnx_task_set_ptrs_norm_quant neureka_task_set_ptrs_norm_quant
+
+#define nnx_bsp_get_dev neureka_astral_get_dev
+
+#define nnx_init neureka_nnx_init
+#define nnx_dispatch_wait neureka_nnx_dispatch_wait
+#define nnx_dispatch neureka_nnx_dispatch
+#define nnx_resolve_wait neureka_nnx_resolve_wait
+#define nnx_term neureka_nnx_term
+
+// Generated headers
+#include "layer_conf.h"
+#if HAS_BIAS != 0
+  #include "bias.h"
+#endif
+#include "input.h"
+#include "output.h"
+#if HAS_NORM_QUANT != 0
+  #include "scale.h"
+#endif
+#include "weight.h"
+
+static void task_prepare(nnx_task_t *task) {
+  nnx_task_init(task);
+  nnx_task_set_op_to_conv(task, WEIGHT_HEIGHT, GROUPS > 1);
+  nnx_task_set_bits(task, INPUT_BITS, OUTPUT_BITS, WEIGHT_BITS);
+
+  nnx_task_set_weight_offset(task, weightOffsetModeLayerWise, WEIGHT_OFFSET);
+
+#ifdef NEUREKA_WEIGHT_SOURCE_WMEM
+  nnx_task_set_weight_source(task, neurekaWeightSourceWmem);
+  nnx_task_set_activation_prefetch(task, activationPrefetchOn);
+#else
+  neureka_task_set_weight_source(task, neurekaWeightSourceTcdm);
+  nnx_task_set_activation_prefetch(task, activationPrefetchOff);
+#endif
+#if INPUT_SIGNED == 1
+  neureka_task_set_input_signed(task);
+#else
+  neureka_task_set_input_unsigned(task);
+#endif
+
+  const uint32_t w_in_stride = INPUT_CHANNEL * INPUT_BITS / 8;
+  const uint32_t h_in_stride = INPUT_WIDTH * w_in_stride;
+  const uint32_t w_out_stride = OUTPUT_CHANNEL * OUTPUT_BITS / 8;
+  const uint32_t h_out_stride = OUTPUT_WIDTH * w_out_stride;
+
+#if STRIDE_HEIGHT == 2 && STRIDE_WIDTH == 2
+  nnx_task_set_dims_stride2x2(
+      task, INPUT_HEIGHT, INPUT_WIDTH, INPUT_CHANNEL, h_in_stride, w_in_stride,
+      OUTPUT_HEIGHT, OUTPUT_WIDTH, OUTPUT_CHANNEL, h_out_stride, w_out_stride,
+      WEIGHT_HEIGHT, WEIGHT_WIDTH, PADDING_TOP, PADDING_BOTTOM, PADDING_LEFT,
+      PADDING_RIGHT);
+#else
+  nnx_task_set_dims(task, INPUT_WIDTH, INPUT_CHANNEL, h_in_stride, w_in_stride,
+                    OUTPUT_HEIGHT, OUTPUT_WIDTH, OUTPUT_CHANNEL, h_out_stride,
+                    w_out_stride, PADDING_TOP, PADDING_BOTTOM, PADDING_LEFT,
+                    PADDING_RIGHT);
+#endif
+
+  nnx_task_set_ptrs_conv(task, (uint32_t)input, INPUT_WIDTH, w_in_stride,
+                         PADDING_TOP, PADDING_LEFT, (uint32_t)output,
+                         (uint32_t)weight);
+#if HAS_NORM_QUANT == 1
+#if SCALE_BITS == 8
+  const nnx_norm_mode_e normMode = normMode8Bit;
+#elif SCALE_BITS == 32
+  const nnx_norm_mode_e normMode = normMode32Bit;
+#endif
+
+  const nnx_task_flag_e flag_bias =
+      HAS_BIAS ? nnxTaskFlagTrue : nnxTaskFlagFalse;
+  const uint32_t bias_ptr = (uint32_t)(HAS_BIAS ? bias : NULL);
+
+  nnx_quant_function_e quant_function =
+      HAS_RELU ? quantFunctionRelu : quantFunctionIdentity;
+
+  nnx_task_set_norm_quant(task,
+                          (nnx_quant_t){.shift_amount = OUTSHIFT,
+                                        .function = quant_function,
+                                        .flag_rounding = nnxTaskFlagFalse},
+                          (nnx_norm_t){.mode = normMode,
+                                       .flag_bias = flag_bias,
+                                       .flag_shift = nnxTaskFlagFalse});
+
+  nnx_task_set_ptrs_norm_quant(task, (uint32_t)scale, NULL, bias_ptr);
+#endif // HAS_NORM_QUANT
+}
+
+static void task_execute(nnx_task_t *task) {
+  nnx_dev_t *dev = nnx_bsp_get_dev();
+
+  nnx_bsp_conf_t conf = {.max_stall = 8};
+  nnx_init(dev, &conf);
+
+  nnx_dispatch_wait(dev);
+
+  // printf("CFG:\n");
+  // for (int i=0; i<sizeof(neureka_task_data_t)/4; i++) {
+  //   printf("%08x\n", ((uint32_t *) &task->data)[i]);
+  // }
+#if STRIDE_HEIGHT == 2 && STRIDE_WIDTH == 2
+  nnx_dispatch_stride2x2(dev, task, INPUT_WIDTH, INPUT_CHANNEL, OUTPUT_HEIGHT,
+                         OUTPUT_WIDTH, OUTPUT_CHANNEL, WEIGHT_HEIGHT,
+                         WEIGHT_WIDTH);
+#else
+  nnx_dispatch(dev, task);
+#endif
+
+  nnx_resolve_wait(dev, task);
+
+  nnx_term(dev);
+
+}
+
+void execute_nnx_layer(void *args) {
+  nnx_task_t task;
+  task_prepare(&task);
+  task_execute(&task);
+}

From 921d02f1518f41319464ca97cba96b1643660cc8 Mon Sep 17 00:00:00 2001
From: Francesco Conti <f.conti@unibo.it>
Date: Tue, 26 Mar 2024 21:53:14 +0000
Subject: [PATCH 26/56] Fix version of pulp-nnx

---
 hwpe/neureka/pulp-nnx | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/hwpe/neureka/pulp-nnx b/hwpe/neureka/pulp-nnx
index 9ec50f0..37a8013 160000
--- a/hwpe/neureka/pulp-nnx
+++ b/hwpe/neureka/pulp-nnx
@@ -1 +1 @@
-Subproject commit 9ec50f0158637c5901ab2216d4be4862a613acdf
+Subproject commit 37a80138686668c455fb07af475ee7abbb8b6fbb

From aa5803ad4a0324c8aad7540c421f67a5f22cff8c Mon Sep 17 00:00:00 2001
From: Riccardo Tedeschi <riccardo.tedeschi6@unibo.it>
Date: Wed, 27 Mar 2024 12:42:15 +0100
Subject: [PATCH 27/56] Use symlinks to avoid code duplication

---
 carfield/neureka                  |   1 +
 carfield/redmule                  |   1 +
 carfield/redmule/Makefile         |   9 -
 carfield/redmule/archi_redmule.h  | 164 ----------
 carfield/redmule/hal_redmule.h    | 527 ------------------------------
 carfield/redmule/inc/golden.h     | 387 ----------------------
 carfield/redmule/inc/tensor_dim.h |  13 -
 carfield/redmule/inc/w_2D.h       |  35 --
 carfield/redmule/inc/w_input.h    |  35 --
 carfield/redmule/inc/x_2D.h       |  27 --
 carfield/redmule/inc/x_input.h    |  27 --
 carfield/redmule/inc/y_2D.h       |  27 --
 carfield/redmule/inc/y_input.h    |  27 --
 carfield/redmule/inc/z_2D.h       |  27 --
 carfield/redmule/inc/z_output.h   |  27 --
 carfield/redmule/redmule.c        | 112 -------
 16 files changed, 2 insertions(+), 1444 deletions(-)
 create mode 120000 carfield/neureka
 create mode 120000 carfield/redmule
 delete mode 100644 carfield/redmule/Makefile
 delete mode 100644 carfield/redmule/archi_redmule.h
 delete mode 100644 carfield/redmule/hal_redmule.h
 delete mode 100644 carfield/redmule/inc/golden.h
 delete mode 100644 carfield/redmule/inc/tensor_dim.h
 delete mode 100644 carfield/redmule/inc/w_2D.h
 delete mode 100644 carfield/redmule/inc/w_input.h
 delete mode 100644 carfield/redmule/inc/x_2D.h
 delete mode 100644 carfield/redmule/inc/x_input.h
 delete mode 100644 carfield/redmule/inc/y_2D.h
 delete mode 100644 carfield/redmule/inc/y_input.h
 delete mode 100644 carfield/redmule/inc/z_2D.h
 delete mode 100644 carfield/redmule/inc/z_output.h
 delete mode 100644 carfield/redmule/redmule.c

diff --git a/carfield/neureka b/carfield/neureka
new file mode 120000
index 0000000..98cb979
--- /dev/null
+++ b/carfield/neureka
@@ -0,0 +1 @@
+../hwpe/neureka/
\ No newline at end of file
diff --git a/carfield/redmule b/carfield/redmule
new file mode 120000
index 0000000..bd0da93
--- /dev/null
+++ b/carfield/redmule
@@ -0,0 +1 @@
+../hwpe/redmule/
\ No newline at end of file
diff --git a/carfield/redmule/Makefile b/carfield/redmule/Makefile
deleted file mode 100644
index c498417..0000000
--- a/carfield/redmule/Makefile
+++ /dev/null
@@ -1,9 +0,0 @@
-PULP_APP = test
-PULP_APP_SRCS = redmule.c
-PULP_CFLAGS = -O3
-
-ifeq ($(use_no_dma),1)
- PULP_CFLAGS += -DUSE_NO_DMA
-endif
-
-include $(PULP_SDK_HOME)/install/rules/pulp.mk
diff --git a/carfield/redmule/archi_redmule.h b/carfield/redmule/archi_redmule.h
deleted file mode 100644
index 9222d63..0000000
--- a/carfield/redmule/archi_redmule.h
+++ /dev/null
@@ -1,164 +0,0 @@
-/*
- * Copyright (C) 2022-2023 ETH Zurich and University of Bologna
- *
- * Licensed under the Apache License, Version 2.0 (the "License");
- * you may not use this file except in compliance with the License.
- * You may obtain a copy of the License at
- *
- *     http://www.apache.org/licenses/LICENSE-2.0
- *
- * Unless required by applicable law or agreed to in writing, software
- * distributed under the License is distributed on an "AS IS" BASIS,
- * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
- * See the License for the specific language governing permissions and
- * limitations under the License.
- * SPDX-License-Identifier: Apache-2.0
- * 
- * Author: Yvan Tortorella  <yvan.tortorella@unibo.it>
- *
- * High-level architecture of RedMulE
- *
- */
-
-#ifndef __ARCHI_REDMULE_H__
-#define __ARCHI_REDMULE_H__
-
-/*
- * |========================================================================|
- * ||                                                                      ||
- * ||Control and generic configuration register layout                     ||
- * |========================================================================|
- * || # reg |  offset  |  bits   |   bitmask    ||  content                ||
- * ||-------+----------+---------+--------------++-------------------------||
- * ||    0  |  0x0000  |  31: 0  |  0xFFFFFFFF  ||  TRIGGER                ||
- * ||    1  |  0x0004  |  31: 0  |  0xFFFFFFFF  ||  ACQUIRE                ||
- * ||    2  |  0x0008  |  31: 0  |  0xFFFFFFFF  ||  EVT_ENABLE             ||
- * ||    3  |  0x000c  |  31: 0  |  0xFFFFFFFF  ||  STATUS                 ||
- * ||    4  |  0x0010  |  31: 0  |  0xFFFFFFFF  ||  RUNNING_JOB            ||
- * ||    5  |  0x0014  |  31: 0  |  0xFFFFFFFF  ||  SOFT_CLEAR             ||
- * |========================================================================|
- * ||                                                                      ||
- * ||Job-dependent registers layout                                        ||
- * |========================================================================|
- * || # reg |  offset  |  bits   |   bitmask    ||  content                ||
- * ||-------+----------+---------+--------------++-------------------------||
- * ||    0  |  0x0040  |  31: 0  |  0xFFFFFFFF  ||  X_ADDR                 ||
- * ||-------+----------+---------+--------------++-------------------------||
- * ||    1  |  0x0044  |  31: 0  |  0xFFFFFFFF  ||  W_ADDR                 ||
- * ||-------+----------+---------+--------------++-------------------------||
- * ||    2  |  0x0048  |  31: 0  |  0xFFFFFFFF  ||  Z_ADDR                 ||
- * ||-------+----------+---------+--------------++-------------------------||
- * ||    3  |  0x004C  |         |              ||  Matrix Config 0 Reg    ||
- * ||       |          |  31:16  |  0xFFFF0000  ||  K Size (W Columns)     ||
- * ||       |          |  15: 0  |  0x0000FFFF  ||  M Size (X Rows)        ||
- * ||-------+----------+---------+--------------++-------------------------||
- * ||    4  |  0x0050  |         |              ||  Matrix Config 1 Reg    ||
- * ||       |          |  31:16  |  0xFFFFFFFF  ||  N Size (X Cols/W Rows) ||
- * ||-------+----------+---------+--------------++-------------------------||
- * ||    5  |  0x0054  |         |              ||  Matrix Arithmetic Reg  ||
- * ||       |          |  12:10  |  0x00001C00  ||  Operation selection    ||
- * ||       |          |   9: 7  |  0x00000380  ||  Input/Output format    ||
- * |========================================================================|
- *
- */
-
-/* PULP Cluster Archi defines */
-#define ARCHI_CLUST_CTRL_BASE 0x50200000
-#define ARCHI_CLUST_HWPE_BASE 0x50201000
-#define DMA_COMMAND_QUEUE     0x50204400
-#define DMA_STATUS_REGISTER   0x50204404
-#define ARCHI_CL_HWPE_EVT0 12
-#define ARCHI_CL_HWPE_EVT1 13
-#define FC_DMA_EVENT 8
-#define CL_DMA_EVENT 22
-#define CLUST_CTRL_HWPE_EN 0x18
-#define CLUST_CTRL_HWPE_EN_MASK 0x800
-#define __builtin_bitinsert(a,b,c,d) (a | (((b << (32-c)) >> (32-c)) << d))
-
-// RedMulE architecture
-#define ADDR_WIDTH   32
-#define DATA_WIDTH   256
-#define REDMULE_FMT  16
-#define ARRAY_HEIGHT 4
-#define PIPE_REGS    3
-#define ARRAY_WIDTH  12 /* Superior limit is ARRAY_HEIGHT*PIPE_REGS */
-
-// Commands
-#define REDMULE_TRIGGER     0x00
-#define REDMULE_ACQUIRE     0x04
-#define REDMULE_FINISHED    0x08
-#define REDMULE_STATUS      0x0C
-#define REDMULE_RUNNING_JOB 0x10
-#define REDMULE_SOFT_CLEAR  0x14
-
-// Registers
-#define REDMULE_REG_OFFS  0x40
-// #define REDMULE_REG_X_PTR 0x00
-// #define REDMULE_REG_W_PTR 0x04
-// #define REDMULE_REG_Z_PTR 0x08
-// #define REDMULE_MCFG0_PTR 0x0C
-// #define REDMULE_MCFG1_PTR 0x10
-// #define REDMULE_ARITH_PTR 0x14
-#define REDMULE_REG_X_PTR              0x00
-#define REDMULE_REG_W_PTR              0x04
-#define REDMULE_REG_Y_PTR              0x08
-#define REDMULE_REG_Z_PTR              0x0C
-#define REDMULE_REG_X_ITER_PTR         0x10
-#define REDMULE_REG_W_ITER_PTR         0x14
-#define REDMULE_REG_LEFTOVERS_PTR      0x18
-#define REDMULE_REG_LEFT_PARAMS_PTR    0x1C
-#define REDMULE_REG_X_D1_STRIDE_PTR    0x20
-#define REDMULE_REG_W_TOT_LEN_PTR      0x24
-#define REDMULE_REG_TOT_X_READ_PTR     0x28
-#define REDMULE_REG_W_D0_STRIDE_PTR    0x2C
-#define REDMULE_REG_YZ_TOT_LEN_PTR     0x30
-#define REDMULE_REG_YZ_D0_STRIDE_PTR   0x34
-#define REDMULE_REG_YZ_D2_STRIDE_PTR   0x38
-#define REDMULE_REG_X_ROWS_OFFS_PTR    0x3C
-#define REDMULE_REG_X_BUFFER_SLOTS_PTR 0x40
-#define REDMULE_REG_X_TOT_LEN_PTR      0x44
-#define REDMULE_REG_OP_SELECTION       0x48
-
-// OPs definition
-#define MATMUL 0x0
-#define GEMM   0x1
-#define ADDMAX 0x2
-#define ADDMIN 0x3
-#define MULMAX 0x4
-#define MULMIN 0x5
-#define MAXMIN 0x6
-#define MINMAX 0x7
-
-// GEMM formats
-#define Float8     0x0
-#define Float16    0x1
-#define Float8Alt  0x2
-#define Float16Alt 0x3
-
-#define RNE       0x0
-#define RTZ       0x1
-#define OP_FMADD  0x0
-#define OP_ADD    0x2
-#define OP_MUL    0x3
-#define OP_MINMAX 0x7
-
-// FP Formats encoding
-#define FP16    0x2
-#define FP8     0x3
-#define FP16ALT 0x4
-#define FP8ALT  0x5
-
-/* DMA Archi */
-#define DMA_TX  0
-#define DMA_RX  1
-#define DMA_INC 1
-
-#define PLP_DMA_TYPE_BIT    0x00000011
-#define PLP_DMA_INCR_BIT    0x00000012
-#define PLP_DMA_2D_BIT      0x00000013
-#define PLP_DMA_ELE_BIT     0x00000014
-#define PLP_DMA_ILE_BIT     0x00000015
-#define PLP_DMA_BLE_BIT     0x00000016
-#define PLP_DMA_2D_TCDM_BIT 0x0000017
-
-#endif
diff --git a/carfield/redmule/hal_redmule.h b/carfield/redmule/hal_redmule.h
deleted file mode 100644
index c5a0c32..0000000
--- a/carfield/redmule/hal_redmule.h
+++ /dev/null
@@ -1,527 +0,0 @@
-/*
- * Copyright (C) 2022-2023 ETH Zurich and University of Bologna
- *
- * Licensed under the Apache License, Version 2.0 (the "License");
- * you may not use this file except in compliance with the License.
- * You may obtain a copy of the License at
- *
- *     http://www.apache.org/licenses/LICENSE-2.0
- *
- * Unless required by applicable law or agreed to in writing, software
- * distributed under the License is distributed on an "AS IS" BASIS,
- * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
- * See the License for the specific language governing permissions and
- * limitations under the License.
- * SPDX-License-Identifier: Apache-2.0
- * 
- * Author: Yvan Tortorella  <yvan.tortorella@unibo.it>
- *
- * RedMulE Hardware Abstraction Layer (HAL)
- */
-
-#ifndef __HAL_REDMULE_H__
-#define __HAL_REDMULE_H__
-
-#include <pulp.h>
-#include "inc/x_input.h"
-#include "inc/w_input.h"
-#include "inc/y_input.h"
-#include "inc/z_output.h"
-#include "inc/golden.h"
-#include "inc/tensor_dim.h"
-
-/*
- * 
- * For control, generic configuration register layout,
- * and job-dependent register map, look at redmule_archi.h
- *
- */
-
-// For all the following functions we use __builtin_pulp_OffsetedWrite and __builtin_pulp_OffsetedRead
-// instead of classic load/store because otherwise the compiler is not able to correctly factorize
-// the HWPE base in case several accesses are done, ending up with twice more code
-
-#define HWPE_WRITE(value, offset) *(int *)(ARCHI_CLUST_HWPE_BASE + offset) = value
-#define HWPE_READ(offset) *(int *)(ARCHI_CLUST_HWPE_BASE + offset)
-
-static inline void redmule_x_add_set (unsigned int value) {
-  HWPE_WRITE(value, REDMULE_REG_OFFS + REDMULE_REG_X_PTR);
-}
-
-static inline void redmule_w_add_set (unsigned int value) {
-  HWPE_WRITE(value, REDMULE_REG_OFFS + REDMULE_REG_W_PTR);
-}
-
-static inline void redmule_y_add_set (unsigned int value) {
-  HWPE_WRITE(value, REDMULE_REG_OFFS + REDMULE_REG_Y_PTR);
-}
-
-static inline void redmule_z_add_set (unsigned int value) {
-  HWPE_WRITE(value, REDMULE_REG_OFFS + REDMULE_REG_Z_PTR);
-}
-
-// static inline void redmule_mcfg_set (uint32_t mcfg0, uint32_t mcfg1) {
-//   HWPE_WRITE(mcfg0, REDMULE_REG_OFFS + REDMULE_MCFG0_PTR);
-//   HWPE_WRITE(mcfg1, REDMULE_REG_OFFS + REDMULE_MCFG1_PTR);
-// }
-// 
-// static inline void redmule_arith_set (uint32_t arith) {
-//   HWPE_WRITE(arith, REDMULE_REG_OFFS + REDMULE_ARITH_PTR);
-// }
-
-static inline void hwpe_trigger_job() {
-  HWPE_WRITE(0, REDMULE_TRIGGER);
-}
-
-static inline int hwpe_acquire_job() {
-  return HWPE_READ(REDMULE_ACQUIRE);
-}
-
-static inline unsigned int hwpe_get_status() {
-  return HWPE_READ(REDMULE_STATUS);
-}
-
-static inline void hwpe_soft_clear() {
-  HWPE_WRITE(1, REDMULE_SOFT_CLEAR);
-}
-
-static inline void hwpe_cg_enable() {
-  *(volatile int*) (ARCHI_CLUST_CTRL_BASE + CLUST_CTRL_HWPE_EN) |= CLUST_CTRL_HWPE_EN_MASK;
-}
-
-static inline void hwpe_cg_disable() {
-  *(volatile int*) (ARCHI_CLUST_CTRL_BASE + CLUST_CTRL_HWPE_EN) &= ~CLUST_CTRL_HWPE_EN_MASK;
-}
-
-static inline void redmule_evt_wait() {
-  do {
-    eu_evt_maskWaitAndClr (1 << ARCHI_CL_HWPE_EVT0);
-  } while((*(int volatile *)(ARCHI_CLUST_HWPE_BASE + REDMULE_STATUS)) != 0);
-}
-
-/* DMA APIs */
-static inline int mchan_alloc(){
-  return *(volatile int*) DMA_COMMAND_QUEUE;
-}
-
-static inline void mchan_transfer(unsigned int len,
-                                  unsigned int ext_addr,
-                                  unsigned int tcdm_addr) {
-
-  *(volatile int*) DMA_COMMAND_QUEUE = len |
-                                       (DMA_RX << PLP_DMA_TYPE_BIT)  |
-                                       (DMA_INC << PLP_DMA_INCR_BIT) |
-                                       (0 << PLP_DMA_2D_BIT)         |
-                                       (1 << PLP_DMA_ELE_BIT)        |
-                                       (1 << PLP_DMA_ILE_BIT)        |
-                                       (0 << PLP_DMA_BLE_BIT)        |
-                                       (0 << PLP_DMA_2D_TCDM_BIT);
-  *(volatile int*) DMA_COMMAND_QUEUE = tcdm_addr;
-  *(volatile int*) DMA_COMMAND_QUEUE = ext_addr;
-}
-
-static inline void mchan_barrier(int id) {
-  while(((*(volatile int*)(DMA_STATUS_REGISTER)) >> id ) & 0x1 ) {
-    eu_evt_maskWaitAndClr(1 << FC_DMA_EVENT);
- }
-}
-
-static inline void mchan_free(int id) {
-  *(volatile int*) DMA_STATUS_REGISTER = 0x1 << id;
-}
-
-// void redmule_cfg (unsigned int x,  unsigned int w,  unsigned int z,
-//                   uint16_t m_size, uint16_t n_size, uint16_t k_size,
-//                   uint8_t gemm_op, uint8_t gemm_fmt){
-// 
-//   uint32_t mcfg_reg0 = 0;
-//   uint32_t mcfg_reg1 = 0;
-//   uint32_t arith_reg = 0;
-// 
-//   mcfg_reg0 = (k_size << 16) |
-//               (m_size <<  0);
-//   mcfg_reg1 = n_size << 0;
-// 
-//   arith_reg = (gemm_op << 10) |
-//               (gemm_fmt << 7);
-// 
-//   redmule_x_add_set ((unsigned int) x);
-//   redmule_w_add_set ((unsigned int) w);
-//   redmule_z_add_set ((unsigned int) z);
-//   redmule_mcfg_set  ((unsigned int) mcfg_reg0,
-//                      (unsigned int) mcfg_reg1);
-//   redmule_arith_set ((unsigned int) arith_reg);
-//   
-// }
-
-void redmule_cfg (uint16_t m_size, uint16_t n_size, uint16_t k_size, uint8_t gemm_ops){
-   uint32_t x_iters        = 0;
-   uint32_t w_iters        = 0;
-   uint32_t leftovers      = 0;
-   uint32_t left_params    = 0;
-   uint32_t x_d1_stride    = 0;
-   uint32_t x_rows_offs    = 0;
-   uint32_t w_tot_len      = 0;
-   uint32_t w_d1_len       = 0;
-   uint32_t w_d0_stride    = 0;
-   uint32_t yz_tot_len     = 0;
-   uint32_t yz_d0_stride   = 0;
-   uint32_t yz_d2_stride   = 0;
-   uint32_t tot_x_read     = 0;
-   uint32_t x_buffer_slots = 0;
-   uint32_t op_selection   = 0;
-   uint16_t tot_stores     = 0;
-   uint16_t w_rows         = n_size;
-   uint16_t depth          = DATA_WIDTH/(ARRAY_HEIGHT*FPFORMAT);
-   uint8_t  tile           = ARRAY_HEIGHT*(PIPE_REGS + 1);
-   _Bool    x_rows_sub     = 0;
-   _Bool    x_cols_sub     = 0;
-   _Bool    w_cols_sub     = 0;
-   uint16_t x_rows_iter,
-            x_rows_iter_tmp,
-            w_rows_iter,
-            w_rows_iter_tmp;
-   uint16_t x_cols_iter,
-            x_cols_iter_tmp,
-            w_cols_iter,
-            w_cols_iter_tmp;
-   uint8_t  x_rows_lftovr,
-            x_cols_lftovr,
-            w_rows_lftovr,
-            w_cols_lftovr,
-            slots;
-
-   // Calculating the number of iterations alng the two dimensions of the X matrix
-   x_rows_iter_tmp = m_size/ARRAY_WIDTH;
-   x_cols_iter_tmp = n_size/tile;
-
-   // Calculating the number of iterations alng the two dimensions of the W matrix
-   w_rows_iter_tmp = w_rows;
-   w_cols_iter_tmp = k_size/tile;
-
-   // Calculating the residuals along the input dimensions
-   x_rows_lftovr = m_size - (x_rows_iter_tmp*ARRAY_WIDTH);
-   x_cols_lftovr = n_size - (x_cols_iter_tmp*tile);
-
-   // Calculating the residuals along the weight dimensions
-   w_rows_lftovr = n_size - (ARRAY_HEIGHT*(w_rows/ARRAY_HEIGHT));
-   w_cols_lftovr = k_size - (w_cols_iter_tmp*tile);
-
-   if (w_cols_lftovr != 0)
-     w_cols_iter = w_cols_iter_tmp + 1;
-   else 
-     w_cols_iter = w_cols_iter_tmp;
-
-  if (w_rows_lftovr != 0)
-    w_rows_iter = w_rows_iter_tmp + ARRAY_HEIGHT - w_rows_lftovr;
-  else
-    w_rows_iter = w_rows_iter_tmp;
-
-   if (x_cols_lftovr != 0)
-     x_cols_iter = x_cols_iter_tmp + 1;
-   else 
-     x_cols_iter = x_cols_iter_tmp;
-
-   if (x_rows_lftovr != 0)
-     x_rows_iter = x_rows_iter_tmp + 1;
-   else 
-     x_rows_iter = x_rows_iter_tmp;
-
-   if (x_cols_lftovr%depth != 0)
-     x_buffer_slots = x_cols_lftovr/depth + 1;
-   else
-     x_buffer_slots = x_cols_lftovr/depth;
-
-   // Calculating the number of total stores
-   tot_stores = x_rows_iter*w_cols_iter;
-
-   // Determining if input matrixes are sub-matrixes
-   if (m_size < ARRAY_WIDTH)
-     x_rows_sub = 1;
-   if (n_size < ARRAY_HEIGHT)
-     x_cols_sub = 1;
-   if (k_size < tile)
-    w_cols_sub = 1;
-
-   // Operation selection
-   switch (gemm_ops) {
-     case MATMUL:
-       op_selection |= (RNE << 29 | RNE << 26 | OP_FMADD << 22 | OP_MINMAX << 18 | SRC_FMT << 15 | DST_FMT << 12) | 0;
-     break;
-     
-     case GEMM:
-       op_selection |= (RNE << 29 | RNE << 26 | OP_FMADD << 22 | OP_MINMAX << 18 | SRC_FMT << 15 | DST_FMT << 12) | 1;
-     break;
-     
-     case ADDMAX:
-       op_selection |= (RNE << 29 | RTZ << 26 | OP_ADD << 22 | OP_MINMAX << 18 | SRC_FMT << 15 | DST_FMT << 12) | 1;
-     break;
-     
-     case ADDMIN:
-       op_selection |= (RNE << 29 | RNE << 26 | OP_ADD << 22 | OP_MINMAX << 18 | SRC_FMT << 15 | DST_FMT << 12) | 1;
-     break;
-     
-     case MULMAX:
-       op_selection |= (RNE << 29 | RTZ << 26 | OP_MUL << 22 | OP_MINMAX << 18 | SRC_FMT << 15 | DST_FMT << 12) | 1;
-     break;
-     
-     case MULMIN:
-       op_selection |= (RNE << 29 | RNE << 26 | OP_MUL << 22 | OP_MINMAX << 18 | SRC_FMT << 15 | DST_FMT << 12) | 1;
-     break;
-     
-     case MAXMIN:
-       op_selection |= (RTZ << 29 | RNE << 26 | OP_MINMAX << 22 | OP_MINMAX << 18 | SRC_FMT << 15 | DST_FMT << 12) | 1;
-     break;
-     
-     case MINMAX:
-       op_selection |= (RNE << 29 | RTZ << 26 | OP_MINMAX << 22 | OP_MINMAX << 18 | SRC_FMT << 15 | DST_FMT << 12) | 1;
-     break;
-   }
-
-   // Storing iterations and residuals in registers
-   x_iters      |= x_rows_iter   << 16 | x_cols_iter   << 0;
-   w_iters      |= w_rows_iter   << 16 | w_cols_iter   << 0;
-   leftovers    |= x_rows_lftovr << 24 | x_cols_lftovr << 16 | w_rows_lftovr << 8  | w_cols_lftovr << 0;
-   left_params  |= tot_stores    << 16 | x_rows_sub    << 15 | x_cols_sub    << 14 | w_cols_sub   << 13;
-   x_d1_stride   = ((4*FPFORMAT)/ADDR_WIDTH)*(((DATA_WIDTH/FPFORMAT)*x_cols_iter_tmp) + x_cols_lftovr);
-   x_rows_offs   = ARRAY_WIDTH*x_d1_stride;
-   w_tot_len     = w_rows_iter*w_cols_iter*x_rows_iter;
-   w_d0_stride   = ((4*FPFORMAT)/ADDR_WIDTH)*(((DATA_WIDTH/FPFORMAT)*w_cols_iter_tmp) + w_cols_lftovr);
-   yz_tot_len    = ARRAY_WIDTH*x_rows_iter*w_cols_iter;
-   yz_d0_stride  = w_d0_stride;
-   yz_d2_stride  = ARRAY_WIDTH*w_d0_stride;
-   tot_x_read    = x_rows_iter*x_cols_iter*w_cols_iter;
-
-   // Writing the computations in configuration register
-   HWPE_WRITE(x_iters       , REDMULE_REG_OFFS + REDMULE_REG_X_ITER_PTR         );
-   HWPE_WRITE(w_iters       , REDMULE_REG_OFFS + REDMULE_REG_W_ITER_PTR         );
-   HWPE_WRITE(leftovers     , REDMULE_REG_OFFS + REDMULE_REG_LEFTOVERS_PTR      );
-   HWPE_WRITE(left_params   , REDMULE_REG_OFFS + REDMULE_REG_LEFT_PARAMS_PTR    );
-   HWPE_WRITE(x_d1_stride   , REDMULE_REG_OFFS + REDMULE_REG_X_D1_STRIDE_PTR    );
-   HWPE_WRITE(x_rows_offs   , REDMULE_REG_OFFS + REDMULE_REG_X_ROWS_OFFS_PTR    );
-   HWPE_WRITE(tot_x_read    , REDMULE_REG_OFFS + REDMULE_REG_TOT_X_READ_PTR     );
-   HWPE_WRITE(x_buffer_slots, REDMULE_REG_OFFS + REDMULE_REG_X_BUFFER_SLOTS_PTR );
-   HWPE_WRITE(w_tot_len     , REDMULE_REG_OFFS + REDMULE_REG_W_TOT_LEN_PTR      );
-   HWPE_WRITE(w_d0_stride   , REDMULE_REG_OFFS + REDMULE_REG_W_D0_STRIDE_PTR    );
-   HWPE_WRITE(yz_tot_len    , REDMULE_REG_OFFS + REDMULE_REG_YZ_TOT_LEN_PTR     );
-   HWPE_WRITE(yz_d0_stride  , REDMULE_REG_OFFS + REDMULE_REG_YZ_D0_STRIDE_PTR   );
-   HWPE_WRITE(yz_d2_stride  , REDMULE_REG_OFFS + REDMULE_REG_YZ_D2_STRIDE_PTR   );
-   HWPE_WRITE(op_selection  , REDMULE_REG_OFFS + REDMULE_REG_OP_SELECTION       );
-}
-
-void generate_test_data16(int x_start_addr,
-                          int w_start_addr,
-                          int y_start_addr,
-                          int m_size,
-                          int n_size,
-                          int k_size) {
-  
-  int x_addr     = x_start_addr;
-  int w_addr     = w_start_addr;
-  int y_addr     = y_start_addr;
-  int x_end_addr = x_start_addr + (2*m_size*n_size);
-  int w_end_addr = w_start_addr + (2*n_size*k_size);
-  int y_end_addr = y_start_addr + (2*m_size*k_size);
-
-  // Generating input stimuli from golden model
-  for (x_addr = x_start_addr; x_addr < x_end_addr; x_addr += 2) {
-    int x = x_addr - x_start_addr;
-    *(uint32_t *)(x_addr) = x_inp[x/2];
-  }
-
-  // Generating Weight stimuli from golden model
-  for (w_addr = w_start_addr; w_addr < w_end_addr; w_addr += 2) {
-    int w = w_addr - w_start_addr;
-    *(uint32_t *)(w_addr) = w_inp[w/2];
-  }
-
-  for (y_addr = y_start_addr; y_addr < y_end_addr; y_addr += 2) {
-    int y = y_addr - y_start_addr;
-    *(uint32_t *)(y_addr) = y_inp[y/2];
-  }
-}
-
-int redmule_compare16 (int z_start_addr, int m_size, int k_size) {
-  int err = 0;
-  int z_end_addr = z_start_addr + 2*m_size*k_size;
-  uint16_t z_computed;
-  uint16_t diff, diff_1, diff_2;
-
-  for (int z_addr = z_start_addr; z_addr < z_end_addr; z_addr += 2) {
-    int z = z_addr - z_start_addr;
-    z_computed = *(uint32_t *)(z_addr);
-
-    if ( z_computed != z_oup[z/2] ) {
-      diff_1 = z_computed - z_oup[z/2];
-      if (diff_1 > 3) {
-        diff_2 = z_oup[z/2] - z_computed;
-        if (diff_2 > 3) {
-          err++;
-        }
-      }
-    }
-  }
-
-  return err;
-
-}
-
-int redmule16_compare_int(uint32_t *actual_z, uint32_t *golden_z, int len) {
-  #define ERR 0x0011
-  uint32_t actual_word = 0;
-  uint16_t actual_MSHWord, actual_LSHWord;
-  uint32_t golden_word = 0;
-  uint16_t golden_MSHWord, golden_LSHWord;
-  uint32_t actual = 0;
-  uint32_t golden = 0;
-
-  int errors = 0;
-  int error;
-
-  for (int i=0; i<len; i++) {
-    error = 0;
-    actual_word = *(actual_z+i);
-    golden_word = *(golden_z+i);
-
-    uint16_t diff = 0;
-    
-    // Chechink Least Significant Half-Word
-    actual_LSHWord = (uint16_t)(actual_word & 0x0000FFFF);
-    golden_LSHWord = (uint16_t)(golden_word & 0x0000FFFF);
-
-    diff = (actual_LSHWord > golden_LSHWord) ? (actual_LSHWord - golden_LSHWord) : 0;
-    diff = (actual_LSHWord < golden_LSHWord) ? (golden_LSHWord - actual_LSHWord) : 0;
-
-    if (diff > ERR) {
-      error = 1;
-      #ifdef VERBOSE
-        tfp_printf ("diff: 0x%08x\n", diff);
-        tfp_printf ("LSW: Error!\n");
-      #endif
-    }
-
-    // Checking Most Significant Half-Word
-    actual_MSHWord = (uint16_t)((actual_word >> 16) & 0x0000FFFF);
-    golden_MSHWord = (uint16_t)((golden_word >> 16) & 0x0000FFFF);
-
-    diff = (actual_MSHWord > golden_MSHWord) ? (actual_MSHWord - golden_MSHWord) : 0;
-    diff = (actual_MSHWord < golden_MSHWord) ? (golden_MSHWord - actual_MSHWord) : 0;
-
-    if (diff > ERR) {
-      error = 1;
-      #ifdef VERBOSE
-        tfp_printf ("diff: 0x%08x\n", diff);
-        tfp_printf ("MSW: Error!\n");
-      #endif
-    }
-    
-    errors += error;
-
-    #ifdef DEBUG
-      tfp_printf("  Golden: 0x%08x; Actual: 0x%08x,\n", golden_word, actual_word);
-    #endif
-
-    #ifdef VERBOSE
-    if(error) {
-        if(errors==1) tfp_printf("  golden     <- actual     @ address    @ index\n");
-        tfp_printf("  0x%08x <- 0x%08x @ 0x%08x @ 0x%08x\n", golden_word, actual_word, (actual_z+i), i*4);
-    }
-    #endif
-  }
-  return errors;
-}
-
-int redmule8_compare_int(uint32_t *actual_z, uint32_t *golden_z, int len) {
-  #define ERR 0x0011
-  uint32_t actual_word = 0;
-  uint8_t  actual_Byte0,
-           actual_Byte1,
-           actual_Byte2,
-           actual_Byte3;
-  uint32_t golden_word = 0;
-  uint8_t  golden_Byte0,
-           golden_Byte1,
-           golden_Byte2,
-           golden_Byte3;
-  uint32_t actual = 0;
-  uint32_t golden = 0;
-
-  int errors = 0;
-  int error;
-
-  for (int i=0; i<len; i++) {
-    error = 0;
-    actual_word = *(actual_z+i);
-    golden_word = *(golden_z+i);
-
-    uint8_t diff = 0;
-    
-    // Cheching Byte0
-    actual_Byte0 = (uint8_t)(actual_word & 0x000000FF);
-    golden_Byte0 = (uint8_t)(golden_word & 0x000000FF);
-
-    diff = (actual_Byte0 > golden_Byte0) ? (actual_Byte0 - golden_Byte0) : 0;
-    diff = (actual_Byte0 < golden_Byte0) ? (golden_Byte0 - actual_Byte0) : 0;
-
-    if (diff > ERR) {
-      error = 1;
-      tfp_printf ("diff: 0x%08x\n", diff);
-      tfp_printf ("Byte0: Error!\n");
-    }
-
-    // Cheching Byte1
-    actual_Byte1 = (uint8_t)( (actual_word >> 8 ) & 0x000000FF);
-    golden_Byte1 = (uint8_t)( (golden_word >> 8 ) & 0x000000FF);
-
-    diff = (actual_Byte1 > golden_Byte1) ? (actual_Byte1 - golden_Byte1) : 0;
-    diff = (actual_Byte1 < golden_Byte1) ? (golden_Byte1 - actual_Byte1) : 0;
-
-    if (diff > ERR) {
-      error = 1;
-      tfp_printf ("diff: 0x%08x\n", diff);
-      tfp_printf ("Byte1: Error!\n");
-    }
-
-    // Cheching Byte2
-    actual_Byte2 = (uint8_t)( (actual_word >> 16 ) & 0x000000FF);
-    golden_Byte2 = (uint8_t)( (golden_word >> 16 ) & 0x000000FF);
-
-    diff = (actual_Byte2 > golden_Byte2) ? (actual_Byte2 - golden_Byte2) : 0;
-    diff = (actual_Byte2 < golden_Byte2) ? (golden_Byte2 - actual_Byte2) : 0;
-
-    if (diff > ERR) {
-      error = 1;
-      tfp_printf ("diff: 0x%08x\n", diff);
-      tfp_printf ("Byte2: Error!\n");
-    }
-
-    // Cheching Byte3
-    actual_Byte3 = (uint8_t)( (actual_word >> 24 ) & 0x000000FF);
-    golden_Byte3 = (uint8_t)( (golden_word >> 24 ) & 0x000000FF);
-
-    diff = (actual_Byte3 > golden_Byte3) ? (actual_Byte3 - golden_Byte3) : 0;
-    diff = (actual_Byte3 < golden_Byte3) ? (golden_Byte3 - actual_Byte3) : 0;
-
-    if (diff > ERR) {
-      error = 1;
-      tfp_printf ("diff: 0x%08x\n", diff);
-      tfp_printf ("Byte3: Error!\n");
-    }
-    
-    errors += error;
-
-    #ifdef DEBUG
-      tfp_printf("  Golden: 0x%08x; Actual: 0x%08x,\n", golden_word, actual_word);
-    #endif
-
-    #ifdef VERBOSE
-      if(error) {
-        if(errors==1) tfp_printf("  golden     <- actual     @ address    @ index\n");
-        tfp_printf("  0x%08x <- 0x%08x @ 0x%08x @ 0x%08x\n", golden_word, actual_word, (actual_z+i), i*4);
-      }
-    #endif
-  }
-  return errors;
-}
-
-#endif
diff --git a/carfield/redmule/inc/golden.h b/carfield/redmule/inc/golden.h
deleted file mode 100644
index f664e47..0000000
--- a/carfield/redmule/inc/golden.h
+++ /dev/null
@@ -1,387 +0,0 @@
- /* Header file generated by RedMulE Golden Model */
-uint32_t golden [384] = {
-0x48974845,
-0x48384608,
-0x487b4855,
-0x48804869,
-0x48b046d1,
-0x483f48db,
-0x485f48c9,
-0x483a4881,
-0x472c484b,
-0x492b4762,
-0x48fd4822,
-0x492e488e,
-0x484f483e,
-0x46d749e8,
-0x489d484b,
-0x47e9490b,
-0x47d2484f,
-0x474744be,
-0x46c047c7,
-0x48af4727,
-0x482d46c5,
-0x482e483d,
-0x479f4897,
-0x4749488b,
-0x46a8489a,
-0x488b46f2,
-0x47e84891,
-0x483d4872,
-0x46fd4716,
-0x46a049b5,
-0x47a446e7,
-0x476748a1,
-0x49354939,
-0x48c14703,
-0x48bd4863,
-0x48cf4913,
-0x48b848b6,
-0x49204946,
-0x48e1495e,
-0x48b24938,
-0x4882493a,
-0x49d5483b,
-0x49724911,
-0x49df496b,
-0x488848f2,
-0x48214a46,
-0x490c48c1,
-0x48a349b2,
-0x47b0463a,
-0x476244cb,
-0x46b94765,
-0x4814466a,
-0x47964631,
-0x474b4666,
-0x47044798,
-0x47614838,
-0x459047d3,
-0x48a245ea,
-0x484447f1,
-0x4776484b,
-0x46d847d6,
-0x44d348f3,
-0x478d46fa,
-0x466e481e,
-0x481e4827,
-0x479445a2,
-0x48064727,
-0x48d5475d,
-0x48284708,
-0x480d4862,
-0x48324895,
-0x47f148bd,
-0x46a7482a,
-0x492d47b1,
-0x4884484d,
-0x485f48dc,
-0x480c476d,
-0x46d348e9,
-0x48844728,
-0x480e48a0,
-0x48134862,
-0x485a4675,
-0x473847e8,
-0x48234836,
-0x482146e7,
-0x47b34822,
-0x48554846,
-0x47174863,
-0x47c14872,
-0x488e46d5,
-0x485f47e2,
-0x48b8487c,
-0x4788481e,
-0x467748bd,
-0x47f846c9,
-0x47fc48fe,
-0x47b247a0,
-0x467e4588,
-0x46c74662,
-0x481246e8,
-0x474e4536,
-0x468f46c0,
-0x4679481f,
-0x46e246a1,
-0x45604809,
-0x47eb4630,
-0x475746b5,
-0x477f4848,
-0x46d846a6,
-0x459a4870,
-0x46784670,
-0x468c47d2,
-0x48c44762,
-0x479146e3,
-0x486d46b1,
-0x486747d0,
-0x47f6468d,
-0x475648a5,
-0x48544857,
-0x48384866,
-0x46ec484d,
-0x48f647d2,
-0x4879484a,
-0x483c4848,
-0x4806471d,
-0x473048fa,
-0x47b84768,
-0x46f94865,
-0x491848a8,
-0x486746ca,
-0x48624800,
-0x491048d3,
-0x4849474e,
-0x486b48eb,
-0x48c54966,
-0x483048f4,
-0x477848f9,
-0x499e481e,
-0x48f148cf,
-0x49234982,
-0x47cf487c,
-0x464949ea,
-0x495e4773,
-0x483f48b2,
-0x497548a7,
-0x481e4616,
-0x4866481f,
-0x486448b6,
-0x487347dc,
-0x487f485c,
-0x491f4938,
-0x48b6490d,
-0x48a148f8,
-0x492d4859,
-0x4915489c,
-0x48874899,
-0x4859486c,
-0x471e49ca,
-0x49184867,
-0x482748d3,
-0x4998488b,
-0x481d4704,
-0x488048b8,
-0x49444876,
-0x48f2470c,
-0x489b48b9,
-0x48e54956,
-0x48a548d6,
-0x485648dc,
-0x49ab484e,
-0x490e48e0,
-0x494548dd,
-0x48dd488b,
-0x47ea4a32,
-0x49114835,
-0x48194965,
-0x481e460e,
-0x4673452c,
-0x4717475c,
-0x46d046f6,
-0x46bc4696,
-0x481e4726,
-0x46ea4763,
-0x475846fe,
-0x4627478b,
-0x483f4704,
-0x47b146ad,
-0x48164792,
-0x468446f2,
-0x45a84827,
-0x47a4472f,
-0x462b4797,
-0x48ab483f,
-0x4863468f,
-0x4766485a,
-0x48cb481d,
-0x490347dc,
-0x483048fc,
-0x483e48cc,
-0x486448ab,
-0x47634966,
-0x499d4794,
-0x488b488e,
-0x496048dc,
-0x484c4854,
-0x474c499c,
-0x48bc4826,
-0x48834949,
-0x4905489d,
-0x481e4718,
-0x48f448e3,
-0x490448c1,
-0x48b347e8,
-0x48d44892,
-0x489448ff,
-0x488648d5,
-0x480348fa,
-0x492e47d2,
-0x48b24870,
-0x492b48e5,
-0x4785487b,
-0x471d49e3,
-0x48bf4837,
-0x48c4489b,
-0x4871475c,
-0x4811464a,
-0x471c47af,
-0x48174817,
-0x484e463b,
-0x464f477f,
-0x487c4704,
-0x472547a3,
-0x462a4853,
-0x4860465a,
-0x48804736,
-0x482b47e1,
-0x46c04811,
-0x475d48dc,
-0x48064668,
-0x46f44893,
-0x49594858,
-0x487b463d,
-0x484e480f,
-0x48a648c0,
-0x48944847,
-0x484a48a0,
-0x48f4491e,
-0x48b548fc,
-0x47d248ce,
-0x497f47db,
-0x49394955,
-0x48ce48a7,
-0x48844890,
-0x476349d6,
-0x4922486e,
-0x48c348f4,
-0x491c47ec,
-0x47834698,
-0x47544715,
-0x47524745,
-0x4832472f,
-0x48094817,
-0x48c347f8,
-0x480047e6,
-0x473048b6,
-0x48cb480a,
-0x488e479e,
-0x488e47c2,
-0x47ee472f,
-0x4744489d,
-0x48514755,
-0x47d34846,
-0x48a04838,
-0x47624634,
-0x48064786,
-0x482d47e3,
-0x486c4726,
-0x480347b7,
-0x481448ac,
-0x483948e0,
-0x47504827,
-0x48c546f2,
-0x4886483f,
-0x485648ad,
-0x47a947e8,
-0x47434937,
-0x481f46d0,
-0x4804484c,
-0x481f47fd,
-0x4813456d,
-0x4807474d,
-0x480e4688,
-0x481046e8,
-0x4799469f,
-0x478f4853,
-0x482447f2,
-0x471f47d0,
-0x485f46da,
-0x481c4813,
-0x4863482e,
-0x480b4786,
-0x46b848c9,
-0x46e2475a,
-0x46c54852,
-0x480245af,
-0x46c24466,
-0x4743465d,
-0x47ba46b7,
-0x46c34636,
-0x47844677,
-0x47c2485a,
-0x46ac46dc,
-0x460e47de,
-0x4834465f,
-0x476947f4,
-0x481046fc,
-0x45ea45fd,
-0x45b548d0,
-0x47834704,
-0x46c44830,
-0x47c74759,
-0x45b0453d,
-0x47024741,
-0x47934736,
-0x47ba461b,
-0x46dd470b,
-0x470b4657,
-0x4710470d,
-0x468f486c,
-0x46ba45c3,
-0x483b479d,
-0x477446c9,
-0x46a746a9,
-0x46064833,
-0x46a94690,
-0x46a746f5,
-0x48bb47ac,
-0x4803452c,
-0x4824470f,
-0x48cb47d5,
-0x484a4707,
-0x47974832,
-0x482c4851,
-0x4877487a,
-0x465d4891,
-0x48ce47f4,
-0x48994898,
-0x486a484e,
-0x47f047ac,
-0x4611493e,
-0x489e47e2,
-0x46af488c,
-0x48364665,
-0x46b645e4,
-0x46b946a1,
-0x46dd46c8,
-0x474b4658,
-0x4777467b,
-0x47984769,
-0x475e4785,
-0x4656472a,
-0x488145fb,
-0x472d46fc,
-0x47a3476e,
-0x46ca465d,
-0x45004855,
-0x479a464f,
-0x473846c3,
-0x486c481e,
-0x48014659,
-0x477a4756,
-0x487b47d5,
-0x48084706,
-0x4838484f,
-0x48634870,
-0x480648d3,
-0x47714865,
-0x494c46be,
-0x484c4915,
-0x48624900,
-0x46e8481a,
-0x46a04974,
-0x483d4775,
-0x480e487c,
-};
\ No newline at end of file
diff --git a/carfield/redmule/inc/tensor_dim.h b/carfield/redmule/inc/tensor_dim.h
deleted file mode 100644
index 21bd0d8..0000000
--- a/carfield/redmule/inc/tensor_dim.h
+++ /dev/null
@@ -1,13 +0,0 @@
- /* Header file generated by RedMulE Golden Model */
-#ifndef __TENSOR_DIM__
-#define __TENSOR_DIM__
-
-#define M_SIZE  24 
-#define N_SIZE  32 
-#define K_SIZE  32
-#define SRC_FMT FP16
-#define DST_FMT FP16
-#define FPFORMAT 16
-uint8_t gemm_ops = GEMM; 
-
-#endif
diff --git a/carfield/redmule/inc/w_2D.h b/carfield/redmule/inc/w_2D.h
deleted file mode 100644
index 9409c64..0000000
--- a/carfield/redmule/inc/w_2D.h
+++ /dev/null
@@ -1,35 +0,0 @@
- /* Header file generated by RedMulE Golden Model */
-uint16_t w_inp_2D [32][32] = {
-0x311a, 0x39e0, 0x387d, 0x3a4a, 0x386f, 0x3ada, 0x392f, 0x3854, 0x3014, 0x2fd2, 0x31c9, 0x2fca, 0x2e55, 0x3bc8, 0x396d, 0x3b1d, 0x39f6, 0x333a, 0x3908, 0x3628, 0x3bab, 0x3b8b, 0x3b4a, 0x322d, 0x3925, 0x317a, 0x3725, 0x31c2, 0x3066, 0x38f3, 0x3a17, 0x3476, 
-0x3bda, 0x3196, 0x3922, 0x3680, 0x396a, 0x3021, 0x3761, 0x374d, 0x2fc2, 0x3967, 0x3b94, 0x33b5, 0x3797, 0x34d6, 0x3655, 0x2176, 0x39bc, 0x3999, 0x3658, 0x3904, 0x3759, 0x2ade, 0x3a5a, 0x3b78, 0x36c7, 0x2d01, 0x3b58, 0x2d9a, 0x373d, 0x3952, 0x38e8, 0x3887, 
-0x37b6, 0x3a88, 0x2f8a, 0x2d79, 0x3413, 0x3421, 0x3976, 0x32b2, 0x3446, 0x2d99, 0x3a56, 0x3322, 0x3b49, 0x39fa, 0x3acd, 0x3af6, 0x304c, 0x3abb, 0x3a83, 0x38b2, 0x3ab9, 0x363e, 0x389f, 0x31bb, 0x38e1, 0x3bc4, 0x3b9b, 0x2984, 0x3a43, 0x3b2f, 0x35d6, 0x3bda, 
-0x2df3, 0x3bf8, 0x2acc, 0x378b, 0x3555, 0x2e59, 0x31d4, 0x34ec, 0x3a46, 0x3bab, 0x3214, 0x3161, 0x3470, 0x3a03, 0x368e, 0x31ad, 0x27cb, 0x2ecb, 0x3422, 0x39f7, 0x3644, 0x3a77, 0x313f, 0x34f2, 0x39b3, 0x3bf2, 0x379a, 0x3456, 0x35fe, 0x3ae7, 0x3964, 0x385f, 
-0x3b16, 0x3999, 0x3833, 0x2eda, 0x3afd, 0x3a4a, 0x3ba2, 0x2bd4, 0x3b38, 0x31a2, 0x32dd, 0x353c, 0x366f, 0x375e, 0x3821, 0x367a, 0x3b44, 0x39e6, 0x3787, 0x339e, 0x39d7, 0x38c6, 0x37d5, 0x342f, 0x3984, 0x319b, 0x33b5, 0x35ab, 0x398a, 0x374e, 0x36b6, 0x3b21, 
-0x3bbb, 0x2ab3, 0x2ad5, 0x33bc, 0x2bef, 0x3780, 0x3738, 0x3a0b, 0x3b09, 0x30ca, 0x384e, 0x3ab3, 0x39bd, 0x3453, 0x3a6d, 0x3957, 0x2c10, 0x30e9, 0x35d4, 0x3aef, 0x3be9, 0x39ad, 0x3a74, 0x3af9, 0x3739, 0x2d4d, 0x39fe, 0x3b72, 0x2c57, 0x398c, 0x381f, 0x3930, 
-0x3820, 0x321b, 0x3964, 0x2964, 0x33a0, 0x2d00, 0x2490, 0x336b, 0x3465, 0x3b2e, 0x3aa0, 0x371f, 0x300e, 0x3a09, 0x3bf1, 0x25cc, 0x3b6f, 0x3384, 0x3a88, 0x3acb, 0x3814, 0x36d0, 0x3081, 0x3a2c, 0x3353, 0x39cb, 0x31ed, 0x3af6, 0x3721, 0x36c7, 0x2ce2, 0x390d, 
-0x3698, 0x3ab2, 0x3b3e, 0x2eb4, 0x3998, 0x39e3, 0x3a77, 0x3632, 0x2c12, 0x3bd5, 0x3ba3, 0x3bba, 0x323c, 0x367b, 0x3557, 0x39c8, 0x37db, 0x3b45, 0x3b6e, 0x3931, 0x3121, 0x3a8d, 0x3a55, 0x3b9b, 0x358a, 0x3925, 0x3491, 0x3912, 0x3b6b, 0x3584, 0x32df, 0x3120, 
-0x32b2, 0x3b0a, 0x2cad, 0x3465, 0x3ad3, 0x3bcd, 0x363b, 0x3afe, 0x354b, 0x3374, 0x39af, 0x3b7f, 0x308c, 0x2e72, 0x3380, 0x3b70, 0x3902, 0x38d8, 0x39f3, 0x3a4b, 0x3853, 0x397b, 0x2ebe, 0x387f, 0x2845, 0x37e2, 0x360f, 0x370b, 0x3acb, 0x35d4, 0x36e6, 0x3262, 
-0x2e88, 0x3a54, 0x2ee3, 0x3575, 0x3afe, 0x2aee, 0x39a0, 0x3aae, 0x3693, 0x3432, 0x3834, 0x3b9b, 0x3bcb, 0x2e3a, 0x356d, 0x374e, 0x3924, 0x383c, 0x311e, 0x3ac5, 0x352d, 0x311e, 0x38ca, 0x34d4, 0x36ca, 0x34ed, 0x3a13, 0x33eb, 0x3639, 0x3828, 0x3b3c, 0x3939, 
-0x3837, 0x3521, 0x2cb5, 0x3629, 0x3924, 0x384c, 0x366a, 0x3bbf, 0x2e9e, 0x3ba8, 0x33ad, 0x38c8, 0x3934, 0x3907, 0x249a, 0x3690, 0x3a09, 0x3215, 0x3898, 0x325d, 0x37d5, 0x3195, 0x361c, 0x3ae4, 0x351f, 0x3452, 0x3bc0, 0x375c, 0x39bf, 0x317a, 0x3aae, 0x283a, 
-0x3476, 0x3b92, 0x3472, 0x383e, 0x280f, 0x39d6, 0x2fd1, 0x31f4, 0x2ffb, 0x3b97, 0x3692, 0x36c0, 0x3989, 0x33cf, 0x3ba6, 0x3239, 0x35d7, 0x33ab, 0x31eb, 0x3b47, 0x389b, 0x3b88, 0x3580, 0x354c, 0x3802, 0x3b9a, 0x3b94, 0x2a92, 0x2db1, 0x38bd, 0x2dfb, 0x3900, 
-0x344f, 0x3739, 0x27a5, 0x3b2e, 0x342b, 0x34bb, 0x30c8, 0x3ae8, 0x3b26, 0x3982, 0x38c0, 0x3408, 0x38c8, 0x36ef, 0x3bf0, 0x3acf, 0x3a3c, 0x3825, 0x31a5, 0x3ada, 0x3b5b, 0x37db, 0x3a01, 0x3663, 0x3a7d, 0x327b, 0x3a1f, 0x3862, 0x38af, 0x3204, 0x372e, 0x3b19, 
-0x3708, 0x3622, 0x2e62, 0x39ab, 0x2d4d, 0x31b4, 0x3552, 0x3bbc, 0x36f2, 0x36eb, 0x38ef, 0x3755, 0x3bbe, 0x2c17, 0x3815, 0x2f53, 0x363f, 0x38c1, 0x3246, 0x386b, 0x34de, 0x34e4, 0x3baa, 0x349e, 0x32ce, 0x3a68, 0x373f, 0x2cce, 0x3b36, 0x28ba, 0x3b50, 0x3232, 
-0x1f34, 0x3928, 0x35cd, 0x3b38, 0x30ce, 0x35a1, 0x3a06, 0x3a32, 0x3a53, 0x3489, 0x3241, 0x372f, 0x390c, 0x3a1b, 0x378a, 0x3713, 0x3769, 0x37a8, 0x3418, 0x3ad4, 0x3a4e, 0x3bf7, 0x37a5, 0x34dc, 0x39b2, 0x351b, 0x3372, 0x349f, 0x2f50, 0x3ab1, 0x3795, 0x2db7, 
-0x3864, 0x3157, 0x3900, 0x323e, 0x389e, 0x3880, 0x3b1f, 0x37a1, 0x396c, 0x2e43, 0x2c2a, 0x3b78, 0x3988, 0x3a14, 0x39c1, 0x3b51, 0x3780, 0x3bf2, 0x2d19, 0x3815, 0x3a5f, 0x3641, 0x2f62, 0x37d5, 0x3564, 0x139a, 0x3ab8, 0x28f7, 0x3785, 0x34e1, 0x3097, 0x3768, 
-0x3971, 0x3ae2, 0x32ae, 0x2fd5, 0x382a, 0x346c, 0x3133, 0x3167, 0x3940, 0x2d12, 0x389a, 0x3bd0, 0x3943, 0x391c, 0x3a75, 0x2a11, 0x391e, 0x372d, 0x3a79, 0x3b72, 0x3373, 0x39b7, 0x35d7, 0x372b, 0x3a6d, 0x38a1, 0x3279, 0x3434, 0x3694, 0x3b45, 0x3abb, 0x392d, 
-0x34a8, 0x3757, 0x32ca, 0x345d, 0x36a5, 0x3854, 0x2dcd, 0x30af, 0x38dd, 0x3067, 0x3411, 0x3997, 0x397a, 0x3a64, 0x38b8, 0x3962, 0x3509, 0x3bb6, 0x3a66, 0x339f, 0x372a, 0x31a8, 0x37da, 0x36ff, 0x33c6, 0x31da, 0x3977, 0x3b72, 0x3841, 0x3567, 0x3433, 0x33b8, 
-0x39fe, 0x3a10, 0x3bf2, 0x35e7, 0x3a4a, 0x3b3e, 0x2ec7, 0x3aa4, 0x3846, 0x3af9, 0x38a9, 0x2c1f, 0x39ab, 0x349f, 0x31d6, 0x39ae, 0x3b79, 0x352d, 0x3516, 0x347c, 0x2f33, 0x35ad, 0x31c4, 0x3b52, 0x354b, 0x3786, 0x3ab7, 0x3896, 0x34ac, 0x352f, 0x37e6, 0x326a, 
-0x2e44, 0x34c7, 0x388d, 0x3bf4, 0x363f, 0x3b3d, 0x33b1, 0x3b8b, 0x3340, 0x37f7, 0x3b07, 0x25bf, 0x398e, 0x3505, 0x3bd7, 0x366d, 0x388a, 0x2cc0, 0x359a, 0x3b9a, 0x3b99, 0x379d, 0x3b6b, 0x39b8, 0x3223, 0x2703, 0x3ba9, 0x2ecb, 0x3759, 0x39d8, 0x37ac, 0x32cf, 
-0x35f2, 0x38a3, 0x399e, 0x3bd2, 0x3780, 0x3af3, 0x3b5e, 0x337b, 0x3a08, 0x35da, 0x3446, 0x3b25, 0x3ad0, 0x3bee, 0x3141, 0x32d8, 0x34ce, 0x2ac9, 0x3800, 0x3a8a, 0x2d53, 0x368a, 0x3561, 0x3998, 0x35a3, 0x3677, 0x3ab2, 0x3269, 0x3236, 0x3b3e, 0x3aba, 0x3bac, 
-0x395d, 0x3820, 0x1df6, 0x3bb5, 0x35b5, 0x3675, 0x3b74, 0x360f, 0x34de, 0x3a0c, 0x3aeb, 0x299d, 0x3207, 0x3bd8, 0x2178, 0x3995, 0x3948, 0x3908, 0x3843, 0x2ea5, 0x3045, 0x3989, 0x345d, 0x39c5, 0x3a89, 0x3863, 0x3be0, 0x397a, 0x38f1, 0x39e2, 0x3b08, 0x352e, 
-0x385f, 0x28f2, 0x3bc3, 0x35e0, 0x380c, 0x3b9c, 0x3afc, 0x390a, 0x3689, 0x34fd, 0x2cf5, 0x308e, 0x342b, 0x3921, 0x3a67, 0x3ad6, 0x2986, 0x32fc, 0x35aa, 0x3507, 0x3608, 0x33fd, 0x3bf3, 0x39e2, 0x3b0f, 0x30b7, 0x3896, 0x3ae4, 0x2145, 0x35b6, 0x2e1d, 0x3ad1, 
-0x333d, 0x3afb, 0x2703, 0x3413, 0x1d7d, 0x3b7f, 0x3ae1, 0x303c, 0x3004, 0x39d3, 0x3554, 0x31a4, 0x354e, 0x3662, 0x39c5, 0x2eb7, 0x2c6e, 0x397f, 0x31d8, 0x1f0c, 0x38e3, 0x35f0, 0x2714, 0x28d1, 0x375e, 0x3a75, 0x3830, 0x3578, 0x397d, 0x3b18, 0x383c, 0x3498, 
-0x39ad, 0x3598, 0x23c4, 0x34ea, 0x3a61, 0x2b00, 0x3707, 0x3ae1, 0x37ae, 0x389d, 0x37fa, 0x3673, 0x3278, 0xf3e, 0x3809, 0x33c6, 0x3bf5, 0x3279, 0x3816, 0x360c, 0x39c8, 0x381f, 0x3741, 0x2d66, 0x38c0, 0x37d3, 0x377a, 0x3621, 0x2faf, 0x392e, 0x2de6, 0x33c5, 
-0x3803, 0x2600, 0x32e9, 0x39b4, 0x38d2, 0x34e8, 0x2fe6, 0x3199, 0x3643, 0x3a77, 0x27cc, 0x39d7, 0x34c6, 0x2ea8, 0x364e, 0x3b07, 0x31c7, 0x30a1, 0x31b1, 0x3b8f, 0x3571, 0x3b75, 0x3989, 0x3805, 0x39fb, 0x3945, 0x352b, 0x31d8, 0x3904, 0x3440, 0x3a57, 0x2cf7, 
-0x3b39, 0x2fcd, 0x2b89, 0x2edd, 0x3682, 0x36a9, 0x32c8, 0x37ac, 0x32a5, 0x3311, 0x394b, 0x3b84, 0x3aec, 0x3601, 0x2765, 0x3b69, 0x396b, 0x3727, 0x3bfe, 0x3907, 0x376f, 0x3674, 0x3973, 0x3671, 0x3491, 0x3993, 0x383f, 0x3335, 0x3989, 0x3550, 0x3077, 0x35f5, 
-0x3a59, 0x3950, 0x380c, 0x37cd, 0x30bf, 0x3607, 0x3afa, 0x3b5d, 0x32b9, 0x386b, 0x35bd, 0x3aca, 0x3ba5, 0x3b2d, 0x3b19, 0x3b8b, 0x345e, 0x2845, 0x34aa, 0x372a, 0x3448, 0x34f5, 0x3ae2, 0x3637, 0x2cb5, 0x354b, 0x3b15, 0x2ca8, 0x2641, 0x3178, 0x2cfe, 0x39b4, 
-0x3bdd, 0x3acb, 0x3a05, 0x38a2, 0x3b4a, 0x34e5, 0x395f, 0x394b, 0x34c4, 0x3aa5, 0x29bb, 0x2d96, 0x339d, 0x387c, 0x382e, 0x385a, 0x396b, 0x3aa9, 0x2f1e, 0x33a7, 0x3b90, 0x3b7b, 0x3b5f, 0x39d3, 0x3b18, 0x354f, 0x2cdb, 0x3a6f, 0x3434, 0x34ff, 0x3a5b, 0x3b84, 
-0x3a33, 0x384b, 0x2e67, 0x3b85, 0x3853, 0x380c, 0x346a, 0x3aaa, 0x3492, 0x33e8, 0x3bf2, 0x38ae, 0x3a29, 0x3830, 0x3221, 0x35b1, 0x3a48, 0x2c68, 0x2ced, 0x3a7e, 0x3539, 0x3922, 0x374c, 0x3aaa, 0x2dae, 0x395d, 0x3b3d, 0x3890, 0x2cfe, 0x2dd6, 0x3bad, 0x33c5, 
-0x2c07, 0x3a2c, 0x37a8, 0x390f, 0x2fc8, 0x35ae, 0x388c, 0x30ee, 0x3674, 0x391d, 0x3bfc, 0x36bf, 0x322d, 0x3a78, 0x35c0, 0x3492, 0x3ac8, 0x3504, 0x3315, 0x381d, 0x3a7a, 0x3a08, 0x343c, 0x3bda, 0x341b, 0x39f0, 0x3b9e, 0x395d, 0x3c00, 0x38ab, 0x3bcf, 0x3564, 
-0x33c4, 0x3b0d, 0x3623, 0x33b9, 0x3b92, 0x1e71, 0x2c57, 0x36d0, 0x314b, 0x3a16, 0x3372, 0x341b, 0x3aaa, 0x3444, 0x396b, 0x2dd7, 0x3b30, 0x3559, 0x3b5b, 0x3a29, 0x2d19, 0x38b7, 0x3b01, 0x3afa, 0x398a, 0x3839, 0x3ac9, 0x2e31, 0x3924, 0x39f2, 0x3a7f, 0x3285 
-};
\ No newline at end of file
diff --git a/carfield/redmule/inc/w_input.h b/carfield/redmule/inc/w_input.h
deleted file mode 100644
index dc4d3be..0000000
--- a/carfield/redmule/inc/w_input.h
+++ /dev/null
@@ -1,35 +0,0 @@
- /* Header file generated by RedMulE Golden Model */
-uint16_t w_inp [1024] = {
-0x311a, 0x39e0, 0x387d, 0x3a4a, 0x386f, 0x3ada, 0x392f, 0x3854, 0x3014, 0x2fd2, 0x31c9, 0x2fca, 0x2e55, 0x3bc8, 0x396d, 0x3b1d, 0x39f6, 0x333a, 0x3908, 0x3628, 0x3bab, 0x3b8b, 0x3b4a, 0x322d, 0x3925, 0x317a, 0x3725, 0x31c2, 0x3066, 0x38f3, 0x3a17, 0x3476, 
-0x3bda, 0x3196, 0x3922, 0x3680, 0x396a, 0x3021, 0x3761, 0x374d, 0x2fc2, 0x3967, 0x3b94, 0x33b5, 0x3797, 0x34d6, 0x3655, 0x2176, 0x39bc, 0x3999, 0x3658, 0x3904, 0x3759, 0x2ade, 0x3a5a, 0x3b78, 0x36c7, 0x2d01, 0x3b58, 0x2d9a, 0x373d, 0x3952, 0x38e8, 0x3887, 
-0x37b6, 0x3a88, 0x2f8a, 0x2d79, 0x3413, 0x3421, 0x3976, 0x32b2, 0x3446, 0x2d99, 0x3a56, 0x3322, 0x3b49, 0x39fa, 0x3acd, 0x3af6, 0x304c, 0x3abb, 0x3a83, 0x38b2, 0x3ab9, 0x363e, 0x389f, 0x31bb, 0x38e1, 0x3bc4, 0x3b9b, 0x2984, 0x3a43, 0x3b2f, 0x35d6, 0x3bda, 
-0x2df3, 0x3bf8, 0x2acc, 0x378b, 0x3555, 0x2e59, 0x31d4, 0x34ec, 0x3a46, 0x3bab, 0x3214, 0x3161, 0x3470, 0x3a03, 0x368e, 0x31ad, 0x27cb, 0x2ecb, 0x3422, 0x39f7, 0x3644, 0x3a77, 0x313f, 0x34f2, 0x39b3, 0x3bf2, 0x379a, 0x3456, 0x35fe, 0x3ae7, 0x3964, 0x385f, 
-0x3b16, 0x3999, 0x3833, 0x2eda, 0x3afd, 0x3a4a, 0x3ba2, 0x2bd4, 0x3b38, 0x31a2, 0x32dd, 0x353c, 0x366f, 0x375e, 0x3821, 0x367a, 0x3b44, 0x39e6, 0x3787, 0x339e, 0x39d7, 0x38c6, 0x37d5, 0x342f, 0x3984, 0x319b, 0x33b5, 0x35ab, 0x398a, 0x374e, 0x36b6, 0x3b21, 
-0x3bbb, 0x2ab3, 0x2ad5, 0x33bc, 0x2bef, 0x3780, 0x3738, 0x3a0b, 0x3b09, 0x30ca, 0x384e, 0x3ab3, 0x39bd, 0x3453, 0x3a6d, 0x3957, 0x2c10, 0x30e9, 0x35d4, 0x3aef, 0x3be9, 0x39ad, 0x3a74, 0x3af9, 0x3739, 0x2d4d, 0x39fe, 0x3b72, 0x2c57, 0x398c, 0x381f, 0x3930, 
-0x3820, 0x321b, 0x3964, 0x2964, 0x33a0, 0x2d00, 0x2490, 0x336b, 0x3465, 0x3b2e, 0x3aa0, 0x371f, 0x300e, 0x3a09, 0x3bf1, 0x25cc, 0x3b6f, 0x3384, 0x3a88, 0x3acb, 0x3814, 0x36d0, 0x3081, 0x3a2c, 0x3353, 0x39cb, 0x31ed, 0x3af6, 0x3721, 0x36c7, 0x2ce2, 0x390d, 
-0x3698, 0x3ab2, 0x3b3e, 0x2eb4, 0x3998, 0x39e3, 0x3a77, 0x3632, 0x2c12, 0x3bd5, 0x3ba3, 0x3bba, 0x323c, 0x367b, 0x3557, 0x39c8, 0x37db, 0x3b45, 0x3b6e, 0x3931, 0x3121, 0x3a8d, 0x3a55, 0x3b9b, 0x358a, 0x3925, 0x3491, 0x3912, 0x3b6b, 0x3584, 0x32df, 0x3120, 
-0x32b2, 0x3b0a, 0x2cad, 0x3465, 0x3ad3, 0x3bcd, 0x363b, 0x3afe, 0x354b, 0x3374, 0x39af, 0x3b7f, 0x308c, 0x2e72, 0x3380, 0x3b70, 0x3902, 0x38d8, 0x39f3, 0x3a4b, 0x3853, 0x397b, 0x2ebe, 0x387f, 0x2845, 0x37e2, 0x360f, 0x370b, 0x3acb, 0x35d4, 0x36e6, 0x3262, 
-0x2e88, 0x3a54, 0x2ee3, 0x3575, 0x3afe, 0x2aee, 0x39a0, 0x3aae, 0x3693, 0x3432, 0x3834, 0x3b9b, 0x3bcb, 0x2e3a, 0x356d, 0x374e, 0x3924, 0x383c, 0x311e, 0x3ac5, 0x352d, 0x311e, 0x38ca, 0x34d4, 0x36ca, 0x34ed, 0x3a13, 0x33eb, 0x3639, 0x3828, 0x3b3c, 0x3939, 
-0x3837, 0x3521, 0x2cb5, 0x3629, 0x3924, 0x384c, 0x366a, 0x3bbf, 0x2e9e, 0x3ba8, 0x33ad, 0x38c8, 0x3934, 0x3907, 0x249a, 0x3690, 0x3a09, 0x3215, 0x3898, 0x325d, 0x37d5, 0x3195, 0x361c, 0x3ae4, 0x351f, 0x3452, 0x3bc0, 0x375c, 0x39bf, 0x317a, 0x3aae, 0x283a, 
-0x3476, 0x3b92, 0x3472, 0x383e, 0x280f, 0x39d6, 0x2fd1, 0x31f4, 0x2ffb, 0x3b97, 0x3692, 0x36c0, 0x3989, 0x33cf, 0x3ba6, 0x3239, 0x35d7, 0x33ab, 0x31eb, 0x3b47, 0x389b, 0x3b88, 0x3580, 0x354c, 0x3802, 0x3b9a, 0x3b94, 0x2a92, 0x2db1, 0x38bd, 0x2dfb, 0x3900, 
-0x344f, 0x3739, 0x27a5, 0x3b2e, 0x342b, 0x34bb, 0x30c8, 0x3ae8, 0x3b26, 0x3982, 0x38c0, 0x3408, 0x38c8, 0x36ef, 0x3bf0, 0x3acf, 0x3a3c, 0x3825, 0x31a5, 0x3ada, 0x3b5b, 0x37db, 0x3a01, 0x3663, 0x3a7d, 0x327b, 0x3a1f, 0x3862, 0x38af, 0x3204, 0x372e, 0x3b19, 
-0x3708, 0x3622, 0x2e62, 0x39ab, 0x2d4d, 0x31b4, 0x3552, 0x3bbc, 0x36f2, 0x36eb, 0x38ef, 0x3755, 0x3bbe, 0x2c17, 0x3815, 0x2f53, 0x363f, 0x38c1, 0x3246, 0x386b, 0x34de, 0x34e4, 0x3baa, 0x349e, 0x32ce, 0x3a68, 0x373f, 0x2cce, 0x3b36, 0x28ba, 0x3b50, 0x3232, 
-0x1f34, 0x3928, 0x35cd, 0x3b38, 0x30ce, 0x35a1, 0x3a06, 0x3a32, 0x3a53, 0x3489, 0x3241, 0x372f, 0x390c, 0x3a1b, 0x378a, 0x3713, 0x3769, 0x37a8, 0x3418, 0x3ad4, 0x3a4e, 0x3bf7, 0x37a5, 0x34dc, 0x39b2, 0x351b, 0x3372, 0x349f, 0x2f50, 0x3ab1, 0x3795, 0x2db7, 
-0x3864, 0x3157, 0x3900, 0x323e, 0x389e, 0x3880, 0x3b1f, 0x37a1, 0x396c, 0x2e43, 0x2c2a, 0x3b78, 0x3988, 0x3a14, 0x39c1, 0x3b51, 0x3780, 0x3bf2, 0x2d19, 0x3815, 0x3a5f, 0x3641, 0x2f62, 0x37d5, 0x3564, 0x139a, 0x3ab8, 0x28f7, 0x3785, 0x34e1, 0x3097, 0x3768, 
-0x3971, 0x3ae2, 0x32ae, 0x2fd5, 0x382a, 0x346c, 0x3133, 0x3167, 0x3940, 0x2d12, 0x389a, 0x3bd0, 0x3943, 0x391c, 0x3a75, 0x2a11, 0x391e, 0x372d, 0x3a79, 0x3b72, 0x3373, 0x39b7, 0x35d7, 0x372b, 0x3a6d, 0x38a1, 0x3279, 0x3434, 0x3694, 0x3b45, 0x3abb, 0x392d, 
-0x34a8, 0x3757, 0x32ca, 0x345d, 0x36a5, 0x3854, 0x2dcd, 0x30af, 0x38dd, 0x3067, 0x3411, 0x3997, 0x397a, 0x3a64, 0x38b8, 0x3962, 0x3509, 0x3bb6, 0x3a66, 0x339f, 0x372a, 0x31a8, 0x37da, 0x36ff, 0x33c6, 0x31da, 0x3977, 0x3b72, 0x3841, 0x3567, 0x3433, 0x33b8, 
-0x39fe, 0x3a10, 0x3bf2, 0x35e7, 0x3a4a, 0x3b3e, 0x2ec7, 0x3aa4, 0x3846, 0x3af9, 0x38a9, 0x2c1f, 0x39ab, 0x349f, 0x31d6, 0x39ae, 0x3b79, 0x352d, 0x3516, 0x347c, 0x2f33, 0x35ad, 0x31c4, 0x3b52, 0x354b, 0x3786, 0x3ab7, 0x3896, 0x34ac, 0x352f, 0x37e6, 0x326a, 
-0x2e44, 0x34c7, 0x388d, 0x3bf4, 0x363f, 0x3b3d, 0x33b1, 0x3b8b, 0x3340, 0x37f7, 0x3b07, 0x25bf, 0x398e, 0x3505, 0x3bd7, 0x366d, 0x388a, 0x2cc0, 0x359a, 0x3b9a, 0x3b99, 0x379d, 0x3b6b, 0x39b8, 0x3223, 0x2703, 0x3ba9, 0x2ecb, 0x3759, 0x39d8, 0x37ac, 0x32cf, 
-0x35f2, 0x38a3, 0x399e, 0x3bd2, 0x3780, 0x3af3, 0x3b5e, 0x337b, 0x3a08, 0x35da, 0x3446, 0x3b25, 0x3ad0, 0x3bee, 0x3141, 0x32d8, 0x34ce, 0x2ac9, 0x3800, 0x3a8a, 0x2d53, 0x368a, 0x3561, 0x3998, 0x35a3, 0x3677, 0x3ab2, 0x3269, 0x3236, 0x3b3e, 0x3aba, 0x3bac, 
-0x395d, 0x3820, 0x1df6, 0x3bb5, 0x35b5, 0x3675, 0x3b74, 0x360f, 0x34de, 0x3a0c, 0x3aeb, 0x299d, 0x3207, 0x3bd8, 0x2178, 0x3995, 0x3948, 0x3908, 0x3843, 0x2ea5, 0x3045, 0x3989, 0x345d, 0x39c5, 0x3a89, 0x3863, 0x3be0, 0x397a, 0x38f1, 0x39e2, 0x3b08, 0x352e, 
-0x385f, 0x28f2, 0x3bc3, 0x35e0, 0x380c, 0x3b9c, 0x3afc, 0x390a, 0x3689, 0x34fd, 0x2cf5, 0x308e, 0x342b, 0x3921, 0x3a67, 0x3ad6, 0x2986, 0x32fc, 0x35aa, 0x3507, 0x3608, 0x33fd, 0x3bf3, 0x39e2, 0x3b0f, 0x30b7, 0x3896, 0x3ae4, 0x2145, 0x35b6, 0x2e1d, 0x3ad1, 
-0x333d, 0x3afb, 0x2703, 0x3413, 0x1d7d, 0x3b7f, 0x3ae1, 0x303c, 0x3004, 0x39d3, 0x3554, 0x31a4, 0x354e, 0x3662, 0x39c5, 0x2eb7, 0x2c6e, 0x397f, 0x31d8, 0x1f0c, 0x38e3, 0x35f0, 0x2714, 0x28d1, 0x375e, 0x3a75, 0x3830, 0x3578, 0x397d, 0x3b18, 0x383c, 0x3498, 
-0x39ad, 0x3598, 0x23c4, 0x34ea, 0x3a61, 0x2b00, 0x3707, 0x3ae1, 0x37ae, 0x389d, 0x37fa, 0x3673, 0x3278, 0xf3e, 0x3809, 0x33c6, 0x3bf5, 0x3279, 0x3816, 0x360c, 0x39c8, 0x381f, 0x3741, 0x2d66, 0x38c0, 0x37d3, 0x377a, 0x3621, 0x2faf, 0x392e, 0x2de6, 0x33c5, 
-0x3803, 0x2600, 0x32e9, 0x39b4, 0x38d2, 0x34e8, 0x2fe6, 0x3199, 0x3643, 0x3a77, 0x27cc, 0x39d7, 0x34c6, 0x2ea8, 0x364e, 0x3b07, 0x31c7, 0x30a1, 0x31b1, 0x3b8f, 0x3571, 0x3b75, 0x3989, 0x3805, 0x39fb, 0x3945, 0x352b, 0x31d8, 0x3904, 0x3440, 0x3a57, 0x2cf7, 
-0x3b39, 0x2fcd, 0x2b89, 0x2edd, 0x3682, 0x36a9, 0x32c8, 0x37ac, 0x32a5, 0x3311, 0x394b, 0x3b84, 0x3aec, 0x3601, 0x2765, 0x3b69, 0x396b, 0x3727, 0x3bfe, 0x3907, 0x376f, 0x3674, 0x3973, 0x3671, 0x3491, 0x3993, 0x383f, 0x3335, 0x3989, 0x3550, 0x3077, 0x35f5, 
-0x3a59, 0x3950, 0x380c, 0x37cd, 0x30bf, 0x3607, 0x3afa, 0x3b5d, 0x32b9, 0x386b, 0x35bd, 0x3aca, 0x3ba5, 0x3b2d, 0x3b19, 0x3b8b, 0x345e, 0x2845, 0x34aa, 0x372a, 0x3448, 0x34f5, 0x3ae2, 0x3637, 0x2cb5, 0x354b, 0x3b15, 0x2ca8, 0x2641, 0x3178, 0x2cfe, 0x39b4, 
-0x3bdd, 0x3acb, 0x3a05, 0x38a2, 0x3b4a, 0x34e5, 0x395f, 0x394b, 0x34c4, 0x3aa5, 0x29bb, 0x2d96, 0x339d, 0x387c, 0x382e, 0x385a, 0x396b, 0x3aa9, 0x2f1e, 0x33a7, 0x3b90, 0x3b7b, 0x3b5f, 0x39d3, 0x3b18, 0x354f, 0x2cdb, 0x3a6f, 0x3434, 0x34ff, 0x3a5b, 0x3b84, 
-0x3a33, 0x384b, 0x2e67, 0x3b85, 0x3853, 0x380c, 0x346a, 0x3aaa, 0x3492, 0x33e8, 0x3bf2, 0x38ae, 0x3a29, 0x3830, 0x3221, 0x35b1, 0x3a48, 0x2c68, 0x2ced, 0x3a7e, 0x3539, 0x3922, 0x374c, 0x3aaa, 0x2dae, 0x395d, 0x3b3d, 0x3890, 0x2cfe, 0x2dd6, 0x3bad, 0x33c5, 
-0x2c07, 0x3a2c, 0x37a8, 0x390f, 0x2fc8, 0x35ae, 0x388c, 0x30ee, 0x3674, 0x391d, 0x3bfc, 0x36bf, 0x322d, 0x3a78, 0x35c0, 0x3492, 0x3ac8, 0x3504, 0x3315, 0x381d, 0x3a7a, 0x3a08, 0x343c, 0x3bda, 0x341b, 0x39f0, 0x3b9e, 0x395d, 0x3c00, 0x38ab, 0x3bcf, 0x3564, 
-0x33c4, 0x3b0d, 0x3623, 0x33b9, 0x3b92, 0x1e71, 0x2c57, 0x36d0, 0x314b, 0x3a16, 0x3372, 0x341b, 0x3aaa, 0x3444, 0x396b, 0x2dd7, 0x3b30, 0x3559, 0x3b5b, 0x3a29, 0x2d19, 0x38b7, 0x3b01, 0x3afa, 0x398a, 0x3839, 0x3ac9, 0x2e31, 0x3924, 0x39f2, 0x3a7f, 0x3285 
-};
\ No newline at end of file
diff --git a/carfield/redmule/inc/x_2D.h b/carfield/redmule/inc/x_2D.h
deleted file mode 100644
index 0b589f8..0000000
--- a/carfield/redmule/inc/x_2D.h
+++ /dev/null
@@ -1,27 +0,0 @@
- /* Header file generated by RedMulE Golden Model */
-uint16_t x_inp_2D [24][32] = {
-0x2153, 0x3bb5, 0x3896, 0x365f, 0x2483, 0x3518, 0x2dd1, 0x3bca, 0x397b, 0x29b1, 0x3705, 0x36c8, 0x398b, 0x3661, 0x2f05, 0x365a, 0x3bf9, 0x34df, 0x363b, 0x38d9, 0x39c6, 0x3abb, 0x3952, 0x38f2, 0x392d, 0x3b3e, 0x2afb, 0x3a9d, 0x353b, 0x3b73, 0x3a01, 0x3679, 
-0x3934, 0x397d, 0x2904, 0x3822, 0x3462, 0x3b44, 0x39e9, 0x28be, 0x331e, 0x3a1d, 0x39e5, 0x34da, 0x3a19, 0x3906, 0x1d35, 0x3871, 0x31e7, 0x3b29, 0x325d, 0x3797, 0x2b2f, 0x38b4, 0x232f, 0x38aa, 0x3aca, 0x316f, 0x3811, 0x3950, 0x32ea, 0x3bc7, 0x382c, 0x38a2, 
-0x29ce, 0x3afa, 0x3a39, 0x2ccc, 0x39fd, 0x3b3d, 0x384a, 0x3a35, 0x3802, 0x366a, 0x37ec, 0x3598, 0x3bf8, 0x3a85, 0x3a1b, 0x386e, 0x3b4c, 0x39de, 0x38c2, 0x2f93, 0x3b4c, 0x39c4, 0x3b9e, 0x3844, 0x346d, 0x3bff, 0x32ce, 0x296d, 0x3130, 0x3b3d, 0x3b44, 0x369d, 
-0x3b13, 0x31ed, 0x330a, 0x3831, 0x34e7, 0x37b3, 0x331a, 0x3918, 0x32d3, 0x3995, 0x3991, 0x3919, 0x3a26, 0x385b, 0x2b76, 0x3a3b, 0x37f2, 0x26a7, 0x3225, 0x3b64, 0x28f0, 0x3456, 0x3822, 0x341e, 0x381a, 0x38d8, 0x2c11, 0x33be, 0x33ac, 0x353f, 0x3476, 0x3abc, 
-0x36ec, 0x3a1d, 0x39d3, 0x3821, 0x36ac, 0x3bce, 0x3ad2, 0x3616, 0x36a1, 0x2cb3, 0x38d2, 0x314f, 0x385c, 0x3b63, 0x3bb6, 0x2951, 0x372d, 0x2c42, 0x3823, 0x3883, 0x3872, 0x31ee, 0x36c5, 0x399a, 0x31b0, 0x3887, 0x3884, 0x3865, 0x3896, 0x36c3, 0x32e3, 0x346c, 
-0x3935, 0x3b50, 0x2b6d, 0x38cd, 0x388f, 0x3389, 0x395d, 0x31cd, 0x2efd, 0x3154, 0x2f35, 0x3444, 0x3293, 0x3b6b, 0x1bec, 0x3b69, 0x3bf3, 0x3611, 0x3508, 0x3742, 0x3a50, 0x3ab7, 0x3457, 0x38d3, 0x3344, 0x38e8, 0x33c0, 0x3668, 0x3bee, 0x3b21, 0x3727, 0x3121, 
-0x316c, 0x3288, 0x2d50, 0x2e74, 0x35d5, 0x37e2, 0x303d, 0x36af, 0x341f, 0x3436, 0x2df7, 0x399d, 0x30f4, 0x3aaf, 0x34e4, 0x2c2a, 0x3116, 0x34d3, 0x36ac, 0x35e3, 0x3760, 0x36e1, 0x3ad2, 0x3547, 0x38f4, 0x369c, 0x3ba9, 0x34f0, 0x3a39, 0x3b19, 0x36e6, 0x395d, 
-0x3be8, 0x3293, 0x3bfc, 0x3435, 0x2eb3, 0x3360, 0x3919, 0x3bed, 0x396a, 0x37fc, 0x3242, 0x384b, 0x38cb, 0x3b2c, 0x3b28, 0x28cf, 0x3828, 0x3855, 0x3ba9, 0x2fa7, 0x340b, 0x32f1, 0x3ada, 0x36fa, 0x31f5, 0x3436, 0x29d0, 0x33e6, 0x3232, 0x3bec, 0x3904, 0x2797, 
-0x3b81, 0x3bac, 0x38d2, 0x343d, 0x31af, 0x3b1e, 0x33fc, 0x3864, 0x3624, 0x3905, 0x2945, 0x3b52, 0x2d08, 0x3a17, 0x3b84, 0x3804, 0x3a24, 0x38a3, 0x3562, 0x3ae6, 0x3bba, 0x3a45, 0x3679, 0x31fa, 0x3994, 0x2c3d, 0x383f, 0x399d, 0x34f7, 0x360e, 0x35f3, 0x38f0, 
-0x38d4, 0x399a, 0x3a48, 0x3987, 0x3b54, 0x382c, 0x3210, 0x35ef, 0x36ca, 0x31b4, 0x3625, 0x371f, 0x37bd, 0x3680, 0x3a3a, 0x3ac0, 0x3bbf, 0x3bf5, 0x39f2, 0x29c2, 0x363e, 0x3a4e, 0x3596, 0x3b1b, 0x3459, 0x3669, 0x3aa1, 0x39c3, 0x3376, 0x390d, 0x2456, 0x39b5, 
-0x3a66, 0x3ad8, 0x3b51, 0x36aa, 0x32be, 0x3ac8, 0x392b, 0x3740, 0x3a48, 0x38f5, 0x3b2d, 0x3a5f, 0x2ff3, 0x366f, 0x39d3, 0x35e5, 0x3822, 0x38db, 0x3b8a, 0x34be, 0x2d33, 0x36dd, 0x3578, 0x3bdf, 0x2c7e, 0x39cf, 0x32ff, 0x35c9, 0x3970, 0x3bcb, 0x351e, 0x3956, 
-0x2c42, 0x3308, 0x377a, 0x361c, 0x39a0, 0x36c9, 0x2dcb, 0x3bf2, 0x3b5f, 0x33ee, 0x24c1, 0x2ce9, 0x3927, 0x305d, 0x3702, 0x3119, 0x35f9, 0x3855, 0x3374, 0x349b, 0x3bcf, 0x2dea, 0x34f0, 0x363f, 0x37da, 0x3a74, 0x35fc, 0x35fa, 0x316b, 0x3804, 0x37a7, 0x3986, 
-0x3073, 0x3aed, 0x31c7, 0x3844, 0x34a4, 0x387d, 0x3a20, 0x3037, 0x3a00, 0x3b70, 0x377f, 0x3686, 0x3b7e, 0x38b3, 0x32e3, 0x3323, 0x391e, 0x3228, 0x3930, 0x3997, 0x3a5e, 0x398b, 0x3512, 0x35b0, 0x365c, 0x325d, 0x3b61, 0x38b8, 0x39a4, 0x3423, 0x3bd7, 0x38af, 
-0x2d3d, 0x382d, 0x38ac, 0x26ca, 0x395e, 0x21a8, 0x3520, 0x386f, 0x3b95, 0x32c0, 0x3b84, 0x3a51, 0x3b4b, 0x31d2, 0x3747, 0x3b96, 0x3b40, 0x3535, 0x38d1, 0x3899, 0x3b00, 0x3827, 0x3ae3, 0x38c8, 0x3a07, 0x338d, 0x2e96, 0x3a46, 0x394a, 0x39de, 0x2951, 0x3a02, 
-0x3838, 0x2d45, 0x28c0, 0x3958, 0x3070, 0x2aa2, 0x3510, 0x38ce, 0x271c, 0x3440, 0x3954, 0x30bc, 0x3b35, 0x2f1d, 0x3afb, 0x2dae, 0x356f, 0x2e13, 0x3981, 0x326d, 0x3a28, 0x3a36, 0x3a95, 0x38cb, 0x38db, 0x3150, 0x2c9e, 0x34c5, 0x3adb, 0x3bdf, 0x38f2, 0x3994, 
-0x36f8, 0x31c0, 0x3a4f, 0x3825, 0x394b, 0x3a8b, 0x38ac, 0x3167, 0x2e2d, 0x3a93, 0x34f3, 0x37bd, 0x3b63, 0x2f2f, 0x3ae0, 0x3ad8, 0x34a8, 0x2e1c, 0x3890, 0x3705, 0x3b69, 0x3bc1, 0x28af, 0x3b36, 0x348b, 0x3111, 0x3a8d, 0x389c, 0x3916, 0x36dc, 0x3bae, 0x3874, 
-0x3593, 0x3638, 0x3018, 0x3a56, 0x38a3, 0x2ad4, 0x3a25, 0x38d7, 0x3864, 0x31c1, 0x28d1, 0x39c8, 0x37d6, 0x2c7f, 0x3ba5, 0x34b8, 0x3bef, 0x3b83, 0x3ab5, 0x3062, 0x38bc, 0x399c, 0x2ce4, 0x2f2c, 0x39bf, 0x2ed1, 0x385f, 0x37e0, 0x35ee, 0x397d, 0x3b0c, 0x3049, 
-0x39d5, 0x322e, 0x3936, 0x3747, 0x2e15, 0x3b41, 0x3874, 0x3bd0, 0x2c04, 0x3800, 0x375b, 0x3b2d, 0x38d8, 0x3a51, 0x3406, 0x38da, 0x38ba, 0x3497, 0x382e, 0x35fc, 0x39d4, 0x3775, 0x3b1e, 0x3813, 0x3649, 0x31af, 0x37bb, 0x334a, 0x3a6e, 0x3284, 0x26e0, 0x2e01, 
-0x2ebb, 0x344b, 0x3821, 0x381a, 0x385a, 0x2534, 0x3635, 0x2a92, 0x3b8c, 0x31f0, 0x3947, 0x3ac7, 0x3743, 0x3924, 0x39e4, 0x358f, 0x2b62, 0x392c, 0x3955, 0x3341, 0x3676, 0x38ac, 0x3957, 0x335b, 0x2ca2, 0x39ff, 0x37cb, 0x341f, 0x3ac9, 0x3b6c, 0x2f14, 0x34c3, 
-0x3018, 0x3169, 0x355b, 0x3624, 0x31ed, 0x379e, 0x3268, 0x309b, 0x35db, 0x3872, 0x3bdb, 0x34c7, 0x3408, 0x3359, 0x3920, 0x331f, 0x3866, 0x3af0, 0x2a1a, 0x39e0, 0x3b14, 0x34fa, 0x2d18, 0x3963, 0x35e8, 0x2539, 0x38f5, 0x37b3, 0x378f, 0x31b5, 0x3a6c, 0x3685, 
-0x3a06, 0x318a, 0x2934, 0x33c1, 0x3be8, 0x375b, 0x3860, 0x3543, 0x3702, 0x3951, 0x3677, 0x37ff, 0x2e27, 0x2e3a, 0x340f, 0x3817, 0x2f04, 0x357e, 0x3a1d, 0x2dd6, 0x252a, 0x3945, 0x162a, 0x3b19, 0x3a53, 0x35d2, 0x3a5d, 0x3474, 0x38e9, 0x374b, 0x387c, 0x1f1a, 
-0x38ac, 0x3291, 0x3393, 0x3b53, 0x3169, 0x3bca, 0x2f1a, 0x3551, 0x38a3, 0x28e3, 0x369d, 0x34a1, 0x38a8, 0x34c3, 0x3841, 0x390d, 0x3b13, 0x3282, 0x3a29, 0x3a78, 0x2df3, 0x3a37, 0x35f4, 0x35a6, 0x38e8, 0x3328, 0x3beb, 0x390b, 0x32dc, 0x34dc, 0x396d, 0x3a78, 
-0x39ba, 0x3a06, 0x2cdd, 0x3bc3, 0x2d43, 0x2992, 0x3663, 0x3a68, 0x2c3e, 0x394e, 0x2c9f, 0x380e, 0x37f5, 0x3557, 0x2873, 0x390f, 0x39e7, 0x3939, 0x3669, 0x385c, 0x3a68, 0x32c4, 0x2b04, 0x2d6d, 0x39d3, 0x3895, 0x331d, 0x3b59, 0x3463, 0x2b6a, 0x31de, 0x3296, 
-0x3aae, 0x3bcd, 0x345a, 0x3897, 0x374b, 0x3bd4, 0x38a2, 0x357f, 0x3402, 0x3a0c, 0x3507, 0x3865, 0x3a54, 0x3878, 0x3859, 0x383e, 0x32b5, 0x34ea, 0x328d, 0x38b6, 0x3464, 0x2f5b, 0x35ff, 0x3817, 0x2f24, 0x3533, 0x3b21, 0x37ba, 0x3837, 0x2e34, 0x3bad, 0x34bc 
-};
\ No newline at end of file
diff --git a/carfield/redmule/inc/x_input.h b/carfield/redmule/inc/x_input.h
deleted file mode 100644
index 1e38d23..0000000
--- a/carfield/redmule/inc/x_input.h
+++ /dev/null
@@ -1,27 +0,0 @@
- /* Header file generated by RedMulE Golden Model */
-uint16_t x_inp [768] = {
-0x2153, 0x3bb5, 0x3896, 0x365f, 0x2483, 0x3518, 0x2dd1, 0x3bca, 0x397b, 0x29b1, 0x3705, 0x36c8, 0x398b, 0x3661, 0x2f05, 0x365a, 0x3bf9, 0x34df, 0x363b, 0x38d9, 0x39c6, 0x3abb, 0x3952, 0x38f2, 0x392d, 0x3b3e, 0x2afb, 0x3a9d, 0x353b, 0x3b73, 0x3a01, 0x3679, 
-0x3934, 0x397d, 0x2904, 0x3822, 0x3462, 0x3b44, 0x39e9, 0x28be, 0x331e, 0x3a1d, 0x39e5, 0x34da, 0x3a19, 0x3906, 0x1d35, 0x3871, 0x31e7, 0x3b29, 0x325d, 0x3797, 0x2b2f, 0x38b4, 0x232f, 0x38aa, 0x3aca, 0x316f, 0x3811, 0x3950, 0x32ea, 0x3bc7, 0x382c, 0x38a2, 
-0x29ce, 0x3afa, 0x3a39, 0x2ccc, 0x39fd, 0x3b3d, 0x384a, 0x3a35, 0x3802, 0x366a, 0x37ec, 0x3598, 0x3bf8, 0x3a85, 0x3a1b, 0x386e, 0x3b4c, 0x39de, 0x38c2, 0x2f93, 0x3b4c, 0x39c4, 0x3b9e, 0x3844, 0x346d, 0x3bff, 0x32ce, 0x296d, 0x3130, 0x3b3d, 0x3b44, 0x369d, 
-0x3b13, 0x31ed, 0x330a, 0x3831, 0x34e7, 0x37b3, 0x331a, 0x3918, 0x32d3, 0x3995, 0x3991, 0x3919, 0x3a26, 0x385b, 0x2b76, 0x3a3b, 0x37f2, 0x26a7, 0x3225, 0x3b64, 0x28f0, 0x3456, 0x3822, 0x341e, 0x381a, 0x38d8, 0x2c11, 0x33be, 0x33ac, 0x353f, 0x3476, 0x3abc, 
-0x36ec, 0x3a1d, 0x39d3, 0x3821, 0x36ac, 0x3bce, 0x3ad2, 0x3616, 0x36a1, 0x2cb3, 0x38d2, 0x314f, 0x385c, 0x3b63, 0x3bb6, 0x2951, 0x372d, 0x2c42, 0x3823, 0x3883, 0x3872, 0x31ee, 0x36c5, 0x399a, 0x31b0, 0x3887, 0x3884, 0x3865, 0x3896, 0x36c3, 0x32e3, 0x346c, 
-0x3935, 0x3b50, 0x2b6d, 0x38cd, 0x388f, 0x3389, 0x395d, 0x31cd, 0x2efd, 0x3154, 0x2f35, 0x3444, 0x3293, 0x3b6b, 0x1bec, 0x3b69, 0x3bf3, 0x3611, 0x3508, 0x3742, 0x3a50, 0x3ab7, 0x3457, 0x38d3, 0x3344, 0x38e8, 0x33c0, 0x3668, 0x3bee, 0x3b21, 0x3727, 0x3121, 
-0x316c, 0x3288, 0x2d50, 0x2e74, 0x35d5, 0x37e2, 0x303d, 0x36af, 0x341f, 0x3436, 0x2df7, 0x399d, 0x30f4, 0x3aaf, 0x34e4, 0x2c2a, 0x3116, 0x34d3, 0x36ac, 0x35e3, 0x3760, 0x36e1, 0x3ad2, 0x3547, 0x38f4, 0x369c, 0x3ba9, 0x34f0, 0x3a39, 0x3b19, 0x36e6, 0x395d, 
-0x3be8, 0x3293, 0x3bfc, 0x3435, 0x2eb3, 0x3360, 0x3919, 0x3bed, 0x396a, 0x37fc, 0x3242, 0x384b, 0x38cb, 0x3b2c, 0x3b28, 0x28cf, 0x3828, 0x3855, 0x3ba9, 0x2fa7, 0x340b, 0x32f1, 0x3ada, 0x36fa, 0x31f5, 0x3436, 0x29d0, 0x33e6, 0x3232, 0x3bec, 0x3904, 0x2797, 
-0x3b81, 0x3bac, 0x38d2, 0x343d, 0x31af, 0x3b1e, 0x33fc, 0x3864, 0x3624, 0x3905, 0x2945, 0x3b52, 0x2d08, 0x3a17, 0x3b84, 0x3804, 0x3a24, 0x38a3, 0x3562, 0x3ae6, 0x3bba, 0x3a45, 0x3679, 0x31fa, 0x3994, 0x2c3d, 0x383f, 0x399d, 0x34f7, 0x360e, 0x35f3, 0x38f0, 
-0x38d4, 0x399a, 0x3a48, 0x3987, 0x3b54, 0x382c, 0x3210, 0x35ef, 0x36ca, 0x31b4, 0x3625, 0x371f, 0x37bd, 0x3680, 0x3a3a, 0x3ac0, 0x3bbf, 0x3bf5, 0x39f2, 0x29c2, 0x363e, 0x3a4e, 0x3596, 0x3b1b, 0x3459, 0x3669, 0x3aa1, 0x39c3, 0x3376, 0x390d, 0x2456, 0x39b5, 
-0x3a66, 0x3ad8, 0x3b51, 0x36aa, 0x32be, 0x3ac8, 0x392b, 0x3740, 0x3a48, 0x38f5, 0x3b2d, 0x3a5f, 0x2ff3, 0x366f, 0x39d3, 0x35e5, 0x3822, 0x38db, 0x3b8a, 0x34be, 0x2d33, 0x36dd, 0x3578, 0x3bdf, 0x2c7e, 0x39cf, 0x32ff, 0x35c9, 0x3970, 0x3bcb, 0x351e, 0x3956, 
-0x2c42, 0x3308, 0x377a, 0x361c, 0x39a0, 0x36c9, 0x2dcb, 0x3bf2, 0x3b5f, 0x33ee, 0x24c1, 0x2ce9, 0x3927, 0x305d, 0x3702, 0x3119, 0x35f9, 0x3855, 0x3374, 0x349b, 0x3bcf, 0x2dea, 0x34f0, 0x363f, 0x37da, 0x3a74, 0x35fc, 0x35fa, 0x316b, 0x3804, 0x37a7, 0x3986, 
-0x3073, 0x3aed, 0x31c7, 0x3844, 0x34a4, 0x387d, 0x3a20, 0x3037, 0x3a00, 0x3b70, 0x377f, 0x3686, 0x3b7e, 0x38b3, 0x32e3, 0x3323, 0x391e, 0x3228, 0x3930, 0x3997, 0x3a5e, 0x398b, 0x3512, 0x35b0, 0x365c, 0x325d, 0x3b61, 0x38b8, 0x39a4, 0x3423, 0x3bd7, 0x38af, 
-0x2d3d, 0x382d, 0x38ac, 0x26ca, 0x395e, 0x21a8, 0x3520, 0x386f, 0x3b95, 0x32c0, 0x3b84, 0x3a51, 0x3b4b, 0x31d2, 0x3747, 0x3b96, 0x3b40, 0x3535, 0x38d1, 0x3899, 0x3b00, 0x3827, 0x3ae3, 0x38c8, 0x3a07, 0x338d, 0x2e96, 0x3a46, 0x394a, 0x39de, 0x2951, 0x3a02, 
-0x3838, 0x2d45, 0x28c0, 0x3958, 0x3070, 0x2aa2, 0x3510, 0x38ce, 0x271c, 0x3440, 0x3954, 0x30bc, 0x3b35, 0x2f1d, 0x3afb, 0x2dae, 0x356f, 0x2e13, 0x3981, 0x326d, 0x3a28, 0x3a36, 0x3a95, 0x38cb, 0x38db, 0x3150, 0x2c9e, 0x34c5, 0x3adb, 0x3bdf, 0x38f2, 0x3994, 
-0x36f8, 0x31c0, 0x3a4f, 0x3825, 0x394b, 0x3a8b, 0x38ac, 0x3167, 0x2e2d, 0x3a93, 0x34f3, 0x37bd, 0x3b63, 0x2f2f, 0x3ae0, 0x3ad8, 0x34a8, 0x2e1c, 0x3890, 0x3705, 0x3b69, 0x3bc1, 0x28af, 0x3b36, 0x348b, 0x3111, 0x3a8d, 0x389c, 0x3916, 0x36dc, 0x3bae, 0x3874, 
-0x3593, 0x3638, 0x3018, 0x3a56, 0x38a3, 0x2ad4, 0x3a25, 0x38d7, 0x3864, 0x31c1, 0x28d1, 0x39c8, 0x37d6, 0x2c7f, 0x3ba5, 0x34b8, 0x3bef, 0x3b83, 0x3ab5, 0x3062, 0x38bc, 0x399c, 0x2ce4, 0x2f2c, 0x39bf, 0x2ed1, 0x385f, 0x37e0, 0x35ee, 0x397d, 0x3b0c, 0x3049, 
-0x39d5, 0x322e, 0x3936, 0x3747, 0x2e15, 0x3b41, 0x3874, 0x3bd0, 0x2c04, 0x3800, 0x375b, 0x3b2d, 0x38d8, 0x3a51, 0x3406, 0x38da, 0x38ba, 0x3497, 0x382e, 0x35fc, 0x39d4, 0x3775, 0x3b1e, 0x3813, 0x3649, 0x31af, 0x37bb, 0x334a, 0x3a6e, 0x3284, 0x26e0, 0x2e01, 
-0x2ebb, 0x344b, 0x3821, 0x381a, 0x385a, 0x2534, 0x3635, 0x2a92, 0x3b8c, 0x31f0, 0x3947, 0x3ac7, 0x3743, 0x3924, 0x39e4, 0x358f, 0x2b62, 0x392c, 0x3955, 0x3341, 0x3676, 0x38ac, 0x3957, 0x335b, 0x2ca2, 0x39ff, 0x37cb, 0x341f, 0x3ac9, 0x3b6c, 0x2f14, 0x34c3, 
-0x3018, 0x3169, 0x355b, 0x3624, 0x31ed, 0x379e, 0x3268, 0x309b, 0x35db, 0x3872, 0x3bdb, 0x34c7, 0x3408, 0x3359, 0x3920, 0x331f, 0x3866, 0x3af0, 0x2a1a, 0x39e0, 0x3b14, 0x34fa, 0x2d18, 0x3963, 0x35e8, 0x2539, 0x38f5, 0x37b3, 0x378f, 0x31b5, 0x3a6c, 0x3685, 
-0x3a06, 0x318a, 0x2934, 0x33c1, 0x3be8, 0x375b, 0x3860, 0x3543, 0x3702, 0x3951, 0x3677, 0x37ff, 0x2e27, 0x2e3a, 0x340f, 0x3817, 0x2f04, 0x357e, 0x3a1d, 0x2dd6, 0x252a, 0x3945, 0x162a, 0x3b19, 0x3a53, 0x35d2, 0x3a5d, 0x3474, 0x38e9, 0x374b, 0x387c, 0x1f1a, 
-0x38ac, 0x3291, 0x3393, 0x3b53, 0x3169, 0x3bca, 0x2f1a, 0x3551, 0x38a3, 0x28e3, 0x369d, 0x34a1, 0x38a8, 0x34c3, 0x3841, 0x390d, 0x3b13, 0x3282, 0x3a29, 0x3a78, 0x2df3, 0x3a37, 0x35f4, 0x35a6, 0x38e8, 0x3328, 0x3beb, 0x390b, 0x32dc, 0x34dc, 0x396d, 0x3a78, 
-0x39ba, 0x3a06, 0x2cdd, 0x3bc3, 0x2d43, 0x2992, 0x3663, 0x3a68, 0x2c3e, 0x394e, 0x2c9f, 0x380e, 0x37f5, 0x3557, 0x2873, 0x390f, 0x39e7, 0x3939, 0x3669, 0x385c, 0x3a68, 0x32c4, 0x2b04, 0x2d6d, 0x39d3, 0x3895, 0x331d, 0x3b59, 0x3463, 0x2b6a, 0x31de, 0x3296, 
-0x3aae, 0x3bcd, 0x345a, 0x3897, 0x374b, 0x3bd4, 0x38a2, 0x357f, 0x3402, 0x3a0c, 0x3507, 0x3865, 0x3a54, 0x3878, 0x3859, 0x383e, 0x32b5, 0x34ea, 0x328d, 0x38b6, 0x3464, 0x2f5b, 0x35ff, 0x3817, 0x2f24, 0x3533, 0x3b21, 0x37ba, 0x3837, 0x2e34, 0x3bad, 0x34bc 
-};
\ No newline at end of file
diff --git a/carfield/redmule/inc/y_2D.h b/carfield/redmule/inc/y_2D.h
deleted file mode 100644
index 9484a10..0000000
--- a/carfield/redmule/inc/y_2D.h
+++ /dev/null
@@ -1,27 +0,0 @@
- /* Header file generated by RedMulE Golden Model */
-uint16_t y_inp_2D [32][32] = {
-0x3150, 0x2dc1, 0x3033, 0x31f5, 0x3bb6, 0x3bff, 0x39f9, 0x3662, 0x3720, 0x351d, 0x384b, 0x3093, 0x3b9d, 0x35ad, 0x3695, 0x3466, 0x2300, 0x3445, 0x33ae, 0x3586, 0x38a3, 0x3bdb, 0x33a2, 0x379b, 0x3a0e, 0x38b0, 0x39ba, 0x379b, 0x39d3, 0x3a51, 0x3b30, 0x3794, 
-0x3b76, 0x3042, 0x38cc, 0x2dfc, 0x3b1a, 0x37fb, 0x38f7, 0x3824, 0x386f, 0x38c7, 0x36ee, 0x3a9c, 0x38d3, 0x2c67, 0x3a80, 0x2f30, 0x3328, 0x3721, 0x3790, 0x34e5, 0x3a6c, 0x3643, 0x3934, 0x3034, 0x38d4, 0x362e, 0x3b4b, 0x3408, 0x30c2, 0x370e, 0x3b31, 0x3b16, 
-0x3b6b, 0x39d4, 0x339c, 0x381e, 0x313e, 0x3671, 0x3ae2, 0x3479, 0x3940, 0x342d, 0x3925, 0x370a, 0x35d8, 0x2dad, 0x3888, 0x24b9, 0x375d, 0x34bd, 0x3243, 0x2ebb, 0x3970, 0x3a21, 0x3a07, 0x3877, 0x3888, 0x3569, 0x372d, 0x2ac1, 0x331e, 0x384d, 0x3996, 0x34a4, 
-0x35c1, 0x33a9, 0x21ed, 0x3a42, 0x388d, 0x34e4, 0x33c3, 0x34f9, 0x3a7b, 0x33fb, 0x2cdd, 0x3b0e, 0x333b, 0x3973, 0x34fc, 0x3771, 0x32ea, 0x2de4, 0x31a8, 0x3946, 0x3657, 0x3a4e, 0x36f6, 0x2829, 0x3ba2, 0x3bdc, 0x3bb3, 0x306c, 0x398d, 0x3a1f, 0x3991, 0x3846, 
-0x3547, 0x3292, 0x2e85, 0x31ed, 0x3979, 0x3a90, 0x28a4, 0x3bed, 0x36d8, 0x340e, 0x3b6a, 0x3ab6, 0x3824, 0x382b, 0x3ac3, 0x3811, 0x36d7, 0x3519, 0x3a92, 0x3a42, 0x29d1, 0x383a, 0x3a9b, 0x300e, 0x2cd3, 0x39cd, 0x3874, 0x3a07, 0x2eb1, 0x3b86, 0x3ad8, 0x3a5d, 
-0x3712, 0x284a, 0x38c1, 0x3bec, 0x39c0, 0x32cd, 0x3ad8, 0x3bce, 0x3817, 0x3896, 0x3aa7, 0x3870, 0x3996, 0x32cc, 0x3a4c, 0x3757, 0x3814, 0x3b65, 0x3acb, 0x376e, 0x34c0, 0x3609, 0x3bf0, 0x3b24, 0x3b29, 0x3848, 0x34b7, 0x398a, 0x220c, 0x3498, 0x3a8c, 0x3883, 
-0x38c4, 0x3af6, 0x3a42, 0x2dd6, 0x3147, 0x3717, 0x3a8e, 0x3af9, 0x3296, 0x38ef, 0x34fa, 0x3555, 0x3b29, 0x38de, 0x315e, 0x3773, 0x3b67, 0x3116, 0x38ec, 0x357c, 0x35d0, 0x2518, 0x3958, 0x2a03, 0x37d9, 0x3699, 0x3a1e, 0x3230, 0x3b13, 0x36d4, 0x3b2a, 0x39ad, 
-0x3b10, 0x351a, 0x3b97, 0x3326, 0x2b54, 0x3b7d, 0x386f, 0x373e, 0x37fa, 0x389b, 0x3b90, 0x3292, 0x3975, 0x38f3, 0x37f1, 0x3590, 0x3810, 0x2fd7, 0x3bf7, 0x3a5a, 0x3a1c, 0x34dd, 0x354c, 0x32f8, 0x3095, 0x321e, 0x39e0, 0x395c, 0x3717, 0x357f, 0x394a, 0x34b1, 
-0x3ba4, 0x380c, 0x3604, 0x2f50, 0x348d, 0x3828, 0x3a9f, 0x39ce, 0x32ca, 0x3906, 0x3ab2, 0x2ca5, 0x38c9, 0x362a, 0x34b2, 0x29dc, 0x3a36, 0x3052, 0x31b7, 0x3589, 0x387c, 0x3401, 0x3b22, 0x3ad6, 0x3ae8, 0x3238, 0x3494, 0x3502, 0x3717, 0x3a6c, 0x3229, 0x368c, 
-0x3056, 0x3a56, 0x3498, 0x39eb, 0x2864, 0x342d, 0x39e0, 0x34a1, 0x2b99, 0x3a04, 0x38ff, 0x328c, 0x34d9, 0x387d, 0x3a3c, 0x32e5, 0x39eb, 0x3984, 0x34dd, 0x38a7, 0x373f, 0x39b4, 0x3235, 0x2f58, 0x2f39, 0x3800, 0x3758, 0x3939, 0x39fc, 0x3a4b, 0x38bf, 0x30ee, 
-0x345e, 0x39c8, 0x3a6d, 0x3262, 0x3b81, 0x31dc, 0x3a15, 0x3bd0, 0x36af, 0x36de, 0x37d5, 0x39d7, 0x3ad3, 0x3ac1, 0x3109, 0x35ea, 0x31c6, 0x398d, 0x3987, 0x3a4a, 0x34d2, 0x2ed2, 0x35e6, 0x352c, 0x39eb, 0x3bd6, 0x3a5b, 0x39d1, 0x34aa, 0x3ade, 0x394b, 0x38a1, 
-0x2bed, 0x38de, 0x3811, 0x3813, 0x391a, 0x374b, 0x3829, 0x3725, 0x38f0, 0x3583, 0x3966, 0x3a7d, 0x375a, 0x38fe, 0x3696, 0x361c, 0x39a8, 0x35f0, 0x38e1, 0x3003, 0x3595, 0x316e, 0x3862, 0x3af8, 0x3af2, 0x34c8, 0x381d, 0x37d8, 0x3893, 0x3a9c, 0x3989, 0x308c, 
-0x30cc, 0x2538, 0x399d, 0x3919, 0x399e, 0x21cc, 0x38e9, 0x30f8, 0x3a20, 0x3b3c, 0x3990, 0x259c, 0x3143, 0x3080, 0x3967, 0x3afb, 0x3a1b, 0x3779, 0x2eeb, 0x39f3, 0x379a, 0x369c, 0x3985, 0x3a1b, 0x3ba6, 0x3a53, 0x28d5, 0x3881, 0x31d9, 0x3a34, 0x3bd9, 0x393a, 
-0x3601, 0x2c6e, 0x3636, 0x3298, 0x39bb, 0x3a08, 0x38db, 0x35ad, 0x3a09, 0x36a6, 0x3bc7, 0x3bac, 0x34ae, 0x3291, 0x290b, 0x3250, 0x2648, 0x333d, 0x2bf3, 0x34b1, 0x30e0, 0x351f, 0x3a74, 0x38dc, 0x3883, 0x2841, 0x35e1, 0x390d, 0x3a50, 0x3abd, 0x386d, 0x3bb7, 
-0x3b94, 0x36b7, 0x3a49, 0x332f, 0x3a1d, 0x354b, 0x3bab, 0x3346, 0x3417, 0x351e, 0x3b6d, 0x391a, 0x2db3, 0x3b1c, 0x3a4a, 0x37b7, 0x36cf, 0x3a56, 0x39c4, 0x3be9, 0x34f0, 0x39be, 0x3691, 0x1ba5, 0x3888, 0x3040, 0x3ae1, 0x3b9b, 0x398f, 0x3a49, 0x3a16, 0x38c0, 
-0x386c, 0x39ab, 0x37fa, 0x382c, 0x3a6f, 0x393f, 0x340d, 0x38ef, 0x39d1, 0x3845, 0x398f, 0x363e, 0x3687, 0x3052, 0x3a2b, 0x392c, 0x2f5c, 0x3412, 0x3a1f, 0x3b2f, 0x3bcc, 0x3a63, 0x3a89, 0x36e9, 0x3921, 0x3b80, 0x2dc0, 0x3a03, 0x3beb, 0x38d3, 0x36cb, 0x39a3, 
-0x3978, 0x3a88, 0x3ba4, 0x3561, 0x28c5, 0x33a0, 0x37be, 0x2c39, 0x30ee, 0x3782, 0x2c07, 0x354e, 0x3491, 0x3a92, 0x331a, 0x3b15, 0x32e1, 0x3839, 0x3afb, 0x36c2, 0x2fd0, 0x29ad, 0x3b2e, 0x39c1, 0x2a8c, 0x341a, 0x2f90, 0x395a, 0x3969, 0x37ea, 0x3a5c, 0x3b6d, 
-0x3971, 0x3a93, 0x304e, 0x3623, 0x3a22, 0x31ee, 0x29df, 0x2c93, 0x3a01, 0x3a62, 0x366c, 0x371d, 0x3af3, 0x2e08, 0x3ac0, 0x3642, 0x3a28, 0x368d, 0x2d3d, 0x36d9, 0x32c3, 0x373f, 0x36fe, 0x3487, 0x2c81, 0x3623, 0x3b59, 0x3a91, 0x350a, 0x34f4, 0x3b09, 0x2c25, 
-0x3b13, 0x325a, 0x379e, 0x3a7d, 0x34b1, 0x39d5, 0x2ba8, 0x322b, 0x3b5e, 0x37ab, 0x2e24, 0x3ba9, 0x3a3d, 0x34f7, 0x3ba1, 0x3877, 0x3071, 0x39fb, 0x3bbd, 0x3633, 0x3b36, 0x2daa, 0x3b9b, 0x3aa0, 0x395c, 0x3b8f, 0x38d5, 0x3ab0, 0x3a8f, 0x36c2, 0x3b1f, 0x3489, 
-0x2acc, 0x3845, 0x3715, 0x37d8, 0x3992, 0x3bff, 0x350e, 0x3ad7, 0x39b0, 0x35ac, 0x3287, 0x385f, 0x3bd4, 0x37a3, 0x3438, 0x39a5, 0x3bcf, 0x38c3, 0x34f6, 0x3ae3, 0x3b57, 0x39af, 0x35eb, 0x3bed, 0x34d4, 0x2a95, 0x3b13, 0x384e, 0x3a3b, 0x33da, 0x3bce, 0x3b99, 
-0x3559, 0x3335, 0x3a2e, 0x3123, 0x38db, 0x33d0, 0x3638, 0x3b17, 0x3a72, 0x3afc, 0x3936, 0x3838, 0x2b69, 0x3895, 0x3a1a, 0x3192, 0x39d5, 0x37a5, 0x2eb0, 0x2e8b, 0x329a, 0x3b90, 0x390a, 0x3a1e, 0x3847, 0x375d, 0x3873, 0x35e2, 0x3771, 0x30f5, 0x3231, 0x3bd7, 
-0x2bbc, 0x3ace, 0x31ad, 0x3a6b, 0x28a4, 0x3b48, 0x3ba3, 0x3a84, 0x3353, 0x39f6, 0x381f, 0x2dd6, 0x314c, 0x34af, 0x3929, 0x3921, 0x383b, 0x34b0, 0x3923, 0x32c9, 0x3ae7, 0x318f, 0x3480, 0x2ad8, 0x3042, 0x3a4c, 0x349d, 0x2c12, 0x3abb, 0x3a57, 0x3b0d, 0x3111, 
-0x3359, 0x3a84, 0x38f2, 0x368d, 0x2f4b, 0x3ba0, 0x395c, 0x3026, 0x3a15, 0x2a04, 0x326e, 0x3522, 0x31a2, 0x382f, 0x2ada, 0x3b7c, 0x2f80, 0x3af5, 0x2d35, 0x38fa, 0x39ab, 0x2c6d, 0x2e7a, 0x39f6, 0x31a4, 0x3a53, 0x358c, 0x3951, 0x3a4e, 0x3916, 0x2a3f, 0x3ae9, 
-0x3b03, 0x39f8, 0x39fe, 0x3a61, 0x39fb, 0x3704, 0x360d, 0x39a7, 0x37a9, 0x348f, 0x3a30, 0x3af5, 0x366f, 0x3b29, 0x3a6a, 0x33d5, 0x370a, 0x39cd, 0x3444, 0x3bea, 0x3b2b, 0x312e, 0x3b8e, 0x32cf, 0x3b79, 0x3302, 0x3bba, 0x3962, 0x3413, 0x37a1, 0x39e0, 0x3805 
-};
\ No newline at end of file
diff --git a/carfield/redmule/inc/y_input.h b/carfield/redmule/inc/y_input.h
deleted file mode 100644
index 45a2375..0000000
--- a/carfield/redmule/inc/y_input.h
+++ /dev/null
@@ -1,27 +0,0 @@
- /* Header file generated by RedMulE Golden Model */
-uint16_t y_inp [768] = {
-0x3150, 0x2dc1, 0x3033, 0x31f5, 0x3bb6, 0x3bff, 0x39f9, 0x3662, 0x3720, 0x351d, 0x384b, 0x3093, 0x3b9d, 0x35ad, 0x3695, 0x3466, 0x2300, 0x3445, 0x33ae, 0x3586, 0x38a3, 0x3bdb, 0x33a2, 0x379b, 0x3a0e, 0x38b0, 0x39ba, 0x379b, 0x39d3, 0x3a51, 0x3b30, 0x3794, 
-0x3b76, 0x3042, 0x38cc, 0x2dfc, 0x3b1a, 0x37fb, 0x38f7, 0x3824, 0x386f, 0x38c7, 0x36ee, 0x3a9c, 0x38d3, 0x2c67, 0x3a80, 0x2f30, 0x3328, 0x3721, 0x3790, 0x34e5, 0x3a6c, 0x3643, 0x3934, 0x3034, 0x38d4, 0x362e, 0x3b4b, 0x3408, 0x30c2, 0x370e, 0x3b31, 0x3b16, 
-0x3b6b, 0x39d4, 0x339c, 0x381e, 0x313e, 0x3671, 0x3ae2, 0x3479, 0x3940, 0x342d, 0x3925, 0x370a, 0x35d8, 0x2dad, 0x3888, 0x24b9, 0x375d, 0x34bd, 0x3243, 0x2ebb, 0x3970, 0x3a21, 0x3a07, 0x3877, 0x3888, 0x3569, 0x372d, 0x2ac1, 0x331e, 0x384d, 0x3996, 0x34a4, 
-0x35c1, 0x33a9, 0x21ed, 0x3a42, 0x388d, 0x34e4, 0x33c3, 0x34f9, 0x3a7b, 0x33fb, 0x2cdd, 0x3b0e, 0x333b, 0x3973, 0x34fc, 0x3771, 0x32ea, 0x2de4, 0x31a8, 0x3946, 0x3657, 0x3a4e, 0x36f6, 0x2829, 0x3ba2, 0x3bdc, 0x3bb3, 0x306c, 0x398d, 0x3a1f, 0x3991, 0x3846, 
-0x3547, 0x3292, 0x2e85, 0x31ed, 0x3979, 0x3a90, 0x28a4, 0x3bed, 0x36d8, 0x340e, 0x3b6a, 0x3ab6, 0x3824, 0x382b, 0x3ac3, 0x3811, 0x36d7, 0x3519, 0x3a92, 0x3a42, 0x29d1, 0x383a, 0x3a9b, 0x300e, 0x2cd3, 0x39cd, 0x3874, 0x3a07, 0x2eb1, 0x3b86, 0x3ad8, 0x3a5d, 
-0x3712, 0x284a, 0x38c1, 0x3bec, 0x39c0, 0x32cd, 0x3ad8, 0x3bce, 0x3817, 0x3896, 0x3aa7, 0x3870, 0x3996, 0x32cc, 0x3a4c, 0x3757, 0x3814, 0x3b65, 0x3acb, 0x376e, 0x34c0, 0x3609, 0x3bf0, 0x3b24, 0x3b29, 0x3848, 0x34b7, 0x398a, 0x220c, 0x3498, 0x3a8c, 0x3883, 
-0x38c4, 0x3af6, 0x3a42, 0x2dd6, 0x3147, 0x3717, 0x3a8e, 0x3af9, 0x3296, 0x38ef, 0x34fa, 0x3555, 0x3b29, 0x38de, 0x315e, 0x3773, 0x3b67, 0x3116, 0x38ec, 0x357c, 0x35d0, 0x2518, 0x3958, 0x2a03, 0x37d9, 0x3699, 0x3a1e, 0x3230, 0x3b13, 0x36d4, 0x3b2a, 0x39ad, 
-0x3b10, 0x351a, 0x3b97, 0x3326, 0x2b54, 0x3b7d, 0x386f, 0x373e, 0x37fa, 0x389b, 0x3b90, 0x3292, 0x3975, 0x38f3, 0x37f1, 0x3590, 0x3810, 0x2fd7, 0x3bf7, 0x3a5a, 0x3a1c, 0x34dd, 0x354c, 0x32f8, 0x3095, 0x321e, 0x39e0, 0x395c, 0x3717, 0x357f, 0x394a, 0x34b1, 
-0x3ba4, 0x380c, 0x3604, 0x2f50, 0x348d, 0x3828, 0x3a9f, 0x39ce, 0x32ca, 0x3906, 0x3ab2, 0x2ca5, 0x38c9, 0x362a, 0x34b2, 0x29dc, 0x3a36, 0x3052, 0x31b7, 0x3589, 0x387c, 0x3401, 0x3b22, 0x3ad6, 0x3ae8, 0x3238, 0x3494, 0x3502, 0x3717, 0x3a6c, 0x3229, 0x368c, 
-0x3056, 0x3a56, 0x3498, 0x39eb, 0x2864, 0x342d, 0x39e0, 0x34a1, 0x2b99, 0x3a04, 0x38ff, 0x328c, 0x34d9, 0x387d, 0x3a3c, 0x32e5, 0x39eb, 0x3984, 0x34dd, 0x38a7, 0x373f, 0x39b4, 0x3235, 0x2f58, 0x2f39, 0x3800, 0x3758, 0x3939, 0x39fc, 0x3a4b, 0x38bf, 0x30ee, 
-0x345e, 0x39c8, 0x3a6d, 0x3262, 0x3b81, 0x31dc, 0x3a15, 0x3bd0, 0x36af, 0x36de, 0x37d5, 0x39d7, 0x3ad3, 0x3ac1, 0x3109, 0x35ea, 0x31c6, 0x398d, 0x3987, 0x3a4a, 0x34d2, 0x2ed2, 0x35e6, 0x352c, 0x39eb, 0x3bd6, 0x3a5b, 0x39d1, 0x34aa, 0x3ade, 0x394b, 0x38a1, 
-0x2bed, 0x38de, 0x3811, 0x3813, 0x391a, 0x374b, 0x3829, 0x3725, 0x38f0, 0x3583, 0x3966, 0x3a7d, 0x375a, 0x38fe, 0x3696, 0x361c, 0x39a8, 0x35f0, 0x38e1, 0x3003, 0x3595, 0x316e, 0x3862, 0x3af8, 0x3af2, 0x34c8, 0x381d, 0x37d8, 0x3893, 0x3a9c, 0x3989, 0x308c, 
-0x30cc, 0x2538, 0x399d, 0x3919, 0x399e, 0x21cc, 0x38e9, 0x30f8, 0x3a20, 0x3b3c, 0x3990, 0x259c, 0x3143, 0x3080, 0x3967, 0x3afb, 0x3a1b, 0x3779, 0x2eeb, 0x39f3, 0x379a, 0x369c, 0x3985, 0x3a1b, 0x3ba6, 0x3a53, 0x28d5, 0x3881, 0x31d9, 0x3a34, 0x3bd9, 0x393a, 
-0x3601, 0x2c6e, 0x3636, 0x3298, 0x39bb, 0x3a08, 0x38db, 0x35ad, 0x3a09, 0x36a6, 0x3bc7, 0x3bac, 0x34ae, 0x3291, 0x290b, 0x3250, 0x2648, 0x333d, 0x2bf3, 0x34b1, 0x30e0, 0x351f, 0x3a74, 0x38dc, 0x3883, 0x2841, 0x35e1, 0x390d, 0x3a50, 0x3abd, 0x386d, 0x3bb7, 
-0x3b94, 0x36b7, 0x3a49, 0x332f, 0x3a1d, 0x354b, 0x3bab, 0x3346, 0x3417, 0x351e, 0x3b6d, 0x391a, 0x2db3, 0x3b1c, 0x3a4a, 0x37b7, 0x36cf, 0x3a56, 0x39c4, 0x3be9, 0x34f0, 0x39be, 0x3691, 0x1ba5, 0x3888, 0x3040, 0x3ae1, 0x3b9b, 0x398f, 0x3a49, 0x3a16, 0x38c0, 
-0x386c, 0x39ab, 0x37fa, 0x382c, 0x3a6f, 0x393f, 0x340d, 0x38ef, 0x39d1, 0x3845, 0x398f, 0x363e, 0x3687, 0x3052, 0x3a2b, 0x392c, 0x2f5c, 0x3412, 0x3a1f, 0x3b2f, 0x3bcc, 0x3a63, 0x3a89, 0x36e9, 0x3921, 0x3b80, 0x2dc0, 0x3a03, 0x3beb, 0x38d3, 0x36cb, 0x39a3, 
-0x3978, 0x3a88, 0x3ba4, 0x3561, 0x28c5, 0x33a0, 0x37be, 0x2c39, 0x30ee, 0x3782, 0x2c07, 0x354e, 0x3491, 0x3a92, 0x331a, 0x3b15, 0x32e1, 0x3839, 0x3afb, 0x36c2, 0x2fd0, 0x29ad, 0x3b2e, 0x39c1, 0x2a8c, 0x341a, 0x2f90, 0x395a, 0x3969, 0x37ea, 0x3a5c, 0x3b6d, 
-0x3971, 0x3a93, 0x304e, 0x3623, 0x3a22, 0x31ee, 0x29df, 0x2c93, 0x3a01, 0x3a62, 0x366c, 0x371d, 0x3af3, 0x2e08, 0x3ac0, 0x3642, 0x3a28, 0x368d, 0x2d3d, 0x36d9, 0x32c3, 0x373f, 0x36fe, 0x3487, 0x2c81, 0x3623, 0x3b59, 0x3a91, 0x350a, 0x34f4, 0x3b09, 0x2c25, 
-0x3b13, 0x325a, 0x379e, 0x3a7d, 0x34b1, 0x39d5, 0x2ba8, 0x322b, 0x3b5e, 0x37ab, 0x2e24, 0x3ba9, 0x3a3d, 0x34f7, 0x3ba1, 0x3877, 0x3071, 0x39fb, 0x3bbd, 0x3633, 0x3b36, 0x2daa, 0x3b9b, 0x3aa0, 0x395c, 0x3b8f, 0x38d5, 0x3ab0, 0x3a8f, 0x36c2, 0x3b1f, 0x3489, 
-0x2acc, 0x3845, 0x3715, 0x37d8, 0x3992, 0x3bff, 0x350e, 0x3ad7, 0x39b0, 0x35ac, 0x3287, 0x385f, 0x3bd4, 0x37a3, 0x3438, 0x39a5, 0x3bcf, 0x38c3, 0x34f6, 0x3ae3, 0x3b57, 0x39af, 0x35eb, 0x3bed, 0x34d4, 0x2a95, 0x3b13, 0x384e, 0x3a3b, 0x33da, 0x3bce, 0x3b99, 
-0x3559, 0x3335, 0x3a2e, 0x3123, 0x38db, 0x33d0, 0x3638, 0x3b17, 0x3a72, 0x3afc, 0x3936, 0x3838, 0x2b69, 0x3895, 0x3a1a, 0x3192, 0x39d5, 0x37a5, 0x2eb0, 0x2e8b, 0x329a, 0x3b90, 0x390a, 0x3a1e, 0x3847, 0x375d, 0x3873, 0x35e2, 0x3771, 0x30f5, 0x3231, 0x3bd7, 
-0x2bbc, 0x3ace, 0x31ad, 0x3a6b, 0x28a4, 0x3b48, 0x3ba3, 0x3a84, 0x3353, 0x39f6, 0x381f, 0x2dd6, 0x314c, 0x34af, 0x3929, 0x3921, 0x383b, 0x34b0, 0x3923, 0x32c9, 0x3ae7, 0x318f, 0x3480, 0x2ad8, 0x3042, 0x3a4c, 0x349d, 0x2c12, 0x3abb, 0x3a57, 0x3b0d, 0x3111, 
-0x3359, 0x3a84, 0x38f2, 0x368d, 0x2f4b, 0x3ba0, 0x395c, 0x3026, 0x3a15, 0x2a04, 0x326e, 0x3522, 0x31a2, 0x382f, 0x2ada, 0x3b7c, 0x2f80, 0x3af5, 0x2d35, 0x38fa, 0x39ab, 0x2c6d, 0x2e7a, 0x39f6, 0x31a4, 0x3a53, 0x358c, 0x3951, 0x3a4e, 0x3916, 0x2a3f, 0x3ae9, 
-0x3b03, 0x39f8, 0x39fe, 0x3a61, 0x39fb, 0x3704, 0x360d, 0x39a7, 0x37a9, 0x348f, 0x3a30, 0x3af5, 0x366f, 0x3b29, 0x3a6a, 0x33d5, 0x370a, 0x39cd, 0x3444, 0x3bea, 0x3b2b, 0x312e, 0x3b8e, 0x32cf, 0x3b79, 0x3302, 0x3bba, 0x3962, 0x3413, 0x37a1, 0x39e0, 0x3805 
-};
\ No newline at end of file
diff --git a/carfield/redmule/inc/z_2D.h b/carfield/redmule/inc/z_2D.h
deleted file mode 100644
index aff808a..0000000
--- a/carfield/redmule/inc/z_2D.h
+++ /dev/null
@@ -1,27 +0,0 @@
- /* Header file generated by RedMulE Golden Model */
-uint16_t z_oup_2D [24][32] = {
-0x4845, 0x4897, 0x4608, 0x4838, 0x4855, 0x487b, 0x4869, 0x4880, 0x46d1, 0x48b0, 0x48db, 0x483f, 0x48c9, 0x485f, 0x4881, 0x483a, 0x484b, 0x472c, 0x4762, 0x492b, 0x4822, 0x48fd, 0x488e, 0x492e, 0x483e, 0x484f, 0x49e8, 0x46d7, 0x484b, 0x489d, 0x490b, 0x47e9, 
-0x484f, 0x47d2, 0x44be, 0x4747, 0x47c7, 0x46c0, 0x4727, 0x48af, 0x46c5, 0x482d, 0x483d, 0x482e, 0x4897, 0x479f, 0x488b, 0x4749, 0x489a, 0x46a8, 0x46f2, 0x488b, 0x4891, 0x47e8, 0x4872, 0x483d, 0x4716, 0x46fd, 0x49b5, 0x46a0, 0x46e7, 0x47a4, 0x48a1, 0x4767, 
-0x4939, 0x4935, 0x4703, 0x48c1, 0x4863, 0x48bd, 0x4913, 0x48cf, 0x48b6, 0x48b8, 0x4946, 0x4920, 0x495e, 0x48e1, 0x4938, 0x48b2, 0x493a, 0x4882, 0x483b, 0x49d5, 0x4911, 0x4972, 0x496b, 0x49df, 0x48f2, 0x4888, 0x4a46, 0x4821, 0x48c1, 0x490c, 0x49b2, 0x48a3, 
-0x463a, 0x47b0, 0x44cb, 0x4762, 0x4765, 0x46b9, 0x466a, 0x4814, 0x4631, 0x4796, 0x4666, 0x474b, 0x4798, 0x4704, 0x4838, 0x4761, 0x47d3, 0x4590, 0x45ea, 0x48a2, 0x47f1, 0x4844, 0x484b, 0x4776, 0x47d6, 0x46d8, 0x48f3, 0x44d3, 0x46fa, 0x478d, 0x481e, 0x466e, 
-0x4827, 0x481e, 0x45a2, 0x4794, 0x4727, 0x4806, 0x475d, 0x48d5, 0x4708, 0x4828, 0x4862, 0x480d, 0x4895, 0x4832, 0x48bd, 0x47f1, 0x482a, 0x46a7, 0x47b1, 0x492d, 0x484d, 0x4884, 0x48dc, 0x485f, 0x476d, 0x480c, 0x48e9, 0x46d3, 0x4728, 0x4884, 0x48a0, 0x480e, 
-0x4862, 0x4813, 0x4675, 0x485a, 0x47e8, 0x4738, 0x4836, 0x4823, 0x46e7, 0x4821, 0x4822, 0x47b3, 0x4846, 0x4855, 0x4863, 0x4717, 0x4872, 0x47c1, 0x46d5, 0x488e, 0x47e2, 0x485f, 0x487c, 0x48b8, 0x481e, 0x4788, 0x48bd, 0x4677, 0x46c9, 0x47f8, 0x48fe, 0x47fc, 
-0x47a0, 0x47b2, 0x4588, 0x467e, 0x4662, 0x46c7, 0x46e8, 0x4812, 0x4536, 0x474e, 0x46c0, 0x468f, 0x481f, 0x4679, 0x46a1, 0x46e2, 0x4809, 0x4560, 0x4630, 0x47eb, 0x46b5, 0x4757, 0x4848, 0x477f, 0x46a6, 0x46d8, 0x4870, 0x459a, 0x4670, 0x4678, 0x47d2, 0x468c, 
-0x4762, 0x48c4, 0x46e3, 0x4791, 0x46b1, 0x486d, 0x47d0, 0x4867, 0x468d, 0x47f6, 0x48a5, 0x4756, 0x4857, 0x4854, 0x4866, 0x4838, 0x484d, 0x46ec, 0x47d2, 0x48f6, 0x484a, 0x4879, 0x4848, 0x483c, 0x471d, 0x4806, 0x48fa, 0x4730, 0x4768, 0x47b8, 0x4865, 0x46f9, 
-0x48a8, 0x4918, 0x46ca, 0x4867, 0x4800, 0x4862, 0x48d3, 0x4910, 0x474e, 0x4849, 0x48eb, 0x486b, 0x4966, 0x48c5, 0x48f4, 0x4830, 0x48f9, 0x4778, 0x481e, 0x499e, 0x48cf, 0x48f1, 0x4982, 0x4923, 0x487c, 0x47cf, 0x49ea, 0x4649, 0x4773, 0x495e, 0x48b2, 0x483f, 
-0x48a7, 0x4975, 0x4616, 0x481e, 0x481f, 0x4866, 0x48b6, 0x4864, 0x47dc, 0x4873, 0x485c, 0x487f, 0x4938, 0x491f, 0x490d, 0x48b6, 0x48f8, 0x48a1, 0x4859, 0x492d, 0x489c, 0x4915, 0x4899, 0x4887, 0x486c, 0x4859, 0x49ca, 0x471e, 0x4867, 0x4918, 0x48d3, 0x4827, 
-0x488b, 0x4998, 0x4704, 0x481d, 0x48b8, 0x4880, 0x4876, 0x4944, 0x470c, 0x48f2, 0x48b9, 0x489b, 0x4956, 0x48e5, 0x48d6, 0x48a5, 0x48dc, 0x4856, 0x484e, 0x49ab, 0x48e0, 0x490e, 0x48dd, 0x4945, 0x488b, 0x48dd, 0x4a32, 0x47ea, 0x4835, 0x4911, 0x4965, 0x4819, 
-0x460e, 0x481e, 0x452c, 0x4673, 0x475c, 0x4717, 0x46f6, 0x46d0, 0x4696, 0x46bc, 0x4726, 0x481e, 0x4763, 0x46ea, 0x46fe, 0x4758, 0x478b, 0x4627, 0x4704, 0x483f, 0x46ad, 0x47b1, 0x4792, 0x4816, 0x46f2, 0x4684, 0x4827, 0x45a8, 0x472f, 0x47a4, 0x4797, 0x462b, 
-0x483f, 0x48ab, 0x468f, 0x4863, 0x485a, 0x4766, 0x481d, 0x48cb, 0x47dc, 0x4903, 0x48fc, 0x4830, 0x48cc, 0x483e, 0x48ab, 0x4864, 0x4966, 0x4763, 0x4794, 0x499d, 0x488e, 0x488b, 0x48dc, 0x4960, 0x4854, 0x484c, 0x499c, 0x474c, 0x4826, 0x48bc, 0x4949, 0x4883, 
-0x489d, 0x4905, 0x4718, 0x481e, 0x48e3, 0x48f4, 0x48c1, 0x4904, 0x47e8, 0x48b3, 0x4892, 0x48d4, 0x48ff, 0x4894, 0x48d5, 0x4886, 0x48fa, 0x4803, 0x47d2, 0x492e, 0x4870, 0x48b2, 0x48e5, 0x492b, 0x487b, 0x4785, 0x49e3, 0x471d, 0x4837, 0x48bf, 0x489b, 0x48c4, 
-0x475c, 0x4871, 0x464a, 0x4811, 0x47af, 0x471c, 0x4817, 0x4817, 0x463b, 0x484e, 0x477f, 0x464f, 0x4704, 0x487c, 0x47a3, 0x4725, 0x4853, 0x462a, 0x465a, 0x4860, 0x4736, 0x4880, 0x47e1, 0x482b, 0x4811, 0x46c0, 0x48dc, 0x475d, 0x4668, 0x4806, 0x4893, 0x46f4, 
-0x4858, 0x4959, 0x463d, 0x487b, 0x480f, 0x484e, 0x48c0, 0x48a6, 0x4847, 0x4894, 0x48a0, 0x484a, 0x491e, 0x48f4, 0x48fc, 0x48b5, 0x48ce, 0x47d2, 0x47db, 0x497f, 0x4955, 0x4939, 0x48a7, 0x48ce, 0x4890, 0x4884, 0x49d6, 0x4763, 0x486e, 0x4922, 0x48f4, 0x48c3, 
-0x47ec, 0x491c, 0x4698, 0x4783, 0x4715, 0x4754, 0x4745, 0x4752, 0x472f, 0x4832, 0x4817, 0x4809, 0x47f8, 0x48c3, 0x47e6, 0x4800, 0x48b6, 0x4730, 0x480a, 0x48cb, 0x479e, 0x488e, 0x47c2, 0x488e, 0x472f, 0x47ee, 0x489d, 0x4744, 0x4755, 0x4851, 0x4846, 0x47d3, 
-0x4838, 0x48a0, 0x4634, 0x4762, 0x4786, 0x4806, 0x47e3, 0x482d, 0x4726, 0x486c, 0x47b7, 0x4803, 0x48ac, 0x4814, 0x48e0, 0x4839, 0x4827, 0x4750, 0x46f2, 0x48c5, 0x483f, 0x4886, 0x48ad, 0x4856, 0x47e8, 0x47a9, 0x4937, 0x4743, 0x46d0, 0x481f, 0x484c, 0x4804, 
-0x47fd, 0x481f, 0x456d, 0x4813, 0x474d, 0x4807, 0x4688, 0x480e, 0x46e8, 0x4810, 0x469f, 0x4799, 0x4853, 0x478f, 0x47f2, 0x4824, 0x47d0, 0x471f, 0x46da, 0x485f, 0x4813, 0x481c, 0x482e, 0x4863, 0x4786, 0x480b, 0x48c9, 0x46b8, 0x475a, 0x46e2, 0x4852, 0x46c5, 
-0x45af, 0x4802, 0x4466, 0x46c2, 0x465d, 0x4743, 0x46b7, 0x47ba, 0x4636, 0x46c3, 0x4677, 0x4784, 0x485a, 0x47c2, 0x46dc, 0x46ac, 0x47de, 0x460e, 0x465f, 0x4834, 0x47f4, 0x4769, 0x46fc, 0x4810, 0x45fd, 0x45ea, 0x48d0, 0x45b5, 0x4704, 0x4783, 0x4830, 0x46c4, 
-0x4759, 0x47c7, 0x453d, 0x45b0, 0x4741, 0x4702, 0x4736, 0x4793, 0x461b, 0x47ba, 0x470b, 0x46dd, 0x4657, 0x470b, 0x470d, 0x4710, 0x486c, 0x468f, 0x45c3, 0x46ba, 0x479d, 0x483b, 0x46c9, 0x4774, 0x46a9, 0x46a7, 0x4833, 0x4606, 0x4690, 0x46a9, 0x46f5, 0x46a7, 
-0x47ac, 0x48bb, 0x452c, 0x4803, 0x470f, 0x4824, 0x47d5, 0x48cb, 0x4707, 0x484a, 0x4832, 0x4797, 0x4851, 0x482c, 0x487a, 0x4877, 0x4891, 0x465d, 0x47f4, 0x48ce, 0x4898, 0x4899, 0x484e, 0x486a, 0x47ac, 0x47f0, 0x493e, 0x4611, 0x47e2, 0x489e, 0x488c, 0x46af, 
-0x4665, 0x4836, 0x45e4, 0x46b6, 0x46a1, 0x46b9, 0x46c8, 0x46dd, 0x4658, 0x474b, 0x467b, 0x4777, 0x4769, 0x4798, 0x4785, 0x475e, 0x472a, 0x4656, 0x45fb, 0x4881, 0x46fc, 0x472d, 0x476e, 0x47a3, 0x465d, 0x46ca, 0x4855, 0x4500, 0x464f, 0x479a, 0x46c3, 0x4738, 
-0x481e, 0x486c, 0x4659, 0x4801, 0x4756, 0x477a, 0x47d5, 0x487b, 0x4706, 0x4808, 0x484f, 0x4838, 0x4870, 0x4863, 0x48d3, 0x4806, 0x4865, 0x4771, 0x46be, 0x494c, 0x4915, 0x484c, 0x4900, 0x4862, 0x481a, 0x46e8, 0x4974, 0x46a0, 0x4775, 0x483d, 0x487c, 0x480e 
-};
\ No newline at end of file
diff --git a/carfield/redmule/inc/z_output.h b/carfield/redmule/inc/z_output.h
deleted file mode 100644
index 96c7e5f..0000000
--- a/carfield/redmule/inc/z_output.h
+++ /dev/null
@@ -1,27 +0,0 @@
- /* Header file generated by RedMulE Golden Model */
-uint16_t z_oup [768] = {
-0x4845, 0x4897, 0x4608, 0x4838, 0x4855, 0x487b, 0x4869, 0x4880, 0x46d1, 0x48b0, 0x48db, 0x483f, 0x48c9, 0x485f, 0x4881, 0x483a, 0x484b, 0x472c, 0x4762, 0x492b, 0x4822, 0x48fd, 0x488e, 0x492e, 0x483e, 0x484f, 0x49e8, 0x46d7, 0x484b, 0x489d, 0x490b, 0x47e9, 
-0x484f, 0x47d2, 0x44be, 0x4747, 0x47c7, 0x46c0, 0x4727, 0x48af, 0x46c5, 0x482d, 0x483d, 0x482e, 0x4897, 0x479f, 0x488b, 0x4749, 0x489a, 0x46a8, 0x46f2, 0x488b, 0x4891, 0x47e8, 0x4872, 0x483d, 0x4716, 0x46fd, 0x49b5, 0x46a0, 0x46e7, 0x47a4, 0x48a1, 0x4767, 
-0x4939, 0x4935, 0x4703, 0x48c1, 0x4863, 0x48bd, 0x4913, 0x48cf, 0x48b6, 0x48b8, 0x4946, 0x4920, 0x495e, 0x48e1, 0x4938, 0x48b2, 0x493a, 0x4882, 0x483b, 0x49d5, 0x4911, 0x4972, 0x496b, 0x49df, 0x48f2, 0x4888, 0x4a46, 0x4821, 0x48c1, 0x490c, 0x49b2, 0x48a3, 
-0x463a, 0x47b0, 0x44cb, 0x4762, 0x4765, 0x46b9, 0x466a, 0x4814, 0x4631, 0x4796, 0x4666, 0x474b, 0x4798, 0x4704, 0x4838, 0x4761, 0x47d3, 0x4590, 0x45ea, 0x48a2, 0x47f1, 0x4844, 0x484b, 0x4776, 0x47d6, 0x46d8, 0x48f3, 0x44d3, 0x46fa, 0x478d, 0x481e, 0x466e, 
-0x4827, 0x481e, 0x45a2, 0x4794, 0x4727, 0x4806, 0x475d, 0x48d5, 0x4708, 0x4828, 0x4862, 0x480d, 0x4895, 0x4832, 0x48bd, 0x47f1, 0x482a, 0x46a7, 0x47b1, 0x492d, 0x484d, 0x4884, 0x48dc, 0x485f, 0x476d, 0x480c, 0x48e9, 0x46d3, 0x4728, 0x4884, 0x48a0, 0x480e, 
-0x4862, 0x4813, 0x4675, 0x485a, 0x47e8, 0x4738, 0x4836, 0x4823, 0x46e7, 0x4821, 0x4822, 0x47b3, 0x4846, 0x4855, 0x4863, 0x4717, 0x4872, 0x47c1, 0x46d5, 0x488e, 0x47e2, 0x485f, 0x487c, 0x48b8, 0x481e, 0x4788, 0x48bd, 0x4677, 0x46c9, 0x47f8, 0x48fe, 0x47fc, 
-0x47a0, 0x47b2, 0x4588, 0x467e, 0x4662, 0x46c7, 0x46e8, 0x4812, 0x4536, 0x474e, 0x46c0, 0x468f, 0x481f, 0x4679, 0x46a1, 0x46e2, 0x4809, 0x4560, 0x4630, 0x47eb, 0x46b5, 0x4757, 0x4848, 0x477f, 0x46a6, 0x46d8, 0x4870, 0x459a, 0x4670, 0x4678, 0x47d2, 0x468c, 
-0x4762, 0x48c4, 0x46e3, 0x4791, 0x46b1, 0x486d, 0x47d0, 0x4867, 0x468d, 0x47f6, 0x48a5, 0x4756, 0x4857, 0x4854, 0x4866, 0x4838, 0x484d, 0x46ec, 0x47d2, 0x48f6, 0x484a, 0x4879, 0x4848, 0x483c, 0x471d, 0x4806, 0x48fa, 0x4730, 0x4768, 0x47b8, 0x4865, 0x46f9, 
-0x48a8, 0x4918, 0x46ca, 0x4867, 0x4800, 0x4862, 0x48d3, 0x4910, 0x474e, 0x4849, 0x48eb, 0x486b, 0x4966, 0x48c5, 0x48f4, 0x4830, 0x48f9, 0x4778, 0x481e, 0x499e, 0x48cf, 0x48f1, 0x4982, 0x4923, 0x487c, 0x47cf, 0x49ea, 0x4649, 0x4773, 0x495e, 0x48b2, 0x483f, 
-0x48a7, 0x4975, 0x4616, 0x481e, 0x481f, 0x4866, 0x48b6, 0x4864, 0x47dc, 0x4873, 0x485c, 0x487f, 0x4938, 0x491f, 0x490d, 0x48b6, 0x48f8, 0x48a1, 0x4859, 0x492d, 0x489c, 0x4915, 0x4899, 0x4887, 0x486c, 0x4859, 0x49ca, 0x471e, 0x4867, 0x4918, 0x48d3, 0x4827, 
-0x488b, 0x4998, 0x4704, 0x481d, 0x48b8, 0x4880, 0x4876, 0x4944, 0x470c, 0x48f2, 0x48b9, 0x489b, 0x4956, 0x48e5, 0x48d6, 0x48a5, 0x48dc, 0x4856, 0x484e, 0x49ab, 0x48e0, 0x490e, 0x48dd, 0x4945, 0x488b, 0x48dd, 0x4a32, 0x47ea, 0x4835, 0x4911, 0x4965, 0x4819, 
-0x460e, 0x481e, 0x452c, 0x4673, 0x475c, 0x4717, 0x46f6, 0x46d0, 0x4696, 0x46bc, 0x4726, 0x481e, 0x4763, 0x46ea, 0x46fe, 0x4758, 0x478b, 0x4627, 0x4704, 0x483f, 0x46ad, 0x47b1, 0x4792, 0x4816, 0x46f2, 0x4684, 0x4827, 0x45a8, 0x472f, 0x47a4, 0x4797, 0x462b, 
-0x483f, 0x48ab, 0x468f, 0x4863, 0x485a, 0x4766, 0x481d, 0x48cb, 0x47dc, 0x4903, 0x48fc, 0x4830, 0x48cc, 0x483e, 0x48ab, 0x4864, 0x4966, 0x4763, 0x4794, 0x499d, 0x488e, 0x488b, 0x48dc, 0x4960, 0x4854, 0x484c, 0x499c, 0x474c, 0x4826, 0x48bc, 0x4949, 0x4883, 
-0x489d, 0x4905, 0x4718, 0x481e, 0x48e3, 0x48f4, 0x48c1, 0x4904, 0x47e8, 0x48b3, 0x4892, 0x48d4, 0x48ff, 0x4894, 0x48d5, 0x4886, 0x48fa, 0x4803, 0x47d2, 0x492e, 0x4870, 0x48b2, 0x48e5, 0x492b, 0x487b, 0x4785, 0x49e3, 0x471d, 0x4837, 0x48bf, 0x489b, 0x48c4, 
-0x475c, 0x4871, 0x464a, 0x4811, 0x47af, 0x471c, 0x4817, 0x4817, 0x463b, 0x484e, 0x477f, 0x464f, 0x4704, 0x487c, 0x47a3, 0x4725, 0x4853, 0x462a, 0x465a, 0x4860, 0x4736, 0x4880, 0x47e1, 0x482b, 0x4811, 0x46c0, 0x48dc, 0x475d, 0x4668, 0x4806, 0x4893, 0x46f4, 
-0x4858, 0x4959, 0x463d, 0x487b, 0x480f, 0x484e, 0x48c0, 0x48a6, 0x4847, 0x4894, 0x48a0, 0x484a, 0x491e, 0x48f4, 0x48fc, 0x48b5, 0x48ce, 0x47d2, 0x47db, 0x497f, 0x4955, 0x4939, 0x48a7, 0x48ce, 0x4890, 0x4884, 0x49d6, 0x4763, 0x486e, 0x4922, 0x48f4, 0x48c3, 
-0x47ec, 0x491c, 0x4698, 0x4783, 0x4715, 0x4754, 0x4745, 0x4752, 0x472f, 0x4832, 0x4817, 0x4809, 0x47f8, 0x48c3, 0x47e6, 0x4800, 0x48b6, 0x4730, 0x480a, 0x48cb, 0x479e, 0x488e, 0x47c2, 0x488e, 0x472f, 0x47ee, 0x489d, 0x4744, 0x4755, 0x4851, 0x4846, 0x47d3, 
-0x4838, 0x48a0, 0x4634, 0x4762, 0x4786, 0x4806, 0x47e3, 0x482d, 0x4726, 0x486c, 0x47b7, 0x4803, 0x48ac, 0x4814, 0x48e0, 0x4839, 0x4827, 0x4750, 0x46f2, 0x48c5, 0x483f, 0x4886, 0x48ad, 0x4856, 0x47e8, 0x47a9, 0x4937, 0x4743, 0x46d0, 0x481f, 0x484c, 0x4804, 
-0x47fd, 0x481f, 0x456d, 0x4813, 0x474d, 0x4807, 0x4688, 0x480e, 0x46e8, 0x4810, 0x469f, 0x4799, 0x4853, 0x478f, 0x47f2, 0x4824, 0x47d0, 0x471f, 0x46da, 0x485f, 0x4813, 0x481c, 0x482e, 0x4863, 0x4786, 0x480b, 0x48c9, 0x46b8, 0x475a, 0x46e2, 0x4852, 0x46c5, 
-0x45af, 0x4802, 0x4466, 0x46c2, 0x465d, 0x4743, 0x46b7, 0x47ba, 0x4636, 0x46c3, 0x4677, 0x4784, 0x485a, 0x47c2, 0x46dc, 0x46ac, 0x47de, 0x460e, 0x465f, 0x4834, 0x47f4, 0x4769, 0x46fc, 0x4810, 0x45fd, 0x45ea, 0x48d0, 0x45b5, 0x4704, 0x4783, 0x4830, 0x46c4, 
-0x4759, 0x47c7, 0x453d, 0x45b0, 0x4741, 0x4702, 0x4736, 0x4793, 0x461b, 0x47ba, 0x470b, 0x46dd, 0x4657, 0x470b, 0x470d, 0x4710, 0x486c, 0x468f, 0x45c3, 0x46ba, 0x479d, 0x483b, 0x46c9, 0x4774, 0x46a9, 0x46a7, 0x4833, 0x4606, 0x4690, 0x46a9, 0x46f5, 0x46a7, 
-0x47ac, 0x48bb, 0x452c, 0x4803, 0x470f, 0x4824, 0x47d5, 0x48cb, 0x4707, 0x484a, 0x4832, 0x4797, 0x4851, 0x482c, 0x487a, 0x4877, 0x4891, 0x465d, 0x47f4, 0x48ce, 0x4898, 0x4899, 0x484e, 0x486a, 0x47ac, 0x47f0, 0x493e, 0x4611, 0x47e2, 0x489e, 0x488c, 0x46af, 
-0x4665, 0x4836, 0x45e4, 0x46b6, 0x46a1, 0x46b9, 0x46c8, 0x46dd, 0x4658, 0x474b, 0x467b, 0x4777, 0x4769, 0x4798, 0x4785, 0x475e, 0x472a, 0x4656, 0x45fb, 0x4881, 0x46fc, 0x472d, 0x476e, 0x47a3, 0x465d, 0x46ca, 0x4855, 0x4500, 0x464f, 0x479a, 0x46c3, 0x4738, 
-0x481e, 0x486c, 0x4659, 0x4801, 0x4756, 0x477a, 0x47d5, 0x487b, 0x4706, 0x4808, 0x484f, 0x4838, 0x4870, 0x4863, 0x48d3, 0x4806, 0x4865, 0x4771, 0x46be, 0x494c, 0x4915, 0x484c, 0x4900, 0x4862, 0x481a, 0x46e8, 0x4974, 0x46a0, 0x4775, 0x483d, 0x487c, 0x480e 
-};
\ No newline at end of file
diff --git a/carfield/redmule/redmule.c b/carfield/redmule/redmule.c
deleted file mode 100644
index 992e223..0000000
--- a/carfield/redmule/redmule.c
+++ /dev/null
@@ -1,112 +0,0 @@
-/*
- * Copyright (C) 2022-2023 ETH Zurich and University of Bologna
- *
- * Licensed under the Apache License, Version 2.0 (the "License");
- * you may not use this file except in compliance with the License.
- * You may obtain a copy of the License at
- *
- *     http://www.apache.org/licenses/LICENSE-2.0
- *
- * Unless required by applicable law or agreed to in writing, software
- * distributed under the License is distributed on an "AS IS" BASIS,
- * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
- * See the License for the specific language governing permissions and
- * limitations under the License.
- * SPDX-License-Identifier: Apache-2.0
- * 
- * Author: Yvan Tortorella  <yvan.tortorella@unibo.it>
- *
- * RedMulE SW test
- */
-
-#include <stdint.h>
-#include "stdio.h"
-#include "archi_redmule.h"
-#include "hal_redmule.h"
-#include "pulp.h"
-
-int main() {
-
-  volatile int errors = 0;
-
-  if(get_core_id() == 0){
-
-    uint16_t m_size = M_SIZE;
-    uint16_t n_size = N_SIZE;
-    uint16_t k_size = K_SIZE;
-
-    uint8_t *x_ext = x_inp;
-    uint8_t *w_ext = w_inp;
-    uint8_t *y_ext = y_inp;
-    uint8_t *z_ext = z_oup;
-
-    uint8_t volatile *x = (uint8_t volatile *) pi_l1_malloc(0, (2*m_size*n_size));
-    uint8_t volatile *w = (uint8_t volatile *) pi_l1_malloc(0, (2*n_size*k_size));
-    uint8_t volatile *y = (uint8_t volatile *) pi_l1_malloc(0, (2*m_size*k_size));
-
-    #ifdef USE_NO_DMA
-      generate_test_data16((int) x, (int) w, (int) y, (int) m_size, (int) n_size, (int) k_size);
-    #else
-      volatile unsigned int dma_id = 0;
-      dma_id = mchan_alloc();
-      mchan_transfer((unsigned int) 2*(2*m_size*n_size),
-                     (unsigned int) x_ext,
-                     (unsigned int) x    );
-      mchan_barrier(dma_id);
-      mchan_free(dma_id);
-    
-      dma_id = mchan_alloc();
-      mchan_transfer((unsigned int) 2*(2*n_size*k_size),
-                     (unsigned int) w_ext,
-                     (unsigned int) w    );
-      mchan_barrier(dma_id);
-      mchan_free(dma_id);
-    
-      dma_id = mchan_alloc();
-      mchan_transfer((unsigned int) 2*(2*m_size*k_size),
-                     (unsigned int) y_ext,
-                     (unsigned int) y    );
-      mchan_barrier(dma_id);
-    #endif
-
-    int gold_sum = 0, check_sum = 0;
-    int i,j;
-
-    int offload_id_tmp, offload_id;
-
-    // Enable RedMulE
-    hwpe_cg_enable();
-
-    hwpe_soft_clear();
-
-    // redmule_cfg ((unsigned int) x,
-    //              (unsigned int) w,
-    //              (unsigned int) y,
-    //              m_size, n_size, k_size,
-    //              (uint8_t) GEMM,
-    //              (uint8_t) Float16);
-    redmule_x_add_set ((unsigned int) x);
-    redmule_w_add_set ((unsigned int) w);
-    redmule_y_add_set ((unsigned int) y);
-    redmule_z_add_set ((unsigned int) y);
-    redmule_cfg (m_size, n_size, k_size, gemm_ops);
-
-    // Start RedMulE operation
-    hwpe_trigger_job();
-
-    // Wait for end of computation
-    redmule_evt_wait();
-
-    // Disable RedMulE
-    hwpe_cg_disable();
-
-    errors = redmule_compare16((int) y, (int) m_size, (int) k_size);
-
-    *(int *) 0x1A1040A0 = errors;
-
-    printf ("Terminated test with %d errors. See you!\n", errors);
-
-  }
-  synch_barrier();
-  return errors;
-}

From 1601f5698d6255b7dfcde9e9ebf475cd259daf07 Mon Sep 17 00:00:00 2001
From: Riccardo Tedeschi <riccardo.tedeschi6@unibo.it>
Date: Wed, 27 Mar 2024 14:58:22 +0100
Subject: [PATCH 28/56] Update carfield.yaml

---
 carfield.yaml | 13 ++++++++-----
 1 file changed, 8 insertions(+), 5 deletions(-)

diff --git a/carfield.yaml b/carfield.yaml
index 2055dcc..751550e 100644
--- a/carfield.yaml
+++ b/carfield.yaml
@@ -1,16 +1,19 @@
 carfield:
   parMatrixMul8:
-    path: ./carfield/parMatrixMul8 #ok
+    path: ./carfield/parMatrixMul8
     command: make clean all run
   parMatrixMul16:
-    path: ./carfield/parMatrixMul16 #ok
+    path: ./carfield/parMatrixMul16
     command: make clean all run
   parMatrixMul32:
-    path: ./carfield/parMatrixMul32 #ok
+    path: ./carfield/parMatrixMul32
     command: make clean all run
   dmr_matmul:
-    path: ./carfield/dmr_matmul #ok
+    path: ./carfield/dmr_matmul
     command: make clean all run
   redmule:
-    path: ./carfield/redmule #ok
+    path: ./carfield/redmule
+    command: make clean all run
+  neureka:
+    path: ./carfield/neureka
     command: make clean all run
\ No newline at end of file

From 2329b5a21c229da79b79adbf1b62a2cb28b5440e Mon Sep 17 00:00:00 2001
From: Riccardo Tedeschi <riccardo.tedeschi6@unibo.it>
Date: Fri, 29 Mar 2024 10:59:35 +0100
Subject: [PATCH 29/56] Update astral target

---
 astral.yaml                     |  15 +-
 astral/neureka                  |   1 +
 astral/redmule                  |   1 +
 astral/redmule/Makefile         |   9 -
 astral/redmule/archi_redmule.h  | 164 ----------
 astral/redmule/hal_redmule.h    | 527 --------------------------------
 astral/redmule/inc/golden.h     | 387 -----------------------
 astral/redmule/inc/tensor_dim.h |  13 -
 astral/redmule/inc/w_2D.h       |  35 ---
 astral/redmule/inc/w_input.h    |  35 ---
 astral/redmule/inc/x_2D.h       |  27 --
 astral/redmule/inc/x_input.h    |  27 --
 astral/redmule/inc/y_2D.h       |  27 --
 astral/redmule/inc/y_input.h    |  27 --
 astral/redmule/inc/z_2D.h       |  27 --
 astral/redmule/inc/z_output.h   |  27 --
 astral/redmule/redmule.c        | 112 -------
 17 files changed, 11 insertions(+), 1450 deletions(-)
 create mode 120000 astral/neureka
 create mode 120000 astral/redmule
 delete mode 100644 astral/redmule/Makefile
 delete mode 100644 astral/redmule/archi_redmule.h
 delete mode 100644 astral/redmule/hal_redmule.h
 delete mode 100644 astral/redmule/inc/golden.h
 delete mode 100644 astral/redmule/inc/tensor_dim.h
 delete mode 100644 astral/redmule/inc/w_2D.h
 delete mode 100644 astral/redmule/inc/w_input.h
 delete mode 100644 astral/redmule/inc/x_2D.h
 delete mode 100644 astral/redmule/inc/x_input.h
 delete mode 100644 astral/redmule/inc/y_2D.h
 delete mode 100644 astral/redmule/inc/y_input.h
 delete mode 100644 astral/redmule/inc/z_2D.h
 delete mode 100644 astral/redmule/inc/z_output.h
 delete mode 100644 astral/redmule/redmule.c

diff --git a/astral.yaml b/astral.yaml
index cc65374..d8acd6c 100644
--- a/astral.yaml
+++ b/astral.yaml
@@ -1,16 +1,19 @@
-carfield:
+astral:
   parMatrixMul8:
-    path: ./astral/parMatrixMul8 #ok
+    path: ./astral/parMatrixMul8
     command: make clean all run
   parMatrixMul16:
-    path: ./astral/parMatrixMul16 #ok
+    path: ./astral/parMatrixMul16
     command: make clean all run
   parMatrixMul32:
-    path: ./astral/parMatrixMul32 #ok
+    path: ./astral/parMatrixMul32
     command: make clean all run
   dmr_matmul:
-    path: ./astral/dmr_matmul #ok
+    path: ./astral/dmr_matmul
     command: make clean all run
   redmule:
-    path: ./astral/redmule #ok
+    path: ./astral/redmule
+    command: make clean all run
+  neureka:
+    path: ./astral/neureka
     command: make clean all run
\ No newline at end of file
diff --git a/astral/neureka b/astral/neureka
new file mode 120000
index 0000000..98cb979
--- /dev/null
+++ b/astral/neureka
@@ -0,0 +1 @@
+../hwpe/neureka/
\ No newline at end of file
diff --git a/astral/redmule b/astral/redmule
new file mode 120000
index 0000000..bd0da93
--- /dev/null
+++ b/astral/redmule
@@ -0,0 +1 @@
+../hwpe/redmule/
\ No newline at end of file
diff --git a/astral/redmule/Makefile b/astral/redmule/Makefile
deleted file mode 100644
index c498417..0000000
--- a/astral/redmule/Makefile
+++ /dev/null
@@ -1,9 +0,0 @@
-PULP_APP = test
-PULP_APP_SRCS = redmule.c
-PULP_CFLAGS = -O3
-
-ifeq ($(use_no_dma),1)
- PULP_CFLAGS += -DUSE_NO_DMA
-endif
-
-include $(PULP_SDK_HOME)/install/rules/pulp.mk
diff --git a/astral/redmule/archi_redmule.h b/astral/redmule/archi_redmule.h
deleted file mode 100644
index 9222d63..0000000
--- a/astral/redmule/archi_redmule.h
+++ /dev/null
@@ -1,164 +0,0 @@
-/*
- * Copyright (C) 2022-2023 ETH Zurich and University of Bologna
- *
- * Licensed under the Apache License, Version 2.0 (the "License");
- * you may not use this file except in compliance with the License.
- * You may obtain a copy of the License at
- *
- *     http://www.apache.org/licenses/LICENSE-2.0
- *
- * Unless required by applicable law or agreed to in writing, software
- * distributed under the License is distributed on an "AS IS" BASIS,
- * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
- * See the License for the specific language governing permissions and
- * limitations under the License.
- * SPDX-License-Identifier: Apache-2.0
- * 
- * Author: Yvan Tortorella  <yvan.tortorella@unibo.it>
- *
- * High-level architecture of RedMulE
- *
- */
-
-#ifndef __ARCHI_REDMULE_H__
-#define __ARCHI_REDMULE_H__
-
-/*
- * |========================================================================|
- * ||                                                                      ||
- * ||Control and generic configuration register layout                     ||
- * |========================================================================|
- * || # reg |  offset  |  bits   |   bitmask    ||  content                ||
- * ||-------+----------+---------+--------------++-------------------------||
- * ||    0  |  0x0000  |  31: 0  |  0xFFFFFFFF  ||  TRIGGER                ||
- * ||    1  |  0x0004  |  31: 0  |  0xFFFFFFFF  ||  ACQUIRE                ||
- * ||    2  |  0x0008  |  31: 0  |  0xFFFFFFFF  ||  EVT_ENABLE             ||
- * ||    3  |  0x000c  |  31: 0  |  0xFFFFFFFF  ||  STATUS                 ||
- * ||    4  |  0x0010  |  31: 0  |  0xFFFFFFFF  ||  RUNNING_JOB            ||
- * ||    5  |  0x0014  |  31: 0  |  0xFFFFFFFF  ||  SOFT_CLEAR             ||
- * |========================================================================|
- * ||                                                                      ||
- * ||Job-dependent registers layout                                        ||
- * |========================================================================|
- * || # reg |  offset  |  bits   |   bitmask    ||  content                ||
- * ||-------+----------+---------+--------------++-------------------------||
- * ||    0  |  0x0040  |  31: 0  |  0xFFFFFFFF  ||  X_ADDR                 ||
- * ||-------+----------+---------+--------------++-------------------------||
- * ||    1  |  0x0044  |  31: 0  |  0xFFFFFFFF  ||  W_ADDR                 ||
- * ||-------+----------+---------+--------------++-------------------------||
- * ||    2  |  0x0048  |  31: 0  |  0xFFFFFFFF  ||  Z_ADDR                 ||
- * ||-------+----------+---------+--------------++-------------------------||
- * ||    3  |  0x004C  |         |              ||  Matrix Config 0 Reg    ||
- * ||       |          |  31:16  |  0xFFFF0000  ||  K Size (W Columns)     ||
- * ||       |          |  15: 0  |  0x0000FFFF  ||  M Size (X Rows)        ||
- * ||-------+----------+---------+--------------++-------------------------||
- * ||    4  |  0x0050  |         |              ||  Matrix Config 1 Reg    ||
- * ||       |          |  31:16  |  0xFFFFFFFF  ||  N Size (X Cols/W Rows) ||
- * ||-------+----------+---------+--------------++-------------------------||
- * ||    5  |  0x0054  |         |              ||  Matrix Arithmetic Reg  ||
- * ||       |          |  12:10  |  0x00001C00  ||  Operation selection    ||
- * ||       |          |   9: 7  |  0x00000380  ||  Input/Output format    ||
- * |========================================================================|
- *
- */
-
-/* PULP Cluster Archi defines */
-#define ARCHI_CLUST_CTRL_BASE 0x50200000
-#define ARCHI_CLUST_HWPE_BASE 0x50201000
-#define DMA_COMMAND_QUEUE     0x50204400
-#define DMA_STATUS_REGISTER   0x50204404
-#define ARCHI_CL_HWPE_EVT0 12
-#define ARCHI_CL_HWPE_EVT1 13
-#define FC_DMA_EVENT 8
-#define CL_DMA_EVENT 22
-#define CLUST_CTRL_HWPE_EN 0x18
-#define CLUST_CTRL_HWPE_EN_MASK 0x800
-#define __builtin_bitinsert(a,b,c,d) (a | (((b << (32-c)) >> (32-c)) << d))
-
-// RedMulE architecture
-#define ADDR_WIDTH   32
-#define DATA_WIDTH   256
-#define REDMULE_FMT  16
-#define ARRAY_HEIGHT 4
-#define PIPE_REGS    3
-#define ARRAY_WIDTH  12 /* Superior limit is ARRAY_HEIGHT*PIPE_REGS */
-
-// Commands
-#define REDMULE_TRIGGER     0x00
-#define REDMULE_ACQUIRE     0x04
-#define REDMULE_FINISHED    0x08
-#define REDMULE_STATUS      0x0C
-#define REDMULE_RUNNING_JOB 0x10
-#define REDMULE_SOFT_CLEAR  0x14
-
-// Registers
-#define REDMULE_REG_OFFS  0x40
-// #define REDMULE_REG_X_PTR 0x00
-// #define REDMULE_REG_W_PTR 0x04
-// #define REDMULE_REG_Z_PTR 0x08
-// #define REDMULE_MCFG0_PTR 0x0C
-// #define REDMULE_MCFG1_PTR 0x10
-// #define REDMULE_ARITH_PTR 0x14
-#define REDMULE_REG_X_PTR              0x00
-#define REDMULE_REG_W_PTR              0x04
-#define REDMULE_REG_Y_PTR              0x08
-#define REDMULE_REG_Z_PTR              0x0C
-#define REDMULE_REG_X_ITER_PTR         0x10
-#define REDMULE_REG_W_ITER_PTR         0x14
-#define REDMULE_REG_LEFTOVERS_PTR      0x18
-#define REDMULE_REG_LEFT_PARAMS_PTR    0x1C
-#define REDMULE_REG_X_D1_STRIDE_PTR    0x20
-#define REDMULE_REG_W_TOT_LEN_PTR      0x24
-#define REDMULE_REG_TOT_X_READ_PTR     0x28
-#define REDMULE_REG_W_D0_STRIDE_PTR    0x2C
-#define REDMULE_REG_YZ_TOT_LEN_PTR     0x30
-#define REDMULE_REG_YZ_D0_STRIDE_PTR   0x34
-#define REDMULE_REG_YZ_D2_STRIDE_PTR   0x38
-#define REDMULE_REG_X_ROWS_OFFS_PTR    0x3C
-#define REDMULE_REG_X_BUFFER_SLOTS_PTR 0x40
-#define REDMULE_REG_X_TOT_LEN_PTR      0x44
-#define REDMULE_REG_OP_SELECTION       0x48
-
-// OPs definition
-#define MATMUL 0x0
-#define GEMM   0x1
-#define ADDMAX 0x2
-#define ADDMIN 0x3
-#define MULMAX 0x4
-#define MULMIN 0x5
-#define MAXMIN 0x6
-#define MINMAX 0x7
-
-// GEMM formats
-#define Float8     0x0
-#define Float16    0x1
-#define Float8Alt  0x2
-#define Float16Alt 0x3
-
-#define RNE       0x0
-#define RTZ       0x1
-#define OP_FMADD  0x0
-#define OP_ADD    0x2
-#define OP_MUL    0x3
-#define OP_MINMAX 0x7
-
-// FP Formats encoding
-#define FP16    0x2
-#define FP8     0x3
-#define FP16ALT 0x4
-#define FP8ALT  0x5
-
-/* DMA Archi */
-#define DMA_TX  0
-#define DMA_RX  1
-#define DMA_INC 1
-
-#define PLP_DMA_TYPE_BIT    0x00000011
-#define PLP_DMA_INCR_BIT    0x00000012
-#define PLP_DMA_2D_BIT      0x00000013
-#define PLP_DMA_ELE_BIT     0x00000014
-#define PLP_DMA_ILE_BIT     0x00000015
-#define PLP_DMA_BLE_BIT     0x00000016
-#define PLP_DMA_2D_TCDM_BIT 0x0000017
-
-#endif
diff --git a/astral/redmule/hal_redmule.h b/astral/redmule/hal_redmule.h
deleted file mode 100644
index c5a0c32..0000000
--- a/astral/redmule/hal_redmule.h
+++ /dev/null
@@ -1,527 +0,0 @@
-/*
- * Copyright (C) 2022-2023 ETH Zurich and University of Bologna
- *
- * Licensed under the Apache License, Version 2.0 (the "License");
- * you may not use this file except in compliance with the License.
- * You may obtain a copy of the License at
- *
- *     http://www.apache.org/licenses/LICENSE-2.0
- *
- * Unless required by applicable law or agreed to in writing, software
- * distributed under the License is distributed on an "AS IS" BASIS,
- * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
- * See the License for the specific language governing permissions and
- * limitations under the License.
- * SPDX-License-Identifier: Apache-2.0
- * 
- * Author: Yvan Tortorella  <yvan.tortorella@unibo.it>
- *
- * RedMulE Hardware Abstraction Layer (HAL)
- */
-
-#ifndef __HAL_REDMULE_H__
-#define __HAL_REDMULE_H__
-
-#include <pulp.h>
-#include "inc/x_input.h"
-#include "inc/w_input.h"
-#include "inc/y_input.h"
-#include "inc/z_output.h"
-#include "inc/golden.h"
-#include "inc/tensor_dim.h"
-
-/*
- * 
- * For control, generic configuration register layout,
- * and job-dependent register map, look at redmule_archi.h
- *
- */
-
-// For all the following functions we use __builtin_pulp_OffsetedWrite and __builtin_pulp_OffsetedRead
-// instead of classic load/store because otherwise the compiler is not able to correctly factorize
-// the HWPE base in case several accesses are done, ending up with twice more code
-
-#define HWPE_WRITE(value, offset) *(int *)(ARCHI_CLUST_HWPE_BASE + offset) = value
-#define HWPE_READ(offset) *(int *)(ARCHI_CLUST_HWPE_BASE + offset)
-
-static inline void redmule_x_add_set (unsigned int value) {
-  HWPE_WRITE(value, REDMULE_REG_OFFS + REDMULE_REG_X_PTR);
-}
-
-static inline void redmule_w_add_set (unsigned int value) {
-  HWPE_WRITE(value, REDMULE_REG_OFFS + REDMULE_REG_W_PTR);
-}
-
-static inline void redmule_y_add_set (unsigned int value) {
-  HWPE_WRITE(value, REDMULE_REG_OFFS + REDMULE_REG_Y_PTR);
-}
-
-static inline void redmule_z_add_set (unsigned int value) {
-  HWPE_WRITE(value, REDMULE_REG_OFFS + REDMULE_REG_Z_PTR);
-}
-
-// static inline void redmule_mcfg_set (uint32_t mcfg0, uint32_t mcfg1) {
-//   HWPE_WRITE(mcfg0, REDMULE_REG_OFFS + REDMULE_MCFG0_PTR);
-//   HWPE_WRITE(mcfg1, REDMULE_REG_OFFS + REDMULE_MCFG1_PTR);
-// }
-// 
-// static inline void redmule_arith_set (uint32_t arith) {
-//   HWPE_WRITE(arith, REDMULE_REG_OFFS + REDMULE_ARITH_PTR);
-// }
-
-static inline void hwpe_trigger_job() {
-  HWPE_WRITE(0, REDMULE_TRIGGER);
-}
-
-static inline int hwpe_acquire_job() {
-  return HWPE_READ(REDMULE_ACQUIRE);
-}
-
-static inline unsigned int hwpe_get_status() {
-  return HWPE_READ(REDMULE_STATUS);
-}
-
-static inline void hwpe_soft_clear() {
-  HWPE_WRITE(1, REDMULE_SOFT_CLEAR);
-}
-
-static inline void hwpe_cg_enable() {
-  *(volatile int*) (ARCHI_CLUST_CTRL_BASE + CLUST_CTRL_HWPE_EN) |= CLUST_CTRL_HWPE_EN_MASK;
-}
-
-static inline void hwpe_cg_disable() {
-  *(volatile int*) (ARCHI_CLUST_CTRL_BASE + CLUST_CTRL_HWPE_EN) &= ~CLUST_CTRL_HWPE_EN_MASK;
-}
-
-static inline void redmule_evt_wait() {
-  do {
-    eu_evt_maskWaitAndClr (1 << ARCHI_CL_HWPE_EVT0);
-  } while((*(int volatile *)(ARCHI_CLUST_HWPE_BASE + REDMULE_STATUS)) != 0);
-}
-
-/* DMA APIs */
-static inline int mchan_alloc(){
-  return *(volatile int*) DMA_COMMAND_QUEUE;
-}
-
-static inline void mchan_transfer(unsigned int len,
-                                  unsigned int ext_addr,
-                                  unsigned int tcdm_addr) {
-
-  *(volatile int*) DMA_COMMAND_QUEUE = len |
-                                       (DMA_RX << PLP_DMA_TYPE_BIT)  |
-                                       (DMA_INC << PLP_DMA_INCR_BIT) |
-                                       (0 << PLP_DMA_2D_BIT)         |
-                                       (1 << PLP_DMA_ELE_BIT)        |
-                                       (1 << PLP_DMA_ILE_BIT)        |
-                                       (0 << PLP_DMA_BLE_BIT)        |
-                                       (0 << PLP_DMA_2D_TCDM_BIT);
-  *(volatile int*) DMA_COMMAND_QUEUE = tcdm_addr;
-  *(volatile int*) DMA_COMMAND_QUEUE = ext_addr;
-}
-
-static inline void mchan_barrier(int id) {
-  while(((*(volatile int*)(DMA_STATUS_REGISTER)) >> id ) & 0x1 ) {
-    eu_evt_maskWaitAndClr(1 << FC_DMA_EVENT);
- }
-}
-
-static inline void mchan_free(int id) {
-  *(volatile int*) DMA_STATUS_REGISTER = 0x1 << id;
-}
-
-// void redmule_cfg (unsigned int x,  unsigned int w,  unsigned int z,
-//                   uint16_t m_size, uint16_t n_size, uint16_t k_size,
-//                   uint8_t gemm_op, uint8_t gemm_fmt){
-// 
-//   uint32_t mcfg_reg0 = 0;
-//   uint32_t mcfg_reg1 = 0;
-//   uint32_t arith_reg = 0;
-// 
-//   mcfg_reg0 = (k_size << 16) |
-//               (m_size <<  0);
-//   mcfg_reg1 = n_size << 0;
-// 
-//   arith_reg = (gemm_op << 10) |
-//               (gemm_fmt << 7);
-// 
-//   redmule_x_add_set ((unsigned int) x);
-//   redmule_w_add_set ((unsigned int) w);
-//   redmule_z_add_set ((unsigned int) z);
-//   redmule_mcfg_set  ((unsigned int) mcfg_reg0,
-//                      (unsigned int) mcfg_reg1);
-//   redmule_arith_set ((unsigned int) arith_reg);
-//   
-// }
-
-void redmule_cfg (uint16_t m_size, uint16_t n_size, uint16_t k_size, uint8_t gemm_ops){
-   uint32_t x_iters        = 0;
-   uint32_t w_iters        = 0;
-   uint32_t leftovers      = 0;
-   uint32_t left_params    = 0;
-   uint32_t x_d1_stride    = 0;
-   uint32_t x_rows_offs    = 0;
-   uint32_t w_tot_len      = 0;
-   uint32_t w_d1_len       = 0;
-   uint32_t w_d0_stride    = 0;
-   uint32_t yz_tot_len     = 0;
-   uint32_t yz_d0_stride   = 0;
-   uint32_t yz_d2_stride   = 0;
-   uint32_t tot_x_read     = 0;
-   uint32_t x_buffer_slots = 0;
-   uint32_t op_selection   = 0;
-   uint16_t tot_stores     = 0;
-   uint16_t w_rows         = n_size;
-   uint16_t depth          = DATA_WIDTH/(ARRAY_HEIGHT*FPFORMAT);
-   uint8_t  tile           = ARRAY_HEIGHT*(PIPE_REGS + 1);
-   _Bool    x_rows_sub     = 0;
-   _Bool    x_cols_sub     = 0;
-   _Bool    w_cols_sub     = 0;
-   uint16_t x_rows_iter,
-            x_rows_iter_tmp,
-            w_rows_iter,
-            w_rows_iter_tmp;
-   uint16_t x_cols_iter,
-            x_cols_iter_tmp,
-            w_cols_iter,
-            w_cols_iter_tmp;
-   uint8_t  x_rows_lftovr,
-            x_cols_lftovr,
-            w_rows_lftovr,
-            w_cols_lftovr,
-            slots;
-
-   // Calculating the number of iterations alng the two dimensions of the X matrix
-   x_rows_iter_tmp = m_size/ARRAY_WIDTH;
-   x_cols_iter_tmp = n_size/tile;
-
-   // Calculating the number of iterations alng the two dimensions of the W matrix
-   w_rows_iter_tmp = w_rows;
-   w_cols_iter_tmp = k_size/tile;
-
-   // Calculating the residuals along the input dimensions
-   x_rows_lftovr = m_size - (x_rows_iter_tmp*ARRAY_WIDTH);
-   x_cols_lftovr = n_size - (x_cols_iter_tmp*tile);
-
-   // Calculating the residuals along the weight dimensions
-   w_rows_lftovr = n_size - (ARRAY_HEIGHT*(w_rows/ARRAY_HEIGHT));
-   w_cols_lftovr = k_size - (w_cols_iter_tmp*tile);
-
-   if (w_cols_lftovr != 0)
-     w_cols_iter = w_cols_iter_tmp + 1;
-   else 
-     w_cols_iter = w_cols_iter_tmp;
-
-  if (w_rows_lftovr != 0)
-    w_rows_iter = w_rows_iter_tmp + ARRAY_HEIGHT - w_rows_lftovr;
-  else
-    w_rows_iter = w_rows_iter_tmp;
-
-   if (x_cols_lftovr != 0)
-     x_cols_iter = x_cols_iter_tmp + 1;
-   else 
-     x_cols_iter = x_cols_iter_tmp;
-
-   if (x_rows_lftovr != 0)
-     x_rows_iter = x_rows_iter_tmp + 1;
-   else 
-     x_rows_iter = x_rows_iter_tmp;
-
-   if (x_cols_lftovr%depth != 0)
-     x_buffer_slots = x_cols_lftovr/depth + 1;
-   else
-     x_buffer_slots = x_cols_lftovr/depth;
-
-   // Calculating the number of total stores
-   tot_stores = x_rows_iter*w_cols_iter;
-
-   // Determining if input matrixes are sub-matrixes
-   if (m_size < ARRAY_WIDTH)
-     x_rows_sub = 1;
-   if (n_size < ARRAY_HEIGHT)
-     x_cols_sub = 1;
-   if (k_size < tile)
-    w_cols_sub = 1;
-
-   // Operation selection
-   switch (gemm_ops) {
-     case MATMUL:
-       op_selection |= (RNE << 29 | RNE << 26 | OP_FMADD << 22 | OP_MINMAX << 18 | SRC_FMT << 15 | DST_FMT << 12) | 0;
-     break;
-     
-     case GEMM:
-       op_selection |= (RNE << 29 | RNE << 26 | OP_FMADD << 22 | OP_MINMAX << 18 | SRC_FMT << 15 | DST_FMT << 12) | 1;
-     break;
-     
-     case ADDMAX:
-       op_selection |= (RNE << 29 | RTZ << 26 | OP_ADD << 22 | OP_MINMAX << 18 | SRC_FMT << 15 | DST_FMT << 12) | 1;
-     break;
-     
-     case ADDMIN:
-       op_selection |= (RNE << 29 | RNE << 26 | OP_ADD << 22 | OP_MINMAX << 18 | SRC_FMT << 15 | DST_FMT << 12) | 1;
-     break;
-     
-     case MULMAX:
-       op_selection |= (RNE << 29 | RTZ << 26 | OP_MUL << 22 | OP_MINMAX << 18 | SRC_FMT << 15 | DST_FMT << 12) | 1;
-     break;
-     
-     case MULMIN:
-       op_selection |= (RNE << 29 | RNE << 26 | OP_MUL << 22 | OP_MINMAX << 18 | SRC_FMT << 15 | DST_FMT << 12) | 1;
-     break;
-     
-     case MAXMIN:
-       op_selection |= (RTZ << 29 | RNE << 26 | OP_MINMAX << 22 | OP_MINMAX << 18 | SRC_FMT << 15 | DST_FMT << 12) | 1;
-     break;
-     
-     case MINMAX:
-       op_selection |= (RNE << 29 | RTZ << 26 | OP_MINMAX << 22 | OP_MINMAX << 18 | SRC_FMT << 15 | DST_FMT << 12) | 1;
-     break;
-   }
-
-   // Storing iterations and residuals in registers
-   x_iters      |= x_rows_iter   << 16 | x_cols_iter   << 0;
-   w_iters      |= w_rows_iter   << 16 | w_cols_iter   << 0;
-   leftovers    |= x_rows_lftovr << 24 | x_cols_lftovr << 16 | w_rows_lftovr << 8  | w_cols_lftovr << 0;
-   left_params  |= tot_stores    << 16 | x_rows_sub    << 15 | x_cols_sub    << 14 | w_cols_sub   << 13;
-   x_d1_stride   = ((4*FPFORMAT)/ADDR_WIDTH)*(((DATA_WIDTH/FPFORMAT)*x_cols_iter_tmp) + x_cols_lftovr);
-   x_rows_offs   = ARRAY_WIDTH*x_d1_stride;
-   w_tot_len     = w_rows_iter*w_cols_iter*x_rows_iter;
-   w_d0_stride   = ((4*FPFORMAT)/ADDR_WIDTH)*(((DATA_WIDTH/FPFORMAT)*w_cols_iter_tmp) + w_cols_lftovr);
-   yz_tot_len    = ARRAY_WIDTH*x_rows_iter*w_cols_iter;
-   yz_d0_stride  = w_d0_stride;
-   yz_d2_stride  = ARRAY_WIDTH*w_d0_stride;
-   tot_x_read    = x_rows_iter*x_cols_iter*w_cols_iter;
-
-   // Writing the computations in configuration register
-   HWPE_WRITE(x_iters       , REDMULE_REG_OFFS + REDMULE_REG_X_ITER_PTR         );
-   HWPE_WRITE(w_iters       , REDMULE_REG_OFFS + REDMULE_REG_W_ITER_PTR         );
-   HWPE_WRITE(leftovers     , REDMULE_REG_OFFS + REDMULE_REG_LEFTOVERS_PTR      );
-   HWPE_WRITE(left_params   , REDMULE_REG_OFFS + REDMULE_REG_LEFT_PARAMS_PTR    );
-   HWPE_WRITE(x_d1_stride   , REDMULE_REG_OFFS + REDMULE_REG_X_D1_STRIDE_PTR    );
-   HWPE_WRITE(x_rows_offs   , REDMULE_REG_OFFS + REDMULE_REG_X_ROWS_OFFS_PTR    );
-   HWPE_WRITE(tot_x_read    , REDMULE_REG_OFFS + REDMULE_REG_TOT_X_READ_PTR     );
-   HWPE_WRITE(x_buffer_slots, REDMULE_REG_OFFS + REDMULE_REG_X_BUFFER_SLOTS_PTR );
-   HWPE_WRITE(w_tot_len     , REDMULE_REG_OFFS + REDMULE_REG_W_TOT_LEN_PTR      );
-   HWPE_WRITE(w_d0_stride   , REDMULE_REG_OFFS + REDMULE_REG_W_D0_STRIDE_PTR    );
-   HWPE_WRITE(yz_tot_len    , REDMULE_REG_OFFS + REDMULE_REG_YZ_TOT_LEN_PTR     );
-   HWPE_WRITE(yz_d0_stride  , REDMULE_REG_OFFS + REDMULE_REG_YZ_D0_STRIDE_PTR   );
-   HWPE_WRITE(yz_d2_stride  , REDMULE_REG_OFFS + REDMULE_REG_YZ_D2_STRIDE_PTR   );
-   HWPE_WRITE(op_selection  , REDMULE_REG_OFFS + REDMULE_REG_OP_SELECTION       );
-}
-
-void generate_test_data16(int x_start_addr,
-                          int w_start_addr,
-                          int y_start_addr,
-                          int m_size,
-                          int n_size,
-                          int k_size) {
-  
-  int x_addr     = x_start_addr;
-  int w_addr     = w_start_addr;
-  int y_addr     = y_start_addr;
-  int x_end_addr = x_start_addr + (2*m_size*n_size);
-  int w_end_addr = w_start_addr + (2*n_size*k_size);
-  int y_end_addr = y_start_addr + (2*m_size*k_size);
-
-  // Generating input stimuli from golden model
-  for (x_addr = x_start_addr; x_addr < x_end_addr; x_addr += 2) {
-    int x = x_addr - x_start_addr;
-    *(uint32_t *)(x_addr) = x_inp[x/2];
-  }
-
-  // Generating Weight stimuli from golden model
-  for (w_addr = w_start_addr; w_addr < w_end_addr; w_addr += 2) {
-    int w = w_addr - w_start_addr;
-    *(uint32_t *)(w_addr) = w_inp[w/2];
-  }
-
-  for (y_addr = y_start_addr; y_addr < y_end_addr; y_addr += 2) {
-    int y = y_addr - y_start_addr;
-    *(uint32_t *)(y_addr) = y_inp[y/2];
-  }
-}
-
-int redmule_compare16 (int z_start_addr, int m_size, int k_size) {
-  int err = 0;
-  int z_end_addr = z_start_addr + 2*m_size*k_size;
-  uint16_t z_computed;
-  uint16_t diff, diff_1, diff_2;
-
-  for (int z_addr = z_start_addr; z_addr < z_end_addr; z_addr += 2) {
-    int z = z_addr - z_start_addr;
-    z_computed = *(uint32_t *)(z_addr);
-
-    if ( z_computed != z_oup[z/2] ) {
-      diff_1 = z_computed - z_oup[z/2];
-      if (diff_1 > 3) {
-        diff_2 = z_oup[z/2] - z_computed;
-        if (diff_2 > 3) {
-          err++;
-        }
-      }
-    }
-  }
-
-  return err;
-
-}
-
-int redmule16_compare_int(uint32_t *actual_z, uint32_t *golden_z, int len) {
-  #define ERR 0x0011
-  uint32_t actual_word = 0;
-  uint16_t actual_MSHWord, actual_LSHWord;
-  uint32_t golden_word = 0;
-  uint16_t golden_MSHWord, golden_LSHWord;
-  uint32_t actual = 0;
-  uint32_t golden = 0;
-
-  int errors = 0;
-  int error;
-
-  for (int i=0; i<len; i++) {
-    error = 0;
-    actual_word = *(actual_z+i);
-    golden_word = *(golden_z+i);
-
-    uint16_t diff = 0;
-    
-    // Chechink Least Significant Half-Word
-    actual_LSHWord = (uint16_t)(actual_word & 0x0000FFFF);
-    golden_LSHWord = (uint16_t)(golden_word & 0x0000FFFF);
-
-    diff = (actual_LSHWord > golden_LSHWord) ? (actual_LSHWord - golden_LSHWord) : 0;
-    diff = (actual_LSHWord < golden_LSHWord) ? (golden_LSHWord - actual_LSHWord) : 0;
-
-    if (diff > ERR) {
-      error = 1;
-      #ifdef VERBOSE
-        tfp_printf ("diff: 0x%08x\n", diff);
-        tfp_printf ("LSW: Error!\n");
-      #endif
-    }
-
-    // Checking Most Significant Half-Word
-    actual_MSHWord = (uint16_t)((actual_word >> 16) & 0x0000FFFF);
-    golden_MSHWord = (uint16_t)((golden_word >> 16) & 0x0000FFFF);
-
-    diff = (actual_MSHWord > golden_MSHWord) ? (actual_MSHWord - golden_MSHWord) : 0;
-    diff = (actual_MSHWord < golden_MSHWord) ? (golden_MSHWord - actual_MSHWord) : 0;
-
-    if (diff > ERR) {
-      error = 1;
-      #ifdef VERBOSE
-        tfp_printf ("diff: 0x%08x\n", diff);
-        tfp_printf ("MSW: Error!\n");
-      #endif
-    }
-    
-    errors += error;
-
-    #ifdef DEBUG
-      tfp_printf("  Golden: 0x%08x; Actual: 0x%08x,\n", golden_word, actual_word);
-    #endif
-
-    #ifdef VERBOSE
-    if(error) {
-        if(errors==1) tfp_printf("  golden     <- actual     @ address    @ index\n");
-        tfp_printf("  0x%08x <- 0x%08x @ 0x%08x @ 0x%08x\n", golden_word, actual_word, (actual_z+i), i*4);
-    }
-    #endif
-  }
-  return errors;
-}
-
-int redmule8_compare_int(uint32_t *actual_z, uint32_t *golden_z, int len) {
-  #define ERR 0x0011
-  uint32_t actual_word = 0;
-  uint8_t  actual_Byte0,
-           actual_Byte1,
-           actual_Byte2,
-           actual_Byte3;
-  uint32_t golden_word = 0;
-  uint8_t  golden_Byte0,
-           golden_Byte1,
-           golden_Byte2,
-           golden_Byte3;
-  uint32_t actual = 0;
-  uint32_t golden = 0;
-
-  int errors = 0;
-  int error;
-
-  for (int i=0; i<len; i++) {
-    error = 0;
-    actual_word = *(actual_z+i);
-    golden_word = *(golden_z+i);
-
-    uint8_t diff = 0;
-    
-    // Cheching Byte0
-    actual_Byte0 = (uint8_t)(actual_word & 0x000000FF);
-    golden_Byte0 = (uint8_t)(golden_word & 0x000000FF);
-
-    diff = (actual_Byte0 > golden_Byte0) ? (actual_Byte0 - golden_Byte0) : 0;
-    diff = (actual_Byte0 < golden_Byte0) ? (golden_Byte0 - actual_Byte0) : 0;
-
-    if (diff > ERR) {
-      error = 1;
-      tfp_printf ("diff: 0x%08x\n", diff);
-      tfp_printf ("Byte0: Error!\n");
-    }
-
-    // Cheching Byte1
-    actual_Byte1 = (uint8_t)( (actual_word >> 8 ) & 0x000000FF);
-    golden_Byte1 = (uint8_t)( (golden_word >> 8 ) & 0x000000FF);
-
-    diff = (actual_Byte1 > golden_Byte1) ? (actual_Byte1 - golden_Byte1) : 0;
-    diff = (actual_Byte1 < golden_Byte1) ? (golden_Byte1 - actual_Byte1) : 0;
-
-    if (diff > ERR) {
-      error = 1;
-      tfp_printf ("diff: 0x%08x\n", diff);
-      tfp_printf ("Byte1: Error!\n");
-    }
-
-    // Cheching Byte2
-    actual_Byte2 = (uint8_t)( (actual_word >> 16 ) & 0x000000FF);
-    golden_Byte2 = (uint8_t)( (golden_word >> 16 ) & 0x000000FF);
-
-    diff = (actual_Byte2 > golden_Byte2) ? (actual_Byte2 - golden_Byte2) : 0;
-    diff = (actual_Byte2 < golden_Byte2) ? (golden_Byte2 - actual_Byte2) : 0;
-
-    if (diff > ERR) {
-      error = 1;
-      tfp_printf ("diff: 0x%08x\n", diff);
-      tfp_printf ("Byte2: Error!\n");
-    }
-
-    // Cheching Byte3
-    actual_Byte3 = (uint8_t)( (actual_word >> 24 ) & 0x000000FF);
-    golden_Byte3 = (uint8_t)( (golden_word >> 24 ) & 0x000000FF);
-
-    diff = (actual_Byte3 > golden_Byte3) ? (actual_Byte3 - golden_Byte3) : 0;
-    diff = (actual_Byte3 < golden_Byte3) ? (golden_Byte3 - actual_Byte3) : 0;
-
-    if (diff > ERR) {
-      error = 1;
-      tfp_printf ("diff: 0x%08x\n", diff);
-      tfp_printf ("Byte3: Error!\n");
-    }
-    
-    errors += error;
-
-    #ifdef DEBUG
-      tfp_printf("  Golden: 0x%08x; Actual: 0x%08x,\n", golden_word, actual_word);
-    #endif
-
-    #ifdef VERBOSE
-      if(error) {
-        if(errors==1) tfp_printf("  golden     <- actual     @ address    @ index\n");
-        tfp_printf("  0x%08x <- 0x%08x @ 0x%08x @ 0x%08x\n", golden_word, actual_word, (actual_z+i), i*4);
-      }
-    #endif
-  }
-  return errors;
-}
-
-#endif
diff --git a/astral/redmule/inc/golden.h b/astral/redmule/inc/golden.h
deleted file mode 100644
index f664e47..0000000
--- a/astral/redmule/inc/golden.h
+++ /dev/null
@@ -1,387 +0,0 @@
- /* Header file generated by RedMulE Golden Model */
-uint32_t golden [384] = {
-0x48974845,
-0x48384608,
-0x487b4855,
-0x48804869,
-0x48b046d1,
-0x483f48db,
-0x485f48c9,
-0x483a4881,
-0x472c484b,
-0x492b4762,
-0x48fd4822,
-0x492e488e,
-0x484f483e,
-0x46d749e8,
-0x489d484b,
-0x47e9490b,
-0x47d2484f,
-0x474744be,
-0x46c047c7,
-0x48af4727,
-0x482d46c5,
-0x482e483d,
-0x479f4897,
-0x4749488b,
-0x46a8489a,
-0x488b46f2,
-0x47e84891,
-0x483d4872,
-0x46fd4716,
-0x46a049b5,
-0x47a446e7,
-0x476748a1,
-0x49354939,
-0x48c14703,
-0x48bd4863,
-0x48cf4913,
-0x48b848b6,
-0x49204946,
-0x48e1495e,
-0x48b24938,
-0x4882493a,
-0x49d5483b,
-0x49724911,
-0x49df496b,
-0x488848f2,
-0x48214a46,
-0x490c48c1,
-0x48a349b2,
-0x47b0463a,
-0x476244cb,
-0x46b94765,
-0x4814466a,
-0x47964631,
-0x474b4666,
-0x47044798,
-0x47614838,
-0x459047d3,
-0x48a245ea,
-0x484447f1,
-0x4776484b,
-0x46d847d6,
-0x44d348f3,
-0x478d46fa,
-0x466e481e,
-0x481e4827,
-0x479445a2,
-0x48064727,
-0x48d5475d,
-0x48284708,
-0x480d4862,
-0x48324895,
-0x47f148bd,
-0x46a7482a,
-0x492d47b1,
-0x4884484d,
-0x485f48dc,
-0x480c476d,
-0x46d348e9,
-0x48844728,
-0x480e48a0,
-0x48134862,
-0x485a4675,
-0x473847e8,
-0x48234836,
-0x482146e7,
-0x47b34822,
-0x48554846,
-0x47174863,
-0x47c14872,
-0x488e46d5,
-0x485f47e2,
-0x48b8487c,
-0x4788481e,
-0x467748bd,
-0x47f846c9,
-0x47fc48fe,
-0x47b247a0,
-0x467e4588,
-0x46c74662,
-0x481246e8,
-0x474e4536,
-0x468f46c0,
-0x4679481f,
-0x46e246a1,
-0x45604809,
-0x47eb4630,
-0x475746b5,
-0x477f4848,
-0x46d846a6,
-0x459a4870,
-0x46784670,
-0x468c47d2,
-0x48c44762,
-0x479146e3,
-0x486d46b1,
-0x486747d0,
-0x47f6468d,
-0x475648a5,
-0x48544857,
-0x48384866,
-0x46ec484d,
-0x48f647d2,
-0x4879484a,
-0x483c4848,
-0x4806471d,
-0x473048fa,
-0x47b84768,
-0x46f94865,
-0x491848a8,
-0x486746ca,
-0x48624800,
-0x491048d3,
-0x4849474e,
-0x486b48eb,
-0x48c54966,
-0x483048f4,
-0x477848f9,
-0x499e481e,
-0x48f148cf,
-0x49234982,
-0x47cf487c,
-0x464949ea,
-0x495e4773,
-0x483f48b2,
-0x497548a7,
-0x481e4616,
-0x4866481f,
-0x486448b6,
-0x487347dc,
-0x487f485c,
-0x491f4938,
-0x48b6490d,
-0x48a148f8,
-0x492d4859,
-0x4915489c,
-0x48874899,
-0x4859486c,
-0x471e49ca,
-0x49184867,
-0x482748d3,
-0x4998488b,
-0x481d4704,
-0x488048b8,
-0x49444876,
-0x48f2470c,
-0x489b48b9,
-0x48e54956,
-0x48a548d6,
-0x485648dc,
-0x49ab484e,
-0x490e48e0,
-0x494548dd,
-0x48dd488b,
-0x47ea4a32,
-0x49114835,
-0x48194965,
-0x481e460e,
-0x4673452c,
-0x4717475c,
-0x46d046f6,
-0x46bc4696,
-0x481e4726,
-0x46ea4763,
-0x475846fe,
-0x4627478b,
-0x483f4704,
-0x47b146ad,
-0x48164792,
-0x468446f2,
-0x45a84827,
-0x47a4472f,
-0x462b4797,
-0x48ab483f,
-0x4863468f,
-0x4766485a,
-0x48cb481d,
-0x490347dc,
-0x483048fc,
-0x483e48cc,
-0x486448ab,
-0x47634966,
-0x499d4794,
-0x488b488e,
-0x496048dc,
-0x484c4854,
-0x474c499c,
-0x48bc4826,
-0x48834949,
-0x4905489d,
-0x481e4718,
-0x48f448e3,
-0x490448c1,
-0x48b347e8,
-0x48d44892,
-0x489448ff,
-0x488648d5,
-0x480348fa,
-0x492e47d2,
-0x48b24870,
-0x492b48e5,
-0x4785487b,
-0x471d49e3,
-0x48bf4837,
-0x48c4489b,
-0x4871475c,
-0x4811464a,
-0x471c47af,
-0x48174817,
-0x484e463b,
-0x464f477f,
-0x487c4704,
-0x472547a3,
-0x462a4853,
-0x4860465a,
-0x48804736,
-0x482b47e1,
-0x46c04811,
-0x475d48dc,
-0x48064668,
-0x46f44893,
-0x49594858,
-0x487b463d,
-0x484e480f,
-0x48a648c0,
-0x48944847,
-0x484a48a0,
-0x48f4491e,
-0x48b548fc,
-0x47d248ce,
-0x497f47db,
-0x49394955,
-0x48ce48a7,
-0x48844890,
-0x476349d6,
-0x4922486e,
-0x48c348f4,
-0x491c47ec,
-0x47834698,
-0x47544715,
-0x47524745,
-0x4832472f,
-0x48094817,
-0x48c347f8,
-0x480047e6,
-0x473048b6,
-0x48cb480a,
-0x488e479e,
-0x488e47c2,
-0x47ee472f,
-0x4744489d,
-0x48514755,
-0x47d34846,
-0x48a04838,
-0x47624634,
-0x48064786,
-0x482d47e3,
-0x486c4726,
-0x480347b7,
-0x481448ac,
-0x483948e0,
-0x47504827,
-0x48c546f2,
-0x4886483f,
-0x485648ad,
-0x47a947e8,
-0x47434937,
-0x481f46d0,
-0x4804484c,
-0x481f47fd,
-0x4813456d,
-0x4807474d,
-0x480e4688,
-0x481046e8,
-0x4799469f,
-0x478f4853,
-0x482447f2,
-0x471f47d0,
-0x485f46da,
-0x481c4813,
-0x4863482e,
-0x480b4786,
-0x46b848c9,
-0x46e2475a,
-0x46c54852,
-0x480245af,
-0x46c24466,
-0x4743465d,
-0x47ba46b7,
-0x46c34636,
-0x47844677,
-0x47c2485a,
-0x46ac46dc,
-0x460e47de,
-0x4834465f,
-0x476947f4,
-0x481046fc,
-0x45ea45fd,
-0x45b548d0,
-0x47834704,
-0x46c44830,
-0x47c74759,
-0x45b0453d,
-0x47024741,
-0x47934736,
-0x47ba461b,
-0x46dd470b,
-0x470b4657,
-0x4710470d,
-0x468f486c,
-0x46ba45c3,
-0x483b479d,
-0x477446c9,
-0x46a746a9,
-0x46064833,
-0x46a94690,
-0x46a746f5,
-0x48bb47ac,
-0x4803452c,
-0x4824470f,
-0x48cb47d5,
-0x484a4707,
-0x47974832,
-0x482c4851,
-0x4877487a,
-0x465d4891,
-0x48ce47f4,
-0x48994898,
-0x486a484e,
-0x47f047ac,
-0x4611493e,
-0x489e47e2,
-0x46af488c,
-0x48364665,
-0x46b645e4,
-0x46b946a1,
-0x46dd46c8,
-0x474b4658,
-0x4777467b,
-0x47984769,
-0x475e4785,
-0x4656472a,
-0x488145fb,
-0x472d46fc,
-0x47a3476e,
-0x46ca465d,
-0x45004855,
-0x479a464f,
-0x473846c3,
-0x486c481e,
-0x48014659,
-0x477a4756,
-0x487b47d5,
-0x48084706,
-0x4838484f,
-0x48634870,
-0x480648d3,
-0x47714865,
-0x494c46be,
-0x484c4915,
-0x48624900,
-0x46e8481a,
-0x46a04974,
-0x483d4775,
-0x480e487c,
-};
\ No newline at end of file
diff --git a/astral/redmule/inc/tensor_dim.h b/astral/redmule/inc/tensor_dim.h
deleted file mode 100644
index 21bd0d8..0000000
--- a/astral/redmule/inc/tensor_dim.h
+++ /dev/null
@@ -1,13 +0,0 @@
- /* Header file generated by RedMulE Golden Model */
-#ifndef __TENSOR_DIM__
-#define __TENSOR_DIM__
-
-#define M_SIZE  24 
-#define N_SIZE  32 
-#define K_SIZE  32
-#define SRC_FMT FP16
-#define DST_FMT FP16
-#define FPFORMAT 16
-uint8_t gemm_ops = GEMM; 
-
-#endif
diff --git a/astral/redmule/inc/w_2D.h b/astral/redmule/inc/w_2D.h
deleted file mode 100644
index 9409c64..0000000
--- a/astral/redmule/inc/w_2D.h
+++ /dev/null
@@ -1,35 +0,0 @@
- /* Header file generated by RedMulE Golden Model */
-uint16_t w_inp_2D [32][32] = {
-0x311a, 0x39e0, 0x387d, 0x3a4a, 0x386f, 0x3ada, 0x392f, 0x3854, 0x3014, 0x2fd2, 0x31c9, 0x2fca, 0x2e55, 0x3bc8, 0x396d, 0x3b1d, 0x39f6, 0x333a, 0x3908, 0x3628, 0x3bab, 0x3b8b, 0x3b4a, 0x322d, 0x3925, 0x317a, 0x3725, 0x31c2, 0x3066, 0x38f3, 0x3a17, 0x3476, 
-0x3bda, 0x3196, 0x3922, 0x3680, 0x396a, 0x3021, 0x3761, 0x374d, 0x2fc2, 0x3967, 0x3b94, 0x33b5, 0x3797, 0x34d6, 0x3655, 0x2176, 0x39bc, 0x3999, 0x3658, 0x3904, 0x3759, 0x2ade, 0x3a5a, 0x3b78, 0x36c7, 0x2d01, 0x3b58, 0x2d9a, 0x373d, 0x3952, 0x38e8, 0x3887, 
-0x37b6, 0x3a88, 0x2f8a, 0x2d79, 0x3413, 0x3421, 0x3976, 0x32b2, 0x3446, 0x2d99, 0x3a56, 0x3322, 0x3b49, 0x39fa, 0x3acd, 0x3af6, 0x304c, 0x3abb, 0x3a83, 0x38b2, 0x3ab9, 0x363e, 0x389f, 0x31bb, 0x38e1, 0x3bc4, 0x3b9b, 0x2984, 0x3a43, 0x3b2f, 0x35d6, 0x3bda, 
-0x2df3, 0x3bf8, 0x2acc, 0x378b, 0x3555, 0x2e59, 0x31d4, 0x34ec, 0x3a46, 0x3bab, 0x3214, 0x3161, 0x3470, 0x3a03, 0x368e, 0x31ad, 0x27cb, 0x2ecb, 0x3422, 0x39f7, 0x3644, 0x3a77, 0x313f, 0x34f2, 0x39b3, 0x3bf2, 0x379a, 0x3456, 0x35fe, 0x3ae7, 0x3964, 0x385f, 
-0x3b16, 0x3999, 0x3833, 0x2eda, 0x3afd, 0x3a4a, 0x3ba2, 0x2bd4, 0x3b38, 0x31a2, 0x32dd, 0x353c, 0x366f, 0x375e, 0x3821, 0x367a, 0x3b44, 0x39e6, 0x3787, 0x339e, 0x39d7, 0x38c6, 0x37d5, 0x342f, 0x3984, 0x319b, 0x33b5, 0x35ab, 0x398a, 0x374e, 0x36b6, 0x3b21, 
-0x3bbb, 0x2ab3, 0x2ad5, 0x33bc, 0x2bef, 0x3780, 0x3738, 0x3a0b, 0x3b09, 0x30ca, 0x384e, 0x3ab3, 0x39bd, 0x3453, 0x3a6d, 0x3957, 0x2c10, 0x30e9, 0x35d4, 0x3aef, 0x3be9, 0x39ad, 0x3a74, 0x3af9, 0x3739, 0x2d4d, 0x39fe, 0x3b72, 0x2c57, 0x398c, 0x381f, 0x3930, 
-0x3820, 0x321b, 0x3964, 0x2964, 0x33a0, 0x2d00, 0x2490, 0x336b, 0x3465, 0x3b2e, 0x3aa0, 0x371f, 0x300e, 0x3a09, 0x3bf1, 0x25cc, 0x3b6f, 0x3384, 0x3a88, 0x3acb, 0x3814, 0x36d0, 0x3081, 0x3a2c, 0x3353, 0x39cb, 0x31ed, 0x3af6, 0x3721, 0x36c7, 0x2ce2, 0x390d, 
-0x3698, 0x3ab2, 0x3b3e, 0x2eb4, 0x3998, 0x39e3, 0x3a77, 0x3632, 0x2c12, 0x3bd5, 0x3ba3, 0x3bba, 0x323c, 0x367b, 0x3557, 0x39c8, 0x37db, 0x3b45, 0x3b6e, 0x3931, 0x3121, 0x3a8d, 0x3a55, 0x3b9b, 0x358a, 0x3925, 0x3491, 0x3912, 0x3b6b, 0x3584, 0x32df, 0x3120, 
-0x32b2, 0x3b0a, 0x2cad, 0x3465, 0x3ad3, 0x3bcd, 0x363b, 0x3afe, 0x354b, 0x3374, 0x39af, 0x3b7f, 0x308c, 0x2e72, 0x3380, 0x3b70, 0x3902, 0x38d8, 0x39f3, 0x3a4b, 0x3853, 0x397b, 0x2ebe, 0x387f, 0x2845, 0x37e2, 0x360f, 0x370b, 0x3acb, 0x35d4, 0x36e6, 0x3262, 
-0x2e88, 0x3a54, 0x2ee3, 0x3575, 0x3afe, 0x2aee, 0x39a0, 0x3aae, 0x3693, 0x3432, 0x3834, 0x3b9b, 0x3bcb, 0x2e3a, 0x356d, 0x374e, 0x3924, 0x383c, 0x311e, 0x3ac5, 0x352d, 0x311e, 0x38ca, 0x34d4, 0x36ca, 0x34ed, 0x3a13, 0x33eb, 0x3639, 0x3828, 0x3b3c, 0x3939, 
-0x3837, 0x3521, 0x2cb5, 0x3629, 0x3924, 0x384c, 0x366a, 0x3bbf, 0x2e9e, 0x3ba8, 0x33ad, 0x38c8, 0x3934, 0x3907, 0x249a, 0x3690, 0x3a09, 0x3215, 0x3898, 0x325d, 0x37d5, 0x3195, 0x361c, 0x3ae4, 0x351f, 0x3452, 0x3bc0, 0x375c, 0x39bf, 0x317a, 0x3aae, 0x283a, 
-0x3476, 0x3b92, 0x3472, 0x383e, 0x280f, 0x39d6, 0x2fd1, 0x31f4, 0x2ffb, 0x3b97, 0x3692, 0x36c0, 0x3989, 0x33cf, 0x3ba6, 0x3239, 0x35d7, 0x33ab, 0x31eb, 0x3b47, 0x389b, 0x3b88, 0x3580, 0x354c, 0x3802, 0x3b9a, 0x3b94, 0x2a92, 0x2db1, 0x38bd, 0x2dfb, 0x3900, 
-0x344f, 0x3739, 0x27a5, 0x3b2e, 0x342b, 0x34bb, 0x30c8, 0x3ae8, 0x3b26, 0x3982, 0x38c0, 0x3408, 0x38c8, 0x36ef, 0x3bf0, 0x3acf, 0x3a3c, 0x3825, 0x31a5, 0x3ada, 0x3b5b, 0x37db, 0x3a01, 0x3663, 0x3a7d, 0x327b, 0x3a1f, 0x3862, 0x38af, 0x3204, 0x372e, 0x3b19, 
-0x3708, 0x3622, 0x2e62, 0x39ab, 0x2d4d, 0x31b4, 0x3552, 0x3bbc, 0x36f2, 0x36eb, 0x38ef, 0x3755, 0x3bbe, 0x2c17, 0x3815, 0x2f53, 0x363f, 0x38c1, 0x3246, 0x386b, 0x34de, 0x34e4, 0x3baa, 0x349e, 0x32ce, 0x3a68, 0x373f, 0x2cce, 0x3b36, 0x28ba, 0x3b50, 0x3232, 
-0x1f34, 0x3928, 0x35cd, 0x3b38, 0x30ce, 0x35a1, 0x3a06, 0x3a32, 0x3a53, 0x3489, 0x3241, 0x372f, 0x390c, 0x3a1b, 0x378a, 0x3713, 0x3769, 0x37a8, 0x3418, 0x3ad4, 0x3a4e, 0x3bf7, 0x37a5, 0x34dc, 0x39b2, 0x351b, 0x3372, 0x349f, 0x2f50, 0x3ab1, 0x3795, 0x2db7, 
-0x3864, 0x3157, 0x3900, 0x323e, 0x389e, 0x3880, 0x3b1f, 0x37a1, 0x396c, 0x2e43, 0x2c2a, 0x3b78, 0x3988, 0x3a14, 0x39c1, 0x3b51, 0x3780, 0x3bf2, 0x2d19, 0x3815, 0x3a5f, 0x3641, 0x2f62, 0x37d5, 0x3564, 0x139a, 0x3ab8, 0x28f7, 0x3785, 0x34e1, 0x3097, 0x3768, 
-0x3971, 0x3ae2, 0x32ae, 0x2fd5, 0x382a, 0x346c, 0x3133, 0x3167, 0x3940, 0x2d12, 0x389a, 0x3bd0, 0x3943, 0x391c, 0x3a75, 0x2a11, 0x391e, 0x372d, 0x3a79, 0x3b72, 0x3373, 0x39b7, 0x35d7, 0x372b, 0x3a6d, 0x38a1, 0x3279, 0x3434, 0x3694, 0x3b45, 0x3abb, 0x392d, 
-0x34a8, 0x3757, 0x32ca, 0x345d, 0x36a5, 0x3854, 0x2dcd, 0x30af, 0x38dd, 0x3067, 0x3411, 0x3997, 0x397a, 0x3a64, 0x38b8, 0x3962, 0x3509, 0x3bb6, 0x3a66, 0x339f, 0x372a, 0x31a8, 0x37da, 0x36ff, 0x33c6, 0x31da, 0x3977, 0x3b72, 0x3841, 0x3567, 0x3433, 0x33b8, 
-0x39fe, 0x3a10, 0x3bf2, 0x35e7, 0x3a4a, 0x3b3e, 0x2ec7, 0x3aa4, 0x3846, 0x3af9, 0x38a9, 0x2c1f, 0x39ab, 0x349f, 0x31d6, 0x39ae, 0x3b79, 0x352d, 0x3516, 0x347c, 0x2f33, 0x35ad, 0x31c4, 0x3b52, 0x354b, 0x3786, 0x3ab7, 0x3896, 0x34ac, 0x352f, 0x37e6, 0x326a, 
-0x2e44, 0x34c7, 0x388d, 0x3bf4, 0x363f, 0x3b3d, 0x33b1, 0x3b8b, 0x3340, 0x37f7, 0x3b07, 0x25bf, 0x398e, 0x3505, 0x3bd7, 0x366d, 0x388a, 0x2cc0, 0x359a, 0x3b9a, 0x3b99, 0x379d, 0x3b6b, 0x39b8, 0x3223, 0x2703, 0x3ba9, 0x2ecb, 0x3759, 0x39d8, 0x37ac, 0x32cf, 
-0x35f2, 0x38a3, 0x399e, 0x3bd2, 0x3780, 0x3af3, 0x3b5e, 0x337b, 0x3a08, 0x35da, 0x3446, 0x3b25, 0x3ad0, 0x3bee, 0x3141, 0x32d8, 0x34ce, 0x2ac9, 0x3800, 0x3a8a, 0x2d53, 0x368a, 0x3561, 0x3998, 0x35a3, 0x3677, 0x3ab2, 0x3269, 0x3236, 0x3b3e, 0x3aba, 0x3bac, 
-0x395d, 0x3820, 0x1df6, 0x3bb5, 0x35b5, 0x3675, 0x3b74, 0x360f, 0x34de, 0x3a0c, 0x3aeb, 0x299d, 0x3207, 0x3bd8, 0x2178, 0x3995, 0x3948, 0x3908, 0x3843, 0x2ea5, 0x3045, 0x3989, 0x345d, 0x39c5, 0x3a89, 0x3863, 0x3be0, 0x397a, 0x38f1, 0x39e2, 0x3b08, 0x352e, 
-0x385f, 0x28f2, 0x3bc3, 0x35e0, 0x380c, 0x3b9c, 0x3afc, 0x390a, 0x3689, 0x34fd, 0x2cf5, 0x308e, 0x342b, 0x3921, 0x3a67, 0x3ad6, 0x2986, 0x32fc, 0x35aa, 0x3507, 0x3608, 0x33fd, 0x3bf3, 0x39e2, 0x3b0f, 0x30b7, 0x3896, 0x3ae4, 0x2145, 0x35b6, 0x2e1d, 0x3ad1, 
-0x333d, 0x3afb, 0x2703, 0x3413, 0x1d7d, 0x3b7f, 0x3ae1, 0x303c, 0x3004, 0x39d3, 0x3554, 0x31a4, 0x354e, 0x3662, 0x39c5, 0x2eb7, 0x2c6e, 0x397f, 0x31d8, 0x1f0c, 0x38e3, 0x35f0, 0x2714, 0x28d1, 0x375e, 0x3a75, 0x3830, 0x3578, 0x397d, 0x3b18, 0x383c, 0x3498, 
-0x39ad, 0x3598, 0x23c4, 0x34ea, 0x3a61, 0x2b00, 0x3707, 0x3ae1, 0x37ae, 0x389d, 0x37fa, 0x3673, 0x3278, 0xf3e, 0x3809, 0x33c6, 0x3bf5, 0x3279, 0x3816, 0x360c, 0x39c8, 0x381f, 0x3741, 0x2d66, 0x38c0, 0x37d3, 0x377a, 0x3621, 0x2faf, 0x392e, 0x2de6, 0x33c5, 
-0x3803, 0x2600, 0x32e9, 0x39b4, 0x38d2, 0x34e8, 0x2fe6, 0x3199, 0x3643, 0x3a77, 0x27cc, 0x39d7, 0x34c6, 0x2ea8, 0x364e, 0x3b07, 0x31c7, 0x30a1, 0x31b1, 0x3b8f, 0x3571, 0x3b75, 0x3989, 0x3805, 0x39fb, 0x3945, 0x352b, 0x31d8, 0x3904, 0x3440, 0x3a57, 0x2cf7, 
-0x3b39, 0x2fcd, 0x2b89, 0x2edd, 0x3682, 0x36a9, 0x32c8, 0x37ac, 0x32a5, 0x3311, 0x394b, 0x3b84, 0x3aec, 0x3601, 0x2765, 0x3b69, 0x396b, 0x3727, 0x3bfe, 0x3907, 0x376f, 0x3674, 0x3973, 0x3671, 0x3491, 0x3993, 0x383f, 0x3335, 0x3989, 0x3550, 0x3077, 0x35f5, 
-0x3a59, 0x3950, 0x380c, 0x37cd, 0x30bf, 0x3607, 0x3afa, 0x3b5d, 0x32b9, 0x386b, 0x35bd, 0x3aca, 0x3ba5, 0x3b2d, 0x3b19, 0x3b8b, 0x345e, 0x2845, 0x34aa, 0x372a, 0x3448, 0x34f5, 0x3ae2, 0x3637, 0x2cb5, 0x354b, 0x3b15, 0x2ca8, 0x2641, 0x3178, 0x2cfe, 0x39b4, 
-0x3bdd, 0x3acb, 0x3a05, 0x38a2, 0x3b4a, 0x34e5, 0x395f, 0x394b, 0x34c4, 0x3aa5, 0x29bb, 0x2d96, 0x339d, 0x387c, 0x382e, 0x385a, 0x396b, 0x3aa9, 0x2f1e, 0x33a7, 0x3b90, 0x3b7b, 0x3b5f, 0x39d3, 0x3b18, 0x354f, 0x2cdb, 0x3a6f, 0x3434, 0x34ff, 0x3a5b, 0x3b84, 
-0x3a33, 0x384b, 0x2e67, 0x3b85, 0x3853, 0x380c, 0x346a, 0x3aaa, 0x3492, 0x33e8, 0x3bf2, 0x38ae, 0x3a29, 0x3830, 0x3221, 0x35b1, 0x3a48, 0x2c68, 0x2ced, 0x3a7e, 0x3539, 0x3922, 0x374c, 0x3aaa, 0x2dae, 0x395d, 0x3b3d, 0x3890, 0x2cfe, 0x2dd6, 0x3bad, 0x33c5, 
-0x2c07, 0x3a2c, 0x37a8, 0x390f, 0x2fc8, 0x35ae, 0x388c, 0x30ee, 0x3674, 0x391d, 0x3bfc, 0x36bf, 0x322d, 0x3a78, 0x35c0, 0x3492, 0x3ac8, 0x3504, 0x3315, 0x381d, 0x3a7a, 0x3a08, 0x343c, 0x3bda, 0x341b, 0x39f0, 0x3b9e, 0x395d, 0x3c00, 0x38ab, 0x3bcf, 0x3564, 
-0x33c4, 0x3b0d, 0x3623, 0x33b9, 0x3b92, 0x1e71, 0x2c57, 0x36d0, 0x314b, 0x3a16, 0x3372, 0x341b, 0x3aaa, 0x3444, 0x396b, 0x2dd7, 0x3b30, 0x3559, 0x3b5b, 0x3a29, 0x2d19, 0x38b7, 0x3b01, 0x3afa, 0x398a, 0x3839, 0x3ac9, 0x2e31, 0x3924, 0x39f2, 0x3a7f, 0x3285 
-};
\ No newline at end of file
diff --git a/astral/redmule/inc/w_input.h b/astral/redmule/inc/w_input.h
deleted file mode 100644
index dc4d3be..0000000
--- a/astral/redmule/inc/w_input.h
+++ /dev/null
@@ -1,35 +0,0 @@
- /* Header file generated by RedMulE Golden Model */
-uint16_t w_inp [1024] = {
-0x311a, 0x39e0, 0x387d, 0x3a4a, 0x386f, 0x3ada, 0x392f, 0x3854, 0x3014, 0x2fd2, 0x31c9, 0x2fca, 0x2e55, 0x3bc8, 0x396d, 0x3b1d, 0x39f6, 0x333a, 0x3908, 0x3628, 0x3bab, 0x3b8b, 0x3b4a, 0x322d, 0x3925, 0x317a, 0x3725, 0x31c2, 0x3066, 0x38f3, 0x3a17, 0x3476, 
-0x3bda, 0x3196, 0x3922, 0x3680, 0x396a, 0x3021, 0x3761, 0x374d, 0x2fc2, 0x3967, 0x3b94, 0x33b5, 0x3797, 0x34d6, 0x3655, 0x2176, 0x39bc, 0x3999, 0x3658, 0x3904, 0x3759, 0x2ade, 0x3a5a, 0x3b78, 0x36c7, 0x2d01, 0x3b58, 0x2d9a, 0x373d, 0x3952, 0x38e8, 0x3887, 
-0x37b6, 0x3a88, 0x2f8a, 0x2d79, 0x3413, 0x3421, 0x3976, 0x32b2, 0x3446, 0x2d99, 0x3a56, 0x3322, 0x3b49, 0x39fa, 0x3acd, 0x3af6, 0x304c, 0x3abb, 0x3a83, 0x38b2, 0x3ab9, 0x363e, 0x389f, 0x31bb, 0x38e1, 0x3bc4, 0x3b9b, 0x2984, 0x3a43, 0x3b2f, 0x35d6, 0x3bda, 
-0x2df3, 0x3bf8, 0x2acc, 0x378b, 0x3555, 0x2e59, 0x31d4, 0x34ec, 0x3a46, 0x3bab, 0x3214, 0x3161, 0x3470, 0x3a03, 0x368e, 0x31ad, 0x27cb, 0x2ecb, 0x3422, 0x39f7, 0x3644, 0x3a77, 0x313f, 0x34f2, 0x39b3, 0x3bf2, 0x379a, 0x3456, 0x35fe, 0x3ae7, 0x3964, 0x385f, 
-0x3b16, 0x3999, 0x3833, 0x2eda, 0x3afd, 0x3a4a, 0x3ba2, 0x2bd4, 0x3b38, 0x31a2, 0x32dd, 0x353c, 0x366f, 0x375e, 0x3821, 0x367a, 0x3b44, 0x39e6, 0x3787, 0x339e, 0x39d7, 0x38c6, 0x37d5, 0x342f, 0x3984, 0x319b, 0x33b5, 0x35ab, 0x398a, 0x374e, 0x36b6, 0x3b21, 
-0x3bbb, 0x2ab3, 0x2ad5, 0x33bc, 0x2bef, 0x3780, 0x3738, 0x3a0b, 0x3b09, 0x30ca, 0x384e, 0x3ab3, 0x39bd, 0x3453, 0x3a6d, 0x3957, 0x2c10, 0x30e9, 0x35d4, 0x3aef, 0x3be9, 0x39ad, 0x3a74, 0x3af9, 0x3739, 0x2d4d, 0x39fe, 0x3b72, 0x2c57, 0x398c, 0x381f, 0x3930, 
-0x3820, 0x321b, 0x3964, 0x2964, 0x33a0, 0x2d00, 0x2490, 0x336b, 0x3465, 0x3b2e, 0x3aa0, 0x371f, 0x300e, 0x3a09, 0x3bf1, 0x25cc, 0x3b6f, 0x3384, 0x3a88, 0x3acb, 0x3814, 0x36d0, 0x3081, 0x3a2c, 0x3353, 0x39cb, 0x31ed, 0x3af6, 0x3721, 0x36c7, 0x2ce2, 0x390d, 
-0x3698, 0x3ab2, 0x3b3e, 0x2eb4, 0x3998, 0x39e3, 0x3a77, 0x3632, 0x2c12, 0x3bd5, 0x3ba3, 0x3bba, 0x323c, 0x367b, 0x3557, 0x39c8, 0x37db, 0x3b45, 0x3b6e, 0x3931, 0x3121, 0x3a8d, 0x3a55, 0x3b9b, 0x358a, 0x3925, 0x3491, 0x3912, 0x3b6b, 0x3584, 0x32df, 0x3120, 
-0x32b2, 0x3b0a, 0x2cad, 0x3465, 0x3ad3, 0x3bcd, 0x363b, 0x3afe, 0x354b, 0x3374, 0x39af, 0x3b7f, 0x308c, 0x2e72, 0x3380, 0x3b70, 0x3902, 0x38d8, 0x39f3, 0x3a4b, 0x3853, 0x397b, 0x2ebe, 0x387f, 0x2845, 0x37e2, 0x360f, 0x370b, 0x3acb, 0x35d4, 0x36e6, 0x3262, 
-0x2e88, 0x3a54, 0x2ee3, 0x3575, 0x3afe, 0x2aee, 0x39a0, 0x3aae, 0x3693, 0x3432, 0x3834, 0x3b9b, 0x3bcb, 0x2e3a, 0x356d, 0x374e, 0x3924, 0x383c, 0x311e, 0x3ac5, 0x352d, 0x311e, 0x38ca, 0x34d4, 0x36ca, 0x34ed, 0x3a13, 0x33eb, 0x3639, 0x3828, 0x3b3c, 0x3939, 
-0x3837, 0x3521, 0x2cb5, 0x3629, 0x3924, 0x384c, 0x366a, 0x3bbf, 0x2e9e, 0x3ba8, 0x33ad, 0x38c8, 0x3934, 0x3907, 0x249a, 0x3690, 0x3a09, 0x3215, 0x3898, 0x325d, 0x37d5, 0x3195, 0x361c, 0x3ae4, 0x351f, 0x3452, 0x3bc0, 0x375c, 0x39bf, 0x317a, 0x3aae, 0x283a, 
-0x3476, 0x3b92, 0x3472, 0x383e, 0x280f, 0x39d6, 0x2fd1, 0x31f4, 0x2ffb, 0x3b97, 0x3692, 0x36c0, 0x3989, 0x33cf, 0x3ba6, 0x3239, 0x35d7, 0x33ab, 0x31eb, 0x3b47, 0x389b, 0x3b88, 0x3580, 0x354c, 0x3802, 0x3b9a, 0x3b94, 0x2a92, 0x2db1, 0x38bd, 0x2dfb, 0x3900, 
-0x344f, 0x3739, 0x27a5, 0x3b2e, 0x342b, 0x34bb, 0x30c8, 0x3ae8, 0x3b26, 0x3982, 0x38c0, 0x3408, 0x38c8, 0x36ef, 0x3bf0, 0x3acf, 0x3a3c, 0x3825, 0x31a5, 0x3ada, 0x3b5b, 0x37db, 0x3a01, 0x3663, 0x3a7d, 0x327b, 0x3a1f, 0x3862, 0x38af, 0x3204, 0x372e, 0x3b19, 
-0x3708, 0x3622, 0x2e62, 0x39ab, 0x2d4d, 0x31b4, 0x3552, 0x3bbc, 0x36f2, 0x36eb, 0x38ef, 0x3755, 0x3bbe, 0x2c17, 0x3815, 0x2f53, 0x363f, 0x38c1, 0x3246, 0x386b, 0x34de, 0x34e4, 0x3baa, 0x349e, 0x32ce, 0x3a68, 0x373f, 0x2cce, 0x3b36, 0x28ba, 0x3b50, 0x3232, 
-0x1f34, 0x3928, 0x35cd, 0x3b38, 0x30ce, 0x35a1, 0x3a06, 0x3a32, 0x3a53, 0x3489, 0x3241, 0x372f, 0x390c, 0x3a1b, 0x378a, 0x3713, 0x3769, 0x37a8, 0x3418, 0x3ad4, 0x3a4e, 0x3bf7, 0x37a5, 0x34dc, 0x39b2, 0x351b, 0x3372, 0x349f, 0x2f50, 0x3ab1, 0x3795, 0x2db7, 
-0x3864, 0x3157, 0x3900, 0x323e, 0x389e, 0x3880, 0x3b1f, 0x37a1, 0x396c, 0x2e43, 0x2c2a, 0x3b78, 0x3988, 0x3a14, 0x39c1, 0x3b51, 0x3780, 0x3bf2, 0x2d19, 0x3815, 0x3a5f, 0x3641, 0x2f62, 0x37d5, 0x3564, 0x139a, 0x3ab8, 0x28f7, 0x3785, 0x34e1, 0x3097, 0x3768, 
-0x3971, 0x3ae2, 0x32ae, 0x2fd5, 0x382a, 0x346c, 0x3133, 0x3167, 0x3940, 0x2d12, 0x389a, 0x3bd0, 0x3943, 0x391c, 0x3a75, 0x2a11, 0x391e, 0x372d, 0x3a79, 0x3b72, 0x3373, 0x39b7, 0x35d7, 0x372b, 0x3a6d, 0x38a1, 0x3279, 0x3434, 0x3694, 0x3b45, 0x3abb, 0x392d, 
-0x34a8, 0x3757, 0x32ca, 0x345d, 0x36a5, 0x3854, 0x2dcd, 0x30af, 0x38dd, 0x3067, 0x3411, 0x3997, 0x397a, 0x3a64, 0x38b8, 0x3962, 0x3509, 0x3bb6, 0x3a66, 0x339f, 0x372a, 0x31a8, 0x37da, 0x36ff, 0x33c6, 0x31da, 0x3977, 0x3b72, 0x3841, 0x3567, 0x3433, 0x33b8, 
-0x39fe, 0x3a10, 0x3bf2, 0x35e7, 0x3a4a, 0x3b3e, 0x2ec7, 0x3aa4, 0x3846, 0x3af9, 0x38a9, 0x2c1f, 0x39ab, 0x349f, 0x31d6, 0x39ae, 0x3b79, 0x352d, 0x3516, 0x347c, 0x2f33, 0x35ad, 0x31c4, 0x3b52, 0x354b, 0x3786, 0x3ab7, 0x3896, 0x34ac, 0x352f, 0x37e6, 0x326a, 
-0x2e44, 0x34c7, 0x388d, 0x3bf4, 0x363f, 0x3b3d, 0x33b1, 0x3b8b, 0x3340, 0x37f7, 0x3b07, 0x25bf, 0x398e, 0x3505, 0x3bd7, 0x366d, 0x388a, 0x2cc0, 0x359a, 0x3b9a, 0x3b99, 0x379d, 0x3b6b, 0x39b8, 0x3223, 0x2703, 0x3ba9, 0x2ecb, 0x3759, 0x39d8, 0x37ac, 0x32cf, 
-0x35f2, 0x38a3, 0x399e, 0x3bd2, 0x3780, 0x3af3, 0x3b5e, 0x337b, 0x3a08, 0x35da, 0x3446, 0x3b25, 0x3ad0, 0x3bee, 0x3141, 0x32d8, 0x34ce, 0x2ac9, 0x3800, 0x3a8a, 0x2d53, 0x368a, 0x3561, 0x3998, 0x35a3, 0x3677, 0x3ab2, 0x3269, 0x3236, 0x3b3e, 0x3aba, 0x3bac, 
-0x395d, 0x3820, 0x1df6, 0x3bb5, 0x35b5, 0x3675, 0x3b74, 0x360f, 0x34de, 0x3a0c, 0x3aeb, 0x299d, 0x3207, 0x3bd8, 0x2178, 0x3995, 0x3948, 0x3908, 0x3843, 0x2ea5, 0x3045, 0x3989, 0x345d, 0x39c5, 0x3a89, 0x3863, 0x3be0, 0x397a, 0x38f1, 0x39e2, 0x3b08, 0x352e, 
-0x385f, 0x28f2, 0x3bc3, 0x35e0, 0x380c, 0x3b9c, 0x3afc, 0x390a, 0x3689, 0x34fd, 0x2cf5, 0x308e, 0x342b, 0x3921, 0x3a67, 0x3ad6, 0x2986, 0x32fc, 0x35aa, 0x3507, 0x3608, 0x33fd, 0x3bf3, 0x39e2, 0x3b0f, 0x30b7, 0x3896, 0x3ae4, 0x2145, 0x35b6, 0x2e1d, 0x3ad1, 
-0x333d, 0x3afb, 0x2703, 0x3413, 0x1d7d, 0x3b7f, 0x3ae1, 0x303c, 0x3004, 0x39d3, 0x3554, 0x31a4, 0x354e, 0x3662, 0x39c5, 0x2eb7, 0x2c6e, 0x397f, 0x31d8, 0x1f0c, 0x38e3, 0x35f0, 0x2714, 0x28d1, 0x375e, 0x3a75, 0x3830, 0x3578, 0x397d, 0x3b18, 0x383c, 0x3498, 
-0x39ad, 0x3598, 0x23c4, 0x34ea, 0x3a61, 0x2b00, 0x3707, 0x3ae1, 0x37ae, 0x389d, 0x37fa, 0x3673, 0x3278, 0xf3e, 0x3809, 0x33c6, 0x3bf5, 0x3279, 0x3816, 0x360c, 0x39c8, 0x381f, 0x3741, 0x2d66, 0x38c0, 0x37d3, 0x377a, 0x3621, 0x2faf, 0x392e, 0x2de6, 0x33c5, 
-0x3803, 0x2600, 0x32e9, 0x39b4, 0x38d2, 0x34e8, 0x2fe6, 0x3199, 0x3643, 0x3a77, 0x27cc, 0x39d7, 0x34c6, 0x2ea8, 0x364e, 0x3b07, 0x31c7, 0x30a1, 0x31b1, 0x3b8f, 0x3571, 0x3b75, 0x3989, 0x3805, 0x39fb, 0x3945, 0x352b, 0x31d8, 0x3904, 0x3440, 0x3a57, 0x2cf7, 
-0x3b39, 0x2fcd, 0x2b89, 0x2edd, 0x3682, 0x36a9, 0x32c8, 0x37ac, 0x32a5, 0x3311, 0x394b, 0x3b84, 0x3aec, 0x3601, 0x2765, 0x3b69, 0x396b, 0x3727, 0x3bfe, 0x3907, 0x376f, 0x3674, 0x3973, 0x3671, 0x3491, 0x3993, 0x383f, 0x3335, 0x3989, 0x3550, 0x3077, 0x35f5, 
-0x3a59, 0x3950, 0x380c, 0x37cd, 0x30bf, 0x3607, 0x3afa, 0x3b5d, 0x32b9, 0x386b, 0x35bd, 0x3aca, 0x3ba5, 0x3b2d, 0x3b19, 0x3b8b, 0x345e, 0x2845, 0x34aa, 0x372a, 0x3448, 0x34f5, 0x3ae2, 0x3637, 0x2cb5, 0x354b, 0x3b15, 0x2ca8, 0x2641, 0x3178, 0x2cfe, 0x39b4, 
-0x3bdd, 0x3acb, 0x3a05, 0x38a2, 0x3b4a, 0x34e5, 0x395f, 0x394b, 0x34c4, 0x3aa5, 0x29bb, 0x2d96, 0x339d, 0x387c, 0x382e, 0x385a, 0x396b, 0x3aa9, 0x2f1e, 0x33a7, 0x3b90, 0x3b7b, 0x3b5f, 0x39d3, 0x3b18, 0x354f, 0x2cdb, 0x3a6f, 0x3434, 0x34ff, 0x3a5b, 0x3b84, 
-0x3a33, 0x384b, 0x2e67, 0x3b85, 0x3853, 0x380c, 0x346a, 0x3aaa, 0x3492, 0x33e8, 0x3bf2, 0x38ae, 0x3a29, 0x3830, 0x3221, 0x35b1, 0x3a48, 0x2c68, 0x2ced, 0x3a7e, 0x3539, 0x3922, 0x374c, 0x3aaa, 0x2dae, 0x395d, 0x3b3d, 0x3890, 0x2cfe, 0x2dd6, 0x3bad, 0x33c5, 
-0x2c07, 0x3a2c, 0x37a8, 0x390f, 0x2fc8, 0x35ae, 0x388c, 0x30ee, 0x3674, 0x391d, 0x3bfc, 0x36bf, 0x322d, 0x3a78, 0x35c0, 0x3492, 0x3ac8, 0x3504, 0x3315, 0x381d, 0x3a7a, 0x3a08, 0x343c, 0x3bda, 0x341b, 0x39f0, 0x3b9e, 0x395d, 0x3c00, 0x38ab, 0x3bcf, 0x3564, 
-0x33c4, 0x3b0d, 0x3623, 0x33b9, 0x3b92, 0x1e71, 0x2c57, 0x36d0, 0x314b, 0x3a16, 0x3372, 0x341b, 0x3aaa, 0x3444, 0x396b, 0x2dd7, 0x3b30, 0x3559, 0x3b5b, 0x3a29, 0x2d19, 0x38b7, 0x3b01, 0x3afa, 0x398a, 0x3839, 0x3ac9, 0x2e31, 0x3924, 0x39f2, 0x3a7f, 0x3285 
-};
\ No newline at end of file
diff --git a/astral/redmule/inc/x_2D.h b/astral/redmule/inc/x_2D.h
deleted file mode 100644
index 0b589f8..0000000
--- a/astral/redmule/inc/x_2D.h
+++ /dev/null
@@ -1,27 +0,0 @@
- /* Header file generated by RedMulE Golden Model */
-uint16_t x_inp_2D [24][32] = {
-0x2153, 0x3bb5, 0x3896, 0x365f, 0x2483, 0x3518, 0x2dd1, 0x3bca, 0x397b, 0x29b1, 0x3705, 0x36c8, 0x398b, 0x3661, 0x2f05, 0x365a, 0x3bf9, 0x34df, 0x363b, 0x38d9, 0x39c6, 0x3abb, 0x3952, 0x38f2, 0x392d, 0x3b3e, 0x2afb, 0x3a9d, 0x353b, 0x3b73, 0x3a01, 0x3679, 
-0x3934, 0x397d, 0x2904, 0x3822, 0x3462, 0x3b44, 0x39e9, 0x28be, 0x331e, 0x3a1d, 0x39e5, 0x34da, 0x3a19, 0x3906, 0x1d35, 0x3871, 0x31e7, 0x3b29, 0x325d, 0x3797, 0x2b2f, 0x38b4, 0x232f, 0x38aa, 0x3aca, 0x316f, 0x3811, 0x3950, 0x32ea, 0x3bc7, 0x382c, 0x38a2, 
-0x29ce, 0x3afa, 0x3a39, 0x2ccc, 0x39fd, 0x3b3d, 0x384a, 0x3a35, 0x3802, 0x366a, 0x37ec, 0x3598, 0x3bf8, 0x3a85, 0x3a1b, 0x386e, 0x3b4c, 0x39de, 0x38c2, 0x2f93, 0x3b4c, 0x39c4, 0x3b9e, 0x3844, 0x346d, 0x3bff, 0x32ce, 0x296d, 0x3130, 0x3b3d, 0x3b44, 0x369d, 
-0x3b13, 0x31ed, 0x330a, 0x3831, 0x34e7, 0x37b3, 0x331a, 0x3918, 0x32d3, 0x3995, 0x3991, 0x3919, 0x3a26, 0x385b, 0x2b76, 0x3a3b, 0x37f2, 0x26a7, 0x3225, 0x3b64, 0x28f0, 0x3456, 0x3822, 0x341e, 0x381a, 0x38d8, 0x2c11, 0x33be, 0x33ac, 0x353f, 0x3476, 0x3abc, 
-0x36ec, 0x3a1d, 0x39d3, 0x3821, 0x36ac, 0x3bce, 0x3ad2, 0x3616, 0x36a1, 0x2cb3, 0x38d2, 0x314f, 0x385c, 0x3b63, 0x3bb6, 0x2951, 0x372d, 0x2c42, 0x3823, 0x3883, 0x3872, 0x31ee, 0x36c5, 0x399a, 0x31b0, 0x3887, 0x3884, 0x3865, 0x3896, 0x36c3, 0x32e3, 0x346c, 
-0x3935, 0x3b50, 0x2b6d, 0x38cd, 0x388f, 0x3389, 0x395d, 0x31cd, 0x2efd, 0x3154, 0x2f35, 0x3444, 0x3293, 0x3b6b, 0x1bec, 0x3b69, 0x3bf3, 0x3611, 0x3508, 0x3742, 0x3a50, 0x3ab7, 0x3457, 0x38d3, 0x3344, 0x38e8, 0x33c0, 0x3668, 0x3bee, 0x3b21, 0x3727, 0x3121, 
-0x316c, 0x3288, 0x2d50, 0x2e74, 0x35d5, 0x37e2, 0x303d, 0x36af, 0x341f, 0x3436, 0x2df7, 0x399d, 0x30f4, 0x3aaf, 0x34e4, 0x2c2a, 0x3116, 0x34d3, 0x36ac, 0x35e3, 0x3760, 0x36e1, 0x3ad2, 0x3547, 0x38f4, 0x369c, 0x3ba9, 0x34f0, 0x3a39, 0x3b19, 0x36e6, 0x395d, 
-0x3be8, 0x3293, 0x3bfc, 0x3435, 0x2eb3, 0x3360, 0x3919, 0x3bed, 0x396a, 0x37fc, 0x3242, 0x384b, 0x38cb, 0x3b2c, 0x3b28, 0x28cf, 0x3828, 0x3855, 0x3ba9, 0x2fa7, 0x340b, 0x32f1, 0x3ada, 0x36fa, 0x31f5, 0x3436, 0x29d0, 0x33e6, 0x3232, 0x3bec, 0x3904, 0x2797, 
-0x3b81, 0x3bac, 0x38d2, 0x343d, 0x31af, 0x3b1e, 0x33fc, 0x3864, 0x3624, 0x3905, 0x2945, 0x3b52, 0x2d08, 0x3a17, 0x3b84, 0x3804, 0x3a24, 0x38a3, 0x3562, 0x3ae6, 0x3bba, 0x3a45, 0x3679, 0x31fa, 0x3994, 0x2c3d, 0x383f, 0x399d, 0x34f7, 0x360e, 0x35f3, 0x38f0, 
-0x38d4, 0x399a, 0x3a48, 0x3987, 0x3b54, 0x382c, 0x3210, 0x35ef, 0x36ca, 0x31b4, 0x3625, 0x371f, 0x37bd, 0x3680, 0x3a3a, 0x3ac0, 0x3bbf, 0x3bf5, 0x39f2, 0x29c2, 0x363e, 0x3a4e, 0x3596, 0x3b1b, 0x3459, 0x3669, 0x3aa1, 0x39c3, 0x3376, 0x390d, 0x2456, 0x39b5, 
-0x3a66, 0x3ad8, 0x3b51, 0x36aa, 0x32be, 0x3ac8, 0x392b, 0x3740, 0x3a48, 0x38f5, 0x3b2d, 0x3a5f, 0x2ff3, 0x366f, 0x39d3, 0x35e5, 0x3822, 0x38db, 0x3b8a, 0x34be, 0x2d33, 0x36dd, 0x3578, 0x3bdf, 0x2c7e, 0x39cf, 0x32ff, 0x35c9, 0x3970, 0x3bcb, 0x351e, 0x3956, 
-0x2c42, 0x3308, 0x377a, 0x361c, 0x39a0, 0x36c9, 0x2dcb, 0x3bf2, 0x3b5f, 0x33ee, 0x24c1, 0x2ce9, 0x3927, 0x305d, 0x3702, 0x3119, 0x35f9, 0x3855, 0x3374, 0x349b, 0x3bcf, 0x2dea, 0x34f0, 0x363f, 0x37da, 0x3a74, 0x35fc, 0x35fa, 0x316b, 0x3804, 0x37a7, 0x3986, 
-0x3073, 0x3aed, 0x31c7, 0x3844, 0x34a4, 0x387d, 0x3a20, 0x3037, 0x3a00, 0x3b70, 0x377f, 0x3686, 0x3b7e, 0x38b3, 0x32e3, 0x3323, 0x391e, 0x3228, 0x3930, 0x3997, 0x3a5e, 0x398b, 0x3512, 0x35b0, 0x365c, 0x325d, 0x3b61, 0x38b8, 0x39a4, 0x3423, 0x3bd7, 0x38af, 
-0x2d3d, 0x382d, 0x38ac, 0x26ca, 0x395e, 0x21a8, 0x3520, 0x386f, 0x3b95, 0x32c0, 0x3b84, 0x3a51, 0x3b4b, 0x31d2, 0x3747, 0x3b96, 0x3b40, 0x3535, 0x38d1, 0x3899, 0x3b00, 0x3827, 0x3ae3, 0x38c8, 0x3a07, 0x338d, 0x2e96, 0x3a46, 0x394a, 0x39de, 0x2951, 0x3a02, 
-0x3838, 0x2d45, 0x28c0, 0x3958, 0x3070, 0x2aa2, 0x3510, 0x38ce, 0x271c, 0x3440, 0x3954, 0x30bc, 0x3b35, 0x2f1d, 0x3afb, 0x2dae, 0x356f, 0x2e13, 0x3981, 0x326d, 0x3a28, 0x3a36, 0x3a95, 0x38cb, 0x38db, 0x3150, 0x2c9e, 0x34c5, 0x3adb, 0x3bdf, 0x38f2, 0x3994, 
-0x36f8, 0x31c0, 0x3a4f, 0x3825, 0x394b, 0x3a8b, 0x38ac, 0x3167, 0x2e2d, 0x3a93, 0x34f3, 0x37bd, 0x3b63, 0x2f2f, 0x3ae0, 0x3ad8, 0x34a8, 0x2e1c, 0x3890, 0x3705, 0x3b69, 0x3bc1, 0x28af, 0x3b36, 0x348b, 0x3111, 0x3a8d, 0x389c, 0x3916, 0x36dc, 0x3bae, 0x3874, 
-0x3593, 0x3638, 0x3018, 0x3a56, 0x38a3, 0x2ad4, 0x3a25, 0x38d7, 0x3864, 0x31c1, 0x28d1, 0x39c8, 0x37d6, 0x2c7f, 0x3ba5, 0x34b8, 0x3bef, 0x3b83, 0x3ab5, 0x3062, 0x38bc, 0x399c, 0x2ce4, 0x2f2c, 0x39bf, 0x2ed1, 0x385f, 0x37e0, 0x35ee, 0x397d, 0x3b0c, 0x3049, 
-0x39d5, 0x322e, 0x3936, 0x3747, 0x2e15, 0x3b41, 0x3874, 0x3bd0, 0x2c04, 0x3800, 0x375b, 0x3b2d, 0x38d8, 0x3a51, 0x3406, 0x38da, 0x38ba, 0x3497, 0x382e, 0x35fc, 0x39d4, 0x3775, 0x3b1e, 0x3813, 0x3649, 0x31af, 0x37bb, 0x334a, 0x3a6e, 0x3284, 0x26e0, 0x2e01, 
-0x2ebb, 0x344b, 0x3821, 0x381a, 0x385a, 0x2534, 0x3635, 0x2a92, 0x3b8c, 0x31f0, 0x3947, 0x3ac7, 0x3743, 0x3924, 0x39e4, 0x358f, 0x2b62, 0x392c, 0x3955, 0x3341, 0x3676, 0x38ac, 0x3957, 0x335b, 0x2ca2, 0x39ff, 0x37cb, 0x341f, 0x3ac9, 0x3b6c, 0x2f14, 0x34c3, 
-0x3018, 0x3169, 0x355b, 0x3624, 0x31ed, 0x379e, 0x3268, 0x309b, 0x35db, 0x3872, 0x3bdb, 0x34c7, 0x3408, 0x3359, 0x3920, 0x331f, 0x3866, 0x3af0, 0x2a1a, 0x39e0, 0x3b14, 0x34fa, 0x2d18, 0x3963, 0x35e8, 0x2539, 0x38f5, 0x37b3, 0x378f, 0x31b5, 0x3a6c, 0x3685, 
-0x3a06, 0x318a, 0x2934, 0x33c1, 0x3be8, 0x375b, 0x3860, 0x3543, 0x3702, 0x3951, 0x3677, 0x37ff, 0x2e27, 0x2e3a, 0x340f, 0x3817, 0x2f04, 0x357e, 0x3a1d, 0x2dd6, 0x252a, 0x3945, 0x162a, 0x3b19, 0x3a53, 0x35d2, 0x3a5d, 0x3474, 0x38e9, 0x374b, 0x387c, 0x1f1a, 
-0x38ac, 0x3291, 0x3393, 0x3b53, 0x3169, 0x3bca, 0x2f1a, 0x3551, 0x38a3, 0x28e3, 0x369d, 0x34a1, 0x38a8, 0x34c3, 0x3841, 0x390d, 0x3b13, 0x3282, 0x3a29, 0x3a78, 0x2df3, 0x3a37, 0x35f4, 0x35a6, 0x38e8, 0x3328, 0x3beb, 0x390b, 0x32dc, 0x34dc, 0x396d, 0x3a78, 
-0x39ba, 0x3a06, 0x2cdd, 0x3bc3, 0x2d43, 0x2992, 0x3663, 0x3a68, 0x2c3e, 0x394e, 0x2c9f, 0x380e, 0x37f5, 0x3557, 0x2873, 0x390f, 0x39e7, 0x3939, 0x3669, 0x385c, 0x3a68, 0x32c4, 0x2b04, 0x2d6d, 0x39d3, 0x3895, 0x331d, 0x3b59, 0x3463, 0x2b6a, 0x31de, 0x3296, 
-0x3aae, 0x3bcd, 0x345a, 0x3897, 0x374b, 0x3bd4, 0x38a2, 0x357f, 0x3402, 0x3a0c, 0x3507, 0x3865, 0x3a54, 0x3878, 0x3859, 0x383e, 0x32b5, 0x34ea, 0x328d, 0x38b6, 0x3464, 0x2f5b, 0x35ff, 0x3817, 0x2f24, 0x3533, 0x3b21, 0x37ba, 0x3837, 0x2e34, 0x3bad, 0x34bc 
-};
\ No newline at end of file
diff --git a/astral/redmule/inc/x_input.h b/astral/redmule/inc/x_input.h
deleted file mode 100644
index 1e38d23..0000000
--- a/astral/redmule/inc/x_input.h
+++ /dev/null
@@ -1,27 +0,0 @@
- /* Header file generated by RedMulE Golden Model */
-uint16_t x_inp [768] = {
-0x2153, 0x3bb5, 0x3896, 0x365f, 0x2483, 0x3518, 0x2dd1, 0x3bca, 0x397b, 0x29b1, 0x3705, 0x36c8, 0x398b, 0x3661, 0x2f05, 0x365a, 0x3bf9, 0x34df, 0x363b, 0x38d9, 0x39c6, 0x3abb, 0x3952, 0x38f2, 0x392d, 0x3b3e, 0x2afb, 0x3a9d, 0x353b, 0x3b73, 0x3a01, 0x3679, 
-0x3934, 0x397d, 0x2904, 0x3822, 0x3462, 0x3b44, 0x39e9, 0x28be, 0x331e, 0x3a1d, 0x39e5, 0x34da, 0x3a19, 0x3906, 0x1d35, 0x3871, 0x31e7, 0x3b29, 0x325d, 0x3797, 0x2b2f, 0x38b4, 0x232f, 0x38aa, 0x3aca, 0x316f, 0x3811, 0x3950, 0x32ea, 0x3bc7, 0x382c, 0x38a2, 
-0x29ce, 0x3afa, 0x3a39, 0x2ccc, 0x39fd, 0x3b3d, 0x384a, 0x3a35, 0x3802, 0x366a, 0x37ec, 0x3598, 0x3bf8, 0x3a85, 0x3a1b, 0x386e, 0x3b4c, 0x39de, 0x38c2, 0x2f93, 0x3b4c, 0x39c4, 0x3b9e, 0x3844, 0x346d, 0x3bff, 0x32ce, 0x296d, 0x3130, 0x3b3d, 0x3b44, 0x369d, 
-0x3b13, 0x31ed, 0x330a, 0x3831, 0x34e7, 0x37b3, 0x331a, 0x3918, 0x32d3, 0x3995, 0x3991, 0x3919, 0x3a26, 0x385b, 0x2b76, 0x3a3b, 0x37f2, 0x26a7, 0x3225, 0x3b64, 0x28f0, 0x3456, 0x3822, 0x341e, 0x381a, 0x38d8, 0x2c11, 0x33be, 0x33ac, 0x353f, 0x3476, 0x3abc, 
-0x36ec, 0x3a1d, 0x39d3, 0x3821, 0x36ac, 0x3bce, 0x3ad2, 0x3616, 0x36a1, 0x2cb3, 0x38d2, 0x314f, 0x385c, 0x3b63, 0x3bb6, 0x2951, 0x372d, 0x2c42, 0x3823, 0x3883, 0x3872, 0x31ee, 0x36c5, 0x399a, 0x31b0, 0x3887, 0x3884, 0x3865, 0x3896, 0x36c3, 0x32e3, 0x346c, 
-0x3935, 0x3b50, 0x2b6d, 0x38cd, 0x388f, 0x3389, 0x395d, 0x31cd, 0x2efd, 0x3154, 0x2f35, 0x3444, 0x3293, 0x3b6b, 0x1bec, 0x3b69, 0x3bf3, 0x3611, 0x3508, 0x3742, 0x3a50, 0x3ab7, 0x3457, 0x38d3, 0x3344, 0x38e8, 0x33c0, 0x3668, 0x3bee, 0x3b21, 0x3727, 0x3121, 
-0x316c, 0x3288, 0x2d50, 0x2e74, 0x35d5, 0x37e2, 0x303d, 0x36af, 0x341f, 0x3436, 0x2df7, 0x399d, 0x30f4, 0x3aaf, 0x34e4, 0x2c2a, 0x3116, 0x34d3, 0x36ac, 0x35e3, 0x3760, 0x36e1, 0x3ad2, 0x3547, 0x38f4, 0x369c, 0x3ba9, 0x34f0, 0x3a39, 0x3b19, 0x36e6, 0x395d, 
-0x3be8, 0x3293, 0x3bfc, 0x3435, 0x2eb3, 0x3360, 0x3919, 0x3bed, 0x396a, 0x37fc, 0x3242, 0x384b, 0x38cb, 0x3b2c, 0x3b28, 0x28cf, 0x3828, 0x3855, 0x3ba9, 0x2fa7, 0x340b, 0x32f1, 0x3ada, 0x36fa, 0x31f5, 0x3436, 0x29d0, 0x33e6, 0x3232, 0x3bec, 0x3904, 0x2797, 
-0x3b81, 0x3bac, 0x38d2, 0x343d, 0x31af, 0x3b1e, 0x33fc, 0x3864, 0x3624, 0x3905, 0x2945, 0x3b52, 0x2d08, 0x3a17, 0x3b84, 0x3804, 0x3a24, 0x38a3, 0x3562, 0x3ae6, 0x3bba, 0x3a45, 0x3679, 0x31fa, 0x3994, 0x2c3d, 0x383f, 0x399d, 0x34f7, 0x360e, 0x35f3, 0x38f0, 
-0x38d4, 0x399a, 0x3a48, 0x3987, 0x3b54, 0x382c, 0x3210, 0x35ef, 0x36ca, 0x31b4, 0x3625, 0x371f, 0x37bd, 0x3680, 0x3a3a, 0x3ac0, 0x3bbf, 0x3bf5, 0x39f2, 0x29c2, 0x363e, 0x3a4e, 0x3596, 0x3b1b, 0x3459, 0x3669, 0x3aa1, 0x39c3, 0x3376, 0x390d, 0x2456, 0x39b5, 
-0x3a66, 0x3ad8, 0x3b51, 0x36aa, 0x32be, 0x3ac8, 0x392b, 0x3740, 0x3a48, 0x38f5, 0x3b2d, 0x3a5f, 0x2ff3, 0x366f, 0x39d3, 0x35e5, 0x3822, 0x38db, 0x3b8a, 0x34be, 0x2d33, 0x36dd, 0x3578, 0x3bdf, 0x2c7e, 0x39cf, 0x32ff, 0x35c9, 0x3970, 0x3bcb, 0x351e, 0x3956, 
-0x2c42, 0x3308, 0x377a, 0x361c, 0x39a0, 0x36c9, 0x2dcb, 0x3bf2, 0x3b5f, 0x33ee, 0x24c1, 0x2ce9, 0x3927, 0x305d, 0x3702, 0x3119, 0x35f9, 0x3855, 0x3374, 0x349b, 0x3bcf, 0x2dea, 0x34f0, 0x363f, 0x37da, 0x3a74, 0x35fc, 0x35fa, 0x316b, 0x3804, 0x37a7, 0x3986, 
-0x3073, 0x3aed, 0x31c7, 0x3844, 0x34a4, 0x387d, 0x3a20, 0x3037, 0x3a00, 0x3b70, 0x377f, 0x3686, 0x3b7e, 0x38b3, 0x32e3, 0x3323, 0x391e, 0x3228, 0x3930, 0x3997, 0x3a5e, 0x398b, 0x3512, 0x35b0, 0x365c, 0x325d, 0x3b61, 0x38b8, 0x39a4, 0x3423, 0x3bd7, 0x38af, 
-0x2d3d, 0x382d, 0x38ac, 0x26ca, 0x395e, 0x21a8, 0x3520, 0x386f, 0x3b95, 0x32c0, 0x3b84, 0x3a51, 0x3b4b, 0x31d2, 0x3747, 0x3b96, 0x3b40, 0x3535, 0x38d1, 0x3899, 0x3b00, 0x3827, 0x3ae3, 0x38c8, 0x3a07, 0x338d, 0x2e96, 0x3a46, 0x394a, 0x39de, 0x2951, 0x3a02, 
-0x3838, 0x2d45, 0x28c0, 0x3958, 0x3070, 0x2aa2, 0x3510, 0x38ce, 0x271c, 0x3440, 0x3954, 0x30bc, 0x3b35, 0x2f1d, 0x3afb, 0x2dae, 0x356f, 0x2e13, 0x3981, 0x326d, 0x3a28, 0x3a36, 0x3a95, 0x38cb, 0x38db, 0x3150, 0x2c9e, 0x34c5, 0x3adb, 0x3bdf, 0x38f2, 0x3994, 
-0x36f8, 0x31c0, 0x3a4f, 0x3825, 0x394b, 0x3a8b, 0x38ac, 0x3167, 0x2e2d, 0x3a93, 0x34f3, 0x37bd, 0x3b63, 0x2f2f, 0x3ae0, 0x3ad8, 0x34a8, 0x2e1c, 0x3890, 0x3705, 0x3b69, 0x3bc1, 0x28af, 0x3b36, 0x348b, 0x3111, 0x3a8d, 0x389c, 0x3916, 0x36dc, 0x3bae, 0x3874, 
-0x3593, 0x3638, 0x3018, 0x3a56, 0x38a3, 0x2ad4, 0x3a25, 0x38d7, 0x3864, 0x31c1, 0x28d1, 0x39c8, 0x37d6, 0x2c7f, 0x3ba5, 0x34b8, 0x3bef, 0x3b83, 0x3ab5, 0x3062, 0x38bc, 0x399c, 0x2ce4, 0x2f2c, 0x39bf, 0x2ed1, 0x385f, 0x37e0, 0x35ee, 0x397d, 0x3b0c, 0x3049, 
-0x39d5, 0x322e, 0x3936, 0x3747, 0x2e15, 0x3b41, 0x3874, 0x3bd0, 0x2c04, 0x3800, 0x375b, 0x3b2d, 0x38d8, 0x3a51, 0x3406, 0x38da, 0x38ba, 0x3497, 0x382e, 0x35fc, 0x39d4, 0x3775, 0x3b1e, 0x3813, 0x3649, 0x31af, 0x37bb, 0x334a, 0x3a6e, 0x3284, 0x26e0, 0x2e01, 
-0x2ebb, 0x344b, 0x3821, 0x381a, 0x385a, 0x2534, 0x3635, 0x2a92, 0x3b8c, 0x31f0, 0x3947, 0x3ac7, 0x3743, 0x3924, 0x39e4, 0x358f, 0x2b62, 0x392c, 0x3955, 0x3341, 0x3676, 0x38ac, 0x3957, 0x335b, 0x2ca2, 0x39ff, 0x37cb, 0x341f, 0x3ac9, 0x3b6c, 0x2f14, 0x34c3, 
-0x3018, 0x3169, 0x355b, 0x3624, 0x31ed, 0x379e, 0x3268, 0x309b, 0x35db, 0x3872, 0x3bdb, 0x34c7, 0x3408, 0x3359, 0x3920, 0x331f, 0x3866, 0x3af0, 0x2a1a, 0x39e0, 0x3b14, 0x34fa, 0x2d18, 0x3963, 0x35e8, 0x2539, 0x38f5, 0x37b3, 0x378f, 0x31b5, 0x3a6c, 0x3685, 
-0x3a06, 0x318a, 0x2934, 0x33c1, 0x3be8, 0x375b, 0x3860, 0x3543, 0x3702, 0x3951, 0x3677, 0x37ff, 0x2e27, 0x2e3a, 0x340f, 0x3817, 0x2f04, 0x357e, 0x3a1d, 0x2dd6, 0x252a, 0x3945, 0x162a, 0x3b19, 0x3a53, 0x35d2, 0x3a5d, 0x3474, 0x38e9, 0x374b, 0x387c, 0x1f1a, 
-0x38ac, 0x3291, 0x3393, 0x3b53, 0x3169, 0x3bca, 0x2f1a, 0x3551, 0x38a3, 0x28e3, 0x369d, 0x34a1, 0x38a8, 0x34c3, 0x3841, 0x390d, 0x3b13, 0x3282, 0x3a29, 0x3a78, 0x2df3, 0x3a37, 0x35f4, 0x35a6, 0x38e8, 0x3328, 0x3beb, 0x390b, 0x32dc, 0x34dc, 0x396d, 0x3a78, 
-0x39ba, 0x3a06, 0x2cdd, 0x3bc3, 0x2d43, 0x2992, 0x3663, 0x3a68, 0x2c3e, 0x394e, 0x2c9f, 0x380e, 0x37f5, 0x3557, 0x2873, 0x390f, 0x39e7, 0x3939, 0x3669, 0x385c, 0x3a68, 0x32c4, 0x2b04, 0x2d6d, 0x39d3, 0x3895, 0x331d, 0x3b59, 0x3463, 0x2b6a, 0x31de, 0x3296, 
-0x3aae, 0x3bcd, 0x345a, 0x3897, 0x374b, 0x3bd4, 0x38a2, 0x357f, 0x3402, 0x3a0c, 0x3507, 0x3865, 0x3a54, 0x3878, 0x3859, 0x383e, 0x32b5, 0x34ea, 0x328d, 0x38b6, 0x3464, 0x2f5b, 0x35ff, 0x3817, 0x2f24, 0x3533, 0x3b21, 0x37ba, 0x3837, 0x2e34, 0x3bad, 0x34bc 
-};
\ No newline at end of file
diff --git a/astral/redmule/inc/y_2D.h b/astral/redmule/inc/y_2D.h
deleted file mode 100644
index 9484a10..0000000
--- a/astral/redmule/inc/y_2D.h
+++ /dev/null
@@ -1,27 +0,0 @@
- /* Header file generated by RedMulE Golden Model */
-uint16_t y_inp_2D [32][32] = {
-0x3150, 0x2dc1, 0x3033, 0x31f5, 0x3bb6, 0x3bff, 0x39f9, 0x3662, 0x3720, 0x351d, 0x384b, 0x3093, 0x3b9d, 0x35ad, 0x3695, 0x3466, 0x2300, 0x3445, 0x33ae, 0x3586, 0x38a3, 0x3bdb, 0x33a2, 0x379b, 0x3a0e, 0x38b0, 0x39ba, 0x379b, 0x39d3, 0x3a51, 0x3b30, 0x3794, 
-0x3b76, 0x3042, 0x38cc, 0x2dfc, 0x3b1a, 0x37fb, 0x38f7, 0x3824, 0x386f, 0x38c7, 0x36ee, 0x3a9c, 0x38d3, 0x2c67, 0x3a80, 0x2f30, 0x3328, 0x3721, 0x3790, 0x34e5, 0x3a6c, 0x3643, 0x3934, 0x3034, 0x38d4, 0x362e, 0x3b4b, 0x3408, 0x30c2, 0x370e, 0x3b31, 0x3b16, 
-0x3b6b, 0x39d4, 0x339c, 0x381e, 0x313e, 0x3671, 0x3ae2, 0x3479, 0x3940, 0x342d, 0x3925, 0x370a, 0x35d8, 0x2dad, 0x3888, 0x24b9, 0x375d, 0x34bd, 0x3243, 0x2ebb, 0x3970, 0x3a21, 0x3a07, 0x3877, 0x3888, 0x3569, 0x372d, 0x2ac1, 0x331e, 0x384d, 0x3996, 0x34a4, 
-0x35c1, 0x33a9, 0x21ed, 0x3a42, 0x388d, 0x34e4, 0x33c3, 0x34f9, 0x3a7b, 0x33fb, 0x2cdd, 0x3b0e, 0x333b, 0x3973, 0x34fc, 0x3771, 0x32ea, 0x2de4, 0x31a8, 0x3946, 0x3657, 0x3a4e, 0x36f6, 0x2829, 0x3ba2, 0x3bdc, 0x3bb3, 0x306c, 0x398d, 0x3a1f, 0x3991, 0x3846, 
-0x3547, 0x3292, 0x2e85, 0x31ed, 0x3979, 0x3a90, 0x28a4, 0x3bed, 0x36d8, 0x340e, 0x3b6a, 0x3ab6, 0x3824, 0x382b, 0x3ac3, 0x3811, 0x36d7, 0x3519, 0x3a92, 0x3a42, 0x29d1, 0x383a, 0x3a9b, 0x300e, 0x2cd3, 0x39cd, 0x3874, 0x3a07, 0x2eb1, 0x3b86, 0x3ad8, 0x3a5d, 
-0x3712, 0x284a, 0x38c1, 0x3bec, 0x39c0, 0x32cd, 0x3ad8, 0x3bce, 0x3817, 0x3896, 0x3aa7, 0x3870, 0x3996, 0x32cc, 0x3a4c, 0x3757, 0x3814, 0x3b65, 0x3acb, 0x376e, 0x34c0, 0x3609, 0x3bf0, 0x3b24, 0x3b29, 0x3848, 0x34b7, 0x398a, 0x220c, 0x3498, 0x3a8c, 0x3883, 
-0x38c4, 0x3af6, 0x3a42, 0x2dd6, 0x3147, 0x3717, 0x3a8e, 0x3af9, 0x3296, 0x38ef, 0x34fa, 0x3555, 0x3b29, 0x38de, 0x315e, 0x3773, 0x3b67, 0x3116, 0x38ec, 0x357c, 0x35d0, 0x2518, 0x3958, 0x2a03, 0x37d9, 0x3699, 0x3a1e, 0x3230, 0x3b13, 0x36d4, 0x3b2a, 0x39ad, 
-0x3b10, 0x351a, 0x3b97, 0x3326, 0x2b54, 0x3b7d, 0x386f, 0x373e, 0x37fa, 0x389b, 0x3b90, 0x3292, 0x3975, 0x38f3, 0x37f1, 0x3590, 0x3810, 0x2fd7, 0x3bf7, 0x3a5a, 0x3a1c, 0x34dd, 0x354c, 0x32f8, 0x3095, 0x321e, 0x39e0, 0x395c, 0x3717, 0x357f, 0x394a, 0x34b1, 
-0x3ba4, 0x380c, 0x3604, 0x2f50, 0x348d, 0x3828, 0x3a9f, 0x39ce, 0x32ca, 0x3906, 0x3ab2, 0x2ca5, 0x38c9, 0x362a, 0x34b2, 0x29dc, 0x3a36, 0x3052, 0x31b7, 0x3589, 0x387c, 0x3401, 0x3b22, 0x3ad6, 0x3ae8, 0x3238, 0x3494, 0x3502, 0x3717, 0x3a6c, 0x3229, 0x368c, 
-0x3056, 0x3a56, 0x3498, 0x39eb, 0x2864, 0x342d, 0x39e0, 0x34a1, 0x2b99, 0x3a04, 0x38ff, 0x328c, 0x34d9, 0x387d, 0x3a3c, 0x32e5, 0x39eb, 0x3984, 0x34dd, 0x38a7, 0x373f, 0x39b4, 0x3235, 0x2f58, 0x2f39, 0x3800, 0x3758, 0x3939, 0x39fc, 0x3a4b, 0x38bf, 0x30ee, 
-0x345e, 0x39c8, 0x3a6d, 0x3262, 0x3b81, 0x31dc, 0x3a15, 0x3bd0, 0x36af, 0x36de, 0x37d5, 0x39d7, 0x3ad3, 0x3ac1, 0x3109, 0x35ea, 0x31c6, 0x398d, 0x3987, 0x3a4a, 0x34d2, 0x2ed2, 0x35e6, 0x352c, 0x39eb, 0x3bd6, 0x3a5b, 0x39d1, 0x34aa, 0x3ade, 0x394b, 0x38a1, 
-0x2bed, 0x38de, 0x3811, 0x3813, 0x391a, 0x374b, 0x3829, 0x3725, 0x38f0, 0x3583, 0x3966, 0x3a7d, 0x375a, 0x38fe, 0x3696, 0x361c, 0x39a8, 0x35f0, 0x38e1, 0x3003, 0x3595, 0x316e, 0x3862, 0x3af8, 0x3af2, 0x34c8, 0x381d, 0x37d8, 0x3893, 0x3a9c, 0x3989, 0x308c, 
-0x30cc, 0x2538, 0x399d, 0x3919, 0x399e, 0x21cc, 0x38e9, 0x30f8, 0x3a20, 0x3b3c, 0x3990, 0x259c, 0x3143, 0x3080, 0x3967, 0x3afb, 0x3a1b, 0x3779, 0x2eeb, 0x39f3, 0x379a, 0x369c, 0x3985, 0x3a1b, 0x3ba6, 0x3a53, 0x28d5, 0x3881, 0x31d9, 0x3a34, 0x3bd9, 0x393a, 
-0x3601, 0x2c6e, 0x3636, 0x3298, 0x39bb, 0x3a08, 0x38db, 0x35ad, 0x3a09, 0x36a6, 0x3bc7, 0x3bac, 0x34ae, 0x3291, 0x290b, 0x3250, 0x2648, 0x333d, 0x2bf3, 0x34b1, 0x30e0, 0x351f, 0x3a74, 0x38dc, 0x3883, 0x2841, 0x35e1, 0x390d, 0x3a50, 0x3abd, 0x386d, 0x3bb7, 
-0x3b94, 0x36b7, 0x3a49, 0x332f, 0x3a1d, 0x354b, 0x3bab, 0x3346, 0x3417, 0x351e, 0x3b6d, 0x391a, 0x2db3, 0x3b1c, 0x3a4a, 0x37b7, 0x36cf, 0x3a56, 0x39c4, 0x3be9, 0x34f0, 0x39be, 0x3691, 0x1ba5, 0x3888, 0x3040, 0x3ae1, 0x3b9b, 0x398f, 0x3a49, 0x3a16, 0x38c0, 
-0x386c, 0x39ab, 0x37fa, 0x382c, 0x3a6f, 0x393f, 0x340d, 0x38ef, 0x39d1, 0x3845, 0x398f, 0x363e, 0x3687, 0x3052, 0x3a2b, 0x392c, 0x2f5c, 0x3412, 0x3a1f, 0x3b2f, 0x3bcc, 0x3a63, 0x3a89, 0x36e9, 0x3921, 0x3b80, 0x2dc0, 0x3a03, 0x3beb, 0x38d3, 0x36cb, 0x39a3, 
-0x3978, 0x3a88, 0x3ba4, 0x3561, 0x28c5, 0x33a0, 0x37be, 0x2c39, 0x30ee, 0x3782, 0x2c07, 0x354e, 0x3491, 0x3a92, 0x331a, 0x3b15, 0x32e1, 0x3839, 0x3afb, 0x36c2, 0x2fd0, 0x29ad, 0x3b2e, 0x39c1, 0x2a8c, 0x341a, 0x2f90, 0x395a, 0x3969, 0x37ea, 0x3a5c, 0x3b6d, 
-0x3971, 0x3a93, 0x304e, 0x3623, 0x3a22, 0x31ee, 0x29df, 0x2c93, 0x3a01, 0x3a62, 0x366c, 0x371d, 0x3af3, 0x2e08, 0x3ac0, 0x3642, 0x3a28, 0x368d, 0x2d3d, 0x36d9, 0x32c3, 0x373f, 0x36fe, 0x3487, 0x2c81, 0x3623, 0x3b59, 0x3a91, 0x350a, 0x34f4, 0x3b09, 0x2c25, 
-0x3b13, 0x325a, 0x379e, 0x3a7d, 0x34b1, 0x39d5, 0x2ba8, 0x322b, 0x3b5e, 0x37ab, 0x2e24, 0x3ba9, 0x3a3d, 0x34f7, 0x3ba1, 0x3877, 0x3071, 0x39fb, 0x3bbd, 0x3633, 0x3b36, 0x2daa, 0x3b9b, 0x3aa0, 0x395c, 0x3b8f, 0x38d5, 0x3ab0, 0x3a8f, 0x36c2, 0x3b1f, 0x3489, 
-0x2acc, 0x3845, 0x3715, 0x37d8, 0x3992, 0x3bff, 0x350e, 0x3ad7, 0x39b0, 0x35ac, 0x3287, 0x385f, 0x3bd4, 0x37a3, 0x3438, 0x39a5, 0x3bcf, 0x38c3, 0x34f6, 0x3ae3, 0x3b57, 0x39af, 0x35eb, 0x3bed, 0x34d4, 0x2a95, 0x3b13, 0x384e, 0x3a3b, 0x33da, 0x3bce, 0x3b99, 
-0x3559, 0x3335, 0x3a2e, 0x3123, 0x38db, 0x33d0, 0x3638, 0x3b17, 0x3a72, 0x3afc, 0x3936, 0x3838, 0x2b69, 0x3895, 0x3a1a, 0x3192, 0x39d5, 0x37a5, 0x2eb0, 0x2e8b, 0x329a, 0x3b90, 0x390a, 0x3a1e, 0x3847, 0x375d, 0x3873, 0x35e2, 0x3771, 0x30f5, 0x3231, 0x3bd7, 
-0x2bbc, 0x3ace, 0x31ad, 0x3a6b, 0x28a4, 0x3b48, 0x3ba3, 0x3a84, 0x3353, 0x39f6, 0x381f, 0x2dd6, 0x314c, 0x34af, 0x3929, 0x3921, 0x383b, 0x34b0, 0x3923, 0x32c9, 0x3ae7, 0x318f, 0x3480, 0x2ad8, 0x3042, 0x3a4c, 0x349d, 0x2c12, 0x3abb, 0x3a57, 0x3b0d, 0x3111, 
-0x3359, 0x3a84, 0x38f2, 0x368d, 0x2f4b, 0x3ba0, 0x395c, 0x3026, 0x3a15, 0x2a04, 0x326e, 0x3522, 0x31a2, 0x382f, 0x2ada, 0x3b7c, 0x2f80, 0x3af5, 0x2d35, 0x38fa, 0x39ab, 0x2c6d, 0x2e7a, 0x39f6, 0x31a4, 0x3a53, 0x358c, 0x3951, 0x3a4e, 0x3916, 0x2a3f, 0x3ae9, 
-0x3b03, 0x39f8, 0x39fe, 0x3a61, 0x39fb, 0x3704, 0x360d, 0x39a7, 0x37a9, 0x348f, 0x3a30, 0x3af5, 0x366f, 0x3b29, 0x3a6a, 0x33d5, 0x370a, 0x39cd, 0x3444, 0x3bea, 0x3b2b, 0x312e, 0x3b8e, 0x32cf, 0x3b79, 0x3302, 0x3bba, 0x3962, 0x3413, 0x37a1, 0x39e0, 0x3805 
-};
\ No newline at end of file
diff --git a/astral/redmule/inc/y_input.h b/astral/redmule/inc/y_input.h
deleted file mode 100644
index 45a2375..0000000
--- a/astral/redmule/inc/y_input.h
+++ /dev/null
@@ -1,27 +0,0 @@
- /* Header file generated by RedMulE Golden Model */
-uint16_t y_inp [768] = {
-0x3150, 0x2dc1, 0x3033, 0x31f5, 0x3bb6, 0x3bff, 0x39f9, 0x3662, 0x3720, 0x351d, 0x384b, 0x3093, 0x3b9d, 0x35ad, 0x3695, 0x3466, 0x2300, 0x3445, 0x33ae, 0x3586, 0x38a3, 0x3bdb, 0x33a2, 0x379b, 0x3a0e, 0x38b0, 0x39ba, 0x379b, 0x39d3, 0x3a51, 0x3b30, 0x3794, 
-0x3b76, 0x3042, 0x38cc, 0x2dfc, 0x3b1a, 0x37fb, 0x38f7, 0x3824, 0x386f, 0x38c7, 0x36ee, 0x3a9c, 0x38d3, 0x2c67, 0x3a80, 0x2f30, 0x3328, 0x3721, 0x3790, 0x34e5, 0x3a6c, 0x3643, 0x3934, 0x3034, 0x38d4, 0x362e, 0x3b4b, 0x3408, 0x30c2, 0x370e, 0x3b31, 0x3b16, 
-0x3b6b, 0x39d4, 0x339c, 0x381e, 0x313e, 0x3671, 0x3ae2, 0x3479, 0x3940, 0x342d, 0x3925, 0x370a, 0x35d8, 0x2dad, 0x3888, 0x24b9, 0x375d, 0x34bd, 0x3243, 0x2ebb, 0x3970, 0x3a21, 0x3a07, 0x3877, 0x3888, 0x3569, 0x372d, 0x2ac1, 0x331e, 0x384d, 0x3996, 0x34a4, 
-0x35c1, 0x33a9, 0x21ed, 0x3a42, 0x388d, 0x34e4, 0x33c3, 0x34f9, 0x3a7b, 0x33fb, 0x2cdd, 0x3b0e, 0x333b, 0x3973, 0x34fc, 0x3771, 0x32ea, 0x2de4, 0x31a8, 0x3946, 0x3657, 0x3a4e, 0x36f6, 0x2829, 0x3ba2, 0x3bdc, 0x3bb3, 0x306c, 0x398d, 0x3a1f, 0x3991, 0x3846, 
-0x3547, 0x3292, 0x2e85, 0x31ed, 0x3979, 0x3a90, 0x28a4, 0x3bed, 0x36d8, 0x340e, 0x3b6a, 0x3ab6, 0x3824, 0x382b, 0x3ac3, 0x3811, 0x36d7, 0x3519, 0x3a92, 0x3a42, 0x29d1, 0x383a, 0x3a9b, 0x300e, 0x2cd3, 0x39cd, 0x3874, 0x3a07, 0x2eb1, 0x3b86, 0x3ad8, 0x3a5d, 
-0x3712, 0x284a, 0x38c1, 0x3bec, 0x39c0, 0x32cd, 0x3ad8, 0x3bce, 0x3817, 0x3896, 0x3aa7, 0x3870, 0x3996, 0x32cc, 0x3a4c, 0x3757, 0x3814, 0x3b65, 0x3acb, 0x376e, 0x34c0, 0x3609, 0x3bf0, 0x3b24, 0x3b29, 0x3848, 0x34b7, 0x398a, 0x220c, 0x3498, 0x3a8c, 0x3883, 
-0x38c4, 0x3af6, 0x3a42, 0x2dd6, 0x3147, 0x3717, 0x3a8e, 0x3af9, 0x3296, 0x38ef, 0x34fa, 0x3555, 0x3b29, 0x38de, 0x315e, 0x3773, 0x3b67, 0x3116, 0x38ec, 0x357c, 0x35d0, 0x2518, 0x3958, 0x2a03, 0x37d9, 0x3699, 0x3a1e, 0x3230, 0x3b13, 0x36d4, 0x3b2a, 0x39ad, 
-0x3b10, 0x351a, 0x3b97, 0x3326, 0x2b54, 0x3b7d, 0x386f, 0x373e, 0x37fa, 0x389b, 0x3b90, 0x3292, 0x3975, 0x38f3, 0x37f1, 0x3590, 0x3810, 0x2fd7, 0x3bf7, 0x3a5a, 0x3a1c, 0x34dd, 0x354c, 0x32f8, 0x3095, 0x321e, 0x39e0, 0x395c, 0x3717, 0x357f, 0x394a, 0x34b1, 
-0x3ba4, 0x380c, 0x3604, 0x2f50, 0x348d, 0x3828, 0x3a9f, 0x39ce, 0x32ca, 0x3906, 0x3ab2, 0x2ca5, 0x38c9, 0x362a, 0x34b2, 0x29dc, 0x3a36, 0x3052, 0x31b7, 0x3589, 0x387c, 0x3401, 0x3b22, 0x3ad6, 0x3ae8, 0x3238, 0x3494, 0x3502, 0x3717, 0x3a6c, 0x3229, 0x368c, 
-0x3056, 0x3a56, 0x3498, 0x39eb, 0x2864, 0x342d, 0x39e0, 0x34a1, 0x2b99, 0x3a04, 0x38ff, 0x328c, 0x34d9, 0x387d, 0x3a3c, 0x32e5, 0x39eb, 0x3984, 0x34dd, 0x38a7, 0x373f, 0x39b4, 0x3235, 0x2f58, 0x2f39, 0x3800, 0x3758, 0x3939, 0x39fc, 0x3a4b, 0x38bf, 0x30ee, 
-0x345e, 0x39c8, 0x3a6d, 0x3262, 0x3b81, 0x31dc, 0x3a15, 0x3bd0, 0x36af, 0x36de, 0x37d5, 0x39d7, 0x3ad3, 0x3ac1, 0x3109, 0x35ea, 0x31c6, 0x398d, 0x3987, 0x3a4a, 0x34d2, 0x2ed2, 0x35e6, 0x352c, 0x39eb, 0x3bd6, 0x3a5b, 0x39d1, 0x34aa, 0x3ade, 0x394b, 0x38a1, 
-0x2bed, 0x38de, 0x3811, 0x3813, 0x391a, 0x374b, 0x3829, 0x3725, 0x38f0, 0x3583, 0x3966, 0x3a7d, 0x375a, 0x38fe, 0x3696, 0x361c, 0x39a8, 0x35f0, 0x38e1, 0x3003, 0x3595, 0x316e, 0x3862, 0x3af8, 0x3af2, 0x34c8, 0x381d, 0x37d8, 0x3893, 0x3a9c, 0x3989, 0x308c, 
-0x30cc, 0x2538, 0x399d, 0x3919, 0x399e, 0x21cc, 0x38e9, 0x30f8, 0x3a20, 0x3b3c, 0x3990, 0x259c, 0x3143, 0x3080, 0x3967, 0x3afb, 0x3a1b, 0x3779, 0x2eeb, 0x39f3, 0x379a, 0x369c, 0x3985, 0x3a1b, 0x3ba6, 0x3a53, 0x28d5, 0x3881, 0x31d9, 0x3a34, 0x3bd9, 0x393a, 
-0x3601, 0x2c6e, 0x3636, 0x3298, 0x39bb, 0x3a08, 0x38db, 0x35ad, 0x3a09, 0x36a6, 0x3bc7, 0x3bac, 0x34ae, 0x3291, 0x290b, 0x3250, 0x2648, 0x333d, 0x2bf3, 0x34b1, 0x30e0, 0x351f, 0x3a74, 0x38dc, 0x3883, 0x2841, 0x35e1, 0x390d, 0x3a50, 0x3abd, 0x386d, 0x3bb7, 
-0x3b94, 0x36b7, 0x3a49, 0x332f, 0x3a1d, 0x354b, 0x3bab, 0x3346, 0x3417, 0x351e, 0x3b6d, 0x391a, 0x2db3, 0x3b1c, 0x3a4a, 0x37b7, 0x36cf, 0x3a56, 0x39c4, 0x3be9, 0x34f0, 0x39be, 0x3691, 0x1ba5, 0x3888, 0x3040, 0x3ae1, 0x3b9b, 0x398f, 0x3a49, 0x3a16, 0x38c0, 
-0x386c, 0x39ab, 0x37fa, 0x382c, 0x3a6f, 0x393f, 0x340d, 0x38ef, 0x39d1, 0x3845, 0x398f, 0x363e, 0x3687, 0x3052, 0x3a2b, 0x392c, 0x2f5c, 0x3412, 0x3a1f, 0x3b2f, 0x3bcc, 0x3a63, 0x3a89, 0x36e9, 0x3921, 0x3b80, 0x2dc0, 0x3a03, 0x3beb, 0x38d3, 0x36cb, 0x39a3, 
-0x3978, 0x3a88, 0x3ba4, 0x3561, 0x28c5, 0x33a0, 0x37be, 0x2c39, 0x30ee, 0x3782, 0x2c07, 0x354e, 0x3491, 0x3a92, 0x331a, 0x3b15, 0x32e1, 0x3839, 0x3afb, 0x36c2, 0x2fd0, 0x29ad, 0x3b2e, 0x39c1, 0x2a8c, 0x341a, 0x2f90, 0x395a, 0x3969, 0x37ea, 0x3a5c, 0x3b6d, 
-0x3971, 0x3a93, 0x304e, 0x3623, 0x3a22, 0x31ee, 0x29df, 0x2c93, 0x3a01, 0x3a62, 0x366c, 0x371d, 0x3af3, 0x2e08, 0x3ac0, 0x3642, 0x3a28, 0x368d, 0x2d3d, 0x36d9, 0x32c3, 0x373f, 0x36fe, 0x3487, 0x2c81, 0x3623, 0x3b59, 0x3a91, 0x350a, 0x34f4, 0x3b09, 0x2c25, 
-0x3b13, 0x325a, 0x379e, 0x3a7d, 0x34b1, 0x39d5, 0x2ba8, 0x322b, 0x3b5e, 0x37ab, 0x2e24, 0x3ba9, 0x3a3d, 0x34f7, 0x3ba1, 0x3877, 0x3071, 0x39fb, 0x3bbd, 0x3633, 0x3b36, 0x2daa, 0x3b9b, 0x3aa0, 0x395c, 0x3b8f, 0x38d5, 0x3ab0, 0x3a8f, 0x36c2, 0x3b1f, 0x3489, 
-0x2acc, 0x3845, 0x3715, 0x37d8, 0x3992, 0x3bff, 0x350e, 0x3ad7, 0x39b0, 0x35ac, 0x3287, 0x385f, 0x3bd4, 0x37a3, 0x3438, 0x39a5, 0x3bcf, 0x38c3, 0x34f6, 0x3ae3, 0x3b57, 0x39af, 0x35eb, 0x3bed, 0x34d4, 0x2a95, 0x3b13, 0x384e, 0x3a3b, 0x33da, 0x3bce, 0x3b99, 
-0x3559, 0x3335, 0x3a2e, 0x3123, 0x38db, 0x33d0, 0x3638, 0x3b17, 0x3a72, 0x3afc, 0x3936, 0x3838, 0x2b69, 0x3895, 0x3a1a, 0x3192, 0x39d5, 0x37a5, 0x2eb0, 0x2e8b, 0x329a, 0x3b90, 0x390a, 0x3a1e, 0x3847, 0x375d, 0x3873, 0x35e2, 0x3771, 0x30f5, 0x3231, 0x3bd7, 
-0x2bbc, 0x3ace, 0x31ad, 0x3a6b, 0x28a4, 0x3b48, 0x3ba3, 0x3a84, 0x3353, 0x39f6, 0x381f, 0x2dd6, 0x314c, 0x34af, 0x3929, 0x3921, 0x383b, 0x34b0, 0x3923, 0x32c9, 0x3ae7, 0x318f, 0x3480, 0x2ad8, 0x3042, 0x3a4c, 0x349d, 0x2c12, 0x3abb, 0x3a57, 0x3b0d, 0x3111, 
-0x3359, 0x3a84, 0x38f2, 0x368d, 0x2f4b, 0x3ba0, 0x395c, 0x3026, 0x3a15, 0x2a04, 0x326e, 0x3522, 0x31a2, 0x382f, 0x2ada, 0x3b7c, 0x2f80, 0x3af5, 0x2d35, 0x38fa, 0x39ab, 0x2c6d, 0x2e7a, 0x39f6, 0x31a4, 0x3a53, 0x358c, 0x3951, 0x3a4e, 0x3916, 0x2a3f, 0x3ae9, 
-0x3b03, 0x39f8, 0x39fe, 0x3a61, 0x39fb, 0x3704, 0x360d, 0x39a7, 0x37a9, 0x348f, 0x3a30, 0x3af5, 0x366f, 0x3b29, 0x3a6a, 0x33d5, 0x370a, 0x39cd, 0x3444, 0x3bea, 0x3b2b, 0x312e, 0x3b8e, 0x32cf, 0x3b79, 0x3302, 0x3bba, 0x3962, 0x3413, 0x37a1, 0x39e0, 0x3805 
-};
\ No newline at end of file
diff --git a/astral/redmule/inc/z_2D.h b/astral/redmule/inc/z_2D.h
deleted file mode 100644
index aff808a..0000000
--- a/astral/redmule/inc/z_2D.h
+++ /dev/null
@@ -1,27 +0,0 @@
- /* Header file generated by RedMulE Golden Model */
-uint16_t z_oup_2D [24][32] = {
-0x4845, 0x4897, 0x4608, 0x4838, 0x4855, 0x487b, 0x4869, 0x4880, 0x46d1, 0x48b0, 0x48db, 0x483f, 0x48c9, 0x485f, 0x4881, 0x483a, 0x484b, 0x472c, 0x4762, 0x492b, 0x4822, 0x48fd, 0x488e, 0x492e, 0x483e, 0x484f, 0x49e8, 0x46d7, 0x484b, 0x489d, 0x490b, 0x47e9, 
-0x484f, 0x47d2, 0x44be, 0x4747, 0x47c7, 0x46c0, 0x4727, 0x48af, 0x46c5, 0x482d, 0x483d, 0x482e, 0x4897, 0x479f, 0x488b, 0x4749, 0x489a, 0x46a8, 0x46f2, 0x488b, 0x4891, 0x47e8, 0x4872, 0x483d, 0x4716, 0x46fd, 0x49b5, 0x46a0, 0x46e7, 0x47a4, 0x48a1, 0x4767, 
-0x4939, 0x4935, 0x4703, 0x48c1, 0x4863, 0x48bd, 0x4913, 0x48cf, 0x48b6, 0x48b8, 0x4946, 0x4920, 0x495e, 0x48e1, 0x4938, 0x48b2, 0x493a, 0x4882, 0x483b, 0x49d5, 0x4911, 0x4972, 0x496b, 0x49df, 0x48f2, 0x4888, 0x4a46, 0x4821, 0x48c1, 0x490c, 0x49b2, 0x48a3, 
-0x463a, 0x47b0, 0x44cb, 0x4762, 0x4765, 0x46b9, 0x466a, 0x4814, 0x4631, 0x4796, 0x4666, 0x474b, 0x4798, 0x4704, 0x4838, 0x4761, 0x47d3, 0x4590, 0x45ea, 0x48a2, 0x47f1, 0x4844, 0x484b, 0x4776, 0x47d6, 0x46d8, 0x48f3, 0x44d3, 0x46fa, 0x478d, 0x481e, 0x466e, 
-0x4827, 0x481e, 0x45a2, 0x4794, 0x4727, 0x4806, 0x475d, 0x48d5, 0x4708, 0x4828, 0x4862, 0x480d, 0x4895, 0x4832, 0x48bd, 0x47f1, 0x482a, 0x46a7, 0x47b1, 0x492d, 0x484d, 0x4884, 0x48dc, 0x485f, 0x476d, 0x480c, 0x48e9, 0x46d3, 0x4728, 0x4884, 0x48a0, 0x480e, 
-0x4862, 0x4813, 0x4675, 0x485a, 0x47e8, 0x4738, 0x4836, 0x4823, 0x46e7, 0x4821, 0x4822, 0x47b3, 0x4846, 0x4855, 0x4863, 0x4717, 0x4872, 0x47c1, 0x46d5, 0x488e, 0x47e2, 0x485f, 0x487c, 0x48b8, 0x481e, 0x4788, 0x48bd, 0x4677, 0x46c9, 0x47f8, 0x48fe, 0x47fc, 
-0x47a0, 0x47b2, 0x4588, 0x467e, 0x4662, 0x46c7, 0x46e8, 0x4812, 0x4536, 0x474e, 0x46c0, 0x468f, 0x481f, 0x4679, 0x46a1, 0x46e2, 0x4809, 0x4560, 0x4630, 0x47eb, 0x46b5, 0x4757, 0x4848, 0x477f, 0x46a6, 0x46d8, 0x4870, 0x459a, 0x4670, 0x4678, 0x47d2, 0x468c, 
-0x4762, 0x48c4, 0x46e3, 0x4791, 0x46b1, 0x486d, 0x47d0, 0x4867, 0x468d, 0x47f6, 0x48a5, 0x4756, 0x4857, 0x4854, 0x4866, 0x4838, 0x484d, 0x46ec, 0x47d2, 0x48f6, 0x484a, 0x4879, 0x4848, 0x483c, 0x471d, 0x4806, 0x48fa, 0x4730, 0x4768, 0x47b8, 0x4865, 0x46f9, 
-0x48a8, 0x4918, 0x46ca, 0x4867, 0x4800, 0x4862, 0x48d3, 0x4910, 0x474e, 0x4849, 0x48eb, 0x486b, 0x4966, 0x48c5, 0x48f4, 0x4830, 0x48f9, 0x4778, 0x481e, 0x499e, 0x48cf, 0x48f1, 0x4982, 0x4923, 0x487c, 0x47cf, 0x49ea, 0x4649, 0x4773, 0x495e, 0x48b2, 0x483f, 
-0x48a7, 0x4975, 0x4616, 0x481e, 0x481f, 0x4866, 0x48b6, 0x4864, 0x47dc, 0x4873, 0x485c, 0x487f, 0x4938, 0x491f, 0x490d, 0x48b6, 0x48f8, 0x48a1, 0x4859, 0x492d, 0x489c, 0x4915, 0x4899, 0x4887, 0x486c, 0x4859, 0x49ca, 0x471e, 0x4867, 0x4918, 0x48d3, 0x4827, 
-0x488b, 0x4998, 0x4704, 0x481d, 0x48b8, 0x4880, 0x4876, 0x4944, 0x470c, 0x48f2, 0x48b9, 0x489b, 0x4956, 0x48e5, 0x48d6, 0x48a5, 0x48dc, 0x4856, 0x484e, 0x49ab, 0x48e0, 0x490e, 0x48dd, 0x4945, 0x488b, 0x48dd, 0x4a32, 0x47ea, 0x4835, 0x4911, 0x4965, 0x4819, 
-0x460e, 0x481e, 0x452c, 0x4673, 0x475c, 0x4717, 0x46f6, 0x46d0, 0x4696, 0x46bc, 0x4726, 0x481e, 0x4763, 0x46ea, 0x46fe, 0x4758, 0x478b, 0x4627, 0x4704, 0x483f, 0x46ad, 0x47b1, 0x4792, 0x4816, 0x46f2, 0x4684, 0x4827, 0x45a8, 0x472f, 0x47a4, 0x4797, 0x462b, 
-0x483f, 0x48ab, 0x468f, 0x4863, 0x485a, 0x4766, 0x481d, 0x48cb, 0x47dc, 0x4903, 0x48fc, 0x4830, 0x48cc, 0x483e, 0x48ab, 0x4864, 0x4966, 0x4763, 0x4794, 0x499d, 0x488e, 0x488b, 0x48dc, 0x4960, 0x4854, 0x484c, 0x499c, 0x474c, 0x4826, 0x48bc, 0x4949, 0x4883, 
-0x489d, 0x4905, 0x4718, 0x481e, 0x48e3, 0x48f4, 0x48c1, 0x4904, 0x47e8, 0x48b3, 0x4892, 0x48d4, 0x48ff, 0x4894, 0x48d5, 0x4886, 0x48fa, 0x4803, 0x47d2, 0x492e, 0x4870, 0x48b2, 0x48e5, 0x492b, 0x487b, 0x4785, 0x49e3, 0x471d, 0x4837, 0x48bf, 0x489b, 0x48c4, 
-0x475c, 0x4871, 0x464a, 0x4811, 0x47af, 0x471c, 0x4817, 0x4817, 0x463b, 0x484e, 0x477f, 0x464f, 0x4704, 0x487c, 0x47a3, 0x4725, 0x4853, 0x462a, 0x465a, 0x4860, 0x4736, 0x4880, 0x47e1, 0x482b, 0x4811, 0x46c0, 0x48dc, 0x475d, 0x4668, 0x4806, 0x4893, 0x46f4, 
-0x4858, 0x4959, 0x463d, 0x487b, 0x480f, 0x484e, 0x48c0, 0x48a6, 0x4847, 0x4894, 0x48a0, 0x484a, 0x491e, 0x48f4, 0x48fc, 0x48b5, 0x48ce, 0x47d2, 0x47db, 0x497f, 0x4955, 0x4939, 0x48a7, 0x48ce, 0x4890, 0x4884, 0x49d6, 0x4763, 0x486e, 0x4922, 0x48f4, 0x48c3, 
-0x47ec, 0x491c, 0x4698, 0x4783, 0x4715, 0x4754, 0x4745, 0x4752, 0x472f, 0x4832, 0x4817, 0x4809, 0x47f8, 0x48c3, 0x47e6, 0x4800, 0x48b6, 0x4730, 0x480a, 0x48cb, 0x479e, 0x488e, 0x47c2, 0x488e, 0x472f, 0x47ee, 0x489d, 0x4744, 0x4755, 0x4851, 0x4846, 0x47d3, 
-0x4838, 0x48a0, 0x4634, 0x4762, 0x4786, 0x4806, 0x47e3, 0x482d, 0x4726, 0x486c, 0x47b7, 0x4803, 0x48ac, 0x4814, 0x48e0, 0x4839, 0x4827, 0x4750, 0x46f2, 0x48c5, 0x483f, 0x4886, 0x48ad, 0x4856, 0x47e8, 0x47a9, 0x4937, 0x4743, 0x46d0, 0x481f, 0x484c, 0x4804, 
-0x47fd, 0x481f, 0x456d, 0x4813, 0x474d, 0x4807, 0x4688, 0x480e, 0x46e8, 0x4810, 0x469f, 0x4799, 0x4853, 0x478f, 0x47f2, 0x4824, 0x47d0, 0x471f, 0x46da, 0x485f, 0x4813, 0x481c, 0x482e, 0x4863, 0x4786, 0x480b, 0x48c9, 0x46b8, 0x475a, 0x46e2, 0x4852, 0x46c5, 
-0x45af, 0x4802, 0x4466, 0x46c2, 0x465d, 0x4743, 0x46b7, 0x47ba, 0x4636, 0x46c3, 0x4677, 0x4784, 0x485a, 0x47c2, 0x46dc, 0x46ac, 0x47de, 0x460e, 0x465f, 0x4834, 0x47f4, 0x4769, 0x46fc, 0x4810, 0x45fd, 0x45ea, 0x48d0, 0x45b5, 0x4704, 0x4783, 0x4830, 0x46c4, 
-0x4759, 0x47c7, 0x453d, 0x45b0, 0x4741, 0x4702, 0x4736, 0x4793, 0x461b, 0x47ba, 0x470b, 0x46dd, 0x4657, 0x470b, 0x470d, 0x4710, 0x486c, 0x468f, 0x45c3, 0x46ba, 0x479d, 0x483b, 0x46c9, 0x4774, 0x46a9, 0x46a7, 0x4833, 0x4606, 0x4690, 0x46a9, 0x46f5, 0x46a7, 
-0x47ac, 0x48bb, 0x452c, 0x4803, 0x470f, 0x4824, 0x47d5, 0x48cb, 0x4707, 0x484a, 0x4832, 0x4797, 0x4851, 0x482c, 0x487a, 0x4877, 0x4891, 0x465d, 0x47f4, 0x48ce, 0x4898, 0x4899, 0x484e, 0x486a, 0x47ac, 0x47f0, 0x493e, 0x4611, 0x47e2, 0x489e, 0x488c, 0x46af, 
-0x4665, 0x4836, 0x45e4, 0x46b6, 0x46a1, 0x46b9, 0x46c8, 0x46dd, 0x4658, 0x474b, 0x467b, 0x4777, 0x4769, 0x4798, 0x4785, 0x475e, 0x472a, 0x4656, 0x45fb, 0x4881, 0x46fc, 0x472d, 0x476e, 0x47a3, 0x465d, 0x46ca, 0x4855, 0x4500, 0x464f, 0x479a, 0x46c3, 0x4738, 
-0x481e, 0x486c, 0x4659, 0x4801, 0x4756, 0x477a, 0x47d5, 0x487b, 0x4706, 0x4808, 0x484f, 0x4838, 0x4870, 0x4863, 0x48d3, 0x4806, 0x4865, 0x4771, 0x46be, 0x494c, 0x4915, 0x484c, 0x4900, 0x4862, 0x481a, 0x46e8, 0x4974, 0x46a0, 0x4775, 0x483d, 0x487c, 0x480e 
-};
\ No newline at end of file
diff --git a/astral/redmule/inc/z_output.h b/astral/redmule/inc/z_output.h
deleted file mode 100644
index 96c7e5f..0000000
--- a/astral/redmule/inc/z_output.h
+++ /dev/null
@@ -1,27 +0,0 @@
- /* Header file generated by RedMulE Golden Model */
-uint16_t z_oup [768] = {
-0x4845, 0x4897, 0x4608, 0x4838, 0x4855, 0x487b, 0x4869, 0x4880, 0x46d1, 0x48b0, 0x48db, 0x483f, 0x48c9, 0x485f, 0x4881, 0x483a, 0x484b, 0x472c, 0x4762, 0x492b, 0x4822, 0x48fd, 0x488e, 0x492e, 0x483e, 0x484f, 0x49e8, 0x46d7, 0x484b, 0x489d, 0x490b, 0x47e9, 
-0x484f, 0x47d2, 0x44be, 0x4747, 0x47c7, 0x46c0, 0x4727, 0x48af, 0x46c5, 0x482d, 0x483d, 0x482e, 0x4897, 0x479f, 0x488b, 0x4749, 0x489a, 0x46a8, 0x46f2, 0x488b, 0x4891, 0x47e8, 0x4872, 0x483d, 0x4716, 0x46fd, 0x49b5, 0x46a0, 0x46e7, 0x47a4, 0x48a1, 0x4767, 
-0x4939, 0x4935, 0x4703, 0x48c1, 0x4863, 0x48bd, 0x4913, 0x48cf, 0x48b6, 0x48b8, 0x4946, 0x4920, 0x495e, 0x48e1, 0x4938, 0x48b2, 0x493a, 0x4882, 0x483b, 0x49d5, 0x4911, 0x4972, 0x496b, 0x49df, 0x48f2, 0x4888, 0x4a46, 0x4821, 0x48c1, 0x490c, 0x49b2, 0x48a3, 
-0x463a, 0x47b0, 0x44cb, 0x4762, 0x4765, 0x46b9, 0x466a, 0x4814, 0x4631, 0x4796, 0x4666, 0x474b, 0x4798, 0x4704, 0x4838, 0x4761, 0x47d3, 0x4590, 0x45ea, 0x48a2, 0x47f1, 0x4844, 0x484b, 0x4776, 0x47d6, 0x46d8, 0x48f3, 0x44d3, 0x46fa, 0x478d, 0x481e, 0x466e, 
-0x4827, 0x481e, 0x45a2, 0x4794, 0x4727, 0x4806, 0x475d, 0x48d5, 0x4708, 0x4828, 0x4862, 0x480d, 0x4895, 0x4832, 0x48bd, 0x47f1, 0x482a, 0x46a7, 0x47b1, 0x492d, 0x484d, 0x4884, 0x48dc, 0x485f, 0x476d, 0x480c, 0x48e9, 0x46d3, 0x4728, 0x4884, 0x48a0, 0x480e, 
-0x4862, 0x4813, 0x4675, 0x485a, 0x47e8, 0x4738, 0x4836, 0x4823, 0x46e7, 0x4821, 0x4822, 0x47b3, 0x4846, 0x4855, 0x4863, 0x4717, 0x4872, 0x47c1, 0x46d5, 0x488e, 0x47e2, 0x485f, 0x487c, 0x48b8, 0x481e, 0x4788, 0x48bd, 0x4677, 0x46c9, 0x47f8, 0x48fe, 0x47fc, 
-0x47a0, 0x47b2, 0x4588, 0x467e, 0x4662, 0x46c7, 0x46e8, 0x4812, 0x4536, 0x474e, 0x46c0, 0x468f, 0x481f, 0x4679, 0x46a1, 0x46e2, 0x4809, 0x4560, 0x4630, 0x47eb, 0x46b5, 0x4757, 0x4848, 0x477f, 0x46a6, 0x46d8, 0x4870, 0x459a, 0x4670, 0x4678, 0x47d2, 0x468c, 
-0x4762, 0x48c4, 0x46e3, 0x4791, 0x46b1, 0x486d, 0x47d0, 0x4867, 0x468d, 0x47f6, 0x48a5, 0x4756, 0x4857, 0x4854, 0x4866, 0x4838, 0x484d, 0x46ec, 0x47d2, 0x48f6, 0x484a, 0x4879, 0x4848, 0x483c, 0x471d, 0x4806, 0x48fa, 0x4730, 0x4768, 0x47b8, 0x4865, 0x46f9, 
-0x48a8, 0x4918, 0x46ca, 0x4867, 0x4800, 0x4862, 0x48d3, 0x4910, 0x474e, 0x4849, 0x48eb, 0x486b, 0x4966, 0x48c5, 0x48f4, 0x4830, 0x48f9, 0x4778, 0x481e, 0x499e, 0x48cf, 0x48f1, 0x4982, 0x4923, 0x487c, 0x47cf, 0x49ea, 0x4649, 0x4773, 0x495e, 0x48b2, 0x483f, 
-0x48a7, 0x4975, 0x4616, 0x481e, 0x481f, 0x4866, 0x48b6, 0x4864, 0x47dc, 0x4873, 0x485c, 0x487f, 0x4938, 0x491f, 0x490d, 0x48b6, 0x48f8, 0x48a1, 0x4859, 0x492d, 0x489c, 0x4915, 0x4899, 0x4887, 0x486c, 0x4859, 0x49ca, 0x471e, 0x4867, 0x4918, 0x48d3, 0x4827, 
-0x488b, 0x4998, 0x4704, 0x481d, 0x48b8, 0x4880, 0x4876, 0x4944, 0x470c, 0x48f2, 0x48b9, 0x489b, 0x4956, 0x48e5, 0x48d6, 0x48a5, 0x48dc, 0x4856, 0x484e, 0x49ab, 0x48e0, 0x490e, 0x48dd, 0x4945, 0x488b, 0x48dd, 0x4a32, 0x47ea, 0x4835, 0x4911, 0x4965, 0x4819, 
-0x460e, 0x481e, 0x452c, 0x4673, 0x475c, 0x4717, 0x46f6, 0x46d0, 0x4696, 0x46bc, 0x4726, 0x481e, 0x4763, 0x46ea, 0x46fe, 0x4758, 0x478b, 0x4627, 0x4704, 0x483f, 0x46ad, 0x47b1, 0x4792, 0x4816, 0x46f2, 0x4684, 0x4827, 0x45a8, 0x472f, 0x47a4, 0x4797, 0x462b, 
-0x483f, 0x48ab, 0x468f, 0x4863, 0x485a, 0x4766, 0x481d, 0x48cb, 0x47dc, 0x4903, 0x48fc, 0x4830, 0x48cc, 0x483e, 0x48ab, 0x4864, 0x4966, 0x4763, 0x4794, 0x499d, 0x488e, 0x488b, 0x48dc, 0x4960, 0x4854, 0x484c, 0x499c, 0x474c, 0x4826, 0x48bc, 0x4949, 0x4883, 
-0x489d, 0x4905, 0x4718, 0x481e, 0x48e3, 0x48f4, 0x48c1, 0x4904, 0x47e8, 0x48b3, 0x4892, 0x48d4, 0x48ff, 0x4894, 0x48d5, 0x4886, 0x48fa, 0x4803, 0x47d2, 0x492e, 0x4870, 0x48b2, 0x48e5, 0x492b, 0x487b, 0x4785, 0x49e3, 0x471d, 0x4837, 0x48bf, 0x489b, 0x48c4, 
-0x475c, 0x4871, 0x464a, 0x4811, 0x47af, 0x471c, 0x4817, 0x4817, 0x463b, 0x484e, 0x477f, 0x464f, 0x4704, 0x487c, 0x47a3, 0x4725, 0x4853, 0x462a, 0x465a, 0x4860, 0x4736, 0x4880, 0x47e1, 0x482b, 0x4811, 0x46c0, 0x48dc, 0x475d, 0x4668, 0x4806, 0x4893, 0x46f4, 
-0x4858, 0x4959, 0x463d, 0x487b, 0x480f, 0x484e, 0x48c0, 0x48a6, 0x4847, 0x4894, 0x48a0, 0x484a, 0x491e, 0x48f4, 0x48fc, 0x48b5, 0x48ce, 0x47d2, 0x47db, 0x497f, 0x4955, 0x4939, 0x48a7, 0x48ce, 0x4890, 0x4884, 0x49d6, 0x4763, 0x486e, 0x4922, 0x48f4, 0x48c3, 
-0x47ec, 0x491c, 0x4698, 0x4783, 0x4715, 0x4754, 0x4745, 0x4752, 0x472f, 0x4832, 0x4817, 0x4809, 0x47f8, 0x48c3, 0x47e6, 0x4800, 0x48b6, 0x4730, 0x480a, 0x48cb, 0x479e, 0x488e, 0x47c2, 0x488e, 0x472f, 0x47ee, 0x489d, 0x4744, 0x4755, 0x4851, 0x4846, 0x47d3, 
-0x4838, 0x48a0, 0x4634, 0x4762, 0x4786, 0x4806, 0x47e3, 0x482d, 0x4726, 0x486c, 0x47b7, 0x4803, 0x48ac, 0x4814, 0x48e0, 0x4839, 0x4827, 0x4750, 0x46f2, 0x48c5, 0x483f, 0x4886, 0x48ad, 0x4856, 0x47e8, 0x47a9, 0x4937, 0x4743, 0x46d0, 0x481f, 0x484c, 0x4804, 
-0x47fd, 0x481f, 0x456d, 0x4813, 0x474d, 0x4807, 0x4688, 0x480e, 0x46e8, 0x4810, 0x469f, 0x4799, 0x4853, 0x478f, 0x47f2, 0x4824, 0x47d0, 0x471f, 0x46da, 0x485f, 0x4813, 0x481c, 0x482e, 0x4863, 0x4786, 0x480b, 0x48c9, 0x46b8, 0x475a, 0x46e2, 0x4852, 0x46c5, 
-0x45af, 0x4802, 0x4466, 0x46c2, 0x465d, 0x4743, 0x46b7, 0x47ba, 0x4636, 0x46c3, 0x4677, 0x4784, 0x485a, 0x47c2, 0x46dc, 0x46ac, 0x47de, 0x460e, 0x465f, 0x4834, 0x47f4, 0x4769, 0x46fc, 0x4810, 0x45fd, 0x45ea, 0x48d0, 0x45b5, 0x4704, 0x4783, 0x4830, 0x46c4, 
-0x4759, 0x47c7, 0x453d, 0x45b0, 0x4741, 0x4702, 0x4736, 0x4793, 0x461b, 0x47ba, 0x470b, 0x46dd, 0x4657, 0x470b, 0x470d, 0x4710, 0x486c, 0x468f, 0x45c3, 0x46ba, 0x479d, 0x483b, 0x46c9, 0x4774, 0x46a9, 0x46a7, 0x4833, 0x4606, 0x4690, 0x46a9, 0x46f5, 0x46a7, 
-0x47ac, 0x48bb, 0x452c, 0x4803, 0x470f, 0x4824, 0x47d5, 0x48cb, 0x4707, 0x484a, 0x4832, 0x4797, 0x4851, 0x482c, 0x487a, 0x4877, 0x4891, 0x465d, 0x47f4, 0x48ce, 0x4898, 0x4899, 0x484e, 0x486a, 0x47ac, 0x47f0, 0x493e, 0x4611, 0x47e2, 0x489e, 0x488c, 0x46af, 
-0x4665, 0x4836, 0x45e4, 0x46b6, 0x46a1, 0x46b9, 0x46c8, 0x46dd, 0x4658, 0x474b, 0x467b, 0x4777, 0x4769, 0x4798, 0x4785, 0x475e, 0x472a, 0x4656, 0x45fb, 0x4881, 0x46fc, 0x472d, 0x476e, 0x47a3, 0x465d, 0x46ca, 0x4855, 0x4500, 0x464f, 0x479a, 0x46c3, 0x4738, 
-0x481e, 0x486c, 0x4659, 0x4801, 0x4756, 0x477a, 0x47d5, 0x487b, 0x4706, 0x4808, 0x484f, 0x4838, 0x4870, 0x4863, 0x48d3, 0x4806, 0x4865, 0x4771, 0x46be, 0x494c, 0x4915, 0x484c, 0x4900, 0x4862, 0x481a, 0x46e8, 0x4974, 0x46a0, 0x4775, 0x483d, 0x487c, 0x480e 
-};
\ No newline at end of file
diff --git a/astral/redmule/redmule.c b/astral/redmule/redmule.c
deleted file mode 100644
index 992e223..0000000
--- a/astral/redmule/redmule.c
+++ /dev/null
@@ -1,112 +0,0 @@
-/*
- * Copyright (C) 2022-2023 ETH Zurich and University of Bologna
- *
- * Licensed under the Apache License, Version 2.0 (the "License");
- * you may not use this file except in compliance with the License.
- * You may obtain a copy of the License at
- *
- *     http://www.apache.org/licenses/LICENSE-2.0
- *
- * Unless required by applicable law or agreed to in writing, software
- * distributed under the License is distributed on an "AS IS" BASIS,
- * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
- * See the License for the specific language governing permissions and
- * limitations under the License.
- * SPDX-License-Identifier: Apache-2.0
- * 
- * Author: Yvan Tortorella  <yvan.tortorella@unibo.it>
- *
- * RedMulE SW test
- */
-
-#include <stdint.h>
-#include "stdio.h"
-#include "archi_redmule.h"
-#include "hal_redmule.h"
-#include "pulp.h"
-
-int main() {
-
-  volatile int errors = 0;
-
-  if(get_core_id() == 0){
-
-    uint16_t m_size = M_SIZE;
-    uint16_t n_size = N_SIZE;
-    uint16_t k_size = K_SIZE;
-
-    uint8_t *x_ext = x_inp;
-    uint8_t *w_ext = w_inp;
-    uint8_t *y_ext = y_inp;
-    uint8_t *z_ext = z_oup;
-
-    uint8_t volatile *x = (uint8_t volatile *) pi_l1_malloc(0, (2*m_size*n_size));
-    uint8_t volatile *w = (uint8_t volatile *) pi_l1_malloc(0, (2*n_size*k_size));
-    uint8_t volatile *y = (uint8_t volatile *) pi_l1_malloc(0, (2*m_size*k_size));
-
-    #ifdef USE_NO_DMA
-      generate_test_data16((int) x, (int) w, (int) y, (int) m_size, (int) n_size, (int) k_size);
-    #else
-      volatile unsigned int dma_id = 0;
-      dma_id = mchan_alloc();
-      mchan_transfer((unsigned int) 2*(2*m_size*n_size),
-                     (unsigned int) x_ext,
-                     (unsigned int) x    );
-      mchan_barrier(dma_id);
-      mchan_free(dma_id);
-    
-      dma_id = mchan_alloc();
-      mchan_transfer((unsigned int) 2*(2*n_size*k_size),
-                     (unsigned int) w_ext,
-                     (unsigned int) w    );
-      mchan_barrier(dma_id);
-      mchan_free(dma_id);
-    
-      dma_id = mchan_alloc();
-      mchan_transfer((unsigned int) 2*(2*m_size*k_size),
-                     (unsigned int) y_ext,
-                     (unsigned int) y    );
-      mchan_barrier(dma_id);
-    #endif
-
-    int gold_sum = 0, check_sum = 0;
-    int i,j;
-
-    int offload_id_tmp, offload_id;
-
-    // Enable RedMulE
-    hwpe_cg_enable();
-
-    hwpe_soft_clear();
-
-    // redmule_cfg ((unsigned int) x,
-    //              (unsigned int) w,
-    //              (unsigned int) y,
-    //              m_size, n_size, k_size,
-    //              (uint8_t) GEMM,
-    //              (uint8_t) Float16);
-    redmule_x_add_set ((unsigned int) x);
-    redmule_w_add_set ((unsigned int) w);
-    redmule_y_add_set ((unsigned int) y);
-    redmule_z_add_set ((unsigned int) y);
-    redmule_cfg (m_size, n_size, k_size, gemm_ops);
-
-    // Start RedMulE operation
-    hwpe_trigger_job();
-
-    // Wait for end of computation
-    redmule_evt_wait();
-
-    // Disable RedMulE
-    hwpe_cg_disable();
-
-    errors = redmule_compare16((int) y, (int) m_size, (int) k_size);
-
-    *(int *) 0x1A1040A0 = errors;
-
-    printf ("Terminated test with %d errors. See you!\n", errors);
-
-  }
-  synch_barrier();
-  return errors;
-}

From 484768eb4027d52132a83196247bbc05e2151598 Mon Sep 17 00:00:00 2001
From: Riccardo Tedeschi <riccardo.tedeschi6@unibo.it>
Date: Fri, 29 Mar 2024 12:07:05 +0100
Subject: [PATCH 30/56] Fix ECC scrubber test return value

---
 astral/ecc_test/ecc_test.c   | 2 +-
 carfield/ecc_test/ecc_test.c | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/astral/ecc_test/ecc_test.c b/astral/ecc_test/ecc_test.c
index d3c92bd..99ee1cf 100644
--- a/astral/ecc_test/ecc_test.c
+++ b/astral/ecc_test/ecc_test.c
@@ -65,5 +65,5 @@ int main() {
 
   printf("mismatch_cnt: %d, fix_cnt: %d, uncorrectable_cnt: %d\n", mismatch_cnt, fix_cnt, uncorrectable_cnt);
 
-  return (error != 0) ^ (uncorrectable_cnt != 0);
+  return (error != 0) && (uncorrectable_cnt == 0);
 }
diff --git a/carfield/ecc_test/ecc_test.c b/carfield/ecc_test/ecc_test.c
index d3c92bd..99ee1cf 100644
--- a/carfield/ecc_test/ecc_test.c
+++ b/carfield/ecc_test/ecc_test.c
@@ -65,5 +65,5 @@ int main() {
 
   printf("mismatch_cnt: %d, fix_cnt: %d, uncorrectable_cnt: %d\n", mismatch_cnt, fix_cnt, uncorrectable_cnt);
 
-  return (error != 0) ^ (uncorrectable_cnt != 0);
+  return (error != 0) && (uncorrectable_cnt == 0);
 }

From c4af4ddd3a945f35e7b1240ea3add056f515cac3 Mon Sep 17 00:00:00 2001
From: Andrea Belano <andrea.belano@gmail.com>
Date: Tue, 7 May 2024 16:29:06 +0200
Subject: [PATCH 31/56] Added softex tests

---
 hwpe/softex/Makefile       |    9 +
 hwpe/softex/archi_softex.h |   81 +++
 hwpe/softex/hal_softex.h   |   91 ++++
 hwpe/softex/inc/golden.h   | 1031 +++++++++++++++++++++++++++++++++++
 hwpe/softex/inc/scores.h   | 1037 ++++++++++++++++++++++++++++++++++++
 hwpe/softex/softex.c       |   96 ++++
 6 files changed, 2345 insertions(+)
 create mode 100644 hwpe/softex/Makefile
 create mode 100644 hwpe/softex/archi_softex.h
 create mode 100644 hwpe/softex/hal_softex.h
 create mode 100644 hwpe/softex/inc/golden.h
 create mode 100644 hwpe/softex/inc/scores.h
 create mode 100644 hwpe/softex/softex.c

diff --git a/hwpe/softex/Makefile b/hwpe/softex/Makefile
new file mode 100644
index 0000000..a15e398
--- /dev/null
+++ b/hwpe/softex/Makefile
@@ -0,0 +1,9 @@
+PULP_APP = test
+PULP_APP_SRCS = softex.c
+PULP_CFLAGS = -O3
+
+ifeq ($(use_dma),1)
+ PULP_CFLAGS += -DUSE_DMA
+endif
+
+include $(PULP_SDK_HOME)/install/rules/pulp_rt.mk
diff --git a/hwpe/softex/archi_softex.h b/hwpe/softex/archi_softex.h
new file mode 100644
index 0000000..70727a2
--- /dev/null
+++ b/hwpe/softex/archi_softex.h
@@ -0,0 +1,81 @@
+/*
+ * Andrea Belano <andrea.belano@studio.unibo.it>
+ *
+ * Copyright 2024 ETH Zurich and University of Bologna
+ *
+ * Licensed under the Apache License, Version 2.0 (the "License");
+ * you may not use this file except in compliance with the License.
+ * You may obtain a copy of the License at
+ *
+ *     http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ *
+ * SPDX-License-Identifier: Apache-2.0
+ */
+
+#ifndef __ARCHI_SOFTEX__
+#define __ARCHI_SOFTEX__
+
+#define DATA_WIDTH      256
+
+/* PULP Cluster Archi defines */
+#define ARCHI_CLUST_CTRL_BASE 0x50200000
+#define ARCHI_CLUST_HWPE_BASE 0x50201000
+#define DMA_COMMAND_QUEUE     0x50204400
+#define DMA_STATUS_REGISTER   0x50204404
+#define ARCHI_CL_HWPE_EVT0 12
+#define ARCHI_CL_HWPE_EVT1 13
+#define FC_DMA_EVENT 8
+#define CL_DMA_EVENT 22
+#define CLUST_CTRL_HWPE_EN 0x18
+#define CLUST_CTRL_HWPE_EN_MASK 0x800
+#define __builtin_bitinsert(a,b,c,d) (a | (((b << (32-c)) >> (32-c)) << d))
+
+#define SOFTEX_BASE_ADD    ARCHI_CLUST_HWPE_BASE
+#define SOFTEX_CG_EN_MSK      0x4000
+// Commands
+#define SOFTEX_TRIGGER     0x00
+#define SOFTEX_ACQUIRE     0x04
+#define SOFTEX_FINISHED    0x08
+#define SOFTEX_STATUS      0x0C
+#define SOFTEX_RUNNING_JOB 0x10
+#define SOFTEX_SOFT_CLEAR  0x14
+
+#define SOFTEX_REG_OFFS    0x20
+
+#define SOFTEX_IN_ADDR         SOFTEX_REG_OFFS + 0x00
+#define SOFTEX_OUT_ADDR        SOFTEX_REG_OFFS + 0x04
+#define SOFTEX_TOT_LEN         SOFTEX_REG_OFFS + 0x08
+#define SOFTEX_COMMANDS        SOFTEX_REG_OFFS + 0x0C
+#define SOFTEX_CACHE_BASE_ADDR SOFTEX_REG_OFFS + 0x10
+#define SOFTEX_CAST_CTRL       SOFTEX_REG_OFFS + 0x14
+
+
+#define SOFTEX_CMD_ACC_ONLY        0x00000001
+#define SOFTEX_CMD_DIV_ONLY        0x00000002
+#define SOFTEX_CMD_ACQUIRE_SLOT    0x00000004
+#define SOFTEX_CMD_LAST            0x00000008
+#define SOFTEX_CMD_SET_CACHE_ADDR  0x00000010
+#define SOFTEX_CMD_NO_OP           0x00000020
+#define SOFTEX_CMD_INT_INPUT       0x00000040
+#define SOFTEX_CMD_INT_OUTPUT      0x00000080
+
+/* DMA Archi */
+#define DMA_TX  0
+#define DMA_RX  1
+#define DMA_INC 1
+
+#define PLP_DMA_TYPE_BIT    0x00000011
+#define PLP_DMA_INCR_BIT    0x00000012
+#define PLP_DMA_2D_BIT      0x00000013
+#define PLP_DMA_ELE_BIT     0x00000014
+#define PLP_DMA_ILE_BIT     0x00000015
+#define PLP_DMA_BLE_BIT     0x00000016
+#define PLP_DMA_2D_TCDM_BIT 0x0000017
+
+#endif
\ No newline at end of file
diff --git a/hwpe/softex/hal_softex.h b/hwpe/softex/hal_softex.h
new file mode 100644
index 0000000..199a972
--- /dev/null
+++ b/hwpe/softex/hal_softex.h
@@ -0,0 +1,91 @@
+/*
+ * Andrea Belano <andrea.belano@studio.unibo.it>
+ *
+ * Copyright 2024 ETH Zurich and University of Bologna
+ *
+ * Licensed under the Apache License, Version 2.0 (the "License");
+ * you may not use this file except in compliance with the License.
+ * You may obtain a copy of the License at
+ *
+ *     http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ *
+ * SPDX-License-Identifier: Apache-2.0
+ */
+
+#ifndef __HAL_SOFTEX__
+#define __HAL_SOFTEX__
+
+#include <pulp.h>
+#include "archi_softex.h"
+
+#define HWPE_WRITE(value, offset) *(volatile int *)(SOFTEX_BASE_ADD + offset) = value
+#define HWPE_READ(offset) *(volatile int *)(SOFTEX_BASE_ADD + offset)
+
+static inline void hwpe_trigger_job() {
+    HWPE_WRITE(0, SOFTEX_TRIGGER);
+}
+
+static inline int hwpe_acquire_job() {
+    return HWPE_READ(SOFTEX_ACQUIRE);
+}
+
+static inline unsigned int hwpe_get_status() {
+    return HWPE_READ(SOFTEX_STATUS);
+}
+
+static inline void hwpe_soft_clear() {
+  HWPE_WRITE(0, SOFTEX_SOFT_CLEAR);
+}
+
+static inline void hwpe_cg_enable() {
+  *(volatile int*) (ARCHI_CLUST_CTRL_BASE + CLUST_CTRL_HWPE_EN) |= (CLUST_CTRL_HWPE_EN_MASK | SOFTEX_CG_EN_MSK);
+}
+
+static inline void hwpe_cg_disable() {
+  *(volatile int*) (ARCHI_CLUST_CTRL_BASE + CLUST_CTRL_HWPE_EN) &= ~(CLUST_CTRL_HWPE_EN_MASK | SOFTEX_CG_EN_MSK);
+}
+
+static inline void softex_evt_wait() {
+  do {
+    eu_evt_maskWaitAndClr (1 << ARCHI_CL_HWPE_EVT0);
+  } while((*(int volatile *)(ARCHI_CLUST_HWPE_BASE + SOFTEX_STATUS)) != 0);
+}
+
+/* DMA APIs */
+static inline int mchan_alloc(){
+  return *(volatile int*) DMA_COMMAND_QUEUE;
+}
+
+static inline void mchan_transfer(unsigned int len,
+                                  unsigned int ext_addr,
+                                  unsigned int tcdm_addr) {
+
+  *(volatile int*) DMA_COMMAND_QUEUE = len |
+                                       (DMA_RX << PLP_DMA_TYPE_BIT)  |
+                                       (DMA_INC << PLP_DMA_INCR_BIT) |
+                                       (0 << PLP_DMA_2D_BIT)         |
+                                       (1 << PLP_DMA_ELE_BIT)        |
+                                       (1 << PLP_DMA_ILE_BIT)        |
+                                       (0 << PLP_DMA_BLE_BIT)        |
+                                       (0 << PLP_DMA_2D_TCDM_BIT);
+  *(volatile int*) DMA_COMMAND_QUEUE = tcdm_addr;
+  *(volatile int*) DMA_COMMAND_QUEUE = ext_addr;
+}
+
+static inline void mchan_barrier(int id) {
+  while(((*(volatile int*)(DMA_STATUS_REGISTER)) >> id ) & 0x1 ) {
+    eu_evt_maskWaitAndClr(1 << FC_DMA_EVENT);
+ }
+}
+
+static inline void mchan_free(int id) {
+  *(volatile int*) DMA_STATUS_REGISTER = 0x1 << id;
+}
+
+#endif
\ No newline at end of file
diff --git a/hwpe/softex/inc/golden.h b/hwpe/softex/inc/golden.h
new file mode 100644
index 0000000..12f0012
--- /dev/null
+++ b/hwpe/softex/inc/golden.h
@@ -0,0 +1,1031 @@
+#ifndef __SOFTEX_GOLDEN__
+#define __SOFTEX_GOLDEN__
+
+#define GOLDEN {    \
+   0x31c8,    \
+   0x323b,    \
+   0x2cba,    \
+   0x2bf2,    \
+   0x3c72,    \
+   0x2c91,    \
+   0x39a1,    \
+   0x308b,    \
+   0x3c56,    \
+   0x395d,    \
+   0x308b,    \
+   0x2f8c,    \
+   0x2d45,    \
+   0x3693,    \
+   0x2613,    \
+   0x3a16,    \
+   0x32fe,    \
+   0x326f,    \
+   0x3310,    \
+   0x2b82,    \
+   0x2fb4,    \
+   0x2c91,    \
+   0x2f5b,    \
+   0x28dd,    \
+   0x3730,    \
+   0x3b28,    \
+   0x3b58,    \
+   0x364a,    \
+   0x2c1b,    \
+   0x3890,    \
+   0x2c80,    \
+   0x3c89,    \
+   0x38d1,    \
+   0x2cef,    \
+   0x2f2a,    \
+   0x29db,    \
+   0x2cba,    \
+   0x294e,    \
+   0x3906,    \
+   0x38b8,    \
+   0x39cf,    \
+   0x3a8c,    \
+   0x38d1,    \
+   0x3028,    \
+   0x3a78,    \
+   0x2e7b,    \
+   0x2d90,    \
+   0x2f5b,    \
+   0x31c8,    \
+   0x2f9f,    \
+   0x29f8,    \
+   0x364a,    \
+   0x34db,    \
+   0x33fb,    \
+   0x3ae8,    \
+   0x381a,    \
+   0x3028,    \
+   0x35bf,    \
+   0x2689,    \
+   0x364a,    \
+   0x3211,    \
+   0x3791,    \
+   0x33c3,    \
+   0x3748,    \
+   0x3a5b,    \
+   0x39a1,    \
+   0x2672,    \
+   0x276f,    \
+   0x34db,    \
+   0x2656,    \
+   0x2cef,    \
+   0x3c13,    \
+   0x33ac,    \
+   0x3386,    \
+   0x39a1,    \
+   0x3058,    \
+   0x3253,    \
+   0x3b75,    \
+   0x3a9f,    \
+   0x2753,    \
+   0x360b,    \
+   0x309d,    \
+   0x3568,    \
+   0x3c89,    \
+   0x276f,    \
+   0x28ac,    \
+   0x35bf,    \
+   0x38a3,    \
+   0x344f,    \
+   0x2ea1,    \
+   0x3003,    \
+   0x3c3d,    \
+   0x3a16,    \
+   0x2626,    \
+   0x2d2e,    \
+   0x3436,    \
+   0x37f0,    \
+   0x31c8,    \
+   0x36bd,    \
+   0x2db8,    \
+   0x3386,    \
+   0x3a41,    \
+   0x33dd,    \
+   0x3200,    \
+   0x2823,    \
+   0x3c02,    \
+   0x2dd1,    \
+   0x3225,    \
+   0x2898,    \
+   0x340e,    \
+   0x387e,    \
+   0x3808,    \
+   0x30b2,    \
+   0x381a,    \
+   0x371c,    \
+   0x2689,    \
+   0x27ae,    \
+   0x3be5,    \
+   0x2b32,    \
+   0x33ac,    \
+   0x3c56,    \
+   0x2656,    \
+   0x2c48,    \
+   0x2cd3,    \
+   0x2672,    \
+   0x3a5b,    \
+   0x3583,    \
+   0x3943,    \
+   0x2bd6,    \
+   0x2a67,    \
+   0x387e,    \
+   0x3c3d,    \
+   0x3709,    \
+   0x3ab4,    \
+   0x3534,    \
+   0x3c13,    \
+   0x29aa,    \
+   0x2a95,    \
+   0x269b,    \
+   0x346a,    \
+   0x3211,    \
+   0x3943,    \
+   0x2921,    \
+   0x3b9d,    \
+   0x2cd3,    \
+   0x3a41,    \
+   0x3890,    \
+   0x323b,    \
+   0x2cef,    \
+   0x2851,    \
+   0x3225,    \
+   0x2b4a,    \
+   0x2bbd,    \
+   0x2a67,    \
+   0x3351,    \
+   0x3351,    \
+   0x2823,    \
+   0x3028,    \
+   0x382e,    \
+   0x3808,    \
+   0x2cba,    \
+   0x3665,    \
+   0x2d2e,    \
+   0x2ca5,    \
+   0x2db8,    \
+   0x3cb0,    \
+   0x2fb4,    \
+   0x2838,    \
+   0x36a7,    \
+   0x3253,    \
+   0x2810,    \
+   0x2753,    \
+   0x395d,    \
+   0x2f41,    \
+   0x36bd,    \
+   0x279a,    \
+   0x3126,    \
+   0x3172,    \
+   0x336d,    \
+   0x2f05,    \
+   0x2f9f,    \
+   0x35a8,    \
+   0x392c,    \
+   0x3015,    \
+   0x3780,    \
+   0x303f,    \
+   0x2e8e,    \
+   0x36a7,    \
+   0x39cf,    \
+   0x34db,    \
+   0x2f41,    \
+   0x39a1,    \
+   0x3ce2,    \
+   0x28fa,    \
+   0x2a4c,    \
+   0x38ed,    \
+   0x2936,    \
+   0x3ab4,    \
+   0x3102,    \
+   0x30ca,    \
+   0x3be5,    \
+   0x31b0,    \
+   0x2dd1,    \
+   0x2e18,    \
+   0x36a7,    \
+   0x361d,    \
+   0x27fd,    \
+   0x2eb6,    \
+   0x3a16,    \
+   0x2eb6,    \
+   0x2a67,    \
+   0x37d3,    \
+   0x3436,    \
+   0x33c3,    \
+   0x336d,    \
+   0x27c5,    \
+   0x2f5b,    \
+   0x360b,    \
+   0x2cd3,    \
+   0x387e,    \
+   0x3568,    \
+   0x3890,    \
+   0x3b9d,    \
+   0x3be5,    \
+   0x2788,    \
+   0x27fd,    \
+   0x2886,    \
+   0x3126,    \
+   0x2eea,    \
+   0x2753,    \
+   0x2f8c,    \
+   0x34db,    \
+   0x2d2e,    \
+   0x3075,    \
+   0x360b,    \
+   0x2a1f,    \
+   0x3595,    \
+   0x3682,    \
+   0x2eb6,    \
+   0x29db,    \
+   0x395d,    \
+   0x2f2a,    \
+   0x2bbd,    \
+   0x3906,    \
+   0x263c,    \
+   0x2e06,    \
+   0x3acc,    \
+   0x2700,    \
+   0x28dd,    \
+   0x2f16,    \
+   0x2a67,    \
+   0x309d,    \
+   0x2b1d,    \
+   0x2aa8,    \
+   0x3709,    \
+   0x28fa,    \
+   0x3436,    \
+   0x3534,    \
+   0x3b03,    \
+   0x2fe7,    \
+   0x2aa8,    \
+   0x2823,    \
+   0x326f,    \
+   0x32ae,    \
+   0x3c72,    \
+   0x29db,    \
+   0x3253,    \
+   0x29db,    \
+   0x3225,    \
+   0x2c91,    \
+   0x2700,    \
+   0x2bf2,    \
+   0x3bca,    \
+   0x34f8,    \
+   0x29db,    \
+   0x3568,    \
+   0x27c5,    \
+   0x3730,    \
+   0x2672,    \
+   0x3730,    \
+   0x3a2a,    \
+   0x303f,    \
+   0x32c5,    \
+   0x33c3,    \
+   0x3693,    \
+   0x37f0,    \
+   0x33ac,    \
+   0x3906,    \
+   0x313d,    \
+   0x3780,    \
+   0x2cba,    \
+   0x2c30,    \
+   0x3c72,    \
+   0x2cd3,    \
+   0x2810,    \
+   0x263c,    \
+   0x382e,    \
+   0x28fa,    \
+   0x382e,    \
+   0x395d,    \
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+   0x38ed,    \
+   0x397b,    \
+   0x30ca,    \
+   0x2f78,    \
+   0x2a0c,    \
+   0x3075,    \
+   0x2d2e,    \
+   0x2656,    \
+   0x3a16,    \
+   0x2a83,    \
+   0x2c80,    \
+   0x3693,    \
+   0x354c,    \
+   0x2788,    \
+   0x36f2,    \
+   0x37f0,    \
+   0x27ae,    \
+   0x34f8,    \
+   0x2b82,    \
+   0x35a8,    \
+   0x3632,    \
+   0x2f16,    \
+}
+
+#endif
\ No newline at end of file
diff --git a/hwpe/softex/inc/scores.h b/hwpe/softex/inc/scores.h
new file mode 100644
index 0000000..d60ba7a
--- /dev/null
+++ b/hwpe/softex/inc/scores.h
@@ -0,0 +1,1037 @@
+#ifndef __SOFTEX_SCORES__
+#define __SOFTEX_SCORES__
+
+#define LENGTH  1024
+
+#define FMT_WIDTH  2
+
+#define N_VECTORS  1
+
+#define SCORES {  \
+   0x4182,    \
+   0x4187,    \
+   0x4114,    \
+   0x4102,    \
+   0x41f8,    \
+   0x4110,    \
+   0x41d9,    \
+   0x4168,    \
+   0x41f7,    \
+   0x41d6,    \
+   0x4168,    \
+   0x4152,    \
+   0x4120,    \
+   0x41b7,    \
+   0x0000,    \
+   0x41de,    \
+   0x418f,    \
+   0x4189,    \
+   0x4190,    \
+   0x40f0,    \
+   0x4156,    \
+   0x4110,    \
+   0x414e,    \
+   0x4078,    \
+   0x41be,    \
+   0x41ea,    \
+   0x41ec,    \
+   0x41b4,    \
+   0x4106,    \
+   0x41cd,    \
+   0x410e,    \
+   0x41f9,    \
+   0x41d0,    \
+   0x4118,    \
+   0x414a,    \
+   0x40a8,    \
+   0x4114,    \
+   0x4090,    \
+   0x41d2,    \
+   0x41cf,    \
+   0x41db,    \
+   0x41e3,    \
+   0x41d0,    \
+   0x4160,    \
+   0x41e2,    \
+   0x413a,    \
+   0x4126,    \
+   0x414e,    \
+   0x4182,    \
+   0x4154,    \
+   0x40ac,    \
+   0x41b4,    \
+   0x41a4,    \
+   0x419a,    \
+   0x41e7,    \
+   0x41c8,    \
+   0x4160,    \
+   0x41ae,    \
+   0x3f20,    \
+   0x41b4,    \
+   0x4185,    \
+   0x41c2,    \
+   0x4198,    \
+   0x41bf,    \
+   0x41e1,    \
+   0x41d9,    \
+   0x3f00,    \
+   0x3ff0,    \
+   0x41a4,    \
+   0x3ec0,    \
+   0x4118,    \
+   0x41f4,    \
+   0x4197,    \
+   0x4195,    \
+   0x41d9,    \
+   0x4164,    \
+   0x4188,    \
+   0x41ed,    \
+   0x41e4,    \
+   0x3fe0,    \
+   0x41b1,    \
+   0x416a,    \
+   0x41aa,    \
+   0x41f9,    \
+   0x3ff0,    \
+   0x4068,    \
+   0x41ae,    \
+   0x41ce,    \
+   0x419e,    \
+   0x413e,    \
+   0x415c,    \
+   0x41f6,    \
+   0x41de,    \
+   0x3e00,    \
+   0x411e,    \
+   0x419d,    \
+   0x41c6,    \
+   0x4182,    \
+   0x41b9,    \
+   0x412a,    \
+   0x4195,    \
+   0x41e0,    \
+   0x4199,    \
+   0x4184,    \
+   0x4038,    \
+   0x41f3,    \
+   0x412c,    \
+   0x4186,    \
+   0x4060,    \
+   0x419b,    \
+   0x41cc,    \
+   0x41c7,    \
+   0x416c,    \
+   0x41c8,    \
+   0x41bd,    \
+   0x3f20,    \
+   0x4010,    \
+   0x41f2,    \
+   0x40e4,    \
+   0x4197,    \
+   0x41f7,    \
+   0x3ec0,    \
+   0x410a,    \
+   0x4116,    \
+   0x3f00,    \
+   0x41e1,    \
+   0x41ab,    \
+   0x41d5,    \
+   0x4100,    \
+   0x40c0,    \
+   0x41cc,    \
+   0x41f6,    \
+   0x41bc,    \
+   0x41e5,    \
+   0x41a8,    \
+   0x41f4,    \
+   0x40a0,    \
+   0x40c8,    \
+   0x3f40,    \
+   0x419f,    \
+   0x4185,    \
+   0x41d5,    \
+   0x4088,    \
+   0x41ef,    \
+   0x4116,    \
+   0x41e0,    \
+   0x41cd,    \
+   0x4187,    \
+   0x4118,    \
+   0x4048,    \
+   0x4186,    \
+   0x40e8,    \
+   0x40fc,    \
+   0x40c0,    \
+   0x4193,    \
+   0x4193,    \
+   0x4038,    \
+   0x4160,    \
+   0x41c9,    \
+   0x41c7,    \
+   0x4114,    \
+   0x41b5,    \
+   0x411e,    \
+   0x4112,    \
+   0x412a,    \
+   0x41fb,    \
+   0x4156,    \
+   0x4040,    \
+   0x41b8,    \
+   0x4188,    \
+   0x4030,    \
+   0x3fe0,    \
+   0x41d6,    \
+   0x414c,    \
+   0x41b9,    \
+   0x4008,    \
+   0x4176,    \
+   0x417c,    \
+   0x4194,    \
+   0x4146,    \
+   0x4154,    \
+   0x41ad,    \
+   0x41d4,    \
+   0x415e,    \
+   0x41c1,    \
+   0x4162,    \
+   0x413c,    \
+   0x41b8,    \
+   0x41db,    \
+   0x41a4,    \
+   0x414c,    \
+   0x41d9,    \
+   0x41fd,    \
+   0x4080,    \
+   0x40bc,    \
+   0x41d1,    \
+   0x408c,    \
+   0x41e5,    \
+   0x4172,    \
+   0x416e,    \
+   0x41f2,    \
+   0x4181,    \
+   0x412c,    \
+   0x4132,    \
+   0x41b8,    \
+   0x41b2,    \
+   0x4028,    \
+   0x4140,    \
+   0x41de,    \
+   0x4140,    \
+   0x40c0,    \
+   0x41c5,    \
+   0x419d,    \
+   0x4198,    \
+   0x4194,    \
+   0x4018,    \
+   0x414e,    \
+   0x41b1,    \
+   0x4116,    \
+   0x41cc,    \
+   0x41aa,    \
+   0x41cd,    \
+   0x41ef,    \
+   0x41f2,    \
+   0x4000,    \
+   0x4028,    \
+   0x4058,    \
+   0x4176,    \
+   0x4144,    \
+   0x3fe0,    \
+   0x4152,    \
+   0x41a4,    \
+   0x411e,    \
+   0x4166,    \
+   0x41b1,    \
+   0x40b4,    \
+   0x41ac,    \
+   0x41b6,    \
+   0x4140,    \
+   0x40a8,    \
+   0x41d6,    \
+   0x414a,    \
+   0x40fc,    \
+   0x41d2,    \
+   0x3e80,    \
+   0x4130,    \
+   0x41e6,    \
+   0x3fa0,    \
+   0x4078,    \
+   0x4148,    \
+   0x40c0,    \
+   0x416a,    \
+   0x40e0,    \
+   0x40cc,    \
+   0x41bc,    \
+   0x4080,    \
+   0x419d,    \
+   0x41a8,    \
+   0x41e8,    \
+   0x415a,    \
+   0x40cc,    \
+   0x4038,    \
+   0x4189,    \
+   0x418c,    \
+   0x41f8,    \
+   0x40a8,    \
+   0x4188,    \
+   0x40a8,    \
+   0x4186,    \
+   0x4110,    \
+   0x3fa0,    \
+   0x4102,    \
+   0x41f1,    \
+   0x41a5,    \
+   0x40a8,    \
+   0x41aa,    \
+   0x4018,    \
+   0x41be,    \
+   0x3f00,    \
+   0x41be,    \
+   0x41df,    \
+   0x4162,    \
+   0x418d,    \
+   0x4198,    \
+   0x41b7,    \
+   0x41c6,    \
+   0x4197,    \
+   0x41d2,    \
+   0x4178,    \
+   0x41c1,    \
+   0x4114,    \
+   0x4108,    \
+   0x41f8,    \
+   0x4116,    \
+   0x4030,    \
+   0x3e80,    \
+   0x41c9,    \
+   0x4080,    \
+   0x41c9,    \
+   0x41d6,    \
+   0x4068,    \
+   0x41ce,    \
+   0x418e,    \
+   0x3fc0,    \
+   0x4181,    \
+   0x0000,    \
+   0x3fd0,    \
+   0x4118,    \
+   0x40a4,    \
+   0x40f4,    \
+   0x4150,    \
+   0x4134,    \
+   0x419e,    \
+   0x40f4,    \
+   0x409c,    \
+   0x4122,    \
+   0x41fd,    \
+   0x41f2,    \
+   0x3f00,    \
+   0x4070,    \
+   0x412e,    \
+   0x41a4,    \
+   0x40e8,    \
+   0x41d0,    \
+   0x4010,    \
+   0x41d1,    \
+   0x4106,    \
+   0x417c,    \
+   0x418a,    \
+   0x4030,    \
+   0x40fc,    \
+   0x41e8,    \
+   0x4189,    \
+   0x41e9,    \
+   0x41ef,    \
+   0x40b0,    \
+   0x41e7,    \
+   0x41ca,    \
+   0x413c,    \
+   0x4142,    \
+   0x4050,    \
+   0x41ea,    \
+   0x4144,    \
+   0x417a,    \
+   0x410a,    \
+   0x41e5,    \
+   0x41ae,    \
+   0x410a,    \
+   0x418d,    \
+   0x4126,    \
+   0x415e,    \
+   0x41cb,    \
+   0x41f2,    \
+   0x412e,    \
+   0x41df,    \
+   0x41e8,    \
+   0x418c,    \
+   0x419f,    \
+   0x41cd,    \
+   0x41a5,    \
+   0x41e0,    \
+   0x41ec,    \
+   0x41b9,    \
+   0x41f0,    \
+   0x40e8,    \
+   0x41d9,    \
+   0x41b7,    \
+   0x40c4,    \
+   0x411c,    \
+   0x41cd,    \
+   0x41d3,    \
+   0x41c0,    \
+   0x41df,    \
+   0x41cb,    \
+   0x4154,    \
+   0x41fd,    \
+   0x41be,    \
+   0x41a3,    \
+   0x4008,    \
+   0x41ad,    \
+   0x40f8,    \
+   0x41d4,    \
+   0x4197,    \
+   0x41d5,    \
+   0x4128,    \
+   0x4144,    \
+   0x419e,    \
+   0x41af,    \
+   0x413e,    \
+   0x41f4,    \
+   0x40c8,    \
+   0x4102,    \
+   0x4038,    \
+   0x41bb,    \
+   0x41c8,    \
+   0x41dd,    \
+   0x41ca,    \
+   0x4168,    \
+   0x41e7,    \
+   0x41ee,    \
+   0x41a9,    \
+   0x41ef,    \
+   0x4134,    \
+   0x3fd0,    \
+   0x4191,    \
+   0x4080,    \
+   0x40f0,    \
+   0x41a2,    \
+   0x4118,    \
+   0x3f90,    \
+   0x41d4,    \
+   0x4114,    \
+   0x40c0,    \
+   0x40e8,    \
+   0x40c0,    \
+   0x41bf,    \
+   0x41bd,    \
+   0x418a,    \
+   0x418d,    \
+   0x41f6,    \
+   0x4134,    \
+   0x41c2,    \
+   0x4138,    \
+   0x4166,    \
+   0x41dd,    \
+   0x413c,    \
+   0x418f,    \
+   0x41f3,    \
+   0x4028,    \
+   0x4114,    \
+   0x41f9,    \
+   0x4040,    \
+   0x3fa0,    \
+   0x4136,    \
+   0x4195,    \
+   0x41c6,    \
+   0x419c,    \
+   0x41a9,    \
+   0x4183,    \
+   0x409c,    \
+   0x416c,    \
+   0x4152,    \
+   0x40b0,    \
+   0x41f3,    \
+   0x418e,    \
+   0x40c4,    \
+   0x4058,    \
+   0x41aa,    \
+   0x4189,    \
+   0x4000,    \
+   0x41d8,    \
+   0x41bd,    \
+   0x4048,    \
+   0x3f40,    \
+   0x0000,    \
+   0x3f00,    \
+   0x41b4,    \
+   0x4102,    \
+   0x41cc,    \
+   0x4150,    \
+   0x4196,    \
+   0x4048,    \
+   0x4040,    \
+   0x41da,    \
+   0x4132,    \
+   0x41f6,    \
+   0x41da,    \
+   0x41d5,    \
+   0x4080,    \
+   0x40c4,    \
+   0x41fb,    \
+   0x414a,    \
+   0x413a,    \
+   0x4150,    \
+   0x41f1,    \
+   0x41c4,    \
+   0x4008,    \
+   0x413a,    \
+   0x41e4,    \
+   0x41d4,    \
+   0x4018,    \
+   0x417a,    \
+   0x41c3,    \
+   0x41f7,    \
+   0x417c,    \
+   0x411e,    \
+   0x41b5,    \
+   0x4156,    \
+   0x411a,    \
+   0x41b2,    \
+   0x40d0,    \
+   0x41bb,    \
+   0x4116,    \
+   0x4170,    \
+   0x4156,    \
+   0x40b4,    \
+   0x41fc,    \
+   0x41ce,    \
+   0x41d7,    \
+   0x4154,    \
+   0x41da,    \
+   0x4184,    \
+   0x4188,    \
+   0x417a,    \
+   0x3fc0,    \
+   0x4094,    \
+   0x41e1,    \
+   0x4108,    \
+   0x4196,    \
+   0x414e,    \
+   0x4118,    \
+   0x41dc,    \
+   0x41d2,    \
+   0x41eb,    \
+   0x3fc0,    \
+   0x3fe0,    \
+   0x4184,    \
+   0x40b4,    \
+   0x418b,    \
+   0x418c,    \
+   0x40e4,    \
+   0x4198,    \
+   0x4166,    \
+   0x4176,    \
+   0x41c3,    \
+   0x41b2,    \
+   0x418f,    \
+   0x41b5,    \
+   0x3e80,    \
+   0x4104,    \
+   0x41bc,    \
+   0x40a8,    \
+   0x41b6,    \
+   0x41db,    \
+   0x4142,    \
+   0x41fe,    \
+   0x416e,    \
+   0x419c,    \
+   0x41cd,    \
+   0x414a,    \
+   0x417c,    \
+   0x3e80,    \
+   0x3f20,    \
+   0x41dc,    \
+   0x4118,    \
+   0x3f80,    \
+   0x415e,    \
+   0x408c,    \
+   0x3f20,    \
+   0x41d5,    \
+   0x412a,    \
+   0x41c5,    \
+   0x41a8,    \
+   0x41b6,    \
+   0x418f,    \
+   0x40e4,    \
+   0x4146,    \
+   0x419c,    \
+   0x0000,    \
+   0x40e8,    \
+   0x417e,    \
+   0x4190,    \
+   0x4102,    \
+   0x414c,    \
+   0x41c1,    \
+   0x4195,    \
+   0x4172,    \
+   0x4189,    \
+   0x4116,    \
+   0x41f6,    \
+   0x4140,    \
+   0x4198,    \
+   0x414e,    \
+   0x40fc,    \
+   0x41e8,    \
+   0x4114,    \
+   0x41c1,    \
+   0x419f,    \
+   0x41d8,    \
+   0x4108,    \
+   0x4080,    \
+   0x40c8,    \
+   0x41e7,    \
+   0x4110,    \
+   0x41c8,    \
+   0x4000,    \
+   0x3f60,    \
+   0x41a5,    \
+   0x41f5,    \
+   0x41a4,    \
+   0x41c1,    \
+   0x4196,    \
+   0x41ec,    \
+   0x417c,    \
+   0x4183,    \
+   0x41a6,    \
+   0x41f0,    \
+   0x41bf,    \
+   0x41a6,    \
+   0x41ed,    \
+   0x41a2,    \
+   0x4140,    \
+   0x41c8,    \
+   0x4114,    \
+   0x40e0,    \
+   0x0000,    \
+   0x41a1,    \
+   0x40d0,    \
+   0x4172,    \
+   0x408c,    \
+   0x4193,    \
+   0x40fc,    \
+   0x41a1,    \
+   0x4196,    \
+   0x415e,    \
+   0x40b8,    \
+   0x0000,    \
+   0x4136,    \
+   0x412e,    \
+   0x40a8,    \
+   0x41c3,    \
+   0x4094,    \
+   0x40fc,    \
+   0x41f1,    \
+   0x41c3,    \
+   0x41df,    \
+   0x4154,    \
+   0x41bc,    \
+   0x40a4,    \
+   0x41f1,    \
+   0x41d8,    \
+   0x41ac,    \
+   0x40ac,    \
+   0x4128,    \
+   0x41aa,    \
+   0x41a0,    \
+   0x4128,    \
+   0x41ce,    \
+   0x4191,    \
+   0x4126,    \
+   0x419e,    \
+   0x3f60,    \
+   0x40b0,    \
+   0x41a8,    \
+   0x41e8,    \
+   0x41ea,    \
+   0x41f8,    \
+   0x414e,    \
+   0x40b8,    \
+   0x419d,    \
+   0x416e,    \
+   0x41be,    \
+   0x4185,    \
+   0x418e,    \
+   0x4176,    \
+   0x415c,    \
+   0x41d6,    \
+   0x4090,    \
+   0x41d1,    \
+   0x41fa,    \
+   0x409c,    \
+   0x40e4,    \
+   0x4178,    \
+   0x41a6,    \
+   0x4126,    \
+   0x41ff,    \
+   0x4140,    \
+   0x4150,    \
+   0x41d9,    \
+   0x4193,    \
+   0x4128,    \
+   0x4098,    \
+   0x4186,    \
+   0x410c,    \
+   0x41fd,    \
+   0x41b6,    \
+   0x41db,    \
+   0x40cc,    \
+   0x413e,    \
+   0x411c,    \
+   0x419e,    \
+   0x4084,    \
+   0x3fa0,    \
+   0x40d8,    \
+   0x41c7,    \
+   0x4196,    \
+   0x4185,    \
+   0x40fc,    \
+   0x41c1,    \
+   0x4191,    \
+   0x417c,    \
+   0x41a6,    \
+   0x41e6,    \
+   0x4164,    \
+   0x41e5,    \
+   0x4184,    \
+   0x4156,    \
+   0x41fb,    \
+   0x4114,    \
+   0x415e,    \
+   0x41a9,    \
+   0x3f90,    \
+   0x4118,    \
+   0x41ea,    \
+   0x4108,    \
+   0x41f3,    \
+   0x3fa0,    \
+   0x4000,    \
+   0x4156,    \
+   0x4068,    \
+   0x41e8,    \
+   0x4198,    \
+   0x41a4,    \
+   0x41ea,    \
+   0x41c1,    \
+   0x41ec,    \
+   0x41fe,    \
+   0x4166,    \
+   0x4080,    \
+   0x41a4,    \
+   0x41a4,    \
+   0x4008,    \
+   0x413e,    \
+   0x4195,    \
+   0x41c4,    \
+   0x41ae,    \
+   0x4140,    \
+   0x41bd,    \
+   0x413a,    \
+   0x4126,    \
+   0x4150,    \
+   0x418c,    \
+   0x41e8,    \
+   0x3f40,    \
+   0x40f8,    \
+   0x40f8,    \
+   0x41b4,    \
+   0x4110,    \
+   0x4008,    \
+   0x4080,    \
+   0x41e4,    \
+   0x4198,    \
+   0x40d0,    \
+   0x41df,    \
+   0x41ca,    \
+   0x414a,    \
+   0x40f4,    \
+   0x41d7,    \
+   0x40e8,    \
+   0x41bd,    \
+   0x4158,    \
+   0x40b4,    \
+   0x41c6,    \
+   0x41d5,    \
+   0x41be,    \
+   0x41fe,    \
+   0x410e,    \
+   0x419f,    \
+   0x41d9,    \
+   0x418c,    \
+   0x4168,    \
+   0x41db,    \
+   0x418e,    \
+   0x41f3,    \
+   0x40cc,    \
+   0x41aa,    \
+   0x41f9,    \
+   0x3fc0,    \
+   0x4094,    \
+   0x41e6,    \
+   0x4094,    \
+   0x413a,    \
+   0x4138,    \
+   0x408c,    \
+   0x41f5,    \
+   0x41e4,    \
+   0x4112,    \
+   0x40bc,    \
+   0x414c,    \
+   0x40f0,    \
+   0x4070,    \
+   0x41d9,    \
+   0x4050,    \
+   0x4168,    \
+   0x4188,    \
+   0x41d6,    \
+   0x413c,    \
+   0x412a,    \
+   0x41d2,    \
+   0x410a,    \
+   0x4190,    \
+   0x4189,    \
+   0x4030,    \
+   0x417c,    \
+   0x41b3,    \
+   0x40f4,    \
+   0x41e1,    \
+   0x41a4,    \
+   0x4084,    \
+   0x4090,    \
+   0x41f6,    \
+   0x41a8,    \
+   0x40a4,    \
+   0x41c3,    \
+   0x41da,    \
+   0x41f4,    \
+   0x41e6,    \
+   0x3f40,    \
+   0x4199,    \
+   0x40a8,    \
+   0x4048,    \
+   0x4187,    \
+   0x419d,    \
+   0x41bc,    \
+   0x3f80,    \
+   0x3ec0,    \
+   0x41a9,    \
+   0x4030,    \
+   0x41e5,    \
+   0x41ef,    \
+   0x41bd,    \
+   0x4040,    \
+   0x4195,    \
+   0x41e9,    \
+   0x41f1,    \
+   0x418e,    \
+   0x40c0,    \
+   0x4040,    \
+   0x4110,    \
+   0x417e,    \
+   0x4008,    \
+   0x4186,    \
+   0x4018,    \
+   0x41be,    \
+   0x4116,    \
+   0x3f40,    \
+   0x4186,    \
+   0x416a,    \
+   0x3f90,    \
+   0x40c4,    \
+   0x41b8,    \
+   0x41a2,    \
+   0x4102,    \
+   0x41cc,    \
+   0x41f6,    \
+   0x4078,    \
+   0x41be,    \
+   0x4188,    \
+   0x4112,    \
+   0x4192,    \
+   0x40c0,    \
+   0x413e,    \
+   0x4124,    \
+   0x41a1,    \
+   0x4114,    \
+   0x4134,    \
+   0x4098,    \
+   0x4176,    \
+   0x4142,    \
+   0x4136,    \
+   0x418d,    \
+   0x41f2,    \
+   0x4132,    \
+   0x4195,    \
+   0x41d2,    \
+   0x3f20,    \
+   0x419a,    \
+   0x4183,    \
+   0x41c0,    \
+   0x40ec,    \
+   0x41e1,    \
+   0x41e3,    \
+   0x3e80,    \
+   0x4010,    \
+   0x40bc,    \
+   0x4122,    \
+   0x41cb,    \
+   0x4162,    \
+   0x3fc0,    \
+   0x419e,    \
+   0x411a,    \
+   0x41a7,    \
+   0x41b2,    \
+   0x416e,    \
+   0x41c4,    \
+   0x41fd,    \
+   0x3fc0,    \
+   0x41e5,    \
+   0x40ec,    \
+   0x41cb,    \
+   0x4198,    \
+   0x415e,    \
+   0x4106,    \
+   0x417e,    \
+   0x4058,    \
+   0x416c,    \
+   0x409c,    \
+   0x418a,    \
+   0x41d3,    \
+   0x40f4,    \
+   0x4154,    \
+   0x0000,    \
+   0x419a,    \
+   0x41c2,    \
+   0x41f4,    \
+   0x4174,    \
+   0x40d8,    \
+   0x41c2,    \
+   0x4136,    \
+   0x4112,    \
+   0x4010,    \
+   0x41e9,    \
+   0x41a2,    \
+   0x4192,    \
+   0x41d9,    \
+   0x41cc,    \
+   0x417c,    \
+   0x40dc,    \
+   0x41a2,    \
+   0x412e,    \
+   0x41f2,    \
+   0x4191,    \
+   0x41aa,    \
+   0x414c,    \
+   0x4100,    \
+   0x41aa,    \
+   0x41a3,    \
+   0x3f20,    \
+   0x3f00,    \
+   0x4140,    \
+   0x41ee,    \
+   0x4164,    \
+   0x4174,    \
+   0x41ab,    \
+   0x40b8,    \
+   0x41d2,    \
+   0x41f0,    \
+   0x4144,    \
+   0x40d4,    \
+   0x4180,    \
+   0x41b7,    \
+   0x4197,    \
+   0x41cf,    \
+   0x3f20,    \
+   0x4183,    \
+   0x4197,    \
+   0x4010,    \
+   0x40fc,    \
+   0x41b1,    \
+   0x4098,    \
+   0x4068,    \
+   0x40e0,    \
+   0x4194,    \
+   0x41ae,    \
+   0x4187,    \
+   0x413c,    \
+   0x41a7,    \
+   0x40f0,    \
+   0x4178,    \
+   0x419c,    \
+   0x4154,    \
+   0x41ee,    \
+   0x415a,    \
+   0x41b1,    \
+   0x40e4,    \
+   0x40e4,    \
+   0x4018,    \
+   0x3fd0,    \
+   0x41ed,    \
+   0x3e00,    \
+   0x414a,    \
+   0x4094,    \
+   0x41be,    \
+   0x41c5,    \
+   0x3fa0,    \
+   0x41d6,    \
+   0x416e,    \
+   0x4088,    \
+   0x417a,    \
+   0x41fa,    \
+   0x415a,    \
+   0x4000,    \
+   0x4100,    \
+   0x41ae,    \
+   0x41de,    \
+   0x41b8,    \
+   0x41a7,    \
+   0x41d6,    \
+   0x418a,    \
+   0x41df,    \
+   0x41c3,    \
+   0x40fc,    \
+   0x411c,    \
+   0x41a4,    \
+   0x4176,    \
+   0x415a,    \
+   0x419a,    \
+   0x4090,    \
+   0x40fc,    \
+   0x417a,    \
+   0x413a,    \
+   0x40c0,    \
+   0x41d1,    \
+   0x41d7,    \
+   0x416e,    \
+   0x4150,    \
+   0x40b0,    \
+   0x4166,    \
+   0x411e,    \
+   0x3ec0,    \
+   0x41de,    \
+   0x40c4,    \
+   0x410e,    \
+   0x41b7,    \
+   0x41a9,    \
+   0x4000,    \
+   0x41bb,    \
+   0x41c6,    \
+   0x4010,    \
+   0x41a5,    \
+   0x40f0,    \
+   0x41ad,    \
+   0x41b3,    \
+   0x4148     \
+}
+
+#endif
\ No newline at end of file
diff --git a/hwpe/softex/softex.c b/hwpe/softex/softex.c
new file mode 100644
index 0000000..289e6d7
--- /dev/null
+++ b/hwpe/softex/softex.c
@@ -0,0 +1,96 @@
+/*
+ * Andrea Belano <andrea.belano@studio.unibo.it>
+ *
+ * Copyright 2024 ETH Zurich and University of Bologna
+ *
+ * Licensed under the Apache License, Version 2.0 (the "License");
+ * you may not use this file except in compliance with the License.
+ * You may obtain a copy of the License at
+ *
+ *     http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ *
+ * SPDX-License-Identifier: Apache-2.0
+ */
+
+#include <stdint.h>
+#include "stdio.h"
+#include "archi_softex.h"
+#include "hal_softex.h"
+#include "pulp.h"
+
+#include "inc/golden.h"
+#include "inc/scores.h"
+
+#define TOLERANCE 0x2
+
+uint16_t scores_ext [LENGTH] = SCORES;
+uint16_t golden [LENGTH]     = GOLDEN;
+
+int main() {
+  volatile int errors = 0;
+
+  uint16_t volatile *scores = (uint16_t volatile *) pi_l1_malloc(0, (FMT_WIDTH*LENGTH));
+
+  if(get_core_id() == 0){
+    #ifdef USE_DMA
+      volatile unsigned int dma_id = 0;
+      dma_id = mchan_alloc();
+
+      mchan_transfer((unsigned int) FMT_WIDTH*LENGTH  ,
+                     (unsigned int) scores_ext        ,
+                     (unsigned int) scores            
+      );
+
+      mchan_barrier(dma_id);
+      mchan_free(dma_id);
+    #else
+      for (int i = 0; i < LENGTH; i++) {
+        scores [i] = scores_ext [i];
+      }
+    #endif
+
+    // Enable softex
+    hwpe_cg_enable();
+
+    hwpe_soft_clear();
+
+    HWPE_WRITE(scores, SOFTEX_IN_ADDR);
+    HWPE_WRITE(LENGTH * FMT_WIDTH, SOFTEX_TOT_LEN);
+    HWPE_WRITE(scores, SOFTEX_OUT_ADDR);
+
+    hwpe_trigger_job();
+
+    softex_evt_wait();
+
+    // Disable softex
+    hwpe_cg_disable();
+
+    for (int i = 0; i < LENGTH; i++) {
+      uint16_t diff;
+
+      if (golden [i] >= scores[i]) {
+        diff = golden [i] - scores [i];
+      } else {
+        diff = scores [i] - golden [i];
+      }
+
+      if (diff > TOLERANCE) {
+        errors += 1;
+        
+        printf ("Mismatch!!!\tIndex: %d\tExpected: 0x%04x\tWas: 0x%04x\tDifference: 0x%x\n", i, golden [i], scores [i], diff);
+      }
+    }
+
+    *(int *) 0x1A1040A0 = errors;
+
+    printf("Test completed with %d errors\n", errors);
+  }
+  synch_barrier();
+  return errors;
+}

From 26dc475c885c448ec2cd6df052dc4d77b8ca0861 Mon Sep 17 00:00:00 2001
From: Yvan Tortorella <ytortorella@lagrev3.ee.ethz.ch>
Date: Wed, 15 May 2024 18:27:09 +0200
Subject: [PATCH 32/56] Remove submodule SSH.

---
 .gitmodules | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.gitmodules b/.gitmodules
index 36d31e4..5ade099 100644
--- a/.gitmodules
+++ b/.gitmodules
@@ -1,3 +1,3 @@
 [submodule "hwpe/neureka/pulp-nnx"]
 	path = hwpe/neureka/pulp-nnx
-	url = git@github.com:pulp-platform/pulp-nnx
+	url = https://github.com/pulp-platform/pulp-nnx

From c58da1f4c46ba1fff2bcccd5e8ad6308bee51191 Mon Sep 17 00:00:00 2001
From: Andrea Belano <andrea.belano@gmail.com>
Date: Mon, 20 May 2024 11:39:17 +0200
Subject: [PATCH 33/56] Added link to softex test

---
 astral/softex | 1 +
 1 file changed, 1 insertion(+)
 create mode 120000 astral/softex

diff --git a/astral/softex b/astral/softex
new file mode 120000
index 0000000..e1a6d4b
--- /dev/null
+++ b/astral/softex
@@ -0,0 +1 @@
+../hwpe/softex/
\ No newline at end of file

From 90551fa71498b420df734d23d06d661d0553556a Mon Sep 17 00:00:00 2001
From: Andrea Belano <andrea.belano@gmail.com>
Date: Mon, 27 May 2024 10:20:39 +0200
Subject: [PATCH 34/56] Updated softex test

---
 hwpe/softex/softex.c | 5 ++---
 1 file changed, 2 insertions(+), 3 deletions(-)

diff --git a/hwpe/softex/softex.c b/hwpe/softex/softex.c
index 289e6d7..3126f1a 100644
--- a/hwpe/softex/softex.c
+++ b/hwpe/softex/softex.c
@@ -19,6 +19,7 @@
  */
 
 #include <stdint.h>
+#include <memory.h>
 #include "stdio.h"
 #include "archi_softex.h"
 #include "hal_softex.h"
@@ -50,9 +51,7 @@ int main() {
       mchan_barrier(dma_id);
       mchan_free(dma_id);
     #else
-      for (int i = 0; i < LENGTH; i++) {
-        scores [i] = scores_ext [i];
-      }
+      memcpy(scores, scores_ext, LENGTH*FMT_WIDTH);
     #endif
 
     // Enable softex

From 2ee29de429107adf729170d0ef0ed8e93ff09397 Mon Sep 17 00:00:00 2001
From: Luigi Ghionda <luigi.ghionda2@unibo.it>
Date: Fri, 31 May 2024 00:51:59 +0200
Subject: [PATCH 35/56] Add fault injection in redmule regression to test ECC
 HCI

---
 hwpe/redmule/Makefile              | 11 +++++++
 hwpe/redmule/archi_redmule.h       |  6 ++++
 hwpe/redmule/hal_redmule.h         | 16 +++++++++
 hwpe/redmule/pulp_inject_fault.tcl | 53 ++++++++++++++++++++++++++++++
 hwpe/redmule/redmule.c             | 28 +++++++++++++++-
 5 files changed, 113 insertions(+), 1 deletion(-)
 create mode 100644 hwpe/redmule/pulp_inject_fault.tcl

diff --git a/hwpe/redmule/Makefile b/hwpe/redmule/Makefile
index 0b85ed2..88346b6 100644
--- a/hwpe/redmule/Makefile
+++ b/hwpe/redmule/Makefile
@@ -6,4 +6,15 @@ ifeq ($(use_dma),1)
  PULP_CFLAGS += -DUSE_DMA
 endif
 
+ifeq ($(fault_inject),1)
+  export FAULT_INJECTION=1
+  export FAULT_INJECTION_SCRIPT=$(CURDIR)/pulp_inject_fault.tcl
+endif
+
+ifeq ($(multi_bit_upset),1)
+  export MULTI_BIT_UPSET=1
+else
+  export MULTI_BIT_UPSET=0
+endif
+
 include $(PULP_SDK_HOME)/install/rules/pulp_rt.mk
diff --git a/hwpe/redmule/archi_redmule.h b/hwpe/redmule/archi_redmule.h
index 9222d63..662e1e6 100644
--- a/hwpe/redmule/archi_redmule.h
+++ b/hwpe/redmule/archi_redmule.h
@@ -119,6 +119,12 @@
 #define REDMULE_REG_X_TOT_LEN_PTR      0x44
 #define REDMULE_REG_OP_SELECTION       0x48
 
+#define REDMULE_ECC_REG_OFFS           0x90
+#define DATA_CORR_ERR                  0x00
+#define DATA_UNCORR_ERR                0x04
+#define METADATA_CORR_ERR              0x08
+#define METADATA_UNCORR_ERR            0x0c
+
 // OPs definition
 #define MATMUL 0x0
 #define GEMM   0x1
diff --git a/hwpe/redmule/hal_redmule.h b/hwpe/redmule/hal_redmule.h
index c5a0c32..ef0b633 100644
--- a/hwpe/redmule/hal_redmule.h
+++ b/hwpe/redmule/hal_redmule.h
@@ -99,6 +99,22 @@ static inline void redmule_evt_wait() {
   } while((*(int volatile *)(ARCHI_CLUST_HWPE_BASE + REDMULE_STATUS)) != 0);
 }
 
+static inline unsigned int redmule_get_data_correctable_count () {
+  return HWPE_READ(REDMULE_ECC_REG_OFFS + DATA_CORR_ERR);
+}
+
+static inline unsigned int redmule_get_data_uncorrectable_count () {
+  return HWPE_READ(REDMULE_ECC_REG_OFFS + DATA_UNCORR_ERR);
+}
+
+static inline unsigned int redmule_get_meta_correctable_count () {
+  return HWPE_READ(REDMULE_ECC_REG_OFFS + METADATA_CORR_ERR);
+}
+
+static inline unsigned int redmule_get_meta_uncorrectable_count () {
+  return HWPE_READ(REDMULE_ECC_REG_OFFS + METADATA_UNCORR_ERR);
+}
+
 /* DMA APIs */
 static inline int mchan_alloc(){
   return *(volatile int*) DMA_COMMAND_QUEUE;
diff --git a/hwpe/redmule/pulp_inject_fault.tcl b/hwpe/redmule/pulp_inject_fault.tcl
new file mode 100644
index 0000000..61ccadf
--- /dev/null
+++ b/hwpe/redmule/pulp_inject_fault.tcl
@@ -0,0 +1,53 @@
+# Copyright 2023 ETH Zurich and University of Bologna.
+# Solderpad Hardware License, Version 0.51, see LICENSE for details.
+# SPDX-License-Identifier: SHL-0.51
+#
+# Author: Michael Rogenmoser (michaero@iis.ee.ethz.ch)
+
+transcript quietly
+if {! [info exists ::env(VSIM_PATH)]} {error "Define VSIM_PATH"}
+set utils_base_path  [file join $::env(VSIM_PATH) scripts fault_injection_utils]
+set script_base_path [file join $::env(VSIM_PATH) fault_injection_sim scripts]
+
+set verbosity            2
+set log_injections       1
+# Easy way to generate a variable seed
+# set seed                 [clock seconds]
+# Default value
+set seed                 12345
+set print_statistics     1
+
+set inject_start_time 550000000000ps
+set inject_stop_time 750000000000ps
+set injection_clock "pulp_cluster_tb/cluster_i/clk_i"
+set injection_clock_trigger 0
+set fault_period 150
+set rand_initial_injection_phase 0
+# max_num set to 0 means until stop_time
+set max_num_fault_inject 0
+set signal_fault_duration 20ns
+set register_fault_duration 0ns
+
+set allow_multi_bit_upset $::env(MULTI_BIT_UPSET)
+set use_bitwidth_as_weight 0
+set check_core_output_modification 0
+set check_core_next_state_modification 0
+set reg_to_sig_ratio 1
+
+source [file join $utils_base_path pulp_extract_nets.tcl]
+
+set inject_signals_netlist []
+set inject_register_netlist []
+set output_netlist []
+set next_state_netlist []
+set assertion_disable_list []
+
+# for {set idx 0} {$idx < 12} {incr idx} {
+#     set inject_signals_netlist [list {*}$inject_signals_netlist {*}[get_all_core_nets $idx]]
+#     set output_netlist [list {*}$output_netlist {*}[get_core_output_nets $idx]]
+# }
+
+set inject_register_netlist [list {*}$inject_register_netlist {*}[get_memory_slice {0 16} {256 336}]]
+
+source [file join $script_base_path inject_fault.tcl]
+
diff --git a/hwpe/redmule/redmule.c b/hwpe/redmule/redmule.c
index db549e2..6d4f9fd 100644
--- a/hwpe/redmule/redmule.c
+++ b/hwpe/redmule/redmule.c
@@ -28,6 +28,11 @@
 int main() {
 
   volatile int errors = 0;
+  unsigned int cluster_id = rt_cluster_id();
+  unsigned int intc_data_correctable_cnt, redmule_data_correctable_cnt = 0;
+  unsigned int intc_meta_correctable_cnt = 0;
+  unsigned int intc_data_uncorrectable_cnt, redmule_data_uncorrectable_cnt = 0;
+  unsigned int intc_meta_uncorrectable_cnt = 0;
 
   if(get_core_id() == 0){
 
@@ -97,6 +102,10 @@ int main() {
     // Wait for end of computation
     redmule_evt_wait();
 
+    // Check number of detected errors by ECC modules inside RedMulE
+    redmule_data_correctable_cnt = redmule_get_data_correctable_count();
+    redmule_data_uncorrectable_cnt = redmule_get_data_uncorrectable_count();
+
     // Disable RedMulE
     hwpe_cg_disable();
 
@@ -106,7 +115,24 @@ int main() {
 
     printf ("Terminated test with %d errors. See you!\n", errors);
 
+    // Check number of detected errors by ECC modules inside interconnect
+    intc_data_correctable_cnt = hwpe_hci_ecc_get_data_correctable_count(cluster_id);
+    intc_meta_correctable_cnt = hwpe_hci_ecc_get_meta_correctable_count(cluster_id);
+    intc_data_uncorrectable_cnt = hwpe_hci_ecc_get_data_uncorrectable_count(cluster_id);
+    intc_meta_uncorrectable_cnt = hwpe_hci_ecc_get_meta_uncorrectable_count(cluster_id);
+    for (int i = 0; i < 16; i++) {
+      intc_meta_correctable_cnt += tcdm_scrubber_get_mismatch_count(cluster_id, i);
+    }
+
+    printf ("Data errors corrected inside RedMulE: %d. Data errors uncorrectable inside RedMulE: %d \n",
+      redmule_data_correctable_cnt, redmule_data_uncorrectable_cnt);
+    printf("Data errors corrected inside intc: %d. Data errors uncorrectable inside intc: %d\n",
+      intc_data_correctable_cnt, intc_data_uncorrectable_cnt);
+    printf("Meta errors corrected inside intc: %d. Meta errors uncorrectable inside intc: %d\n",
+      intc_meta_correctable_cnt, intc_meta_uncorrectable_cnt);
+
+
   }
   synch_barrier();
-  return errors;
+  return (errors != 0) && (redmule_data_uncorrectable_cnt==0 && intc_data_uncorrectable_cnt == 0 && intc_meta_uncorrectable_cnt == 0);
 }

From 6660fcd1ef639fe3fcbf9d677261aabbadc1b127 Mon Sep 17 00:00:00 2001
From: Luigi Ghionda <luigi.ghionda2@unibo.it>
Date: Fri, 31 May 2024 14:08:07 +0200
Subject: [PATCH 36/56] Add fault injection in neureka regression to test ECC
 HCI

---
 hwpe/neureka/Makefile              | 11 +++++++
 hwpe/neureka/inc/ecc_check.h       | 27 +++++++++++++++
 hwpe/neureka/pulp-nnx              |  2 +-
 hwpe/neureka/pulp_inject_fault.tcl | 53 ++++++++++++++++++++++++++++++
 hwpe/neureka/src/main.c            | 34 +++++++++++++++++--
 hwpe/neureka/src/nnx_layer.c       |  4 +++
 6 files changed, 127 insertions(+), 4 deletions(-)
 create mode 100644 hwpe/neureka/inc/ecc_check.h
 create mode 100644 hwpe/neureka/pulp_inject_fault.tcl

diff --git a/hwpe/neureka/Makefile b/hwpe/neureka/Makefile
index 37ace72..92b7197 100644
--- a/hwpe/neureka/Makefile
+++ b/hwpe/neureka/Makefile
@@ -31,4 +31,15 @@ PULP_CFLAGS += $(INC_FLAGS) -O3
 
 PULP_APP = test
 
+ifeq ($(fault_inject),1)
+  export FAULT_INJECTION=1
+  export FAULT_INJECTION_SCRIPT=$(CURDIR)/pulp_inject_fault.tcl
+endif
+
+ifeq ($(multi_bit_upset),1)
+  export MULTI_BIT_UPSET=1
+else
+  export MULTI_BIT_UPSET=0
+endif
+
 include $(PULP_SDK_HOME)/install/rules/pulp_rt.mk
diff --git a/hwpe/neureka/inc/ecc_check.h b/hwpe/neureka/inc/ecc_check.h
new file mode 100644
index 0000000..3f9783d
--- /dev/null
+++ b/hwpe/neureka/inc/ecc_check.h
@@ -0,0 +1,27 @@
+/*
+ * Copyright 2024 ETH Zurich and University of Bologna
+ *
+ * Licensed under the Apache License, Version 2.0 (the "License");
+ * you may not use this file except in compliance with the License.
+ * You may obtain a copy of the License at
+ *
+ *     http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ *
+ * SPDX-License-Identifier: Apache-2.0
+ */
+
+#ifndef __ECC_CHECK_H__
+#define __ECC_CHECK_H__
+
+#include <stdint.h>
+
+#define ECC_REGS (4)
+extern uint32_t ecc_errs[ECC_REGS];
+
+#endif // __ECC_CHECK_H__
diff --git a/hwpe/neureka/pulp-nnx b/hwpe/neureka/pulp-nnx
index 37a8013..47baf51 160000
--- a/hwpe/neureka/pulp-nnx
+++ b/hwpe/neureka/pulp-nnx
@@ -1 +1 @@
-Subproject commit 37a80138686668c455fb07af475ee7abbb8b6fbb
+Subproject commit 47baf51728fcaaacbd8a332b8d03717d6c03ace1
diff --git a/hwpe/neureka/pulp_inject_fault.tcl b/hwpe/neureka/pulp_inject_fault.tcl
new file mode 100644
index 0000000..fa7efb2
--- /dev/null
+++ b/hwpe/neureka/pulp_inject_fault.tcl
@@ -0,0 +1,53 @@
+# Copyright 2023 ETH Zurich and University of Bologna.
+# Solderpad Hardware License, Version 0.51, see LICENSE for details.
+# SPDX-License-Identifier: SHL-0.51
+#
+# Author: Michael Rogenmoser (michaero@iis.ee.ethz.ch)
+
+transcript quietly
+if {! [info exists ::env(VSIM_PATH)]} {error "Define VSIM_PATH"}
+set utils_base_path  [file join $::env(VSIM_PATH) scripts fault_injection_utils]
+set script_base_path [file join $::env(VSIM_PATH) fault_injection_sim scripts]
+
+set verbosity            2
+set log_injections       1
+# Easy way to generate a variable seed
+# set seed                 [clock seconds]
+# Default value
+set seed                 12345
+set print_statistics     1
+
+set inject_start_time  80000000000ps
+set inject_stop_time  150000000000ps
+set injection_clock "pulp_cluster_tb/cluster_i/clk_i"
+set injection_clock_trigger 0
+set fault_period 100
+set rand_initial_injection_phase 1
+# max_num set to 0 means until stop_time
+set max_num_fault_inject 0
+set signal_fault_duration 20ns
+set register_fault_duration 0ns
+
+set allow_multi_bit_upset $::env(MULTI_BIT_UPSET)
+set use_bitwidth_as_weight 0
+set check_core_output_modification 0
+set check_core_next_state_modification 0
+set reg_to_sig_ratio 1
+
+source [file join $utils_base_path pulp_extract_nets.tcl]
+
+set inject_signals_netlist []
+set inject_register_netlist []
+set output_netlist []
+set next_state_netlist []
+set assertion_disable_list []
+
+# for {set idx 0} {$idx < 12} {incr idx} {
+#     set inject_signals_netlist [list {*}$inject_signals_netlist {*}[get_all_core_nets $idx]]
+#     set output_netlist [list {*}$output_netlist {*}[get_core_output_nets $idx]]
+# }
+
+set inject_register_netlist [list {*}$inject_register_netlist {*}[get_memory_slice {0 16} {0 50}]]
+
+source [file join $script_base_path inject_fault.tcl]
+
diff --git a/hwpe/neureka/src/main.c b/hwpe/neureka/src/main.c
index 4a8f24e..4e82af7 100644
--- a/hwpe/neureka/src/main.c
+++ b/hwpe/neureka/src/main.c
@@ -23,16 +23,20 @@
  * Main Test Program for N-EUREKA
  */
 
+#include <pulp.h>
 #include <stdint.h>
 #include <stdio.h>
 
 #include "layer_util.h"
 #include "nnx_layer.h"
+#include "ecc_check.h"
 
 #define OUTPUT_SIZE 512
 
 extern int8_t output[];
 
+uint32_t ecc_errs[ECC_REGS];
+
 static int check_output() {
     int checksum = 0;
     for (int i = 0; i < OUTPUT_SIZE; i++) {
@@ -42,10 +46,17 @@ static int check_output() {
 }
 
 int errors = 0;
+unsigned int intc_data_correctable_cnt = 0;
+unsigned int intc_meta_correctable_cnt = 0;
+unsigned int intc_data_uncorrectable_cnt = 0;
+unsigned int intc_meta_uncorrectable_cnt = 0;
 
 int main() {
 
-  if (get_core_id() == 0) {
+  unsigned int core_id = get_core_id();
+  unsigned int cluster_id = rt_cluster_id();
+
+  if (core_id == 0) {
 
     // execute NNX layer
     execute_nnx_layer(NULL);
@@ -58,8 +69,25 @@ int main() {
     else
       printf ("[OK] Terminated test with no errors!!!\n");
 
+    // Check number of detected errors by ECC modules inside interconnect
+    intc_data_correctable_cnt = hwpe_hci_ecc_get_data_correctable_count(cluster_id);
+    intc_meta_correctable_cnt = hwpe_hci_ecc_get_meta_correctable_count(cluster_id);
+    intc_data_uncorrectable_cnt = hwpe_hci_ecc_get_data_uncorrectable_count(cluster_id);
+    intc_meta_uncorrectable_cnt = hwpe_hci_ecc_get_meta_uncorrectable_count(cluster_id);
+    for (int i = 0; i < 16; i++) {
+      intc_meta_correctable_cnt += tcdm_scrubber_get_mismatch_count(cluster_id, i);
+    }
+
+    printf("Data errors corrected inside Neureka: %d. Data errors uncorrectable inside Neureka: %d\n",
+      ecc_errs[0], ecc_errs[1]);
+    printf("Meta errors corrected inside Neureka: %d. Meta errors uncorrectable inside Neureka: %d\n",
+      ecc_errs[2], ecc_errs[3]);
+
+    printf("Data errors corrected inside intc: %d. Data errors uncorrectable inside intc: %d\n",
+      intc_data_correctable_cnt, intc_data_uncorrectable_cnt);
+    printf("Meta errors corrected inside intc: %d. Meta errors uncorrectable inside intc: %d\n",
+      intc_meta_correctable_cnt, intc_meta_uncorrectable_cnt);
   }
   synch_barrier();
-  return errors;
-
+  return (errors != 0) && (intc_data_uncorrectable_cnt == 0 && intc_meta_uncorrectable_cnt == 0 && (ecc_errs[1]==0 && ecc_errs[3]==0));
 }
diff --git a/hwpe/neureka/src/nnx_layer.c b/hwpe/neureka/src/nnx_layer.c
index cb53369..57eb6fc 100644
--- a/hwpe/neureka/src/nnx_layer.c
+++ b/hwpe/neureka/src/nnx_layer.c
@@ -19,6 +19,7 @@
  */
 
 #include "nnx_layer.h"
+#include "ecc_check.h"
 #include <pmsis.h>
 
 #include "neureka.h"
@@ -57,6 +58,7 @@ typedef neureka_task_flag_e nnx_task_flag_e;
 #define nnx_dispatch_wait neureka_nnx_dispatch_wait
 #define nnx_dispatch neureka_nnx_dispatch
 #define nnx_resolve_wait neureka_nnx_resolve_wait
+#define nnx_read_ecc_regs neureka_nnx_read_ecc_regs
 #define nnx_term neureka_nnx_term
 
 // Generated headers
@@ -160,6 +162,8 @@ static void task_execute(nnx_task_t *task) {
 
   nnx_resolve_wait(dev, task);
 
+  nnx_read_ecc_regs(dev, (uint32_t)ecc_errs);
+
   nnx_term(dev);
 
 }

From b1c3f826ebee842f91be9a504e1cab94a9f95840 Mon Sep 17 00:00:00 2001
From: Francesco Conti <f.conti@unibo.it>
Date: Fri, 23 Aug 2024 17:09:02 +0200
Subject: [PATCH 37/56] Add redmule_softclear, redmule_256iter tests

---
 astral/redmule_256iter                       |   1 +
 astral/redmule_softclear                     |   1 +
 hwpe/redmule/hal_redmule.h                   |  15 +-
 hwpe/redmule/redmule.c                       |   2 +
 hwpe/redmule_256iter/Makefile                |  20 +
 hwpe/redmule_256iter/archi_redmule.h         | 170 ++++++
 hwpe/redmule_256iter/hal_redmule.h           | 556 +++++++++++++++++++
 hwpe/redmule_256iter/inc/golden.h            | 387 +++++++++++++
 hwpe/redmule_256iter/inc/tensor_dim.h        |  13 +
 hwpe/redmule_256iter/inc/w_2D.h              |  35 ++
 hwpe/redmule_256iter/inc/w_input.h           |  35 ++
 hwpe/redmule_256iter/inc/x_2D.h              |  27 +
 hwpe/redmule_256iter/inc/x_input.h           |  27 +
 hwpe/redmule_256iter/inc/y_2D.h              |  27 +
 hwpe/redmule_256iter/inc/y_input.h           |  27 +
 hwpe/redmule_256iter/inc/z_2D.h              |  27 +
 hwpe/redmule_256iter/inc/z_output.h          |  27 +
 hwpe/redmule_256iter/pulp_inject_fault.tcl   |  53 ++
 hwpe/redmule_256iter/redmule.c               | 141 +++++
 hwpe/redmule_softclear/Makefile              |  20 +
 hwpe/redmule_softclear/archi_redmule.h       | 170 ++++++
 hwpe/redmule_softclear/hal_redmule.h         | 556 +++++++++++++++++++
 hwpe/redmule_softclear/inc/golden.h          | 387 +++++++++++++
 hwpe/redmule_softclear/inc/tensor_dim.h      |  13 +
 hwpe/redmule_softclear/inc/w_2D.h            |  35 ++
 hwpe/redmule_softclear/inc/w_input.h         |  35 ++
 hwpe/redmule_softclear/inc/x_2D.h            |  27 +
 hwpe/redmule_softclear/inc/x_input.h         |  27 +
 hwpe/redmule_softclear/inc/y_2D.h            |  27 +
 hwpe/redmule_softclear/inc/y_input.h         |  27 +
 hwpe/redmule_softclear/inc/z_2D.h            |  27 +
 hwpe/redmule_softclear/inc/z_output.h        |  27 +
 hwpe/redmule_softclear/pulp_inject_fault.tcl |  53 ++
 hwpe/redmule_softclear/redmule.c             | 185 ++++++
 34 files changed, 3206 insertions(+), 1 deletion(-)
 create mode 120000 astral/redmule_256iter
 create mode 120000 astral/redmule_softclear
 create mode 100644 hwpe/redmule_256iter/Makefile
 create mode 100644 hwpe/redmule_256iter/archi_redmule.h
 create mode 100644 hwpe/redmule_256iter/hal_redmule.h
 create mode 100644 hwpe/redmule_256iter/inc/golden.h
 create mode 100644 hwpe/redmule_256iter/inc/tensor_dim.h
 create mode 100644 hwpe/redmule_256iter/inc/w_2D.h
 create mode 100644 hwpe/redmule_256iter/inc/w_input.h
 create mode 100644 hwpe/redmule_256iter/inc/x_2D.h
 create mode 100644 hwpe/redmule_256iter/inc/x_input.h
 create mode 100644 hwpe/redmule_256iter/inc/y_2D.h
 create mode 100644 hwpe/redmule_256iter/inc/y_input.h
 create mode 100644 hwpe/redmule_256iter/inc/z_2D.h
 create mode 100644 hwpe/redmule_256iter/inc/z_output.h
 create mode 100644 hwpe/redmule_256iter/pulp_inject_fault.tcl
 create mode 100644 hwpe/redmule_256iter/redmule.c
 create mode 100644 hwpe/redmule_softclear/Makefile
 create mode 100644 hwpe/redmule_softclear/archi_redmule.h
 create mode 100644 hwpe/redmule_softclear/hal_redmule.h
 create mode 100644 hwpe/redmule_softclear/inc/golden.h
 create mode 100644 hwpe/redmule_softclear/inc/tensor_dim.h
 create mode 100644 hwpe/redmule_softclear/inc/w_2D.h
 create mode 100644 hwpe/redmule_softclear/inc/w_input.h
 create mode 100644 hwpe/redmule_softclear/inc/x_2D.h
 create mode 100644 hwpe/redmule_softclear/inc/x_input.h
 create mode 100644 hwpe/redmule_softclear/inc/y_2D.h
 create mode 100644 hwpe/redmule_softclear/inc/y_input.h
 create mode 100644 hwpe/redmule_softclear/inc/z_2D.h
 create mode 100644 hwpe/redmule_softclear/inc/z_output.h
 create mode 100644 hwpe/redmule_softclear/pulp_inject_fault.tcl
 create mode 100644 hwpe/redmule_softclear/redmule.c

diff --git a/astral/redmule_256iter b/astral/redmule_256iter
new file mode 120000
index 0000000..e81b225
--- /dev/null
+++ b/astral/redmule_256iter
@@ -0,0 +1 @@
+../hwpe/redmule_256iter/
\ No newline at end of file
diff --git a/astral/redmule_softclear b/astral/redmule_softclear
new file mode 120000
index 0000000..2904f52
--- /dev/null
+++ b/astral/redmule_softclear
@@ -0,0 +1 @@
+../hwpe/redmule_softclear/
\ No newline at end of file
diff --git a/hwpe/redmule/hal_redmule.h b/hwpe/redmule/hal_redmule.h
index ef0b633..8fc5000 100644
--- a/hwpe/redmule/hal_redmule.h
+++ b/hwpe/redmule/hal_redmule.h
@@ -81,8 +81,12 @@ static inline unsigned int hwpe_get_status() {
   return HWPE_READ(REDMULE_STATUS);
 }
 
+static inline unsigned int hwpe_get_running_job() {
+  return HWPE_READ(REDMULE_RUNNING_JOB);
+}
+
 static inline void hwpe_soft_clear() {
-  HWPE_WRITE(1, REDMULE_SOFT_CLEAR);
+  HWPE_WRITE(0, REDMULE_SOFT_CLEAR);
 }
 
 static inline void hwpe_cg_enable() {
@@ -99,6 +103,15 @@ static inline void redmule_evt_wait() {
   } while((*(int volatile *)(ARCHI_CLUST_HWPE_BASE + REDMULE_STATUS)) != 0);
 }
 
+static inline int hwpe_wait_acquire() {
+  int job_id = hwpe_acquire_job();
+  while(job_id < 0) {
+    eu_evt_maskWaitAndClr (1 << ARCHI_CL_HWPE_EVT0);
+    job_id = hwpe_acquire_job();
+  }
+  return job_id;
+}
+
 static inline unsigned int redmule_get_data_correctable_count () {
   return HWPE_READ(REDMULE_ECC_REG_OFFS + DATA_CORR_ERR);
 }
diff --git a/hwpe/redmule/redmule.c b/hwpe/redmule/redmule.c
index 6d4f9fd..44a724d 100644
--- a/hwpe/redmule/redmule.c
+++ b/hwpe/redmule/redmule.c
@@ -81,8 +81,10 @@ int main() {
 
     // Enable RedMulE
     hwpe_cg_enable();
+    asm volatile("": : :"memory");
 
     hwpe_soft_clear();
+    asm volatile("": : :"memory");
 
     // redmule_cfg ((unsigned int) x,
     //              (unsigned int) w,
diff --git a/hwpe/redmule_256iter/Makefile b/hwpe/redmule_256iter/Makefile
new file mode 100644
index 0000000..88346b6
--- /dev/null
+++ b/hwpe/redmule_256iter/Makefile
@@ -0,0 +1,20 @@
+PULP_APP = test
+PULP_APP_SRCS = redmule.c
+PULP_CFLAGS = -O3
+
+ifeq ($(use_dma),1)
+ PULP_CFLAGS += -DUSE_DMA
+endif
+
+ifeq ($(fault_inject),1)
+  export FAULT_INJECTION=1
+  export FAULT_INJECTION_SCRIPT=$(CURDIR)/pulp_inject_fault.tcl
+endif
+
+ifeq ($(multi_bit_upset),1)
+  export MULTI_BIT_UPSET=1
+else
+  export MULTI_BIT_UPSET=0
+endif
+
+include $(PULP_SDK_HOME)/install/rules/pulp_rt.mk
diff --git a/hwpe/redmule_256iter/archi_redmule.h b/hwpe/redmule_256iter/archi_redmule.h
new file mode 100644
index 0000000..662e1e6
--- /dev/null
+++ b/hwpe/redmule_256iter/archi_redmule.h
@@ -0,0 +1,170 @@
+/*
+ * Copyright (C) 2022-2023 ETH Zurich and University of Bologna
+ *
+ * Licensed under the Apache License, Version 2.0 (the "License");
+ * you may not use this file except in compliance with the License.
+ * You may obtain a copy of the License at
+ *
+ *     http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ * SPDX-License-Identifier: Apache-2.0
+ * 
+ * Author: Yvan Tortorella  <yvan.tortorella@unibo.it>
+ *
+ * High-level architecture of RedMulE
+ *
+ */
+
+#ifndef __ARCHI_REDMULE_H__
+#define __ARCHI_REDMULE_H__
+
+/*
+ * |========================================================================|
+ * ||                                                                      ||
+ * ||Control and generic configuration register layout                     ||
+ * |========================================================================|
+ * || # reg |  offset  |  bits   |   bitmask    ||  content                ||
+ * ||-------+----------+---------+--------------++-------------------------||
+ * ||    0  |  0x0000  |  31: 0  |  0xFFFFFFFF  ||  TRIGGER                ||
+ * ||    1  |  0x0004  |  31: 0  |  0xFFFFFFFF  ||  ACQUIRE                ||
+ * ||    2  |  0x0008  |  31: 0  |  0xFFFFFFFF  ||  EVT_ENABLE             ||
+ * ||    3  |  0x000c  |  31: 0  |  0xFFFFFFFF  ||  STATUS                 ||
+ * ||    4  |  0x0010  |  31: 0  |  0xFFFFFFFF  ||  RUNNING_JOB            ||
+ * ||    5  |  0x0014  |  31: 0  |  0xFFFFFFFF  ||  SOFT_CLEAR             ||
+ * |========================================================================|
+ * ||                                                                      ||
+ * ||Job-dependent registers layout                                        ||
+ * |========================================================================|
+ * || # reg |  offset  |  bits   |   bitmask    ||  content                ||
+ * ||-------+----------+---------+--------------++-------------------------||
+ * ||    0  |  0x0040  |  31: 0  |  0xFFFFFFFF  ||  X_ADDR                 ||
+ * ||-------+----------+---------+--------------++-------------------------||
+ * ||    1  |  0x0044  |  31: 0  |  0xFFFFFFFF  ||  W_ADDR                 ||
+ * ||-------+----------+---------+--------------++-------------------------||
+ * ||    2  |  0x0048  |  31: 0  |  0xFFFFFFFF  ||  Z_ADDR                 ||
+ * ||-------+----------+---------+--------------++-------------------------||
+ * ||    3  |  0x004C  |         |              ||  Matrix Config 0 Reg    ||
+ * ||       |          |  31:16  |  0xFFFF0000  ||  K Size (W Columns)     ||
+ * ||       |          |  15: 0  |  0x0000FFFF  ||  M Size (X Rows)        ||
+ * ||-------+----------+---------+--------------++-------------------------||
+ * ||    4  |  0x0050  |         |              ||  Matrix Config 1 Reg    ||
+ * ||       |          |  31:16  |  0xFFFFFFFF  ||  N Size (X Cols/W Rows) ||
+ * ||-------+----------+---------+--------------++-------------------------||
+ * ||    5  |  0x0054  |         |              ||  Matrix Arithmetic Reg  ||
+ * ||       |          |  12:10  |  0x00001C00  ||  Operation selection    ||
+ * ||       |          |   9: 7  |  0x00000380  ||  Input/Output format    ||
+ * |========================================================================|
+ *
+ */
+
+/* PULP Cluster Archi defines */
+#define ARCHI_CLUST_CTRL_BASE 0x50200000
+#define ARCHI_CLUST_HWPE_BASE 0x50201000
+#define DMA_COMMAND_QUEUE     0x50204400
+#define DMA_STATUS_REGISTER   0x50204404
+#define ARCHI_CL_HWPE_EVT0 12
+#define ARCHI_CL_HWPE_EVT1 13
+#define FC_DMA_EVENT 8
+#define CL_DMA_EVENT 22
+#define CLUST_CTRL_HWPE_EN 0x18
+#define CLUST_CTRL_HWPE_EN_MASK 0x800
+#define __builtin_bitinsert(a,b,c,d) (a | (((b << (32-c)) >> (32-c)) << d))
+
+// RedMulE architecture
+#define ADDR_WIDTH   32
+#define DATA_WIDTH   256
+#define REDMULE_FMT  16
+#define ARRAY_HEIGHT 4
+#define PIPE_REGS    3
+#define ARRAY_WIDTH  12 /* Superior limit is ARRAY_HEIGHT*PIPE_REGS */
+
+// Commands
+#define REDMULE_TRIGGER     0x00
+#define REDMULE_ACQUIRE     0x04
+#define REDMULE_FINISHED    0x08
+#define REDMULE_STATUS      0x0C
+#define REDMULE_RUNNING_JOB 0x10
+#define REDMULE_SOFT_CLEAR  0x14
+
+// Registers
+#define REDMULE_REG_OFFS  0x40
+// #define REDMULE_REG_X_PTR 0x00
+// #define REDMULE_REG_W_PTR 0x04
+// #define REDMULE_REG_Z_PTR 0x08
+// #define REDMULE_MCFG0_PTR 0x0C
+// #define REDMULE_MCFG1_PTR 0x10
+// #define REDMULE_ARITH_PTR 0x14
+#define REDMULE_REG_X_PTR              0x00
+#define REDMULE_REG_W_PTR              0x04
+#define REDMULE_REG_Y_PTR              0x08
+#define REDMULE_REG_Z_PTR              0x0C
+#define REDMULE_REG_X_ITER_PTR         0x10
+#define REDMULE_REG_W_ITER_PTR         0x14
+#define REDMULE_REG_LEFTOVERS_PTR      0x18
+#define REDMULE_REG_LEFT_PARAMS_PTR    0x1C
+#define REDMULE_REG_X_D1_STRIDE_PTR    0x20
+#define REDMULE_REG_W_TOT_LEN_PTR      0x24
+#define REDMULE_REG_TOT_X_READ_PTR     0x28
+#define REDMULE_REG_W_D0_STRIDE_PTR    0x2C
+#define REDMULE_REG_YZ_TOT_LEN_PTR     0x30
+#define REDMULE_REG_YZ_D0_STRIDE_PTR   0x34
+#define REDMULE_REG_YZ_D2_STRIDE_PTR   0x38
+#define REDMULE_REG_X_ROWS_OFFS_PTR    0x3C
+#define REDMULE_REG_X_BUFFER_SLOTS_PTR 0x40
+#define REDMULE_REG_X_TOT_LEN_PTR      0x44
+#define REDMULE_REG_OP_SELECTION       0x48
+
+#define REDMULE_ECC_REG_OFFS           0x90
+#define DATA_CORR_ERR                  0x00
+#define DATA_UNCORR_ERR                0x04
+#define METADATA_CORR_ERR              0x08
+#define METADATA_UNCORR_ERR            0x0c
+
+// OPs definition
+#define MATMUL 0x0
+#define GEMM   0x1
+#define ADDMAX 0x2
+#define ADDMIN 0x3
+#define MULMAX 0x4
+#define MULMIN 0x5
+#define MAXMIN 0x6
+#define MINMAX 0x7
+
+// GEMM formats
+#define Float8     0x0
+#define Float16    0x1
+#define Float8Alt  0x2
+#define Float16Alt 0x3
+
+#define RNE       0x0
+#define RTZ       0x1
+#define OP_FMADD  0x0
+#define OP_ADD    0x2
+#define OP_MUL    0x3
+#define OP_MINMAX 0x7
+
+// FP Formats encoding
+#define FP16    0x2
+#define FP8     0x3
+#define FP16ALT 0x4
+#define FP8ALT  0x5
+
+/* DMA Archi */
+#define DMA_TX  0
+#define DMA_RX  1
+#define DMA_INC 1
+
+#define PLP_DMA_TYPE_BIT    0x00000011
+#define PLP_DMA_INCR_BIT    0x00000012
+#define PLP_DMA_2D_BIT      0x00000013
+#define PLP_DMA_ELE_BIT     0x00000014
+#define PLP_DMA_ILE_BIT     0x00000015
+#define PLP_DMA_BLE_BIT     0x00000016
+#define PLP_DMA_2D_TCDM_BIT 0x0000017
+
+#endif
diff --git a/hwpe/redmule_256iter/hal_redmule.h b/hwpe/redmule_256iter/hal_redmule.h
new file mode 100644
index 0000000..8fc5000
--- /dev/null
+++ b/hwpe/redmule_256iter/hal_redmule.h
@@ -0,0 +1,556 @@
+/*
+ * Copyright (C) 2022-2023 ETH Zurich and University of Bologna
+ *
+ * Licensed under the Apache License, Version 2.0 (the "License");
+ * you may not use this file except in compliance with the License.
+ * You may obtain a copy of the License at
+ *
+ *     http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ * SPDX-License-Identifier: Apache-2.0
+ * 
+ * Author: Yvan Tortorella  <yvan.tortorella@unibo.it>
+ *
+ * RedMulE Hardware Abstraction Layer (HAL)
+ */
+
+#ifndef __HAL_REDMULE_H__
+#define __HAL_REDMULE_H__
+
+#include <pulp.h>
+#include "inc/x_input.h"
+#include "inc/w_input.h"
+#include "inc/y_input.h"
+#include "inc/z_output.h"
+#include "inc/golden.h"
+#include "inc/tensor_dim.h"
+
+/*
+ * 
+ * For control, generic configuration register layout,
+ * and job-dependent register map, look at redmule_archi.h
+ *
+ */
+
+// For all the following functions we use __builtin_pulp_OffsetedWrite and __builtin_pulp_OffsetedRead
+// instead of classic load/store because otherwise the compiler is not able to correctly factorize
+// the HWPE base in case several accesses are done, ending up with twice more code
+
+#define HWPE_WRITE(value, offset) *(int *)(ARCHI_CLUST_HWPE_BASE + offset) = value
+#define HWPE_READ(offset) *(int *)(ARCHI_CLUST_HWPE_BASE + offset)
+
+static inline void redmule_x_add_set (unsigned int value) {
+  HWPE_WRITE(value, REDMULE_REG_OFFS + REDMULE_REG_X_PTR);
+}
+
+static inline void redmule_w_add_set (unsigned int value) {
+  HWPE_WRITE(value, REDMULE_REG_OFFS + REDMULE_REG_W_PTR);
+}
+
+static inline void redmule_y_add_set (unsigned int value) {
+  HWPE_WRITE(value, REDMULE_REG_OFFS + REDMULE_REG_Y_PTR);
+}
+
+static inline void redmule_z_add_set (unsigned int value) {
+  HWPE_WRITE(value, REDMULE_REG_OFFS + REDMULE_REG_Z_PTR);
+}
+
+// static inline void redmule_mcfg_set (uint32_t mcfg0, uint32_t mcfg1) {
+//   HWPE_WRITE(mcfg0, REDMULE_REG_OFFS + REDMULE_MCFG0_PTR);
+//   HWPE_WRITE(mcfg1, REDMULE_REG_OFFS + REDMULE_MCFG1_PTR);
+// }
+// 
+// static inline void redmule_arith_set (uint32_t arith) {
+//   HWPE_WRITE(arith, REDMULE_REG_OFFS + REDMULE_ARITH_PTR);
+// }
+
+static inline void hwpe_trigger_job() {
+  HWPE_WRITE(0, REDMULE_TRIGGER);
+}
+
+static inline int hwpe_acquire_job() {
+  return HWPE_READ(REDMULE_ACQUIRE);
+}
+
+static inline unsigned int hwpe_get_status() {
+  return HWPE_READ(REDMULE_STATUS);
+}
+
+static inline unsigned int hwpe_get_running_job() {
+  return HWPE_READ(REDMULE_RUNNING_JOB);
+}
+
+static inline void hwpe_soft_clear() {
+  HWPE_WRITE(0, REDMULE_SOFT_CLEAR);
+}
+
+static inline void hwpe_cg_enable() {
+  *(volatile int*) (ARCHI_CLUST_CTRL_BASE + CLUST_CTRL_HWPE_EN) |= CLUST_CTRL_HWPE_EN_MASK;
+}
+
+static inline void hwpe_cg_disable() {
+  *(volatile int*) (ARCHI_CLUST_CTRL_BASE + CLUST_CTRL_HWPE_EN) &= ~CLUST_CTRL_HWPE_EN_MASK;
+}
+
+static inline void redmule_evt_wait() {
+  do {
+    eu_evt_maskWaitAndClr (1 << ARCHI_CL_HWPE_EVT0);
+  } while((*(int volatile *)(ARCHI_CLUST_HWPE_BASE + REDMULE_STATUS)) != 0);
+}
+
+static inline int hwpe_wait_acquire() {
+  int job_id = hwpe_acquire_job();
+  while(job_id < 0) {
+    eu_evt_maskWaitAndClr (1 << ARCHI_CL_HWPE_EVT0);
+    job_id = hwpe_acquire_job();
+  }
+  return job_id;
+}
+
+static inline unsigned int redmule_get_data_correctable_count () {
+  return HWPE_READ(REDMULE_ECC_REG_OFFS + DATA_CORR_ERR);
+}
+
+static inline unsigned int redmule_get_data_uncorrectable_count () {
+  return HWPE_READ(REDMULE_ECC_REG_OFFS + DATA_UNCORR_ERR);
+}
+
+static inline unsigned int redmule_get_meta_correctable_count () {
+  return HWPE_READ(REDMULE_ECC_REG_OFFS + METADATA_CORR_ERR);
+}
+
+static inline unsigned int redmule_get_meta_uncorrectable_count () {
+  return HWPE_READ(REDMULE_ECC_REG_OFFS + METADATA_UNCORR_ERR);
+}
+
+/* DMA APIs */
+static inline int mchan_alloc(){
+  return *(volatile int*) DMA_COMMAND_QUEUE;
+}
+
+static inline void mchan_transfer(unsigned int len,
+                                  unsigned int ext_addr,
+                                  unsigned int tcdm_addr) {
+
+  *(volatile int*) DMA_COMMAND_QUEUE = len |
+                                       (DMA_RX << PLP_DMA_TYPE_BIT)  |
+                                       (DMA_INC << PLP_DMA_INCR_BIT) |
+                                       (0 << PLP_DMA_2D_BIT)         |
+                                       (1 << PLP_DMA_ELE_BIT)        |
+                                       (1 << PLP_DMA_ILE_BIT)        |
+                                       (0 << PLP_DMA_BLE_BIT)        |
+                                       (0 << PLP_DMA_2D_TCDM_BIT);
+  *(volatile int*) DMA_COMMAND_QUEUE = tcdm_addr;
+  *(volatile int*) DMA_COMMAND_QUEUE = ext_addr;
+}
+
+static inline void mchan_barrier(int id) {
+  while(((*(volatile int*)(DMA_STATUS_REGISTER)) >> id ) & 0x1 ) {
+    eu_evt_maskWaitAndClr(1 << FC_DMA_EVENT);
+ }
+}
+
+static inline void mchan_free(int id) {
+  *(volatile int*) DMA_STATUS_REGISTER = 0x1 << id;
+}
+
+// void redmule_cfg (unsigned int x,  unsigned int w,  unsigned int z,
+//                   uint16_t m_size, uint16_t n_size, uint16_t k_size,
+//                   uint8_t gemm_op, uint8_t gemm_fmt){
+// 
+//   uint32_t mcfg_reg0 = 0;
+//   uint32_t mcfg_reg1 = 0;
+//   uint32_t arith_reg = 0;
+// 
+//   mcfg_reg0 = (k_size << 16) |
+//               (m_size <<  0);
+//   mcfg_reg1 = n_size << 0;
+// 
+//   arith_reg = (gemm_op << 10) |
+//               (gemm_fmt << 7);
+// 
+//   redmule_x_add_set ((unsigned int) x);
+//   redmule_w_add_set ((unsigned int) w);
+//   redmule_z_add_set ((unsigned int) z);
+//   redmule_mcfg_set  ((unsigned int) mcfg_reg0,
+//                      (unsigned int) mcfg_reg1);
+//   redmule_arith_set ((unsigned int) arith_reg);
+//   
+// }
+
+void redmule_cfg (uint16_t m_size, uint16_t n_size, uint16_t k_size, uint8_t gemm_ops){
+   uint32_t x_iters        = 0;
+   uint32_t w_iters        = 0;
+   uint32_t leftovers      = 0;
+   uint32_t left_params    = 0;
+   uint32_t x_d1_stride    = 0;
+   uint32_t x_rows_offs    = 0;
+   uint32_t w_tot_len      = 0;
+   uint32_t w_d1_len       = 0;
+   uint32_t w_d0_stride    = 0;
+   uint32_t yz_tot_len     = 0;
+   uint32_t yz_d0_stride   = 0;
+   uint32_t yz_d2_stride   = 0;
+   uint32_t tot_x_read     = 0;
+   uint32_t x_buffer_slots = 0;
+   uint32_t op_selection   = 0;
+   uint16_t tot_stores     = 0;
+   uint16_t w_rows         = n_size;
+   uint16_t depth          = DATA_WIDTH/(ARRAY_HEIGHT*FPFORMAT);
+   uint8_t  tile           = ARRAY_HEIGHT*(PIPE_REGS + 1);
+   _Bool    x_rows_sub     = 0;
+   _Bool    x_cols_sub     = 0;
+   _Bool    w_cols_sub     = 0;
+   uint16_t x_rows_iter,
+            x_rows_iter_tmp,
+            w_rows_iter,
+            w_rows_iter_tmp;
+   uint16_t x_cols_iter,
+            x_cols_iter_tmp,
+            w_cols_iter,
+            w_cols_iter_tmp;
+   uint8_t  x_rows_lftovr,
+            x_cols_lftovr,
+            w_rows_lftovr,
+            w_cols_lftovr,
+            slots;
+
+   // Calculating the number of iterations alng the two dimensions of the X matrix
+   x_rows_iter_tmp = m_size/ARRAY_WIDTH;
+   x_cols_iter_tmp = n_size/tile;
+
+   // Calculating the number of iterations alng the two dimensions of the W matrix
+   w_rows_iter_tmp = w_rows;
+   w_cols_iter_tmp = k_size/tile;
+
+   // Calculating the residuals along the input dimensions
+   x_rows_lftovr = m_size - (x_rows_iter_tmp*ARRAY_WIDTH);
+   x_cols_lftovr = n_size - (x_cols_iter_tmp*tile);
+
+   // Calculating the residuals along the weight dimensions
+   w_rows_lftovr = n_size - (ARRAY_HEIGHT*(w_rows/ARRAY_HEIGHT));
+   w_cols_lftovr = k_size - (w_cols_iter_tmp*tile);
+
+   if (w_cols_lftovr != 0)
+     w_cols_iter = w_cols_iter_tmp + 1;
+   else 
+     w_cols_iter = w_cols_iter_tmp;
+
+  if (w_rows_lftovr != 0)
+    w_rows_iter = w_rows_iter_tmp + ARRAY_HEIGHT - w_rows_lftovr;
+  else
+    w_rows_iter = w_rows_iter_tmp;
+
+   if (x_cols_lftovr != 0)
+     x_cols_iter = x_cols_iter_tmp + 1;
+   else 
+     x_cols_iter = x_cols_iter_tmp;
+
+   if (x_rows_lftovr != 0)
+     x_rows_iter = x_rows_iter_tmp + 1;
+   else 
+     x_rows_iter = x_rows_iter_tmp;
+
+   if (x_cols_lftovr%depth != 0)
+     x_buffer_slots = x_cols_lftovr/depth + 1;
+   else
+     x_buffer_slots = x_cols_lftovr/depth;
+
+   // Calculating the number of total stores
+   tot_stores = x_rows_iter*w_cols_iter;
+
+   // Determining if input matrixes are sub-matrixes
+   if (m_size < ARRAY_WIDTH)
+     x_rows_sub = 1;
+   if (n_size < ARRAY_HEIGHT)
+     x_cols_sub = 1;
+   if (k_size < tile)
+    w_cols_sub = 1;
+
+   // Operation selection
+   switch (gemm_ops) {
+     case MATMUL:
+       op_selection |= (RNE << 29 | RNE << 26 | OP_FMADD << 22 | OP_MINMAX << 18 | SRC_FMT << 15 | DST_FMT << 12) | 0;
+     break;
+     
+     case GEMM:
+       op_selection |= (RNE << 29 | RNE << 26 | OP_FMADD << 22 | OP_MINMAX << 18 | SRC_FMT << 15 | DST_FMT << 12) | 1;
+     break;
+     
+     case ADDMAX:
+       op_selection |= (RNE << 29 | RTZ << 26 | OP_ADD << 22 | OP_MINMAX << 18 | SRC_FMT << 15 | DST_FMT << 12) | 1;
+     break;
+     
+     case ADDMIN:
+       op_selection |= (RNE << 29 | RNE << 26 | OP_ADD << 22 | OP_MINMAX << 18 | SRC_FMT << 15 | DST_FMT << 12) | 1;
+     break;
+     
+     case MULMAX:
+       op_selection |= (RNE << 29 | RTZ << 26 | OP_MUL << 22 | OP_MINMAX << 18 | SRC_FMT << 15 | DST_FMT << 12) | 1;
+     break;
+     
+     case MULMIN:
+       op_selection |= (RNE << 29 | RNE << 26 | OP_MUL << 22 | OP_MINMAX << 18 | SRC_FMT << 15 | DST_FMT << 12) | 1;
+     break;
+     
+     case MAXMIN:
+       op_selection |= (RTZ << 29 | RNE << 26 | OP_MINMAX << 22 | OP_MINMAX << 18 | SRC_FMT << 15 | DST_FMT << 12) | 1;
+     break;
+     
+     case MINMAX:
+       op_selection |= (RNE << 29 | RTZ << 26 | OP_MINMAX << 22 | OP_MINMAX << 18 | SRC_FMT << 15 | DST_FMT << 12) | 1;
+     break;
+   }
+
+   // Storing iterations and residuals in registers
+   x_iters      |= x_rows_iter   << 16 | x_cols_iter   << 0;
+   w_iters      |= w_rows_iter   << 16 | w_cols_iter   << 0;
+   leftovers    |= x_rows_lftovr << 24 | x_cols_lftovr << 16 | w_rows_lftovr << 8  | w_cols_lftovr << 0;
+   left_params  |= tot_stores    << 16 | x_rows_sub    << 15 | x_cols_sub    << 14 | w_cols_sub   << 13;
+   x_d1_stride   = ((4*FPFORMAT)/ADDR_WIDTH)*(((DATA_WIDTH/FPFORMAT)*x_cols_iter_tmp) + x_cols_lftovr);
+   x_rows_offs   = ARRAY_WIDTH*x_d1_stride;
+   w_tot_len     = w_rows_iter*w_cols_iter*x_rows_iter;
+   w_d0_stride   = ((4*FPFORMAT)/ADDR_WIDTH)*(((DATA_WIDTH/FPFORMAT)*w_cols_iter_tmp) + w_cols_lftovr);
+   yz_tot_len    = ARRAY_WIDTH*x_rows_iter*w_cols_iter;
+   yz_d0_stride  = w_d0_stride;
+   yz_d2_stride  = ARRAY_WIDTH*w_d0_stride;
+   tot_x_read    = x_rows_iter*x_cols_iter*w_cols_iter;
+
+   // Writing the computations in configuration register
+   HWPE_WRITE(x_iters       , REDMULE_REG_OFFS + REDMULE_REG_X_ITER_PTR         );
+   HWPE_WRITE(w_iters       , REDMULE_REG_OFFS + REDMULE_REG_W_ITER_PTR         );
+   HWPE_WRITE(leftovers     , REDMULE_REG_OFFS + REDMULE_REG_LEFTOVERS_PTR      );
+   HWPE_WRITE(left_params   , REDMULE_REG_OFFS + REDMULE_REG_LEFT_PARAMS_PTR    );
+   HWPE_WRITE(x_d1_stride   , REDMULE_REG_OFFS + REDMULE_REG_X_D1_STRIDE_PTR    );
+   HWPE_WRITE(x_rows_offs   , REDMULE_REG_OFFS + REDMULE_REG_X_ROWS_OFFS_PTR    );
+   HWPE_WRITE(tot_x_read    , REDMULE_REG_OFFS + REDMULE_REG_TOT_X_READ_PTR     );
+   HWPE_WRITE(x_buffer_slots, REDMULE_REG_OFFS + REDMULE_REG_X_BUFFER_SLOTS_PTR );
+   HWPE_WRITE(w_tot_len     , REDMULE_REG_OFFS + REDMULE_REG_W_TOT_LEN_PTR      );
+   HWPE_WRITE(w_d0_stride   , REDMULE_REG_OFFS + REDMULE_REG_W_D0_STRIDE_PTR    );
+   HWPE_WRITE(yz_tot_len    , REDMULE_REG_OFFS + REDMULE_REG_YZ_TOT_LEN_PTR     );
+   HWPE_WRITE(yz_d0_stride  , REDMULE_REG_OFFS + REDMULE_REG_YZ_D0_STRIDE_PTR   );
+   HWPE_WRITE(yz_d2_stride  , REDMULE_REG_OFFS + REDMULE_REG_YZ_D2_STRIDE_PTR   );
+   HWPE_WRITE(op_selection  , REDMULE_REG_OFFS + REDMULE_REG_OP_SELECTION       );
+}
+
+void generate_test_data16(int x_start_addr,
+                          int w_start_addr,
+                          int y_start_addr,
+                          int m_size,
+                          int n_size,
+                          int k_size) {
+  
+  int x_addr     = x_start_addr;
+  int w_addr     = w_start_addr;
+  int y_addr     = y_start_addr;
+  int x_end_addr = x_start_addr + (2*m_size*n_size);
+  int w_end_addr = w_start_addr + (2*n_size*k_size);
+  int y_end_addr = y_start_addr + (2*m_size*k_size);
+
+  // Generating input stimuli from golden model
+  for (x_addr = x_start_addr; x_addr < x_end_addr; x_addr += 2) {
+    int x = x_addr - x_start_addr;
+    *(uint32_t *)(x_addr) = x_inp[x/2];
+  }
+
+  // Generating Weight stimuli from golden model
+  for (w_addr = w_start_addr; w_addr < w_end_addr; w_addr += 2) {
+    int w = w_addr - w_start_addr;
+    *(uint32_t *)(w_addr) = w_inp[w/2];
+  }
+
+  for (y_addr = y_start_addr; y_addr < y_end_addr; y_addr += 2) {
+    int y = y_addr - y_start_addr;
+    *(uint32_t *)(y_addr) = y_inp[y/2];
+  }
+}
+
+int redmule_compare16 (int z_start_addr, int m_size, int k_size) {
+  int err = 0;
+  int z_end_addr = z_start_addr + 2*m_size*k_size;
+  uint16_t z_computed;
+  uint16_t diff, diff_1, diff_2;
+
+  for (int z_addr = z_start_addr; z_addr < z_end_addr; z_addr += 2) {
+    int z = z_addr - z_start_addr;
+    z_computed = *(uint32_t *)(z_addr);
+
+    if ( z_computed != z_oup[z/2] ) {
+      diff_1 = z_computed - z_oup[z/2];
+      if (diff_1 > 3) {
+        diff_2 = z_oup[z/2] - z_computed;
+        if (diff_2 > 3) {
+          err++;
+        }
+      }
+    }
+  }
+
+  return err;
+
+}
+
+int redmule16_compare_int(uint32_t *actual_z, uint32_t *golden_z, int len) {
+  #define ERR 0x0011
+  uint32_t actual_word = 0;
+  uint16_t actual_MSHWord, actual_LSHWord;
+  uint32_t golden_word = 0;
+  uint16_t golden_MSHWord, golden_LSHWord;
+  uint32_t actual = 0;
+  uint32_t golden = 0;
+
+  int errors = 0;
+  int error;
+
+  for (int i=0; i<len; i++) {
+    error = 0;
+    actual_word = *(actual_z+i);
+    golden_word = *(golden_z+i);
+
+    uint16_t diff = 0;
+    
+    // Chechink Least Significant Half-Word
+    actual_LSHWord = (uint16_t)(actual_word & 0x0000FFFF);
+    golden_LSHWord = (uint16_t)(golden_word & 0x0000FFFF);
+
+    diff = (actual_LSHWord > golden_LSHWord) ? (actual_LSHWord - golden_LSHWord) : 0;
+    diff = (actual_LSHWord < golden_LSHWord) ? (golden_LSHWord - actual_LSHWord) : 0;
+
+    if (diff > ERR) {
+      error = 1;
+      #ifdef VERBOSE
+        tfp_printf ("diff: 0x%08x\n", diff);
+        tfp_printf ("LSW: Error!\n");
+      #endif
+    }
+
+    // Checking Most Significant Half-Word
+    actual_MSHWord = (uint16_t)((actual_word >> 16) & 0x0000FFFF);
+    golden_MSHWord = (uint16_t)((golden_word >> 16) & 0x0000FFFF);
+
+    diff = (actual_MSHWord > golden_MSHWord) ? (actual_MSHWord - golden_MSHWord) : 0;
+    diff = (actual_MSHWord < golden_MSHWord) ? (golden_MSHWord - actual_MSHWord) : 0;
+
+    if (diff > ERR) {
+      error = 1;
+      #ifdef VERBOSE
+        tfp_printf ("diff: 0x%08x\n", diff);
+        tfp_printf ("MSW: Error!\n");
+      #endif
+    }
+    
+    errors += error;
+
+    #ifdef DEBUG
+      tfp_printf("  Golden: 0x%08x; Actual: 0x%08x,\n", golden_word, actual_word);
+    #endif
+
+    #ifdef VERBOSE
+    if(error) {
+        if(errors==1) tfp_printf("  golden     <- actual     @ address    @ index\n");
+        tfp_printf("  0x%08x <- 0x%08x @ 0x%08x @ 0x%08x\n", golden_word, actual_word, (actual_z+i), i*4);
+    }
+    #endif
+  }
+  return errors;
+}
+
+int redmule8_compare_int(uint32_t *actual_z, uint32_t *golden_z, int len) {
+  #define ERR 0x0011
+  uint32_t actual_word = 0;
+  uint8_t  actual_Byte0,
+           actual_Byte1,
+           actual_Byte2,
+           actual_Byte3;
+  uint32_t golden_word = 0;
+  uint8_t  golden_Byte0,
+           golden_Byte1,
+           golden_Byte2,
+           golden_Byte3;
+  uint32_t actual = 0;
+  uint32_t golden = 0;
+
+  int errors = 0;
+  int error;
+
+  for (int i=0; i<len; i++) {
+    error = 0;
+    actual_word = *(actual_z+i);
+    golden_word = *(golden_z+i);
+
+    uint8_t diff = 0;
+    
+    // Cheching Byte0
+    actual_Byte0 = (uint8_t)(actual_word & 0x000000FF);
+    golden_Byte0 = (uint8_t)(golden_word & 0x000000FF);
+
+    diff = (actual_Byte0 > golden_Byte0) ? (actual_Byte0 - golden_Byte0) : 0;
+    diff = (actual_Byte0 < golden_Byte0) ? (golden_Byte0 - actual_Byte0) : 0;
+
+    if (diff > ERR) {
+      error = 1;
+      tfp_printf ("diff: 0x%08x\n", diff);
+      tfp_printf ("Byte0: Error!\n");
+    }
+
+    // Cheching Byte1
+    actual_Byte1 = (uint8_t)( (actual_word >> 8 ) & 0x000000FF);
+    golden_Byte1 = (uint8_t)( (golden_word >> 8 ) & 0x000000FF);
+
+    diff = (actual_Byte1 > golden_Byte1) ? (actual_Byte1 - golden_Byte1) : 0;
+    diff = (actual_Byte1 < golden_Byte1) ? (golden_Byte1 - actual_Byte1) : 0;
+
+    if (diff > ERR) {
+      error = 1;
+      tfp_printf ("diff: 0x%08x\n", diff);
+      tfp_printf ("Byte1: Error!\n");
+    }
+
+    // Cheching Byte2
+    actual_Byte2 = (uint8_t)( (actual_word >> 16 ) & 0x000000FF);
+    golden_Byte2 = (uint8_t)( (golden_word >> 16 ) & 0x000000FF);
+
+    diff = (actual_Byte2 > golden_Byte2) ? (actual_Byte2 - golden_Byte2) : 0;
+    diff = (actual_Byte2 < golden_Byte2) ? (golden_Byte2 - actual_Byte2) : 0;
+
+    if (diff > ERR) {
+      error = 1;
+      tfp_printf ("diff: 0x%08x\n", diff);
+      tfp_printf ("Byte2: Error!\n");
+    }
+
+    // Cheching Byte3
+    actual_Byte3 = (uint8_t)( (actual_word >> 24 ) & 0x000000FF);
+    golden_Byte3 = (uint8_t)( (golden_word >> 24 ) & 0x000000FF);
+
+    diff = (actual_Byte3 > golden_Byte3) ? (actual_Byte3 - golden_Byte3) : 0;
+    diff = (actual_Byte3 < golden_Byte3) ? (golden_Byte3 - actual_Byte3) : 0;
+
+    if (diff > ERR) {
+      error = 1;
+      tfp_printf ("diff: 0x%08x\n", diff);
+      tfp_printf ("Byte3: Error!\n");
+    }
+    
+    errors += error;
+
+    #ifdef DEBUG
+      tfp_printf("  Golden: 0x%08x; Actual: 0x%08x,\n", golden_word, actual_word);
+    #endif
+
+    #ifdef VERBOSE
+      if(error) {
+        if(errors==1) tfp_printf("  golden     <- actual     @ address    @ index\n");
+        tfp_printf("  0x%08x <- 0x%08x @ 0x%08x @ 0x%08x\n", golden_word, actual_word, (actual_z+i), i*4);
+      }
+    #endif
+  }
+  return errors;
+}
+
+#endif
diff --git a/hwpe/redmule_256iter/inc/golden.h b/hwpe/redmule_256iter/inc/golden.h
new file mode 100644
index 0000000..f664e47
--- /dev/null
+++ b/hwpe/redmule_256iter/inc/golden.h
@@ -0,0 +1,387 @@
+ /* Header file generated by RedMulE Golden Model */
+uint32_t golden [384] = {
+0x48974845,
+0x48384608,
+0x487b4855,
+0x48804869,
+0x48b046d1,
+0x483f48db,
+0x485f48c9,
+0x483a4881,
+0x472c484b,
+0x492b4762,
+0x48fd4822,
+0x492e488e,
+0x484f483e,
+0x46d749e8,
+0x489d484b,
+0x47e9490b,
+0x47d2484f,
+0x474744be,
+0x46c047c7,
+0x48af4727,
+0x482d46c5,
+0x482e483d,
+0x479f4897,
+0x4749488b,
+0x46a8489a,
+0x488b46f2,
+0x47e84891,
+0x483d4872,
+0x46fd4716,
+0x46a049b5,
+0x47a446e7,
+0x476748a1,
+0x49354939,
+0x48c14703,
+0x48bd4863,
+0x48cf4913,
+0x48b848b6,
+0x49204946,
+0x48e1495e,
+0x48b24938,
+0x4882493a,
+0x49d5483b,
+0x49724911,
+0x49df496b,
+0x488848f2,
+0x48214a46,
+0x490c48c1,
+0x48a349b2,
+0x47b0463a,
+0x476244cb,
+0x46b94765,
+0x4814466a,
+0x47964631,
+0x474b4666,
+0x47044798,
+0x47614838,
+0x459047d3,
+0x48a245ea,
+0x484447f1,
+0x4776484b,
+0x46d847d6,
+0x44d348f3,
+0x478d46fa,
+0x466e481e,
+0x481e4827,
+0x479445a2,
+0x48064727,
+0x48d5475d,
+0x48284708,
+0x480d4862,
+0x48324895,
+0x47f148bd,
+0x46a7482a,
+0x492d47b1,
+0x4884484d,
+0x485f48dc,
+0x480c476d,
+0x46d348e9,
+0x48844728,
+0x480e48a0,
+0x48134862,
+0x485a4675,
+0x473847e8,
+0x48234836,
+0x482146e7,
+0x47b34822,
+0x48554846,
+0x47174863,
+0x47c14872,
+0x488e46d5,
+0x485f47e2,
+0x48b8487c,
+0x4788481e,
+0x467748bd,
+0x47f846c9,
+0x47fc48fe,
+0x47b247a0,
+0x467e4588,
+0x46c74662,
+0x481246e8,
+0x474e4536,
+0x468f46c0,
+0x4679481f,
+0x46e246a1,
+0x45604809,
+0x47eb4630,
+0x475746b5,
+0x477f4848,
+0x46d846a6,
+0x459a4870,
+0x46784670,
+0x468c47d2,
+0x48c44762,
+0x479146e3,
+0x486d46b1,
+0x486747d0,
+0x47f6468d,
+0x475648a5,
+0x48544857,
+0x48384866,
+0x46ec484d,
+0x48f647d2,
+0x4879484a,
+0x483c4848,
+0x4806471d,
+0x473048fa,
+0x47b84768,
+0x46f94865,
+0x491848a8,
+0x486746ca,
+0x48624800,
+0x491048d3,
+0x4849474e,
+0x486b48eb,
+0x48c54966,
+0x483048f4,
+0x477848f9,
+0x499e481e,
+0x48f148cf,
+0x49234982,
+0x47cf487c,
+0x464949ea,
+0x495e4773,
+0x483f48b2,
+0x497548a7,
+0x481e4616,
+0x4866481f,
+0x486448b6,
+0x487347dc,
+0x487f485c,
+0x491f4938,
+0x48b6490d,
+0x48a148f8,
+0x492d4859,
+0x4915489c,
+0x48874899,
+0x4859486c,
+0x471e49ca,
+0x49184867,
+0x482748d3,
+0x4998488b,
+0x481d4704,
+0x488048b8,
+0x49444876,
+0x48f2470c,
+0x489b48b9,
+0x48e54956,
+0x48a548d6,
+0x485648dc,
+0x49ab484e,
+0x490e48e0,
+0x494548dd,
+0x48dd488b,
+0x47ea4a32,
+0x49114835,
+0x48194965,
+0x481e460e,
+0x4673452c,
+0x4717475c,
+0x46d046f6,
+0x46bc4696,
+0x481e4726,
+0x46ea4763,
+0x475846fe,
+0x4627478b,
+0x483f4704,
+0x47b146ad,
+0x48164792,
+0x468446f2,
+0x45a84827,
+0x47a4472f,
+0x462b4797,
+0x48ab483f,
+0x4863468f,
+0x4766485a,
+0x48cb481d,
+0x490347dc,
+0x483048fc,
+0x483e48cc,
+0x486448ab,
+0x47634966,
+0x499d4794,
+0x488b488e,
+0x496048dc,
+0x484c4854,
+0x474c499c,
+0x48bc4826,
+0x48834949,
+0x4905489d,
+0x481e4718,
+0x48f448e3,
+0x490448c1,
+0x48b347e8,
+0x48d44892,
+0x489448ff,
+0x488648d5,
+0x480348fa,
+0x492e47d2,
+0x48b24870,
+0x492b48e5,
+0x4785487b,
+0x471d49e3,
+0x48bf4837,
+0x48c4489b,
+0x4871475c,
+0x4811464a,
+0x471c47af,
+0x48174817,
+0x484e463b,
+0x464f477f,
+0x487c4704,
+0x472547a3,
+0x462a4853,
+0x4860465a,
+0x48804736,
+0x482b47e1,
+0x46c04811,
+0x475d48dc,
+0x48064668,
+0x46f44893,
+0x49594858,
+0x487b463d,
+0x484e480f,
+0x48a648c0,
+0x48944847,
+0x484a48a0,
+0x48f4491e,
+0x48b548fc,
+0x47d248ce,
+0x497f47db,
+0x49394955,
+0x48ce48a7,
+0x48844890,
+0x476349d6,
+0x4922486e,
+0x48c348f4,
+0x491c47ec,
+0x47834698,
+0x47544715,
+0x47524745,
+0x4832472f,
+0x48094817,
+0x48c347f8,
+0x480047e6,
+0x473048b6,
+0x48cb480a,
+0x488e479e,
+0x488e47c2,
+0x47ee472f,
+0x4744489d,
+0x48514755,
+0x47d34846,
+0x48a04838,
+0x47624634,
+0x48064786,
+0x482d47e3,
+0x486c4726,
+0x480347b7,
+0x481448ac,
+0x483948e0,
+0x47504827,
+0x48c546f2,
+0x4886483f,
+0x485648ad,
+0x47a947e8,
+0x47434937,
+0x481f46d0,
+0x4804484c,
+0x481f47fd,
+0x4813456d,
+0x4807474d,
+0x480e4688,
+0x481046e8,
+0x4799469f,
+0x478f4853,
+0x482447f2,
+0x471f47d0,
+0x485f46da,
+0x481c4813,
+0x4863482e,
+0x480b4786,
+0x46b848c9,
+0x46e2475a,
+0x46c54852,
+0x480245af,
+0x46c24466,
+0x4743465d,
+0x47ba46b7,
+0x46c34636,
+0x47844677,
+0x47c2485a,
+0x46ac46dc,
+0x460e47de,
+0x4834465f,
+0x476947f4,
+0x481046fc,
+0x45ea45fd,
+0x45b548d0,
+0x47834704,
+0x46c44830,
+0x47c74759,
+0x45b0453d,
+0x47024741,
+0x47934736,
+0x47ba461b,
+0x46dd470b,
+0x470b4657,
+0x4710470d,
+0x468f486c,
+0x46ba45c3,
+0x483b479d,
+0x477446c9,
+0x46a746a9,
+0x46064833,
+0x46a94690,
+0x46a746f5,
+0x48bb47ac,
+0x4803452c,
+0x4824470f,
+0x48cb47d5,
+0x484a4707,
+0x47974832,
+0x482c4851,
+0x4877487a,
+0x465d4891,
+0x48ce47f4,
+0x48994898,
+0x486a484e,
+0x47f047ac,
+0x4611493e,
+0x489e47e2,
+0x46af488c,
+0x48364665,
+0x46b645e4,
+0x46b946a1,
+0x46dd46c8,
+0x474b4658,
+0x4777467b,
+0x47984769,
+0x475e4785,
+0x4656472a,
+0x488145fb,
+0x472d46fc,
+0x47a3476e,
+0x46ca465d,
+0x45004855,
+0x479a464f,
+0x473846c3,
+0x486c481e,
+0x48014659,
+0x477a4756,
+0x487b47d5,
+0x48084706,
+0x4838484f,
+0x48634870,
+0x480648d3,
+0x47714865,
+0x494c46be,
+0x484c4915,
+0x48624900,
+0x46e8481a,
+0x46a04974,
+0x483d4775,
+0x480e487c,
+};
\ No newline at end of file
diff --git a/hwpe/redmule_256iter/inc/tensor_dim.h b/hwpe/redmule_256iter/inc/tensor_dim.h
new file mode 100644
index 0000000..21bd0d8
--- /dev/null
+++ b/hwpe/redmule_256iter/inc/tensor_dim.h
@@ -0,0 +1,13 @@
+ /* Header file generated by RedMulE Golden Model */
+#ifndef __TENSOR_DIM__
+#define __TENSOR_DIM__
+
+#define M_SIZE  24 
+#define N_SIZE  32 
+#define K_SIZE  32
+#define SRC_FMT FP16
+#define DST_FMT FP16
+#define FPFORMAT 16
+uint8_t gemm_ops = GEMM; 
+
+#endif
diff --git a/hwpe/redmule_256iter/inc/w_2D.h b/hwpe/redmule_256iter/inc/w_2D.h
new file mode 100644
index 0000000..9409c64
--- /dev/null
+++ b/hwpe/redmule_256iter/inc/w_2D.h
@@ -0,0 +1,35 @@
+ /* Header file generated by RedMulE Golden Model */
+uint16_t w_inp_2D [32][32] = {
+0x311a, 0x39e0, 0x387d, 0x3a4a, 0x386f, 0x3ada, 0x392f, 0x3854, 0x3014, 0x2fd2, 0x31c9, 0x2fca, 0x2e55, 0x3bc8, 0x396d, 0x3b1d, 0x39f6, 0x333a, 0x3908, 0x3628, 0x3bab, 0x3b8b, 0x3b4a, 0x322d, 0x3925, 0x317a, 0x3725, 0x31c2, 0x3066, 0x38f3, 0x3a17, 0x3476, 
+0x3bda, 0x3196, 0x3922, 0x3680, 0x396a, 0x3021, 0x3761, 0x374d, 0x2fc2, 0x3967, 0x3b94, 0x33b5, 0x3797, 0x34d6, 0x3655, 0x2176, 0x39bc, 0x3999, 0x3658, 0x3904, 0x3759, 0x2ade, 0x3a5a, 0x3b78, 0x36c7, 0x2d01, 0x3b58, 0x2d9a, 0x373d, 0x3952, 0x38e8, 0x3887, 
+0x37b6, 0x3a88, 0x2f8a, 0x2d79, 0x3413, 0x3421, 0x3976, 0x32b2, 0x3446, 0x2d99, 0x3a56, 0x3322, 0x3b49, 0x39fa, 0x3acd, 0x3af6, 0x304c, 0x3abb, 0x3a83, 0x38b2, 0x3ab9, 0x363e, 0x389f, 0x31bb, 0x38e1, 0x3bc4, 0x3b9b, 0x2984, 0x3a43, 0x3b2f, 0x35d6, 0x3bda, 
+0x2df3, 0x3bf8, 0x2acc, 0x378b, 0x3555, 0x2e59, 0x31d4, 0x34ec, 0x3a46, 0x3bab, 0x3214, 0x3161, 0x3470, 0x3a03, 0x368e, 0x31ad, 0x27cb, 0x2ecb, 0x3422, 0x39f7, 0x3644, 0x3a77, 0x313f, 0x34f2, 0x39b3, 0x3bf2, 0x379a, 0x3456, 0x35fe, 0x3ae7, 0x3964, 0x385f, 
+0x3b16, 0x3999, 0x3833, 0x2eda, 0x3afd, 0x3a4a, 0x3ba2, 0x2bd4, 0x3b38, 0x31a2, 0x32dd, 0x353c, 0x366f, 0x375e, 0x3821, 0x367a, 0x3b44, 0x39e6, 0x3787, 0x339e, 0x39d7, 0x38c6, 0x37d5, 0x342f, 0x3984, 0x319b, 0x33b5, 0x35ab, 0x398a, 0x374e, 0x36b6, 0x3b21, 
+0x3bbb, 0x2ab3, 0x2ad5, 0x33bc, 0x2bef, 0x3780, 0x3738, 0x3a0b, 0x3b09, 0x30ca, 0x384e, 0x3ab3, 0x39bd, 0x3453, 0x3a6d, 0x3957, 0x2c10, 0x30e9, 0x35d4, 0x3aef, 0x3be9, 0x39ad, 0x3a74, 0x3af9, 0x3739, 0x2d4d, 0x39fe, 0x3b72, 0x2c57, 0x398c, 0x381f, 0x3930, 
+0x3820, 0x321b, 0x3964, 0x2964, 0x33a0, 0x2d00, 0x2490, 0x336b, 0x3465, 0x3b2e, 0x3aa0, 0x371f, 0x300e, 0x3a09, 0x3bf1, 0x25cc, 0x3b6f, 0x3384, 0x3a88, 0x3acb, 0x3814, 0x36d0, 0x3081, 0x3a2c, 0x3353, 0x39cb, 0x31ed, 0x3af6, 0x3721, 0x36c7, 0x2ce2, 0x390d, 
+0x3698, 0x3ab2, 0x3b3e, 0x2eb4, 0x3998, 0x39e3, 0x3a77, 0x3632, 0x2c12, 0x3bd5, 0x3ba3, 0x3bba, 0x323c, 0x367b, 0x3557, 0x39c8, 0x37db, 0x3b45, 0x3b6e, 0x3931, 0x3121, 0x3a8d, 0x3a55, 0x3b9b, 0x358a, 0x3925, 0x3491, 0x3912, 0x3b6b, 0x3584, 0x32df, 0x3120, 
+0x32b2, 0x3b0a, 0x2cad, 0x3465, 0x3ad3, 0x3bcd, 0x363b, 0x3afe, 0x354b, 0x3374, 0x39af, 0x3b7f, 0x308c, 0x2e72, 0x3380, 0x3b70, 0x3902, 0x38d8, 0x39f3, 0x3a4b, 0x3853, 0x397b, 0x2ebe, 0x387f, 0x2845, 0x37e2, 0x360f, 0x370b, 0x3acb, 0x35d4, 0x36e6, 0x3262, 
+0x2e88, 0x3a54, 0x2ee3, 0x3575, 0x3afe, 0x2aee, 0x39a0, 0x3aae, 0x3693, 0x3432, 0x3834, 0x3b9b, 0x3bcb, 0x2e3a, 0x356d, 0x374e, 0x3924, 0x383c, 0x311e, 0x3ac5, 0x352d, 0x311e, 0x38ca, 0x34d4, 0x36ca, 0x34ed, 0x3a13, 0x33eb, 0x3639, 0x3828, 0x3b3c, 0x3939, 
+0x3837, 0x3521, 0x2cb5, 0x3629, 0x3924, 0x384c, 0x366a, 0x3bbf, 0x2e9e, 0x3ba8, 0x33ad, 0x38c8, 0x3934, 0x3907, 0x249a, 0x3690, 0x3a09, 0x3215, 0x3898, 0x325d, 0x37d5, 0x3195, 0x361c, 0x3ae4, 0x351f, 0x3452, 0x3bc0, 0x375c, 0x39bf, 0x317a, 0x3aae, 0x283a, 
+0x3476, 0x3b92, 0x3472, 0x383e, 0x280f, 0x39d6, 0x2fd1, 0x31f4, 0x2ffb, 0x3b97, 0x3692, 0x36c0, 0x3989, 0x33cf, 0x3ba6, 0x3239, 0x35d7, 0x33ab, 0x31eb, 0x3b47, 0x389b, 0x3b88, 0x3580, 0x354c, 0x3802, 0x3b9a, 0x3b94, 0x2a92, 0x2db1, 0x38bd, 0x2dfb, 0x3900, 
+0x344f, 0x3739, 0x27a5, 0x3b2e, 0x342b, 0x34bb, 0x30c8, 0x3ae8, 0x3b26, 0x3982, 0x38c0, 0x3408, 0x38c8, 0x36ef, 0x3bf0, 0x3acf, 0x3a3c, 0x3825, 0x31a5, 0x3ada, 0x3b5b, 0x37db, 0x3a01, 0x3663, 0x3a7d, 0x327b, 0x3a1f, 0x3862, 0x38af, 0x3204, 0x372e, 0x3b19, 
+0x3708, 0x3622, 0x2e62, 0x39ab, 0x2d4d, 0x31b4, 0x3552, 0x3bbc, 0x36f2, 0x36eb, 0x38ef, 0x3755, 0x3bbe, 0x2c17, 0x3815, 0x2f53, 0x363f, 0x38c1, 0x3246, 0x386b, 0x34de, 0x34e4, 0x3baa, 0x349e, 0x32ce, 0x3a68, 0x373f, 0x2cce, 0x3b36, 0x28ba, 0x3b50, 0x3232, 
+0x1f34, 0x3928, 0x35cd, 0x3b38, 0x30ce, 0x35a1, 0x3a06, 0x3a32, 0x3a53, 0x3489, 0x3241, 0x372f, 0x390c, 0x3a1b, 0x378a, 0x3713, 0x3769, 0x37a8, 0x3418, 0x3ad4, 0x3a4e, 0x3bf7, 0x37a5, 0x34dc, 0x39b2, 0x351b, 0x3372, 0x349f, 0x2f50, 0x3ab1, 0x3795, 0x2db7, 
+0x3864, 0x3157, 0x3900, 0x323e, 0x389e, 0x3880, 0x3b1f, 0x37a1, 0x396c, 0x2e43, 0x2c2a, 0x3b78, 0x3988, 0x3a14, 0x39c1, 0x3b51, 0x3780, 0x3bf2, 0x2d19, 0x3815, 0x3a5f, 0x3641, 0x2f62, 0x37d5, 0x3564, 0x139a, 0x3ab8, 0x28f7, 0x3785, 0x34e1, 0x3097, 0x3768, 
+0x3971, 0x3ae2, 0x32ae, 0x2fd5, 0x382a, 0x346c, 0x3133, 0x3167, 0x3940, 0x2d12, 0x389a, 0x3bd0, 0x3943, 0x391c, 0x3a75, 0x2a11, 0x391e, 0x372d, 0x3a79, 0x3b72, 0x3373, 0x39b7, 0x35d7, 0x372b, 0x3a6d, 0x38a1, 0x3279, 0x3434, 0x3694, 0x3b45, 0x3abb, 0x392d, 
+0x34a8, 0x3757, 0x32ca, 0x345d, 0x36a5, 0x3854, 0x2dcd, 0x30af, 0x38dd, 0x3067, 0x3411, 0x3997, 0x397a, 0x3a64, 0x38b8, 0x3962, 0x3509, 0x3bb6, 0x3a66, 0x339f, 0x372a, 0x31a8, 0x37da, 0x36ff, 0x33c6, 0x31da, 0x3977, 0x3b72, 0x3841, 0x3567, 0x3433, 0x33b8, 
+0x39fe, 0x3a10, 0x3bf2, 0x35e7, 0x3a4a, 0x3b3e, 0x2ec7, 0x3aa4, 0x3846, 0x3af9, 0x38a9, 0x2c1f, 0x39ab, 0x349f, 0x31d6, 0x39ae, 0x3b79, 0x352d, 0x3516, 0x347c, 0x2f33, 0x35ad, 0x31c4, 0x3b52, 0x354b, 0x3786, 0x3ab7, 0x3896, 0x34ac, 0x352f, 0x37e6, 0x326a, 
+0x2e44, 0x34c7, 0x388d, 0x3bf4, 0x363f, 0x3b3d, 0x33b1, 0x3b8b, 0x3340, 0x37f7, 0x3b07, 0x25bf, 0x398e, 0x3505, 0x3bd7, 0x366d, 0x388a, 0x2cc0, 0x359a, 0x3b9a, 0x3b99, 0x379d, 0x3b6b, 0x39b8, 0x3223, 0x2703, 0x3ba9, 0x2ecb, 0x3759, 0x39d8, 0x37ac, 0x32cf, 
+0x35f2, 0x38a3, 0x399e, 0x3bd2, 0x3780, 0x3af3, 0x3b5e, 0x337b, 0x3a08, 0x35da, 0x3446, 0x3b25, 0x3ad0, 0x3bee, 0x3141, 0x32d8, 0x34ce, 0x2ac9, 0x3800, 0x3a8a, 0x2d53, 0x368a, 0x3561, 0x3998, 0x35a3, 0x3677, 0x3ab2, 0x3269, 0x3236, 0x3b3e, 0x3aba, 0x3bac, 
+0x395d, 0x3820, 0x1df6, 0x3bb5, 0x35b5, 0x3675, 0x3b74, 0x360f, 0x34de, 0x3a0c, 0x3aeb, 0x299d, 0x3207, 0x3bd8, 0x2178, 0x3995, 0x3948, 0x3908, 0x3843, 0x2ea5, 0x3045, 0x3989, 0x345d, 0x39c5, 0x3a89, 0x3863, 0x3be0, 0x397a, 0x38f1, 0x39e2, 0x3b08, 0x352e, 
+0x385f, 0x28f2, 0x3bc3, 0x35e0, 0x380c, 0x3b9c, 0x3afc, 0x390a, 0x3689, 0x34fd, 0x2cf5, 0x308e, 0x342b, 0x3921, 0x3a67, 0x3ad6, 0x2986, 0x32fc, 0x35aa, 0x3507, 0x3608, 0x33fd, 0x3bf3, 0x39e2, 0x3b0f, 0x30b7, 0x3896, 0x3ae4, 0x2145, 0x35b6, 0x2e1d, 0x3ad1, 
+0x333d, 0x3afb, 0x2703, 0x3413, 0x1d7d, 0x3b7f, 0x3ae1, 0x303c, 0x3004, 0x39d3, 0x3554, 0x31a4, 0x354e, 0x3662, 0x39c5, 0x2eb7, 0x2c6e, 0x397f, 0x31d8, 0x1f0c, 0x38e3, 0x35f0, 0x2714, 0x28d1, 0x375e, 0x3a75, 0x3830, 0x3578, 0x397d, 0x3b18, 0x383c, 0x3498, 
+0x39ad, 0x3598, 0x23c4, 0x34ea, 0x3a61, 0x2b00, 0x3707, 0x3ae1, 0x37ae, 0x389d, 0x37fa, 0x3673, 0x3278, 0xf3e, 0x3809, 0x33c6, 0x3bf5, 0x3279, 0x3816, 0x360c, 0x39c8, 0x381f, 0x3741, 0x2d66, 0x38c0, 0x37d3, 0x377a, 0x3621, 0x2faf, 0x392e, 0x2de6, 0x33c5, 
+0x3803, 0x2600, 0x32e9, 0x39b4, 0x38d2, 0x34e8, 0x2fe6, 0x3199, 0x3643, 0x3a77, 0x27cc, 0x39d7, 0x34c6, 0x2ea8, 0x364e, 0x3b07, 0x31c7, 0x30a1, 0x31b1, 0x3b8f, 0x3571, 0x3b75, 0x3989, 0x3805, 0x39fb, 0x3945, 0x352b, 0x31d8, 0x3904, 0x3440, 0x3a57, 0x2cf7, 
+0x3b39, 0x2fcd, 0x2b89, 0x2edd, 0x3682, 0x36a9, 0x32c8, 0x37ac, 0x32a5, 0x3311, 0x394b, 0x3b84, 0x3aec, 0x3601, 0x2765, 0x3b69, 0x396b, 0x3727, 0x3bfe, 0x3907, 0x376f, 0x3674, 0x3973, 0x3671, 0x3491, 0x3993, 0x383f, 0x3335, 0x3989, 0x3550, 0x3077, 0x35f5, 
+0x3a59, 0x3950, 0x380c, 0x37cd, 0x30bf, 0x3607, 0x3afa, 0x3b5d, 0x32b9, 0x386b, 0x35bd, 0x3aca, 0x3ba5, 0x3b2d, 0x3b19, 0x3b8b, 0x345e, 0x2845, 0x34aa, 0x372a, 0x3448, 0x34f5, 0x3ae2, 0x3637, 0x2cb5, 0x354b, 0x3b15, 0x2ca8, 0x2641, 0x3178, 0x2cfe, 0x39b4, 
+0x3bdd, 0x3acb, 0x3a05, 0x38a2, 0x3b4a, 0x34e5, 0x395f, 0x394b, 0x34c4, 0x3aa5, 0x29bb, 0x2d96, 0x339d, 0x387c, 0x382e, 0x385a, 0x396b, 0x3aa9, 0x2f1e, 0x33a7, 0x3b90, 0x3b7b, 0x3b5f, 0x39d3, 0x3b18, 0x354f, 0x2cdb, 0x3a6f, 0x3434, 0x34ff, 0x3a5b, 0x3b84, 
+0x3a33, 0x384b, 0x2e67, 0x3b85, 0x3853, 0x380c, 0x346a, 0x3aaa, 0x3492, 0x33e8, 0x3bf2, 0x38ae, 0x3a29, 0x3830, 0x3221, 0x35b1, 0x3a48, 0x2c68, 0x2ced, 0x3a7e, 0x3539, 0x3922, 0x374c, 0x3aaa, 0x2dae, 0x395d, 0x3b3d, 0x3890, 0x2cfe, 0x2dd6, 0x3bad, 0x33c5, 
+0x2c07, 0x3a2c, 0x37a8, 0x390f, 0x2fc8, 0x35ae, 0x388c, 0x30ee, 0x3674, 0x391d, 0x3bfc, 0x36bf, 0x322d, 0x3a78, 0x35c0, 0x3492, 0x3ac8, 0x3504, 0x3315, 0x381d, 0x3a7a, 0x3a08, 0x343c, 0x3bda, 0x341b, 0x39f0, 0x3b9e, 0x395d, 0x3c00, 0x38ab, 0x3bcf, 0x3564, 
+0x33c4, 0x3b0d, 0x3623, 0x33b9, 0x3b92, 0x1e71, 0x2c57, 0x36d0, 0x314b, 0x3a16, 0x3372, 0x341b, 0x3aaa, 0x3444, 0x396b, 0x2dd7, 0x3b30, 0x3559, 0x3b5b, 0x3a29, 0x2d19, 0x38b7, 0x3b01, 0x3afa, 0x398a, 0x3839, 0x3ac9, 0x2e31, 0x3924, 0x39f2, 0x3a7f, 0x3285 
+};
\ No newline at end of file
diff --git a/hwpe/redmule_256iter/inc/w_input.h b/hwpe/redmule_256iter/inc/w_input.h
new file mode 100644
index 0000000..dc4d3be
--- /dev/null
+++ b/hwpe/redmule_256iter/inc/w_input.h
@@ -0,0 +1,35 @@
+ /* Header file generated by RedMulE Golden Model */
+uint16_t w_inp [1024] = {
+0x311a, 0x39e0, 0x387d, 0x3a4a, 0x386f, 0x3ada, 0x392f, 0x3854, 0x3014, 0x2fd2, 0x31c9, 0x2fca, 0x2e55, 0x3bc8, 0x396d, 0x3b1d, 0x39f6, 0x333a, 0x3908, 0x3628, 0x3bab, 0x3b8b, 0x3b4a, 0x322d, 0x3925, 0x317a, 0x3725, 0x31c2, 0x3066, 0x38f3, 0x3a17, 0x3476, 
+0x3bda, 0x3196, 0x3922, 0x3680, 0x396a, 0x3021, 0x3761, 0x374d, 0x2fc2, 0x3967, 0x3b94, 0x33b5, 0x3797, 0x34d6, 0x3655, 0x2176, 0x39bc, 0x3999, 0x3658, 0x3904, 0x3759, 0x2ade, 0x3a5a, 0x3b78, 0x36c7, 0x2d01, 0x3b58, 0x2d9a, 0x373d, 0x3952, 0x38e8, 0x3887, 
+0x37b6, 0x3a88, 0x2f8a, 0x2d79, 0x3413, 0x3421, 0x3976, 0x32b2, 0x3446, 0x2d99, 0x3a56, 0x3322, 0x3b49, 0x39fa, 0x3acd, 0x3af6, 0x304c, 0x3abb, 0x3a83, 0x38b2, 0x3ab9, 0x363e, 0x389f, 0x31bb, 0x38e1, 0x3bc4, 0x3b9b, 0x2984, 0x3a43, 0x3b2f, 0x35d6, 0x3bda, 
+0x2df3, 0x3bf8, 0x2acc, 0x378b, 0x3555, 0x2e59, 0x31d4, 0x34ec, 0x3a46, 0x3bab, 0x3214, 0x3161, 0x3470, 0x3a03, 0x368e, 0x31ad, 0x27cb, 0x2ecb, 0x3422, 0x39f7, 0x3644, 0x3a77, 0x313f, 0x34f2, 0x39b3, 0x3bf2, 0x379a, 0x3456, 0x35fe, 0x3ae7, 0x3964, 0x385f, 
+0x3b16, 0x3999, 0x3833, 0x2eda, 0x3afd, 0x3a4a, 0x3ba2, 0x2bd4, 0x3b38, 0x31a2, 0x32dd, 0x353c, 0x366f, 0x375e, 0x3821, 0x367a, 0x3b44, 0x39e6, 0x3787, 0x339e, 0x39d7, 0x38c6, 0x37d5, 0x342f, 0x3984, 0x319b, 0x33b5, 0x35ab, 0x398a, 0x374e, 0x36b6, 0x3b21, 
+0x3bbb, 0x2ab3, 0x2ad5, 0x33bc, 0x2bef, 0x3780, 0x3738, 0x3a0b, 0x3b09, 0x30ca, 0x384e, 0x3ab3, 0x39bd, 0x3453, 0x3a6d, 0x3957, 0x2c10, 0x30e9, 0x35d4, 0x3aef, 0x3be9, 0x39ad, 0x3a74, 0x3af9, 0x3739, 0x2d4d, 0x39fe, 0x3b72, 0x2c57, 0x398c, 0x381f, 0x3930, 
+0x3820, 0x321b, 0x3964, 0x2964, 0x33a0, 0x2d00, 0x2490, 0x336b, 0x3465, 0x3b2e, 0x3aa0, 0x371f, 0x300e, 0x3a09, 0x3bf1, 0x25cc, 0x3b6f, 0x3384, 0x3a88, 0x3acb, 0x3814, 0x36d0, 0x3081, 0x3a2c, 0x3353, 0x39cb, 0x31ed, 0x3af6, 0x3721, 0x36c7, 0x2ce2, 0x390d, 
+0x3698, 0x3ab2, 0x3b3e, 0x2eb4, 0x3998, 0x39e3, 0x3a77, 0x3632, 0x2c12, 0x3bd5, 0x3ba3, 0x3bba, 0x323c, 0x367b, 0x3557, 0x39c8, 0x37db, 0x3b45, 0x3b6e, 0x3931, 0x3121, 0x3a8d, 0x3a55, 0x3b9b, 0x358a, 0x3925, 0x3491, 0x3912, 0x3b6b, 0x3584, 0x32df, 0x3120, 
+0x32b2, 0x3b0a, 0x2cad, 0x3465, 0x3ad3, 0x3bcd, 0x363b, 0x3afe, 0x354b, 0x3374, 0x39af, 0x3b7f, 0x308c, 0x2e72, 0x3380, 0x3b70, 0x3902, 0x38d8, 0x39f3, 0x3a4b, 0x3853, 0x397b, 0x2ebe, 0x387f, 0x2845, 0x37e2, 0x360f, 0x370b, 0x3acb, 0x35d4, 0x36e6, 0x3262, 
+0x2e88, 0x3a54, 0x2ee3, 0x3575, 0x3afe, 0x2aee, 0x39a0, 0x3aae, 0x3693, 0x3432, 0x3834, 0x3b9b, 0x3bcb, 0x2e3a, 0x356d, 0x374e, 0x3924, 0x383c, 0x311e, 0x3ac5, 0x352d, 0x311e, 0x38ca, 0x34d4, 0x36ca, 0x34ed, 0x3a13, 0x33eb, 0x3639, 0x3828, 0x3b3c, 0x3939, 
+0x3837, 0x3521, 0x2cb5, 0x3629, 0x3924, 0x384c, 0x366a, 0x3bbf, 0x2e9e, 0x3ba8, 0x33ad, 0x38c8, 0x3934, 0x3907, 0x249a, 0x3690, 0x3a09, 0x3215, 0x3898, 0x325d, 0x37d5, 0x3195, 0x361c, 0x3ae4, 0x351f, 0x3452, 0x3bc0, 0x375c, 0x39bf, 0x317a, 0x3aae, 0x283a, 
+0x3476, 0x3b92, 0x3472, 0x383e, 0x280f, 0x39d6, 0x2fd1, 0x31f4, 0x2ffb, 0x3b97, 0x3692, 0x36c0, 0x3989, 0x33cf, 0x3ba6, 0x3239, 0x35d7, 0x33ab, 0x31eb, 0x3b47, 0x389b, 0x3b88, 0x3580, 0x354c, 0x3802, 0x3b9a, 0x3b94, 0x2a92, 0x2db1, 0x38bd, 0x2dfb, 0x3900, 
+0x344f, 0x3739, 0x27a5, 0x3b2e, 0x342b, 0x34bb, 0x30c8, 0x3ae8, 0x3b26, 0x3982, 0x38c0, 0x3408, 0x38c8, 0x36ef, 0x3bf0, 0x3acf, 0x3a3c, 0x3825, 0x31a5, 0x3ada, 0x3b5b, 0x37db, 0x3a01, 0x3663, 0x3a7d, 0x327b, 0x3a1f, 0x3862, 0x38af, 0x3204, 0x372e, 0x3b19, 
+0x3708, 0x3622, 0x2e62, 0x39ab, 0x2d4d, 0x31b4, 0x3552, 0x3bbc, 0x36f2, 0x36eb, 0x38ef, 0x3755, 0x3bbe, 0x2c17, 0x3815, 0x2f53, 0x363f, 0x38c1, 0x3246, 0x386b, 0x34de, 0x34e4, 0x3baa, 0x349e, 0x32ce, 0x3a68, 0x373f, 0x2cce, 0x3b36, 0x28ba, 0x3b50, 0x3232, 
+0x1f34, 0x3928, 0x35cd, 0x3b38, 0x30ce, 0x35a1, 0x3a06, 0x3a32, 0x3a53, 0x3489, 0x3241, 0x372f, 0x390c, 0x3a1b, 0x378a, 0x3713, 0x3769, 0x37a8, 0x3418, 0x3ad4, 0x3a4e, 0x3bf7, 0x37a5, 0x34dc, 0x39b2, 0x351b, 0x3372, 0x349f, 0x2f50, 0x3ab1, 0x3795, 0x2db7, 
+0x3864, 0x3157, 0x3900, 0x323e, 0x389e, 0x3880, 0x3b1f, 0x37a1, 0x396c, 0x2e43, 0x2c2a, 0x3b78, 0x3988, 0x3a14, 0x39c1, 0x3b51, 0x3780, 0x3bf2, 0x2d19, 0x3815, 0x3a5f, 0x3641, 0x2f62, 0x37d5, 0x3564, 0x139a, 0x3ab8, 0x28f7, 0x3785, 0x34e1, 0x3097, 0x3768, 
+0x3971, 0x3ae2, 0x32ae, 0x2fd5, 0x382a, 0x346c, 0x3133, 0x3167, 0x3940, 0x2d12, 0x389a, 0x3bd0, 0x3943, 0x391c, 0x3a75, 0x2a11, 0x391e, 0x372d, 0x3a79, 0x3b72, 0x3373, 0x39b7, 0x35d7, 0x372b, 0x3a6d, 0x38a1, 0x3279, 0x3434, 0x3694, 0x3b45, 0x3abb, 0x392d, 
+0x34a8, 0x3757, 0x32ca, 0x345d, 0x36a5, 0x3854, 0x2dcd, 0x30af, 0x38dd, 0x3067, 0x3411, 0x3997, 0x397a, 0x3a64, 0x38b8, 0x3962, 0x3509, 0x3bb6, 0x3a66, 0x339f, 0x372a, 0x31a8, 0x37da, 0x36ff, 0x33c6, 0x31da, 0x3977, 0x3b72, 0x3841, 0x3567, 0x3433, 0x33b8, 
+0x39fe, 0x3a10, 0x3bf2, 0x35e7, 0x3a4a, 0x3b3e, 0x2ec7, 0x3aa4, 0x3846, 0x3af9, 0x38a9, 0x2c1f, 0x39ab, 0x349f, 0x31d6, 0x39ae, 0x3b79, 0x352d, 0x3516, 0x347c, 0x2f33, 0x35ad, 0x31c4, 0x3b52, 0x354b, 0x3786, 0x3ab7, 0x3896, 0x34ac, 0x352f, 0x37e6, 0x326a, 
+0x2e44, 0x34c7, 0x388d, 0x3bf4, 0x363f, 0x3b3d, 0x33b1, 0x3b8b, 0x3340, 0x37f7, 0x3b07, 0x25bf, 0x398e, 0x3505, 0x3bd7, 0x366d, 0x388a, 0x2cc0, 0x359a, 0x3b9a, 0x3b99, 0x379d, 0x3b6b, 0x39b8, 0x3223, 0x2703, 0x3ba9, 0x2ecb, 0x3759, 0x39d8, 0x37ac, 0x32cf, 
+0x35f2, 0x38a3, 0x399e, 0x3bd2, 0x3780, 0x3af3, 0x3b5e, 0x337b, 0x3a08, 0x35da, 0x3446, 0x3b25, 0x3ad0, 0x3bee, 0x3141, 0x32d8, 0x34ce, 0x2ac9, 0x3800, 0x3a8a, 0x2d53, 0x368a, 0x3561, 0x3998, 0x35a3, 0x3677, 0x3ab2, 0x3269, 0x3236, 0x3b3e, 0x3aba, 0x3bac, 
+0x395d, 0x3820, 0x1df6, 0x3bb5, 0x35b5, 0x3675, 0x3b74, 0x360f, 0x34de, 0x3a0c, 0x3aeb, 0x299d, 0x3207, 0x3bd8, 0x2178, 0x3995, 0x3948, 0x3908, 0x3843, 0x2ea5, 0x3045, 0x3989, 0x345d, 0x39c5, 0x3a89, 0x3863, 0x3be0, 0x397a, 0x38f1, 0x39e2, 0x3b08, 0x352e, 
+0x385f, 0x28f2, 0x3bc3, 0x35e0, 0x380c, 0x3b9c, 0x3afc, 0x390a, 0x3689, 0x34fd, 0x2cf5, 0x308e, 0x342b, 0x3921, 0x3a67, 0x3ad6, 0x2986, 0x32fc, 0x35aa, 0x3507, 0x3608, 0x33fd, 0x3bf3, 0x39e2, 0x3b0f, 0x30b7, 0x3896, 0x3ae4, 0x2145, 0x35b6, 0x2e1d, 0x3ad1, 
+0x333d, 0x3afb, 0x2703, 0x3413, 0x1d7d, 0x3b7f, 0x3ae1, 0x303c, 0x3004, 0x39d3, 0x3554, 0x31a4, 0x354e, 0x3662, 0x39c5, 0x2eb7, 0x2c6e, 0x397f, 0x31d8, 0x1f0c, 0x38e3, 0x35f0, 0x2714, 0x28d1, 0x375e, 0x3a75, 0x3830, 0x3578, 0x397d, 0x3b18, 0x383c, 0x3498, 
+0x39ad, 0x3598, 0x23c4, 0x34ea, 0x3a61, 0x2b00, 0x3707, 0x3ae1, 0x37ae, 0x389d, 0x37fa, 0x3673, 0x3278, 0xf3e, 0x3809, 0x33c6, 0x3bf5, 0x3279, 0x3816, 0x360c, 0x39c8, 0x381f, 0x3741, 0x2d66, 0x38c0, 0x37d3, 0x377a, 0x3621, 0x2faf, 0x392e, 0x2de6, 0x33c5, 
+0x3803, 0x2600, 0x32e9, 0x39b4, 0x38d2, 0x34e8, 0x2fe6, 0x3199, 0x3643, 0x3a77, 0x27cc, 0x39d7, 0x34c6, 0x2ea8, 0x364e, 0x3b07, 0x31c7, 0x30a1, 0x31b1, 0x3b8f, 0x3571, 0x3b75, 0x3989, 0x3805, 0x39fb, 0x3945, 0x352b, 0x31d8, 0x3904, 0x3440, 0x3a57, 0x2cf7, 
+0x3b39, 0x2fcd, 0x2b89, 0x2edd, 0x3682, 0x36a9, 0x32c8, 0x37ac, 0x32a5, 0x3311, 0x394b, 0x3b84, 0x3aec, 0x3601, 0x2765, 0x3b69, 0x396b, 0x3727, 0x3bfe, 0x3907, 0x376f, 0x3674, 0x3973, 0x3671, 0x3491, 0x3993, 0x383f, 0x3335, 0x3989, 0x3550, 0x3077, 0x35f5, 
+0x3a59, 0x3950, 0x380c, 0x37cd, 0x30bf, 0x3607, 0x3afa, 0x3b5d, 0x32b9, 0x386b, 0x35bd, 0x3aca, 0x3ba5, 0x3b2d, 0x3b19, 0x3b8b, 0x345e, 0x2845, 0x34aa, 0x372a, 0x3448, 0x34f5, 0x3ae2, 0x3637, 0x2cb5, 0x354b, 0x3b15, 0x2ca8, 0x2641, 0x3178, 0x2cfe, 0x39b4, 
+0x3bdd, 0x3acb, 0x3a05, 0x38a2, 0x3b4a, 0x34e5, 0x395f, 0x394b, 0x34c4, 0x3aa5, 0x29bb, 0x2d96, 0x339d, 0x387c, 0x382e, 0x385a, 0x396b, 0x3aa9, 0x2f1e, 0x33a7, 0x3b90, 0x3b7b, 0x3b5f, 0x39d3, 0x3b18, 0x354f, 0x2cdb, 0x3a6f, 0x3434, 0x34ff, 0x3a5b, 0x3b84, 
+0x3a33, 0x384b, 0x2e67, 0x3b85, 0x3853, 0x380c, 0x346a, 0x3aaa, 0x3492, 0x33e8, 0x3bf2, 0x38ae, 0x3a29, 0x3830, 0x3221, 0x35b1, 0x3a48, 0x2c68, 0x2ced, 0x3a7e, 0x3539, 0x3922, 0x374c, 0x3aaa, 0x2dae, 0x395d, 0x3b3d, 0x3890, 0x2cfe, 0x2dd6, 0x3bad, 0x33c5, 
+0x2c07, 0x3a2c, 0x37a8, 0x390f, 0x2fc8, 0x35ae, 0x388c, 0x30ee, 0x3674, 0x391d, 0x3bfc, 0x36bf, 0x322d, 0x3a78, 0x35c0, 0x3492, 0x3ac8, 0x3504, 0x3315, 0x381d, 0x3a7a, 0x3a08, 0x343c, 0x3bda, 0x341b, 0x39f0, 0x3b9e, 0x395d, 0x3c00, 0x38ab, 0x3bcf, 0x3564, 
+0x33c4, 0x3b0d, 0x3623, 0x33b9, 0x3b92, 0x1e71, 0x2c57, 0x36d0, 0x314b, 0x3a16, 0x3372, 0x341b, 0x3aaa, 0x3444, 0x396b, 0x2dd7, 0x3b30, 0x3559, 0x3b5b, 0x3a29, 0x2d19, 0x38b7, 0x3b01, 0x3afa, 0x398a, 0x3839, 0x3ac9, 0x2e31, 0x3924, 0x39f2, 0x3a7f, 0x3285 
+};
\ No newline at end of file
diff --git a/hwpe/redmule_256iter/inc/x_2D.h b/hwpe/redmule_256iter/inc/x_2D.h
new file mode 100644
index 0000000..0b589f8
--- /dev/null
+++ b/hwpe/redmule_256iter/inc/x_2D.h
@@ -0,0 +1,27 @@
+ /* Header file generated by RedMulE Golden Model */
+uint16_t x_inp_2D [24][32] = {
+0x2153, 0x3bb5, 0x3896, 0x365f, 0x2483, 0x3518, 0x2dd1, 0x3bca, 0x397b, 0x29b1, 0x3705, 0x36c8, 0x398b, 0x3661, 0x2f05, 0x365a, 0x3bf9, 0x34df, 0x363b, 0x38d9, 0x39c6, 0x3abb, 0x3952, 0x38f2, 0x392d, 0x3b3e, 0x2afb, 0x3a9d, 0x353b, 0x3b73, 0x3a01, 0x3679, 
+0x3934, 0x397d, 0x2904, 0x3822, 0x3462, 0x3b44, 0x39e9, 0x28be, 0x331e, 0x3a1d, 0x39e5, 0x34da, 0x3a19, 0x3906, 0x1d35, 0x3871, 0x31e7, 0x3b29, 0x325d, 0x3797, 0x2b2f, 0x38b4, 0x232f, 0x38aa, 0x3aca, 0x316f, 0x3811, 0x3950, 0x32ea, 0x3bc7, 0x382c, 0x38a2, 
+0x29ce, 0x3afa, 0x3a39, 0x2ccc, 0x39fd, 0x3b3d, 0x384a, 0x3a35, 0x3802, 0x366a, 0x37ec, 0x3598, 0x3bf8, 0x3a85, 0x3a1b, 0x386e, 0x3b4c, 0x39de, 0x38c2, 0x2f93, 0x3b4c, 0x39c4, 0x3b9e, 0x3844, 0x346d, 0x3bff, 0x32ce, 0x296d, 0x3130, 0x3b3d, 0x3b44, 0x369d, 
+0x3b13, 0x31ed, 0x330a, 0x3831, 0x34e7, 0x37b3, 0x331a, 0x3918, 0x32d3, 0x3995, 0x3991, 0x3919, 0x3a26, 0x385b, 0x2b76, 0x3a3b, 0x37f2, 0x26a7, 0x3225, 0x3b64, 0x28f0, 0x3456, 0x3822, 0x341e, 0x381a, 0x38d8, 0x2c11, 0x33be, 0x33ac, 0x353f, 0x3476, 0x3abc, 
+0x36ec, 0x3a1d, 0x39d3, 0x3821, 0x36ac, 0x3bce, 0x3ad2, 0x3616, 0x36a1, 0x2cb3, 0x38d2, 0x314f, 0x385c, 0x3b63, 0x3bb6, 0x2951, 0x372d, 0x2c42, 0x3823, 0x3883, 0x3872, 0x31ee, 0x36c5, 0x399a, 0x31b0, 0x3887, 0x3884, 0x3865, 0x3896, 0x36c3, 0x32e3, 0x346c, 
+0x3935, 0x3b50, 0x2b6d, 0x38cd, 0x388f, 0x3389, 0x395d, 0x31cd, 0x2efd, 0x3154, 0x2f35, 0x3444, 0x3293, 0x3b6b, 0x1bec, 0x3b69, 0x3bf3, 0x3611, 0x3508, 0x3742, 0x3a50, 0x3ab7, 0x3457, 0x38d3, 0x3344, 0x38e8, 0x33c0, 0x3668, 0x3bee, 0x3b21, 0x3727, 0x3121, 
+0x316c, 0x3288, 0x2d50, 0x2e74, 0x35d5, 0x37e2, 0x303d, 0x36af, 0x341f, 0x3436, 0x2df7, 0x399d, 0x30f4, 0x3aaf, 0x34e4, 0x2c2a, 0x3116, 0x34d3, 0x36ac, 0x35e3, 0x3760, 0x36e1, 0x3ad2, 0x3547, 0x38f4, 0x369c, 0x3ba9, 0x34f0, 0x3a39, 0x3b19, 0x36e6, 0x395d, 
+0x3be8, 0x3293, 0x3bfc, 0x3435, 0x2eb3, 0x3360, 0x3919, 0x3bed, 0x396a, 0x37fc, 0x3242, 0x384b, 0x38cb, 0x3b2c, 0x3b28, 0x28cf, 0x3828, 0x3855, 0x3ba9, 0x2fa7, 0x340b, 0x32f1, 0x3ada, 0x36fa, 0x31f5, 0x3436, 0x29d0, 0x33e6, 0x3232, 0x3bec, 0x3904, 0x2797, 
+0x3b81, 0x3bac, 0x38d2, 0x343d, 0x31af, 0x3b1e, 0x33fc, 0x3864, 0x3624, 0x3905, 0x2945, 0x3b52, 0x2d08, 0x3a17, 0x3b84, 0x3804, 0x3a24, 0x38a3, 0x3562, 0x3ae6, 0x3bba, 0x3a45, 0x3679, 0x31fa, 0x3994, 0x2c3d, 0x383f, 0x399d, 0x34f7, 0x360e, 0x35f3, 0x38f0, 
+0x38d4, 0x399a, 0x3a48, 0x3987, 0x3b54, 0x382c, 0x3210, 0x35ef, 0x36ca, 0x31b4, 0x3625, 0x371f, 0x37bd, 0x3680, 0x3a3a, 0x3ac0, 0x3bbf, 0x3bf5, 0x39f2, 0x29c2, 0x363e, 0x3a4e, 0x3596, 0x3b1b, 0x3459, 0x3669, 0x3aa1, 0x39c3, 0x3376, 0x390d, 0x2456, 0x39b5, 
+0x3a66, 0x3ad8, 0x3b51, 0x36aa, 0x32be, 0x3ac8, 0x392b, 0x3740, 0x3a48, 0x38f5, 0x3b2d, 0x3a5f, 0x2ff3, 0x366f, 0x39d3, 0x35e5, 0x3822, 0x38db, 0x3b8a, 0x34be, 0x2d33, 0x36dd, 0x3578, 0x3bdf, 0x2c7e, 0x39cf, 0x32ff, 0x35c9, 0x3970, 0x3bcb, 0x351e, 0x3956, 
+0x2c42, 0x3308, 0x377a, 0x361c, 0x39a0, 0x36c9, 0x2dcb, 0x3bf2, 0x3b5f, 0x33ee, 0x24c1, 0x2ce9, 0x3927, 0x305d, 0x3702, 0x3119, 0x35f9, 0x3855, 0x3374, 0x349b, 0x3bcf, 0x2dea, 0x34f0, 0x363f, 0x37da, 0x3a74, 0x35fc, 0x35fa, 0x316b, 0x3804, 0x37a7, 0x3986, 
+0x3073, 0x3aed, 0x31c7, 0x3844, 0x34a4, 0x387d, 0x3a20, 0x3037, 0x3a00, 0x3b70, 0x377f, 0x3686, 0x3b7e, 0x38b3, 0x32e3, 0x3323, 0x391e, 0x3228, 0x3930, 0x3997, 0x3a5e, 0x398b, 0x3512, 0x35b0, 0x365c, 0x325d, 0x3b61, 0x38b8, 0x39a4, 0x3423, 0x3bd7, 0x38af, 
+0x2d3d, 0x382d, 0x38ac, 0x26ca, 0x395e, 0x21a8, 0x3520, 0x386f, 0x3b95, 0x32c0, 0x3b84, 0x3a51, 0x3b4b, 0x31d2, 0x3747, 0x3b96, 0x3b40, 0x3535, 0x38d1, 0x3899, 0x3b00, 0x3827, 0x3ae3, 0x38c8, 0x3a07, 0x338d, 0x2e96, 0x3a46, 0x394a, 0x39de, 0x2951, 0x3a02, 
+0x3838, 0x2d45, 0x28c0, 0x3958, 0x3070, 0x2aa2, 0x3510, 0x38ce, 0x271c, 0x3440, 0x3954, 0x30bc, 0x3b35, 0x2f1d, 0x3afb, 0x2dae, 0x356f, 0x2e13, 0x3981, 0x326d, 0x3a28, 0x3a36, 0x3a95, 0x38cb, 0x38db, 0x3150, 0x2c9e, 0x34c5, 0x3adb, 0x3bdf, 0x38f2, 0x3994, 
+0x36f8, 0x31c0, 0x3a4f, 0x3825, 0x394b, 0x3a8b, 0x38ac, 0x3167, 0x2e2d, 0x3a93, 0x34f3, 0x37bd, 0x3b63, 0x2f2f, 0x3ae0, 0x3ad8, 0x34a8, 0x2e1c, 0x3890, 0x3705, 0x3b69, 0x3bc1, 0x28af, 0x3b36, 0x348b, 0x3111, 0x3a8d, 0x389c, 0x3916, 0x36dc, 0x3bae, 0x3874, 
+0x3593, 0x3638, 0x3018, 0x3a56, 0x38a3, 0x2ad4, 0x3a25, 0x38d7, 0x3864, 0x31c1, 0x28d1, 0x39c8, 0x37d6, 0x2c7f, 0x3ba5, 0x34b8, 0x3bef, 0x3b83, 0x3ab5, 0x3062, 0x38bc, 0x399c, 0x2ce4, 0x2f2c, 0x39bf, 0x2ed1, 0x385f, 0x37e0, 0x35ee, 0x397d, 0x3b0c, 0x3049, 
+0x39d5, 0x322e, 0x3936, 0x3747, 0x2e15, 0x3b41, 0x3874, 0x3bd0, 0x2c04, 0x3800, 0x375b, 0x3b2d, 0x38d8, 0x3a51, 0x3406, 0x38da, 0x38ba, 0x3497, 0x382e, 0x35fc, 0x39d4, 0x3775, 0x3b1e, 0x3813, 0x3649, 0x31af, 0x37bb, 0x334a, 0x3a6e, 0x3284, 0x26e0, 0x2e01, 
+0x2ebb, 0x344b, 0x3821, 0x381a, 0x385a, 0x2534, 0x3635, 0x2a92, 0x3b8c, 0x31f0, 0x3947, 0x3ac7, 0x3743, 0x3924, 0x39e4, 0x358f, 0x2b62, 0x392c, 0x3955, 0x3341, 0x3676, 0x38ac, 0x3957, 0x335b, 0x2ca2, 0x39ff, 0x37cb, 0x341f, 0x3ac9, 0x3b6c, 0x2f14, 0x34c3, 
+0x3018, 0x3169, 0x355b, 0x3624, 0x31ed, 0x379e, 0x3268, 0x309b, 0x35db, 0x3872, 0x3bdb, 0x34c7, 0x3408, 0x3359, 0x3920, 0x331f, 0x3866, 0x3af0, 0x2a1a, 0x39e0, 0x3b14, 0x34fa, 0x2d18, 0x3963, 0x35e8, 0x2539, 0x38f5, 0x37b3, 0x378f, 0x31b5, 0x3a6c, 0x3685, 
+0x3a06, 0x318a, 0x2934, 0x33c1, 0x3be8, 0x375b, 0x3860, 0x3543, 0x3702, 0x3951, 0x3677, 0x37ff, 0x2e27, 0x2e3a, 0x340f, 0x3817, 0x2f04, 0x357e, 0x3a1d, 0x2dd6, 0x252a, 0x3945, 0x162a, 0x3b19, 0x3a53, 0x35d2, 0x3a5d, 0x3474, 0x38e9, 0x374b, 0x387c, 0x1f1a, 
+0x38ac, 0x3291, 0x3393, 0x3b53, 0x3169, 0x3bca, 0x2f1a, 0x3551, 0x38a3, 0x28e3, 0x369d, 0x34a1, 0x38a8, 0x34c3, 0x3841, 0x390d, 0x3b13, 0x3282, 0x3a29, 0x3a78, 0x2df3, 0x3a37, 0x35f4, 0x35a6, 0x38e8, 0x3328, 0x3beb, 0x390b, 0x32dc, 0x34dc, 0x396d, 0x3a78, 
+0x39ba, 0x3a06, 0x2cdd, 0x3bc3, 0x2d43, 0x2992, 0x3663, 0x3a68, 0x2c3e, 0x394e, 0x2c9f, 0x380e, 0x37f5, 0x3557, 0x2873, 0x390f, 0x39e7, 0x3939, 0x3669, 0x385c, 0x3a68, 0x32c4, 0x2b04, 0x2d6d, 0x39d3, 0x3895, 0x331d, 0x3b59, 0x3463, 0x2b6a, 0x31de, 0x3296, 
+0x3aae, 0x3bcd, 0x345a, 0x3897, 0x374b, 0x3bd4, 0x38a2, 0x357f, 0x3402, 0x3a0c, 0x3507, 0x3865, 0x3a54, 0x3878, 0x3859, 0x383e, 0x32b5, 0x34ea, 0x328d, 0x38b6, 0x3464, 0x2f5b, 0x35ff, 0x3817, 0x2f24, 0x3533, 0x3b21, 0x37ba, 0x3837, 0x2e34, 0x3bad, 0x34bc 
+};
\ No newline at end of file
diff --git a/hwpe/redmule_256iter/inc/x_input.h b/hwpe/redmule_256iter/inc/x_input.h
new file mode 100644
index 0000000..1e38d23
--- /dev/null
+++ b/hwpe/redmule_256iter/inc/x_input.h
@@ -0,0 +1,27 @@
+ /* Header file generated by RedMulE Golden Model */
+uint16_t x_inp [768] = {
+0x2153, 0x3bb5, 0x3896, 0x365f, 0x2483, 0x3518, 0x2dd1, 0x3bca, 0x397b, 0x29b1, 0x3705, 0x36c8, 0x398b, 0x3661, 0x2f05, 0x365a, 0x3bf9, 0x34df, 0x363b, 0x38d9, 0x39c6, 0x3abb, 0x3952, 0x38f2, 0x392d, 0x3b3e, 0x2afb, 0x3a9d, 0x353b, 0x3b73, 0x3a01, 0x3679, 
+0x3934, 0x397d, 0x2904, 0x3822, 0x3462, 0x3b44, 0x39e9, 0x28be, 0x331e, 0x3a1d, 0x39e5, 0x34da, 0x3a19, 0x3906, 0x1d35, 0x3871, 0x31e7, 0x3b29, 0x325d, 0x3797, 0x2b2f, 0x38b4, 0x232f, 0x38aa, 0x3aca, 0x316f, 0x3811, 0x3950, 0x32ea, 0x3bc7, 0x382c, 0x38a2, 
+0x29ce, 0x3afa, 0x3a39, 0x2ccc, 0x39fd, 0x3b3d, 0x384a, 0x3a35, 0x3802, 0x366a, 0x37ec, 0x3598, 0x3bf8, 0x3a85, 0x3a1b, 0x386e, 0x3b4c, 0x39de, 0x38c2, 0x2f93, 0x3b4c, 0x39c4, 0x3b9e, 0x3844, 0x346d, 0x3bff, 0x32ce, 0x296d, 0x3130, 0x3b3d, 0x3b44, 0x369d, 
+0x3b13, 0x31ed, 0x330a, 0x3831, 0x34e7, 0x37b3, 0x331a, 0x3918, 0x32d3, 0x3995, 0x3991, 0x3919, 0x3a26, 0x385b, 0x2b76, 0x3a3b, 0x37f2, 0x26a7, 0x3225, 0x3b64, 0x28f0, 0x3456, 0x3822, 0x341e, 0x381a, 0x38d8, 0x2c11, 0x33be, 0x33ac, 0x353f, 0x3476, 0x3abc, 
+0x36ec, 0x3a1d, 0x39d3, 0x3821, 0x36ac, 0x3bce, 0x3ad2, 0x3616, 0x36a1, 0x2cb3, 0x38d2, 0x314f, 0x385c, 0x3b63, 0x3bb6, 0x2951, 0x372d, 0x2c42, 0x3823, 0x3883, 0x3872, 0x31ee, 0x36c5, 0x399a, 0x31b0, 0x3887, 0x3884, 0x3865, 0x3896, 0x36c3, 0x32e3, 0x346c, 
+0x3935, 0x3b50, 0x2b6d, 0x38cd, 0x388f, 0x3389, 0x395d, 0x31cd, 0x2efd, 0x3154, 0x2f35, 0x3444, 0x3293, 0x3b6b, 0x1bec, 0x3b69, 0x3bf3, 0x3611, 0x3508, 0x3742, 0x3a50, 0x3ab7, 0x3457, 0x38d3, 0x3344, 0x38e8, 0x33c0, 0x3668, 0x3bee, 0x3b21, 0x3727, 0x3121, 
+0x316c, 0x3288, 0x2d50, 0x2e74, 0x35d5, 0x37e2, 0x303d, 0x36af, 0x341f, 0x3436, 0x2df7, 0x399d, 0x30f4, 0x3aaf, 0x34e4, 0x2c2a, 0x3116, 0x34d3, 0x36ac, 0x35e3, 0x3760, 0x36e1, 0x3ad2, 0x3547, 0x38f4, 0x369c, 0x3ba9, 0x34f0, 0x3a39, 0x3b19, 0x36e6, 0x395d, 
+0x3be8, 0x3293, 0x3bfc, 0x3435, 0x2eb3, 0x3360, 0x3919, 0x3bed, 0x396a, 0x37fc, 0x3242, 0x384b, 0x38cb, 0x3b2c, 0x3b28, 0x28cf, 0x3828, 0x3855, 0x3ba9, 0x2fa7, 0x340b, 0x32f1, 0x3ada, 0x36fa, 0x31f5, 0x3436, 0x29d0, 0x33e6, 0x3232, 0x3bec, 0x3904, 0x2797, 
+0x3b81, 0x3bac, 0x38d2, 0x343d, 0x31af, 0x3b1e, 0x33fc, 0x3864, 0x3624, 0x3905, 0x2945, 0x3b52, 0x2d08, 0x3a17, 0x3b84, 0x3804, 0x3a24, 0x38a3, 0x3562, 0x3ae6, 0x3bba, 0x3a45, 0x3679, 0x31fa, 0x3994, 0x2c3d, 0x383f, 0x399d, 0x34f7, 0x360e, 0x35f3, 0x38f0, 
+0x38d4, 0x399a, 0x3a48, 0x3987, 0x3b54, 0x382c, 0x3210, 0x35ef, 0x36ca, 0x31b4, 0x3625, 0x371f, 0x37bd, 0x3680, 0x3a3a, 0x3ac0, 0x3bbf, 0x3bf5, 0x39f2, 0x29c2, 0x363e, 0x3a4e, 0x3596, 0x3b1b, 0x3459, 0x3669, 0x3aa1, 0x39c3, 0x3376, 0x390d, 0x2456, 0x39b5, 
+0x3a66, 0x3ad8, 0x3b51, 0x36aa, 0x32be, 0x3ac8, 0x392b, 0x3740, 0x3a48, 0x38f5, 0x3b2d, 0x3a5f, 0x2ff3, 0x366f, 0x39d3, 0x35e5, 0x3822, 0x38db, 0x3b8a, 0x34be, 0x2d33, 0x36dd, 0x3578, 0x3bdf, 0x2c7e, 0x39cf, 0x32ff, 0x35c9, 0x3970, 0x3bcb, 0x351e, 0x3956, 
+0x2c42, 0x3308, 0x377a, 0x361c, 0x39a0, 0x36c9, 0x2dcb, 0x3bf2, 0x3b5f, 0x33ee, 0x24c1, 0x2ce9, 0x3927, 0x305d, 0x3702, 0x3119, 0x35f9, 0x3855, 0x3374, 0x349b, 0x3bcf, 0x2dea, 0x34f0, 0x363f, 0x37da, 0x3a74, 0x35fc, 0x35fa, 0x316b, 0x3804, 0x37a7, 0x3986, 
+0x3073, 0x3aed, 0x31c7, 0x3844, 0x34a4, 0x387d, 0x3a20, 0x3037, 0x3a00, 0x3b70, 0x377f, 0x3686, 0x3b7e, 0x38b3, 0x32e3, 0x3323, 0x391e, 0x3228, 0x3930, 0x3997, 0x3a5e, 0x398b, 0x3512, 0x35b0, 0x365c, 0x325d, 0x3b61, 0x38b8, 0x39a4, 0x3423, 0x3bd7, 0x38af, 
+0x2d3d, 0x382d, 0x38ac, 0x26ca, 0x395e, 0x21a8, 0x3520, 0x386f, 0x3b95, 0x32c0, 0x3b84, 0x3a51, 0x3b4b, 0x31d2, 0x3747, 0x3b96, 0x3b40, 0x3535, 0x38d1, 0x3899, 0x3b00, 0x3827, 0x3ae3, 0x38c8, 0x3a07, 0x338d, 0x2e96, 0x3a46, 0x394a, 0x39de, 0x2951, 0x3a02, 
+0x3838, 0x2d45, 0x28c0, 0x3958, 0x3070, 0x2aa2, 0x3510, 0x38ce, 0x271c, 0x3440, 0x3954, 0x30bc, 0x3b35, 0x2f1d, 0x3afb, 0x2dae, 0x356f, 0x2e13, 0x3981, 0x326d, 0x3a28, 0x3a36, 0x3a95, 0x38cb, 0x38db, 0x3150, 0x2c9e, 0x34c5, 0x3adb, 0x3bdf, 0x38f2, 0x3994, 
+0x36f8, 0x31c0, 0x3a4f, 0x3825, 0x394b, 0x3a8b, 0x38ac, 0x3167, 0x2e2d, 0x3a93, 0x34f3, 0x37bd, 0x3b63, 0x2f2f, 0x3ae0, 0x3ad8, 0x34a8, 0x2e1c, 0x3890, 0x3705, 0x3b69, 0x3bc1, 0x28af, 0x3b36, 0x348b, 0x3111, 0x3a8d, 0x389c, 0x3916, 0x36dc, 0x3bae, 0x3874, 
+0x3593, 0x3638, 0x3018, 0x3a56, 0x38a3, 0x2ad4, 0x3a25, 0x38d7, 0x3864, 0x31c1, 0x28d1, 0x39c8, 0x37d6, 0x2c7f, 0x3ba5, 0x34b8, 0x3bef, 0x3b83, 0x3ab5, 0x3062, 0x38bc, 0x399c, 0x2ce4, 0x2f2c, 0x39bf, 0x2ed1, 0x385f, 0x37e0, 0x35ee, 0x397d, 0x3b0c, 0x3049, 
+0x39d5, 0x322e, 0x3936, 0x3747, 0x2e15, 0x3b41, 0x3874, 0x3bd0, 0x2c04, 0x3800, 0x375b, 0x3b2d, 0x38d8, 0x3a51, 0x3406, 0x38da, 0x38ba, 0x3497, 0x382e, 0x35fc, 0x39d4, 0x3775, 0x3b1e, 0x3813, 0x3649, 0x31af, 0x37bb, 0x334a, 0x3a6e, 0x3284, 0x26e0, 0x2e01, 
+0x2ebb, 0x344b, 0x3821, 0x381a, 0x385a, 0x2534, 0x3635, 0x2a92, 0x3b8c, 0x31f0, 0x3947, 0x3ac7, 0x3743, 0x3924, 0x39e4, 0x358f, 0x2b62, 0x392c, 0x3955, 0x3341, 0x3676, 0x38ac, 0x3957, 0x335b, 0x2ca2, 0x39ff, 0x37cb, 0x341f, 0x3ac9, 0x3b6c, 0x2f14, 0x34c3, 
+0x3018, 0x3169, 0x355b, 0x3624, 0x31ed, 0x379e, 0x3268, 0x309b, 0x35db, 0x3872, 0x3bdb, 0x34c7, 0x3408, 0x3359, 0x3920, 0x331f, 0x3866, 0x3af0, 0x2a1a, 0x39e0, 0x3b14, 0x34fa, 0x2d18, 0x3963, 0x35e8, 0x2539, 0x38f5, 0x37b3, 0x378f, 0x31b5, 0x3a6c, 0x3685, 
+0x3a06, 0x318a, 0x2934, 0x33c1, 0x3be8, 0x375b, 0x3860, 0x3543, 0x3702, 0x3951, 0x3677, 0x37ff, 0x2e27, 0x2e3a, 0x340f, 0x3817, 0x2f04, 0x357e, 0x3a1d, 0x2dd6, 0x252a, 0x3945, 0x162a, 0x3b19, 0x3a53, 0x35d2, 0x3a5d, 0x3474, 0x38e9, 0x374b, 0x387c, 0x1f1a, 
+0x38ac, 0x3291, 0x3393, 0x3b53, 0x3169, 0x3bca, 0x2f1a, 0x3551, 0x38a3, 0x28e3, 0x369d, 0x34a1, 0x38a8, 0x34c3, 0x3841, 0x390d, 0x3b13, 0x3282, 0x3a29, 0x3a78, 0x2df3, 0x3a37, 0x35f4, 0x35a6, 0x38e8, 0x3328, 0x3beb, 0x390b, 0x32dc, 0x34dc, 0x396d, 0x3a78, 
+0x39ba, 0x3a06, 0x2cdd, 0x3bc3, 0x2d43, 0x2992, 0x3663, 0x3a68, 0x2c3e, 0x394e, 0x2c9f, 0x380e, 0x37f5, 0x3557, 0x2873, 0x390f, 0x39e7, 0x3939, 0x3669, 0x385c, 0x3a68, 0x32c4, 0x2b04, 0x2d6d, 0x39d3, 0x3895, 0x331d, 0x3b59, 0x3463, 0x2b6a, 0x31de, 0x3296, 
+0x3aae, 0x3bcd, 0x345a, 0x3897, 0x374b, 0x3bd4, 0x38a2, 0x357f, 0x3402, 0x3a0c, 0x3507, 0x3865, 0x3a54, 0x3878, 0x3859, 0x383e, 0x32b5, 0x34ea, 0x328d, 0x38b6, 0x3464, 0x2f5b, 0x35ff, 0x3817, 0x2f24, 0x3533, 0x3b21, 0x37ba, 0x3837, 0x2e34, 0x3bad, 0x34bc 
+};
\ No newline at end of file
diff --git a/hwpe/redmule_256iter/inc/y_2D.h b/hwpe/redmule_256iter/inc/y_2D.h
new file mode 100644
index 0000000..9484a10
--- /dev/null
+++ b/hwpe/redmule_256iter/inc/y_2D.h
@@ -0,0 +1,27 @@
+ /* Header file generated by RedMulE Golden Model */
+uint16_t y_inp_2D [32][32] = {
+0x3150, 0x2dc1, 0x3033, 0x31f5, 0x3bb6, 0x3bff, 0x39f9, 0x3662, 0x3720, 0x351d, 0x384b, 0x3093, 0x3b9d, 0x35ad, 0x3695, 0x3466, 0x2300, 0x3445, 0x33ae, 0x3586, 0x38a3, 0x3bdb, 0x33a2, 0x379b, 0x3a0e, 0x38b0, 0x39ba, 0x379b, 0x39d3, 0x3a51, 0x3b30, 0x3794, 
+0x3b76, 0x3042, 0x38cc, 0x2dfc, 0x3b1a, 0x37fb, 0x38f7, 0x3824, 0x386f, 0x38c7, 0x36ee, 0x3a9c, 0x38d3, 0x2c67, 0x3a80, 0x2f30, 0x3328, 0x3721, 0x3790, 0x34e5, 0x3a6c, 0x3643, 0x3934, 0x3034, 0x38d4, 0x362e, 0x3b4b, 0x3408, 0x30c2, 0x370e, 0x3b31, 0x3b16, 
+0x3b6b, 0x39d4, 0x339c, 0x381e, 0x313e, 0x3671, 0x3ae2, 0x3479, 0x3940, 0x342d, 0x3925, 0x370a, 0x35d8, 0x2dad, 0x3888, 0x24b9, 0x375d, 0x34bd, 0x3243, 0x2ebb, 0x3970, 0x3a21, 0x3a07, 0x3877, 0x3888, 0x3569, 0x372d, 0x2ac1, 0x331e, 0x384d, 0x3996, 0x34a4, 
+0x35c1, 0x33a9, 0x21ed, 0x3a42, 0x388d, 0x34e4, 0x33c3, 0x34f9, 0x3a7b, 0x33fb, 0x2cdd, 0x3b0e, 0x333b, 0x3973, 0x34fc, 0x3771, 0x32ea, 0x2de4, 0x31a8, 0x3946, 0x3657, 0x3a4e, 0x36f6, 0x2829, 0x3ba2, 0x3bdc, 0x3bb3, 0x306c, 0x398d, 0x3a1f, 0x3991, 0x3846, 
+0x3547, 0x3292, 0x2e85, 0x31ed, 0x3979, 0x3a90, 0x28a4, 0x3bed, 0x36d8, 0x340e, 0x3b6a, 0x3ab6, 0x3824, 0x382b, 0x3ac3, 0x3811, 0x36d7, 0x3519, 0x3a92, 0x3a42, 0x29d1, 0x383a, 0x3a9b, 0x300e, 0x2cd3, 0x39cd, 0x3874, 0x3a07, 0x2eb1, 0x3b86, 0x3ad8, 0x3a5d, 
+0x3712, 0x284a, 0x38c1, 0x3bec, 0x39c0, 0x32cd, 0x3ad8, 0x3bce, 0x3817, 0x3896, 0x3aa7, 0x3870, 0x3996, 0x32cc, 0x3a4c, 0x3757, 0x3814, 0x3b65, 0x3acb, 0x376e, 0x34c0, 0x3609, 0x3bf0, 0x3b24, 0x3b29, 0x3848, 0x34b7, 0x398a, 0x220c, 0x3498, 0x3a8c, 0x3883, 
+0x38c4, 0x3af6, 0x3a42, 0x2dd6, 0x3147, 0x3717, 0x3a8e, 0x3af9, 0x3296, 0x38ef, 0x34fa, 0x3555, 0x3b29, 0x38de, 0x315e, 0x3773, 0x3b67, 0x3116, 0x38ec, 0x357c, 0x35d0, 0x2518, 0x3958, 0x2a03, 0x37d9, 0x3699, 0x3a1e, 0x3230, 0x3b13, 0x36d4, 0x3b2a, 0x39ad, 
+0x3b10, 0x351a, 0x3b97, 0x3326, 0x2b54, 0x3b7d, 0x386f, 0x373e, 0x37fa, 0x389b, 0x3b90, 0x3292, 0x3975, 0x38f3, 0x37f1, 0x3590, 0x3810, 0x2fd7, 0x3bf7, 0x3a5a, 0x3a1c, 0x34dd, 0x354c, 0x32f8, 0x3095, 0x321e, 0x39e0, 0x395c, 0x3717, 0x357f, 0x394a, 0x34b1, 
+0x3ba4, 0x380c, 0x3604, 0x2f50, 0x348d, 0x3828, 0x3a9f, 0x39ce, 0x32ca, 0x3906, 0x3ab2, 0x2ca5, 0x38c9, 0x362a, 0x34b2, 0x29dc, 0x3a36, 0x3052, 0x31b7, 0x3589, 0x387c, 0x3401, 0x3b22, 0x3ad6, 0x3ae8, 0x3238, 0x3494, 0x3502, 0x3717, 0x3a6c, 0x3229, 0x368c, 
+0x3056, 0x3a56, 0x3498, 0x39eb, 0x2864, 0x342d, 0x39e0, 0x34a1, 0x2b99, 0x3a04, 0x38ff, 0x328c, 0x34d9, 0x387d, 0x3a3c, 0x32e5, 0x39eb, 0x3984, 0x34dd, 0x38a7, 0x373f, 0x39b4, 0x3235, 0x2f58, 0x2f39, 0x3800, 0x3758, 0x3939, 0x39fc, 0x3a4b, 0x38bf, 0x30ee, 
+0x345e, 0x39c8, 0x3a6d, 0x3262, 0x3b81, 0x31dc, 0x3a15, 0x3bd0, 0x36af, 0x36de, 0x37d5, 0x39d7, 0x3ad3, 0x3ac1, 0x3109, 0x35ea, 0x31c6, 0x398d, 0x3987, 0x3a4a, 0x34d2, 0x2ed2, 0x35e6, 0x352c, 0x39eb, 0x3bd6, 0x3a5b, 0x39d1, 0x34aa, 0x3ade, 0x394b, 0x38a1, 
+0x2bed, 0x38de, 0x3811, 0x3813, 0x391a, 0x374b, 0x3829, 0x3725, 0x38f0, 0x3583, 0x3966, 0x3a7d, 0x375a, 0x38fe, 0x3696, 0x361c, 0x39a8, 0x35f0, 0x38e1, 0x3003, 0x3595, 0x316e, 0x3862, 0x3af8, 0x3af2, 0x34c8, 0x381d, 0x37d8, 0x3893, 0x3a9c, 0x3989, 0x308c, 
+0x30cc, 0x2538, 0x399d, 0x3919, 0x399e, 0x21cc, 0x38e9, 0x30f8, 0x3a20, 0x3b3c, 0x3990, 0x259c, 0x3143, 0x3080, 0x3967, 0x3afb, 0x3a1b, 0x3779, 0x2eeb, 0x39f3, 0x379a, 0x369c, 0x3985, 0x3a1b, 0x3ba6, 0x3a53, 0x28d5, 0x3881, 0x31d9, 0x3a34, 0x3bd9, 0x393a, 
+0x3601, 0x2c6e, 0x3636, 0x3298, 0x39bb, 0x3a08, 0x38db, 0x35ad, 0x3a09, 0x36a6, 0x3bc7, 0x3bac, 0x34ae, 0x3291, 0x290b, 0x3250, 0x2648, 0x333d, 0x2bf3, 0x34b1, 0x30e0, 0x351f, 0x3a74, 0x38dc, 0x3883, 0x2841, 0x35e1, 0x390d, 0x3a50, 0x3abd, 0x386d, 0x3bb7, 
+0x3b94, 0x36b7, 0x3a49, 0x332f, 0x3a1d, 0x354b, 0x3bab, 0x3346, 0x3417, 0x351e, 0x3b6d, 0x391a, 0x2db3, 0x3b1c, 0x3a4a, 0x37b7, 0x36cf, 0x3a56, 0x39c4, 0x3be9, 0x34f0, 0x39be, 0x3691, 0x1ba5, 0x3888, 0x3040, 0x3ae1, 0x3b9b, 0x398f, 0x3a49, 0x3a16, 0x38c0, 
+0x386c, 0x39ab, 0x37fa, 0x382c, 0x3a6f, 0x393f, 0x340d, 0x38ef, 0x39d1, 0x3845, 0x398f, 0x363e, 0x3687, 0x3052, 0x3a2b, 0x392c, 0x2f5c, 0x3412, 0x3a1f, 0x3b2f, 0x3bcc, 0x3a63, 0x3a89, 0x36e9, 0x3921, 0x3b80, 0x2dc0, 0x3a03, 0x3beb, 0x38d3, 0x36cb, 0x39a3, 
+0x3978, 0x3a88, 0x3ba4, 0x3561, 0x28c5, 0x33a0, 0x37be, 0x2c39, 0x30ee, 0x3782, 0x2c07, 0x354e, 0x3491, 0x3a92, 0x331a, 0x3b15, 0x32e1, 0x3839, 0x3afb, 0x36c2, 0x2fd0, 0x29ad, 0x3b2e, 0x39c1, 0x2a8c, 0x341a, 0x2f90, 0x395a, 0x3969, 0x37ea, 0x3a5c, 0x3b6d, 
+0x3971, 0x3a93, 0x304e, 0x3623, 0x3a22, 0x31ee, 0x29df, 0x2c93, 0x3a01, 0x3a62, 0x366c, 0x371d, 0x3af3, 0x2e08, 0x3ac0, 0x3642, 0x3a28, 0x368d, 0x2d3d, 0x36d9, 0x32c3, 0x373f, 0x36fe, 0x3487, 0x2c81, 0x3623, 0x3b59, 0x3a91, 0x350a, 0x34f4, 0x3b09, 0x2c25, 
+0x3b13, 0x325a, 0x379e, 0x3a7d, 0x34b1, 0x39d5, 0x2ba8, 0x322b, 0x3b5e, 0x37ab, 0x2e24, 0x3ba9, 0x3a3d, 0x34f7, 0x3ba1, 0x3877, 0x3071, 0x39fb, 0x3bbd, 0x3633, 0x3b36, 0x2daa, 0x3b9b, 0x3aa0, 0x395c, 0x3b8f, 0x38d5, 0x3ab0, 0x3a8f, 0x36c2, 0x3b1f, 0x3489, 
+0x2acc, 0x3845, 0x3715, 0x37d8, 0x3992, 0x3bff, 0x350e, 0x3ad7, 0x39b0, 0x35ac, 0x3287, 0x385f, 0x3bd4, 0x37a3, 0x3438, 0x39a5, 0x3bcf, 0x38c3, 0x34f6, 0x3ae3, 0x3b57, 0x39af, 0x35eb, 0x3bed, 0x34d4, 0x2a95, 0x3b13, 0x384e, 0x3a3b, 0x33da, 0x3bce, 0x3b99, 
+0x3559, 0x3335, 0x3a2e, 0x3123, 0x38db, 0x33d0, 0x3638, 0x3b17, 0x3a72, 0x3afc, 0x3936, 0x3838, 0x2b69, 0x3895, 0x3a1a, 0x3192, 0x39d5, 0x37a5, 0x2eb0, 0x2e8b, 0x329a, 0x3b90, 0x390a, 0x3a1e, 0x3847, 0x375d, 0x3873, 0x35e2, 0x3771, 0x30f5, 0x3231, 0x3bd7, 
+0x2bbc, 0x3ace, 0x31ad, 0x3a6b, 0x28a4, 0x3b48, 0x3ba3, 0x3a84, 0x3353, 0x39f6, 0x381f, 0x2dd6, 0x314c, 0x34af, 0x3929, 0x3921, 0x383b, 0x34b0, 0x3923, 0x32c9, 0x3ae7, 0x318f, 0x3480, 0x2ad8, 0x3042, 0x3a4c, 0x349d, 0x2c12, 0x3abb, 0x3a57, 0x3b0d, 0x3111, 
+0x3359, 0x3a84, 0x38f2, 0x368d, 0x2f4b, 0x3ba0, 0x395c, 0x3026, 0x3a15, 0x2a04, 0x326e, 0x3522, 0x31a2, 0x382f, 0x2ada, 0x3b7c, 0x2f80, 0x3af5, 0x2d35, 0x38fa, 0x39ab, 0x2c6d, 0x2e7a, 0x39f6, 0x31a4, 0x3a53, 0x358c, 0x3951, 0x3a4e, 0x3916, 0x2a3f, 0x3ae9, 
+0x3b03, 0x39f8, 0x39fe, 0x3a61, 0x39fb, 0x3704, 0x360d, 0x39a7, 0x37a9, 0x348f, 0x3a30, 0x3af5, 0x366f, 0x3b29, 0x3a6a, 0x33d5, 0x370a, 0x39cd, 0x3444, 0x3bea, 0x3b2b, 0x312e, 0x3b8e, 0x32cf, 0x3b79, 0x3302, 0x3bba, 0x3962, 0x3413, 0x37a1, 0x39e0, 0x3805 
+};
\ No newline at end of file
diff --git a/hwpe/redmule_256iter/inc/y_input.h b/hwpe/redmule_256iter/inc/y_input.h
new file mode 100644
index 0000000..45a2375
--- /dev/null
+++ b/hwpe/redmule_256iter/inc/y_input.h
@@ -0,0 +1,27 @@
+ /* Header file generated by RedMulE Golden Model */
+uint16_t y_inp [768] = {
+0x3150, 0x2dc1, 0x3033, 0x31f5, 0x3bb6, 0x3bff, 0x39f9, 0x3662, 0x3720, 0x351d, 0x384b, 0x3093, 0x3b9d, 0x35ad, 0x3695, 0x3466, 0x2300, 0x3445, 0x33ae, 0x3586, 0x38a3, 0x3bdb, 0x33a2, 0x379b, 0x3a0e, 0x38b0, 0x39ba, 0x379b, 0x39d3, 0x3a51, 0x3b30, 0x3794, 
+0x3b76, 0x3042, 0x38cc, 0x2dfc, 0x3b1a, 0x37fb, 0x38f7, 0x3824, 0x386f, 0x38c7, 0x36ee, 0x3a9c, 0x38d3, 0x2c67, 0x3a80, 0x2f30, 0x3328, 0x3721, 0x3790, 0x34e5, 0x3a6c, 0x3643, 0x3934, 0x3034, 0x38d4, 0x362e, 0x3b4b, 0x3408, 0x30c2, 0x370e, 0x3b31, 0x3b16, 
+0x3b6b, 0x39d4, 0x339c, 0x381e, 0x313e, 0x3671, 0x3ae2, 0x3479, 0x3940, 0x342d, 0x3925, 0x370a, 0x35d8, 0x2dad, 0x3888, 0x24b9, 0x375d, 0x34bd, 0x3243, 0x2ebb, 0x3970, 0x3a21, 0x3a07, 0x3877, 0x3888, 0x3569, 0x372d, 0x2ac1, 0x331e, 0x384d, 0x3996, 0x34a4, 
+0x35c1, 0x33a9, 0x21ed, 0x3a42, 0x388d, 0x34e4, 0x33c3, 0x34f9, 0x3a7b, 0x33fb, 0x2cdd, 0x3b0e, 0x333b, 0x3973, 0x34fc, 0x3771, 0x32ea, 0x2de4, 0x31a8, 0x3946, 0x3657, 0x3a4e, 0x36f6, 0x2829, 0x3ba2, 0x3bdc, 0x3bb3, 0x306c, 0x398d, 0x3a1f, 0x3991, 0x3846, 
+0x3547, 0x3292, 0x2e85, 0x31ed, 0x3979, 0x3a90, 0x28a4, 0x3bed, 0x36d8, 0x340e, 0x3b6a, 0x3ab6, 0x3824, 0x382b, 0x3ac3, 0x3811, 0x36d7, 0x3519, 0x3a92, 0x3a42, 0x29d1, 0x383a, 0x3a9b, 0x300e, 0x2cd3, 0x39cd, 0x3874, 0x3a07, 0x2eb1, 0x3b86, 0x3ad8, 0x3a5d, 
+0x3712, 0x284a, 0x38c1, 0x3bec, 0x39c0, 0x32cd, 0x3ad8, 0x3bce, 0x3817, 0x3896, 0x3aa7, 0x3870, 0x3996, 0x32cc, 0x3a4c, 0x3757, 0x3814, 0x3b65, 0x3acb, 0x376e, 0x34c0, 0x3609, 0x3bf0, 0x3b24, 0x3b29, 0x3848, 0x34b7, 0x398a, 0x220c, 0x3498, 0x3a8c, 0x3883, 
+0x38c4, 0x3af6, 0x3a42, 0x2dd6, 0x3147, 0x3717, 0x3a8e, 0x3af9, 0x3296, 0x38ef, 0x34fa, 0x3555, 0x3b29, 0x38de, 0x315e, 0x3773, 0x3b67, 0x3116, 0x38ec, 0x357c, 0x35d0, 0x2518, 0x3958, 0x2a03, 0x37d9, 0x3699, 0x3a1e, 0x3230, 0x3b13, 0x36d4, 0x3b2a, 0x39ad, 
+0x3b10, 0x351a, 0x3b97, 0x3326, 0x2b54, 0x3b7d, 0x386f, 0x373e, 0x37fa, 0x389b, 0x3b90, 0x3292, 0x3975, 0x38f3, 0x37f1, 0x3590, 0x3810, 0x2fd7, 0x3bf7, 0x3a5a, 0x3a1c, 0x34dd, 0x354c, 0x32f8, 0x3095, 0x321e, 0x39e0, 0x395c, 0x3717, 0x357f, 0x394a, 0x34b1, 
+0x3ba4, 0x380c, 0x3604, 0x2f50, 0x348d, 0x3828, 0x3a9f, 0x39ce, 0x32ca, 0x3906, 0x3ab2, 0x2ca5, 0x38c9, 0x362a, 0x34b2, 0x29dc, 0x3a36, 0x3052, 0x31b7, 0x3589, 0x387c, 0x3401, 0x3b22, 0x3ad6, 0x3ae8, 0x3238, 0x3494, 0x3502, 0x3717, 0x3a6c, 0x3229, 0x368c, 
+0x3056, 0x3a56, 0x3498, 0x39eb, 0x2864, 0x342d, 0x39e0, 0x34a1, 0x2b99, 0x3a04, 0x38ff, 0x328c, 0x34d9, 0x387d, 0x3a3c, 0x32e5, 0x39eb, 0x3984, 0x34dd, 0x38a7, 0x373f, 0x39b4, 0x3235, 0x2f58, 0x2f39, 0x3800, 0x3758, 0x3939, 0x39fc, 0x3a4b, 0x38bf, 0x30ee, 
+0x345e, 0x39c8, 0x3a6d, 0x3262, 0x3b81, 0x31dc, 0x3a15, 0x3bd0, 0x36af, 0x36de, 0x37d5, 0x39d7, 0x3ad3, 0x3ac1, 0x3109, 0x35ea, 0x31c6, 0x398d, 0x3987, 0x3a4a, 0x34d2, 0x2ed2, 0x35e6, 0x352c, 0x39eb, 0x3bd6, 0x3a5b, 0x39d1, 0x34aa, 0x3ade, 0x394b, 0x38a1, 
+0x2bed, 0x38de, 0x3811, 0x3813, 0x391a, 0x374b, 0x3829, 0x3725, 0x38f0, 0x3583, 0x3966, 0x3a7d, 0x375a, 0x38fe, 0x3696, 0x361c, 0x39a8, 0x35f0, 0x38e1, 0x3003, 0x3595, 0x316e, 0x3862, 0x3af8, 0x3af2, 0x34c8, 0x381d, 0x37d8, 0x3893, 0x3a9c, 0x3989, 0x308c, 
+0x30cc, 0x2538, 0x399d, 0x3919, 0x399e, 0x21cc, 0x38e9, 0x30f8, 0x3a20, 0x3b3c, 0x3990, 0x259c, 0x3143, 0x3080, 0x3967, 0x3afb, 0x3a1b, 0x3779, 0x2eeb, 0x39f3, 0x379a, 0x369c, 0x3985, 0x3a1b, 0x3ba6, 0x3a53, 0x28d5, 0x3881, 0x31d9, 0x3a34, 0x3bd9, 0x393a, 
+0x3601, 0x2c6e, 0x3636, 0x3298, 0x39bb, 0x3a08, 0x38db, 0x35ad, 0x3a09, 0x36a6, 0x3bc7, 0x3bac, 0x34ae, 0x3291, 0x290b, 0x3250, 0x2648, 0x333d, 0x2bf3, 0x34b1, 0x30e0, 0x351f, 0x3a74, 0x38dc, 0x3883, 0x2841, 0x35e1, 0x390d, 0x3a50, 0x3abd, 0x386d, 0x3bb7, 
+0x3b94, 0x36b7, 0x3a49, 0x332f, 0x3a1d, 0x354b, 0x3bab, 0x3346, 0x3417, 0x351e, 0x3b6d, 0x391a, 0x2db3, 0x3b1c, 0x3a4a, 0x37b7, 0x36cf, 0x3a56, 0x39c4, 0x3be9, 0x34f0, 0x39be, 0x3691, 0x1ba5, 0x3888, 0x3040, 0x3ae1, 0x3b9b, 0x398f, 0x3a49, 0x3a16, 0x38c0, 
+0x386c, 0x39ab, 0x37fa, 0x382c, 0x3a6f, 0x393f, 0x340d, 0x38ef, 0x39d1, 0x3845, 0x398f, 0x363e, 0x3687, 0x3052, 0x3a2b, 0x392c, 0x2f5c, 0x3412, 0x3a1f, 0x3b2f, 0x3bcc, 0x3a63, 0x3a89, 0x36e9, 0x3921, 0x3b80, 0x2dc0, 0x3a03, 0x3beb, 0x38d3, 0x36cb, 0x39a3, 
+0x3978, 0x3a88, 0x3ba4, 0x3561, 0x28c5, 0x33a0, 0x37be, 0x2c39, 0x30ee, 0x3782, 0x2c07, 0x354e, 0x3491, 0x3a92, 0x331a, 0x3b15, 0x32e1, 0x3839, 0x3afb, 0x36c2, 0x2fd0, 0x29ad, 0x3b2e, 0x39c1, 0x2a8c, 0x341a, 0x2f90, 0x395a, 0x3969, 0x37ea, 0x3a5c, 0x3b6d, 
+0x3971, 0x3a93, 0x304e, 0x3623, 0x3a22, 0x31ee, 0x29df, 0x2c93, 0x3a01, 0x3a62, 0x366c, 0x371d, 0x3af3, 0x2e08, 0x3ac0, 0x3642, 0x3a28, 0x368d, 0x2d3d, 0x36d9, 0x32c3, 0x373f, 0x36fe, 0x3487, 0x2c81, 0x3623, 0x3b59, 0x3a91, 0x350a, 0x34f4, 0x3b09, 0x2c25, 
+0x3b13, 0x325a, 0x379e, 0x3a7d, 0x34b1, 0x39d5, 0x2ba8, 0x322b, 0x3b5e, 0x37ab, 0x2e24, 0x3ba9, 0x3a3d, 0x34f7, 0x3ba1, 0x3877, 0x3071, 0x39fb, 0x3bbd, 0x3633, 0x3b36, 0x2daa, 0x3b9b, 0x3aa0, 0x395c, 0x3b8f, 0x38d5, 0x3ab0, 0x3a8f, 0x36c2, 0x3b1f, 0x3489, 
+0x2acc, 0x3845, 0x3715, 0x37d8, 0x3992, 0x3bff, 0x350e, 0x3ad7, 0x39b0, 0x35ac, 0x3287, 0x385f, 0x3bd4, 0x37a3, 0x3438, 0x39a5, 0x3bcf, 0x38c3, 0x34f6, 0x3ae3, 0x3b57, 0x39af, 0x35eb, 0x3bed, 0x34d4, 0x2a95, 0x3b13, 0x384e, 0x3a3b, 0x33da, 0x3bce, 0x3b99, 
+0x3559, 0x3335, 0x3a2e, 0x3123, 0x38db, 0x33d0, 0x3638, 0x3b17, 0x3a72, 0x3afc, 0x3936, 0x3838, 0x2b69, 0x3895, 0x3a1a, 0x3192, 0x39d5, 0x37a5, 0x2eb0, 0x2e8b, 0x329a, 0x3b90, 0x390a, 0x3a1e, 0x3847, 0x375d, 0x3873, 0x35e2, 0x3771, 0x30f5, 0x3231, 0x3bd7, 
+0x2bbc, 0x3ace, 0x31ad, 0x3a6b, 0x28a4, 0x3b48, 0x3ba3, 0x3a84, 0x3353, 0x39f6, 0x381f, 0x2dd6, 0x314c, 0x34af, 0x3929, 0x3921, 0x383b, 0x34b0, 0x3923, 0x32c9, 0x3ae7, 0x318f, 0x3480, 0x2ad8, 0x3042, 0x3a4c, 0x349d, 0x2c12, 0x3abb, 0x3a57, 0x3b0d, 0x3111, 
+0x3359, 0x3a84, 0x38f2, 0x368d, 0x2f4b, 0x3ba0, 0x395c, 0x3026, 0x3a15, 0x2a04, 0x326e, 0x3522, 0x31a2, 0x382f, 0x2ada, 0x3b7c, 0x2f80, 0x3af5, 0x2d35, 0x38fa, 0x39ab, 0x2c6d, 0x2e7a, 0x39f6, 0x31a4, 0x3a53, 0x358c, 0x3951, 0x3a4e, 0x3916, 0x2a3f, 0x3ae9, 
+0x3b03, 0x39f8, 0x39fe, 0x3a61, 0x39fb, 0x3704, 0x360d, 0x39a7, 0x37a9, 0x348f, 0x3a30, 0x3af5, 0x366f, 0x3b29, 0x3a6a, 0x33d5, 0x370a, 0x39cd, 0x3444, 0x3bea, 0x3b2b, 0x312e, 0x3b8e, 0x32cf, 0x3b79, 0x3302, 0x3bba, 0x3962, 0x3413, 0x37a1, 0x39e0, 0x3805 
+};
\ No newline at end of file
diff --git a/hwpe/redmule_256iter/inc/z_2D.h b/hwpe/redmule_256iter/inc/z_2D.h
new file mode 100644
index 0000000..aff808a
--- /dev/null
+++ b/hwpe/redmule_256iter/inc/z_2D.h
@@ -0,0 +1,27 @@
+ /* Header file generated by RedMulE Golden Model */
+uint16_t z_oup_2D [24][32] = {
+0x4845, 0x4897, 0x4608, 0x4838, 0x4855, 0x487b, 0x4869, 0x4880, 0x46d1, 0x48b0, 0x48db, 0x483f, 0x48c9, 0x485f, 0x4881, 0x483a, 0x484b, 0x472c, 0x4762, 0x492b, 0x4822, 0x48fd, 0x488e, 0x492e, 0x483e, 0x484f, 0x49e8, 0x46d7, 0x484b, 0x489d, 0x490b, 0x47e9, 
+0x484f, 0x47d2, 0x44be, 0x4747, 0x47c7, 0x46c0, 0x4727, 0x48af, 0x46c5, 0x482d, 0x483d, 0x482e, 0x4897, 0x479f, 0x488b, 0x4749, 0x489a, 0x46a8, 0x46f2, 0x488b, 0x4891, 0x47e8, 0x4872, 0x483d, 0x4716, 0x46fd, 0x49b5, 0x46a0, 0x46e7, 0x47a4, 0x48a1, 0x4767, 
+0x4939, 0x4935, 0x4703, 0x48c1, 0x4863, 0x48bd, 0x4913, 0x48cf, 0x48b6, 0x48b8, 0x4946, 0x4920, 0x495e, 0x48e1, 0x4938, 0x48b2, 0x493a, 0x4882, 0x483b, 0x49d5, 0x4911, 0x4972, 0x496b, 0x49df, 0x48f2, 0x4888, 0x4a46, 0x4821, 0x48c1, 0x490c, 0x49b2, 0x48a3, 
+0x463a, 0x47b0, 0x44cb, 0x4762, 0x4765, 0x46b9, 0x466a, 0x4814, 0x4631, 0x4796, 0x4666, 0x474b, 0x4798, 0x4704, 0x4838, 0x4761, 0x47d3, 0x4590, 0x45ea, 0x48a2, 0x47f1, 0x4844, 0x484b, 0x4776, 0x47d6, 0x46d8, 0x48f3, 0x44d3, 0x46fa, 0x478d, 0x481e, 0x466e, 
+0x4827, 0x481e, 0x45a2, 0x4794, 0x4727, 0x4806, 0x475d, 0x48d5, 0x4708, 0x4828, 0x4862, 0x480d, 0x4895, 0x4832, 0x48bd, 0x47f1, 0x482a, 0x46a7, 0x47b1, 0x492d, 0x484d, 0x4884, 0x48dc, 0x485f, 0x476d, 0x480c, 0x48e9, 0x46d3, 0x4728, 0x4884, 0x48a0, 0x480e, 
+0x4862, 0x4813, 0x4675, 0x485a, 0x47e8, 0x4738, 0x4836, 0x4823, 0x46e7, 0x4821, 0x4822, 0x47b3, 0x4846, 0x4855, 0x4863, 0x4717, 0x4872, 0x47c1, 0x46d5, 0x488e, 0x47e2, 0x485f, 0x487c, 0x48b8, 0x481e, 0x4788, 0x48bd, 0x4677, 0x46c9, 0x47f8, 0x48fe, 0x47fc, 
+0x47a0, 0x47b2, 0x4588, 0x467e, 0x4662, 0x46c7, 0x46e8, 0x4812, 0x4536, 0x474e, 0x46c0, 0x468f, 0x481f, 0x4679, 0x46a1, 0x46e2, 0x4809, 0x4560, 0x4630, 0x47eb, 0x46b5, 0x4757, 0x4848, 0x477f, 0x46a6, 0x46d8, 0x4870, 0x459a, 0x4670, 0x4678, 0x47d2, 0x468c, 
+0x4762, 0x48c4, 0x46e3, 0x4791, 0x46b1, 0x486d, 0x47d0, 0x4867, 0x468d, 0x47f6, 0x48a5, 0x4756, 0x4857, 0x4854, 0x4866, 0x4838, 0x484d, 0x46ec, 0x47d2, 0x48f6, 0x484a, 0x4879, 0x4848, 0x483c, 0x471d, 0x4806, 0x48fa, 0x4730, 0x4768, 0x47b8, 0x4865, 0x46f9, 
+0x48a8, 0x4918, 0x46ca, 0x4867, 0x4800, 0x4862, 0x48d3, 0x4910, 0x474e, 0x4849, 0x48eb, 0x486b, 0x4966, 0x48c5, 0x48f4, 0x4830, 0x48f9, 0x4778, 0x481e, 0x499e, 0x48cf, 0x48f1, 0x4982, 0x4923, 0x487c, 0x47cf, 0x49ea, 0x4649, 0x4773, 0x495e, 0x48b2, 0x483f, 
+0x48a7, 0x4975, 0x4616, 0x481e, 0x481f, 0x4866, 0x48b6, 0x4864, 0x47dc, 0x4873, 0x485c, 0x487f, 0x4938, 0x491f, 0x490d, 0x48b6, 0x48f8, 0x48a1, 0x4859, 0x492d, 0x489c, 0x4915, 0x4899, 0x4887, 0x486c, 0x4859, 0x49ca, 0x471e, 0x4867, 0x4918, 0x48d3, 0x4827, 
+0x488b, 0x4998, 0x4704, 0x481d, 0x48b8, 0x4880, 0x4876, 0x4944, 0x470c, 0x48f2, 0x48b9, 0x489b, 0x4956, 0x48e5, 0x48d6, 0x48a5, 0x48dc, 0x4856, 0x484e, 0x49ab, 0x48e0, 0x490e, 0x48dd, 0x4945, 0x488b, 0x48dd, 0x4a32, 0x47ea, 0x4835, 0x4911, 0x4965, 0x4819, 
+0x460e, 0x481e, 0x452c, 0x4673, 0x475c, 0x4717, 0x46f6, 0x46d0, 0x4696, 0x46bc, 0x4726, 0x481e, 0x4763, 0x46ea, 0x46fe, 0x4758, 0x478b, 0x4627, 0x4704, 0x483f, 0x46ad, 0x47b1, 0x4792, 0x4816, 0x46f2, 0x4684, 0x4827, 0x45a8, 0x472f, 0x47a4, 0x4797, 0x462b, 
+0x483f, 0x48ab, 0x468f, 0x4863, 0x485a, 0x4766, 0x481d, 0x48cb, 0x47dc, 0x4903, 0x48fc, 0x4830, 0x48cc, 0x483e, 0x48ab, 0x4864, 0x4966, 0x4763, 0x4794, 0x499d, 0x488e, 0x488b, 0x48dc, 0x4960, 0x4854, 0x484c, 0x499c, 0x474c, 0x4826, 0x48bc, 0x4949, 0x4883, 
+0x489d, 0x4905, 0x4718, 0x481e, 0x48e3, 0x48f4, 0x48c1, 0x4904, 0x47e8, 0x48b3, 0x4892, 0x48d4, 0x48ff, 0x4894, 0x48d5, 0x4886, 0x48fa, 0x4803, 0x47d2, 0x492e, 0x4870, 0x48b2, 0x48e5, 0x492b, 0x487b, 0x4785, 0x49e3, 0x471d, 0x4837, 0x48bf, 0x489b, 0x48c4, 
+0x475c, 0x4871, 0x464a, 0x4811, 0x47af, 0x471c, 0x4817, 0x4817, 0x463b, 0x484e, 0x477f, 0x464f, 0x4704, 0x487c, 0x47a3, 0x4725, 0x4853, 0x462a, 0x465a, 0x4860, 0x4736, 0x4880, 0x47e1, 0x482b, 0x4811, 0x46c0, 0x48dc, 0x475d, 0x4668, 0x4806, 0x4893, 0x46f4, 
+0x4858, 0x4959, 0x463d, 0x487b, 0x480f, 0x484e, 0x48c0, 0x48a6, 0x4847, 0x4894, 0x48a0, 0x484a, 0x491e, 0x48f4, 0x48fc, 0x48b5, 0x48ce, 0x47d2, 0x47db, 0x497f, 0x4955, 0x4939, 0x48a7, 0x48ce, 0x4890, 0x4884, 0x49d6, 0x4763, 0x486e, 0x4922, 0x48f4, 0x48c3, 
+0x47ec, 0x491c, 0x4698, 0x4783, 0x4715, 0x4754, 0x4745, 0x4752, 0x472f, 0x4832, 0x4817, 0x4809, 0x47f8, 0x48c3, 0x47e6, 0x4800, 0x48b6, 0x4730, 0x480a, 0x48cb, 0x479e, 0x488e, 0x47c2, 0x488e, 0x472f, 0x47ee, 0x489d, 0x4744, 0x4755, 0x4851, 0x4846, 0x47d3, 
+0x4838, 0x48a0, 0x4634, 0x4762, 0x4786, 0x4806, 0x47e3, 0x482d, 0x4726, 0x486c, 0x47b7, 0x4803, 0x48ac, 0x4814, 0x48e0, 0x4839, 0x4827, 0x4750, 0x46f2, 0x48c5, 0x483f, 0x4886, 0x48ad, 0x4856, 0x47e8, 0x47a9, 0x4937, 0x4743, 0x46d0, 0x481f, 0x484c, 0x4804, 
+0x47fd, 0x481f, 0x456d, 0x4813, 0x474d, 0x4807, 0x4688, 0x480e, 0x46e8, 0x4810, 0x469f, 0x4799, 0x4853, 0x478f, 0x47f2, 0x4824, 0x47d0, 0x471f, 0x46da, 0x485f, 0x4813, 0x481c, 0x482e, 0x4863, 0x4786, 0x480b, 0x48c9, 0x46b8, 0x475a, 0x46e2, 0x4852, 0x46c5, 
+0x45af, 0x4802, 0x4466, 0x46c2, 0x465d, 0x4743, 0x46b7, 0x47ba, 0x4636, 0x46c3, 0x4677, 0x4784, 0x485a, 0x47c2, 0x46dc, 0x46ac, 0x47de, 0x460e, 0x465f, 0x4834, 0x47f4, 0x4769, 0x46fc, 0x4810, 0x45fd, 0x45ea, 0x48d0, 0x45b5, 0x4704, 0x4783, 0x4830, 0x46c4, 
+0x4759, 0x47c7, 0x453d, 0x45b0, 0x4741, 0x4702, 0x4736, 0x4793, 0x461b, 0x47ba, 0x470b, 0x46dd, 0x4657, 0x470b, 0x470d, 0x4710, 0x486c, 0x468f, 0x45c3, 0x46ba, 0x479d, 0x483b, 0x46c9, 0x4774, 0x46a9, 0x46a7, 0x4833, 0x4606, 0x4690, 0x46a9, 0x46f5, 0x46a7, 
+0x47ac, 0x48bb, 0x452c, 0x4803, 0x470f, 0x4824, 0x47d5, 0x48cb, 0x4707, 0x484a, 0x4832, 0x4797, 0x4851, 0x482c, 0x487a, 0x4877, 0x4891, 0x465d, 0x47f4, 0x48ce, 0x4898, 0x4899, 0x484e, 0x486a, 0x47ac, 0x47f0, 0x493e, 0x4611, 0x47e2, 0x489e, 0x488c, 0x46af, 
+0x4665, 0x4836, 0x45e4, 0x46b6, 0x46a1, 0x46b9, 0x46c8, 0x46dd, 0x4658, 0x474b, 0x467b, 0x4777, 0x4769, 0x4798, 0x4785, 0x475e, 0x472a, 0x4656, 0x45fb, 0x4881, 0x46fc, 0x472d, 0x476e, 0x47a3, 0x465d, 0x46ca, 0x4855, 0x4500, 0x464f, 0x479a, 0x46c3, 0x4738, 
+0x481e, 0x486c, 0x4659, 0x4801, 0x4756, 0x477a, 0x47d5, 0x487b, 0x4706, 0x4808, 0x484f, 0x4838, 0x4870, 0x4863, 0x48d3, 0x4806, 0x4865, 0x4771, 0x46be, 0x494c, 0x4915, 0x484c, 0x4900, 0x4862, 0x481a, 0x46e8, 0x4974, 0x46a0, 0x4775, 0x483d, 0x487c, 0x480e 
+};
\ No newline at end of file
diff --git a/hwpe/redmule_256iter/inc/z_output.h b/hwpe/redmule_256iter/inc/z_output.h
new file mode 100644
index 0000000..96c7e5f
--- /dev/null
+++ b/hwpe/redmule_256iter/inc/z_output.h
@@ -0,0 +1,27 @@
+ /* Header file generated by RedMulE Golden Model */
+uint16_t z_oup [768] = {
+0x4845, 0x4897, 0x4608, 0x4838, 0x4855, 0x487b, 0x4869, 0x4880, 0x46d1, 0x48b0, 0x48db, 0x483f, 0x48c9, 0x485f, 0x4881, 0x483a, 0x484b, 0x472c, 0x4762, 0x492b, 0x4822, 0x48fd, 0x488e, 0x492e, 0x483e, 0x484f, 0x49e8, 0x46d7, 0x484b, 0x489d, 0x490b, 0x47e9, 
+0x484f, 0x47d2, 0x44be, 0x4747, 0x47c7, 0x46c0, 0x4727, 0x48af, 0x46c5, 0x482d, 0x483d, 0x482e, 0x4897, 0x479f, 0x488b, 0x4749, 0x489a, 0x46a8, 0x46f2, 0x488b, 0x4891, 0x47e8, 0x4872, 0x483d, 0x4716, 0x46fd, 0x49b5, 0x46a0, 0x46e7, 0x47a4, 0x48a1, 0x4767, 
+0x4939, 0x4935, 0x4703, 0x48c1, 0x4863, 0x48bd, 0x4913, 0x48cf, 0x48b6, 0x48b8, 0x4946, 0x4920, 0x495e, 0x48e1, 0x4938, 0x48b2, 0x493a, 0x4882, 0x483b, 0x49d5, 0x4911, 0x4972, 0x496b, 0x49df, 0x48f2, 0x4888, 0x4a46, 0x4821, 0x48c1, 0x490c, 0x49b2, 0x48a3, 
+0x463a, 0x47b0, 0x44cb, 0x4762, 0x4765, 0x46b9, 0x466a, 0x4814, 0x4631, 0x4796, 0x4666, 0x474b, 0x4798, 0x4704, 0x4838, 0x4761, 0x47d3, 0x4590, 0x45ea, 0x48a2, 0x47f1, 0x4844, 0x484b, 0x4776, 0x47d6, 0x46d8, 0x48f3, 0x44d3, 0x46fa, 0x478d, 0x481e, 0x466e, 
+0x4827, 0x481e, 0x45a2, 0x4794, 0x4727, 0x4806, 0x475d, 0x48d5, 0x4708, 0x4828, 0x4862, 0x480d, 0x4895, 0x4832, 0x48bd, 0x47f1, 0x482a, 0x46a7, 0x47b1, 0x492d, 0x484d, 0x4884, 0x48dc, 0x485f, 0x476d, 0x480c, 0x48e9, 0x46d3, 0x4728, 0x4884, 0x48a0, 0x480e, 
+0x4862, 0x4813, 0x4675, 0x485a, 0x47e8, 0x4738, 0x4836, 0x4823, 0x46e7, 0x4821, 0x4822, 0x47b3, 0x4846, 0x4855, 0x4863, 0x4717, 0x4872, 0x47c1, 0x46d5, 0x488e, 0x47e2, 0x485f, 0x487c, 0x48b8, 0x481e, 0x4788, 0x48bd, 0x4677, 0x46c9, 0x47f8, 0x48fe, 0x47fc, 
+0x47a0, 0x47b2, 0x4588, 0x467e, 0x4662, 0x46c7, 0x46e8, 0x4812, 0x4536, 0x474e, 0x46c0, 0x468f, 0x481f, 0x4679, 0x46a1, 0x46e2, 0x4809, 0x4560, 0x4630, 0x47eb, 0x46b5, 0x4757, 0x4848, 0x477f, 0x46a6, 0x46d8, 0x4870, 0x459a, 0x4670, 0x4678, 0x47d2, 0x468c, 
+0x4762, 0x48c4, 0x46e3, 0x4791, 0x46b1, 0x486d, 0x47d0, 0x4867, 0x468d, 0x47f6, 0x48a5, 0x4756, 0x4857, 0x4854, 0x4866, 0x4838, 0x484d, 0x46ec, 0x47d2, 0x48f6, 0x484a, 0x4879, 0x4848, 0x483c, 0x471d, 0x4806, 0x48fa, 0x4730, 0x4768, 0x47b8, 0x4865, 0x46f9, 
+0x48a8, 0x4918, 0x46ca, 0x4867, 0x4800, 0x4862, 0x48d3, 0x4910, 0x474e, 0x4849, 0x48eb, 0x486b, 0x4966, 0x48c5, 0x48f4, 0x4830, 0x48f9, 0x4778, 0x481e, 0x499e, 0x48cf, 0x48f1, 0x4982, 0x4923, 0x487c, 0x47cf, 0x49ea, 0x4649, 0x4773, 0x495e, 0x48b2, 0x483f, 
+0x48a7, 0x4975, 0x4616, 0x481e, 0x481f, 0x4866, 0x48b6, 0x4864, 0x47dc, 0x4873, 0x485c, 0x487f, 0x4938, 0x491f, 0x490d, 0x48b6, 0x48f8, 0x48a1, 0x4859, 0x492d, 0x489c, 0x4915, 0x4899, 0x4887, 0x486c, 0x4859, 0x49ca, 0x471e, 0x4867, 0x4918, 0x48d3, 0x4827, 
+0x488b, 0x4998, 0x4704, 0x481d, 0x48b8, 0x4880, 0x4876, 0x4944, 0x470c, 0x48f2, 0x48b9, 0x489b, 0x4956, 0x48e5, 0x48d6, 0x48a5, 0x48dc, 0x4856, 0x484e, 0x49ab, 0x48e0, 0x490e, 0x48dd, 0x4945, 0x488b, 0x48dd, 0x4a32, 0x47ea, 0x4835, 0x4911, 0x4965, 0x4819, 
+0x460e, 0x481e, 0x452c, 0x4673, 0x475c, 0x4717, 0x46f6, 0x46d0, 0x4696, 0x46bc, 0x4726, 0x481e, 0x4763, 0x46ea, 0x46fe, 0x4758, 0x478b, 0x4627, 0x4704, 0x483f, 0x46ad, 0x47b1, 0x4792, 0x4816, 0x46f2, 0x4684, 0x4827, 0x45a8, 0x472f, 0x47a4, 0x4797, 0x462b, 
+0x483f, 0x48ab, 0x468f, 0x4863, 0x485a, 0x4766, 0x481d, 0x48cb, 0x47dc, 0x4903, 0x48fc, 0x4830, 0x48cc, 0x483e, 0x48ab, 0x4864, 0x4966, 0x4763, 0x4794, 0x499d, 0x488e, 0x488b, 0x48dc, 0x4960, 0x4854, 0x484c, 0x499c, 0x474c, 0x4826, 0x48bc, 0x4949, 0x4883, 
+0x489d, 0x4905, 0x4718, 0x481e, 0x48e3, 0x48f4, 0x48c1, 0x4904, 0x47e8, 0x48b3, 0x4892, 0x48d4, 0x48ff, 0x4894, 0x48d5, 0x4886, 0x48fa, 0x4803, 0x47d2, 0x492e, 0x4870, 0x48b2, 0x48e5, 0x492b, 0x487b, 0x4785, 0x49e3, 0x471d, 0x4837, 0x48bf, 0x489b, 0x48c4, 
+0x475c, 0x4871, 0x464a, 0x4811, 0x47af, 0x471c, 0x4817, 0x4817, 0x463b, 0x484e, 0x477f, 0x464f, 0x4704, 0x487c, 0x47a3, 0x4725, 0x4853, 0x462a, 0x465a, 0x4860, 0x4736, 0x4880, 0x47e1, 0x482b, 0x4811, 0x46c0, 0x48dc, 0x475d, 0x4668, 0x4806, 0x4893, 0x46f4, 
+0x4858, 0x4959, 0x463d, 0x487b, 0x480f, 0x484e, 0x48c0, 0x48a6, 0x4847, 0x4894, 0x48a0, 0x484a, 0x491e, 0x48f4, 0x48fc, 0x48b5, 0x48ce, 0x47d2, 0x47db, 0x497f, 0x4955, 0x4939, 0x48a7, 0x48ce, 0x4890, 0x4884, 0x49d6, 0x4763, 0x486e, 0x4922, 0x48f4, 0x48c3, 
+0x47ec, 0x491c, 0x4698, 0x4783, 0x4715, 0x4754, 0x4745, 0x4752, 0x472f, 0x4832, 0x4817, 0x4809, 0x47f8, 0x48c3, 0x47e6, 0x4800, 0x48b6, 0x4730, 0x480a, 0x48cb, 0x479e, 0x488e, 0x47c2, 0x488e, 0x472f, 0x47ee, 0x489d, 0x4744, 0x4755, 0x4851, 0x4846, 0x47d3, 
+0x4838, 0x48a0, 0x4634, 0x4762, 0x4786, 0x4806, 0x47e3, 0x482d, 0x4726, 0x486c, 0x47b7, 0x4803, 0x48ac, 0x4814, 0x48e0, 0x4839, 0x4827, 0x4750, 0x46f2, 0x48c5, 0x483f, 0x4886, 0x48ad, 0x4856, 0x47e8, 0x47a9, 0x4937, 0x4743, 0x46d0, 0x481f, 0x484c, 0x4804, 
+0x47fd, 0x481f, 0x456d, 0x4813, 0x474d, 0x4807, 0x4688, 0x480e, 0x46e8, 0x4810, 0x469f, 0x4799, 0x4853, 0x478f, 0x47f2, 0x4824, 0x47d0, 0x471f, 0x46da, 0x485f, 0x4813, 0x481c, 0x482e, 0x4863, 0x4786, 0x480b, 0x48c9, 0x46b8, 0x475a, 0x46e2, 0x4852, 0x46c5, 
+0x45af, 0x4802, 0x4466, 0x46c2, 0x465d, 0x4743, 0x46b7, 0x47ba, 0x4636, 0x46c3, 0x4677, 0x4784, 0x485a, 0x47c2, 0x46dc, 0x46ac, 0x47de, 0x460e, 0x465f, 0x4834, 0x47f4, 0x4769, 0x46fc, 0x4810, 0x45fd, 0x45ea, 0x48d0, 0x45b5, 0x4704, 0x4783, 0x4830, 0x46c4, 
+0x4759, 0x47c7, 0x453d, 0x45b0, 0x4741, 0x4702, 0x4736, 0x4793, 0x461b, 0x47ba, 0x470b, 0x46dd, 0x4657, 0x470b, 0x470d, 0x4710, 0x486c, 0x468f, 0x45c3, 0x46ba, 0x479d, 0x483b, 0x46c9, 0x4774, 0x46a9, 0x46a7, 0x4833, 0x4606, 0x4690, 0x46a9, 0x46f5, 0x46a7, 
+0x47ac, 0x48bb, 0x452c, 0x4803, 0x470f, 0x4824, 0x47d5, 0x48cb, 0x4707, 0x484a, 0x4832, 0x4797, 0x4851, 0x482c, 0x487a, 0x4877, 0x4891, 0x465d, 0x47f4, 0x48ce, 0x4898, 0x4899, 0x484e, 0x486a, 0x47ac, 0x47f0, 0x493e, 0x4611, 0x47e2, 0x489e, 0x488c, 0x46af, 
+0x4665, 0x4836, 0x45e4, 0x46b6, 0x46a1, 0x46b9, 0x46c8, 0x46dd, 0x4658, 0x474b, 0x467b, 0x4777, 0x4769, 0x4798, 0x4785, 0x475e, 0x472a, 0x4656, 0x45fb, 0x4881, 0x46fc, 0x472d, 0x476e, 0x47a3, 0x465d, 0x46ca, 0x4855, 0x4500, 0x464f, 0x479a, 0x46c3, 0x4738, 
+0x481e, 0x486c, 0x4659, 0x4801, 0x4756, 0x477a, 0x47d5, 0x487b, 0x4706, 0x4808, 0x484f, 0x4838, 0x4870, 0x4863, 0x48d3, 0x4806, 0x4865, 0x4771, 0x46be, 0x494c, 0x4915, 0x484c, 0x4900, 0x4862, 0x481a, 0x46e8, 0x4974, 0x46a0, 0x4775, 0x483d, 0x487c, 0x480e 
+};
\ No newline at end of file
diff --git a/hwpe/redmule_256iter/pulp_inject_fault.tcl b/hwpe/redmule_256iter/pulp_inject_fault.tcl
new file mode 100644
index 0000000..61ccadf
--- /dev/null
+++ b/hwpe/redmule_256iter/pulp_inject_fault.tcl
@@ -0,0 +1,53 @@
+# Copyright 2023 ETH Zurich and University of Bologna.
+# Solderpad Hardware License, Version 0.51, see LICENSE for details.
+# SPDX-License-Identifier: SHL-0.51
+#
+# Author: Michael Rogenmoser (michaero@iis.ee.ethz.ch)
+
+transcript quietly
+if {! [info exists ::env(VSIM_PATH)]} {error "Define VSIM_PATH"}
+set utils_base_path  [file join $::env(VSIM_PATH) scripts fault_injection_utils]
+set script_base_path [file join $::env(VSIM_PATH) fault_injection_sim scripts]
+
+set verbosity            2
+set log_injections       1
+# Easy way to generate a variable seed
+# set seed                 [clock seconds]
+# Default value
+set seed                 12345
+set print_statistics     1
+
+set inject_start_time 550000000000ps
+set inject_stop_time 750000000000ps
+set injection_clock "pulp_cluster_tb/cluster_i/clk_i"
+set injection_clock_trigger 0
+set fault_period 150
+set rand_initial_injection_phase 0
+# max_num set to 0 means until stop_time
+set max_num_fault_inject 0
+set signal_fault_duration 20ns
+set register_fault_duration 0ns
+
+set allow_multi_bit_upset $::env(MULTI_BIT_UPSET)
+set use_bitwidth_as_weight 0
+set check_core_output_modification 0
+set check_core_next_state_modification 0
+set reg_to_sig_ratio 1
+
+source [file join $utils_base_path pulp_extract_nets.tcl]
+
+set inject_signals_netlist []
+set inject_register_netlist []
+set output_netlist []
+set next_state_netlist []
+set assertion_disable_list []
+
+# for {set idx 0} {$idx < 12} {incr idx} {
+#     set inject_signals_netlist [list {*}$inject_signals_netlist {*}[get_all_core_nets $idx]]
+#     set output_netlist [list {*}$output_netlist {*}[get_core_output_nets $idx]]
+# }
+
+set inject_register_netlist [list {*}$inject_register_netlist {*}[get_memory_slice {0 16} {256 336}]]
+
+source [file join $script_base_path inject_fault.tcl]
+
diff --git a/hwpe/redmule_256iter/redmule.c b/hwpe/redmule_256iter/redmule.c
new file mode 100644
index 0000000..77019ae
--- /dev/null
+++ b/hwpe/redmule_256iter/redmule.c
@@ -0,0 +1,141 @@
+/*
+ * Copyright (C) 2022-2023 ETH Zurich and University of Bologna
+ *
+ * Licensed under the Apache License, Version 2.0 (the "License");
+ * you may not use this file except in compliance with the License.
+ * You may obtain a copy of the License at
+ *
+ *     http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ * SPDX-License-Identifier: Apache-2.0
+ * 
+ * Author: Yvan Tortorella  <yvan.tortorella@unibo.it>
+ *
+ * RedMulE SW test
+ */
+
+#include <stdint.h>
+#include "stdio.h"
+#include "archi_redmule.h"
+#include "hal_redmule.h"
+#include "pulp.h"
+
+#define NB_ITER 255
+
+int main() {
+
+  volatile int errors = 0;
+  unsigned int cluster_id = rt_cluster_id();
+  unsigned int intc_data_correctable_cnt, redmule_data_correctable_cnt = 0;
+  unsigned int intc_meta_correctable_cnt = 0;
+  unsigned int intc_data_uncorrectable_cnt, redmule_data_uncorrectable_cnt = 0;
+  unsigned int intc_meta_uncorrectable_cnt = 0;
+
+  if(get_core_id() == 0){
+
+    uint16_t m_size = M_SIZE;
+    uint16_t n_size = N_SIZE;
+    uint16_t k_size = K_SIZE;
+
+    uint8_t *x_ext = x_inp;
+    uint8_t *w_ext = w_inp;
+    uint8_t *y_ext = y_inp;
+    uint8_t *z_ext = z_oup;
+
+    uint8_t volatile *x = (uint8_t volatile *) pi_l1_malloc(0, (2*m_size*n_size));
+    uint8_t volatile *w = (uint8_t volatile *) pi_l1_malloc(0, (2*n_size*k_size));
+    uint8_t volatile *y = (uint8_t volatile *) pi_l1_malloc(0, (2*m_size*k_size));
+    uint8_t volatile *z = (uint8_t volatile *) pi_l1_malloc(0, (2*m_size*k_size));
+
+    #ifdef USE_DMA
+      volatile unsigned int dma_id = 0;
+      dma_id = mchan_alloc();
+      mchan_transfer((unsigned int) 2*(2*m_size*n_size),
+                     (unsigned int) x_ext,
+                     (unsigned int) x    );
+      mchan_barrier(dma_id);
+      mchan_free(dma_id);
+    
+      dma_id = mchan_alloc();
+      mchan_transfer((unsigned int) 2*(2*n_size*k_size),
+                     (unsigned int) w_ext,
+                     (unsigned int) w    );
+      mchan_barrier(dma_id);
+      mchan_free(dma_id);
+    
+      dma_id = mchan_alloc();
+      mchan_transfer((unsigned int) 2*(2*m_size*k_size),
+                     (unsigned int) y_ext,
+                     (unsigned int) y    );
+      mchan_barrier(dma_id);
+    #else
+      generate_test_data16((int) x, (int) w, (int) y, (int) m_size, (int) n_size, (int) k_size);
+    #endif
+
+    int gold_sum = 0, check_sum = 0;
+    int i,j;
+
+    int offload_id_tmp, offload_id;
+
+    // Enable RedMulE
+    hwpe_cg_enable();
+    asm volatile("": : :"memory");
+
+    hwpe_soft_clear();
+    asm volatile("": : :"memory");
+
+    volatile int job_id = -1;
+
+    // job 0
+    job_id = hwpe_wait_acquire();
+    asm volatile("": : :"memory");
+    redmule_x_add_set ((unsigned int) x);
+    redmule_w_add_set ((unsigned int) w);
+    redmule_y_add_set ((unsigned int) y);
+    redmule_z_add_set ((unsigned int) z);
+    redmule_cfg (m_size, n_size, k_size, gemm_ops);
+    asm volatile("": : :"memory");
+    hwpe_trigger_job();
+    asm volatile("": : :"memory");
+
+    // job 1
+    job_id = hwpe_wait_acquire();
+    asm volatile("": : :"memory");
+    redmule_x_add_set ((unsigned int) x);
+    redmule_w_add_set ((unsigned int) w);
+    redmule_y_add_set ((unsigned int) y);
+    redmule_z_add_set ((unsigned int) z);
+    redmule_cfg (m_size, n_size, k_size, gemm_ops);
+    asm volatile("": : :"memory");
+    hwpe_trigger_job();
+    asm volatile("": : :"memory");
+
+    // jobs 2-255
+    do {
+      job_id = hwpe_wait_acquire();
+      asm volatile("": : :"memory");
+      hwpe_trigger_job();
+      asm volatile("": : :"memory");
+    } while(job_id < NB_ITER);
+
+    // Wait for end of computation
+    redmule_evt_wait();
+
+    // Disable RedMulE
+    hwpe_cg_disable();
+
+    errors = redmule_compare16((int) z, (int) m_size, (int) k_size);
+
+    *(int *) 0x1A1040A0 = errors;
+
+    printf ("Terminated test with %d errors. See you!\n", errors);
+
+  }
+  synch_barrier();
+  return (errors != 0);
+}
diff --git a/hwpe/redmule_softclear/Makefile b/hwpe/redmule_softclear/Makefile
new file mode 100644
index 0000000..88346b6
--- /dev/null
+++ b/hwpe/redmule_softclear/Makefile
@@ -0,0 +1,20 @@
+PULP_APP = test
+PULP_APP_SRCS = redmule.c
+PULP_CFLAGS = -O3
+
+ifeq ($(use_dma),1)
+ PULP_CFLAGS += -DUSE_DMA
+endif
+
+ifeq ($(fault_inject),1)
+  export FAULT_INJECTION=1
+  export FAULT_INJECTION_SCRIPT=$(CURDIR)/pulp_inject_fault.tcl
+endif
+
+ifeq ($(multi_bit_upset),1)
+  export MULTI_BIT_UPSET=1
+else
+  export MULTI_BIT_UPSET=0
+endif
+
+include $(PULP_SDK_HOME)/install/rules/pulp_rt.mk
diff --git a/hwpe/redmule_softclear/archi_redmule.h b/hwpe/redmule_softclear/archi_redmule.h
new file mode 100644
index 0000000..662e1e6
--- /dev/null
+++ b/hwpe/redmule_softclear/archi_redmule.h
@@ -0,0 +1,170 @@
+/*
+ * Copyright (C) 2022-2023 ETH Zurich and University of Bologna
+ *
+ * Licensed under the Apache License, Version 2.0 (the "License");
+ * you may not use this file except in compliance with the License.
+ * You may obtain a copy of the License at
+ *
+ *     http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ * SPDX-License-Identifier: Apache-2.0
+ * 
+ * Author: Yvan Tortorella  <yvan.tortorella@unibo.it>
+ *
+ * High-level architecture of RedMulE
+ *
+ */
+
+#ifndef __ARCHI_REDMULE_H__
+#define __ARCHI_REDMULE_H__
+
+/*
+ * |========================================================================|
+ * ||                                                                      ||
+ * ||Control and generic configuration register layout                     ||
+ * |========================================================================|
+ * || # reg |  offset  |  bits   |   bitmask    ||  content                ||
+ * ||-------+----------+---------+--------------++-------------------------||
+ * ||    0  |  0x0000  |  31: 0  |  0xFFFFFFFF  ||  TRIGGER                ||
+ * ||    1  |  0x0004  |  31: 0  |  0xFFFFFFFF  ||  ACQUIRE                ||
+ * ||    2  |  0x0008  |  31: 0  |  0xFFFFFFFF  ||  EVT_ENABLE             ||
+ * ||    3  |  0x000c  |  31: 0  |  0xFFFFFFFF  ||  STATUS                 ||
+ * ||    4  |  0x0010  |  31: 0  |  0xFFFFFFFF  ||  RUNNING_JOB            ||
+ * ||    5  |  0x0014  |  31: 0  |  0xFFFFFFFF  ||  SOFT_CLEAR             ||
+ * |========================================================================|
+ * ||                                                                      ||
+ * ||Job-dependent registers layout                                        ||
+ * |========================================================================|
+ * || # reg |  offset  |  bits   |   bitmask    ||  content                ||
+ * ||-------+----------+---------+--------------++-------------------------||
+ * ||    0  |  0x0040  |  31: 0  |  0xFFFFFFFF  ||  X_ADDR                 ||
+ * ||-------+----------+---------+--------------++-------------------------||
+ * ||    1  |  0x0044  |  31: 0  |  0xFFFFFFFF  ||  W_ADDR                 ||
+ * ||-------+----------+---------+--------------++-------------------------||
+ * ||    2  |  0x0048  |  31: 0  |  0xFFFFFFFF  ||  Z_ADDR                 ||
+ * ||-------+----------+---------+--------------++-------------------------||
+ * ||    3  |  0x004C  |         |              ||  Matrix Config 0 Reg    ||
+ * ||       |          |  31:16  |  0xFFFF0000  ||  K Size (W Columns)     ||
+ * ||       |          |  15: 0  |  0x0000FFFF  ||  M Size (X Rows)        ||
+ * ||-------+----------+---------+--------------++-------------------------||
+ * ||    4  |  0x0050  |         |              ||  Matrix Config 1 Reg    ||
+ * ||       |          |  31:16  |  0xFFFFFFFF  ||  N Size (X Cols/W Rows) ||
+ * ||-------+----------+---------+--------------++-------------------------||
+ * ||    5  |  0x0054  |         |              ||  Matrix Arithmetic Reg  ||
+ * ||       |          |  12:10  |  0x00001C00  ||  Operation selection    ||
+ * ||       |          |   9: 7  |  0x00000380  ||  Input/Output format    ||
+ * |========================================================================|
+ *
+ */
+
+/* PULP Cluster Archi defines */
+#define ARCHI_CLUST_CTRL_BASE 0x50200000
+#define ARCHI_CLUST_HWPE_BASE 0x50201000
+#define DMA_COMMAND_QUEUE     0x50204400
+#define DMA_STATUS_REGISTER   0x50204404
+#define ARCHI_CL_HWPE_EVT0 12
+#define ARCHI_CL_HWPE_EVT1 13
+#define FC_DMA_EVENT 8
+#define CL_DMA_EVENT 22
+#define CLUST_CTRL_HWPE_EN 0x18
+#define CLUST_CTRL_HWPE_EN_MASK 0x800
+#define __builtin_bitinsert(a,b,c,d) (a | (((b << (32-c)) >> (32-c)) << d))
+
+// RedMulE architecture
+#define ADDR_WIDTH   32
+#define DATA_WIDTH   256
+#define REDMULE_FMT  16
+#define ARRAY_HEIGHT 4
+#define PIPE_REGS    3
+#define ARRAY_WIDTH  12 /* Superior limit is ARRAY_HEIGHT*PIPE_REGS */
+
+// Commands
+#define REDMULE_TRIGGER     0x00
+#define REDMULE_ACQUIRE     0x04
+#define REDMULE_FINISHED    0x08
+#define REDMULE_STATUS      0x0C
+#define REDMULE_RUNNING_JOB 0x10
+#define REDMULE_SOFT_CLEAR  0x14
+
+// Registers
+#define REDMULE_REG_OFFS  0x40
+// #define REDMULE_REG_X_PTR 0x00
+// #define REDMULE_REG_W_PTR 0x04
+// #define REDMULE_REG_Z_PTR 0x08
+// #define REDMULE_MCFG0_PTR 0x0C
+// #define REDMULE_MCFG1_PTR 0x10
+// #define REDMULE_ARITH_PTR 0x14
+#define REDMULE_REG_X_PTR              0x00
+#define REDMULE_REG_W_PTR              0x04
+#define REDMULE_REG_Y_PTR              0x08
+#define REDMULE_REG_Z_PTR              0x0C
+#define REDMULE_REG_X_ITER_PTR         0x10
+#define REDMULE_REG_W_ITER_PTR         0x14
+#define REDMULE_REG_LEFTOVERS_PTR      0x18
+#define REDMULE_REG_LEFT_PARAMS_PTR    0x1C
+#define REDMULE_REG_X_D1_STRIDE_PTR    0x20
+#define REDMULE_REG_W_TOT_LEN_PTR      0x24
+#define REDMULE_REG_TOT_X_READ_PTR     0x28
+#define REDMULE_REG_W_D0_STRIDE_PTR    0x2C
+#define REDMULE_REG_YZ_TOT_LEN_PTR     0x30
+#define REDMULE_REG_YZ_D0_STRIDE_PTR   0x34
+#define REDMULE_REG_YZ_D2_STRIDE_PTR   0x38
+#define REDMULE_REG_X_ROWS_OFFS_PTR    0x3C
+#define REDMULE_REG_X_BUFFER_SLOTS_PTR 0x40
+#define REDMULE_REG_X_TOT_LEN_PTR      0x44
+#define REDMULE_REG_OP_SELECTION       0x48
+
+#define REDMULE_ECC_REG_OFFS           0x90
+#define DATA_CORR_ERR                  0x00
+#define DATA_UNCORR_ERR                0x04
+#define METADATA_CORR_ERR              0x08
+#define METADATA_UNCORR_ERR            0x0c
+
+// OPs definition
+#define MATMUL 0x0
+#define GEMM   0x1
+#define ADDMAX 0x2
+#define ADDMIN 0x3
+#define MULMAX 0x4
+#define MULMIN 0x5
+#define MAXMIN 0x6
+#define MINMAX 0x7
+
+// GEMM formats
+#define Float8     0x0
+#define Float16    0x1
+#define Float8Alt  0x2
+#define Float16Alt 0x3
+
+#define RNE       0x0
+#define RTZ       0x1
+#define OP_FMADD  0x0
+#define OP_ADD    0x2
+#define OP_MUL    0x3
+#define OP_MINMAX 0x7
+
+// FP Formats encoding
+#define FP16    0x2
+#define FP8     0x3
+#define FP16ALT 0x4
+#define FP8ALT  0x5
+
+/* DMA Archi */
+#define DMA_TX  0
+#define DMA_RX  1
+#define DMA_INC 1
+
+#define PLP_DMA_TYPE_BIT    0x00000011
+#define PLP_DMA_INCR_BIT    0x00000012
+#define PLP_DMA_2D_BIT      0x00000013
+#define PLP_DMA_ELE_BIT     0x00000014
+#define PLP_DMA_ILE_BIT     0x00000015
+#define PLP_DMA_BLE_BIT     0x00000016
+#define PLP_DMA_2D_TCDM_BIT 0x0000017
+
+#endif
diff --git a/hwpe/redmule_softclear/hal_redmule.h b/hwpe/redmule_softclear/hal_redmule.h
new file mode 100644
index 0000000..8fc5000
--- /dev/null
+++ b/hwpe/redmule_softclear/hal_redmule.h
@@ -0,0 +1,556 @@
+/*
+ * Copyright (C) 2022-2023 ETH Zurich and University of Bologna
+ *
+ * Licensed under the Apache License, Version 2.0 (the "License");
+ * you may not use this file except in compliance with the License.
+ * You may obtain a copy of the License at
+ *
+ *     http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ * SPDX-License-Identifier: Apache-2.0
+ * 
+ * Author: Yvan Tortorella  <yvan.tortorella@unibo.it>
+ *
+ * RedMulE Hardware Abstraction Layer (HAL)
+ */
+
+#ifndef __HAL_REDMULE_H__
+#define __HAL_REDMULE_H__
+
+#include <pulp.h>
+#include "inc/x_input.h"
+#include "inc/w_input.h"
+#include "inc/y_input.h"
+#include "inc/z_output.h"
+#include "inc/golden.h"
+#include "inc/tensor_dim.h"
+
+/*
+ * 
+ * For control, generic configuration register layout,
+ * and job-dependent register map, look at redmule_archi.h
+ *
+ */
+
+// For all the following functions we use __builtin_pulp_OffsetedWrite and __builtin_pulp_OffsetedRead
+// instead of classic load/store because otherwise the compiler is not able to correctly factorize
+// the HWPE base in case several accesses are done, ending up with twice more code
+
+#define HWPE_WRITE(value, offset) *(int *)(ARCHI_CLUST_HWPE_BASE + offset) = value
+#define HWPE_READ(offset) *(int *)(ARCHI_CLUST_HWPE_BASE + offset)
+
+static inline void redmule_x_add_set (unsigned int value) {
+  HWPE_WRITE(value, REDMULE_REG_OFFS + REDMULE_REG_X_PTR);
+}
+
+static inline void redmule_w_add_set (unsigned int value) {
+  HWPE_WRITE(value, REDMULE_REG_OFFS + REDMULE_REG_W_PTR);
+}
+
+static inline void redmule_y_add_set (unsigned int value) {
+  HWPE_WRITE(value, REDMULE_REG_OFFS + REDMULE_REG_Y_PTR);
+}
+
+static inline void redmule_z_add_set (unsigned int value) {
+  HWPE_WRITE(value, REDMULE_REG_OFFS + REDMULE_REG_Z_PTR);
+}
+
+// static inline void redmule_mcfg_set (uint32_t mcfg0, uint32_t mcfg1) {
+//   HWPE_WRITE(mcfg0, REDMULE_REG_OFFS + REDMULE_MCFG0_PTR);
+//   HWPE_WRITE(mcfg1, REDMULE_REG_OFFS + REDMULE_MCFG1_PTR);
+// }
+// 
+// static inline void redmule_arith_set (uint32_t arith) {
+//   HWPE_WRITE(arith, REDMULE_REG_OFFS + REDMULE_ARITH_PTR);
+// }
+
+static inline void hwpe_trigger_job() {
+  HWPE_WRITE(0, REDMULE_TRIGGER);
+}
+
+static inline int hwpe_acquire_job() {
+  return HWPE_READ(REDMULE_ACQUIRE);
+}
+
+static inline unsigned int hwpe_get_status() {
+  return HWPE_READ(REDMULE_STATUS);
+}
+
+static inline unsigned int hwpe_get_running_job() {
+  return HWPE_READ(REDMULE_RUNNING_JOB);
+}
+
+static inline void hwpe_soft_clear() {
+  HWPE_WRITE(0, REDMULE_SOFT_CLEAR);
+}
+
+static inline void hwpe_cg_enable() {
+  *(volatile int*) (ARCHI_CLUST_CTRL_BASE + CLUST_CTRL_HWPE_EN) |= CLUST_CTRL_HWPE_EN_MASK;
+}
+
+static inline void hwpe_cg_disable() {
+  *(volatile int*) (ARCHI_CLUST_CTRL_BASE + CLUST_CTRL_HWPE_EN) &= ~CLUST_CTRL_HWPE_EN_MASK;
+}
+
+static inline void redmule_evt_wait() {
+  do {
+    eu_evt_maskWaitAndClr (1 << ARCHI_CL_HWPE_EVT0);
+  } while((*(int volatile *)(ARCHI_CLUST_HWPE_BASE + REDMULE_STATUS)) != 0);
+}
+
+static inline int hwpe_wait_acquire() {
+  int job_id = hwpe_acquire_job();
+  while(job_id < 0) {
+    eu_evt_maskWaitAndClr (1 << ARCHI_CL_HWPE_EVT0);
+    job_id = hwpe_acquire_job();
+  }
+  return job_id;
+}
+
+static inline unsigned int redmule_get_data_correctable_count () {
+  return HWPE_READ(REDMULE_ECC_REG_OFFS + DATA_CORR_ERR);
+}
+
+static inline unsigned int redmule_get_data_uncorrectable_count () {
+  return HWPE_READ(REDMULE_ECC_REG_OFFS + DATA_UNCORR_ERR);
+}
+
+static inline unsigned int redmule_get_meta_correctable_count () {
+  return HWPE_READ(REDMULE_ECC_REG_OFFS + METADATA_CORR_ERR);
+}
+
+static inline unsigned int redmule_get_meta_uncorrectable_count () {
+  return HWPE_READ(REDMULE_ECC_REG_OFFS + METADATA_UNCORR_ERR);
+}
+
+/* DMA APIs */
+static inline int mchan_alloc(){
+  return *(volatile int*) DMA_COMMAND_QUEUE;
+}
+
+static inline void mchan_transfer(unsigned int len,
+                                  unsigned int ext_addr,
+                                  unsigned int tcdm_addr) {
+
+  *(volatile int*) DMA_COMMAND_QUEUE = len |
+                                       (DMA_RX << PLP_DMA_TYPE_BIT)  |
+                                       (DMA_INC << PLP_DMA_INCR_BIT) |
+                                       (0 << PLP_DMA_2D_BIT)         |
+                                       (1 << PLP_DMA_ELE_BIT)        |
+                                       (1 << PLP_DMA_ILE_BIT)        |
+                                       (0 << PLP_DMA_BLE_BIT)        |
+                                       (0 << PLP_DMA_2D_TCDM_BIT);
+  *(volatile int*) DMA_COMMAND_QUEUE = tcdm_addr;
+  *(volatile int*) DMA_COMMAND_QUEUE = ext_addr;
+}
+
+static inline void mchan_barrier(int id) {
+  while(((*(volatile int*)(DMA_STATUS_REGISTER)) >> id ) & 0x1 ) {
+    eu_evt_maskWaitAndClr(1 << FC_DMA_EVENT);
+ }
+}
+
+static inline void mchan_free(int id) {
+  *(volatile int*) DMA_STATUS_REGISTER = 0x1 << id;
+}
+
+// void redmule_cfg (unsigned int x,  unsigned int w,  unsigned int z,
+//                   uint16_t m_size, uint16_t n_size, uint16_t k_size,
+//                   uint8_t gemm_op, uint8_t gemm_fmt){
+// 
+//   uint32_t mcfg_reg0 = 0;
+//   uint32_t mcfg_reg1 = 0;
+//   uint32_t arith_reg = 0;
+// 
+//   mcfg_reg0 = (k_size << 16) |
+//               (m_size <<  0);
+//   mcfg_reg1 = n_size << 0;
+// 
+//   arith_reg = (gemm_op << 10) |
+//               (gemm_fmt << 7);
+// 
+//   redmule_x_add_set ((unsigned int) x);
+//   redmule_w_add_set ((unsigned int) w);
+//   redmule_z_add_set ((unsigned int) z);
+//   redmule_mcfg_set  ((unsigned int) mcfg_reg0,
+//                      (unsigned int) mcfg_reg1);
+//   redmule_arith_set ((unsigned int) arith_reg);
+//   
+// }
+
+void redmule_cfg (uint16_t m_size, uint16_t n_size, uint16_t k_size, uint8_t gemm_ops){
+   uint32_t x_iters        = 0;
+   uint32_t w_iters        = 0;
+   uint32_t leftovers      = 0;
+   uint32_t left_params    = 0;
+   uint32_t x_d1_stride    = 0;
+   uint32_t x_rows_offs    = 0;
+   uint32_t w_tot_len      = 0;
+   uint32_t w_d1_len       = 0;
+   uint32_t w_d0_stride    = 0;
+   uint32_t yz_tot_len     = 0;
+   uint32_t yz_d0_stride   = 0;
+   uint32_t yz_d2_stride   = 0;
+   uint32_t tot_x_read     = 0;
+   uint32_t x_buffer_slots = 0;
+   uint32_t op_selection   = 0;
+   uint16_t tot_stores     = 0;
+   uint16_t w_rows         = n_size;
+   uint16_t depth          = DATA_WIDTH/(ARRAY_HEIGHT*FPFORMAT);
+   uint8_t  tile           = ARRAY_HEIGHT*(PIPE_REGS + 1);
+   _Bool    x_rows_sub     = 0;
+   _Bool    x_cols_sub     = 0;
+   _Bool    w_cols_sub     = 0;
+   uint16_t x_rows_iter,
+            x_rows_iter_tmp,
+            w_rows_iter,
+            w_rows_iter_tmp;
+   uint16_t x_cols_iter,
+            x_cols_iter_tmp,
+            w_cols_iter,
+            w_cols_iter_tmp;
+   uint8_t  x_rows_lftovr,
+            x_cols_lftovr,
+            w_rows_lftovr,
+            w_cols_lftovr,
+            slots;
+
+   // Calculating the number of iterations alng the two dimensions of the X matrix
+   x_rows_iter_tmp = m_size/ARRAY_WIDTH;
+   x_cols_iter_tmp = n_size/tile;
+
+   // Calculating the number of iterations alng the two dimensions of the W matrix
+   w_rows_iter_tmp = w_rows;
+   w_cols_iter_tmp = k_size/tile;
+
+   // Calculating the residuals along the input dimensions
+   x_rows_lftovr = m_size - (x_rows_iter_tmp*ARRAY_WIDTH);
+   x_cols_lftovr = n_size - (x_cols_iter_tmp*tile);
+
+   // Calculating the residuals along the weight dimensions
+   w_rows_lftovr = n_size - (ARRAY_HEIGHT*(w_rows/ARRAY_HEIGHT));
+   w_cols_lftovr = k_size - (w_cols_iter_tmp*tile);
+
+   if (w_cols_lftovr != 0)
+     w_cols_iter = w_cols_iter_tmp + 1;
+   else 
+     w_cols_iter = w_cols_iter_tmp;
+
+  if (w_rows_lftovr != 0)
+    w_rows_iter = w_rows_iter_tmp + ARRAY_HEIGHT - w_rows_lftovr;
+  else
+    w_rows_iter = w_rows_iter_tmp;
+
+   if (x_cols_lftovr != 0)
+     x_cols_iter = x_cols_iter_tmp + 1;
+   else 
+     x_cols_iter = x_cols_iter_tmp;
+
+   if (x_rows_lftovr != 0)
+     x_rows_iter = x_rows_iter_tmp + 1;
+   else 
+     x_rows_iter = x_rows_iter_tmp;
+
+   if (x_cols_lftovr%depth != 0)
+     x_buffer_slots = x_cols_lftovr/depth + 1;
+   else
+     x_buffer_slots = x_cols_lftovr/depth;
+
+   // Calculating the number of total stores
+   tot_stores = x_rows_iter*w_cols_iter;
+
+   // Determining if input matrixes are sub-matrixes
+   if (m_size < ARRAY_WIDTH)
+     x_rows_sub = 1;
+   if (n_size < ARRAY_HEIGHT)
+     x_cols_sub = 1;
+   if (k_size < tile)
+    w_cols_sub = 1;
+
+   // Operation selection
+   switch (gemm_ops) {
+     case MATMUL:
+       op_selection |= (RNE << 29 | RNE << 26 | OP_FMADD << 22 | OP_MINMAX << 18 | SRC_FMT << 15 | DST_FMT << 12) | 0;
+     break;
+     
+     case GEMM:
+       op_selection |= (RNE << 29 | RNE << 26 | OP_FMADD << 22 | OP_MINMAX << 18 | SRC_FMT << 15 | DST_FMT << 12) | 1;
+     break;
+     
+     case ADDMAX:
+       op_selection |= (RNE << 29 | RTZ << 26 | OP_ADD << 22 | OP_MINMAX << 18 | SRC_FMT << 15 | DST_FMT << 12) | 1;
+     break;
+     
+     case ADDMIN:
+       op_selection |= (RNE << 29 | RNE << 26 | OP_ADD << 22 | OP_MINMAX << 18 | SRC_FMT << 15 | DST_FMT << 12) | 1;
+     break;
+     
+     case MULMAX:
+       op_selection |= (RNE << 29 | RTZ << 26 | OP_MUL << 22 | OP_MINMAX << 18 | SRC_FMT << 15 | DST_FMT << 12) | 1;
+     break;
+     
+     case MULMIN:
+       op_selection |= (RNE << 29 | RNE << 26 | OP_MUL << 22 | OP_MINMAX << 18 | SRC_FMT << 15 | DST_FMT << 12) | 1;
+     break;
+     
+     case MAXMIN:
+       op_selection |= (RTZ << 29 | RNE << 26 | OP_MINMAX << 22 | OP_MINMAX << 18 | SRC_FMT << 15 | DST_FMT << 12) | 1;
+     break;
+     
+     case MINMAX:
+       op_selection |= (RNE << 29 | RTZ << 26 | OP_MINMAX << 22 | OP_MINMAX << 18 | SRC_FMT << 15 | DST_FMT << 12) | 1;
+     break;
+   }
+
+   // Storing iterations and residuals in registers
+   x_iters      |= x_rows_iter   << 16 | x_cols_iter   << 0;
+   w_iters      |= w_rows_iter   << 16 | w_cols_iter   << 0;
+   leftovers    |= x_rows_lftovr << 24 | x_cols_lftovr << 16 | w_rows_lftovr << 8  | w_cols_lftovr << 0;
+   left_params  |= tot_stores    << 16 | x_rows_sub    << 15 | x_cols_sub    << 14 | w_cols_sub   << 13;
+   x_d1_stride   = ((4*FPFORMAT)/ADDR_WIDTH)*(((DATA_WIDTH/FPFORMAT)*x_cols_iter_tmp) + x_cols_lftovr);
+   x_rows_offs   = ARRAY_WIDTH*x_d1_stride;
+   w_tot_len     = w_rows_iter*w_cols_iter*x_rows_iter;
+   w_d0_stride   = ((4*FPFORMAT)/ADDR_WIDTH)*(((DATA_WIDTH/FPFORMAT)*w_cols_iter_tmp) + w_cols_lftovr);
+   yz_tot_len    = ARRAY_WIDTH*x_rows_iter*w_cols_iter;
+   yz_d0_stride  = w_d0_stride;
+   yz_d2_stride  = ARRAY_WIDTH*w_d0_stride;
+   tot_x_read    = x_rows_iter*x_cols_iter*w_cols_iter;
+
+   // Writing the computations in configuration register
+   HWPE_WRITE(x_iters       , REDMULE_REG_OFFS + REDMULE_REG_X_ITER_PTR         );
+   HWPE_WRITE(w_iters       , REDMULE_REG_OFFS + REDMULE_REG_W_ITER_PTR         );
+   HWPE_WRITE(leftovers     , REDMULE_REG_OFFS + REDMULE_REG_LEFTOVERS_PTR      );
+   HWPE_WRITE(left_params   , REDMULE_REG_OFFS + REDMULE_REG_LEFT_PARAMS_PTR    );
+   HWPE_WRITE(x_d1_stride   , REDMULE_REG_OFFS + REDMULE_REG_X_D1_STRIDE_PTR    );
+   HWPE_WRITE(x_rows_offs   , REDMULE_REG_OFFS + REDMULE_REG_X_ROWS_OFFS_PTR    );
+   HWPE_WRITE(tot_x_read    , REDMULE_REG_OFFS + REDMULE_REG_TOT_X_READ_PTR     );
+   HWPE_WRITE(x_buffer_slots, REDMULE_REG_OFFS + REDMULE_REG_X_BUFFER_SLOTS_PTR );
+   HWPE_WRITE(w_tot_len     , REDMULE_REG_OFFS + REDMULE_REG_W_TOT_LEN_PTR      );
+   HWPE_WRITE(w_d0_stride   , REDMULE_REG_OFFS + REDMULE_REG_W_D0_STRIDE_PTR    );
+   HWPE_WRITE(yz_tot_len    , REDMULE_REG_OFFS + REDMULE_REG_YZ_TOT_LEN_PTR     );
+   HWPE_WRITE(yz_d0_stride  , REDMULE_REG_OFFS + REDMULE_REG_YZ_D0_STRIDE_PTR   );
+   HWPE_WRITE(yz_d2_stride  , REDMULE_REG_OFFS + REDMULE_REG_YZ_D2_STRIDE_PTR   );
+   HWPE_WRITE(op_selection  , REDMULE_REG_OFFS + REDMULE_REG_OP_SELECTION       );
+}
+
+void generate_test_data16(int x_start_addr,
+                          int w_start_addr,
+                          int y_start_addr,
+                          int m_size,
+                          int n_size,
+                          int k_size) {
+  
+  int x_addr     = x_start_addr;
+  int w_addr     = w_start_addr;
+  int y_addr     = y_start_addr;
+  int x_end_addr = x_start_addr + (2*m_size*n_size);
+  int w_end_addr = w_start_addr + (2*n_size*k_size);
+  int y_end_addr = y_start_addr + (2*m_size*k_size);
+
+  // Generating input stimuli from golden model
+  for (x_addr = x_start_addr; x_addr < x_end_addr; x_addr += 2) {
+    int x = x_addr - x_start_addr;
+    *(uint32_t *)(x_addr) = x_inp[x/2];
+  }
+
+  // Generating Weight stimuli from golden model
+  for (w_addr = w_start_addr; w_addr < w_end_addr; w_addr += 2) {
+    int w = w_addr - w_start_addr;
+    *(uint32_t *)(w_addr) = w_inp[w/2];
+  }
+
+  for (y_addr = y_start_addr; y_addr < y_end_addr; y_addr += 2) {
+    int y = y_addr - y_start_addr;
+    *(uint32_t *)(y_addr) = y_inp[y/2];
+  }
+}
+
+int redmule_compare16 (int z_start_addr, int m_size, int k_size) {
+  int err = 0;
+  int z_end_addr = z_start_addr + 2*m_size*k_size;
+  uint16_t z_computed;
+  uint16_t diff, diff_1, diff_2;
+
+  for (int z_addr = z_start_addr; z_addr < z_end_addr; z_addr += 2) {
+    int z = z_addr - z_start_addr;
+    z_computed = *(uint32_t *)(z_addr);
+
+    if ( z_computed != z_oup[z/2] ) {
+      diff_1 = z_computed - z_oup[z/2];
+      if (diff_1 > 3) {
+        diff_2 = z_oup[z/2] - z_computed;
+        if (diff_2 > 3) {
+          err++;
+        }
+      }
+    }
+  }
+
+  return err;
+
+}
+
+int redmule16_compare_int(uint32_t *actual_z, uint32_t *golden_z, int len) {
+  #define ERR 0x0011
+  uint32_t actual_word = 0;
+  uint16_t actual_MSHWord, actual_LSHWord;
+  uint32_t golden_word = 0;
+  uint16_t golden_MSHWord, golden_LSHWord;
+  uint32_t actual = 0;
+  uint32_t golden = 0;
+
+  int errors = 0;
+  int error;
+
+  for (int i=0; i<len; i++) {
+    error = 0;
+    actual_word = *(actual_z+i);
+    golden_word = *(golden_z+i);
+
+    uint16_t diff = 0;
+    
+    // Chechink Least Significant Half-Word
+    actual_LSHWord = (uint16_t)(actual_word & 0x0000FFFF);
+    golden_LSHWord = (uint16_t)(golden_word & 0x0000FFFF);
+
+    diff = (actual_LSHWord > golden_LSHWord) ? (actual_LSHWord - golden_LSHWord) : 0;
+    diff = (actual_LSHWord < golden_LSHWord) ? (golden_LSHWord - actual_LSHWord) : 0;
+
+    if (diff > ERR) {
+      error = 1;
+      #ifdef VERBOSE
+        tfp_printf ("diff: 0x%08x\n", diff);
+        tfp_printf ("LSW: Error!\n");
+      #endif
+    }
+
+    // Checking Most Significant Half-Word
+    actual_MSHWord = (uint16_t)((actual_word >> 16) & 0x0000FFFF);
+    golden_MSHWord = (uint16_t)((golden_word >> 16) & 0x0000FFFF);
+
+    diff = (actual_MSHWord > golden_MSHWord) ? (actual_MSHWord - golden_MSHWord) : 0;
+    diff = (actual_MSHWord < golden_MSHWord) ? (golden_MSHWord - actual_MSHWord) : 0;
+
+    if (diff > ERR) {
+      error = 1;
+      #ifdef VERBOSE
+        tfp_printf ("diff: 0x%08x\n", diff);
+        tfp_printf ("MSW: Error!\n");
+      #endif
+    }
+    
+    errors += error;
+
+    #ifdef DEBUG
+      tfp_printf("  Golden: 0x%08x; Actual: 0x%08x,\n", golden_word, actual_word);
+    #endif
+
+    #ifdef VERBOSE
+    if(error) {
+        if(errors==1) tfp_printf("  golden     <- actual     @ address    @ index\n");
+        tfp_printf("  0x%08x <- 0x%08x @ 0x%08x @ 0x%08x\n", golden_word, actual_word, (actual_z+i), i*4);
+    }
+    #endif
+  }
+  return errors;
+}
+
+int redmule8_compare_int(uint32_t *actual_z, uint32_t *golden_z, int len) {
+  #define ERR 0x0011
+  uint32_t actual_word = 0;
+  uint8_t  actual_Byte0,
+           actual_Byte1,
+           actual_Byte2,
+           actual_Byte3;
+  uint32_t golden_word = 0;
+  uint8_t  golden_Byte0,
+           golden_Byte1,
+           golden_Byte2,
+           golden_Byte3;
+  uint32_t actual = 0;
+  uint32_t golden = 0;
+
+  int errors = 0;
+  int error;
+
+  for (int i=0; i<len; i++) {
+    error = 0;
+    actual_word = *(actual_z+i);
+    golden_word = *(golden_z+i);
+
+    uint8_t diff = 0;
+    
+    // Cheching Byte0
+    actual_Byte0 = (uint8_t)(actual_word & 0x000000FF);
+    golden_Byte0 = (uint8_t)(golden_word & 0x000000FF);
+
+    diff = (actual_Byte0 > golden_Byte0) ? (actual_Byte0 - golden_Byte0) : 0;
+    diff = (actual_Byte0 < golden_Byte0) ? (golden_Byte0 - actual_Byte0) : 0;
+
+    if (diff > ERR) {
+      error = 1;
+      tfp_printf ("diff: 0x%08x\n", diff);
+      tfp_printf ("Byte0: Error!\n");
+    }
+
+    // Cheching Byte1
+    actual_Byte1 = (uint8_t)( (actual_word >> 8 ) & 0x000000FF);
+    golden_Byte1 = (uint8_t)( (golden_word >> 8 ) & 0x000000FF);
+
+    diff = (actual_Byte1 > golden_Byte1) ? (actual_Byte1 - golden_Byte1) : 0;
+    diff = (actual_Byte1 < golden_Byte1) ? (golden_Byte1 - actual_Byte1) : 0;
+
+    if (diff > ERR) {
+      error = 1;
+      tfp_printf ("diff: 0x%08x\n", diff);
+      tfp_printf ("Byte1: Error!\n");
+    }
+
+    // Cheching Byte2
+    actual_Byte2 = (uint8_t)( (actual_word >> 16 ) & 0x000000FF);
+    golden_Byte2 = (uint8_t)( (golden_word >> 16 ) & 0x000000FF);
+
+    diff = (actual_Byte2 > golden_Byte2) ? (actual_Byte2 - golden_Byte2) : 0;
+    diff = (actual_Byte2 < golden_Byte2) ? (golden_Byte2 - actual_Byte2) : 0;
+
+    if (diff > ERR) {
+      error = 1;
+      tfp_printf ("diff: 0x%08x\n", diff);
+      tfp_printf ("Byte2: Error!\n");
+    }
+
+    // Cheching Byte3
+    actual_Byte3 = (uint8_t)( (actual_word >> 24 ) & 0x000000FF);
+    golden_Byte3 = (uint8_t)( (golden_word >> 24 ) & 0x000000FF);
+
+    diff = (actual_Byte3 > golden_Byte3) ? (actual_Byte3 - golden_Byte3) : 0;
+    diff = (actual_Byte3 < golden_Byte3) ? (golden_Byte3 - actual_Byte3) : 0;
+
+    if (diff > ERR) {
+      error = 1;
+      tfp_printf ("diff: 0x%08x\n", diff);
+      tfp_printf ("Byte3: Error!\n");
+    }
+    
+    errors += error;
+
+    #ifdef DEBUG
+      tfp_printf("  Golden: 0x%08x; Actual: 0x%08x,\n", golden_word, actual_word);
+    #endif
+
+    #ifdef VERBOSE
+      if(error) {
+        if(errors==1) tfp_printf("  golden     <- actual     @ address    @ index\n");
+        tfp_printf("  0x%08x <- 0x%08x @ 0x%08x @ 0x%08x\n", golden_word, actual_word, (actual_z+i), i*4);
+      }
+    #endif
+  }
+  return errors;
+}
+
+#endif
diff --git a/hwpe/redmule_softclear/inc/golden.h b/hwpe/redmule_softclear/inc/golden.h
new file mode 100644
index 0000000..f664e47
--- /dev/null
+++ b/hwpe/redmule_softclear/inc/golden.h
@@ -0,0 +1,387 @@
+ /* Header file generated by RedMulE Golden Model */
+uint32_t golden [384] = {
+0x48974845,
+0x48384608,
+0x487b4855,
+0x48804869,
+0x48b046d1,
+0x483f48db,
+0x485f48c9,
+0x483a4881,
+0x472c484b,
+0x492b4762,
+0x48fd4822,
+0x492e488e,
+0x484f483e,
+0x46d749e8,
+0x489d484b,
+0x47e9490b,
+0x47d2484f,
+0x474744be,
+0x46c047c7,
+0x48af4727,
+0x482d46c5,
+0x482e483d,
+0x479f4897,
+0x4749488b,
+0x46a8489a,
+0x488b46f2,
+0x47e84891,
+0x483d4872,
+0x46fd4716,
+0x46a049b5,
+0x47a446e7,
+0x476748a1,
+0x49354939,
+0x48c14703,
+0x48bd4863,
+0x48cf4913,
+0x48b848b6,
+0x49204946,
+0x48e1495e,
+0x48b24938,
+0x4882493a,
+0x49d5483b,
+0x49724911,
+0x49df496b,
+0x488848f2,
+0x48214a46,
+0x490c48c1,
+0x48a349b2,
+0x47b0463a,
+0x476244cb,
+0x46b94765,
+0x4814466a,
+0x47964631,
+0x474b4666,
+0x47044798,
+0x47614838,
+0x459047d3,
+0x48a245ea,
+0x484447f1,
+0x4776484b,
+0x46d847d6,
+0x44d348f3,
+0x478d46fa,
+0x466e481e,
+0x481e4827,
+0x479445a2,
+0x48064727,
+0x48d5475d,
+0x48284708,
+0x480d4862,
+0x48324895,
+0x47f148bd,
+0x46a7482a,
+0x492d47b1,
+0x4884484d,
+0x485f48dc,
+0x480c476d,
+0x46d348e9,
+0x48844728,
+0x480e48a0,
+0x48134862,
+0x485a4675,
+0x473847e8,
+0x48234836,
+0x482146e7,
+0x47b34822,
+0x48554846,
+0x47174863,
+0x47c14872,
+0x488e46d5,
+0x485f47e2,
+0x48b8487c,
+0x4788481e,
+0x467748bd,
+0x47f846c9,
+0x47fc48fe,
+0x47b247a0,
+0x467e4588,
+0x46c74662,
+0x481246e8,
+0x474e4536,
+0x468f46c0,
+0x4679481f,
+0x46e246a1,
+0x45604809,
+0x47eb4630,
+0x475746b5,
+0x477f4848,
+0x46d846a6,
+0x459a4870,
+0x46784670,
+0x468c47d2,
+0x48c44762,
+0x479146e3,
+0x486d46b1,
+0x486747d0,
+0x47f6468d,
+0x475648a5,
+0x48544857,
+0x48384866,
+0x46ec484d,
+0x48f647d2,
+0x4879484a,
+0x483c4848,
+0x4806471d,
+0x473048fa,
+0x47b84768,
+0x46f94865,
+0x491848a8,
+0x486746ca,
+0x48624800,
+0x491048d3,
+0x4849474e,
+0x486b48eb,
+0x48c54966,
+0x483048f4,
+0x477848f9,
+0x499e481e,
+0x48f148cf,
+0x49234982,
+0x47cf487c,
+0x464949ea,
+0x495e4773,
+0x483f48b2,
+0x497548a7,
+0x481e4616,
+0x4866481f,
+0x486448b6,
+0x487347dc,
+0x487f485c,
+0x491f4938,
+0x48b6490d,
+0x48a148f8,
+0x492d4859,
+0x4915489c,
+0x48874899,
+0x4859486c,
+0x471e49ca,
+0x49184867,
+0x482748d3,
+0x4998488b,
+0x481d4704,
+0x488048b8,
+0x49444876,
+0x48f2470c,
+0x489b48b9,
+0x48e54956,
+0x48a548d6,
+0x485648dc,
+0x49ab484e,
+0x490e48e0,
+0x494548dd,
+0x48dd488b,
+0x47ea4a32,
+0x49114835,
+0x48194965,
+0x481e460e,
+0x4673452c,
+0x4717475c,
+0x46d046f6,
+0x46bc4696,
+0x481e4726,
+0x46ea4763,
+0x475846fe,
+0x4627478b,
+0x483f4704,
+0x47b146ad,
+0x48164792,
+0x468446f2,
+0x45a84827,
+0x47a4472f,
+0x462b4797,
+0x48ab483f,
+0x4863468f,
+0x4766485a,
+0x48cb481d,
+0x490347dc,
+0x483048fc,
+0x483e48cc,
+0x486448ab,
+0x47634966,
+0x499d4794,
+0x488b488e,
+0x496048dc,
+0x484c4854,
+0x474c499c,
+0x48bc4826,
+0x48834949,
+0x4905489d,
+0x481e4718,
+0x48f448e3,
+0x490448c1,
+0x48b347e8,
+0x48d44892,
+0x489448ff,
+0x488648d5,
+0x480348fa,
+0x492e47d2,
+0x48b24870,
+0x492b48e5,
+0x4785487b,
+0x471d49e3,
+0x48bf4837,
+0x48c4489b,
+0x4871475c,
+0x4811464a,
+0x471c47af,
+0x48174817,
+0x484e463b,
+0x464f477f,
+0x487c4704,
+0x472547a3,
+0x462a4853,
+0x4860465a,
+0x48804736,
+0x482b47e1,
+0x46c04811,
+0x475d48dc,
+0x48064668,
+0x46f44893,
+0x49594858,
+0x487b463d,
+0x484e480f,
+0x48a648c0,
+0x48944847,
+0x484a48a0,
+0x48f4491e,
+0x48b548fc,
+0x47d248ce,
+0x497f47db,
+0x49394955,
+0x48ce48a7,
+0x48844890,
+0x476349d6,
+0x4922486e,
+0x48c348f4,
+0x491c47ec,
+0x47834698,
+0x47544715,
+0x47524745,
+0x4832472f,
+0x48094817,
+0x48c347f8,
+0x480047e6,
+0x473048b6,
+0x48cb480a,
+0x488e479e,
+0x488e47c2,
+0x47ee472f,
+0x4744489d,
+0x48514755,
+0x47d34846,
+0x48a04838,
+0x47624634,
+0x48064786,
+0x482d47e3,
+0x486c4726,
+0x480347b7,
+0x481448ac,
+0x483948e0,
+0x47504827,
+0x48c546f2,
+0x4886483f,
+0x485648ad,
+0x47a947e8,
+0x47434937,
+0x481f46d0,
+0x4804484c,
+0x481f47fd,
+0x4813456d,
+0x4807474d,
+0x480e4688,
+0x481046e8,
+0x4799469f,
+0x478f4853,
+0x482447f2,
+0x471f47d0,
+0x485f46da,
+0x481c4813,
+0x4863482e,
+0x480b4786,
+0x46b848c9,
+0x46e2475a,
+0x46c54852,
+0x480245af,
+0x46c24466,
+0x4743465d,
+0x47ba46b7,
+0x46c34636,
+0x47844677,
+0x47c2485a,
+0x46ac46dc,
+0x460e47de,
+0x4834465f,
+0x476947f4,
+0x481046fc,
+0x45ea45fd,
+0x45b548d0,
+0x47834704,
+0x46c44830,
+0x47c74759,
+0x45b0453d,
+0x47024741,
+0x47934736,
+0x47ba461b,
+0x46dd470b,
+0x470b4657,
+0x4710470d,
+0x468f486c,
+0x46ba45c3,
+0x483b479d,
+0x477446c9,
+0x46a746a9,
+0x46064833,
+0x46a94690,
+0x46a746f5,
+0x48bb47ac,
+0x4803452c,
+0x4824470f,
+0x48cb47d5,
+0x484a4707,
+0x47974832,
+0x482c4851,
+0x4877487a,
+0x465d4891,
+0x48ce47f4,
+0x48994898,
+0x486a484e,
+0x47f047ac,
+0x4611493e,
+0x489e47e2,
+0x46af488c,
+0x48364665,
+0x46b645e4,
+0x46b946a1,
+0x46dd46c8,
+0x474b4658,
+0x4777467b,
+0x47984769,
+0x475e4785,
+0x4656472a,
+0x488145fb,
+0x472d46fc,
+0x47a3476e,
+0x46ca465d,
+0x45004855,
+0x479a464f,
+0x473846c3,
+0x486c481e,
+0x48014659,
+0x477a4756,
+0x487b47d5,
+0x48084706,
+0x4838484f,
+0x48634870,
+0x480648d3,
+0x47714865,
+0x494c46be,
+0x484c4915,
+0x48624900,
+0x46e8481a,
+0x46a04974,
+0x483d4775,
+0x480e487c,
+};
\ No newline at end of file
diff --git a/hwpe/redmule_softclear/inc/tensor_dim.h b/hwpe/redmule_softclear/inc/tensor_dim.h
new file mode 100644
index 0000000..21bd0d8
--- /dev/null
+++ b/hwpe/redmule_softclear/inc/tensor_dim.h
@@ -0,0 +1,13 @@
+ /* Header file generated by RedMulE Golden Model */
+#ifndef __TENSOR_DIM__
+#define __TENSOR_DIM__
+
+#define M_SIZE  24 
+#define N_SIZE  32 
+#define K_SIZE  32
+#define SRC_FMT FP16
+#define DST_FMT FP16
+#define FPFORMAT 16
+uint8_t gemm_ops = GEMM; 
+
+#endif
diff --git a/hwpe/redmule_softclear/inc/w_2D.h b/hwpe/redmule_softclear/inc/w_2D.h
new file mode 100644
index 0000000..9409c64
--- /dev/null
+++ b/hwpe/redmule_softclear/inc/w_2D.h
@@ -0,0 +1,35 @@
+ /* Header file generated by RedMulE Golden Model */
+uint16_t w_inp_2D [32][32] = {
+0x311a, 0x39e0, 0x387d, 0x3a4a, 0x386f, 0x3ada, 0x392f, 0x3854, 0x3014, 0x2fd2, 0x31c9, 0x2fca, 0x2e55, 0x3bc8, 0x396d, 0x3b1d, 0x39f6, 0x333a, 0x3908, 0x3628, 0x3bab, 0x3b8b, 0x3b4a, 0x322d, 0x3925, 0x317a, 0x3725, 0x31c2, 0x3066, 0x38f3, 0x3a17, 0x3476, 
+0x3bda, 0x3196, 0x3922, 0x3680, 0x396a, 0x3021, 0x3761, 0x374d, 0x2fc2, 0x3967, 0x3b94, 0x33b5, 0x3797, 0x34d6, 0x3655, 0x2176, 0x39bc, 0x3999, 0x3658, 0x3904, 0x3759, 0x2ade, 0x3a5a, 0x3b78, 0x36c7, 0x2d01, 0x3b58, 0x2d9a, 0x373d, 0x3952, 0x38e8, 0x3887, 
+0x37b6, 0x3a88, 0x2f8a, 0x2d79, 0x3413, 0x3421, 0x3976, 0x32b2, 0x3446, 0x2d99, 0x3a56, 0x3322, 0x3b49, 0x39fa, 0x3acd, 0x3af6, 0x304c, 0x3abb, 0x3a83, 0x38b2, 0x3ab9, 0x363e, 0x389f, 0x31bb, 0x38e1, 0x3bc4, 0x3b9b, 0x2984, 0x3a43, 0x3b2f, 0x35d6, 0x3bda, 
+0x2df3, 0x3bf8, 0x2acc, 0x378b, 0x3555, 0x2e59, 0x31d4, 0x34ec, 0x3a46, 0x3bab, 0x3214, 0x3161, 0x3470, 0x3a03, 0x368e, 0x31ad, 0x27cb, 0x2ecb, 0x3422, 0x39f7, 0x3644, 0x3a77, 0x313f, 0x34f2, 0x39b3, 0x3bf2, 0x379a, 0x3456, 0x35fe, 0x3ae7, 0x3964, 0x385f, 
+0x3b16, 0x3999, 0x3833, 0x2eda, 0x3afd, 0x3a4a, 0x3ba2, 0x2bd4, 0x3b38, 0x31a2, 0x32dd, 0x353c, 0x366f, 0x375e, 0x3821, 0x367a, 0x3b44, 0x39e6, 0x3787, 0x339e, 0x39d7, 0x38c6, 0x37d5, 0x342f, 0x3984, 0x319b, 0x33b5, 0x35ab, 0x398a, 0x374e, 0x36b6, 0x3b21, 
+0x3bbb, 0x2ab3, 0x2ad5, 0x33bc, 0x2bef, 0x3780, 0x3738, 0x3a0b, 0x3b09, 0x30ca, 0x384e, 0x3ab3, 0x39bd, 0x3453, 0x3a6d, 0x3957, 0x2c10, 0x30e9, 0x35d4, 0x3aef, 0x3be9, 0x39ad, 0x3a74, 0x3af9, 0x3739, 0x2d4d, 0x39fe, 0x3b72, 0x2c57, 0x398c, 0x381f, 0x3930, 
+0x3820, 0x321b, 0x3964, 0x2964, 0x33a0, 0x2d00, 0x2490, 0x336b, 0x3465, 0x3b2e, 0x3aa0, 0x371f, 0x300e, 0x3a09, 0x3bf1, 0x25cc, 0x3b6f, 0x3384, 0x3a88, 0x3acb, 0x3814, 0x36d0, 0x3081, 0x3a2c, 0x3353, 0x39cb, 0x31ed, 0x3af6, 0x3721, 0x36c7, 0x2ce2, 0x390d, 
+0x3698, 0x3ab2, 0x3b3e, 0x2eb4, 0x3998, 0x39e3, 0x3a77, 0x3632, 0x2c12, 0x3bd5, 0x3ba3, 0x3bba, 0x323c, 0x367b, 0x3557, 0x39c8, 0x37db, 0x3b45, 0x3b6e, 0x3931, 0x3121, 0x3a8d, 0x3a55, 0x3b9b, 0x358a, 0x3925, 0x3491, 0x3912, 0x3b6b, 0x3584, 0x32df, 0x3120, 
+0x32b2, 0x3b0a, 0x2cad, 0x3465, 0x3ad3, 0x3bcd, 0x363b, 0x3afe, 0x354b, 0x3374, 0x39af, 0x3b7f, 0x308c, 0x2e72, 0x3380, 0x3b70, 0x3902, 0x38d8, 0x39f3, 0x3a4b, 0x3853, 0x397b, 0x2ebe, 0x387f, 0x2845, 0x37e2, 0x360f, 0x370b, 0x3acb, 0x35d4, 0x36e6, 0x3262, 
+0x2e88, 0x3a54, 0x2ee3, 0x3575, 0x3afe, 0x2aee, 0x39a0, 0x3aae, 0x3693, 0x3432, 0x3834, 0x3b9b, 0x3bcb, 0x2e3a, 0x356d, 0x374e, 0x3924, 0x383c, 0x311e, 0x3ac5, 0x352d, 0x311e, 0x38ca, 0x34d4, 0x36ca, 0x34ed, 0x3a13, 0x33eb, 0x3639, 0x3828, 0x3b3c, 0x3939, 
+0x3837, 0x3521, 0x2cb5, 0x3629, 0x3924, 0x384c, 0x366a, 0x3bbf, 0x2e9e, 0x3ba8, 0x33ad, 0x38c8, 0x3934, 0x3907, 0x249a, 0x3690, 0x3a09, 0x3215, 0x3898, 0x325d, 0x37d5, 0x3195, 0x361c, 0x3ae4, 0x351f, 0x3452, 0x3bc0, 0x375c, 0x39bf, 0x317a, 0x3aae, 0x283a, 
+0x3476, 0x3b92, 0x3472, 0x383e, 0x280f, 0x39d6, 0x2fd1, 0x31f4, 0x2ffb, 0x3b97, 0x3692, 0x36c0, 0x3989, 0x33cf, 0x3ba6, 0x3239, 0x35d7, 0x33ab, 0x31eb, 0x3b47, 0x389b, 0x3b88, 0x3580, 0x354c, 0x3802, 0x3b9a, 0x3b94, 0x2a92, 0x2db1, 0x38bd, 0x2dfb, 0x3900, 
+0x344f, 0x3739, 0x27a5, 0x3b2e, 0x342b, 0x34bb, 0x30c8, 0x3ae8, 0x3b26, 0x3982, 0x38c0, 0x3408, 0x38c8, 0x36ef, 0x3bf0, 0x3acf, 0x3a3c, 0x3825, 0x31a5, 0x3ada, 0x3b5b, 0x37db, 0x3a01, 0x3663, 0x3a7d, 0x327b, 0x3a1f, 0x3862, 0x38af, 0x3204, 0x372e, 0x3b19, 
+0x3708, 0x3622, 0x2e62, 0x39ab, 0x2d4d, 0x31b4, 0x3552, 0x3bbc, 0x36f2, 0x36eb, 0x38ef, 0x3755, 0x3bbe, 0x2c17, 0x3815, 0x2f53, 0x363f, 0x38c1, 0x3246, 0x386b, 0x34de, 0x34e4, 0x3baa, 0x349e, 0x32ce, 0x3a68, 0x373f, 0x2cce, 0x3b36, 0x28ba, 0x3b50, 0x3232, 
+0x1f34, 0x3928, 0x35cd, 0x3b38, 0x30ce, 0x35a1, 0x3a06, 0x3a32, 0x3a53, 0x3489, 0x3241, 0x372f, 0x390c, 0x3a1b, 0x378a, 0x3713, 0x3769, 0x37a8, 0x3418, 0x3ad4, 0x3a4e, 0x3bf7, 0x37a5, 0x34dc, 0x39b2, 0x351b, 0x3372, 0x349f, 0x2f50, 0x3ab1, 0x3795, 0x2db7, 
+0x3864, 0x3157, 0x3900, 0x323e, 0x389e, 0x3880, 0x3b1f, 0x37a1, 0x396c, 0x2e43, 0x2c2a, 0x3b78, 0x3988, 0x3a14, 0x39c1, 0x3b51, 0x3780, 0x3bf2, 0x2d19, 0x3815, 0x3a5f, 0x3641, 0x2f62, 0x37d5, 0x3564, 0x139a, 0x3ab8, 0x28f7, 0x3785, 0x34e1, 0x3097, 0x3768, 
+0x3971, 0x3ae2, 0x32ae, 0x2fd5, 0x382a, 0x346c, 0x3133, 0x3167, 0x3940, 0x2d12, 0x389a, 0x3bd0, 0x3943, 0x391c, 0x3a75, 0x2a11, 0x391e, 0x372d, 0x3a79, 0x3b72, 0x3373, 0x39b7, 0x35d7, 0x372b, 0x3a6d, 0x38a1, 0x3279, 0x3434, 0x3694, 0x3b45, 0x3abb, 0x392d, 
+0x34a8, 0x3757, 0x32ca, 0x345d, 0x36a5, 0x3854, 0x2dcd, 0x30af, 0x38dd, 0x3067, 0x3411, 0x3997, 0x397a, 0x3a64, 0x38b8, 0x3962, 0x3509, 0x3bb6, 0x3a66, 0x339f, 0x372a, 0x31a8, 0x37da, 0x36ff, 0x33c6, 0x31da, 0x3977, 0x3b72, 0x3841, 0x3567, 0x3433, 0x33b8, 
+0x39fe, 0x3a10, 0x3bf2, 0x35e7, 0x3a4a, 0x3b3e, 0x2ec7, 0x3aa4, 0x3846, 0x3af9, 0x38a9, 0x2c1f, 0x39ab, 0x349f, 0x31d6, 0x39ae, 0x3b79, 0x352d, 0x3516, 0x347c, 0x2f33, 0x35ad, 0x31c4, 0x3b52, 0x354b, 0x3786, 0x3ab7, 0x3896, 0x34ac, 0x352f, 0x37e6, 0x326a, 
+0x2e44, 0x34c7, 0x388d, 0x3bf4, 0x363f, 0x3b3d, 0x33b1, 0x3b8b, 0x3340, 0x37f7, 0x3b07, 0x25bf, 0x398e, 0x3505, 0x3bd7, 0x366d, 0x388a, 0x2cc0, 0x359a, 0x3b9a, 0x3b99, 0x379d, 0x3b6b, 0x39b8, 0x3223, 0x2703, 0x3ba9, 0x2ecb, 0x3759, 0x39d8, 0x37ac, 0x32cf, 
+0x35f2, 0x38a3, 0x399e, 0x3bd2, 0x3780, 0x3af3, 0x3b5e, 0x337b, 0x3a08, 0x35da, 0x3446, 0x3b25, 0x3ad0, 0x3bee, 0x3141, 0x32d8, 0x34ce, 0x2ac9, 0x3800, 0x3a8a, 0x2d53, 0x368a, 0x3561, 0x3998, 0x35a3, 0x3677, 0x3ab2, 0x3269, 0x3236, 0x3b3e, 0x3aba, 0x3bac, 
+0x395d, 0x3820, 0x1df6, 0x3bb5, 0x35b5, 0x3675, 0x3b74, 0x360f, 0x34de, 0x3a0c, 0x3aeb, 0x299d, 0x3207, 0x3bd8, 0x2178, 0x3995, 0x3948, 0x3908, 0x3843, 0x2ea5, 0x3045, 0x3989, 0x345d, 0x39c5, 0x3a89, 0x3863, 0x3be0, 0x397a, 0x38f1, 0x39e2, 0x3b08, 0x352e, 
+0x385f, 0x28f2, 0x3bc3, 0x35e0, 0x380c, 0x3b9c, 0x3afc, 0x390a, 0x3689, 0x34fd, 0x2cf5, 0x308e, 0x342b, 0x3921, 0x3a67, 0x3ad6, 0x2986, 0x32fc, 0x35aa, 0x3507, 0x3608, 0x33fd, 0x3bf3, 0x39e2, 0x3b0f, 0x30b7, 0x3896, 0x3ae4, 0x2145, 0x35b6, 0x2e1d, 0x3ad1, 
+0x333d, 0x3afb, 0x2703, 0x3413, 0x1d7d, 0x3b7f, 0x3ae1, 0x303c, 0x3004, 0x39d3, 0x3554, 0x31a4, 0x354e, 0x3662, 0x39c5, 0x2eb7, 0x2c6e, 0x397f, 0x31d8, 0x1f0c, 0x38e3, 0x35f0, 0x2714, 0x28d1, 0x375e, 0x3a75, 0x3830, 0x3578, 0x397d, 0x3b18, 0x383c, 0x3498, 
+0x39ad, 0x3598, 0x23c4, 0x34ea, 0x3a61, 0x2b00, 0x3707, 0x3ae1, 0x37ae, 0x389d, 0x37fa, 0x3673, 0x3278, 0xf3e, 0x3809, 0x33c6, 0x3bf5, 0x3279, 0x3816, 0x360c, 0x39c8, 0x381f, 0x3741, 0x2d66, 0x38c0, 0x37d3, 0x377a, 0x3621, 0x2faf, 0x392e, 0x2de6, 0x33c5, 
+0x3803, 0x2600, 0x32e9, 0x39b4, 0x38d2, 0x34e8, 0x2fe6, 0x3199, 0x3643, 0x3a77, 0x27cc, 0x39d7, 0x34c6, 0x2ea8, 0x364e, 0x3b07, 0x31c7, 0x30a1, 0x31b1, 0x3b8f, 0x3571, 0x3b75, 0x3989, 0x3805, 0x39fb, 0x3945, 0x352b, 0x31d8, 0x3904, 0x3440, 0x3a57, 0x2cf7, 
+0x3b39, 0x2fcd, 0x2b89, 0x2edd, 0x3682, 0x36a9, 0x32c8, 0x37ac, 0x32a5, 0x3311, 0x394b, 0x3b84, 0x3aec, 0x3601, 0x2765, 0x3b69, 0x396b, 0x3727, 0x3bfe, 0x3907, 0x376f, 0x3674, 0x3973, 0x3671, 0x3491, 0x3993, 0x383f, 0x3335, 0x3989, 0x3550, 0x3077, 0x35f5, 
+0x3a59, 0x3950, 0x380c, 0x37cd, 0x30bf, 0x3607, 0x3afa, 0x3b5d, 0x32b9, 0x386b, 0x35bd, 0x3aca, 0x3ba5, 0x3b2d, 0x3b19, 0x3b8b, 0x345e, 0x2845, 0x34aa, 0x372a, 0x3448, 0x34f5, 0x3ae2, 0x3637, 0x2cb5, 0x354b, 0x3b15, 0x2ca8, 0x2641, 0x3178, 0x2cfe, 0x39b4, 
+0x3bdd, 0x3acb, 0x3a05, 0x38a2, 0x3b4a, 0x34e5, 0x395f, 0x394b, 0x34c4, 0x3aa5, 0x29bb, 0x2d96, 0x339d, 0x387c, 0x382e, 0x385a, 0x396b, 0x3aa9, 0x2f1e, 0x33a7, 0x3b90, 0x3b7b, 0x3b5f, 0x39d3, 0x3b18, 0x354f, 0x2cdb, 0x3a6f, 0x3434, 0x34ff, 0x3a5b, 0x3b84, 
+0x3a33, 0x384b, 0x2e67, 0x3b85, 0x3853, 0x380c, 0x346a, 0x3aaa, 0x3492, 0x33e8, 0x3bf2, 0x38ae, 0x3a29, 0x3830, 0x3221, 0x35b1, 0x3a48, 0x2c68, 0x2ced, 0x3a7e, 0x3539, 0x3922, 0x374c, 0x3aaa, 0x2dae, 0x395d, 0x3b3d, 0x3890, 0x2cfe, 0x2dd6, 0x3bad, 0x33c5, 
+0x2c07, 0x3a2c, 0x37a8, 0x390f, 0x2fc8, 0x35ae, 0x388c, 0x30ee, 0x3674, 0x391d, 0x3bfc, 0x36bf, 0x322d, 0x3a78, 0x35c0, 0x3492, 0x3ac8, 0x3504, 0x3315, 0x381d, 0x3a7a, 0x3a08, 0x343c, 0x3bda, 0x341b, 0x39f0, 0x3b9e, 0x395d, 0x3c00, 0x38ab, 0x3bcf, 0x3564, 
+0x33c4, 0x3b0d, 0x3623, 0x33b9, 0x3b92, 0x1e71, 0x2c57, 0x36d0, 0x314b, 0x3a16, 0x3372, 0x341b, 0x3aaa, 0x3444, 0x396b, 0x2dd7, 0x3b30, 0x3559, 0x3b5b, 0x3a29, 0x2d19, 0x38b7, 0x3b01, 0x3afa, 0x398a, 0x3839, 0x3ac9, 0x2e31, 0x3924, 0x39f2, 0x3a7f, 0x3285 
+};
\ No newline at end of file
diff --git a/hwpe/redmule_softclear/inc/w_input.h b/hwpe/redmule_softclear/inc/w_input.h
new file mode 100644
index 0000000..dc4d3be
--- /dev/null
+++ b/hwpe/redmule_softclear/inc/w_input.h
@@ -0,0 +1,35 @@
+ /* Header file generated by RedMulE Golden Model */
+uint16_t w_inp [1024] = {
+0x311a, 0x39e0, 0x387d, 0x3a4a, 0x386f, 0x3ada, 0x392f, 0x3854, 0x3014, 0x2fd2, 0x31c9, 0x2fca, 0x2e55, 0x3bc8, 0x396d, 0x3b1d, 0x39f6, 0x333a, 0x3908, 0x3628, 0x3bab, 0x3b8b, 0x3b4a, 0x322d, 0x3925, 0x317a, 0x3725, 0x31c2, 0x3066, 0x38f3, 0x3a17, 0x3476, 
+0x3bda, 0x3196, 0x3922, 0x3680, 0x396a, 0x3021, 0x3761, 0x374d, 0x2fc2, 0x3967, 0x3b94, 0x33b5, 0x3797, 0x34d6, 0x3655, 0x2176, 0x39bc, 0x3999, 0x3658, 0x3904, 0x3759, 0x2ade, 0x3a5a, 0x3b78, 0x36c7, 0x2d01, 0x3b58, 0x2d9a, 0x373d, 0x3952, 0x38e8, 0x3887, 
+0x37b6, 0x3a88, 0x2f8a, 0x2d79, 0x3413, 0x3421, 0x3976, 0x32b2, 0x3446, 0x2d99, 0x3a56, 0x3322, 0x3b49, 0x39fa, 0x3acd, 0x3af6, 0x304c, 0x3abb, 0x3a83, 0x38b2, 0x3ab9, 0x363e, 0x389f, 0x31bb, 0x38e1, 0x3bc4, 0x3b9b, 0x2984, 0x3a43, 0x3b2f, 0x35d6, 0x3bda, 
+0x2df3, 0x3bf8, 0x2acc, 0x378b, 0x3555, 0x2e59, 0x31d4, 0x34ec, 0x3a46, 0x3bab, 0x3214, 0x3161, 0x3470, 0x3a03, 0x368e, 0x31ad, 0x27cb, 0x2ecb, 0x3422, 0x39f7, 0x3644, 0x3a77, 0x313f, 0x34f2, 0x39b3, 0x3bf2, 0x379a, 0x3456, 0x35fe, 0x3ae7, 0x3964, 0x385f, 
+0x3b16, 0x3999, 0x3833, 0x2eda, 0x3afd, 0x3a4a, 0x3ba2, 0x2bd4, 0x3b38, 0x31a2, 0x32dd, 0x353c, 0x366f, 0x375e, 0x3821, 0x367a, 0x3b44, 0x39e6, 0x3787, 0x339e, 0x39d7, 0x38c6, 0x37d5, 0x342f, 0x3984, 0x319b, 0x33b5, 0x35ab, 0x398a, 0x374e, 0x36b6, 0x3b21, 
+0x3bbb, 0x2ab3, 0x2ad5, 0x33bc, 0x2bef, 0x3780, 0x3738, 0x3a0b, 0x3b09, 0x30ca, 0x384e, 0x3ab3, 0x39bd, 0x3453, 0x3a6d, 0x3957, 0x2c10, 0x30e9, 0x35d4, 0x3aef, 0x3be9, 0x39ad, 0x3a74, 0x3af9, 0x3739, 0x2d4d, 0x39fe, 0x3b72, 0x2c57, 0x398c, 0x381f, 0x3930, 
+0x3820, 0x321b, 0x3964, 0x2964, 0x33a0, 0x2d00, 0x2490, 0x336b, 0x3465, 0x3b2e, 0x3aa0, 0x371f, 0x300e, 0x3a09, 0x3bf1, 0x25cc, 0x3b6f, 0x3384, 0x3a88, 0x3acb, 0x3814, 0x36d0, 0x3081, 0x3a2c, 0x3353, 0x39cb, 0x31ed, 0x3af6, 0x3721, 0x36c7, 0x2ce2, 0x390d, 
+0x3698, 0x3ab2, 0x3b3e, 0x2eb4, 0x3998, 0x39e3, 0x3a77, 0x3632, 0x2c12, 0x3bd5, 0x3ba3, 0x3bba, 0x323c, 0x367b, 0x3557, 0x39c8, 0x37db, 0x3b45, 0x3b6e, 0x3931, 0x3121, 0x3a8d, 0x3a55, 0x3b9b, 0x358a, 0x3925, 0x3491, 0x3912, 0x3b6b, 0x3584, 0x32df, 0x3120, 
+0x32b2, 0x3b0a, 0x2cad, 0x3465, 0x3ad3, 0x3bcd, 0x363b, 0x3afe, 0x354b, 0x3374, 0x39af, 0x3b7f, 0x308c, 0x2e72, 0x3380, 0x3b70, 0x3902, 0x38d8, 0x39f3, 0x3a4b, 0x3853, 0x397b, 0x2ebe, 0x387f, 0x2845, 0x37e2, 0x360f, 0x370b, 0x3acb, 0x35d4, 0x36e6, 0x3262, 
+0x2e88, 0x3a54, 0x2ee3, 0x3575, 0x3afe, 0x2aee, 0x39a0, 0x3aae, 0x3693, 0x3432, 0x3834, 0x3b9b, 0x3bcb, 0x2e3a, 0x356d, 0x374e, 0x3924, 0x383c, 0x311e, 0x3ac5, 0x352d, 0x311e, 0x38ca, 0x34d4, 0x36ca, 0x34ed, 0x3a13, 0x33eb, 0x3639, 0x3828, 0x3b3c, 0x3939, 
+0x3837, 0x3521, 0x2cb5, 0x3629, 0x3924, 0x384c, 0x366a, 0x3bbf, 0x2e9e, 0x3ba8, 0x33ad, 0x38c8, 0x3934, 0x3907, 0x249a, 0x3690, 0x3a09, 0x3215, 0x3898, 0x325d, 0x37d5, 0x3195, 0x361c, 0x3ae4, 0x351f, 0x3452, 0x3bc0, 0x375c, 0x39bf, 0x317a, 0x3aae, 0x283a, 
+0x3476, 0x3b92, 0x3472, 0x383e, 0x280f, 0x39d6, 0x2fd1, 0x31f4, 0x2ffb, 0x3b97, 0x3692, 0x36c0, 0x3989, 0x33cf, 0x3ba6, 0x3239, 0x35d7, 0x33ab, 0x31eb, 0x3b47, 0x389b, 0x3b88, 0x3580, 0x354c, 0x3802, 0x3b9a, 0x3b94, 0x2a92, 0x2db1, 0x38bd, 0x2dfb, 0x3900, 
+0x344f, 0x3739, 0x27a5, 0x3b2e, 0x342b, 0x34bb, 0x30c8, 0x3ae8, 0x3b26, 0x3982, 0x38c0, 0x3408, 0x38c8, 0x36ef, 0x3bf0, 0x3acf, 0x3a3c, 0x3825, 0x31a5, 0x3ada, 0x3b5b, 0x37db, 0x3a01, 0x3663, 0x3a7d, 0x327b, 0x3a1f, 0x3862, 0x38af, 0x3204, 0x372e, 0x3b19, 
+0x3708, 0x3622, 0x2e62, 0x39ab, 0x2d4d, 0x31b4, 0x3552, 0x3bbc, 0x36f2, 0x36eb, 0x38ef, 0x3755, 0x3bbe, 0x2c17, 0x3815, 0x2f53, 0x363f, 0x38c1, 0x3246, 0x386b, 0x34de, 0x34e4, 0x3baa, 0x349e, 0x32ce, 0x3a68, 0x373f, 0x2cce, 0x3b36, 0x28ba, 0x3b50, 0x3232, 
+0x1f34, 0x3928, 0x35cd, 0x3b38, 0x30ce, 0x35a1, 0x3a06, 0x3a32, 0x3a53, 0x3489, 0x3241, 0x372f, 0x390c, 0x3a1b, 0x378a, 0x3713, 0x3769, 0x37a8, 0x3418, 0x3ad4, 0x3a4e, 0x3bf7, 0x37a5, 0x34dc, 0x39b2, 0x351b, 0x3372, 0x349f, 0x2f50, 0x3ab1, 0x3795, 0x2db7, 
+0x3864, 0x3157, 0x3900, 0x323e, 0x389e, 0x3880, 0x3b1f, 0x37a1, 0x396c, 0x2e43, 0x2c2a, 0x3b78, 0x3988, 0x3a14, 0x39c1, 0x3b51, 0x3780, 0x3bf2, 0x2d19, 0x3815, 0x3a5f, 0x3641, 0x2f62, 0x37d5, 0x3564, 0x139a, 0x3ab8, 0x28f7, 0x3785, 0x34e1, 0x3097, 0x3768, 
+0x3971, 0x3ae2, 0x32ae, 0x2fd5, 0x382a, 0x346c, 0x3133, 0x3167, 0x3940, 0x2d12, 0x389a, 0x3bd0, 0x3943, 0x391c, 0x3a75, 0x2a11, 0x391e, 0x372d, 0x3a79, 0x3b72, 0x3373, 0x39b7, 0x35d7, 0x372b, 0x3a6d, 0x38a1, 0x3279, 0x3434, 0x3694, 0x3b45, 0x3abb, 0x392d, 
+0x34a8, 0x3757, 0x32ca, 0x345d, 0x36a5, 0x3854, 0x2dcd, 0x30af, 0x38dd, 0x3067, 0x3411, 0x3997, 0x397a, 0x3a64, 0x38b8, 0x3962, 0x3509, 0x3bb6, 0x3a66, 0x339f, 0x372a, 0x31a8, 0x37da, 0x36ff, 0x33c6, 0x31da, 0x3977, 0x3b72, 0x3841, 0x3567, 0x3433, 0x33b8, 
+0x39fe, 0x3a10, 0x3bf2, 0x35e7, 0x3a4a, 0x3b3e, 0x2ec7, 0x3aa4, 0x3846, 0x3af9, 0x38a9, 0x2c1f, 0x39ab, 0x349f, 0x31d6, 0x39ae, 0x3b79, 0x352d, 0x3516, 0x347c, 0x2f33, 0x35ad, 0x31c4, 0x3b52, 0x354b, 0x3786, 0x3ab7, 0x3896, 0x34ac, 0x352f, 0x37e6, 0x326a, 
+0x2e44, 0x34c7, 0x388d, 0x3bf4, 0x363f, 0x3b3d, 0x33b1, 0x3b8b, 0x3340, 0x37f7, 0x3b07, 0x25bf, 0x398e, 0x3505, 0x3bd7, 0x366d, 0x388a, 0x2cc0, 0x359a, 0x3b9a, 0x3b99, 0x379d, 0x3b6b, 0x39b8, 0x3223, 0x2703, 0x3ba9, 0x2ecb, 0x3759, 0x39d8, 0x37ac, 0x32cf, 
+0x35f2, 0x38a3, 0x399e, 0x3bd2, 0x3780, 0x3af3, 0x3b5e, 0x337b, 0x3a08, 0x35da, 0x3446, 0x3b25, 0x3ad0, 0x3bee, 0x3141, 0x32d8, 0x34ce, 0x2ac9, 0x3800, 0x3a8a, 0x2d53, 0x368a, 0x3561, 0x3998, 0x35a3, 0x3677, 0x3ab2, 0x3269, 0x3236, 0x3b3e, 0x3aba, 0x3bac, 
+0x395d, 0x3820, 0x1df6, 0x3bb5, 0x35b5, 0x3675, 0x3b74, 0x360f, 0x34de, 0x3a0c, 0x3aeb, 0x299d, 0x3207, 0x3bd8, 0x2178, 0x3995, 0x3948, 0x3908, 0x3843, 0x2ea5, 0x3045, 0x3989, 0x345d, 0x39c5, 0x3a89, 0x3863, 0x3be0, 0x397a, 0x38f1, 0x39e2, 0x3b08, 0x352e, 
+0x385f, 0x28f2, 0x3bc3, 0x35e0, 0x380c, 0x3b9c, 0x3afc, 0x390a, 0x3689, 0x34fd, 0x2cf5, 0x308e, 0x342b, 0x3921, 0x3a67, 0x3ad6, 0x2986, 0x32fc, 0x35aa, 0x3507, 0x3608, 0x33fd, 0x3bf3, 0x39e2, 0x3b0f, 0x30b7, 0x3896, 0x3ae4, 0x2145, 0x35b6, 0x2e1d, 0x3ad1, 
+0x333d, 0x3afb, 0x2703, 0x3413, 0x1d7d, 0x3b7f, 0x3ae1, 0x303c, 0x3004, 0x39d3, 0x3554, 0x31a4, 0x354e, 0x3662, 0x39c5, 0x2eb7, 0x2c6e, 0x397f, 0x31d8, 0x1f0c, 0x38e3, 0x35f0, 0x2714, 0x28d1, 0x375e, 0x3a75, 0x3830, 0x3578, 0x397d, 0x3b18, 0x383c, 0x3498, 
+0x39ad, 0x3598, 0x23c4, 0x34ea, 0x3a61, 0x2b00, 0x3707, 0x3ae1, 0x37ae, 0x389d, 0x37fa, 0x3673, 0x3278, 0xf3e, 0x3809, 0x33c6, 0x3bf5, 0x3279, 0x3816, 0x360c, 0x39c8, 0x381f, 0x3741, 0x2d66, 0x38c0, 0x37d3, 0x377a, 0x3621, 0x2faf, 0x392e, 0x2de6, 0x33c5, 
+0x3803, 0x2600, 0x32e9, 0x39b4, 0x38d2, 0x34e8, 0x2fe6, 0x3199, 0x3643, 0x3a77, 0x27cc, 0x39d7, 0x34c6, 0x2ea8, 0x364e, 0x3b07, 0x31c7, 0x30a1, 0x31b1, 0x3b8f, 0x3571, 0x3b75, 0x3989, 0x3805, 0x39fb, 0x3945, 0x352b, 0x31d8, 0x3904, 0x3440, 0x3a57, 0x2cf7, 
+0x3b39, 0x2fcd, 0x2b89, 0x2edd, 0x3682, 0x36a9, 0x32c8, 0x37ac, 0x32a5, 0x3311, 0x394b, 0x3b84, 0x3aec, 0x3601, 0x2765, 0x3b69, 0x396b, 0x3727, 0x3bfe, 0x3907, 0x376f, 0x3674, 0x3973, 0x3671, 0x3491, 0x3993, 0x383f, 0x3335, 0x3989, 0x3550, 0x3077, 0x35f5, 
+0x3a59, 0x3950, 0x380c, 0x37cd, 0x30bf, 0x3607, 0x3afa, 0x3b5d, 0x32b9, 0x386b, 0x35bd, 0x3aca, 0x3ba5, 0x3b2d, 0x3b19, 0x3b8b, 0x345e, 0x2845, 0x34aa, 0x372a, 0x3448, 0x34f5, 0x3ae2, 0x3637, 0x2cb5, 0x354b, 0x3b15, 0x2ca8, 0x2641, 0x3178, 0x2cfe, 0x39b4, 
+0x3bdd, 0x3acb, 0x3a05, 0x38a2, 0x3b4a, 0x34e5, 0x395f, 0x394b, 0x34c4, 0x3aa5, 0x29bb, 0x2d96, 0x339d, 0x387c, 0x382e, 0x385a, 0x396b, 0x3aa9, 0x2f1e, 0x33a7, 0x3b90, 0x3b7b, 0x3b5f, 0x39d3, 0x3b18, 0x354f, 0x2cdb, 0x3a6f, 0x3434, 0x34ff, 0x3a5b, 0x3b84, 
+0x3a33, 0x384b, 0x2e67, 0x3b85, 0x3853, 0x380c, 0x346a, 0x3aaa, 0x3492, 0x33e8, 0x3bf2, 0x38ae, 0x3a29, 0x3830, 0x3221, 0x35b1, 0x3a48, 0x2c68, 0x2ced, 0x3a7e, 0x3539, 0x3922, 0x374c, 0x3aaa, 0x2dae, 0x395d, 0x3b3d, 0x3890, 0x2cfe, 0x2dd6, 0x3bad, 0x33c5, 
+0x2c07, 0x3a2c, 0x37a8, 0x390f, 0x2fc8, 0x35ae, 0x388c, 0x30ee, 0x3674, 0x391d, 0x3bfc, 0x36bf, 0x322d, 0x3a78, 0x35c0, 0x3492, 0x3ac8, 0x3504, 0x3315, 0x381d, 0x3a7a, 0x3a08, 0x343c, 0x3bda, 0x341b, 0x39f0, 0x3b9e, 0x395d, 0x3c00, 0x38ab, 0x3bcf, 0x3564, 
+0x33c4, 0x3b0d, 0x3623, 0x33b9, 0x3b92, 0x1e71, 0x2c57, 0x36d0, 0x314b, 0x3a16, 0x3372, 0x341b, 0x3aaa, 0x3444, 0x396b, 0x2dd7, 0x3b30, 0x3559, 0x3b5b, 0x3a29, 0x2d19, 0x38b7, 0x3b01, 0x3afa, 0x398a, 0x3839, 0x3ac9, 0x2e31, 0x3924, 0x39f2, 0x3a7f, 0x3285 
+};
\ No newline at end of file
diff --git a/hwpe/redmule_softclear/inc/x_2D.h b/hwpe/redmule_softclear/inc/x_2D.h
new file mode 100644
index 0000000..0b589f8
--- /dev/null
+++ b/hwpe/redmule_softclear/inc/x_2D.h
@@ -0,0 +1,27 @@
+ /* Header file generated by RedMulE Golden Model */
+uint16_t x_inp_2D [24][32] = {
+0x2153, 0x3bb5, 0x3896, 0x365f, 0x2483, 0x3518, 0x2dd1, 0x3bca, 0x397b, 0x29b1, 0x3705, 0x36c8, 0x398b, 0x3661, 0x2f05, 0x365a, 0x3bf9, 0x34df, 0x363b, 0x38d9, 0x39c6, 0x3abb, 0x3952, 0x38f2, 0x392d, 0x3b3e, 0x2afb, 0x3a9d, 0x353b, 0x3b73, 0x3a01, 0x3679, 
+0x3934, 0x397d, 0x2904, 0x3822, 0x3462, 0x3b44, 0x39e9, 0x28be, 0x331e, 0x3a1d, 0x39e5, 0x34da, 0x3a19, 0x3906, 0x1d35, 0x3871, 0x31e7, 0x3b29, 0x325d, 0x3797, 0x2b2f, 0x38b4, 0x232f, 0x38aa, 0x3aca, 0x316f, 0x3811, 0x3950, 0x32ea, 0x3bc7, 0x382c, 0x38a2, 
+0x29ce, 0x3afa, 0x3a39, 0x2ccc, 0x39fd, 0x3b3d, 0x384a, 0x3a35, 0x3802, 0x366a, 0x37ec, 0x3598, 0x3bf8, 0x3a85, 0x3a1b, 0x386e, 0x3b4c, 0x39de, 0x38c2, 0x2f93, 0x3b4c, 0x39c4, 0x3b9e, 0x3844, 0x346d, 0x3bff, 0x32ce, 0x296d, 0x3130, 0x3b3d, 0x3b44, 0x369d, 
+0x3b13, 0x31ed, 0x330a, 0x3831, 0x34e7, 0x37b3, 0x331a, 0x3918, 0x32d3, 0x3995, 0x3991, 0x3919, 0x3a26, 0x385b, 0x2b76, 0x3a3b, 0x37f2, 0x26a7, 0x3225, 0x3b64, 0x28f0, 0x3456, 0x3822, 0x341e, 0x381a, 0x38d8, 0x2c11, 0x33be, 0x33ac, 0x353f, 0x3476, 0x3abc, 
+0x36ec, 0x3a1d, 0x39d3, 0x3821, 0x36ac, 0x3bce, 0x3ad2, 0x3616, 0x36a1, 0x2cb3, 0x38d2, 0x314f, 0x385c, 0x3b63, 0x3bb6, 0x2951, 0x372d, 0x2c42, 0x3823, 0x3883, 0x3872, 0x31ee, 0x36c5, 0x399a, 0x31b0, 0x3887, 0x3884, 0x3865, 0x3896, 0x36c3, 0x32e3, 0x346c, 
+0x3935, 0x3b50, 0x2b6d, 0x38cd, 0x388f, 0x3389, 0x395d, 0x31cd, 0x2efd, 0x3154, 0x2f35, 0x3444, 0x3293, 0x3b6b, 0x1bec, 0x3b69, 0x3bf3, 0x3611, 0x3508, 0x3742, 0x3a50, 0x3ab7, 0x3457, 0x38d3, 0x3344, 0x38e8, 0x33c0, 0x3668, 0x3bee, 0x3b21, 0x3727, 0x3121, 
+0x316c, 0x3288, 0x2d50, 0x2e74, 0x35d5, 0x37e2, 0x303d, 0x36af, 0x341f, 0x3436, 0x2df7, 0x399d, 0x30f4, 0x3aaf, 0x34e4, 0x2c2a, 0x3116, 0x34d3, 0x36ac, 0x35e3, 0x3760, 0x36e1, 0x3ad2, 0x3547, 0x38f4, 0x369c, 0x3ba9, 0x34f0, 0x3a39, 0x3b19, 0x36e6, 0x395d, 
+0x3be8, 0x3293, 0x3bfc, 0x3435, 0x2eb3, 0x3360, 0x3919, 0x3bed, 0x396a, 0x37fc, 0x3242, 0x384b, 0x38cb, 0x3b2c, 0x3b28, 0x28cf, 0x3828, 0x3855, 0x3ba9, 0x2fa7, 0x340b, 0x32f1, 0x3ada, 0x36fa, 0x31f5, 0x3436, 0x29d0, 0x33e6, 0x3232, 0x3bec, 0x3904, 0x2797, 
+0x3b81, 0x3bac, 0x38d2, 0x343d, 0x31af, 0x3b1e, 0x33fc, 0x3864, 0x3624, 0x3905, 0x2945, 0x3b52, 0x2d08, 0x3a17, 0x3b84, 0x3804, 0x3a24, 0x38a3, 0x3562, 0x3ae6, 0x3bba, 0x3a45, 0x3679, 0x31fa, 0x3994, 0x2c3d, 0x383f, 0x399d, 0x34f7, 0x360e, 0x35f3, 0x38f0, 
+0x38d4, 0x399a, 0x3a48, 0x3987, 0x3b54, 0x382c, 0x3210, 0x35ef, 0x36ca, 0x31b4, 0x3625, 0x371f, 0x37bd, 0x3680, 0x3a3a, 0x3ac0, 0x3bbf, 0x3bf5, 0x39f2, 0x29c2, 0x363e, 0x3a4e, 0x3596, 0x3b1b, 0x3459, 0x3669, 0x3aa1, 0x39c3, 0x3376, 0x390d, 0x2456, 0x39b5, 
+0x3a66, 0x3ad8, 0x3b51, 0x36aa, 0x32be, 0x3ac8, 0x392b, 0x3740, 0x3a48, 0x38f5, 0x3b2d, 0x3a5f, 0x2ff3, 0x366f, 0x39d3, 0x35e5, 0x3822, 0x38db, 0x3b8a, 0x34be, 0x2d33, 0x36dd, 0x3578, 0x3bdf, 0x2c7e, 0x39cf, 0x32ff, 0x35c9, 0x3970, 0x3bcb, 0x351e, 0x3956, 
+0x2c42, 0x3308, 0x377a, 0x361c, 0x39a0, 0x36c9, 0x2dcb, 0x3bf2, 0x3b5f, 0x33ee, 0x24c1, 0x2ce9, 0x3927, 0x305d, 0x3702, 0x3119, 0x35f9, 0x3855, 0x3374, 0x349b, 0x3bcf, 0x2dea, 0x34f0, 0x363f, 0x37da, 0x3a74, 0x35fc, 0x35fa, 0x316b, 0x3804, 0x37a7, 0x3986, 
+0x3073, 0x3aed, 0x31c7, 0x3844, 0x34a4, 0x387d, 0x3a20, 0x3037, 0x3a00, 0x3b70, 0x377f, 0x3686, 0x3b7e, 0x38b3, 0x32e3, 0x3323, 0x391e, 0x3228, 0x3930, 0x3997, 0x3a5e, 0x398b, 0x3512, 0x35b0, 0x365c, 0x325d, 0x3b61, 0x38b8, 0x39a4, 0x3423, 0x3bd7, 0x38af, 
+0x2d3d, 0x382d, 0x38ac, 0x26ca, 0x395e, 0x21a8, 0x3520, 0x386f, 0x3b95, 0x32c0, 0x3b84, 0x3a51, 0x3b4b, 0x31d2, 0x3747, 0x3b96, 0x3b40, 0x3535, 0x38d1, 0x3899, 0x3b00, 0x3827, 0x3ae3, 0x38c8, 0x3a07, 0x338d, 0x2e96, 0x3a46, 0x394a, 0x39de, 0x2951, 0x3a02, 
+0x3838, 0x2d45, 0x28c0, 0x3958, 0x3070, 0x2aa2, 0x3510, 0x38ce, 0x271c, 0x3440, 0x3954, 0x30bc, 0x3b35, 0x2f1d, 0x3afb, 0x2dae, 0x356f, 0x2e13, 0x3981, 0x326d, 0x3a28, 0x3a36, 0x3a95, 0x38cb, 0x38db, 0x3150, 0x2c9e, 0x34c5, 0x3adb, 0x3bdf, 0x38f2, 0x3994, 
+0x36f8, 0x31c0, 0x3a4f, 0x3825, 0x394b, 0x3a8b, 0x38ac, 0x3167, 0x2e2d, 0x3a93, 0x34f3, 0x37bd, 0x3b63, 0x2f2f, 0x3ae0, 0x3ad8, 0x34a8, 0x2e1c, 0x3890, 0x3705, 0x3b69, 0x3bc1, 0x28af, 0x3b36, 0x348b, 0x3111, 0x3a8d, 0x389c, 0x3916, 0x36dc, 0x3bae, 0x3874, 
+0x3593, 0x3638, 0x3018, 0x3a56, 0x38a3, 0x2ad4, 0x3a25, 0x38d7, 0x3864, 0x31c1, 0x28d1, 0x39c8, 0x37d6, 0x2c7f, 0x3ba5, 0x34b8, 0x3bef, 0x3b83, 0x3ab5, 0x3062, 0x38bc, 0x399c, 0x2ce4, 0x2f2c, 0x39bf, 0x2ed1, 0x385f, 0x37e0, 0x35ee, 0x397d, 0x3b0c, 0x3049, 
+0x39d5, 0x322e, 0x3936, 0x3747, 0x2e15, 0x3b41, 0x3874, 0x3bd0, 0x2c04, 0x3800, 0x375b, 0x3b2d, 0x38d8, 0x3a51, 0x3406, 0x38da, 0x38ba, 0x3497, 0x382e, 0x35fc, 0x39d4, 0x3775, 0x3b1e, 0x3813, 0x3649, 0x31af, 0x37bb, 0x334a, 0x3a6e, 0x3284, 0x26e0, 0x2e01, 
+0x2ebb, 0x344b, 0x3821, 0x381a, 0x385a, 0x2534, 0x3635, 0x2a92, 0x3b8c, 0x31f0, 0x3947, 0x3ac7, 0x3743, 0x3924, 0x39e4, 0x358f, 0x2b62, 0x392c, 0x3955, 0x3341, 0x3676, 0x38ac, 0x3957, 0x335b, 0x2ca2, 0x39ff, 0x37cb, 0x341f, 0x3ac9, 0x3b6c, 0x2f14, 0x34c3, 
+0x3018, 0x3169, 0x355b, 0x3624, 0x31ed, 0x379e, 0x3268, 0x309b, 0x35db, 0x3872, 0x3bdb, 0x34c7, 0x3408, 0x3359, 0x3920, 0x331f, 0x3866, 0x3af0, 0x2a1a, 0x39e0, 0x3b14, 0x34fa, 0x2d18, 0x3963, 0x35e8, 0x2539, 0x38f5, 0x37b3, 0x378f, 0x31b5, 0x3a6c, 0x3685, 
+0x3a06, 0x318a, 0x2934, 0x33c1, 0x3be8, 0x375b, 0x3860, 0x3543, 0x3702, 0x3951, 0x3677, 0x37ff, 0x2e27, 0x2e3a, 0x340f, 0x3817, 0x2f04, 0x357e, 0x3a1d, 0x2dd6, 0x252a, 0x3945, 0x162a, 0x3b19, 0x3a53, 0x35d2, 0x3a5d, 0x3474, 0x38e9, 0x374b, 0x387c, 0x1f1a, 
+0x38ac, 0x3291, 0x3393, 0x3b53, 0x3169, 0x3bca, 0x2f1a, 0x3551, 0x38a3, 0x28e3, 0x369d, 0x34a1, 0x38a8, 0x34c3, 0x3841, 0x390d, 0x3b13, 0x3282, 0x3a29, 0x3a78, 0x2df3, 0x3a37, 0x35f4, 0x35a6, 0x38e8, 0x3328, 0x3beb, 0x390b, 0x32dc, 0x34dc, 0x396d, 0x3a78, 
+0x39ba, 0x3a06, 0x2cdd, 0x3bc3, 0x2d43, 0x2992, 0x3663, 0x3a68, 0x2c3e, 0x394e, 0x2c9f, 0x380e, 0x37f5, 0x3557, 0x2873, 0x390f, 0x39e7, 0x3939, 0x3669, 0x385c, 0x3a68, 0x32c4, 0x2b04, 0x2d6d, 0x39d3, 0x3895, 0x331d, 0x3b59, 0x3463, 0x2b6a, 0x31de, 0x3296, 
+0x3aae, 0x3bcd, 0x345a, 0x3897, 0x374b, 0x3bd4, 0x38a2, 0x357f, 0x3402, 0x3a0c, 0x3507, 0x3865, 0x3a54, 0x3878, 0x3859, 0x383e, 0x32b5, 0x34ea, 0x328d, 0x38b6, 0x3464, 0x2f5b, 0x35ff, 0x3817, 0x2f24, 0x3533, 0x3b21, 0x37ba, 0x3837, 0x2e34, 0x3bad, 0x34bc 
+};
\ No newline at end of file
diff --git a/hwpe/redmule_softclear/inc/x_input.h b/hwpe/redmule_softclear/inc/x_input.h
new file mode 100644
index 0000000..1e38d23
--- /dev/null
+++ b/hwpe/redmule_softclear/inc/x_input.h
@@ -0,0 +1,27 @@
+ /* Header file generated by RedMulE Golden Model */
+uint16_t x_inp [768] = {
+0x2153, 0x3bb5, 0x3896, 0x365f, 0x2483, 0x3518, 0x2dd1, 0x3bca, 0x397b, 0x29b1, 0x3705, 0x36c8, 0x398b, 0x3661, 0x2f05, 0x365a, 0x3bf9, 0x34df, 0x363b, 0x38d9, 0x39c6, 0x3abb, 0x3952, 0x38f2, 0x392d, 0x3b3e, 0x2afb, 0x3a9d, 0x353b, 0x3b73, 0x3a01, 0x3679, 
+0x3934, 0x397d, 0x2904, 0x3822, 0x3462, 0x3b44, 0x39e9, 0x28be, 0x331e, 0x3a1d, 0x39e5, 0x34da, 0x3a19, 0x3906, 0x1d35, 0x3871, 0x31e7, 0x3b29, 0x325d, 0x3797, 0x2b2f, 0x38b4, 0x232f, 0x38aa, 0x3aca, 0x316f, 0x3811, 0x3950, 0x32ea, 0x3bc7, 0x382c, 0x38a2, 
+0x29ce, 0x3afa, 0x3a39, 0x2ccc, 0x39fd, 0x3b3d, 0x384a, 0x3a35, 0x3802, 0x366a, 0x37ec, 0x3598, 0x3bf8, 0x3a85, 0x3a1b, 0x386e, 0x3b4c, 0x39de, 0x38c2, 0x2f93, 0x3b4c, 0x39c4, 0x3b9e, 0x3844, 0x346d, 0x3bff, 0x32ce, 0x296d, 0x3130, 0x3b3d, 0x3b44, 0x369d, 
+0x3b13, 0x31ed, 0x330a, 0x3831, 0x34e7, 0x37b3, 0x331a, 0x3918, 0x32d3, 0x3995, 0x3991, 0x3919, 0x3a26, 0x385b, 0x2b76, 0x3a3b, 0x37f2, 0x26a7, 0x3225, 0x3b64, 0x28f0, 0x3456, 0x3822, 0x341e, 0x381a, 0x38d8, 0x2c11, 0x33be, 0x33ac, 0x353f, 0x3476, 0x3abc, 
+0x36ec, 0x3a1d, 0x39d3, 0x3821, 0x36ac, 0x3bce, 0x3ad2, 0x3616, 0x36a1, 0x2cb3, 0x38d2, 0x314f, 0x385c, 0x3b63, 0x3bb6, 0x2951, 0x372d, 0x2c42, 0x3823, 0x3883, 0x3872, 0x31ee, 0x36c5, 0x399a, 0x31b0, 0x3887, 0x3884, 0x3865, 0x3896, 0x36c3, 0x32e3, 0x346c, 
+0x3935, 0x3b50, 0x2b6d, 0x38cd, 0x388f, 0x3389, 0x395d, 0x31cd, 0x2efd, 0x3154, 0x2f35, 0x3444, 0x3293, 0x3b6b, 0x1bec, 0x3b69, 0x3bf3, 0x3611, 0x3508, 0x3742, 0x3a50, 0x3ab7, 0x3457, 0x38d3, 0x3344, 0x38e8, 0x33c0, 0x3668, 0x3bee, 0x3b21, 0x3727, 0x3121, 
+0x316c, 0x3288, 0x2d50, 0x2e74, 0x35d5, 0x37e2, 0x303d, 0x36af, 0x341f, 0x3436, 0x2df7, 0x399d, 0x30f4, 0x3aaf, 0x34e4, 0x2c2a, 0x3116, 0x34d3, 0x36ac, 0x35e3, 0x3760, 0x36e1, 0x3ad2, 0x3547, 0x38f4, 0x369c, 0x3ba9, 0x34f0, 0x3a39, 0x3b19, 0x36e6, 0x395d, 
+0x3be8, 0x3293, 0x3bfc, 0x3435, 0x2eb3, 0x3360, 0x3919, 0x3bed, 0x396a, 0x37fc, 0x3242, 0x384b, 0x38cb, 0x3b2c, 0x3b28, 0x28cf, 0x3828, 0x3855, 0x3ba9, 0x2fa7, 0x340b, 0x32f1, 0x3ada, 0x36fa, 0x31f5, 0x3436, 0x29d0, 0x33e6, 0x3232, 0x3bec, 0x3904, 0x2797, 
+0x3b81, 0x3bac, 0x38d2, 0x343d, 0x31af, 0x3b1e, 0x33fc, 0x3864, 0x3624, 0x3905, 0x2945, 0x3b52, 0x2d08, 0x3a17, 0x3b84, 0x3804, 0x3a24, 0x38a3, 0x3562, 0x3ae6, 0x3bba, 0x3a45, 0x3679, 0x31fa, 0x3994, 0x2c3d, 0x383f, 0x399d, 0x34f7, 0x360e, 0x35f3, 0x38f0, 
+0x38d4, 0x399a, 0x3a48, 0x3987, 0x3b54, 0x382c, 0x3210, 0x35ef, 0x36ca, 0x31b4, 0x3625, 0x371f, 0x37bd, 0x3680, 0x3a3a, 0x3ac0, 0x3bbf, 0x3bf5, 0x39f2, 0x29c2, 0x363e, 0x3a4e, 0x3596, 0x3b1b, 0x3459, 0x3669, 0x3aa1, 0x39c3, 0x3376, 0x390d, 0x2456, 0x39b5, 
+0x3a66, 0x3ad8, 0x3b51, 0x36aa, 0x32be, 0x3ac8, 0x392b, 0x3740, 0x3a48, 0x38f5, 0x3b2d, 0x3a5f, 0x2ff3, 0x366f, 0x39d3, 0x35e5, 0x3822, 0x38db, 0x3b8a, 0x34be, 0x2d33, 0x36dd, 0x3578, 0x3bdf, 0x2c7e, 0x39cf, 0x32ff, 0x35c9, 0x3970, 0x3bcb, 0x351e, 0x3956, 
+0x2c42, 0x3308, 0x377a, 0x361c, 0x39a0, 0x36c9, 0x2dcb, 0x3bf2, 0x3b5f, 0x33ee, 0x24c1, 0x2ce9, 0x3927, 0x305d, 0x3702, 0x3119, 0x35f9, 0x3855, 0x3374, 0x349b, 0x3bcf, 0x2dea, 0x34f0, 0x363f, 0x37da, 0x3a74, 0x35fc, 0x35fa, 0x316b, 0x3804, 0x37a7, 0x3986, 
+0x3073, 0x3aed, 0x31c7, 0x3844, 0x34a4, 0x387d, 0x3a20, 0x3037, 0x3a00, 0x3b70, 0x377f, 0x3686, 0x3b7e, 0x38b3, 0x32e3, 0x3323, 0x391e, 0x3228, 0x3930, 0x3997, 0x3a5e, 0x398b, 0x3512, 0x35b0, 0x365c, 0x325d, 0x3b61, 0x38b8, 0x39a4, 0x3423, 0x3bd7, 0x38af, 
+0x2d3d, 0x382d, 0x38ac, 0x26ca, 0x395e, 0x21a8, 0x3520, 0x386f, 0x3b95, 0x32c0, 0x3b84, 0x3a51, 0x3b4b, 0x31d2, 0x3747, 0x3b96, 0x3b40, 0x3535, 0x38d1, 0x3899, 0x3b00, 0x3827, 0x3ae3, 0x38c8, 0x3a07, 0x338d, 0x2e96, 0x3a46, 0x394a, 0x39de, 0x2951, 0x3a02, 
+0x3838, 0x2d45, 0x28c0, 0x3958, 0x3070, 0x2aa2, 0x3510, 0x38ce, 0x271c, 0x3440, 0x3954, 0x30bc, 0x3b35, 0x2f1d, 0x3afb, 0x2dae, 0x356f, 0x2e13, 0x3981, 0x326d, 0x3a28, 0x3a36, 0x3a95, 0x38cb, 0x38db, 0x3150, 0x2c9e, 0x34c5, 0x3adb, 0x3bdf, 0x38f2, 0x3994, 
+0x36f8, 0x31c0, 0x3a4f, 0x3825, 0x394b, 0x3a8b, 0x38ac, 0x3167, 0x2e2d, 0x3a93, 0x34f3, 0x37bd, 0x3b63, 0x2f2f, 0x3ae0, 0x3ad8, 0x34a8, 0x2e1c, 0x3890, 0x3705, 0x3b69, 0x3bc1, 0x28af, 0x3b36, 0x348b, 0x3111, 0x3a8d, 0x389c, 0x3916, 0x36dc, 0x3bae, 0x3874, 
+0x3593, 0x3638, 0x3018, 0x3a56, 0x38a3, 0x2ad4, 0x3a25, 0x38d7, 0x3864, 0x31c1, 0x28d1, 0x39c8, 0x37d6, 0x2c7f, 0x3ba5, 0x34b8, 0x3bef, 0x3b83, 0x3ab5, 0x3062, 0x38bc, 0x399c, 0x2ce4, 0x2f2c, 0x39bf, 0x2ed1, 0x385f, 0x37e0, 0x35ee, 0x397d, 0x3b0c, 0x3049, 
+0x39d5, 0x322e, 0x3936, 0x3747, 0x2e15, 0x3b41, 0x3874, 0x3bd0, 0x2c04, 0x3800, 0x375b, 0x3b2d, 0x38d8, 0x3a51, 0x3406, 0x38da, 0x38ba, 0x3497, 0x382e, 0x35fc, 0x39d4, 0x3775, 0x3b1e, 0x3813, 0x3649, 0x31af, 0x37bb, 0x334a, 0x3a6e, 0x3284, 0x26e0, 0x2e01, 
+0x2ebb, 0x344b, 0x3821, 0x381a, 0x385a, 0x2534, 0x3635, 0x2a92, 0x3b8c, 0x31f0, 0x3947, 0x3ac7, 0x3743, 0x3924, 0x39e4, 0x358f, 0x2b62, 0x392c, 0x3955, 0x3341, 0x3676, 0x38ac, 0x3957, 0x335b, 0x2ca2, 0x39ff, 0x37cb, 0x341f, 0x3ac9, 0x3b6c, 0x2f14, 0x34c3, 
+0x3018, 0x3169, 0x355b, 0x3624, 0x31ed, 0x379e, 0x3268, 0x309b, 0x35db, 0x3872, 0x3bdb, 0x34c7, 0x3408, 0x3359, 0x3920, 0x331f, 0x3866, 0x3af0, 0x2a1a, 0x39e0, 0x3b14, 0x34fa, 0x2d18, 0x3963, 0x35e8, 0x2539, 0x38f5, 0x37b3, 0x378f, 0x31b5, 0x3a6c, 0x3685, 
+0x3a06, 0x318a, 0x2934, 0x33c1, 0x3be8, 0x375b, 0x3860, 0x3543, 0x3702, 0x3951, 0x3677, 0x37ff, 0x2e27, 0x2e3a, 0x340f, 0x3817, 0x2f04, 0x357e, 0x3a1d, 0x2dd6, 0x252a, 0x3945, 0x162a, 0x3b19, 0x3a53, 0x35d2, 0x3a5d, 0x3474, 0x38e9, 0x374b, 0x387c, 0x1f1a, 
+0x38ac, 0x3291, 0x3393, 0x3b53, 0x3169, 0x3bca, 0x2f1a, 0x3551, 0x38a3, 0x28e3, 0x369d, 0x34a1, 0x38a8, 0x34c3, 0x3841, 0x390d, 0x3b13, 0x3282, 0x3a29, 0x3a78, 0x2df3, 0x3a37, 0x35f4, 0x35a6, 0x38e8, 0x3328, 0x3beb, 0x390b, 0x32dc, 0x34dc, 0x396d, 0x3a78, 
+0x39ba, 0x3a06, 0x2cdd, 0x3bc3, 0x2d43, 0x2992, 0x3663, 0x3a68, 0x2c3e, 0x394e, 0x2c9f, 0x380e, 0x37f5, 0x3557, 0x2873, 0x390f, 0x39e7, 0x3939, 0x3669, 0x385c, 0x3a68, 0x32c4, 0x2b04, 0x2d6d, 0x39d3, 0x3895, 0x331d, 0x3b59, 0x3463, 0x2b6a, 0x31de, 0x3296, 
+0x3aae, 0x3bcd, 0x345a, 0x3897, 0x374b, 0x3bd4, 0x38a2, 0x357f, 0x3402, 0x3a0c, 0x3507, 0x3865, 0x3a54, 0x3878, 0x3859, 0x383e, 0x32b5, 0x34ea, 0x328d, 0x38b6, 0x3464, 0x2f5b, 0x35ff, 0x3817, 0x2f24, 0x3533, 0x3b21, 0x37ba, 0x3837, 0x2e34, 0x3bad, 0x34bc 
+};
\ No newline at end of file
diff --git a/hwpe/redmule_softclear/inc/y_2D.h b/hwpe/redmule_softclear/inc/y_2D.h
new file mode 100644
index 0000000..9484a10
--- /dev/null
+++ b/hwpe/redmule_softclear/inc/y_2D.h
@@ -0,0 +1,27 @@
+ /* Header file generated by RedMulE Golden Model */
+uint16_t y_inp_2D [32][32] = {
+0x3150, 0x2dc1, 0x3033, 0x31f5, 0x3bb6, 0x3bff, 0x39f9, 0x3662, 0x3720, 0x351d, 0x384b, 0x3093, 0x3b9d, 0x35ad, 0x3695, 0x3466, 0x2300, 0x3445, 0x33ae, 0x3586, 0x38a3, 0x3bdb, 0x33a2, 0x379b, 0x3a0e, 0x38b0, 0x39ba, 0x379b, 0x39d3, 0x3a51, 0x3b30, 0x3794, 
+0x3b76, 0x3042, 0x38cc, 0x2dfc, 0x3b1a, 0x37fb, 0x38f7, 0x3824, 0x386f, 0x38c7, 0x36ee, 0x3a9c, 0x38d3, 0x2c67, 0x3a80, 0x2f30, 0x3328, 0x3721, 0x3790, 0x34e5, 0x3a6c, 0x3643, 0x3934, 0x3034, 0x38d4, 0x362e, 0x3b4b, 0x3408, 0x30c2, 0x370e, 0x3b31, 0x3b16, 
+0x3b6b, 0x39d4, 0x339c, 0x381e, 0x313e, 0x3671, 0x3ae2, 0x3479, 0x3940, 0x342d, 0x3925, 0x370a, 0x35d8, 0x2dad, 0x3888, 0x24b9, 0x375d, 0x34bd, 0x3243, 0x2ebb, 0x3970, 0x3a21, 0x3a07, 0x3877, 0x3888, 0x3569, 0x372d, 0x2ac1, 0x331e, 0x384d, 0x3996, 0x34a4, 
+0x35c1, 0x33a9, 0x21ed, 0x3a42, 0x388d, 0x34e4, 0x33c3, 0x34f9, 0x3a7b, 0x33fb, 0x2cdd, 0x3b0e, 0x333b, 0x3973, 0x34fc, 0x3771, 0x32ea, 0x2de4, 0x31a8, 0x3946, 0x3657, 0x3a4e, 0x36f6, 0x2829, 0x3ba2, 0x3bdc, 0x3bb3, 0x306c, 0x398d, 0x3a1f, 0x3991, 0x3846, 
+0x3547, 0x3292, 0x2e85, 0x31ed, 0x3979, 0x3a90, 0x28a4, 0x3bed, 0x36d8, 0x340e, 0x3b6a, 0x3ab6, 0x3824, 0x382b, 0x3ac3, 0x3811, 0x36d7, 0x3519, 0x3a92, 0x3a42, 0x29d1, 0x383a, 0x3a9b, 0x300e, 0x2cd3, 0x39cd, 0x3874, 0x3a07, 0x2eb1, 0x3b86, 0x3ad8, 0x3a5d, 
+0x3712, 0x284a, 0x38c1, 0x3bec, 0x39c0, 0x32cd, 0x3ad8, 0x3bce, 0x3817, 0x3896, 0x3aa7, 0x3870, 0x3996, 0x32cc, 0x3a4c, 0x3757, 0x3814, 0x3b65, 0x3acb, 0x376e, 0x34c0, 0x3609, 0x3bf0, 0x3b24, 0x3b29, 0x3848, 0x34b7, 0x398a, 0x220c, 0x3498, 0x3a8c, 0x3883, 
+0x38c4, 0x3af6, 0x3a42, 0x2dd6, 0x3147, 0x3717, 0x3a8e, 0x3af9, 0x3296, 0x38ef, 0x34fa, 0x3555, 0x3b29, 0x38de, 0x315e, 0x3773, 0x3b67, 0x3116, 0x38ec, 0x357c, 0x35d0, 0x2518, 0x3958, 0x2a03, 0x37d9, 0x3699, 0x3a1e, 0x3230, 0x3b13, 0x36d4, 0x3b2a, 0x39ad, 
+0x3b10, 0x351a, 0x3b97, 0x3326, 0x2b54, 0x3b7d, 0x386f, 0x373e, 0x37fa, 0x389b, 0x3b90, 0x3292, 0x3975, 0x38f3, 0x37f1, 0x3590, 0x3810, 0x2fd7, 0x3bf7, 0x3a5a, 0x3a1c, 0x34dd, 0x354c, 0x32f8, 0x3095, 0x321e, 0x39e0, 0x395c, 0x3717, 0x357f, 0x394a, 0x34b1, 
+0x3ba4, 0x380c, 0x3604, 0x2f50, 0x348d, 0x3828, 0x3a9f, 0x39ce, 0x32ca, 0x3906, 0x3ab2, 0x2ca5, 0x38c9, 0x362a, 0x34b2, 0x29dc, 0x3a36, 0x3052, 0x31b7, 0x3589, 0x387c, 0x3401, 0x3b22, 0x3ad6, 0x3ae8, 0x3238, 0x3494, 0x3502, 0x3717, 0x3a6c, 0x3229, 0x368c, 
+0x3056, 0x3a56, 0x3498, 0x39eb, 0x2864, 0x342d, 0x39e0, 0x34a1, 0x2b99, 0x3a04, 0x38ff, 0x328c, 0x34d9, 0x387d, 0x3a3c, 0x32e5, 0x39eb, 0x3984, 0x34dd, 0x38a7, 0x373f, 0x39b4, 0x3235, 0x2f58, 0x2f39, 0x3800, 0x3758, 0x3939, 0x39fc, 0x3a4b, 0x38bf, 0x30ee, 
+0x345e, 0x39c8, 0x3a6d, 0x3262, 0x3b81, 0x31dc, 0x3a15, 0x3bd0, 0x36af, 0x36de, 0x37d5, 0x39d7, 0x3ad3, 0x3ac1, 0x3109, 0x35ea, 0x31c6, 0x398d, 0x3987, 0x3a4a, 0x34d2, 0x2ed2, 0x35e6, 0x352c, 0x39eb, 0x3bd6, 0x3a5b, 0x39d1, 0x34aa, 0x3ade, 0x394b, 0x38a1, 
+0x2bed, 0x38de, 0x3811, 0x3813, 0x391a, 0x374b, 0x3829, 0x3725, 0x38f0, 0x3583, 0x3966, 0x3a7d, 0x375a, 0x38fe, 0x3696, 0x361c, 0x39a8, 0x35f0, 0x38e1, 0x3003, 0x3595, 0x316e, 0x3862, 0x3af8, 0x3af2, 0x34c8, 0x381d, 0x37d8, 0x3893, 0x3a9c, 0x3989, 0x308c, 
+0x30cc, 0x2538, 0x399d, 0x3919, 0x399e, 0x21cc, 0x38e9, 0x30f8, 0x3a20, 0x3b3c, 0x3990, 0x259c, 0x3143, 0x3080, 0x3967, 0x3afb, 0x3a1b, 0x3779, 0x2eeb, 0x39f3, 0x379a, 0x369c, 0x3985, 0x3a1b, 0x3ba6, 0x3a53, 0x28d5, 0x3881, 0x31d9, 0x3a34, 0x3bd9, 0x393a, 
+0x3601, 0x2c6e, 0x3636, 0x3298, 0x39bb, 0x3a08, 0x38db, 0x35ad, 0x3a09, 0x36a6, 0x3bc7, 0x3bac, 0x34ae, 0x3291, 0x290b, 0x3250, 0x2648, 0x333d, 0x2bf3, 0x34b1, 0x30e0, 0x351f, 0x3a74, 0x38dc, 0x3883, 0x2841, 0x35e1, 0x390d, 0x3a50, 0x3abd, 0x386d, 0x3bb7, 
+0x3b94, 0x36b7, 0x3a49, 0x332f, 0x3a1d, 0x354b, 0x3bab, 0x3346, 0x3417, 0x351e, 0x3b6d, 0x391a, 0x2db3, 0x3b1c, 0x3a4a, 0x37b7, 0x36cf, 0x3a56, 0x39c4, 0x3be9, 0x34f0, 0x39be, 0x3691, 0x1ba5, 0x3888, 0x3040, 0x3ae1, 0x3b9b, 0x398f, 0x3a49, 0x3a16, 0x38c0, 
+0x386c, 0x39ab, 0x37fa, 0x382c, 0x3a6f, 0x393f, 0x340d, 0x38ef, 0x39d1, 0x3845, 0x398f, 0x363e, 0x3687, 0x3052, 0x3a2b, 0x392c, 0x2f5c, 0x3412, 0x3a1f, 0x3b2f, 0x3bcc, 0x3a63, 0x3a89, 0x36e9, 0x3921, 0x3b80, 0x2dc0, 0x3a03, 0x3beb, 0x38d3, 0x36cb, 0x39a3, 
+0x3978, 0x3a88, 0x3ba4, 0x3561, 0x28c5, 0x33a0, 0x37be, 0x2c39, 0x30ee, 0x3782, 0x2c07, 0x354e, 0x3491, 0x3a92, 0x331a, 0x3b15, 0x32e1, 0x3839, 0x3afb, 0x36c2, 0x2fd0, 0x29ad, 0x3b2e, 0x39c1, 0x2a8c, 0x341a, 0x2f90, 0x395a, 0x3969, 0x37ea, 0x3a5c, 0x3b6d, 
+0x3971, 0x3a93, 0x304e, 0x3623, 0x3a22, 0x31ee, 0x29df, 0x2c93, 0x3a01, 0x3a62, 0x366c, 0x371d, 0x3af3, 0x2e08, 0x3ac0, 0x3642, 0x3a28, 0x368d, 0x2d3d, 0x36d9, 0x32c3, 0x373f, 0x36fe, 0x3487, 0x2c81, 0x3623, 0x3b59, 0x3a91, 0x350a, 0x34f4, 0x3b09, 0x2c25, 
+0x3b13, 0x325a, 0x379e, 0x3a7d, 0x34b1, 0x39d5, 0x2ba8, 0x322b, 0x3b5e, 0x37ab, 0x2e24, 0x3ba9, 0x3a3d, 0x34f7, 0x3ba1, 0x3877, 0x3071, 0x39fb, 0x3bbd, 0x3633, 0x3b36, 0x2daa, 0x3b9b, 0x3aa0, 0x395c, 0x3b8f, 0x38d5, 0x3ab0, 0x3a8f, 0x36c2, 0x3b1f, 0x3489, 
+0x2acc, 0x3845, 0x3715, 0x37d8, 0x3992, 0x3bff, 0x350e, 0x3ad7, 0x39b0, 0x35ac, 0x3287, 0x385f, 0x3bd4, 0x37a3, 0x3438, 0x39a5, 0x3bcf, 0x38c3, 0x34f6, 0x3ae3, 0x3b57, 0x39af, 0x35eb, 0x3bed, 0x34d4, 0x2a95, 0x3b13, 0x384e, 0x3a3b, 0x33da, 0x3bce, 0x3b99, 
+0x3559, 0x3335, 0x3a2e, 0x3123, 0x38db, 0x33d0, 0x3638, 0x3b17, 0x3a72, 0x3afc, 0x3936, 0x3838, 0x2b69, 0x3895, 0x3a1a, 0x3192, 0x39d5, 0x37a5, 0x2eb0, 0x2e8b, 0x329a, 0x3b90, 0x390a, 0x3a1e, 0x3847, 0x375d, 0x3873, 0x35e2, 0x3771, 0x30f5, 0x3231, 0x3bd7, 
+0x2bbc, 0x3ace, 0x31ad, 0x3a6b, 0x28a4, 0x3b48, 0x3ba3, 0x3a84, 0x3353, 0x39f6, 0x381f, 0x2dd6, 0x314c, 0x34af, 0x3929, 0x3921, 0x383b, 0x34b0, 0x3923, 0x32c9, 0x3ae7, 0x318f, 0x3480, 0x2ad8, 0x3042, 0x3a4c, 0x349d, 0x2c12, 0x3abb, 0x3a57, 0x3b0d, 0x3111, 
+0x3359, 0x3a84, 0x38f2, 0x368d, 0x2f4b, 0x3ba0, 0x395c, 0x3026, 0x3a15, 0x2a04, 0x326e, 0x3522, 0x31a2, 0x382f, 0x2ada, 0x3b7c, 0x2f80, 0x3af5, 0x2d35, 0x38fa, 0x39ab, 0x2c6d, 0x2e7a, 0x39f6, 0x31a4, 0x3a53, 0x358c, 0x3951, 0x3a4e, 0x3916, 0x2a3f, 0x3ae9, 
+0x3b03, 0x39f8, 0x39fe, 0x3a61, 0x39fb, 0x3704, 0x360d, 0x39a7, 0x37a9, 0x348f, 0x3a30, 0x3af5, 0x366f, 0x3b29, 0x3a6a, 0x33d5, 0x370a, 0x39cd, 0x3444, 0x3bea, 0x3b2b, 0x312e, 0x3b8e, 0x32cf, 0x3b79, 0x3302, 0x3bba, 0x3962, 0x3413, 0x37a1, 0x39e0, 0x3805 
+};
\ No newline at end of file
diff --git a/hwpe/redmule_softclear/inc/y_input.h b/hwpe/redmule_softclear/inc/y_input.h
new file mode 100644
index 0000000..45a2375
--- /dev/null
+++ b/hwpe/redmule_softclear/inc/y_input.h
@@ -0,0 +1,27 @@
+ /* Header file generated by RedMulE Golden Model */
+uint16_t y_inp [768] = {
+0x3150, 0x2dc1, 0x3033, 0x31f5, 0x3bb6, 0x3bff, 0x39f9, 0x3662, 0x3720, 0x351d, 0x384b, 0x3093, 0x3b9d, 0x35ad, 0x3695, 0x3466, 0x2300, 0x3445, 0x33ae, 0x3586, 0x38a3, 0x3bdb, 0x33a2, 0x379b, 0x3a0e, 0x38b0, 0x39ba, 0x379b, 0x39d3, 0x3a51, 0x3b30, 0x3794, 
+0x3b76, 0x3042, 0x38cc, 0x2dfc, 0x3b1a, 0x37fb, 0x38f7, 0x3824, 0x386f, 0x38c7, 0x36ee, 0x3a9c, 0x38d3, 0x2c67, 0x3a80, 0x2f30, 0x3328, 0x3721, 0x3790, 0x34e5, 0x3a6c, 0x3643, 0x3934, 0x3034, 0x38d4, 0x362e, 0x3b4b, 0x3408, 0x30c2, 0x370e, 0x3b31, 0x3b16, 
+0x3b6b, 0x39d4, 0x339c, 0x381e, 0x313e, 0x3671, 0x3ae2, 0x3479, 0x3940, 0x342d, 0x3925, 0x370a, 0x35d8, 0x2dad, 0x3888, 0x24b9, 0x375d, 0x34bd, 0x3243, 0x2ebb, 0x3970, 0x3a21, 0x3a07, 0x3877, 0x3888, 0x3569, 0x372d, 0x2ac1, 0x331e, 0x384d, 0x3996, 0x34a4, 
+0x35c1, 0x33a9, 0x21ed, 0x3a42, 0x388d, 0x34e4, 0x33c3, 0x34f9, 0x3a7b, 0x33fb, 0x2cdd, 0x3b0e, 0x333b, 0x3973, 0x34fc, 0x3771, 0x32ea, 0x2de4, 0x31a8, 0x3946, 0x3657, 0x3a4e, 0x36f6, 0x2829, 0x3ba2, 0x3bdc, 0x3bb3, 0x306c, 0x398d, 0x3a1f, 0x3991, 0x3846, 
+0x3547, 0x3292, 0x2e85, 0x31ed, 0x3979, 0x3a90, 0x28a4, 0x3bed, 0x36d8, 0x340e, 0x3b6a, 0x3ab6, 0x3824, 0x382b, 0x3ac3, 0x3811, 0x36d7, 0x3519, 0x3a92, 0x3a42, 0x29d1, 0x383a, 0x3a9b, 0x300e, 0x2cd3, 0x39cd, 0x3874, 0x3a07, 0x2eb1, 0x3b86, 0x3ad8, 0x3a5d, 
+0x3712, 0x284a, 0x38c1, 0x3bec, 0x39c0, 0x32cd, 0x3ad8, 0x3bce, 0x3817, 0x3896, 0x3aa7, 0x3870, 0x3996, 0x32cc, 0x3a4c, 0x3757, 0x3814, 0x3b65, 0x3acb, 0x376e, 0x34c0, 0x3609, 0x3bf0, 0x3b24, 0x3b29, 0x3848, 0x34b7, 0x398a, 0x220c, 0x3498, 0x3a8c, 0x3883, 
+0x38c4, 0x3af6, 0x3a42, 0x2dd6, 0x3147, 0x3717, 0x3a8e, 0x3af9, 0x3296, 0x38ef, 0x34fa, 0x3555, 0x3b29, 0x38de, 0x315e, 0x3773, 0x3b67, 0x3116, 0x38ec, 0x357c, 0x35d0, 0x2518, 0x3958, 0x2a03, 0x37d9, 0x3699, 0x3a1e, 0x3230, 0x3b13, 0x36d4, 0x3b2a, 0x39ad, 
+0x3b10, 0x351a, 0x3b97, 0x3326, 0x2b54, 0x3b7d, 0x386f, 0x373e, 0x37fa, 0x389b, 0x3b90, 0x3292, 0x3975, 0x38f3, 0x37f1, 0x3590, 0x3810, 0x2fd7, 0x3bf7, 0x3a5a, 0x3a1c, 0x34dd, 0x354c, 0x32f8, 0x3095, 0x321e, 0x39e0, 0x395c, 0x3717, 0x357f, 0x394a, 0x34b1, 
+0x3ba4, 0x380c, 0x3604, 0x2f50, 0x348d, 0x3828, 0x3a9f, 0x39ce, 0x32ca, 0x3906, 0x3ab2, 0x2ca5, 0x38c9, 0x362a, 0x34b2, 0x29dc, 0x3a36, 0x3052, 0x31b7, 0x3589, 0x387c, 0x3401, 0x3b22, 0x3ad6, 0x3ae8, 0x3238, 0x3494, 0x3502, 0x3717, 0x3a6c, 0x3229, 0x368c, 
+0x3056, 0x3a56, 0x3498, 0x39eb, 0x2864, 0x342d, 0x39e0, 0x34a1, 0x2b99, 0x3a04, 0x38ff, 0x328c, 0x34d9, 0x387d, 0x3a3c, 0x32e5, 0x39eb, 0x3984, 0x34dd, 0x38a7, 0x373f, 0x39b4, 0x3235, 0x2f58, 0x2f39, 0x3800, 0x3758, 0x3939, 0x39fc, 0x3a4b, 0x38bf, 0x30ee, 
+0x345e, 0x39c8, 0x3a6d, 0x3262, 0x3b81, 0x31dc, 0x3a15, 0x3bd0, 0x36af, 0x36de, 0x37d5, 0x39d7, 0x3ad3, 0x3ac1, 0x3109, 0x35ea, 0x31c6, 0x398d, 0x3987, 0x3a4a, 0x34d2, 0x2ed2, 0x35e6, 0x352c, 0x39eb, 0x3bd6, 0x3a5b, 0x39d1, 0x34aa, 0x3ade, 0x394b, 0x38a1, 
+0x2bed, 0x38de, 0x3811, 0x3813, 0x391a, 0x374b, 0x3829, 0x3725, 0x38f0, 0x3583, 0x3966, 0x3a7d, 0x375a, 0x38fe, 0x3696, 0x361c, 0x39a8, 0x35f0, 0x38e1, 0x3003, 0x3595, 0x316e, 0x3862, 0x3af8, 0x3af2, 0x34c8, 0x381d, 0x37d8, 0x3893, 0x3a9c, 0x3989, 0x308c, 
+0x30cc, 0x2538, 0x399d, 0x3919, 0x399e, 0x21cc, 0x38e9, 0x30f8, 0x3a20, 0x3b3c, 0x3990, 0x259c, 0x3143, 0x3080, 0x3967, 0x3afb, 0x3a1b, 0x3779, 0x2eeb, 0x39f3, 0x379a, 0x369c, 0x3985, 0x3a1b, 0x3ba6, 0x3a53, 0x28d5, 0x3881, 0x31d9, 0x3a34, 0x3bd9, 0x393a, 
+0x3601, 0x2c6e, 0x3636, 0x3298, 0x39bb, 0x3a08, 0x38db, 0x35ad, 0x3a09, 0x36a6, 0x3bc7, 0x3bac, 0x34ae, 0x3291, 0x290b, 0x3250, 0x2648, 0x333d, 0x2bf3, 0x34b1, 0x30e0, 0x351f, 0x3a74, 0x38dc, 0x3883, 0x2841, 0x35e1, 0x390d, 0x3a50, 0x3abd, 0x386d, 0x3bb7, 
+0x3b94, 0x36b7, 0x3a49, 0x332f, 0x3a1d, 0x354b, 0x3bab, 0x3346, 0x3417, 0x351e, 0x3b6d, 0x391a, 0x2db3, 0x3b1c, 0x3a4a, 0x37b7, 0x36cf, 0x3a56, 0x39c4, 0x3be9, 0x34f0, 0x39be, 0x3691, 0x1ba5, 0x3888, 0x3040, 0x3ae1, 0x3b9b, 0x398f, 0x3a49, 0x3a16, 0x38c0, 
+0x386c, 0x39ab, 0x37fa, 0x382c, 0x3a6f, 0x393f, 0x340d, 0x38ef, 0x39d1, 0x3845, 0x398f, 0x363e, 0x3687, 0x3052, 0x3a2b, 0x392c, 0x2f5c, 0x3412, 0x3a1f, 0x3b2f, 0x3bcc, 0x3a63, 0x3a89, 0x36e9, 0x3921, 0x3b80, 0x2dc0, 0x3a03, 0x3beb, 0x38d3, 0x36cb, 0x39a3, 
+0x3978, 0x3a88, 0x3ba4, 0x3561, 0x28c5, 0x33a0, 0x37be, 0x2c39, 0x30ee, 0x3782, 0x2c07, 0x354e, 0x3491, 0x3a92, 0x331a, 0x3b15, 0x32e1, 0x3839, 0x3afb, 0x36c2, 0x2fd0, 0x29ad, 0x3b2e, 0x39c1, 0x2a8c, 0x341a, 0x2f90, 0x395a, 0x3969, 0x37ea, 0x3a5c, 0x3b6d, 
+0x3971, 0x3a93, 0x304e, 0x3623, 0x3a22, 0x31ee, 0x29df, 0x2c93, 0x3a01, 0x3a62, 0x366c, 0x371d, 0x3af3, 0x2e08, 0x3ac0, 0x3642, 0x3a28, 0x368d, 0x2d3d, 0x36d9, 0x32c3, 0x373f, 0x36fe, 0x3487, 0x2c81, 0x3623, 0x3b59, 0x3a91, 0x350a, 0x34f4, 0x3b09, 0x2c25, 
+0x3b13, 0x325a, 0x379e, 0x3a7d, 0x34b1, 0x39d5, 0x2ba8, 0x322b, 0x3b5e, 0x37ab, 0x2e24, 0x3ba9, 0x3a3d, 0x34f7, 0x3ba1, 0x3877, 0x3071, 0x39fb, 0x3bbd, 0x3633, 0x3b36, 0x2daa, 0x3b9b, 0x3aa0, 0x395c, 0x3b8f, 0x38d5, 0x3ab0, 0x3a8f, 0x36c2, 0x3b1f, 0x3489, 
+0x2acc, 0x3845, 0x3715, 0x37d8, 0x3992, 0x3bff, 0x350e, 0x3ad7, 0x39b0, 0x35ac, 0x3287, 0x385f, 0x3bd4, 0x37a3, 0x3438, 0x39a5, 0x3bcf, 0x38c3, 0x34f6, 0x3ae3, 0x3b57, 0x39af, 0x35eb, 0x3bed, 0x34d4, 0x2a95, 0x3b13, 0x384e, 0x3a3b, 0x33da, 0x3bce, 0x3b99, 
+0x3559, 0x3335, 0x3a2e, 0x3123, 0x38db, 0x33d0, 0x3638, 0x3b17, 0x3a72, 0x3afc, 0x3936, 0x3838, 0x2b69, 0x3895, 0x3a1a, 0x3192, 0x39d5, 0x37a5, 0x2eb0, 0x2e8b, 0x329a, 0x3b90, 0x390a, 0x3a1e, 0x3847, 0x375d, 0x3873, 0x35e2, 0x3771, 0x30f5, 0x3231, 0x3bd7, 
+0x2bbc, 0x3ace, 0x31ad, 0x3a6b, 0x28a4, 0x3b48, 0x3ba3, 0x3a84, 0x3353, 0x39f6, 0x381f, 0x2dd6, 0x314c, 0x34af, 0x3929, 0x3921, 0x383b, 0x34b0, 0x3923, 0x32c9, 0x3ae7, 0x318f, 0x3480, 0x2ad8, 0x3042, 0x3a4c, 0x349d, 0x2c12, 0x3abb, 0x3a57, 0x3b0d, 0x3111, 
+0x3359, 0x3a84, 0x38f2, 0x368d, 0x2f4b, 0x3ba0, 0x395c, 0x3026, 0x3a15, 0x2a04, 0x326e, 0x3522, 0x31a2, 0x382f, 0x2ada, 0x3b7c, 0x2f80, 0x3af5, 0x2d35, 0x38fa, 0x39ab, 0x2c6d, 0x2e7a, 0x39f6, 0x31a4, 0x3a53, 0x358c, 0x3951, 0x3a4e, 0x3916, 0x2a3f, 0x3ae9, 
+0x3b03, 0x39f8, 0x39fe, 0x3a61, 0x39fb, 0x3704, 0x360d, 0x39a7, 0x37a9, 0x348f, 0x3a30, 0x3af5, 0x366f, 0x3b29, 0x3a6a, 0x33d5, 0x370a, 0x39cd, 0x3444, 0x3bea, 0x3b2b, 0x312e, 0x3b8e, 0x32cf, 0x3b79, 0x3302, 0x3bba, 0x3962, 0x3413, 0x37a1, 0x39e0, 0x3805 
+};
\ No newline at end of file
diff --git a/hwpe/redmule_softclear/inc/z_2D.h b/hwpe/redmule_softclear/inc/z_2D.h
new file mode 100644
index 0000000..aff808a
--- /dev/null
+++ b/hwpe/redmule_softclear/inc/z_2D.h
@@ -0,0 +1,27 @@
+ /* Header file generated by RedMulE Golden Model */
+uint16_t z_oup_2D [24][32] = {
+0x4845, 0x4897, 0x4608, 0x4838, 0x4855, 0x487b, 0x4869, 0x4880, 0x46d1, 0x48b0, 0x48db, 0x483f, 0x48c9, 0x485f, 0x4881, 0x483a, 0x484b, 0x472c, 0x4762, 0x492b, 0x4822, 0x48fd, 0x488e, 0x492e, 0x483e, 0x484f, 0x49e8, 0x46d7, 0x484b, 0x489d, 0x490b, 0x47e9, 
+0x484f, 0x47d2, 0x44be, 0x4747, 0x47c7, 0x46c0, 0x4727, 0x48af, 0x46c5, 0x482d, 0x483d, 0x482e, 0x4897, 0x479f, 0x488b, 0x4749, 0x489a, 0x46a8, 0x46f2, 0x488b, 0x4891, 0x47e8, 0x4872, 0x483d, 0x4716, 0x46fd, 0x49b5, 0x46a0, 0x46e7, 0x47a4, 0x48a1, 0x4767, 
+0x4939, 0x4935, 0x4703, 0x48c1, 0x4863, 0x48bd, 0x4913, 0x48cf, 0x48b6, 0x48b8, 0x4946, 0x4920, 0x495e, 0x48e1, 0x4938, 0x48b2, 0x493a, 0x4882, 0x483b, 0x49d5, 0x4911, 0x4972, 0x496b, 0x49df, 0x48f2, 0x4888, 0x4a46, 0x4821, 0x48c1, 0x490c, 0x49b2, 0x48a3, 
+0x463a, 0x47b0, 0x44cb, 0x4762, 0x4765, 0x46b9, 0x466a, 0x4814, 0x4631, 0x4796, 0x4666, 0x474b, 0x4798, 0x4704, 0x4838, 0x4761, 0x47d3, 0x4590, 0x45ea, 0x48a2, 0x47f1, 0x4844, 0x484b, 0x4776, 0x47d6, 0x46d8, 0x48f3, 0x44d3, 0x46fa, 0x478d, 0x481e, 0x466e, 
+0x4827, 0x481e, 0x45a2, 0x4794, 0x4727, 0x4806, 0x475d, 0x48d5, 0x4708, 0x4828, 0x4862, 0x480d, 0x4895, 0x4832, 0x48bd, 0x47f1, 0x482a, 0x46a7, 0x47b1, 0x492d, 0x484d, 0x4884, 0x48dc, 0x485f, 0x476d, 0x480c, 0x48e9, 0x46d3, 0x4728, 0x4884, 0x48a0, 0x480e, 
+0x4862, 0x4813, 0x4675, 0x485a, 0x47e8, 0x4738, 0x4836, 0x4823, 0x46e7, 0x4821, 0x4822, 0x47b3, 0x4846, 0x4855, 0x4863, 0x4717, 0x4872, 0x47c1, 0x46d5, 0x488e, 0x47e2, 0x485f, 0x487c, 0x48b8, 0x481e, 0x4788, 0x48bd, 0x4677, 0x46c9, 0x47f8, 0x48fe, 0x47fc, 
+0x47a0, 0x47b2, 0x4588, 0x467e, 0x4662, 0x46c7, 0x46e8, 0x4812, 0x4536, 0x474e, 0x46c0, 0x468f, 0x481f, 0x4679, 0x46a1, 0x46e2, 0x4809, 0x4560, 0x4630, 0x47eb, 0x46b5, 0x4757, 0x4848, 0x477f, 0x46a6, 0x46d8, 0x4870, 0x459a, 0x4670, 0x4678, 0x47d2, 0x468c, 
+0x4762, 0x48c4, 0x46e3, 0x4791, 0x46b1, 0x486d, 0x47d0, 0x4867, 0x468d, 0x47f6, 0x48a5, 0x4756, 0x4857, 0x4854, 0x4866, 0x4838, 0x484d, 0x46ec, 0x47d2, 0x48f6, 0x484a, 0x4879, 0x4848, 0x483c, 0x471d, 0x4806, 0x48fa, 0x4730, 0x4768, 0x47b8, 0x4865, 0x46f9, 
+0x48a8, 0x4918, 0x46ca, 0x4867, 0x4800, 0x4862, 0x48d3, 0x4910, 0x474e, 0x4849, 0x48eb, 0x486b, 0x4966, 0x48c5, 0x48f4, 0x4830, 0x48f9, 0x4778, 0x481e, 0x499e, 0x48cf, 0x48f1, 0x4982, 0x4923, 0x487c, 0x47cf, 0x49ea, 0x4649, 0x4773, 0x495e, 0x48b2, 0x483f, 
+0x48a7, 0x4975, 0x4616, 0x481e, 0x481f, 0x4866, 0x48b6, 0x4864, 0x47dc, 0x4873, 0x485c, 0x487f, 0x4938, 0x491f, 0x490d, 0x48b6, 0x48f8, 0x48a1, 0x4859, 0x492d, 0x489c, 0x4915, 0x4899, 0x4887, 0x486c, 0x4859, 0x49ca, 0x471e, 0x4867, 0x4918, 0x48d3, 0x4827, 
+0x488b, 0x4998, 0x4704, 0x481d, 0x48b8, 0x4880, 0x4876, 0x4944, 0x470c, 0x48f2, 0x48b9, 0x489b, 0x4956, 0x48e5, 0x48d6, 0x48a5, 0x48dc, 0x4856, 0x484e, 0x49ab, 0x48e0, 0x490e, 0x48dd, 0x4945, 0x488b, 0x48dd, 0x4a32, 0x47ea, 0x4835, 0x4911, 0x4965, 0x4819, 
+0x460e, 0x481e, 0x452c, 0x4673, 0x475c, 0x4717, 0x46f6, 0x46d0, 0x4696, 0x46bc, 0x4726, 0x481e, 0x4763, 0x46ea, 0x46fe, 0x4758, 0x478b, 0x4627, 0x4704, 0x483f, 0x46ad, 0x47b1, 0x4792, 0x4816, 0x46f2, 0x4684, 0x4827, 0x45a8, 0x472f, 0x47a4, 0x4797, 0x462b, 
+0x483f, 0x48ab, 0x468f, 0x4863, 0x485a, 0x4766, 0x481d, 0x48cb, 0x47dc, 0x4903, 0x48fc, 0x4830, 0x48cc, 0x483e, 0x48ab, 0x4864, 0x4966, 0x4763, 0x4794, 0x499d, 0x488e, 0x488b, 0x48dc, 0x4960, 0x4854, 0x484c, 0x499c, 0x474c, 0x4826, 0x48bc, 0x4949, 0x4883, 
+0x489d, 0x4905, 0x4718, 0x481e, 0x48e3, 0x48f4, 0x48c1, 0x4904, 0x47e8, 0x48b3, 0x4892, 0x48d4, 0x48ff, 0x4894, 0x48d5, 0x4886, 0x48fa, 0x4803, 0x47d2, 0x492e, 0x4870, 0x48b2, 0x48e5, 0x492b, 0x487b, 0x4785, 0x49e3, 0x471d, 0x4837, 0x48bf, 0x489b, 0x48c4, 
+0x475c, 0x4871, 0x464a, 0x4811, 0x47af, 0x471c, 0x4817, 0x4817, 0x463b, 0x484e, 0x477f, 0x464f, 0x4704, 0x487c, 0x47a3, 0x4725, 0x4853, 0x462a, 0x465a, 0x4860, 0x4736, 0x4880, 0x47e1, 0x482b, 0x4811, 0x46c0, 0x48dc, 0x475d, 0x4668, 0x4806, 0x4893, 0x46f4, 
+0x4858, 0x4959, 0x463d, 0x487b, 0x480f, 0x484e, 0x48c0, 0x48a6, 0x4847, 0x4894, 0x48a0, 0x484a, 0x491e, 0x48f4, 0x48fc, 0x48b5, 0x48ce, 0x47d2, 0x47db, 0x497f, 0x4955, 0x4939, 0x48a7, 0x48ce, 0x4890, 0x4884, 0x49d6, 0x4763, 0x486e, 0x4922, 0x48f4, 0x48c3, 
+0x47ec, 0x491c, 0x4698, 0x4783, 0x4715, 0x4754, 0x4745, 0x4752, 0x472f, 0x4832, 0x4817, 0x4809, 0x47f8, 0x48c3, 0x47e6, 0x4800, 0x48b6, 0x4730, 0x480a, 0x48cb, 0x479e, 0x488e, 0x47c2, 0x488e, 0x472f, 0x47ee, 0x489d, 0x4744, 0x4755, 0x4851, 0x4846, 0x47d3, 
+0x4838, 0x48a0, 0x4634, 0x4762, 0x4786, 0x4806, 0x47e3, 0x482d, 0x4726, 0x486c, 0x47b7, 0x4803, 0x48ac, 0x4814, 0x48e0, 0x4839, 0x4827, 0x4750, 0x46f2, 0x48c5, 0x483f, 0x4886, 0x48ad, 0x4856, 0x47e8, 0x47a9, 0x4937, 0x4743, 0x46d0, 0x481f, 0x484c, 0x4804, 
+0x47fd, 0x481f, 0x456d, 0x4813, 0x474d, 0x4807, 0x4688, 0x480e, 0x46e8, 0x4810, 0x469f, 0x4799, 0x4853, 0x478f, 0x47f2, 0x4824, 0x47d0, 0x471f, 0x46da, 0x485f, 0x4813, 0x481c, 0x482e, 0x4863, 0x4786, 0x480b, 0x48c9, 0x46b8, 0x475a, 0x46e2, 0x4852, 0x46c5, 
+0x45af, 0x4802, 0x4466, 0x46c2, 0x465d, 0x4743, 0x46b7, 0x47ba, 0x4636, 0x46c3, 0x4677, 0x4784, 0x485a, 0x47c2, 0x46dc, 0x46ac, 0x47de, 0x460e, 0x465f, 0x4834, 0x47f4, 0x4769, 0x46fc, 0x4810, 0x45fd, 0x45ea, 0x48d0, 0x45b5, 0x4704, 0x4783, 0x4830, 0x46c4, 
+0x4759, 0x47c7, 0x453d, 0x45b0, 0x4741, 0x4702, 0x4736, 0x4793, 0x461b, 0x47ba, 0x470b, 0x46dd, 0x4657, 0x470b, 0x470d, 0x4710, 0x486c, 0x468f, 0x45c3, 0x46ba, 0x479d, 0x483b, 0x46c9, 0x4774, 0x46a9, 0x46a7, 0x4833, 0x4606, 0x4690, 0x46a9, 0x46f5, 0x46a7, 
+0x47ac, 0x48bb, 0x452c, 0x4803, 0x470f, 0x4824, 0x47d5, 0x48cb, 0x4707, 0x484a, 0x4832, 0x4797, 0x4851, 0x482c, 0x487a, 0x4877, 0x4891, 0x465d, 0x47f4, 0x48ce, 0x4898, 0x4899, 0x484e, 0x486a, 0x47ac, 0x47f0, 0x493e, 0x4611, 0x47e2, 0x489e, 0x488c, 0x46af, 
+0x4665, 0x4836, 0x45e4, 0x46b6, 0x46a1, 0x46b9, 0x46c8, 0x46dd, 0x4658, 0x474b, 0x467b, 0x4777, 0x4769, 0x4798, 0x4785, 0x475e, 0x472a, 0x4656, 0x45fb, 0x4881, 0x46fc, 0x472d, 0x476e, 0x47a3, 0x465d, 0x46ca, 0x4855, 0x4500, 0x464f, 0x479a, 0x46c3, 0x4738, 
+0x481e, 0x486c, 0x4659, 0x4801, 0x4756, 0x477a, 0x47d5, 0x487b, 0x4706, 0x4808, 0x484f, 0x4838, 0x4870, 0x4863, 0x48d3, 0x4806, 0x4865, 0x4771, 0x46be, 0x494c, 0x4915, 0x484c, 0x4900, 0x4862, 0x481a, 0x46e8, 0x4974, 0x46a0, 0x4775, 0x483d, 0x487c, 0x480e 
+};
\ No newline at end of file
diff --git a/hwpe/redmule_softclear/inc/z_output.h b/hwpe/redmule_softclear/inc/z_output.h
new file mode 100644
index 0000000..96c7e5f
--- /dev/null
+++ b/hwpe/redmule_softclear/inc/z_output.h
@@ -0,0 +1,27 @@
+ /* Header file generated by RedMulE Golden Model */
+uint16_t z_oup [768] = {
+0x4845, 0x4897, 0x4608, 0x4838, 0x4855, 0x487b, 0x4869, 0x4880, 0x46d1, 0x48b0, 0x48db, 0x483f, 0x48c9, 0x485f, 0x4881, 0x483a, 0x484b, 0x472c, 0x4762, 0x492b, 0x4822, 0x48fd, 0x488e, 0x492e, 0x483e, 0x484f, 0x49e8, 0x46d7, 0x484b, 0x489d, 0x490b, 0x47e9, 
+0x484f, 0x47d2, 0x44be, 0x4747, 0x47c7, 0x46c0, 0x4727, 0x48af, 0x46c5, 0x482d, 0x483d, 0x482e, 0x4897, 0x479f, 0x488b, 0x4749, 0x489a, 0x46a8, 0x46f2, 0x488b, 0x4891, 0x47e8, 0x4872, 0x483d, 0x4716, 0x46fd, 0x49b5, 0x46a0, 0x46e7, 0x47a4, 0x48a1, 0x4767, 
+0x4939, 0x4935, 0x4703, 0x48c1, 0x4863, 0x48bd, 0x4913, 0x48cf, 0x48b6, 0x48b8, 0x4946, 0x4920, 0x495e, 0x48e1, 0x4938, 0x48b2, 0x493a, 0x4882, 0x483b, 0x49d5, 0x4911, 0x4972, 0x496b, 0x49df, 0x48f2, 0x4888, 0x4a46, 0x4821, 0x48c1, 0x490c, 0x49b2, 0x48a3, 
+0x463a, 0x47b0, 0x44cb, 0x4762, 0x4765, 0x46b9, 0x466a, 0x4814, 0x4631, 0x4796, 0x4666, 0x474b, 0x4798, 0x4704, 0x4838, 0x4761, 0x47d3, 0x4590, 0x45ea, 0x48a2, 0x47f1, 0x4844, 0x484b, 0x4776, 0x47d6, 0x46d8, 0x48f3, 0x44d3, 0x46fa, 0x478d, 0x481e, 0x466e, 
+0x4827, 0x481e, 0x45a2, 0x4794, 0x4727, 0x4806, 0x475d, 0x48d5, 0x4708, 0x4828, 0x4862, 0x480d, 0x4895, 0x4832, 0x48bd, 0x47f1, 0x482a, 0x46a7, 0x47b1, 0x492d, 0x484d, 0x4884, 0x48dc, 0x485f, 0x476d, 0x480c, 0x48e9, 0x46d3, 0x4728, 0x4884, 0x48a0, 0x480e, 
+0x4862, 0x4813, 0x4675, 0x485a, 0x47e8, 0x4738, 0x4836, 0x4823, 0x46e7, 0x4821, 0x4822, 0x47b3, 0x4846, 0x4855, 0x4863, 0x4717, 0x4872, 0x47c1, 0x46d5, 0x488e, 0x47e2, 0x485f, 0x487c, 0x48b8, 0x481e, 0x4788, 0x48bd, 0x4677, 0x46c9, 0x47f8, 0x48fe, 0x47fc, 
+0x47a0, 0x47b2, 0x4588, 0x467e, 0x4662, 0x46c7, 0x46e8, 0x4812, 0x4536, 0x474e, 0x46c0, 0x468f, 0x481f, 0x4679, 0x46a1, 0x46e2, 0x4809, 0x4560, 0x4630, 0x47eb, 0x46b5, 0x4757, 0x4848, 0x477f, 0x46a6, 0x46d8, 0x4870, 0x459a, 0x4670, 0x4678, 0x47d2, 0x468c, 
+0x4762, 0x48c4, 0x46e3, 0x4791, 0x46b1, 0x486d, 0x47d0, 0x4867, 0x468d, 0x47f6, 0x48a5, 0x4756, 0x4857, 0x4854, 0x4866, 0x4838, 0x484d, 0x46ec, 0x47d2, 0x48f6, 0x484a, 0x4879, 0x4848, 0x483c, 0x471d, 0x4806, 0x48fa, 0x4730, 0x4768, 0x47b8, 0x4865, 0x46f9, 
+0x48a8, 0x4918, 0x46ca, 0x4867, 0x4800, 0x4862, 0x48d3, 0x4910, 0x474e, 0x4849, 0x48eb, 0x486b, 0x4966, 0x48c5, 0x48f4, 0x4830, 0x48f9, 0x4778, 0x481e, 0x499e, 0x48cf, 0x48f1, 0x4982, 0x4923, 0x487c, 0x47cf, 0x49ea, 0x4649, 0x4773, 0x495e, 0x48b2, 0x483f, 
+0x48a7, 0x4975, 0x4616, 0x481e, 0x481f, 0x4866, 0x48b6, 0x4864, 0x47dc, 0x4873, 0x485c, 0x487f, 0x4938, 0x491f, 0x490d, 0x48b6, 0x48f8, 0x48a1, 0x4859, 0x492d, 0x489c, 0x4915, 0x4899, 0x4887, 0x486c, 0x4859, 0x49ca, 0x471e, 0x4867, 0x4918, 0x48d3, 0x4827, 
+0x488b, 0x4998, 0x4704, 0x481d, 0x48b8, 0x4880, 0x4876, 0x4944, 0x470c, 0x48f2, 0x48b9, 0x489b, 0x4956, 0x48e5, 0x48d6, 0x48a5, 0x48dc, 0x4856, 0x484e, 0x49ab, 0x48e0, 0x490e, 0x48dd, 0x4945, 0x488b, 0x48dd, 0x4a32, 0x47ea, 0x4835, 0x4911, 0x4965, 0x4819, 
+0x460e, 0x481e, 0x452c, 0x4673, 0x475c, 0x4717, 0x46f6, 0x46d0, 0x4696, 0x46bc, 0x4726, 0x481e, 0x4763, 0x46ea, 0x46fe, 0x4758, 0x478b, 0x4627, 0x4704, 0x483f, 0x46ad, 0x47b1, 0x4792, 0x4816, 0x46f2, 0x4684, 0x4827, 0x45a8, 0x472f, 0x47a4, 0x4797, 0x462b, 
+0x483f, 0x48ab, 0x468f, 0x4863, 0x485a, 0x4766, 0x481d, 0x48cb, 0x47dc, 0x4903, 0x48fc, 0x4830, 0x48cc, 0x483e, 0x48ab, 0x4864, 0x4966, 0x4763, 0x4794, 0x499d, 0x488e, 0x488b, 0x48dc, 0x4960, 0x4854, 0x484c, 0x499c, 0x474c, 0x4826, 0x48bc, 0x4949, 0x4883, 
+0x489d, 0x4905, 0x4718, 0x481e, 0x48e3, 0x48f4, 0x48c1, 0x4904, 0x47e8, 0x48b3, 0x4892, 0x48d4, 0x48ff, 0x4894, 0x48d5, 0x4886, 0x48fa, 0x4803, 0x47d2, 0x492e, 0x4870, 0x48b2, 0x48e5, 0x492b, 0x487b, 0x4785, 0x49e3, 0x471d, 0x4837, 0x48bf, 0x489b, 0x48c4, 
+0x475c, 0x4871, 0x464a, 0x4811, 0x47af, 0x471c, 0x4817, 0x4817, 0x463b, 0x484e, 0x477f, 0x464f, 0x4704, 0x487c, 0x47a3, 0x4725, 0x4853, 0x462a, 0x465a, 0x4860, 0x4736, 0x4880, 0x47e1, 0x482b, 0x4811, 0x46c0, 0x48dc, 0x475d, 0x4668, 0x4806, 0x4893, 0x46f4, 
+0x4858, 0x4959, 0x463d, 0x487b, 0x480f, 0x484e, 0x48c0, 0x48a6, 0x4847, 0x4894, 0x48a0, 0x484a, 0x491e, 0x48f4, 0x48fc, 0x48b5, 0x48ce, 0x47d2, 0x47db, 0x497f, 0x4955, 0x4939, 0x48a7, 0x48ce, 0x4890, 0x4884, 0x49d6, 0x4763, 0x486e, 0x4922, 0x48f4, 0x48c3, 
+0x47ec, 0x491c, 0x4698, 0x4783, 0x4715, 0x4754, 0x4745, 0x4752, 0x472f, 0x4832, 0x4817, 0x4809, 0x47f8, 0x48c3, 0x47e6, 0x4800, 0x48b6, 0x4730, 0x480a, 0x48cb, 0x479e, 0x488e, 0x47c2, 0x488e, 0x472f, 0x47ee, 0x489d, 0x4744, 0x4755, 0x4851, 0x4846, 0x47d3, 
+0x4838, 0x48a0, 0x4634, 0x4762, 0x4786, 0x4806, 0x47e3, 0x482d, 0x4726, 0x486c, 0x47b7, 0x4803, 0x48ac, 0x4814, 0x48e0, 0x4839, 0x4827, 0x4750, 0x46f2, 0x48c5, 0x483f, 0x4886, 0x48ad, 0x4856, 0x47e8, 0x47a9, 0x4937, 0x4743, 0x46d0, 0x481f, 0x484c, 0x4804, 
+0x47fd, 0x481f, 0x456d, 0x4813, 0x474d, 0x4807, 0x4688, 0x480e, 0x46e8, 0x4810, 0x469f, 0x4799, 0x4853, 0x478f, 0x47f2, 0x4824, 0x47d0, 0x471f, 0x46da, 0x485f, 0x4813, 0x481c, 0x482e, 0x4863, 0x4786, 0x480b, 0x48c9, 0x46b8, 0x475a, 0x46e2, 0x4852, 0x46c5, 
+0x45af, 0x4802, 0x4466, 0x46c2, 0x465d, 0x4743, 0x46b7, 0x47ba, 0x4636, 0x46c3, 0x4677, 0x4784, 0x485a, 0x47c2, 0x46dc, 0x46ac, 0x47de, 0x460e, 0x465f, 0x4834, 0x47f4, 0x4769, 0x46fc, 0x4810, 0x45fd, 0x45ea, 0x48d0, 0x45b5, 0x4704, 0x4783, 0x4830, 0x46c4, 
+0x4759, 0x47c7, 0x453d, 0x45b0, 0x4741, 0x4702, 0x4736, 0x4793, 0x461b, 0x47ba, 0x470b, 0x46dd, 0x4657, 0x470b, 0x470d, 0x4710, 0x486c, 0x468f, 0x45c3, 0x46ba, 0x479d, 0x483b, 0x46c9, 0x4774, 0x46a9, 0x46a7, 0x4833, 0x4606, 0x4690, 0x46a9, 0x46f5, 0x46a7, 
+0x47ac, 0x48bb, 0x452c, 0x4803, 0x470f, 0x4824, 0x47d5, 0x48cb, 0x4707, 0x484a, 0x4832, 0x4797, 0x4851, 0x482c, 0x487a, 0x4877, 0x4891, 0x465d, 0x47f4, 0x48ce, 0x4898, 0x4899, 0x484e, 0x486a, 0x47ac, 0x47f0, 0x493e, 0x4611, 0x47e2, 0x489e, 0x488c, 0x46af, 
+0x4665, 0x4836, 0x45e4, 0x46b6, 0x46a1, 0x46b9, 0x46c8, 0x46dd, 0x4658, 0x474b, 0x467b, 0x4777, 0x4769, 0x4798, 0x4785, 0x475e, 0x472a, 0x4656, 0x45fb, 0x4881, 0x46fc, 0x472d, 0x476e, 0x47a3, 0x465d, 0x46ca, 0x4855, 0x4500, 0x464f, 0x479a, 0x46c3, 0x4738, 
+0x481e, 0x486c, 0x4659, 0x4801, 0x4756, 0x477a, 0x47d5, 0x487b, 0x4706, 0x4808, 0x484f, 0x4838, 0x4870, 0x4863, 0x48d3, 0x4806, 0x4865, 0x4771, 0x46be, 0x494c, 0x4915, 0x484c, 0x4900, 0x4862, 0x481a, 0x46e8, 0x4974, 0x46a0, 0x4775, 0x483d, 0x487c, 0x480e 
+};
\ No newline at end of file
diff --git a/hwpe/redmule_softclear/pulp_inject_fault.tcl b/hwpe/redmule_softclear/pulp_inject_fault.tcl
new file mode 100644
index 0000000..61ccadf
--- /dev/null
+++ b/hwpe/redmule_softclear/pulp_inject_fault.tcl
@@ -0,0 +1,53 @@
+# Copyright 2023 ETH Zurich and University of Bologna.
+# Solderpad Hardware License, Version 0.51, see LICENSE for details.
+# SPDX-License-Identifier: SHL-0.51
+#
+# Author: Michael Rogenmoser (michaero@iis.ee.ethz.ch)
+
+transcript quietly
+if {! [info exists ::env(VSIM_PATH)]} {error "Define VSIM_PATH"}
+set utils_base_path  [file join $::env(VSIM_PATH) scripts fault_injection_utils]
+set script_base_path [file join $::env(VSIM_PATH) fault_injection_sim scripts]
+
+set verbosity            2
+set log_injections       1
+# Easy way to generate a variable seed
+# set seed                 [clock seconds]
+# Default value
+set seed                 12345
+set print_statistics     1
+
+set inject_start_time 550000000000ps
+set inject_stop_time 750000000000ps
+set injection_clock "pulp_cluster_tb/cluster_i/clk_i"
+set injection_clock_trigger 0
+set fault_period 150
+set rand_initial_injection_phase 0
+# max_num set to 0 means until stop_time
+set max_num_fault_inject 0
+set signal_fault_duration 20ns
+set register_fault_duration 0ns
+
+set allow_multi_bit_upset $::env(MULTI_BIT_UPSET)
+set use_bitwidth_as_weight 0
+set check_core_output_modification 0
+set check_core_next_state_modification 0
+set reg_to_sig_ratio 1
+
+source [file join $utils_base_path pulp_extract_nets.tcl]
+
+set inject_signals_netlist []
+set inject_register_netlist []
+set output_netlist []
+set next_state_netlist []
+set assertion_disable_list []
+
+# for {set idx 0} {$idx < 12} {incr idx} {
+#     set inject_signals_netlist [list {*}$inject_signals_netlist {*}[get_all_core_nets $idx]]
+#     set output_netlist [list {*}$output_netlist {*}[get_core_output_nets $idx]]
+# }
+
+set inject_register_netlist [list {*}$inject_register_netlist {*}[get_memory_slice {0 16} {256 336}]]
+
+source [file join $script_base_path inject_fault.tcl]
+
diff --git a/hwpe/redmule_softclear/redmule.c b/hwpe/redmule_softclear/redmule.c
new file mode 100644
index 0000000..a80171c
--- /dev/null
+++ b/hwpe/redmule_softclear/redmule.c
@@ -0,0 +1,185 @@
+/*
+ * Copyright (C) 2022-2023 ETH Zurich and University of Bologna
+ *
+ * Licensed under the Apache License, Version 2.0 (the "License");
+ * you may not use this file except in compliance with the License.
+ * You may obtain a copy of the License at
+ *
+ *     http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ * SPDX-License-Identifier: Apache-2.0
+ * 
+ * Author: Yvan Tortorella  <yvan.tortorella@unibo.it>
+ *
+ * RedMulE SW test
+ */
+
+#include <stdint.h>
+#include "stdio.h"
+#include "archi_redmule.h"
+#include "hal_redmule.h"
+#include "pulp.h"
+
+static inline void wait_cycles(const unsigned cycles)
+{
+  /**
+   * Each iteration of the loop below will take four cycles on RI5CY (one for
+   * `addi` and three for the taken `bnez`; if the instructions hit in the
+   * I$).  Thus, we let `i` count the number of remaining loop iterations and
+   * initialize it to a fourth of the number of clock cyles.  With this
+   * initialization, we must not enter the loop if the number of clock cycles
+   * is less than four, because this will cause an underflow on the first
+   * subtraction.
+   */
+  register unsigned threshold;
+  asm volatile("li %[threshold], 4" : [threshold] "=r" (threshold));
+  asm volatile goto("ble %[cycles], %[threshold], %l2"
+          : /* no output */
+          : [cycles] "r" (cycles), [threshold] "r" (threshold)
+          : /* no clobbers */
+          : __wait_cycles_end);
+  register unsigned i = cycles >> 2;
+__wait_cycles_start:
+  // Decrement `i` and loop if it is not yet zero.
+  asm volatile("addi %0, %0, -1" : "+r" (i));
+  asm volatile goto("bnez %0, %l1"
+          : /* no output */
+          : "r" (i)
+          : /* no clobbers */
+          : __wait_cycles_start);
+__wait_cycles_end:
+  return;
+}
+
+int main() {
+
+  volatile int errors = 0;
+  unsigned int cluster_id = rt_cluster_id();
+  unsigned int intc_data_correctable_cnt, redmule_data_correctable_cnt = 0;
+  unsigned int intc_meta_correctable_cnt = 0;
+  unsigned int intc_data_uncorrectable_cnt, redmule_data_uncorrectable_cnt = 0;
+  unsigned int intc_meta_uncorrectable_cnt = 0;
+
+  if(get_core_id() == 0){
+
+    uint16_t m_size = M_SIZE;
+    uint16_t n_size = N_SIZE;
+    uint16_t k_size = K_SIZE;
+
+    uint8_t *x_ext = x_inp;
+    uint8_t *w_ext = w_inp;
+    uint8_t *y_ext = y_inp;
+    uint8_t *z_ext = z_oup;
+
+    uint8_t volatile *x = (uint8_t volatile *) pi_l1_malloc(0, (2*m_size*n_size));
+    uint8_t volatile *w = (uint8_t volatile *) pi_l1_malloc(0, (2*n_size*k_size));
+    uint8_t volatile *y = (uint8_t volatile *) pi_l1_malloc(0, (2*m_size*k_size));
+    uint8_t volatile *z = (uint8_t volatile *) pi_l1_malloc(0, (2*m_size*k_size));
+
+    #ifdef USE_DMA
+      volatile unsigned int dma_id = 0;
+      dma_id = mchan_alloc();
+      mchan_transfer((unsigned int) 2*(2*m_size*n_size),
+                     (unsigned int) x_ext,
+                     (unsigned int) x    );
+      mchan_barrier(dma_id);
+      mchan_free(dma_id);
+    
+      dma_id = mchan_alloc();
+      mchan_transfer((unsigned int) 2*(2*n_size*k_size),
+                     (unsigned int) w_ext,
+                     (unsigned int) w    );
+      mchan_barrier(dma_id);
+      mchan_free(dma_id);
+    
+      dma_id = mchan_alloc();
+      mchan_transfer((unsigned int) 2*(2*m_size*k_size),
+                     (unsigned int) y_ext,
+                     (unsigned int) y    );
+      mchan_barrier(dma_id);
+    #else
+      generate_test_data16((int) x, (int) w, (int) y, (int) m_size, (int) n_size, (int) k_size);
+    #endif
+
+    int gold_sum = 0, check_sum = 0;
+    int i,j;
+
+    int offload_id_tmp, offload_id;
+
+    // Enable RedMulE
+    hwpe_cg_enable();
+    asm volatile("": : :"memory");
+
+    hwpe_soft_clear();
+    asm volatile("": : :"memory");
+
+    volatile int job_id = -1;
+
+    // job 0
+    job_id = hwpe_wait_acquire();
+    asm volatile("": : :"memory");
+    redmule_x_add_set ((unsigned int) x);
+    redmule_w_add_set ((unsigned int) w);
+    redmule_y_add_set ((unsigned int) y);
+    redmule_z_add_set ((unsigned int) z);
+    redmule_cfg (m_size, n_size, k_size, gemm_ops);
+    asm volatile("": : :"memory");
+    hwpe_trigger_job();
+    asm volatile("": : :"memory");
+
+    // job 1
+    job_id = hwpe_wait_acquire();
+    asm volatile("": : :"memory");
+    redmule_x_add_set ((unsigned int) x);
+    redmule_w_add_set ((unsigned int) w);
+    redmule_y_add_set ((unsigned int) y);
+    redmule_z_add_set ((unsigned int) z);
+    redmule_cfg (m_size, n_size, k_size, gemm_ops);
+    asm volatile("": : :"memory");
+    hwpe_trigger_job();
+    asm volatile("": : :"memory");
+
+    // soft-clear execution
+    wait_cycles(20);
+    hwpe_soft_clear();
+    wait_cycles(100);
+
+    // job 0
+    job_id = hwpe_wait_acquire();
+    asm volatile("": : :"memory");
+    redmule_x_add_set ((unsigned int) x);
+    redmule_w_add_set ((unsigned int) w);
+    redmule_y_add_set ((unsigned int) y);
+    redmule_z_add_set ((unsigned int) z);
+    redmule_cfg (m_size, n_size, k_size, gemm_ops);
+    asm volatile("": : :"memory");
+    hwpe_trigger_job();
+    asm volatile("": : :"memory");
+
+    // Wait for end of computation
+    redmule_evt_wait();
+
+    // Disable RedMulE
+    hwpe_cg_disable();
+
+    errors = redmule_compare16((int) z, (int) m_size, (int) k_size);
+
+    *(int *) 0x1A1040A0 = errors;
+
+    if(job_id != 0) {
+      printf ("Terminated test with wrong job id!!! and %d errors. See you!\n", errors);
+      errors++;
+    }
+    else {
+      printf ("Terminated test with OK job id and %d errors. See you!\n", errors);
+    }
+
+  }
+  synch_barrier();
+  return (errors != 0);
+}

From 53d7aee16d8670e1e0ee0cd75fd9688674c2de97 Mon Sep 17 00:00:00 2001
From: Andrea Belano <andrea.belano@studio.unibo.it>
Date: Mon, 9 Dec 2024 16:15:02 +0100
Subject: [PATCH 38/56] Remove hardcoded addresses in softex and redmule tests

---
 hwpe/redmule/archi_redmule.h           |  8 ++++----
 hwpe/redmule_256iter/archi_redmule.h   |  8 ++++----
 hwpe/redmule_softclear/archi_redmule.h |  8 ++++----
 hwpe/softex/archi_softex.h             | 10 +++++-----
 4 files changed, 17 insertions(+), 17 deletions(-)

diff --git a/hwpe/redmule/archi_redmule.h b/hwpe/redmule/archi_redmule.h
index 662e1e6..40eceee 100644
--- a/hwpe/redmule/archi_redmule.h
+++ b/hwpe/redmule/archi_redmule.h
@@ -63,10 +63,10 @@
  */
 
 /* PULP Cluster Archi defines */
-#define ARCHI_CLUST_CTRL_BASE 0x50200000
-#define ARCHI_CLUST_HWPE_BASE 0x50201000
-#define DMA_COMMAND_QUEUE     0x50204400
-#define DMA_STATUS_REGISTER   0x50204404
+#define ARCHI_CLUST_CTRL_BASE ARCHI_CLUSTER_CTRL_ADDR
+#define ARCHI_CLUST_HWPE_BASE ARCHI_HWCE_ADDR
+#define DMA_COMMAND_QUEUE     ARCHI_MCHAN_DEMUX_ADDR
+#define DMA_STATUS_REGISTER   (ARCHI_MCHAN_DEMUX_ADDR + 4)
 #define ARCHI_CL_HWPE_EVT0 12
 #define ARCHI_CL_HWPE_EVT1 13
 #define FC_DMA_EVENT 8
diff --git a/hwpe/redmule_256iter/archi_redmule.h b/hwpe/redmule_256iter/archi_redmule.h
index 662e1e6..40eceee 100644
--- a/hwpe/redmule_256iter/archi_redmule.h
+++ b/hwpe/redmule_256iter/archi_redmule.h
@@ -63,10 +63,10 @@
  */
 
 /* PULP Cluster Archi defines */
-#define ARCHI_CLUST_CTRL_BASE 0x50200000
-#define ARCHI_CLUST_HWPE_BASE 0x50201000
-#define DMA_COMMAND_QUEUE     0x50204400
-#define DMA_STATUS_REGISTER   0x50204404
+#define ARCHI_CLUST_CTRL_BASE ARCHI_CLUSTER_CTRL_ADDR
+#define ARCHI_CLUST_HWPE_BASE ARCHI_HWCE_ADDR
+#define DMA_COMMAND_QUEUE     ARCHI_MCHAN_DEMUX_ADDR
+#define DMA_STATUS_REGISTER   (ARCHI_MCHAN_DEMUX_ADDR + 4)
 #define ARCHI_CL_HWPE_EVT0 12
 #define ARCHI_CL_HWPE_EVT1 13
 #define FC_DMA_EVENT 8
diff --git a/hwpe/redmule_softclear/archi_redmule.h b/hwpe/redmule_softclear/archi_redmule.h
index 662e1e6..40eceee 100644
--- a/hwpe/redmule_softclear/archi_redmule.h
+++ b/hwpe/redmule_softclear/archi_redmule.h
@@ -63,10 +63,10 @@
  */
 
 /* PULP Cluster Archi defines */
-#define ARCHI_CLUST_CTRL_BASE 0x50200000
-#define ARCHI_CLUST_HWPE_BASE 0x50201000
-#define DMA_COMMAND_QUEUE     0x50204400
-#define DMA_STATUS_REGISTER   0x50204404
+#define ARCHI_CLUST_CTRL_BASE ARCHI_CLUSTER_CTRL_ADDR
+#define ARCHI_CLUST_HWPE_BASE ARCHI_HWCE_ADDR
+#define DMA_COMMAND_QUEUE     ARCHI_MCHAN_DEMUX_ADDR
+#define DMA_STATUS_REGISTER   (ARCHI_MCHAN_DEMUX_ADDR + 4)
 #define ARCHI_CL_HWPE_EVT0 12
 #define ARCHI_CL_HWPE_EVT1 13
 #define FC_DMA_EVENT 8
diff --git a/hwpe/softex/archi_softex.h b/hwpe/softex/archi_softex.h
index 70727a2..8d08543 100644
--- a/hwpe/softex/archi_softex.h
+++ b/hwpe/softex/archi_softex.h
@@ -24,10 +24,10 @@
 #define DATA_WIDTH      256
 
 /* PULP Cluster Archi defines */
-#define ARCHI_CLUST_CTRL_BASE 0x50200000
-#define ARCHI_CLUST_HWPE_BASE 0x50201000
-#define DMA_COMMAND_QUEUE     0x50204400
-#define DMA_STATUS_REGISTER   0x50204404
+#define ARCHI_CLUST_CTRL_BASE ARCHI_CLUSTER_CTRL_ADDR
+#define ARCHI_CLUST_HWPE_BASE ARCHI_HWCE_ADDR
+#define DMA_COMMAND_QUEUE     ARCHI_MCHAN_DEMUX_ADDR
+#define DMA_STATUS_REGISTER   (ARCHI_MCHAN_DEMUX_ADDR + 4)
 #define ARCHI_CL_HWPE_EVT0 12
 #define ARCHI_CL_HWPE_EVT1 13
 #define FC_DMA_EVENT 8
@@ -37,7 +37,7 @@
 #define __builtin_bitinsert(a,b,c,d) (a | (((b << (32-c)) >> (32-c)) << d))
 
 #define SOFTEX_BASE_ADD    ARCHI_CLUST_HWPE_BASE
-#define SOFTEX_CG_EN_MSK      0x4000
+#define SOFTEX_CG_EN_MSK   0x4000
 // Commands
 #define SOFTEX_TRIGGER     0x00
 #define SOFTEX_ACQUIRE     0x04

From c8ac022c1be105ca6c602b4bb7b9dc0412beaad4 Mon Sep 17 00:00:00 2001
From: Andrea Belano <andrea.belano@studio.unibo.it>
Date: Tue, 10 Dec 2024 15:54:09 +0100
Subject: [PATCH 39/56] Move reliability tests to their own directory

---
 astral/dmr_matmul                                              | 1 +
 astral/ecc_test                                                | 1 +
 {astral => reliability_tests}/dmr_matmul/Makefile              | 0
 {astral => reliability_tests}/dmr_matmul/dmr_matmul.c          | 2 +-
 {astral => reliability_tests}/dmr_matmul/matmul.h              | 0
 {astral => reliability_tests}/dmr_matmul/pulp_inject_fault.tcl | 0
 {astral => reliability_tests}/ecc_test/Makefile                | 0
 {astral => reliability_tests}/ecc_test/ecc_test.c              | 0
 {astral => reliability_tests}/ecc_test/pulp_inject_fault.tcl   | 0
 9 files changed, 3 insertions(+), 1 deletion(-)
 create mode 120000 astral/dmr_matmul
 create mode 120000 astral/ecc_test
 rename {astral => reliability_tests}/dmr_matmul/Makefile (100%)
 rename {astral => reliability_tests}/dmr_matmul/dmr_matmul.c (99%)
 rename {astral => reliability_tests}/dmr_matmul/matmul.h (100%)
 rename {astral => reliability_tests}/dmr_matmul/pulp_inject_fault.tcl (100%)
 rename {astral => reliability_tests}/ecc_test/Makefile (100%)
 rename {astral => reliability_tests}/ecc_test/ecc_test.c (100%)
 rename {astral => reliability_tests}/ecc_test/pulp_inject_fault.tcl (100%)

diff --git a/astral/dmr_matmul b/astral/dmr_matmul
new file mode 120000
index 0000000..c6cc223
--- /dev/null
+++ b/astral/dmr_matmul
@@ -0,0 +1 @@
+../reliability_tests/dmr_matmul
\ No newline at end of file
diff --git a/astral/ecc_test b/astral/ecc_test
new file mode 120000
index 0000000..a80e9ae
--- /dev/null
+++ b/astral/ecc_test
@@ -0,0 +1 @@
+../reliability_tests/ecc_test
\ No newline at end of file
diff --git a/astral/dmr_matmul/Makefile b/reliability_tests/dmr_matmul/Makefile
similarity index 100%
rename from astral/dmr_matmul/Makefile
rename to reliability_tests/dmr_matmul/Makefile
diff --git a/astral/dmr_matmul/dmr_matmul.c b/reliability_tests/dmr_matmul/dmr_matmul.c
similarity index 99%
rename from astral/dmr_matmul/dmr_matmul.c
rename to reliability_tests/dmr_matmul/dmr_matmul.c
index 953dfdf..0cfcc61 100644
--- a/astral/dmr_matmul/dmr_matmul.c
+++ b/reliability_tests/dmr_matmul/dmr_matmul.c
@@ -60,7 +60,7 @@ int main() {
 
 void matrix_multiplication(testresult_t *result, void (*start)(), void (*stop)()) {
   int coreid = rt_core_id();
-  int numcores = 6;
+  int numcores = 4;
   int *CHKSUM_RESULT;
   short int i, iter, j, k;
   int lb, ub, chunk;
diff --git a/astral/dmr_matmul/matmul.h b/reliability_tests/dmr_matmul/matmul.h
similarity index 100%
rename from astral/dmr_matmul/matmul.h
rename to reliability_tests/dmr_matmul/matmul.h
diff --git a/astral/dmr_matmul/pulp_inject_fault.tcl b/reliability_tests/dmr_matmul/pulp_inject_fault.tcl
similarity index 100%
rename from astral/dmr_matmul/pulp_inject_fault.tcl
rename to reliability_tests/dmr_matmul/pulp_inject_fault.tcl
diff --git a/astral/ecc_test/Makefile b/reliability_tests/ecc_test/Makefile
similarity index 100%
rename from astral/ecc_test/Makefile
rename to reliability_tests/ecc_test/Makefile
diff --git a/astral/ecc_test/ecc_test.c b/reliability_tests/ecc_test/ecc_test.c
similarity index 100%
rename from astral/ecc_test/ecc_test.c
rename to reliability_tests/ecc_test/ecc_test.c
diff --git a/astral/ecc_test/pulp_inject_fault.tcl b/reliability_tests/ecc_test/pulp_inject_fault.tcl
similarity index 100%
rename from astral/ecc_test/pulp_inject_fault.tcl
rename to reliability_tests/ecc_test/pulp_inject_fault.tcl

From a61fc85e424ca99af941d924bbadbb1b64736ceb Mon Sep 17 00:00:00 2001
From: Andrea Belano <andrea.belano@studio.unibo.it>
Date: Tue, 10 Dec 2024 18:12:28 +0100
Subject: [PATCH 40/56] Neureka: add configuration for the pulp cluster

---
 hwpe/neureka/Makefile        | 8 ++++----
 hwpe/neureka/pulp-nnx        | 2 +-
 hwpe/neureka/src/nnx_layer.c | 8 ++++----
 3 files changed, 9 insertions(+), 9 deletions(-)

diff --git a/hwpe/neureka/Makefile b/hwpe/neureka/Makefile
index 92b7197..618cbfb 100644
--- a/hwpe/neureka/Makefile
+++ b/hwpe/neureka/Makefile
@@ -14,9 +14,9 @@ PULP_APP_SRCS += $(LIBDIR)/src/pulp_nnx_$(ACCELERATOR).c $(wildcard $(LIBDIR)/ut
 SRC_DIRS += $(LIBDIR)/src $(LIBDIR)/util
 
 ## Accelerator
-INC_DIRS += $(ACC_DIR)/hal $(ACC_DIR)/bsp $(ACC_DIR)/bsp/astral
-PULP_APP_SRCS += $(wildcard $(ACC_DIR)/hal/*.c) $(wildcard $(ACC_DIR)/bsp/astral/*.c)
-SRC_DIRS += $(ACC_DIR)/hal $(ACC_DIR)/bsp/astral
+INC_DIRS += $(ACC_DIR)/hal $(ACC_DIR)/bsp $(ACC_DIR)/bsp/pulp_cluster
+PULP_APP_SRCS += $(wildcard $(ACC_DIR)/hal/*.c) $(wildcard $(ACC_DIR)/bsp/pulp_cluster/*.c)
+SRC_DIRS += $(ACC_DIR)/hal $(ACC_DIR)/bsp/pulp_cluster
 
 ## Generated 
 INC_DIRS += gen/inc
@@ -26,7 +26,7 @@ INC_FLAGS += $(addprefix -I,$(INC_DIRS))
 
 # Flags
 ACCELERATOR_UPPERCASE := $(shell echo $(ACCELERATOR) | tr [:lower:] [:upper:])
-PULP_CFLAGS += -DNNX_ACCELERATOR=\"$(ACCELERATOR)\" -DNNX_$(ACCELERATOR_UPPERCASE) -DNNX_NEUREKA_ASTRAL -DNNX_NEUREKA_PE_H=4 -DNNX_NEUREKA_PE_W=4
+PULP_CFLAGS += -DNNX_ACCELERATOR=\"$(ACCELERATOR)\" -DNNX_$(ACCELERATOR_UPPERCASE) -DNNX_NEUREKA_PULP_CLUSTER -DNNX_NEUREKA_PE_H=4 -DNNX_NEUREKA_PE_W=4
 PULP_CFLAGS += $(INC_FLAGS) -O3
 
 PULP_APP = test
diff --git a/hwpe/neureka/pulp-nnx b/hwpe/neureka/pulp-nnx
index 47baf51..4becda2 160000
--- a/hwpe/neureka/pulp-nnx
+++ b/hwpe/neureka/pulp-nnx
@@ -1 +1 @@
-Subproject commit 47baf51728fcaaacbd8a332b8d03717d6c03ace1
+Subproject commit 4becda239309035887db4f7fdf54a63ac8463180
diff --git a/hwpe/neureka/src/nnx_layer.c b/hwpe/neureka/src/nnx_layer.c
index 57eb6fc..41edddf 100644
--- a/hwpe/neureka/src/nnx_layer.c
+++ b/hwpe/neureka/src/nnx_layer.c
@@ -20,10 +20,10 @@
 
 #include "nnx_layer.h"
 #include "ecc_check.h"
-#include <pmsis.h>
+#include "pulp.h"
 
 #include "neureka.h"
-#include "neureka_astral_bsp.h"
+#include "neureka_pulp_cluster_bsp.h"
 #include "neureka_task.h"
 #include "pulp_nnx_neureka.h"
 
@@ -35,7 +35,7 @@ typedef neureka_quant_function_e nnx_quant_function_e;
 typedef neureka_norm_t nnx_norm_t;
 typedef neureka_task_t nnx_task_t;
 typedef neureka_dev_t nnx_dev_t;
-typedef neureka_astral_conf_t nnx_bsp_conf_t;
+typedef neureka_pulp_cluster_conf_t nnx_bsp_conf_t;
 typedef neureka_task_flag_e nnx_task_flag_e;
 
 #define nnxTaskFlagTrue neurekaTaskFlagTrue
@@ -52,7 +52,7 @@ typedef neureka_task_flag_e nnx_task_flag_e;
 #define nnx_task_set_ptrs_conv neureka_task_set_ptrs_conv
 #define nnx_task_set_ptrs_norm_quant neureka_task_set_ptrs_norm_quant
 
-#define nnx_bsp_get_dev neureka_astral_get_dev
+#define nnx_bsp_get_dev neureka_pulp_cluster_get_dev
 
 #define nnx_init neureka_nnx_init
 #define nnx_dispatch_wait neureka_nnx_dispatch_wait

From 1cbed9e3b84d033f6dee08394b675f2163b7b72a Mon Sep 17 00:00:00 2001
From: Michael Rogenmoser <michael@rogenmoser.us>
Date: Wed, 31 Jul 2024 13:02:50 +0200
Subject: [PATCH 41/56] Add cluster icache fault injection test

---
 astral/icache_fi_conv16/Makefile              |  11 +
 astral/icache_fi_conv16/conv16.h              | 397 ++++++++
 astral/icache_fi_conv16/icache_conv16.c       | 935 ++++++++++++++++++
 astral/icache_fi_conv16/pulp_inject_fault.tcl |  53 +
 4 files changed, 1396 insertions(+)
 create mode 100644 astral/icache_fi_conv16/Makefile
 create mode 100644 astral/icache_fi_conv16/conv16.h
 create mode 100644 astral/icache_fi_conv16/icache_conv16.c
 create mode 100644 astral/icache_fi_conv16/pulp_inject_fault.tcl

diff --git a/astral/icache_fi_conv16/Makefile b/astral/icache_fi_conv16/Makefile
new file mode 100644
index 0000000..58620aa
--- /dev/null
+++ b/astral/icache_fi_conv16/Makefile
@@ -0,0 +1,11 @@
+PULP_APP = test
+PULP_APP_SRCS = icache_conv16.c
+
+PULP_CFLAGS = -O3
+
+ifeq ($(fault_inject),1)
+	export FAULT_INJECTION=1
+	export FAULT_INJECTION_SCRIPT=$(CURDIR)/pulp_inject_fault.tcl
+endif
+
+include $(PULP_SDK_HOME)/install/rules/pulp.mk
diff --git a/astral/icache_fi_conv16/conv16.h b/astral/icache_fi_conv16/conv16.h
new file mode 100644
index 0000000..b75c587
--- /dev/null
+++ b/astral/icache_fi_conv16/conv16.h
@@ -0,0 +1,397 @@
+/*
+ * Copyright (C) 2018 ETH Zurich and University of Bologna
+ *
+ * Licensed under the Apache License, Version 2.0 (the "License");
+ * you may not use this file except in compliance with the License.
+ * You may obtain a copy of the License at
+ *
+ *     http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+/* 
+ * Mantainer: Luca Valente, luca.valente2@unibo.it
+ */
+/******************************************************************************
+ *                                                                            *
+ *             Multitherman Lab @ DEI - University of Bologna                 *
+ *                     Viale Risorgimento 2 40136                             *
+ *                     Bologna - phone 0512092759                             *
+ *                                                                            *
+ * Engineer:       Francesco Conti - f.conti@unibo.it                         *
+ *                                                                            *
+ * Project:        CConvNet                                                   *
+ * File:           conv16.h                                                   *
+ * Description:    16-bit fixed point convolution test                        *
+ *                                                                            *
+ ******************************************************************************/
+
+#ifndef _CONV16_H
+#define _CONV16_H
+
+// uncomment if doing test with SPI (disables printf's)
+// #define PULP_SPI
+
+// fractionary bits
+#define QF 13
+
+// uncomment if checking errors in detail
+#define CHECK_ERROR
+
+// uncomment if performing checks at all
+#define CHECK_CHECKSUM
+
+#define IMPRECISE_ASM5
+
+#define FIXED_MUL(a,b) ((a*b) >> QF);
+
+#define IH 32
+#define IW 32
+#define FH 5
+#define FW 5
+#define OH (IH-FH+1)
+#define OW (IW-FW+1)
+
+// right checksum
+#define RIGHT_CHECKSUM 0x009da8b0
+
+#define FIXED_MUL_ASM(W_ptr,x_ptr,conv) \
+__asm__ volatile \
+( \
+   "l.lhs  r28,0x0(%0);    " \
+   "l.addi %0,%0,0x4;      " \
+   "l.addi %1,%1,0xFFFC;   " \
+   "l.mul  r28,r28,r29;    " \
+   "l.srli r28,r28,0xD;    " \
+   "l.add  %2,%2,r28;      " \
+   : "=r"(W_ptr), "=r"(x_ptr), "=&r"(conv) \
+   : "r"(W_ptr), "r"(x_ptr)                \
+   : "r28", "r29", "cc"                    \
+)
+
+#define FIXED_MUL_ASM5_IMPRECISE(W_ptr,x_ptr,conv) \
+__asm__ volatile \
+( \
+   "l.ori  r25,r0,0xffff;  " \
+   "l.ori  r26,r0,16;      " \
+   "l.andi r27,r27,0x0000; " \
+   "l.lwz  r28,0x0000(%0); " \
+   "l.lwz  r29,0x0000(%1); " \
+   "l.ror  r30,r28,r26;    " \
+   "l.ror  r31,r29,r26;    " \
+   "l.and  r30,r30,r25;    " \
+   "l.and  r31,r31,r25;    " \
+   "l.mul  r30,r30,r31;    " \
+   "l.add  r27,r27,r30;    " \
+   "l.and  r28,r28,r25;    " \
+   "l.and  r29,r29,r25;    " \
+   "l.mul  r28,r28,r29;    " \
+   "l.add  r27,r27,r28;    " \
+   "l.lwz  r28,0x0004(%0); " \
+   "l.lwz  r29,0xfffc(%1); " \
+   "l.ror  r30,r28,r26;    " \
+   "l.ror  r31,r29,r26;    " \
+   "l.and  r30,r30,r25;    " \
+   "l.and  r31,r31,r25;    " \
+   "l.mul  r30,r30,r31;    " \
+   "l.add  r27,r27,r30;    " \
+   "l.and  r28,r28,r25;    " \
+   "l.and  r29,r29,r25;    " \
+   "l.mul  r28,r28,r29;    " \
+   "l.add  r27,r27,r28;    " \
+   "l.lwz  r28,0x0008(%0); " \
+   "l.lwz  r29,0xfff8(%1); " \
+   "l.ror  r31,r29,r26;    " \
+   "l.and  r28,r28,r25;    " \
+   "l.and  r31,r31,r25;    " \
+   "l.mul  r28,r28,r31;    " \
+   "l.add  r27,r27,r28;    " \
+   "l.srli r27,r27,0xD;    " \
+   "l.add  %2,%2,r27;      " \
+   : "=r"(W_ptr), "=r"(x_ptr), "=&r"(conv) \
+   : "r"(W_ptr), "r"(x_ptr), "r"(conv)     \
+   : "r27", "r28", "r29", "cc"             \
+)
+
+#define FIXED_MUL_ASM5_PRECISE(W_ptr,x_ptr,conv) \
+__asm__ volatile \
+( \
+   "l.lhs  r28,0x0000(%0); " \
+   "l.lhs  r29,0x0000(%1); " \
+   "l.mul  r28,r28,r29;    " \
+   "l.srli r28,r28,0xD;    " \
+   "l.add  %2,%2,r28;      " \
+   "l.lhs  r28,0x0002(%0); " \
+   "l.lhs  r29,0xfffe(%1); " \
+   "l.mul  r28,r28,r29;    " \
+   "l.srli r28,r28,0xD;    " \
+   "l.add  %2,%2,r28;      " \
+   "l.lhs  r28,0x0004(%0); " \
+   "l.lhs  r29,0xfffc(%1); " \
+   "l.mul  r28,r28,r29;    " \
+   "l.srli r28,r28,0xD;    " \
+   "l.add  %2,%2,r28;      " \
+   "l.lhs  r28,0x0006(%0); " \
+   "l.lhs  r29,0xfffa(%1); " \
+   "l.mul  r28,r28,r29;    " \
+   "l.srli r28,r28,0xD;    " \
+   "l.add  %2,%2,r28;      " \
+   "l.lhs  r28,0x0008(%0); " \
+   "l.lhs  r29,0xfff8(%1); " \
+   "l.mul  r28,r28,r29;    " \
+   "l.srli r28,r28,0xD;    " \
+   "l.add  %2,%2,r28;      " \
+   : "=r"(W_ptr), "=r"(x_ptr), "=&r"(conv) \
+   : "r"(W_ptr), "r"(x_ptr)                \
+   : "r27", "r28", "r29", "cc"             \
+)
+
+// #define FIXED_MUL_ASM25_PRECISE(W_ptr,x_ptr,conv) \
+// __asm__ volatile \
+// ( \
+//    "l.lwz  r28,0x0000(%0); " \
+//    "l.lwz  r29,0x0000(%1); " \
+//    "l.mul  r28,r28,r29;    " \
+//    "l.srli r28,r28,0xD;    " \
+//    "l.add  %2,%2,r28;      " \
+//    "l.lwz  r28,0x0004(%0); " \
+//    "l.lwz  r29,0xfffc(%1); " \
+//    "l.mul  r28,r28,r29;    " \
+//    "l.srli r28,r28,0xD;    " \
+//    "l.add  %2,%2,r28;      " \
+//    "l.lwz  r28,0x0008(%0); " \
+//    "l.lwz  r29,0xfff8(%1); " \
+//    "l.mul  r28,r28,r29;    " \
+//    "l.srli r28,r28,0xD;    " \
+//    "l.add  %2,%2,r28;      " \
+//    "l.lwz  r28,0x000c(%0); " \
+//    "l.lwz  r29,0xfff4(%1); " \
+//    "l.mul  r28,r28,r29;    " \
+//    "l.srli r28,r28,0xD;    " \
+//    "l.add  %2,%2,r28;      " \
+//    "l.lwz  r28,0x0010(%0); " \
+//    "l.lwz  r29,0xfff0(%1); " \
+//    "l.mul  r28,r28,r29;    " \
+//    "l.srli r28,r28,0xD;    " \
+//    "l.add  %2,%2,r28;      " \
+//    \
+//    "l.slli %1,r28,0x2;    " \
+//    \
+//    "l.lwz  r28,0x0014(%0); " \
+//    "l.lwz  r29,0x0000(%1); " \
+//    "l.mul  r28,r28,r29;    " \
+//    "l.srli r28,r28,0xD;    " \
+//    "l.add  %2,%2,r28;      " \
+//    "l.lwz  r28,0x0018(%0); " \
+//    "l.lwz  r29,0xfffc(%1); " \
+//    "l.mul  r28,r28,r29;    " \
+//    "l.srli r28,r28,0xD;    " \
+//    "l.add  %2,%2,r28;      " \
+//    "l.lwz  r28,0x001c(%0); " \
+//    "l.lwz  r29,0xfff8(%1); " \
+//    "l.mul  r28,r28,r29;    " \
+//    "l.srli r28,r28,0xD;    " \
+//    "l.add  %2,%2,r28;      " \
+//    "l.lwz  r28,0x0020(%0); " \
+//    "l.lwz  r29,0xfff4(%1); " \
+//    "l.mul  r28,r28,r29;    " \
+//    "l.srli r28,r28,0xD;    " \
+//    "l.add  %2,%2,r28;      " \
+//    "l.lwz  r28,0x0024(%0); " \
+//    "l.lwz  r29,0xfff0(%1); " \
+//    "l.mul  r28,r28,r29;    " \
+//    "l.srli r28,r28,0xD;    " \
+//    "l.add  %2,%2,r28;      " \
+//    // WIP
+//    : "=r"(W_ptr), "=r"(x_ptr), "=&r"(conv)   \
+//    : "r"(W_ptr), "r"(x_ptr), "r"(w), "r"(fw) \
+//    : "r27", "r28", "r29", "cc"               \
+// )
+
+#define XPTR_UPDATE(x_ptr,w,fw) \
+__asm__ volatile \
+( \
+   "l.sub  r28,%1,%2;      " \
+   "l.slli r28,r28,0x2;    " \
+   "l.sub  %0,%0,r28;      " \
+   : "=&r"(x_ptr) \
+   : "r"(x_ptr), "r"(w), "r"(fw) \
+   : "r28", "cc" \
+)
+
+int test_singlethread(void (*test)(int16_t *, int16_t *, int16_t *, int, int, int, int, int, int, int, int, int), char *str);
+int test_multithread(void (*test)(int16_t *, int16_t *, int16_t *, int, int, int, int, int, int, int, int, int), char *str);
+
+void conv16_gold(int16_t *__restrict__ W, int16_t *__restrict__ x, int16_t *__restrict__ y, int h, int w, int fh, int fw, int oh, int ow, int nif, int a, int b);
+void conv16_asm_mul(int16_t *__restrict__ W, int16_t *__restrict__ x, int16_t *__restrict__ y, int h, int w, int fh, int fw, int oh, int ow, int nif, int a, int b);
+// void conv16_asm_mac(int16_t *__restrict__ W, int16_t *__restrict__ x, int16_t *__restrict__ y, int h, int w, int fh, int fw, int oh, int ow, int nif, int a, int b);
+void conv16_asm_mul_unrolled_5x5(int16_t *__restrict__ W, int16_t *__restrict__ x, int16_t *__restrict__ y, int h, int w, int fh, int fw, int oh, int ow, int nif, int a, int b);
+void conv16_unrolled_5x5(int16_t *__restrict__ W, int16_t *__restrict__ x, int16_t *__restrict__ y, int h, int w, int fh, int fw, int oh, int ow, int nif, int a, int b);
+void conv16_unrolled_ptr_5x5(int16_t *__restrict__ W, int16_t *__restrict__ x, int16_t *__restrict__ y, int h, int w, int fh, int fw, int oh, int ow, int nif, int a, int b);
+// void conv16_gold_four_finest(int16_t *__restrict__ W, int16_t *__restrict__ x, int16_t *__restrict__ y, int h, int w, int fh, int fw, int oh, int ow, int nif, int a, int b, int32_t *shared_conv);
+// void conv16_gold_four_fine(int16_t *__restrict__ W, int16_t *__restrict__ x, int16_t *__restrict__ y, int h, int w, int fh, int fw, int oh, int ow, int nif, int a, int b);
+void conv16_gold_four_coarse(int16_t *__restrict__ W, int16_t *__restrict__ x, int16_t *__restrict__ y, int h, int w, int fh, int fw, int oh, int ow, int nif, int a, int b);
+void conv16_unrolled_5x5_four_coarse(int16_t *__restrict__ W, int16_t *__restrict__ x, int16_t *__restrict__ y, int h, int w, int fh, int fw, int oh, int ow, int nif, int a, int b);
+void conv16_unrolled_ptr_5x5_four_coarse(int16_t *__restrict__ W, int16_t *__restrict__ x, int16_t *__restrict__ y, int h, int w, int fh, int fw, int oh, int ow, int nif, int a, int b);
+void conv16_gold_four_coarsest(int16_t *__restrict__ W, int16_t *__restrict__ x, int16_t *__restrict__ y, int h, int w, int fh, int fw, int oh, int ow, int nif, int a, int b);
+void conv16_unrolled_5x5_four_coarsest(int16_t *__restrict__ W, int16_t *__restrict__ x, int16_t *__restrict__ y, int h, int w, int fh, int fw, int oh, int ow, int nif, int a, int b);
+void conv16_unrolled_ptr_5x5_four_coarsest(int16_t *__restrict__ W, int16_t *__restrict__ x, int16_t *__restrict__ y, int h, int w, int fh, int fw, int oh, int ow, int nif, int a, int b);
+void conv16_asm_mul_unrolled_5x5_four_coarsest(int16_t *__restrict__ W, int16_t *__restrict__ x, int16_t *__restrict__ y, int h, int w, int fh, int fw, int oh, int ow, int nif, int a, int b);
+
+void load();
+int check(int16_t *y);
+int checksum(int16_t *y);
+
+int16_t correct_yout[OH*OW] = {
+   0x0352,
+   0x036c,
+   0x0386,
+   0x03a0,
+   0x03ba,
+   0x03d4,
+   0x03ee,
+   0x0408,
+   0x0422,
+   0x043c,
+   0x0456,
+   0x0470,
+   0x04ee,
+   0x0508,
+   0x0522,
+   0x053c,
+   0x0556,
+   0x0570,
+   0x058a,
+   0x05a4,
+   0x05be,
+   0x05d8,
+   0x05f2,
+   0x060c,
+   0x068a,
+   0x06a4,
+   0x06be,
+   0x06d8,
+   0x06f2,
+   0x070c,
+   0x0726,
+   0x0740,
+   0x075a,
+   0x0774,
+   0x078e,
+   0x07a8,
+   0x0826,
+   0x0840,
+   0x085a,
+   0x0874,
+   0x088e,
+   0x08a8,
+   0x08c2,
+   0x08dc,
+   0x08f6,
+   0x0910,
+   0x092a,
+   0x0944,
+   0x09c2,
+   0x09dc,
+   0x09f6,
+   0x0a10,
+   0x0a2a,
+   0x0a44,
+   0x0a5e,
+   0x0a78,
+   0x0a92,
+   0x0aac,
+   0x0ac6,
+   0x0ae0,
+   0x0b5e,
+   0x0b78,
+   0x0b92,
+   0x0bac,
+   0x0bc6,
+   0x0be0,
+   0x0bfa,
+   0x0c14,
+   0x0c2e,
+   0x0c48,
+   0x0c62,
+   0x0c7c,
+   0x0cfa,
+   0x0d14,
+   0x0d2e,
+   0x0d48,
+   0x0d62,
+   0x0d7c,
+   0x0d96,
+   0x0db0,
+   0x0dca,
+   0x0de4,
+   0x0dfe,
+   0x0e18,
+   0x0e96,
+   0x0eb0,
+   0x0eca,
+   0x0ee4,
+   0x0efe,
+   0x0f18,
+   0x0f32,
+   0x0f4c,
+   0x0f66,
+   0x0f80,
+   0x0f9a,
+   0x0fb4,
+   0x1032,
+   0x104c,
+   0x1066,
+   0x1080,
+   0x109a,
+   0x10b4,
+   0x10ce,
+   0x10e8,
+   0x1102,
+   0x111c,
+   0x1136,
+   0x1150,
+   0x11ce,
+   0x11e8,
+   0x1202,
+   0x121c,
+   0x1236,
+   0x1250,
+   0x126a,
+   0x1284,
+   0x129e,
+   0x12b8,
+   0x12d2,
+   0x12ec,
+   0x136a,
+   0x1384,
+   0x139e,
+   0x13b8,
+   0x13d2,
+   0x13ec,
+   0x1406,
+   0x1420,
+   0x143a,
+   0x1454,
+   0x146e,
+   0x1488,
+   0x1506,
+   0x1520,
+   0x153a,
+   0x1554,
+   0x156e,
+   0x1588,
+   0x15a2,
+   0x15bc,
+   0x15d6,
+   0x15f0,
+   0x160a,
+   0x1624,
+};
+
+#endif
diff --git a/astral/icache_fi_conv16/icache_conv16.c b/astral/icache_fi_conv16/icache_conv16.c
new file mode 100644
index 0000000..e62c440
--- /dev/null
+++ b/astral/icache_fi_conv16/icache_conv16.c
@@ -0,0 +1,935 @@
+/*
+ * Copyright (C) 2018 ETH Zurich and University of Bologna
+ *
+ * Licensed under the Apache License, Version 2.0 (the "License");
+ * you may not use this file except in compliance with the License.
+ * You may obtain a copy of the License at
+ *
+ *     http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+/* 
+ * Mantainer: Luca Valente, luca.valente2@unibo.it
+ */
+/******************************************************************************
+ *                                                                            *
+ *             Multitherman Lab @ DEI - University of Bologna                 *
+ *                     Viale Risorgimento 2 40136                             *
+ *                     Bologna - phone 0512092759                             *
+ *                                                                            *
+ * Engineer:       Francesco Conti - f.conti@unibo.it                         *
+ *                                                                            *
+ * Project:        CConvNet                                                   *
+ * File:           conv16.c                                                   *
+ * Description:    16-bit fixed point convolution test                        *
+ *                                                                            *
+ ******************************************************************************/
+
+#include <pulp.h>
+#include <stdint.h>
+#include "conv16.h"
+
+__attribute__((section(".heapsram"))) int16_t g_W[FH*FW];
+__attribute__((section(".heapsram"))) int16_t g_x[IH*IW];
+__attribute__((section(".heapsram"))) int16_t g_y[OH*OW];
+__attribute__((section(".heapsram"))) int16_t g_y_in[OH*OW];
+
+int main() {
+
+   if (rt_cluster_id() != 0)
+    return bench_cluster_forward(0);
+ 
+   int errors = 0;
+   int sum = 0;
+
+   // single-threaded "golden" by-the-book convolution
+   errors += test_singlethread(&conv16_gold, "sequential convolution");
+
+   // single-threaded loop-unrolled convolution
+   errors += test_singlethread(&conv16_unrolled_5x5, "sequential loop-unrolled convolution");
+
+   // single-threaded loop-unrolled pointer-optimized convolution
+   errors += test_singlethread(&conv16_unrolled_ptr_5x5, "sequential loop-unrolled pointer-optimized convolution");
+
+   // multi-threaded by-the-book convolution (1 thread per output pixel)
+   errors += test_multithread(&conv16_gold_four_coarse, "4-threaded convolution (1 thread per output pixel)");
+
+   // multi-threaded loop-unrolled convolution (1 thread per output pixel)
+   errors += test_multithread(&conv16_unrolled_5x5_four_coarse, "4-threaded loop-unrolled convolution (1 thread per output pixel)");
+
+   // multi-threaded loop-unrolled pointer-optimized convolution (1 thread per output pixel)
+   errors += test_multithread(&conv16_unrolled_ptr_5x5_four_coarse, "4-threaded loop-unrolled pointer-optimized convolution (1 thread per output pixel)");
+
+   // multi-threaded by-the-book convolution (1 thread per output row)
+   errors += test_multithread(&conv16_gold_four_coarsest, "4-threaded convolution (1 thread per output row)");
+
+   // multi-threaded loop-unrolled convolution (1 thread per output row)
+   errors += test_multithread(&conv16_unrolled_5x5_four_coarsest, "4-threaded loop-unrolled convolution (1 thread per output row)");
+
+   // multi-threaded loop-unrolled pointer-optimized convolution (1 thread per output row)
+   errors += test_multithread(&conv16_unrolled_ptr_5x5_four_coarsest, "4-threaded loop-unrolled pointer-optimized convolution (1 thread per output row)");
+
+   synch_barrier();
+
+   // TODO readout icache errors
+
+   return errors;
+}
+
+int test_singlethread(void (*test)(int16_t *, int16_t *, int16_t *, int, int, int, int, int, int, int, int, int), char *str) {
+   int errors = 0;
+   int sum = 0;
+
+   synch_barrier();
+
+   if(rt_core_id() == 0) {
+      load();
+
+      reset_timer(rt_cluster_id());
+      start_timer(rt_cluster_id());
+      test(g_W, g_x, g_y, IH, IW, FH, FW, OH, OW, 1, 0, 0);
+      stop_timer(rt_cluster_id());
+
+      #ifdef CHECK_CHECKSUM
+      errors = 0;
+      sum = checksum(g_y);
+      if(sum != RIGHT_CHECKSUM) {
+         #ifndef PULP_SPI
+ 	 printf("wrong checksum, 0x%08x instead of 0x%08x\n", sum, RIGHT_CHECKSUM);
+         #ifndef CHECK_ERROR
+         errors += 1;
+         #endif
+         #endif
+         #ifdef CHECK_ERROR
+         errors = check(g_y);
+         #endif
+      }
+      #else
+      errors = -1;
+      #endif
+
+      #ifndef PULP_SPI
+      printf("%s, errors=%d, time=%d\n", str, errors, get_time(rt_cluster_id()));
+      #endif
+      
+   }
+
+   return errors;
+}
+
+int test_multithread(void (*test)(int16_t *, int16_t *, int16_t *, int, int, int, int, int, int, int, int, int), char *str) {
+   int errors = 0;
+   int sum = 0;
+
+   if(rt_core_id() == 0) {
+      load();
+   }
+   
+   synch_barrier();
+
+   if(rt_core_id() == 0) {
+      reset_timer(rt_cluster_id());
+      start_timer(rt_cluster_id());
+   }
+   test(g_W, g_x, g_y, IH, IW, FH, FW, OH, OW, 1, 0, 0);
+   if(rt_core_id() == 0) {
+      stop_timer(rt_cluster_id());
+
+      #ifdef CHECK_CHECKSUM
+      errors = 0;
+      sum = checksum(g_y);
+      if(sum != RIGHT_CHECKSUM) {
+         #ifndef PULP_SPI
+         printf("wrong checksum, 0x%08x instead of 0x%08x\n", sum, RIGHT_CHECKSUM);
+         #ifndef CHECK_ERROR
+         errors += 1;
+         #endif
+         #endif
+         #ifdef CHECK_ERROR
+         errors = check(g_y);
+         #endif
+      }
+      #else
+      errors = -1;
+      #endif
+
+      #ifndef PULP_SPI
+      printf("%s, errors=%d, time=%d\n", str, errors, get_time(rt_cluster_id()));
+      #endif
+      
+   }
+
+   return errors;
+}
+
+void conv16_gold(int16_t *__restrict__ W, int16_t *__restrict__ x, int16_t *__restrict__ y, int h, int w, int fh, int fw, int oh, int ow, int nif, int a, int b) {
+   int i;
+   for (i=0; i<oh; i++) {
+      int j;
+      for (j=0; j<ow; j++) {
+         int32_t conv = 0;
+         int ui;
+         for (ui=0; ui<fh; ui++) {
+            int uj;
+            for (uj=0; uj<fw; uj++) {
+               int m;
+               int n;
+               m = i-ui+fh-1;
+               n = j-uj+fw-1;
+               #ifndef IMPRECISE_ASM5
+               conv += FIXED_MUL(W[((((a*nif)+b)*fh)+ui)*fw+uj] , x[(((b*h)+m)*w)+n]);
+               #else
+               conv += W[((((a*nif)+b)*fh)+ui)*fw+uj] * x[(((b*h)+m)*w)+n];
+               #endif
+            }
+         }
+         #ifndef IMPRECISE_ASM5
+         y[(a*oh+i)*ow+j] = (y[(a*oh+i)*ow+j] + conv);
+         #else
+         y[(a*oh+i)*ow+j] = (y[(a*oh+i)*ow+j] + (conv >> QF));
+         #endif
+      }
+   }
+}
+
+void conv16_unrolled_5x5(int16_t *__restrict__ W, int16_t *__restrict__ x, int16_t *__restrict__ y, int h, int w, int fh, int fw, int oh, int ow, int nif, int a, int b) {
+   int i;
+   for (i=0; i<oh; i++) {
+      int j;
+      for (j=0; j<ow; j++) {
+
+         int32_t conv = 0;
+
+         #ifndef IMPRECISE_ASM5
+
+         conv += FIXED_MUL(W[((((a*nif)+b)*5)+0)*5+0], x[(((b*h)+(i+4-0))*w)+(j+4-0)]);
+         conv += FIXED_MUL(W[((((a*nif)+b)*5)+0)*5+1], x[(((b*h)+(i+4-0))*w)+(j+4-1)]);
+         conv += FIXED_MUL(W[((((a*nif)+b)*5)+0)*5+2], x[(((b*h)+(i+4-0))*w)+(j+4-2)]);
+         conv += FIXED_MUL(W[((((a*nif)+b)*5)+0)*5+3], x[(((b*h)+(i+4-0))*w)+(j+4-3)]);
+         conv += FIXED_MUL(W[((((a*nif)+b)*5)+0)*5+4], x[(((b*h)+(i+4-0))*w)+(j+4-4)]);
+
+         conv += FIXED_MUL(W[((((a*nif)+b)*5)+1)*5+0], x[(((b*h)+(i+4-1))*w)+(j+4-0)]);
+         conv += FIXED_MUL(W[((((a*nif)+b)*5)+1)*5+1], x[(((b*h)+(i+4-1))*w)+(j+4-1)]);
+         conv += FIXED_MUL(W[((((a*nif)+b)*5)+1)*5+2], x[(((b*h)+(i+4-1))*w)+(j+4-2)]);
+         conv += FIXED_MUL(W[((((a*nif)+b)*5)+1)*5+3], x[(((b*h)+(i+4-1))*w)+(j+4-3)]);
+         conv += FIXED_MUL(W[((((a*nif)+b)*5)+1)*5+4], x[(((b*h)+(i+4-1))*w)+(j+4-4)]);
+
+         conv += FIXED_MUL(W[((((a*nif)+b)*5)+2)*5+0], x[(((b*h)+(i+4-2))*w)+(j+4-0)]);
+         conv += FIXED_MUL(W[((((a*nif)+b)*5)+2)*5+1], x[(((b*h)+(i+4-2))*w)+(j+4-1)]);
+         conv += FIXED_MUL(W[((((a*nif)+b)*5)+2)*5+2], x[(((b*h)+(i+4-2))*w)+(j+4-2)]);
+         conv += FIXED_MUL(W[((((a*nif)+b)*5)+2)*5+3], x[(((b*h)+(i+4-2))*w)+(j+4-3)]);
+         conv += FIXED_MUL(W[((((a*nif)+b)*5)+2)*5+4], x[(((b*h)+(i+4-2))*w)+(j+4-4)]);
+
+         conv += FIXED_MUL(W[((((a*nif)+b)*5)+3)*5+0], x[(((b*h)+(i+4-3))*w)+(j+4-0)]);
+         conv += FIXED_MUL(W[((((a*nif)+b)*5)+3)*5+1], x[(((b*h)+(i+4-3))*w)+(j+4-1)]);
+         conv += FIXED_MUL(W[((((a*nif)+b)*5)+3)*5+2], x[(((b*h)+(i+4-3))*w)+(j+4-2)]);
+         conv += FIXED_MUL(W[((((a*nif)+b)*5)+3)*5+3], x[(((b*h)+(i+4-3))*w)+(j+4-3)]);
+         conv += FIXED_MUL(W[((((a*nif)+b)*5)+3)*5+4], x[(((b*h)+(i+4-3))*w)+(j+4-4)]);
+
+         conv += FIXED_MUL(W[((((a*nif)+b)*5)+4)*5+0], x[(((b*h)+(i+4-4))*w)+(j+4-0)]);
+         conv += FIXED_MUL(W[((((a*nif)+b)*5)+4)*5+1], x[(((b*h)+(i+4-4))*w)+(j+4-1)]);
+         conv += FIXED_MUL(W[((((a*nif)+b)*5)+4)*5+2], x[(((b*h)+(i+4-4))*w)+(j+4-2)]);
+         conv += FIXED_MUL(W[((((a*nif)+b)*5)+4)*5+3], x[(((b*h)+(i+4-4))*w)+(j+4-3)]);
+         conv += FIXED_MUL(W[((((a*nif)+b)*5)+4)*5+4], x[(((b*h)+(i+4-4))*w)+(j+4-4)]);
+
+         y[(a*oh+i)*ow+j] += conv;
+
+         #else
+
+         conv += W[((((a*nif)+b)*5)+0)*5+0] * x[(((b*h)+(i+4-0))*w)+(j+4-0)];
+         conv += W[((((a*nif)+b)*5)+0)*5+1] * x[(((b*h)+(i+4-0))*w)+(j+4-1)];
+         conv += W[((((a*nif)+b)*5)+0)*5+2] * x[(((b*h)+(i+4-0))*w)+(j+4-2)];
+         conv += W[((((a*nif)+b)*5)+0)*5+3] * x[(((b*h)+(i+4-0))*w)+(j+4-3)];
+         conv += W[((((a*nif)+b)*5)+0)*5+4] * x[(((b*h)+(i+4-0))*w)+(j+4-4)];
+
+         conv += W[((((a*nif)+b)*5)+1)*5+0] * x[(((b*h)+(i+4-1))*w)+(j+4-0)];
+         conv += W[((((a*nif)+b)*5)+1)*5+1] * x[(((b*h)+(i+4-1))*w)+(j+4-1)];
+         conv += W[((((a*nif)+b)*5)+1)*5+2] * x[(((b*h)+(i+4-1))*w)+(j+4-2)];
+         conv += W[((((a*nif)+b)*5)+1)*5+3] * x[(((b*h)+(i+4-1))*w)+(j+4-3)];
+         conv += W[((((a*nif)+b)*5)+1)*5+4] * x[(((b*h)+(i+4-1))*w)+(j+4-4)];
+
+         conv += W[((((a*nif)+b)*5)+2)*5+0] * x[(((b*h)+(i+4-2))*w)+(j+4-0)];
+         conv += W[((((a*nif)+b)*5)+2)*5+1] * x[(((b*h)+(i+4-2))*w)+(j+4-1)];
+         conv += W[((((a*nif)+b)*5)+2)*5+2] * x[(((b*h)+(i+4-2))*w)+(j+4-2)];
+         conv += W[((((a*nif)+b)*5)+2)*5+3] * x[(((b*h)+(i+4-2))*w)+(j+4-3)];
+         conv += W[((((a*nif)+b)*5)+2)*5+4] * x[(((b*h)+(i+4-2))*w)+(j+4-4)];
+
+         conv += W[((((a*nif)+b)*5)+3)*5+0] * x[(((b*h)+(i+4-3))*w)+(j+4-0)];
+         conv += W[((((a*nif)+b)*5)+3)*5+1] * x[(((b*h)+(i+4-3))*w)+(j+4-1)];
+         conv += W[((((a*nif)+b)*5)+3)*5+2] * x[(((b*h)+(i+4-3))*w)+(j+4-2)];
+         conv += W[((((a*nif)+b)*5)+3)*5+3] * x[(((b*h)+(i+4-3))*w)+(j+4-3)];
+         conv += W[((((a*nif)+b)*5)+3)*5+4] * x[(((b*h)+(i+4-3))*w)+(j+4-4)];
+
+         conv += W[((((a*nif)+b)*5)+4)*5+0] * x[(((b*h)+(i+4-4))*w)+(j+4-0)];
+         conv += W[((((a*nif)+b)*5)+4)*5+1] * x[(((b*h)+(i+4-4))*w)+(j+4-1)];
+         conv += W[((((a*nif)+b)*5)+4)*5+2] * x[(((b*h)+(i+4-4))*w)+(j+4-2)];
+         conv += W[((((a*nif)+b)*5)+4)*5+3] * x[(((b*h)+(i+4-4))*w)+(j+4-3)];
+         conv += W[((((a*nif)+b)*5)+4)*5+4] * x[(((b*h)+(i+4-4))*w)+(j+4-4)];
+
+         y[(a*oh+i)*ow+j] += (conv >> QF);
+
+         #endif
+
+      }
+   }
+}
+
+void conv16_unrolled_ptr_5x5(int16_t *__restrict__ W, int16_t *__restrict__ x, int16_t *__restrict__ y, int h, int w, int fh, int fw, int oh, int ow, int nif, int a, int b) {
+   register int i;
+   register int j;
+
+   int16_t *y_ptr = y + a*oh*ow;
+   int16_t *x_base = x + b*h*w + (fh-1)*w + (fw-1);
+   int16_t *W_base = &W[((a*nif)+b)*fh*fw];
+   int16_t *W_ptr;
+   int16_t *x_ptr;
+
+   for (i=0; i<oh; i++) {
+      for (j=0; j<ow; j++) {
+
+         int conv = 0;
+
+         W_ptr = W_base;
+         x_ptr = x_base + i*w + j;
+
+         #ifndef IMPRECISE_ASM5
+
+         conv += FIXED_MUL(*W_ptr++, *x_ptr--);
+         conv += FIXED_MUL(*W_ptr++, *x_ptr--);
+         conv += FIXED_MUL(*W_ptr++, *x_ptr--);
+         conv += FIXED_MUL(*W_ptr++, *x_ptr--);
+         conv += FIXED_MUL(*W_ptr++, *x_ptr--);
+         x_ptr -= w-5;
+
+         conv += FIXED_MUL(*W_ptr++, *x_ptr--);
+         conv += FIXED_MUL(*W_ptr++, *x_ptr--);
+         conv += FIXED_MUL(*W_ptr++, *x_ptr--);
+         conv += FIXED_MUL(*W_ptr++, *x_ptr--);
+         conv += FIXED_MUL(*W_ptr++, *x_ptr--);
+         x_ptr -= w-5;
+
+         conv += FIXED_MUL(*W_ptr++, *x_ptr--);
+         conv += FIXED_MUL(*W_ptr++, *x_ptr--);
+         conv += FIXED_MUL(*W_ptr++, *x_ptr--);
+         conv += FIXED_MUL(*W_ptr++, *x_ptr--);
+         conv += FIXED_MUL(*W_ptr++, *x_ptr--);
+         x_ptr -= w-5;
+
+         conv += FIXED_MUL(*W_ptr++, *x_ptr--);
+         conv += FIXED_MUL(*W_ptr++, *x_ptr--);
+         conv += FIXED_MUL(*W_ptr++, *x_ptr--);
+         conv += FIXED_MUL(*W_ptr++, *x_ptr--);
+         conv += FIXED_MUL(*W_ptr++, *x_ptr--);
+         x_ptr -= w-5;
+
+         conv += FIXED_MUL(*W_ptr++, *x_ptr--);
+         conv += FIXED_MUL(*W_ptr++, *x_ptr--);
+         conv += FIXED_MUL(*W_ptr++, *x_ptr--);
+         conv += FIXED_MUL(*W_ptr++, *x_ptr--);
+         conv += FIXED_MUL(*W_ptr++, *x_ptr--);
+         x_ptr -= w-5;
+
+         *(y_ptr + i*ow+j) += conv;
+
+         #else
+
+         conv += *W_ptr++ * *x_ptr--;
+         conv += *W_ptr++ * *x_ptr--;
+         conv += *W_ptr++ * *x_ptr--;
+         conv += *W_ptr++ * *x_ptr--;
+         conv += *W_ptr++ * *x_ptr--;
+         x_ptr -= w-5;
+
+         conv += *W_ptr++ * *x_ptr--;
+         conv += *W_ptr++ * *x_ptr--;
+         conv += *W_ptr++ * *x_ptr--;
+         conv += *W_ptr++ * *x_ptr--;
+         conv += *W_ptr++ * *x_ptr--;
+         x_ptr -= w-5;
+
+         conv += *W_ptr++ * *x_ptr--;
+         conv += *W_ptr++ * *x_ptr--;
+         conv += *W_ptr++ * *x_ptr--;
+         conv += *W_ptr++ * *x_ptr--;
+         conv += *W_ptr++ * *x_ptr--;
+         x_ptr -= w-5;
+
+         conv += *W_ptr++ * *x_ptr--;
+         conv += *W_ptr++ * *x_ptr--;
+         conv += *W_ptr++ * *x_ptr--;
+         conv += *W_ptr++ * *x_ptr--;
+         conv += *W_ptr++ * *x_ptr--;
+         x_ptr -= w-5;
+
+         conv += *W_ptr++ * *x_ptr--;
+         conv += *W_ptr++ * *x_ptr--;
+         conv += *W_ptr++ * *x_ptr--;
+         conv += *W_ptr++ * *x_ptr--;
+         conv += *W_ptr++ * *x_ptr--;
+         x_ptr -= w-5;
+
+         *(y_ptr + i*ow+j) += conv >> QF;
+
+         #endif
+
+      }
+   }
+
+}
+
+void conv16_gold_four_coarse(int16_t *__restrict__ W, int16_t *__restrict__ x, int16_t *__restrict__ y, int h, int w, int fh, int fw, int oh, int ow, int nif, int a, int b) {
+   int i;
+   register int myid      = rt_core_id();
+   register int num_cores = get_core_num();
+   // synch_barrier();
+   for (i=0; i<oh; i++) {
+      int j;
+      for (j=myid; j<ow; j+=num_cores) {
+         int ui;
+         int32_t conv = 0;
+         for (ui=0; ui<fh; ui++) {
+            int uj;
+            for (uj=0; uj<fw; uj++) {
+               int m;
+               int n;
+               m = i-ui+fh-1;
+               n = j-uj+fw-1;
+               #ifndef IMPRECISE_ASM5
+               conv += FIXED_MUL(W[((((a*nif)+b)*fh)+ui)*fw+uj] , x[(((b*h)+m)*w)+n]);
+               #else
+               conv += W[((((a*nif)+b)*fh)+ui)*fw+uj] * x[(((b*h)+m)*w)+n];
+               #endif
+            }
+         }
+         #ifndef IMPRECISE_ASM5
+         y[(a*oh+i)*ow+j] = (y[(a*oh+i)*ow+j] + conv);
+         #else
+         y[(a*oh+i)*ow+j] = (y[(a*oh+i)*ow+j] + (conv >> QF));
+         #endif
+      }
+   }
+   synch_barrier();
+}
+
+void conv16_gold_four_coarsest(int16_t *__restrict__ W, int16_t *__restrict__ x, int16_t *__restrict__ y, int h, int w, int fh, int fw, int oh, int ow, int nif, int a, int b) {
+   int i;
+   register int myid      = rt_core_id();
+   register int num_cores = get_core_num();
+   // synch_barrier();
+   for (i=myid; i<oh; i+=num_cores) {
+      int j;
+      for (j=0; j<ow; j++) {
+         int ui;
+         int32_t conv = 0;
+         for (ui=0; ui<fh; ui++) {
+            int uj;
+            for (uj=0; uj<fw; uj++) {
+               int m;
+               int n;
+               m = i-ui+fh-1;
+               n = j-uj+fw-1;
+               #ifndef IMPRECISE_ASM5
+               conv += FIXED_MUL(W[((((a*nif)+b)*fh)+ui)*fw+uj] , x[(((b*h)+m)*w)+n]);
+               #else
+               conv += W[((((a*nif)+b)*fh)+ui)*fw+uj] * x[(((b*h)+m)*w)+n];
+               #endif
+            }
+         }
+         #ifndef IMPRECISE_ASM5
+         y[(a*oh+i)*ow+j] = (y[(a*oh+i)*ow+j] + conv);
+         #else
+         y[(a*oh+i)*ow+j] = (y[(a*oh+i)*ow+j] + (conv >> QF));
+         #endif
+      }
+   }
+   synch_barrier();
+}
+
+void conv16_unrolled_5x5_four_coarse(int16_t *__restrict__ W, int16_t *__restrict__ x, int16_t *__restrict__ y, int h, int w, int fh, int fw, int oh, int ow, int nif, int a, int b) {
+   int i;
+   register int myid      = rt_core_id();
+   register int num_cores = get_core_num();
+   // synch_barrier();
+   for (i=0; i<oh; i++) {
+      int j;
+      for (j=myid; j<ow; j+=num_cores) {
+
+         int32_t conv = 0;
+
+         #ifndef IMPRECISE_ASM5
+
+         conv += FIXED_MUL(W[((((a*nif)+b)*5)+0)*5+0], x[(((b*h)+(i+4-0))*w)+(j+4-0)]);
+         conv += FIXED_MUL(W[((((a*nif)+b)*5)+0)*5+1], x[(((b*h)+(i+4-0))*w)+(j+4-1)]);
+         conv += FIXED_MUL(W[((((a*nif)+b)*5)+0)*5+2], x[(((b*h)+(i+4-0))*w)+(j+4-2)]);
+         conv += FIXED_MUL(W[((((a*nif)+b)*5)+0)*5+3], x[(((b*h)+(i+4-0))*w)+(j+4-3)]);
+         conv += FIXED_MUL(W[((((a*nif)+b)*5)+0)*5+4], x[(((b*h)+(i+4-0))*w)+(j+4-4)]);
+
+         conv += FIXED_MUL(W[((((a*nif)+b)*5)+1)*5+0], x[(((b*h)+(i+4-1))*w)+(j+4-0)]);
+         conv += FIXED_MUL(W[((((a*nif)+b)*5)+1)*5+1], x[(((b*h)+(i+4-1))*w)+(j+4-1)]);
+         conv += FIXED_MUL(W[((((a*nif)+b)*5)+1)*5+2], x[(((b*h)+(i+4-1))*w)+(j+4-2)]);
+         conv += FIXED_MUL(W[((((a*nif)+b)*5)+1)*5+3], x[(((b*h)+(i+4-1))*w)+(j+4-3)]);
+         conv += FIXED_MUL(W[((((a*nif)+b)*5)+1)*5+4], x[(((b*h)+(i+4-1))*w)+(j+4-4)]);
+
+         conv += FIXED_MUL(W[((((a*nif)+b)*5)+2)*5+0], x[(((b*h)+(i+4-2))*w)+(j+4-0)]);
+         conv += FIXED_MUL(W[((((a*nif)+b)*5)+2)*5+1], x[(((b*h)+(i+4-2))*w)+(j+4-1)]);
+         conv += FIXED_MUL(W[((((a*nif)+b)*5)+2)*5+2], x[(((b*h)+(i+4-2))*w)+(j+4-2)]);
+         conv += FIXED_MUL(W[((((a*nif)+b)*5)+2)*5+3], x[(((b*h)+(i+4-2))*w)+(j+4-3)]);
+         conv += FIXED_MUL(W[((((a*nif)+b)*5)+2)*5+4], x[(((b*h)+(i+4-2))*w)+(j+4-4)]);
+
+         conv += FIXED_MUL(W[((((a*nif)+b)*5)+3)*5+0], x[(((b*h)+(i+4-3))*w)+(j+4-0)]);
+         conv += FIXED_MUL(W[((((a*nif)+b)*5)+3)*5+1], x[(((b*h)+(i+4-3))*w)+(j+4-1)]);
+         conv += FIXED_MUL(W[((((a*nif)+b)*5)+3)*5+2], x[(((b*h)+(i+4-3))*w)+(j+4-2)]);
+         conv += FIXED_MUL(W[((((a*nif)+b)*5)+3)*5+3], x[(((b*h)+(i+4-3))*w)+(j+4-3)]);
+         conv += FIXED_MUL(W[((((a*nif)+b)*5)+3)*5+4], x[(((b*h)+(i+4-3))*w)+(j+4-4)]);
+
+         conv += FIXED_MUL(W[((((a*nif)+b)*5)+4)*5+0], x[(((b*h)+(i+4-4))*w)+(j+4-0)]);
+         conv += FIXED_MUL(W[((((a*nif)+b)*5)+4)*5+1], x[(((b*h)+(i+4-4))*w)+(j+4-1)]);
+         conv += FIXED_MUL(W[((((a*nif)+b)*5)+4)*5+2], x[(((b*h)+(i+4-4))*w)+(j+4-2)]);
+         conv += FIXED_MUL(W[((((a*nif)+b)*5)+4)*5+3], x[(((b*h)+(i+4-4))*w)+(j+4-3)]);
+         conv += FIXED_MUL(W[((((a*nif)+b)*5)+4)*5+4], x[(((b*h)+(i+4-4))*w)+(j+4-4)]);
+
+         y[(a*oh+i)*ow+j] += conv; // because i'm using 32-bit int
+
+         #else
+
+         conv += W[((((a*nif)+b)*5)+0)*5+0] * x[(((b*h)+(i+4-0))*w)+(j+4-0)];
+         conv += W[((((a*nif)+b)*5)+0)*5+1] * x[(((b*h)+(i+4-0))*w)+(j+4-1)];
+         conv += W[((((a*nif)+b)*5)+0)*5+2] * x[(((b*h)+(i+4-0))*w)+(j+4-2)];
+         conv += W[((((a*nif)+b)*5)+0)*5+3] * x[(((b*h)+(i+4-0))*w)+(j+4-3)];
+         conv += W[((((a*nif)+b)*5)+0)*5+4] * x[(((b*h)+(i+4-0))*w)+(j+4-4)];
+
+         conv += W[((((a*nif)+b)*5)+1)*5+0] * x[(((b*h)+(i+4-1))*w)+(j+4-0)];
+         conv += W[((((a*nif)+b)*5)+1)*5+1] * x[(((b*h)+(i+4-1))*w)+(j+4-1)];
+         conv += W[((((a*nif)+b)*5)+1)*5+2] * x[(((b*h)+(i+4-1))*w)+(j+4-2)];
+         conv += W[((((a*nif)+b)*5)+1)*5+3] * x[(((b*h)+(i+4-1))*w)+(j+4-3)];
+         conv += W[((((a*nif)+b)*5)+1)*5+4] * x[(((b*h)+(i+4-1))*w)+(j+4-4)];
+
+         conv += W[((((a*nif)+b)*5)+2)*5+0] * x[(((b*h)+(i+4-2))*w)+(j+4-0)];
+         conv += W[((((a*nif)+b)*5)+2)*5+1] * x[(((b*h)+(i+4-2))*w)+(j+4-1)];
+         conv += W[((((a*nif)+b)*5)+2)*5+2] * x[(((b*h)+(i+4-2))*w)+(j+4-2)];
+         conv += W[((((a*nif)+b)*5)+2)*5+3] * x[(((b*h)+(i+4-2))*w)+(j+4-3)];
+         conv += W[((((a*nif)+b)*5)+2)*5+4] * x[(((b*h)+(i+4-2))*w)+(j+4-4)];
+
+         conv += W[((((a*nif)+b)*5)+3)*5+0] * x[(((b*h)+(i+4-3))*w)+(j+4-0)];
+         conv += W[((((a*nif)+b)*5)+3)*5+1] * x[(((b*h)+(i+4-3))*w)+(j+4-1)];
+         conv += W[((((a*nif)+b)*5)+3)*5+2] * x[(((b*h)+(i+4-3))*w)+(j+4-2)];
+         conv += W[((((a*nif)+b)*5)+3)*5+3] * x[(((b*h)+(i+4-3))*w)+(j+4-3)];
+         conv += W[((((a*nif)+b)*5)+3)*5+4] * x[(((b*h)+(i+4-3))*w)+(j+4-4)];
+
+         conv += W[((((a*nif)+b)*5)+4)*5+0] * x[(((b*h)+(i+4-4))*w)+(j+4-0)];
+         conv += W[((((a*nif)+b)*5)+4)*5+1] * x[(((b*h)+(i+4-4))*w)+(j+4-1)];
+         conv += W[((((a*nif)+b)*5)+4)*5+2] * x[(((b*h)+(i+4-4))*w)+(j+4-2)];
+         conv += W[((((a*nif)+b)*5)+4)*5+3] * x[(((b*h)+(i+4-4))*w)+(j+4-3)];
+         conv += W[((((a*nif)+b)*5)+4)*5+4] * x[(((b*h)+(i+4-4))*w)+(j+4-4)];
+
+         y[(a*oh+i)*ow+j] += (conv >> QF); // because i'm using 32-bit int
+
+         #endif
+
+      }
+   }
+   synch_barrier();
+}
+
+void conv16_unrolled_5x5_four_coarsest(int16_t *__restrict__ W, int16_t *__restrict__ x, int16_t *__restrict__ y, int h, int w, int fh, int fw, int oh, int ow, int nif, int a, int b) {
+   int i;
+   register int myid      = rt_core_id();
+   register int num_cores = get_core_num();
+   // synch_barrier();
+   for (i=myid; i<oh; i+=num_cores) {
+      int j;
+      for (j=0; j<ow; j++) {
+
+         int32_t conv = 0;
+
+         #ifndef IMPRECISE_ASM5
+
+         conv += FIXED_MUL(W[((((a*nif)+b)*5)+0)*5+0], x[(((b*h)+(i+4-0))*w)+(j+4-0)]);
+         conv += FIXED_MUL(W[((((a*nif)+b)*5)+0)*5+1], x[(((b*h)+(i+4-0))*w)+(j+4-1)]);
+         conv += FIXED_MUL(W[((((a*nif)+b)*5)+0)*5+2], x[(((b*h)+(i+4-0))*w)+(j+4-2)]);
+         conv += FIXED_MUL(W[((((a*nif)+b)*5)+0)*5+3], x[(((b*h)+(i+4-0))*w)+(j+4-3)]);
+         conv += FIXED_MUL(W[((((a*nif)+b)*5)+0)*5+4], x[(((b*h)+(i+4-0))*w)+(j+4-4)]);
+
+         conv += FIXED_MUL(W[((((a*nif)+b)*5)+1)*5+0], x[(((b*h)+(i+4-1))*w)+(j+4-0)]);
+         conv += FIXED_MUL(W[((((a*nif)+b)*5)+1)*5+1], x[(((b*h)+(i+4-1))*w)+(j+4-1)]);
+         conv += FIXED_MUL(W[((((a*nif)+b)*5)+1)*5+2], x[(((b*h)+(i+4-1))*w)+(j+4-2)]);
+         conv += FIXED_MUL(W[((((a*nif)+b)*5)+1)*5+3], x[(((b*h)+(i+4-1))*w)+(j+4-3)]);
+         conv += FIXED_MUL(W[((((a*nif)+b)*5)+1)*5+4], x[(((b*h)+(i+4-1))*w)+(j+4-4)]);
+
+         conv += FIXED_MUL(W[((((a*nif)+b)*5)+2)*5+0], x[(((b*h)+(i+4-2))*w)+(j+4-0)]);
+         conv += FIXED_MUL(W[((((a*nif)+b)*5)+2)*5+1], x[(((b*h)+(i+4-2))*w)+(j+4-1)]);
+         conv += FIXED_MUL(W[((((a*nif)+b)*5)+2)*5+2], x[(((b*h)+(i+4-2))*w)+(j+4-2)]);
+         conv += FIXED_MUL(W[((((a*nif)+b)*5)+2)*5+3], x[(((b*h)+(i+4-2))*w)+(j+4-3)]);
+         conv += FIXED_MUL(W[((((a*nif)+b)*5)+2)*5+4], x[(((b*h)+(i+4-2))*w)+(j+4-4)]);
+
+         conv += FIXED_MUL(W[((((a*nif)+b)*5)+3)*5+0], x[(((b*h)+(i+4-3))*w)+(j+4-0)]);
+         conv += FIXED_MUL(W[((((a*nif)+b)*5)+3)*5+1], x[(((b*h)+(i+4-3))*w)+(j+4-1)]);
+         conv += FIXED_MUL(W[((((a*nif)+b)*5)+3)*5+2], x[(((b*h)+(i+4-3))*w)+(j+4-2)]);
+         conv += FIXED_MUL(W[((((a*nif)+b)*5)+3)*5+3], x[(((b*h)+(i+4-3))*w)+(j+4-3)]);
+         conv += FIXED_MUL(W[((((a*nif)+b)*5)+3)*5+4], x[(((b*h)+(i+4-3))*w)+(j+4-4)]);
+
+         conv += FIXED_MUL(W[((((a*nif)+b)*5)+4)*5+0], x[(((b*h)+(i+4-4))*w)+(j+4-0)]);
+         conv += FIXED_MUL(W[((((a*nif)+b)*5)+4)*5+1], x[(((b*h)+(i+4-4))*w)+(j+4-1)]);
+         conv += FIXED_MUL(W[((((a*nif)+b)*5)+4)*5+2], x[(((b*h)+(i+4-4))*w)+(j+4-2)]);
+         conv += FIXED_MUL(W[((((a*nif)+b)*5)+4)*5+3], x[(((b*h)+(i+4-4))*w)+(j+4-3)]);
+         conv += FIXED_MUL(W[((((a*nif)+b)*5)+4)*5+4], x[(((b*h)+(i+4-4))*w)+(j+4-4)]);
+
+         y[(a*oh+i)*ow+j] += conv; // because i'm using 32-bit int
+
+         #else
+
+         conv += W[((((a*nif)+b)*5)+0)*5+0] * x[(((b*h)+(i+4-0))*w)+(j+4-0)];
+         conv += W[((((a*nif)+b)*5)+0)*5+1] * x[(((b*h)+(i+4-0))*w)+(j+4-1)];
+         conv += W[((((a*nif)+b)*5)+0)*5+2] * x[(((b*h)+(i+4-0))*w)+(j+4-2)];
+         conv += W[((((a*nif)+b)*5)+0)*5+3] * x[(((b*h)+(i+4-0))*w)+(j+4-3)];
+         conv += W[((((a*nif)+b)*5)+0)*5+4] * x[(((b*h)+(i+4-0))*w)+(j+4-4)];
+
+         conv += W[((((a*nif)+b)*5)+1)*5+0] * x[(((b*h)+(i+4-1))*w)+(j+4-0)];
+         conv += W[((((a*nif)+b)*5)+1)*5+1] * x[(((b*h)+(i+4-1))*w)+(j+4-1)];
+         conv += W[((((a*nif)+b)*5)+1)*5+2] * x[(((b*h)+(i+4-1))*w)+(j+4-2)];
+         conv += W[((((a*nif)+b)*5)+1)*5+3] * x[(((b*h)+(i+4-1))*w)+(j+4-3)];
+         conv += W[((((a*nif)+b)*5)+1)*5+4] * x[(((b*h)+(i+4-1))*w)+(j+4-4)];
+
+         conv += W[((((a*nif)+b)*5)+2)*5+0] * x[(((b*h)+(i+4-2))*w)+(j+4-0)];
+         conv += W[((((a*nif)+b)*5)+2)*5+1] * x[(((b*h)+(i+4-2))*w)+(j+4-1)];
+         conv += W[((((a*nif)+b)*5)+2)*5+2] * x[(((b*h)+(i+4-2))*w)+(j+4-2)];
+         conv += W[((((a*nif)+b)*5)+2)*5+3] * x[(((b*h)+(i+4-2))*w)+(j+4-3)];
+         conv += W[((((a*nif)+b)*5)+2)*5+4] * x[(((b*h)+(i+4-2))*w)+(j+4-4)];
+
+         conv += W[((((a*nif)+b)*5)+3)*5+0] * x[(((b*h)+(i+4-3))*w)+(j+4-0)];
+         conv += W[((((a*nif)+b)*5)+3)*5+1] * x[(((b*h)+(i+4-3))*w)+(j+4-1)];
+         conv += W[((((a*nif)+b)*5)+3)*5+2] * x[(((b*h)+(i+4-3))*w)+(j+4-2)];
+         conv += W[((((a*nif)+b)*5)+3)*5+3] * x[(((b*h)+(i+4-3))*w)+(j+4-3)];
+         conv += W[((((a*nif)+b)*5)+3)*5+4] * x[(((b*h)+(i+4-3))*w)+(j+4-4)];
+
+         conv += W[((((a*nif)+b)*5)+4)*5+0] * x[(((b*h)+(i+4-4))*w)+(j+4-0)];
+         conv += W[((((a*nif)+b)*5)+4)*5+1] * x[(((b*h)+(i+4-4))*w)+(j+4-1)];
+         conv += W[((((a*nif)+b)*5)+4)*5+2] * x[(((b*h)+(i+4-4))*w)+(j+4-2)];
+         conv += W[((((a*nif)+b)*5)+4)*5+3] * x[(((b*h)+(i+4-4))*w)+(j+4-3)];
+         conv += W[((((a*nif)+b)*5)+4)*5+4] * x[(((b*h)+(i+4-4))*w)+(j+4-4)];
+
+         y[(a*oh+i)*ow+j] += (conv >> QF); // because i'm using 32-bit int
+
+         #endif
+
+      }
+   }
+   synch_barrier();
+}
+
+void conv16_unrolled_ptr_5x5_four_coarse(int16_t *__restrict__ W, int16_t *__restrict__ x, int16_t *__restrict__ y, int h, int w, int fh, int fw, int oh, int ow, int nif, int a, int b) {
+   register int i;
+   register int j;
+   register int myid      = rt_core_id();
+   register int num_cores = get_core_num();
+   int16_t *W_ptr;
+   int16_t *x_ptr;
+   int16_t *y_ptr = y + a*oh*ow;
+   int16_t *x_base = x + b*h*w + (fh-1)*w + (fw-1);
+   int16_t *W_base = &W[((a*nif)+b)*fh*fw];
+   
+   // synch_barrier();
+
+   for (i=0; i<oh; i++) {
+      for (j=myid; j<ow; j+=num_cores) {
+
+         int conv = 0;
+
+         W_ptr = W_base;
+         x_ptr = x_base + i*w + j;
+
+         #ifndef IMPRECISE_ASM5
+
+         conv += FIXED_MUL(*W_ptr++, *x_ptr--);
+         conv += FIXED_MUL(*W_ptr++, *x_ptr--);
+         conv += FIXED_MUL(*W_ptr++, *x_ptr--);
+         conv += FIXED_MUL(*W_ptr++, *x_ptr--);
+         conv += FIXED_MUL(*W_ptr++, *x_ptr--);
+         x_ptr -= w-5;
+
+         conv += FIXED_MUL(*W_ptr++, *x_ptr--);
+         conv += FIXED_MUL(*W_ptr++, *x_ptr--);
+         conv += FIXED_MUL(*W_ptr++, *x_ptr--);
+         conv += FIXED_MUL(*W_ptr++, *x_ptr--);
+         conv += FIXED_MUL(*W_ptr++, *x_ptr--);
+         x_ptr -= w-5;
+
+         conv += FIXED_MUL(*W_ptr++, *x_ptr--);
+         conv += FIXED_MUL(*W_ptr++, *x_ptr--);
+         conv += FIXED_MUL(*W_ptr++, *x_ptr--);
+         conv += FIXED_MUL(*W_ptr++, *x_ptr--);
+         conv += FIXED_MUL(*W_ptr++, *x_ptr--);
+         x_ptr -= w-5;
+
+         conv += FIXED_MUL(*W_ptr++, *x_ptr--);
+         conv += FIXED_MUL(*W_ptr++, *x_ptr--);
+         conv += FIXED_MUL(*W_ptr++, *x_ptr--);
+         conv += FIXED_MUL(*W_ptr++, *x_ptr--);
+         conv += FIXED_MUL(*W_ptr++, *x_ptr--);
+         x_ptr -= w-5;
+
+         conv += FIXED_MUL(*W_ptr++, *x_ptr--);
+         conv += FIXED_MUL(*W_ptr++, *x_ptr--);
+         conv += FIXED_MUL(*W_ptr++, *x_ptr--);
+         conv += FIXED_MUL(*W_ptr++, *x_ptr--);
+         conv += FIXED_MUL(*W_ptr++, *x_ptr--);
+         x_ptr -= w-5;
+
+         *(y_ptr + i*ow+j) += conv;
+
+         #else
+
+         conv += *W_ptr++ * *x_ptr--;
+         conv += *W_ptr++ * *x_ptr--;
+         conv += *W_ptr++ * *x_ptr--;
+         conv += *W_ptr++ * *x_ptr--;
+         conv += *W_ptr++ * *x_ptr--;
+         x_ptr -= w-5;
+
+         conv += *W_ptr++ * *x_ptr--;
+         conv += *W_ptr++ * *x_ptr--;
+         conv += *W_ptr++ * *x_ptr--;
+         conv += *W_ptr++ * *x_ptr--;
+         conv += *W_ptr++ * *x_ptr--;
+         x_ptr -= w-5;
+
+         conv += *W_ptr++ * *x_ptr--;
+         conv += *W_ptr++ * *x_ptr--;
+         conv += *W_ptr++ * *x_ptr--;
+         conv += *W_ptr++ * *x_ptr--;
+         conv += *W_ptr++ * *x_ptr--;
+         x_ptr -= w-5;
+
+         conv += *W_ptr++ * *x_ptr--;
+         conv += *W_ptr++ * *x_ptr--;
+         conv += *W_ptr++ * *x_ptr--;
+         conv += *W_ptr++ * *x_ptr--;
+         conv += *W_ptr++ * *x_ptr--;
+         x_ptr -= w-5;
+
+         conv += *W_ptr++ * *x_ptr--;
+         conv += *W_ptr++ * *x_ptr--;
+         conv += *W_ptr++ * *x_ptr--;
+         conv += *W_ptr++ * *x_ptr--;
+         conv += *W_ptr++ * *x_ptr--;
+         x_ptr -= w-5;
+
+         *(y_ptr + i*ow+j) += conv >> QF;
+
+         #endif
+
+      }
+   }
+
+   synch_barrier();
+}
+
+void conv16_unrolled_ptr_5x5_four_coarsest(int16_t *__restrict__ W, int16_t *__restrict__ x, int16_t *__restrict__ y, int h, int w, int fh, int fw, int oh, int ow, int nif, int a, int b) {
+   // register int i;
+   // register int j;
+   // register int myid = rt_core_id();
+   // int16_t *W_ptr;
+   // int16_t *x_ptr;
+   int16_t *y_ptr = y + a*oh*ow;
+   int16_t *x_base = x + b*h*w + (fh-1)*w + (fw-1);
+   int16_t *W_base = &W[((a*nif)+b)*fh*fw];
+
+   register int myid      = rt_core_id();
+   register int num_cores = get_core_num();
+
+   register int i;
+   register int j;
+   int16_t *W_ptr;
+   int16_t *x_ptr;
+
+   for (i=myid; i<oh; i+=num_cores) {
+      for (j=0; j<ow; j++) {
+
+         int conv = 0;
+
+         W_ptr = W_base;
+         x_ptr = x_base + i*w + j;
+
+         #ifndef IMPRECISE_ASM5
+
+         conv += FIXED_MUL(*W_ptr++, *x_ptr--);
+         conv += FIXED_MUL(*W_ptr++, *x_ptr--);
+         conv += FIXED_MUL(*W_ptr++, *x_ptr--);
+         conv += FIXED_MUL(*W_ptr++, *x_ptr--);
+         conv += FIXED_MUL(*W_ptr++, *x_ptr--);
+         x_ptr -= w-5;
+
+         conv += FIXED_MUL(*W_ptr++, *x_ptr--);
+         conv += FIXED_MUL(*W_ptr++, *x_ptr--);
+         conv += FIXED_MUL(*W_ptr++, *x_ptr--);
+         conv += FIXED_MUL(*W_ptr++, *x_ptr--);
+         conv += FIXED_MUL(*W_ptr++, *x_ptr--);
+         x_ptr -= w-5;
+
+         conv += FIXED_MUL(*W_ptr++, *x_ptr--);
+         conv += FIXED_MUL(*W_ptr++, *x_ptr--);
+         conv += FIXED_MUL(*W_ptr++, *x_ptr--);
+         conv += FIXED_MUL(*W_ptr++, *x_ptr--);
+         conv += FIXED_MUL(*W_ptr++, *x_ptr--);
+         x_ptr -= w-5;
+
+         conv += FIXED_MUL(*W_ptr++, *x_ptr--);
+         conv += FIXED_MUL(*W_ptr++, *x_ptr--);
+         conv += FIXED_MUL(*W_ptr++, *x_ptr--);
+         conv += FIXED_MUL(*W_ptr++, *x_ptr--);
+         conv += FIXED_MUL(*W_ptr++, *x_ptr--);
+         x_ptr -= w-5;
+
+         conv += FIXED_MUL(*W_ptr++, *x_ptr--);
+         conv += FIXED_MUL(*W_ptr++, *x_ptr--);
+         conv += FIXED_MUL(*W_ptr++, *x_ptr--);
+         conv += FIXED_MUL(*W_ptr++, *x_ptr--);
+         conv += FIXED_MUL(*W_ptr++, *x_ptr--);
+         x_ptr -= w-5;
+
+         *(y_ptr + i*ow+j) += conv;
+
+         #else
+
+         conv += *W_ptr++ * *x_ptr--;
+         conv += *W_ptr++ * *x_ptr--;
+         conv += *W_ptr++ * *x_ptr--;
+         conv += *W_ptr++ * *x_ptr--;
+         conv += *W_ptr++ * *x_ptr--;
+         x_ptr -= w-5;
+
+         conv += *W_ptr++ * *x_ptr--;
+         conv += *W_ptr++ * *x_ptr--;
+         conv += *W_ptr++ * *x_ptr--;
+         conv += *W_ptr++ * *x_ptr--;
+         conv += *W_ptr++ * *x_ptr--;
+         x_ptr -= w-5;
+
+         conv += *W_ptr++ * *x_ptr--;
+         conv += *W_ptr++ * *x_ptr--;
+         conv += *W_ptr++ * *x_ptr--;
+         conv += *W_ptr++ * *x_ptr--;
+         conv += *W_ptr++ * *x_ptr--;
+         x_ptr -= w-5;
+
+         conv += *W_ptr++ * *x_ptr--;
+         conv += *W_ptr++ * *x_ptr--;
+         conv += *W_ptr++ * *x_ptr--;
+         conv += *W_ptr++ * *x_ptr--;
+         conv += *W_ptr++ * *x_ptr--;
+         x_ptr -= w-5;
+
+         conv += *W_ptr++ * *x_ptr--;
+         conv += *W_ptr++ * *x_ptr--;
+         conv += *W_ptr++ * *x_ptr--;
+         conv += *W_ptr++ * *x_ptr--;
+         conv += *W_ptr++ * *x_ptr--;
+         x_ptr -= w-5;
+
+         *(y_ptr + i*ow+j) += conv >> QF;
+
+         #endif
+
+      }
+   }
+
+   synch_barrier();
+
+}
+
+#ifndef __GCC__
+#ifndef __riscv__
+void conv16_asm_mul_unrolled_5x5_four_coarsest(int16_t *__restrict__ W, int16_t *__restrict__ x, int16_t *__restrict__ y, int h, int w, int fh, int fw, int oh, int ow, int nif, int a, int b) {
+   register int i;
+   register int j;
+   register int myid      = rt_core_id();
+   register int num_cores = get_core_num();
+   register int16_t *W_ptr;
+   register int16_t *x_ptr;
+   int16_t *y_ptr = y + a*oh*ow;
+   int16_t *x_base = x + b*h*w + (fh-1)*w + (fw-1);
+   int16_t *W_base = &W[((a*nif)+b)*fh*fw];
+   for (i=myid; i<oh; i+=num_cores) {
+      int j;
+      for (j=0; j<ow; j++) {
+         W_ptr = W_base;
+         x_ptr = x_base + i*w + j;
+         int32_t conv = 0;
+         int ui;
+         for (ui=0; ui<fh; ui++) {
+
+            #ifndef IMPRECISE_ASM5
+            FIXED_MUL_ASM5_PRECISE(W_ptr,x_ptr,conv);
+            #else
+            register int32_t conv_int = conv;
+            FIXED_MUL_ASM5_IMPRECISE(W_ptr,x_ptr,conv_int);
+            conv = conv_int;
+            #endif
+
+            x_ptr -= w-fw+5;
+            W_ptr += 5;
+
+         }
+         y[(a*oh+i)*ow+j] = (y[(a*oh+i)*ow+j] + conv) & 0x0000ffff; // because i'm using 32-bit int
+      }
+   }
+   synch_barrier();
+}
+#endif
+#endif
+
+void load() {
+   int i;
+   for(i=0; i<FH*FW; i++) {
+      g_W[i] = (int16_t) 0x2000;
+   }
+   for(i=0; i<IH*IW; i++) {
+      g_x[i] = (int16_t) (i % 0x2000);
+   }
+   for(i=0; i<OH*OW; i++) {
+      g_y[i] = (int16_t) (i % 0x2000);
+      g_y_in[i] = g_y[i];
+      // g_y_in[i] = (int16_t) (i % 0x2000);
+      // g_y[i] = 0;
+   }
+}
+
+void printW() {
+   int i;
+   for(i=0; i<FH*FW; i++)
+      printf("%04x\n", g_W[i]);
+}
+
+void printX() {
+   int i;
+   for(i=0; i<IH*IW; i++)
+      printf("%04x\n", g_x[i]);
+}
+
+int check(int16_t *y) {
+   int i;
+   int errors = 0;
+   for(i=0; i<OH*OW; i++) {
+      int err = ((y[i]!=correct_yout[i]) ? 1 : 0);
+      errors += err;
+      #ifndef PULP_SPI
+      if(err)
+         printf("error: y_out=%04x instead of %04x! y_in=%04x\n", y[i], correct_yout[i], g_y_in[i], 0);
+      #endif
+   }
+   return errors;
+}
+
+int checksum(int16_t *y) {
+   int sum = 0;
+   int i;
+   for(i=0; i<OH*OW; i++)
+      sum += y[i];
+   return sum;
+}
diff --git a/astral/icache_fi_conv16/pulp_inject_fault.tcl b/astral/icache_fi_conv16/pulp_inject_fault.tcl
new file mode 100644
index 0000000..5968d60
--- /dev/null
+++ b/astral/icache_fi_conv16/pulp_inject_fault.tcl
@@ -0,0 +1,53 @@
+# Copyright 2023 ETH Zurich and University of Bologna.
+# Solderpad Hardware License, Version 0.51, see LICENSE for details.
+# SPDX-License-Identifier: SHL-0.51
+#
+# Author: Michael Rogenmoser (michaero@iis.ee.ethz.ch)
+
+transcript quietly
+if {! [info exists ::env(VSIM_PATH)]} {error "Define VSIM_PATH"}
+set utils_base_path  [file join $::env(VSIM_PATH) scripts fault_injection_utils]
+set script_base_path [file join $::env(VSIM_PATH) fault_injection_sim scripts]
+
+set verbosity            2
+set log_injections       1
+# Easy way to generate a variable seed
+# set seed                 [clock seconds]
+# Default value
+set seed                 12345
+set print_statistics     1
+
+set inject_start_time 223512000000ps
+set inject_stop_time 4400000000000ps
+set injection_clock "pulp_cluster_tb/cluster_i/clk_i"
+set injection_clock_trigger 0
+set fault_period 1000
+set rand_initial_injection_phase 0
+# max_num set to 0 means until stop_time
+set max_num_fault_inject 0
+set signal_fault_duration 20ns
+set register_fault_duration 0ns
+
+set allow_multi_bit_upset 0
+set use_bitwidth_as_weight 0
+set check_core_output_modification 0
+set check_core_next_state_modification 0
+set reg_to_sig_ratio 1
+
+source [file join $utils_base_path pulp_extract_nets.tcl]
+
+set inject_signals_netlist []
+set inject_register_netlist []
+set output_netlist []
+set next_state_netlist []
+set assertion_disable_list []
+
+# for {set idx 0} {$idx < 12} {incr idx} {
+#     set inject_signals_netlist [list {*}$inject_signals_netlist {*}[get_all_core_nets $idx]]
+#     set output_netlist [list {*}$output_netlist {*}[get_core_output_nets $idx]]
+# }
+
+set inject_register_netlist [list {*}$inject_register_netlist {*}[get_all_icache_state]]
+
+source [file join $script_base_path inject_fault.tcl]
+

From 799c9965cc309acc1ab719737c5ed0f0fed6ab28 Mon Sep 17 00:00:00 2001
From: Andrea Belano <andrea.belano@studio.unibo.it>
Date: Thu, 19 Dec 2024 17:14:53 +0100
Subject: [PATCH 42/56] Move icache_fi_conv16 tests to reliability_tests
 directory

---
 astral/icache_fi_conv16                                          | 1 +
 {astral => reliability_tests}/icache_fi_conv16/Makefile          | 0
 {astral => reliability_tests}/icache_fi_conv16/conv16.h          | 0
 {astral => reliability_tests}/icache_fi_conv16/icache_conv16.c   | 0
 .../icache_fi_conv16/pulp_inject_fault.tcl                       | 0
 5 files changed, 1 insertion(+)
 create mode 120000 astral/icache_fi_conv16
 rename {astral => reliability_tests}/icache_fi_conv16/Makefile (100%)
 rename {astral => reliability_tests}/icache_fi_conv16/conv16.h (100%)
 rename {astral => reliability_tests}/icache_fi_conv16/icache_conv16.c (100%)
 rename {astral => reliability_tests}/icache_fi_conv16/pulp_inject_fault.tcl (100%)

diff --git a/astral/icache_fi_conv16 b/astral/icache_fi_conv16
new file mode 120000
index 0000000..c97475b
--- /dev/null
+++ b/astral/icache_fi_conv16
@@ -0,0 +1 @@
+../reliability_tests/icache_fi_conv16
\ No newline at end of file
diff --git a/astral/icache_fi_conv16/Makefile b/reliability_tests/icache_fi_conv16/Makefile
similarity index 100%
rename from astral/icache_fi_conv16/Makefile
rename to reliability_tests/icache_fi_conv16/Makefile
diff --git a/astral/icache_fi_conv16/conv16.h b/reliability_tests/icache_fi_conv16/conv16.h
similarity index 100%
rename from astral/icache_fi_conv16/conv16.h
rename to reliability_tests/icache_fi_conv16/conv16.h
diff --git a/astral/icache_fi_conv16/icache_conv16.c b/reliability_tests/icache_fi_conv16/icache_conv16.c
similarity index 100%
rename from astral/icache_fi_conv16/icache_conv16.c
rename to reliability_tests/icache_fi_conv16/icache_conv16.c
diff --git a/astral/icache_fi_conv16/pulp_inject_fault.tcl b/reliability_tests/icache_fi_conv16/pulp_inject_fault.tcl
similarity index 100%
rename from astral/icache_fi_conv16/pulp_inject_fault.tcl
rename to reliability_tests/icache_fi_conv16/pulp_inject_fault.tcl

From 06b73a8d225fea6aebeebdd1e5f92f9d96fb3248 Mon Sep 17 00:00:00 2001
From: Luigi Ghionda <luigi.ghionda2@unibo.it>
Date: Sun, 16 Feb 2025 17:26:00 +0100
Subject: [PATCH 43/56] Fix neureka's check_output function

---
 hwpe/neureka/src/main.c | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/hwpe/neureka/src/main.c b/hwpe/neureka/src/main.c
index 4e82af7..d6c70f3 100644
--- a/hwpe/neureka/src/main.c
+++ b/hwpe/neureka/src/main.c
@@ -33,16 +33,16 @@
 
 #define OUTPUT_SIZE 512
 
-extern int8_t output[];
+extern uint8_t output[];
 
 uint32_t ecc_errs[ECC_REGS];
 
 static int check_output() {
-    int checksum = 0;
+    uint32_t checksum = 0;
     for (int i = 0; i < OUTPUT_SIZE; i++) {
         checksum += output[i];
     }
-    return (checksum == 0x00007330);
+    return (checksum != 0x00007330);
 }
 
 int errors = 0;

From be5f94c5ba4c2998a24c9d8a01449494bfc3640b Mon Sep 17 00:00:00 2001
From: Luigi Ghionda <luigi.ghionda2@unibo.it>
Date: Sun, 16 Feb 2025 18:32:12 +0100
Subject: [PATCH 44/56] Add define to redmule and neureka tests to skip
 ecc-related checks if they are not implemented

---
 hwpe/neureka/Makefile        |  4 +++
 hwpe/neureka/src/main.c      | 46 ++++++++++++++++++-----------
 hwpe/neureka/src/nnx_layer.c |  3 +-
 hwpe/redmule/Makefile        |  3 ++
 hwpe/redmule/redmule.c       | 57 +++++++++++++++++++++---------------
 5 files changed, 71 insertions(+), 42 deletions(-)

diff --git a/hwpe/neureka/Makefile b/hwpe/neureka/Makefile
index 618cbfb..22ba1d0 100644
--- a/hwpe/neureka/Makefile
+++ b/hwpe/neureka/Makefile
@@ -31,6 +31,10 @@ PULP_CFLAGS += $(INC_FLAGS) -O3
 
 PULP_APP = test
 
+ifeq ($(no_ecc),1)
+ PULP_CFLAGS += -DNO_ECC
+endif
+
 ifeq ($(fault_inject),1)
   export FAULT_INJECTION=1
   export FAULT_INJECTION_SCRIPT=$(CURDIR)/pulp_inject_fault.tcl
diff --git a/hwpe/neureka/src/main.c b/hwpe/neureka/src/main.c
index d6c70f3..d0133cf 100644
--- a/hwpe/neureka/src/main.c
+++ b/hwpe/neureka/src/main.c
@@ -29,13 +29,17 @@
 
 #include "layer_util.h"
 #include "nnx_layer.h"
+#ifndef NO_ECC
 #include "ecc_check.h"
+#endif
 
 #define OUTPUT_SIZE 512
 
 extern uint8_t output[];
 
+#ifndef NO_ECC
 uint32_t ecc_errs[ECC_REGS];
+#endif
 
 static int check_output() {
     uint32_t checksum = 0;
@@ -46,10 +50,12 @@ static int check_output() {
 }
 
 int errors = 0;
+#ifndef NO_ECC
 unsigned int intc_data_correctable_cnt = 0;
 unsigned int intc_meta_correctable_cnt = 0;
 unsigned int intc_data_uncorrectable_cnt = 0;
 unsigned int intc_meta_uncorrectable_cnt = 0;
+#endif
 
 int main() {
 
@@ -69,25 +75,31 @@ int main() {
     else
       printf ("[OK] Terminated test with no errors!!!\n");
 
-    // Check number of detected errors by ECC modules inside interconnect
-    intc_data_correctable_cnt = hwpe_hci_ecc_get_data_correctable_count(cluster_id);
-    intc_meta_correctable_cnt = hwpe_hci_ecc_get_meta_correctable_count(cluster_id);
-    intc_data_uncorrectable_cnt = hwpe_hci_ecc_get_data_uncorrectable_count(cluster_id);
-    intc_meta_uncorrectable_cnt = hwpe_hci_ecc_get_meta_uncorrectable_count(cluster_id);
-    for (int i = 0; i < 16; i++) {
-      intc_meta_correctable_cnt += tcdm_scrubber_get_mismatch_count(cluster_id, i);
-    }
+    #ifndef NO_ECC
+      // Check number of detected errors by ECC modules inside interconnect
+      intc_data_correctable_cnt = hwpe_hci_ecc_get_data_correctable_count(cluster_id);
+      intc_meta_correctable_cnt = hwpe_hci_ecc_get_meta_correctable_count(cluster_id);
+      intc_data_uncorrectable_cnt = hwpe_hci_ecc_get_data_uncorrectable_count(cluster_id);
+      intc_meta_uncorrectable_cnt = hwpe_hci_ecc_get_meta_uncorrectable_count(cluster_id);
+      for (int i = 0; i < 16; i++) {
+        intc_meta_correctable_cnt += tcdm_scrubber_get_mismatch_count(cluster_id, i);
+      }
 
-    printf("Data errors corrected inside Neureka: %d. Data errors uncorrectable inside Neureka: %d\n",
-      ecc_errs[0], ecc_errs[1]);
-    printf("Meta errors corrected inside Neureka: %d. Meta errors uncorrectable inside Neureka: %d\n",
-      ecc_errs[2], ecc_errs[3]);
+      printf("Data errors corrected inside Neureka: %d. Data errors uncorrectable inside Neureka: %d\n",
+        ecc_errs[0], ecc_errs[1]);
+      printf("Meta errors corrected inside Neureka: %d. Meta errors uncorrectable inside Neureka: %d\n",
+        ecc_errs[2], ecc_errs[3]);
 
-    printf("Data errors corrected inside intc: %d. Data errors uncorrectable inside intc: %d\n",
-      intc_data_correctable_cnt, intc_data_uncorrectable_cnt);
-    printf("Meta errors corrected inside intc: %d. Meta errors uncorrectable inside intc: %d\n",
-      intc_meta_correctable_cnt, intc_meta_uncorrectable_cnt);
+      printf("Data errors corrected inside intc: %d. Data errors uncorrectable inside intc: %d\n",
+        intc_data_correctable_cnt, intc_data_uncorrectable_cnt);
+      printf("Meta errors corrected inside intc: %d. Meta errors uncorrectable inside intc: %d\n",
+        intc_meta_correctable_cnt, intc_meta_uncorrectable_cnt);
+      #endif
   }
   synch_barrier();
-  return (errors != 0) && (intc_data_uncorrectable_cnt == 0 && intc_meta_uncorrectable_cnt == 0 && (ecc_errs[1]==0 && ecc_errs[3]==0));
+  #ifndef NO_ECC
+    return (errors != 0) && (intc_data_uncorrectable_cnt == 0 && intc_meta_uncorrectable_cnt == 0 && (ecc_errs[1]==0 && ecc_errs[3]==0));
+  #else
+    return errors;
+  #endif
 }
diff --git a/hwpe/neureka/src/nnx_layer.c b/hwpe/neureka/src/nnx_layer.c
index 41edddf..06a7dd4 100644
--- a/hwpe/neureka/src/nnx_layer.c
+++ b/hwpe/neureka/src/nnx_layer.c
@@ -161,8 +161,9 @@ static void task_execute(nnx_task_t *task) {
 #endif
 
   nnx_resolve_wait(dev, task);
-
+#ifndef NO_ECC
   nnx_read_ecc_regs(dev, (uint32_t)ecc_errs);
+#endif
 
   nnx_term(dev);
 
diff --git a/hwpe/redmule/Makefile b/hwpe/redmule/Makefile
index 88346b6..2d118a6 100644
--- a/hwpe/redmule/Makefile
+++ b/hwpe/redmule/Makefile
@@ -5,6 +5,9 @@ PULP_CFLAGS = -O3
 ifeq ($(use_dma),1)
  PULP_CFLAGS += -DUSE_DMA
 endif
+ifeq ($(no_ecc),1)
+ PULP_CFLAGS += -DNO_ECC
+endif
 
 ifeq ($(fault_inject),1)
   export FAULT_INJECTION=1
diff --git a/hwpe/redmule/redmule.c b/hwpe/redmule/redmule.c
index 44a724d..61a4b2b 100644
--- a/hwpe/redmule/redmule.c
+++ b/hwpe/redmule/redmule.c
@@ -29,10 +29,12 @@ int main() {
 
   volatile int errors = 0;
   unsigned int cluster_id = rt_cluster_id();
-  unsigned int intc_data_correctable_cnt, redmule_data_correctable_cnt = 0;
-  unsigned int intc_meta_correctable_cnt = 0;
-  unsigned int intc_data_uncorrectable_cnt, redmule_data_uncorrectable_cnt = 0;
-  unsigned int intc_meta_uncorrectable_cnt = 0;
+  #ifndef NO_ECC
+    unsigned int intc_data_correctable_cnt, redmule_data_correctable_cnt = 0;
+    unsigned int intc_meta_correctable_cnt = 0;
+    unsigned int intc_data_uncorrectable_cnt, redmule_data_uncorrectable_cnt = 0;
+    unsigned int intc_meta_uncorrectable_cnt = 0;
+  #endif
 
   if(get_core_id() == 0){
 
@@ -104,9 +106,11 @@ int main() {
     // Wait for end of computation
     redmule_evt_wait();
 
-    // Check number of detected errors by ECC modules inside RedMulE
-    redmule_data_correctable_cnt = redmule_get_data_correctable_count();
-    redmule_data_uncorrectable_cnt = redmule_get_data_uncorrectable_count();
+    #ifndef NO_ECC
+      // Check number of detected errors by ECC modules inside RedMulE
+      redmule_data_correctable_cnt = redmule_get_data_correctable_count();
+      redmule_data_uncorrectable_cnt = redmule_get_data_uncorrectable_count();
+    #endif
 
     // Disable RedMulE
     hwpe_cg_disable();
@@ -117,24 +121,29 @@ int main() {
 
     printf ("Terminated test with %d errors. See you!\n", errors);
 
-    // Check number of detected errors by ECC modules inside interconnect
-    intc_data_correctable_cnt = hwpe_hci_ecc_get_data_correctable_count(cluster_id);
-    intc_meta_correctable_cnt = hwpe_hci_ecc_get_meta_correctable_count(cluster_id);
-    intc_data_uncorrectable_cnt = hwpe_hci_ecc_get_data_uncorrectable_count(cluster_id);
-    intc_meta_uncorrectable_cnt = hwpe_hci_ecc_get_meta_uncorrectable_count(cluster_id);
-    for (int i = 0; i < 16; i++) {
-      intc_meta_correctable_cnt += tcdm_scrubber_get_mismatch_count(cluster_id, i);
-    }
-
-    printf ("Data errors corrected inside RedMulE: %d. Data errors uncorrectable inside RedMulE: %d \n",
-      redmule_data_correctable_cnt, redmule_data_uncorrectable_cnt);
-    printf("Data errors corrected inside intc: %d. Data errors uncorrectable inside intc: %d\n",
-      intc_data_correctable_cnt, intc_data_uncorrectable_cnt);
-    printf("Meta errors corrected inside intc: %d. Meta errors uncorrectable inside intc: %d\n",
-      intc_meta_correctable_cnt, intc_meta_uncorrectable_cnt);
-
+    #ifndef NO_ECC
+      // Check number of detected errors by ECC modules inside interconnect
+      intc_data_correctable_cnt = hwpe_hci_ecc_get_data_correctable_count(cluster_id);
+      intc_meta_correctable_cnt = hwpe_hci_ecc_get_meta_correctable_count(cluster_id);
+      intc_data_uncorrectable_cnt = hwpe_hci_ecc_get_data_uncorrectable_count(cluster_id);
+      intc_meta_uncorrectable_cnt = hwpe_hci_ecc_get_meta_uncorrectable_count(cluster_id);
+      for (int i = 0; i < 16; i++) {
+        intc_meta_correctable_cnt += tcdm_scrubber_get_mismatch_count(cluster_id, i);
+      }
+
+      printf ("Data errors corrected inside RedMulE: %d. Data errors uncorrectable inside RedMulE: %d \n",
+        redmule_data_correctable_cnt, redmule_data_uncorrectable_cnt);
+      printf("Data errors corrected inside intc: %d. Data errors uncorrectable inside intc: %d\n",
+        intc_data_correctable_cnt, intc_data_uncorrectable_cnt);
+      printf("Meta errors corrected inside intc: %d. Meta errors uncorrectable inside intc: %d\n",
+        intc_meta_correctable_cnt, intc_meta_uncorrectable_cnt);
+    #endif
 
   }
   synch_barrier();
-  return (errors != 0) && (redmule_data_uncorrectable_cnt==0 && intc_data_uncorrectable_cnt == 0 && intc_meta_uncorrectable_cnt == 0);
+  #ifndef NO_ECC
+    return (errors != 0) && (redmule_data_uncorrectable_cnt==0 && intc_data_uncorrectable_cnt == 0 && intc_meta_uncorrectable_cnt == 0);
+  #else
+    return errors;
+  #endif
 }

From d43cb0d58ba3ca985170c68d7192eaa2998a5398 Mon Sep 17 00:00:00 2001
From: Luigi Ghionda <luigi.ghionda2@unibo.it>
Date: Sun, 16 Feb 2025 18:36:49 +0100
Subject: [PATCH 45/56] Update `.gitignore`

---
 .gitignore | 4 ++++
 1 file changed, 4 insertions(+)

diff --git a/.gitignore b/.gitignore
index 831ba58..fa8d3f0 100644
--- a/.gitignore
+++ b/.gitignore
@@ -5,3 +5,7 @@
 /**/*~
 !boot_code/crt0.S
 /simplified-runtime.xml
+*.log
+*.wlf
+modelsim.ini
+transcript

From 26d7629629f2169325aaa529c1207ec3d7eb93f6 Mon Sep 17 00:00:00 2001
From: aottaviano <aottaviano@iis.ee.ethz.ch>
Date: Tue, 8 Jul 2025 21:02:16 +0200
Subject: [PATCH 46/56] carfield: Adapt Carfield's DMR test to 8 cores

---
 carfield/dmr_matmul                       |   1 +
 carfield/dmr_matmul/Makefile              |  12 ---
 carfield/dmr_matmul/dmr_matmul.c          | 100 ----------------------
 carfield/dmr_matmul/matmul.h              |  56 ------------
 carfield/dmr_matmul/pulp_inject_fault.tcl |  51 -----------
 5 files changed, 1 insertion(+), 219 deletions(-)
 create mode 120000 carfield/dmr_matmul
 delete mode 100644 carfield/dmr_matmul/Makefile
 delete mode 100644 carfield/dmr_matmul/dmr_matmul.c
 delete mode 100644 carfield/dmr_matmul/matmul.h
 delete mode 100644 carfield/dmr_matmul/pulp_inject_fault.tcl

diff --git a/carfield/dmr_matmul b/carfield/dmr_matmul
new file mode 120000
index 0000000..c6cc223
--- /dev/null
+++ b/carfield/dmr_matmul
@@ -0,0 +1 @@
+../reliability_tests/dmr_matmul
\ No newline at end of file
diff --git a/carfield/dmr_matmul/Makefile b/carfield/dmr_matmul/Makefile
deleted file mode 100644
index 66ed60e..0000000
--- a/carfield/dmr_matmul/Makefile
+++ /dev/null
@@ -1,12 +0,0 @@
-PULP_APP = test
-PULP_APP_SRCS = dmr_matmul.c
-
-PULP_CFLAGS = -O3
-PULP_LDFLAGS = -lm
-
-ifeq ($(fault_inject),1)
-	export FAULT_INJECTION=1
-	export FAULT_INJECTION_SCRIPT=$(CURDIR)/pulp_inject_fault.tcl
-endif
-
-include $(PULP_SDK_HOME)/install/rules/pulp.mk
diff --git a/carfield/dmr_matmul/dmr_matmul.c b/carfield/dmr_matmul/dmr_matmul.c
deleted file mode 100644
index 953dfdf..0000000
--- a/carfield/dmr_matmul/dmr_matmul.c
+++ /dev/null
@@ -1,100 +0,0 @@
-/*
-* @Author: Michael Rogenmoser
-* @Date:   2023-02-17 18:00:21
-* @Last Modified by:   Michael Rogenmoser
-* @Last Modified time: 2023-02-17 18:15:33
-*/
-#include <pulp.h>
-#include <stdio.h>
-#include "matmul.h"
-
-#define N_ITERS 1
-#define max(x,y) (x > y ? x : y)
-#define min(x,y) (x < y ? x : y)
-
-__attribute__ ((section(".heapsram"))) int A[SIZE][SIZE];
-__attribute__ ((section(".heapsram"))) int B[SIZE][SIZE];
-__attribute__ ((section(".heapsram"))) int C[SIZE][SIZE];
-
-void initialize_mat();
-
-void initialize_mat() {
-  int i,j;
-
-  for (i=0;i<SIZE;i++) {
-    for (j=0;j<SIZE;j++) {
-      A[i][j] = A_init[i][j];
-      B[i][j] = B_init[i][j];
-    }
-  }
-
-}
-
-void matrix_multiplication(testresult_t *result, void (*start)(), void (*stop)());
-
-testcase_t testcases[] = {
-  { .name = "Matrix Multiplication", .test = matrix_multiplication },
-  {0, 0}
-};
-
-int main() {
-  if (rt_cluster_id() != 0)
-    return bench_cluster_forward(0);
-
-  hmr_self_enable_dmr();
-  hmr_set_dmr_config_all(0    , // Core ID
-                         true , // Rapid recovery enabled
-                         true , // Setback enabled
-                         false); // Synch req
-  printf("Available Config: %x\n", hmr_get_available_config(rt_cluster_id()));
-  printf("after setup: %x\n", hmr_get_active_cores(rt_cluster_id()));
-
-  hmr_setup_barrier(hmr_get_active_cores(0));
-
-  int nbErrors = run_suite(testcases);
-
-  synch_barrier();
-
-  return nbErrors != 0;
-}
-
-void matrix_multiplication(testresult_t *result, void (*start)(), void (*stop)()) {
-  int coreid = rt_core_id();
-  int numcores = 6;
-  int *CHKSUM_RESULT;
-  short int i, iter, j, k;
-  int lb, ub, chunk;
-
-  if (coreid == 0){
-    printf("Start ParMatrixMul\n",0,0,0,0);
-    // initialize matrix A and B
-    initialize_mat();
-  }
-  //number of rows each core has to multiply
-  chunk = SIZE / numcores;
-  //lower bound
-  lb = coreid * chunk +  min(coreid, SIZE % numcores);
-  //upper bound
-  ub = (coreid + 1) * chunk + min(coreid + 1, SIZE % numcores);
-  if (coreid == numcores-1) {ub = SIZE;}
-
-  synch_barrier();
-
-  /********************* Benchmark Execution *********************/
-  if (coreid<numcores) {
-    start();
-    for (iter = 0; iter < N_ITERS; iter++) {
-      for (i = lb; i < ub; i++) {
-        for (k = 0; k < SIZE; k++) {
-          C[i][k] = 0;
-          for (j = 0; j < SIZE; j++)
-            C[i][k] += A[i][j] * B[j][k];
-        }
-      }
-    }
-  }
-  synch_barrier();
-  stop();
-
-  /********************* Benchmark Execution *********************/
-}
diff --git a/carfield/dmr_matmul/matmul.h b/carfield/dmr_matmul/matmul.h
deleted file mode 100644
index eaed788..0000000
--- a/carfield/dmr_matmul/matmul.h
+++ /dev/null
@@ -1,56 +0,0 @@
-#define SIZE           24
-#define MAT_SIZE       (SIZE*SIZE*sizeof(int))
-
-int A_init[SIZE][SIZE]  = {
-    {181,242,121,183,206,92,200,157,59,246,13,24,108,168,125,179,134,202,74,79,86,66,63,29},
-    {178,198,233,162,184,134,150,155,153,199,114,94,81,0,92,164,206,186,166,191,173,25,82,38},
-    {216,38,65,42,106,189,132,201,214,41,24,231,249,78,84,109,168,159,127,107,217,254,197,217},
-    {64,22,112,106,14,207,197,73,149,38,106,250,17,254,196,121,218,22,28,237,31,87,82,132},
-    {165,67,227,22,65,61,140,27,231,194,168,145,33,44,175,127,31,56,194,227,186,13,252,27},
-    {160,183,169,113,226,50,116,138,23,147,247,20,73,174,185,178,196,200,232,178,234,117,9,251},
-    {36,192,256,31,150,165,159,79,217,121,13,123,77,233,87,219,20,225,3,27,22,69,216,92},
-    {151,236,72,44,178,105,211,237,216,24,107,168,194,178,99,168,246,250,120,212,18,39,194,112},
-    {230,114,234,101,27,26,158,119,246,3,119,80,227,214,96,87,35,179,195,156,71,84,53,89},
-    {188,225,242,243,130,165,133,225,222,186,139,152,171,23,156,42,214,11,46,45,206,78,34,196},
-    {232,161,201,187,247,80,215,11,9,164,220,201,118,161,98,1,155,14,60,7,82,118,211,230},
-    {4,91,20,188,232,229,234,82,240,175,105,12,160,204,177,201,129,241,83,235,125,216,91,29},
-    {120,97,74,42,130,29,15,160,252,82,140,48,226,25,154,19,207,190,197,216,177,8,14,111},
-    {175,204,50,69,35,251,68,208,171,18,135,186,200,139,182,170,7,144,83,83,79,15,192,165},
-    {236,198,116,130,248,198,107,218,107,105,178,209,163,22,218,163,144,65,55,48,102,217,57,158},
-    {192,201,215,171,104,183,55,72,75,214,72,181,85,212,173,88,183,144,221,90,117,129,201,103},
-    {32,75,38,70,53,76,66,27,221,10,17,122,234,218,56,39,63,112,194,124,178,81,244,38},
-    {76,225,145,248,141,149,27,180,84,164,149,19,101,179,147,10,93,14,219,241,77,241,136,156},
-    {120,146,26,53,175,54,79,69,113,29,204,90,203,227,1,180,227,100,44,206,163,17,215,25},
-    {134,167,185,215,181,100,189,203,220,158,112,2,124,100,183,251,110,159,21,118,77,12,249,5},
-    {161,110,245,113,227,139,107,236,250,244,231,63,191,75,102,110,18,210,26,133,53,66,50,140},
-    {151,76,114,163,117,76,250,117,154,97,73,235,147,9,176,91,246,256,72,13,228,172,109,156},
-    {105,13,88,253,167,189,23,42,137,249,15,115,118,234,126,129,167,54,211,229,243,249,143,118},
-    {191,245,66,166,36,208,209,127,193,246,68,224,31,65,56,167,241,144,111,30,54,115,34,56}
-};
-
-int B_init[SIZE][SIZE]  = {
-    {0,0,0,1,0,0,1,1,0,0,0,0,1,0,0,1,0,0,0,1,0,0,1,1},
-    {0,1,0,1,0,0,1,1,0,1,0,1,0,1,0,0,1,1,0,1,1,0,0,1},
-    {1,1,0,1,1,1,1,0,1,0,0,0,0,0,0,0,0,0,0,1,0,0,1,1},
-    {0,0,0,1,1,0,0,0,1,0,1,1,0,1,1,1,0,1,0,0,1,1,1,1},
-    {1,1,0,0,1,1,0,0,1,1,0,1,0,1,1,1,1,1,1,1,1,1,0,0},
-    {1,0,1,0,1,1,0,1,0,0,1,1,0,1,1,0,0,0,0,0,1,1,1,0},
-    {1,1,1,0,1,1,1,0,1,1,0,0,1,0,1,1,1,1,0,0,0,1,0,0},
-    {1,1,1,1,1,1,0,1,1,0,1,1,0,0,0,0,1,0,1,0,1,0,0,0},
-    {1,1,1,1,1,1,0,1,0,1,0,0,0,0,0,1,0,1,0,0,1,0,0,1},
-    {1,1,0,1,0,0,0,0,1,1,1,0,0,1,0,0,1,1,0,1,1,0,0,0},
-    {1,1,0,1,1,0,1,1,0,1,1,0,1,0,1,1,1,1,0,0,1,1,0,0},
-    {0,0,0,0,1,1,0,1,0,0,1,1,0,0,0,1,0,0,1,0,0,0,1,1},
-    {0,0,1,0,1,1,0,1,0,0,1,1,1,1,1,0,1,0,1,0,0,0,1,1},
-    {1,0,0,0,0,1,1,0,0,1,0,1,1,1,0,0,1,0,1,1,1,1,0,0},
-    {1,1,1,1,1,1,0,0,1,1,1,0,0,1,1,1,0,1,0,1,0,0,0,0},
-    {1,1,0,1,1,0,1,1,0,0,0,1,0,1,0,1,0,0,1,1,0,1,1,0},
-    {0,1,1,1,0,0,1,0,1,1,0,0,0,1,1,0,1,1,1,0,0,0,0,1},
-    {1,1,0,1,1,0,0,0,1,0,0,0,1,1,1,1,0,0,0,0,1,0,0,1},
-    {0,0,0,0,1,0,0,1,0,0,1,1,0,0,1,1,0,0,0,0,1,0,0,1},
-    {0,0,1,1,1,0,0,1,0,0,0,1,1,0,1,0,1,1,1,1,0,1,1,0},
-    {1,0,1,0,1,0,1,0,0,1,1,1,1,0,1,1,0,1,0,1,0,0,0,1},
-    {0,0,1,0,0,0,0,0,1,1,1,1,1,1,0,0,1,1,1,0,0,1,1,0},
-    {1,0,1,1,0,1,1,0,0,0,0,1,1,1,0,1,1,0,1,0,0,1,1,1},
-    {0,0,0,1,0,1,0,0,0,0,1,1,1,1,0,1,0,1,0,0,1,0,0,1}
-};
\ No newline at end of file
diff --git a/carfield/dmr_matmul/pulp_inject_fault.tcl b/carfield/dmr_matmul/pulp_inject_fault.tcl
deleted file mode 100644
index 857d373..0000000
--- a/carfield/dmr_matmul/pulp_inject_fault.tcl
+++ /dev/null
@@ -1,51 +0,0 @@
-# Copyright 2023 ETH Zurich and University of Bologna.
-# Solderpad Hardware License, Version 0.51, see LICENSE for details.
-# SPDX-License-Identifier: SHL-0.51
-#
-# Author: Michael Rogenmoser (michaero@iis.ee.ethz.ch)
-
-transcript quietly
-if {! [info exists ::env(VSIM_PATH)]} {error "Define VSIM_PATH"}
-set utils_base_path  [file join $::env(VSIM_PATH) scripts fault_injection_utils]
-set script_base_path [file join $::env(VSIM_PATH) fault_injection_sim scripts]
-
-set verbosity            2
-set log_injections       1
-# Easy way to generate a variable seed
-# set seed                 [clock seconds]
-# Default value
-set seed                 12345
-set print_statistics     1
-
-set inject_start_time 250856000000ps
-set inject_stop_time 413000000000ps
-set injection_clock "pulp_cluster_tb/cluster_i/clk_i"
-set injection_clock_trigger 0
-set fault_period 250
-set rand_initial_injection_phase 0
-# max_num set to 0 means until stop_time
-set max_num_fault_inject 0
-set signal_fault_duration 20ns
-set register_fault_duration 0ns
-
-set allow_multi_bit_upset 1
-set use_bitwidth_as_weight 0
-set check_core_output_modification 0
-set check_core_next_state_modification 0
-set reg_to_sig_ratio 1
-
-source [file join $utils_base_path pulp_extract_nets.tcl]
-
-set inject_signals_netlist []
-set inject_register_netlist []
-set output_netlist []
-set next_state_netlist []
-set assertion_disable_list []
-
-for {set idx 0} {$idx < 12} {incr idx} {
-    set inject_signals_netlist [list {*}$inject_signals_netlist {*}[get_all_core_nets $idx]]
-    set output_netlist [list {*}$output_netlist {*}[get_core_output_nets $idx]]
-}
-
-source [file join $script_base_path inject_fault.tcl]
-

From 2f3acfab6c86e8f4aa051dd0595185b975c0131d Mon Sep 17 00:00:00 2001
From: aottaviano <aottaviano@iis.ee.ethz.ch>
Date: Thu, 10 Jul 2025 08:09:12 +0200
Subject: [PATCH 47/56] Revert "carfield: Adapt Carfield's DMR test to 8 cores"

This reverts commit 26d7629629f2169325aaa529c1207ec3d7eb93f6.
---
 carfield/dmr_matmul                       |   1 -
 carfield/dmr_matmul/Makefile              |  12 +++
 carfield/dmr_matmul/dmr_matmul.c          | 100 ++++++++++++++++++++++
 carfield/dmr_matmul/matmul.h              |  56 ++++++++++++
 carfield/dmr_matmul/pulp_inject_fault.tcl |  51 +++++++++++
 5 files changed, 219 insertions(+), 1 deletion(-)
 delete mode 120000 carfield/dmr_matmul
 create mode 100644 carfield/dmr_matmul/Makefile
 create mode 100644 carfield/dmr_matmul/dmr_matmul.c
 create mode 100644 carfield/dmr_matmul/matmul.h
 create mode 100644 carfield/dmr_matmul/pulp_inject_fault.tcl

diff --git a/carfield/dmr_matmul b/carfield/dmr_matmul
deleted file mode 120000
index c6cc223..0000000
--- a/carfield/dmr_matmul
+++ /dev/null
@@ -1 +0,0 @@
-../reliability_tests/dmr_matmul
\ No newline at end of file
diff --git a/carfield/dmr_matmul/Makefile b/carfield/dmr_matmul/Makefile
new file mode 100644
index 0000000..66ed60e
--- /dev/null
+++ b/carfield/dmr_matmul/Makefile
@@ -0,0 +1,12 @@
+PULP_APP = test
+PULP_APP_SRCS = dmr_matmul.c
+
+PULP_CFLAGS = -O3
+PULP_LDFLAGS = -lm
+
+ifeq ($(fault_inject),1)
+	export FAULT_INJECTION=1
+	export FAULT_INJECTION_SCRIPT=$(CURDIR)/pulp_inject_fault.tcl
+endif
+
+include $(PULP_SDK_HOME)/install/rules/pulp.mk
diff --git a/carfield/dmr_matmul/dmr_matmul.c b/carfield/dmr_matmul/dmr_matmul.c
new file mode 100644
index 0000000..953dfdf
--- /dev/null
+++ b/carfield/dmr_matmul/dmr_matmul.c
@@ -0,0 +1,100 @@
+/*
+* @Author: Michael Rogenmoser
+* @Date:   2023-02-17 18:00:21
+* @Last Modified by:   Michael Rogenmoser
+* @Last Modified time: 2023-02-17 18:15:33
+*/
+#include <pulp.h>
+#include <stdio.h>
+#include "matmul.h"
+
+#define N_ITERS 1
+#define max(x,y) (x > y ? x : y)
+#define min(x,y) (x < y ? x : y)
+
+__attribute__ ((section(".heapsram"))) int A[SIZE][SIZE];
+__attribute__ ((section(".heapsram"))) int B[SIZE][SIZE];
+__attribute__ ((section(".heapsram"))) int C[SIZE][SIZE];
+
+void initialize_mat();
+
+void initialize_mat() {
+  int i,j;
+
+  for (i=0;i<SIZE;i++) {
+    for (j=0;j<SIZE;j++) {
+      A[i][j] = A_init[i][j];
+      B[i][j] = B_init[i][j];
+    }
+  }
+
+}
+
+void matrix_multiplication(testresult_t *result, void (*start)(), void (*stop)());
+
+testcase_t testcases[] = {
+  { .name = "Matrix Multiplication", .test = matrix_multiplication },
+  {0, 0}
+};
+
+int main() {
+  if (rt_cluster_id() != 0)
+    return bench_cluster_forward(0);
+
+  hmr_self_enable_dmr();
+  hmr_set_dmr_config_all(0    , // Core ID
+                         true , // Rapid recovery enabled
+                         true , // Setback enabled
+                         false); // Synch req
+  printf("Available Config: %x\n", hmr_get_available_config(rt_cluster_id()));
+  printf("after setup: %x\n", hmr_get_active_cores(rt_cluster_id()));
+
+  hmr_setup_barrier(hmr_get_active_cores(0));
+
+  int nbErrors = run_suite(testcases);
+
+  synch_barrier();
+
+  return nbErrors != 0;
+}
+
+void matrix_multiplication(testresult_t *result, void (*start)(), void (*stop)()) {
+  int coreid = rt_core_id();
+  int numcores = 6;
+  int *CHKSUM_RESULT;
+  short int i, iter, j, k;
+  int lb, ub, chunk;
+
+  if (coreid == 0){
+    printf("Start ParMatrixMul\n",0,0,0,0);
+    // initialize matrix A and B
+    initialize_mat();
+  }
+  //number of rows each core has to multiply
+  chunk = SIZE / numcores;
+  //lower bound
+  lb = coreid * chunk +  min(coreid, SIZE % numcores);
+  //upper bound
+  ub = (coreid + 1) * chunk + min(coreid + 1, SIZE % numcores);
+  if (coreid == numcores-1) {ub = SIZE;}
+
+  synch_barrier();
+
+  /********************* Benchmark Execution *********************/
+  if (coreid<numcores) {
+    start();
+    for (iter = 0; iter < N_ITERS; iter++) {
+      for (i = lb; i < ub; i++) {
+        for (k = 0; k < SIZE; k++) {
+          C[i][k] = 0;
+          for (j = 0; j < SIZE; j++)
+            C[i][k] += A[i][j] * B[j][k];
+        }
+      }
+    }
+  }
+  synch_barrier();
+  stop();
+
+  /********************* Benchmark Execution *********************/
+}
diff --git a/carfield/dmr_matmul/matmul.h b/carfield/dmr_matmul/matmul.h
new file mode 100644
index 0000000..eaed788
--- /dev/null
+++ b/carfield/dmr_matmul/matmul.h
@@ -0,0 +1,56 @@
+#define SIZE           24
+#define MAT_SIZE       (SIZE*SIZE*sizeof(int))
+
+int A_init[SIZE][SIZE]  = {
+    {181,242,121,183,206,92,200,157,59,246,13,24,108,168,125,179,134,202,74,79,86,66,63,29},
+    {178,198,233,162,184,134,150,155,153,199,114,94,81,0,92,164,206,186,166,191,173,25,82,38},
+    {216,38,65,42,106,189,132,201,214,41,24,231,249,78,84,109,168,159,127,107,217,254,197,217},
+    {64,22,112,106,14,207,197,73,149,38,106,250,17,254,196,121,218,22,28,237,31,87,82,132},
+    {165,67,227,22,65,61,140,27,231,194,168,145,33,44,175,127,31,56,194,227,186,13,252,27},
+    {160,183,169,113,226,50,116,138,23,147,247,20,73,174,185,178,196,200,232,178,234,117,9,251},
+    {36,192,256,31,150,165,159,79,217,121,13,123,77,233,87,219,20,225,3,27,22,69,216,92},
+    {151,236,72,44,178,105,211,237,216,24,107,168,194,178,99,168,246,250,120,212,18,39,194,112},
+    {230,114,234,101,27,26,158,119,246,3,119,80,227,214,96,87,35,179,195,156,71,84,53,89},
+    {188,225,242,243,130,165,133,225,222,186,139,152,171,23,156,42,214,11,46,45,206,78,34,196},
+    {232,161,201,187,247,80,215,11,9,164,220,201,118,161,98,1,155,14,60,7,82,118,211,230},
+    {4,91,20,188,232,229,234,82,240,175,105,12,160,204,177,201,129,241,83,235,125,216,91,29},
+    {120,97,74,42,130,29,15,160,252,82,140,48,226,25,154,19,207,190,197,216,177,8,14,111},
+    {175,204,50,69,35,251,68,208,171,18,135,186,200,139,182,170,7,144,83,83,79,15,192,165},
+    {236,198,116,130,248,198,107,218,107,105,178,209,163,22,218,163,144,65,55,48,102,217,57,158},
+    {192,201,215,171,104,183,55,72,75,214,72,181,85,212,173,88,183,144,221,90,117,129,201,103},
+    {32,75,38,70,53,76,66,27,221,10,17,122,234,218,56,39,63,112,194,124,178,81,244,38},
+    {76,225,145,248,141,149,27,180,84,164,149,19,101,179,147,10,93,14,219,241,77,241,136,156},
+    {120,146,26,53,175,54,79,69,113,29,204,90,203,227,1,180,227,100,44,206,163,17,215,25},
+    {134,167,185,215,181,100,189,203,220,158,112,2,124,100,183,251,110,159,21,118,77,12,249,5},
+    {161,110,245,113,227,139,107,236,250,244,231,63,191,75,102,110,18,210,26,133,53,66,50,140},
+    {151,76,114,163,117,76,250,117,154,97,73,235,147,9,176,91,246,256,72,13,228,172,109,156},
+    {105,13,88,253,167,189,23,42,137,249,15,115,118,234,126,129,167,54,211,229,243,249,143,118},
+    {191,245,66,166,36,208,209,127,193,246,68,224,31,65,56,167,241,144,111,30,54,115,34,56}
+};
+
+int B_init[SIZE][SIZE]  = {
+    {0,0,0,1,0,0,1,1,0,0,0,0,1,0,0,1,0,0,0,1,0,0,1,1},
+    {0,1,0,1,0,0,1,1,0,1,0,1,0,1,0,0,1,1,0,1,1,0,0,1},
+    {1,1,0,1,1,1,1,0,1,0,0,0,0,0,0,0,0,0,0,1,0,0,1,1},
+    {0,0,0,1,1,0,0,0,1,0,1,1,0,1,1,1,0,1,0,0,1,1,1,1},
+    {1,1,0,0,1,1,0,0,1,1,0,1,0,1,1,1,1,1,1,1,1,1,0,0},
+    {1,0,1,0,1,1,0,1,0,0,1,1,0,1,1,0,0,0,0,0,1,1,1,0},
+    {1,1,1,0,1,1,1,0,1,1,0,0,1,0,1,1,1,1,0,0,0,1,0,0},
+    {1,1,1,1,1,1,0,1,1,0,1,1,0,0,0,0,1,0,1,0,1,0,0,0},
+    {1,1,1,1,1,1,0,1,0,1,0,0,0,0,0,1,0,1,0,0,1,0,0,1},
+    {1,1,0,1,0,0,0,0,1,1,1,0,0,1,0,0,1,1,0,1,1,0,0,0},
+    {1,1,0,1,1,0,1,1,0,1,1,0,1,0,1,1,1,1,0,0,1,1,0,0},
+    {0,0,0,0,1,1,0,1,0,0,1,1,0,0,0,1,0,0,1,0,0,0,1,1},
+    {0,0,1,0,1,1,0,1,0,0,1,1,1,1,1,0,1,0,1,0,0,0,1,1},
+    {1,0,0,0,0,1,1,0,0,1,0,1,1,1,0,0,1,0,1,1,1,1,0,0},
+    {1,1,1,1,1,1,0,0,1,1,1,0,0,1,1,1,0,1,0,1,0,0,0,0},
+    {1,1,0,1,1,0,1,1,0,0,0,1,0,1,0,1,0,0,1,1,0,1,1,0},
+    {0,1,1,1,0,0,1,0,1,1,0,0,0,1,1,0,1,1,1,0,0,0,0,1},
+    {1,1,0,1,1,0,0,0,1,0,0,0,1,1,1,1,0,0,0,0,1,0,0,1},
+    {0,0,0,0,1,0,0,1,0,0,1,1,0,0,1,1,0,0,0,0,1,0,0,1},
+    {0,0,1,1,1,0,0,1,0,0,0,1,1,0,1,0,1,1,1,1,0,1,1,0},
+    {1,0,1,0,1,0,1,0,0,1,1,1,1,0,1,1,0,1,0,1,0,0,0,1},
+    {0,0,1,0,0,0,0,0,1,1,1,1,1,1,0,0,1,1,1,0,0,1,1,0},
+    {1,0,1,1,0,1,1,0,0,0,0,1,1,1,0,1,1,0,1,0,0,1,1,1},
+    {0,0,0,1,0,1,0,0,0,0,1,1,1,1,0,1,0,1,0,0,1,0,0,1}
+};
\ No newline at end of file
diff --git a/carfield/dmr_matmul/pulp_inject_fault.tcl b/carfield/dmr_matmul/pulp_inject_fault.tcl
new file mode 100644
index 0000000..857d373
--- /dev/null
+++ b/carfield/dmr_matmul/pulp_inject_fault.tcl
@@ -0,0 +1,51 @@
+# Copyright 2023 ETH Zurich and University of Bologna.
+# Solderpad Hardware License, Version 0.51, see LICENSE for details.
+# SPDX-License-Identifier: SHL-0.51
+#
+# Author: Michael Rogenmoser (michaero@iis.ee.ethz.ch)
+
+transcript quietly
+if {! [info exists ::env(VSIM_PATH)]} {error "Define VSIM_PATH"}
+set utils_base_path  [file join $::env(VSIM_PATH) scripts fault_injection_utils]
+set script_base_path [file join $::env(VSIM_PATH) fault_injection_sim scripts]
+
+set verbosity            2
+set log_injections       1
+# Easy way to generate a variable seed
+# set seed                 [clock seconds]
+# Default value
+set seed                 12345
+set print_statistics     1
+
+set inject_start_time 250856000000ps
+set inject_stop_time 413000000000ps
+set injection_clock "pulp_cluster_tb/cluster_i/clk_i"
+set injection_clock_trigger 0
+set fault_period 250
+set rand_initial_injection_phase 0
+# max_num set to 0 means until stop_time
+set max_num_fault_inject 0
+set signal_fault_duration 20ns
+set register_fault_duration 0ns
+
+set allow_multi_bit_upset 1
+set use_bitwidth_as_weight 0
+set check_core_output_modification 0
+set check_core_next_state_modification 0
+set reg_to_sig_ratio 1
+
+source [file join $utils_base_path pulp_extract_nets.tcl]
+
+set inject_signals_netlist []
+set inject_register_netlist []
+set output_netlist []
+set next_state_netlist []
+set assertion_disable_list []
+
+for {set idx 0} {$idx < 12} {incr idx} {
+    set inject_signals_netlist [list {*}$inject_signals_netlist {*}[get_all_core_nets $idx]]
+    set output_netlist [list {*}$output_netlist {*}[get_core_output_nets $idx]]
+}
+
+source [file join $script_base_path inject_fault.tcl]
+

From 679741a606818f212851b80bef1fd3651035b129 Mon Sep 17 00:00:00 2001
From: aottaviano <aottaviano@iis.ee.ethz.ch>
Date: Thu, 10 Jul 2025 09:12:42 +0200
Subject: [PATCH 48/56] carfield: Set DMR test to 8 cores

---
 carfield/dmr_matmul/dmr_matmul.c | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/carfield/dmr_matmul/dmr_matmul.c b/carfield/dmr_matmul/dmr_matmul.c
index 953dfdf..0cfcc61 100644
--- a/carfield/dmr_matmul/dmr_matmul.c
+++ b/carfield/dmr_matmul/dmr_matmul.c
@@ -60,7 +60,7 @@ int main() {
 
 void matrix_multiplication(testresult_t *result, void (*start)(), void (*stop)()) {
   int coreid = rt_core_id();
-  int numcores = 6;
+  int numcores = 4;
   int *CHKSUM_RESULT;
   short int i, iter, j, k;
   int lb, ub, chunk;

From dd7ef996c74a5e8caf98788acd4f6effeec16743 Mon Sep 17 00:00:00 2001
From: aottaviano <aottaviano@iis.ee.ethz.ch>
Date: Thu, 10 Jul 2025 09:12:56 +0200
Subject: [PATCH 49/56] [WIP] carfield: Comment printfs for DMR test

---
 carfield/dmr_matmul/dmr_matmul.c | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/carfield/dmr_matmul/dmr_matmul.c b/carfield/dmr_matmul/dmr_matmul.c
index 0cfcc61..7e456fb 100644
--- a/carfield/dmr_matmul/dmr_matmul.c
+++ b/carfield/dmr_matmul/dmr_matmul.c
@@ -46,8 +46,8 @@ int main() {
                          true , // Rapid recovery enabled
                          true , // Setback enabled
                          false); // Synch req
-  printf("Available Config: %x\n", hmr_get_available_config(rt_cluster_id()));
-  printf("after setup: %x\n", hmr_get_active_cores(rt_cluster_id()));
+  //printf("Available Config: %x\n", hmr_get_available_config(rt_cluster_id()));
+  //printf("after setup: %x\n", hmr_get_active_cores(rt_cluster_id()));
 
   hmr_setup_barrier(hmr_get_active_cores(0));
 
@@ -66,7 +66,7 @@ void matrix_multiplication(testresult_t *result, void (*start)(), void (*stop)()
   int lb, ub, chunk;
 
   if (coreid == 0){
-    printf("Start ParMatrixMul\n",0,0,0,0);
+    //printf("Start ParMatrixMul\n",0,0,0,0);
     // initialize matrix A and B
     initialize_mat();
   }

From 3eb1a5cfb254695a9c780d62bf6efc631e56db90 Mon Sep 17 00:00:00 2001
From: Luigi Ghionda <luigi.ghionda2@unibo.it>
Date: Wed, 30 Apr 2025 12:18:45 +0200
Subject: [PATCH 50/56] [WIP] Adapt redmule software to `2.0.0` version

---
 hwpe/redmule/archi_redmule.h |  33 ++----
 hwpe/redmule/hal_redmule.h   | 214 ++++-------------------------------
 hwpe/redmule/redmule.c       |  12 +-
 3 files changed, 33 insertions(+), 226 deletions(-)

diff --git a/hwpe/redmule/archi_redmule.h b/hwpe/redmule/archi_redmule.h
index 40eceee..0f04614 100644
--- a/hwpe/redmule/archi_redmule.h
+++ b/hwpe/redmule/archi_redmule.h
@@ -92,32 +92,13 @@
 #define REDMULE_SOFT_CLEAR  0x14
 
 // Registers
-#define REDMULE_REG_OFFS  0x40
-// #define REDMULE_REG_X_PTR 0x00
-// #define REDMULE_REG_W_PTR 0x04
-// #define REDMULE_REG_Z_PTR 0x08
-// #define REDMULE_MCFG0_PTR 0x0C
-// #define REDMULE_MCFG1_PTR 0x10
-// #define REDMULE_ARITH_PTR 0x14
-#define REDMULE_REG_X_PTR              0x00
-#define REDMULE_REG_W_PTR              0x04
-#define REDMULE_REG_Y_PTR              0x08
-#define REDMULE_REG_Z_PTR              0x0C
-#define REDMULE_REG_X_ITER_PTR         0x10
-#define REDMULE_REG_W_ITER_PTR         0x14
-#define REDMULE_REG_LEFTOVERS_PTR      0x18
-#define REDMULE_REG_LEFT_PARAMS_PTR    0x1C
-#define REDMULE_REG_X_D1_STRIDE_PTR    0x20
-#define REDMULE_REG_W_TOT_LEN_PTR      0x24
-#define REDMULE_REG_TOT_X_READ_PTR     0x28
-#define REDMULE_REG_W_D0_STRIDE_PTR    0x2C
-#define REDMULE_REG_YZ_TOT_LEN_PTR     0x30
-#define REDMULE_REG_YZ_D0_STRIDE_PTR   0x34
-#define REDMULE_REG_YZ_D2_STRIDE_PTR   0x38
-#define REDMULE_REG_X_ROWS_OFFS_PTR    0x3C
-#define REDMULE_REG_X_BUFFER_SLOTS_PTR 0x40
-#define REDMULE_REG_X_TOT_LEN_PTR      0x44
-#define REDMULE_REG_OP_SELECTION       0x48
+#define REDMULE_REG_OFFS 0x40
+#define REDMULE_REG_X_PTR 0x00
+#define REDMULE_REG_W_PTR 0x04
+#define REDMULE_REG_Z_PTR 0x08
+#define REDMULE_MCFG0_PTR 0x0C
+#define REDMULE_MCFG1_PTR 0x10
+#define REDMULE_ARITH_PTR 0x14
 
 #define REDMULE_ECC_REG_OFFS           0x90
 #define DATA_CORR_ERR                  0x00
diff --git a/hwpe/redmule/hal_redmule.h b/hwpe/redmule/hal_redmule.h
index 8fc5000..9e63b17 100644
--- a/hwpe/redmule/hal_redmule.h
+++ b/hwpe/redmule/hal_redmule.h
@@ -52,22 +52,18 @@ static inline void redmule_w_add_set (unsigned int value) {
   HWPE_WRITE(value, REDMULE_REG_OFFS + REDMULE_REG_W_PTR);
 }
 
-static inline void redmule_y_add_set (unsigned int value) {
-  HWPE_WRITE(value, REDMULE_REG_OFFS + REDMULE_REG_Y_PTR);
-}
-
 static inline void redmule_z_add_set (unsigned int value) {
   HWPE_WRITE(value, REDMULE_REG_OFFS + REDMULE_REG_Z_PTR);
 }
 
-// static inline void redmule_mcfg_set (uint32_t mcfg0, uint32_t mcfg1) {
-//   HWPE_WRITE(mcfg0, REDMULE_REG_OFFS + REDMULE_MCFG0_PTR);
-//   HWPE_WRITE(mcfg1, REDMULE_REG_OFFS + REDMULE_MCFG1_PTR);
-// }
-// 
-// static inline void redmule_arith_set (uint32_t arith) {
-//   HWPE_WRITE(arith, REDMULE_REG_OFFS + REDMULE_ARITH_PTR);
-// }
+static inline void redmule_mcfg_set (uint32_t mcfg0, uint32_t mcfg1) {
+  HWPE_WRITE(mcfg0, REDMULE_REG_OFFS + REDMULE_MCFG0_PTR);
+  HWPE_WRITE(mcfg1, REDMULE_REG_OFFS + REDMULE_MCFG1_PTR);
+}
+
+static inline void redmule_arith_set(uint32_t arith) {
+  HWPE_WRITE(arith, REDMULE_REG_OFFS + REDMULE_ARITH_PTR);
+}
 
 static inline void hwpe_trigger_job() {
   HWPE_WRITE(0, REDMULE_TRIGGER);
@@ -159,183 +155,23 @@ static inline void mchan_free(int id) {
   *(volatile int*) DMA_STATUS_REGISTER = 0x1 << id;
 }
 
-// void redmule_cfg (unsigned int x,  unsigned int w,  unsigned int z,
-//                   uint16_t m_size, uint16_t n_size, uint16_t k_size,
-//                   uint8_t gemm_op, uint8_t gemm_fmt){
-// 
-//   uint32_t mcfg_reg0 = 0;
-//   uint32_t mcfg_reg1 = 0;
-//   uint32_t arith_reg = 0;
-// 
-//   mcfg_reg0 = (k_size << 16) |
-//               (m_size <<  0);
-//   mcfg_reg1 = n_size << 0;
-// 
-//   arith_reg = (gemm_op << 10) |
-//               (gemm_fmt << 7);
-// 
-//   redmule_x_add_set ((unsigned int) x);
-//   redmule_w_add_set ((unsigned int) w);
-//   redmule_z_add_set ((unsigned int) z);
-//   redmule_mcfg_set  ((unsigned int) mcfg_reg0,
-//                      (unsigned int) mcfg_reg1);
-//   redmule_arith_set ((unsigned int) arith_reg);
-//   
-// }
-
-void redmule_cfg (uint16_t m_size, uint16_t n_size, uint16_t k_size, uint8_t gemm_ops){
-   uint32_t x_iters        = 0;
-   uint32_t w_iters        = 0;
-   uint32_t leftovers      = 0;
-   uint32_t left_params    = 0;
-   uint32_t x_d1_stride    = 0;
-   uint32_t x_rows_offs    = 0;
-   uint32_t w_tot_len      = 0;
-   uint32_t w_d1_len       = 0;
-   uint32_t w_d0_stride    = 0;
-   uint32_t yz_tot_len     = 0;
-   uint32_t yz_d0_stride   = 0;
-   uint32_t yz_d2_stride   = 0;
-   uint32_t tot_x_read     = 0;
-   uint32_t x_buffer_slots = 0;
-   uint32_t op_selection   = 0;
-   uint16_t tot_stores     = 0;
-   uint16_t w_rows         = n_size;
-   uint16_t depth          = DATA_WIDTH/(ARRAY_HEIGHT*FPFORMAT);
-   uint8_t  tile           = ARRAY_HEIGHT*(PIPE_REGS + 1);
-   _Bool    x_rows_sub     = 0;
-   _Bool    x_cols_sub     = 0;
-   _Bool    w_cols_sub     = 0;
-   uint16_t x_rows_iter,
-            x_rows_iter_tmp,
-            w_rows_iter,
-            w_rows_iter_tmp;
-   uint16_t x_cols_iter,
-            x_cols_iter_tmp,
-            w_cols_iter,
-            w_cols_iter_tmp;
-   uint8_t  x_rows_lftovr,
-            x_cols_lftovr,
-            w_rows_lftovr,
-            w_cols_lftovr,
-            slots;
-
-   // Calculating the number of iterations alng the two dimensions of the X matrix
-   x_rows_iter_tmp = m_size/ARRAY_WIDTH;
-   x_cols_iter_tmp = n_size/tile;
-
-   // Calculating the number of iterations alng the two dimensions of the W matrix
-   w_rows_iter_tmp = w_rows;
-   w_cols_iter_tmp = k_size/tile;
-
-   // Calculating the residuals along the input dimensions
-   x_rows_lftovr = m_size - (x_rows_iter_tmp*ARRAY_WIDTH);
-   x_cols_lftovr = n_size - (x_cols_iter_tmp*tile);
-
-   // Calculating the residuals along the weight dimensions
-   w_rows_lftovr = n_size - (ARRAY_HEIGHT*(w_rows/ARRAY_HEIGHT));
-   w_cols_lftovr = k_size - (w_cols_iter_tmp*tile);
-
-   if (w_cols_lftovr != 0)
-     w_cols_iter = w_cols_iter_tmp + 1;
-   else 
-     w_cols_iter = w_cols_iter_tmp;
-
-  if (w_rows_lftovr != 0)
-    w_rows_iter = w_rows_iter_tmp + ARRAY_HEIGHT - w_rows_lftovr;
-  else
-    w_rows_iter = w_rows_iter_tmp;
-
-   if (x_cols_lftovr != 0)
-     x_cols_iter = x_cols_iter_tmp + 1;
-   else 
-     x_cols_iter = x_cols_iter_tmp;
-
-   if (x_rows_lftovr != 0)
-     x_rows_iter = x_rows_iter_tmp + 1;
-   else 
-     x_rows_iter = x_rows_iter_tmp;
-
-   if (x_cols_lftovr%depth != 0)
-     x_buffer_slots = x_cols_lftovr/depth + 1;
-   else
-     x_buffer_slots = x_cols_lftovr/depth;
-
-   // Calculating the number of total stores
-   tot_stores = x_rows_iter*w_cols_iter;
-
-   // Determining if input matrixes are sub-matrixes
-   if (m_size < ARRAY_WIDTH)
-     x_rows_sub = 1;
-   if (n_size < ARRAY_HEIGHT)
-     x_cols_sub = 1;
-   if (k_size < tile)
-    w_cols_sub = 1;
-
-   // Operation selection
-   switch (gemm_ops) {
-     case MATMUL:
-       op_selection |= (RNE << 29 | RNE << 26 | OP_FMADD << 22 | OP_MINMAX << 18 | SRC_FMT << 15 | DST_FMT << 12) | 0;
-     break;
-     
-     case GEMM:
-       op_selection |= (RNE << 29 | RNE << 26 | OP_FMADD << 22 | OP_MINMAX << 18 | SRC_FMT << 15 | DST_FMT << 12) | 1;
-     break;
-     
-     case ADDMAX:
-       op_selection |= (RNE << 29 | RTZ << 26 | OP_ADD << 22 | OP_MINMAX << 18 | SRC_FMT << 15 | DST_FMT << 12) | 1;
-     break;
-     
-     case ADDMIN:
-       op_selection |= (RNE << 29 | RNE << 26 | OP_ADD << 22 | OP_MINMAX << 18 | SRC_FMT << 15 | DST_FMT << 12) | 1;
-     break;
-     
-     case MULMAX:
-       op_selection |= (RNE << 29 | RTZ << 26 | OP_MUL << 22 | OP_MINMAX << 18 | SRC_FMT << 15 | DST_FMT << 12) | 1;
-     break;
-     
-     case MULMIN:
-       op_selection |= (RNE << 29 | RNE << 26 | OP_MUL << 22 | OP_MINMAX << 18 | SRC_FMT << 15 | DST_FMT << 12) | 1;
-     break;
-     
-     case MAXMIN:
-       op_selection |= (RTZ << 29 | RNE << 26 | OP_MINMAX << 22 | OP_MINMAX << 18 | SRC_FMT << 15 | DST_FMT << 12) | 1;
-     break;
-     
-     case MINMAX:
-       op_selection |= (RNE << 29 | RTZ << 26 | OP_MINMAX << 22 | OP_MINMAX << 18 | SRC_FMT << 15 | DST_FMT << 12) | 1;
-     break;
-   }
-
-   // Storing iterations and residuals in registers
-   x_iters      |= x_rows_iter   << 16 | x_cols_iter   << 0;
-   w_iters      |= w_rows_iter   << 16 | w_cols_iter   << 0;
-   leftovers    |= x_rows_lftovr << 24 | x_cols_lftovr << 16 | w_rows_lftovr << 8  | w_cols_lftovr << 0;
-   left_params  |= tot_stores    << 16 | x_rows_sub    << 15 | x_cols_sub    << 14 | w_cols_sub   << 13;
-   x_d1_stride   = ((4*FPFORMAT)/ADDR_WIDTH)*(((DATA_WIDTH/FPFORMAT)*x_cols_iter_tmp) + x_cols_lftovr);
-   x_rows_offs   = ARRAY_WIDTH*x_d1_stride;
-   w_tot_len     = w_rows_iter*w_cols_iter*x_rows_iter;
-   w_d0_stride   = ((4*FPFORMAT)/ADDR_WIDTH)*(((DATA_WIDTH/FPFORMAT)*w_cols_iter_tmp) + w_cols_lftovr);
-   yz_tot_len    = ARRAY_WIDTH*x_rows_iter*w_cols_iter;
-   yz_d0_stride  = w_d0_stride;
-   yz_d2_stride  = ARRAY_WIDTH*w_d0_stride;
-   tot_x_read    = x_rows_iter*x_cols_iter*w_cols_iter;
-
-   // Writing the computations in configuration register
-   HWPE_WRITE(x_iters       , REDMULE_REG_OFFS + REDMULE_REG_X_ITER_PTR         );
-   HWPE_WRITE(w_iters       , REDMULE_REG_OFFS + REDMULE_REG_W_ITER_PTR         );
-   HWPE_WRITE(leftovers     , REDMULE_REG_OFFS + REDMULE_REG_LEFTOVERS_PTR      );
-   HWPE_WRITE(left_params   , REDMULE_REG_OFFS + REDMULE_REG_LEFT_PARAMS_PTR    );
-   HWPE_WRITE(x_d1_stride   , REDMULE_REG_OFFS + REDMULE_REG_X_D1_STRIDE_PTR    );
-   HWPE_WRITE(x_rows_offs   , REDMULE_REG_OFFS + REDMULE_REG_X_ROWS_OFFS_PTR    );
-   HWPE_WRITE(tot_x_read    , REDMULE_REG_OFFS + REDMULE_REG_TOT_X_READ_PTR     );
-   HWPE_WRITE(x_buffer_slots, REDMULE_REG_OFFS + REDMULE_REG_X_BUFFER_SLOTS_PTR );
-   HWPE_WRITE(w_tot_len     , REDMULE_REG_OFFS + REDMULE_REG_W_TOT_LEN_PTR      );
-   HWPE_WRITE(w_d0_stride   , REDMULE_REG_OFFS + REDMULE_REG_W_D0_STRIDE_PTR    );
-   HWPE_WRITE(yz_tot_len    , REDMULE_REG_OFFS + REDMULE_REG_YZ_TOT_LEN_PTR     );
-   HWPE_WRITE(yz_d0_stride  , REDMULE_REG_OFFS + REDMULE_REG_YZ_D0_STRIDE_PTR   );
-   HWPE_WRITE(yz_d2_stride  , REDMULE_REG_OFFS + REDMULE_REG_YZ_D2_STRIDE_PTR   );
-   HWPE_WRITE(op_selection  , REDMULE_REG_OFFS + REDMULE_REG_OP_SELECTION       );
+void redmule_cfg(unsigned int x, unsigned int w, unsigned int z, uint16_t m_size, uint16_t n_size,
+  uint16_t k_size, uint8_t gemm_op, uint8_t gemm_fmt) {
+
+  uint32_t mcfg_reg0 = 0;
+  uint32_t mcfg_reg1 = 0;
+  uint32_t arith_reg = 0;
+
+  mcfg_reg0 = (k_size << 16) | (m_size << 0);
+  mcfg_reg1 = n_size << 0;
+
+  arith_reg = (gemm_op << 10) | (gemm_fmt << 7);
+
+  redmule_x_add_set((unsigned int)x);
+  redmule_w_add_set((unsigned int)w);
+  redmule_z_add_set((unsigned int)z);
+  redmule_mcfg_set((unsigned int)mcfg_reg0, (unsigned int)mcfg_reg1);
+  redmule_arith_set((unsigned int)arith_reg);
 }
 
 void generate_test_data16(int x_start_addr,
diff --git a/hwpe/redmule/redmule.c b/hwpe/redmule/redmule.c
index 61a4b2b..878aafc 100644
--- a/hwpe/redmule/redmule.c
+++ b/hwpe/redmule/redmule.c
@@ -88,17 +88,7 @@ int main() {
     hwpe_soft_clear();
     asm volatile("": : :"memory");
 
-    // redmule_cfg ((unsigned int) x,
-    //              (unsigned int) w,
-    //              (unsigned int) y,
-    //              m_size, n_size, k_size,
-    //              (uint8_t) GEMM,
-    //              (uint8_t) Float16);
-    redmule_x_add_set ((unsigned int) x);
-    redmule_w_add_set ((unsigned int) w);
-    redmule_y_add_set ((unsigned int) y);
-    redmule_z_add_set ((unsigned int) y);
-    redmule_cfg (m_size, n_size, k_size, gemm_ops);
+    redmule_cfg((unsigned int)x, (unsigned int)w, (unsigned int)y, m_size, n_size, k_size, (uint8_t)gemm_ops, (uint8_t)Float16);
 
     // Start RedMulE operation
     hwpe_trigger_job();

From 1345aebf3e1baddd12dc74c181dfad94a9da0342 Mon Sep 17 00:00:00 2001
From: Yvan Tortorella <ytortorella@lagrev5.ee.ethz.ch>
Date: Fri, 13 Jun 2025 15:50:50 +0200
Subject: [PATCH 51/56] Remove filters from RedMulE checking functions.

---
 hwpe/redmule/hal_redmule.h    |   12 +-
 hwpe/redmule/inc/golden.h     | 1538 ++++++++++++++++++++++++---------
 hwpe/redmule/inc/tensor_dim.h |    6 +-
 hwpe/redmule/inc/w_2D.h       |   82 +-
 hwpe/redmule/inc/w_input.h    |   82 +-
 hwpe/redmule/inc/x_2D.h       |   74 +-
 hwpe/redmule/inc/x_input.h    |   74 +-
 hwpe/redmule/inc/y_2D.h       |   74 +-
 hwpe/redmule/inc/y_input.h    |   74 +-
 hwpe/redmule/inc/z_2D.h       |   74 +-
 hwpe/redmule/inc/z_output.h   |   74 +-
 11 files changed, 1550 insertions(+), 614 deletions(-)

diff --git a/hwpe/redmule/hal_redmule.h b/hwpe/redmule/hal_redmule.h
index 9e63b17..65b1a2d 100644
--- a/hwpe/redmule/hal_redmule.h
+++ b/hwpe/redmule/hal_redmule.h
@@ -216,15 +216,7 @@ int redmule_compare16 (int z_start_addr, int m_size, int k_size) {
     int z = z_addr - z_start_addr;
     z_computed = *(uint32_t *)(z_addr);
 
-    if ( z_computed != z_oup[z/2] ) {
-      diff_1 = z_computed - z_oup[z/2];
-      if (diff_1 > 3) {
-        diff_2 = z_oup[z/2] - z_computed;
-        if (diff_2 > 3) {
-          err++;
-        }
-      }
-    }
+    if ( z_computed != z_oup[z/2] ) err++;
   }
 
   return err;
@@ -232,7 +224,7 @@ int redmule_compare16 (int z_start_addr, int m_size, int k_size) {
 }
 
 int redmule16_compare_int(uint32_t *actual_z, uint32_t *golden_z, int len) {
-  #define ERR 0x0011
+  #define ERR 0x0000
   uint32_t actual_word = 0;
   uint16_t actual_MSHWord, actual_LSHWord;
   uint32_t golden_word = 0;
diff --git a/hwpe/redmule/inc/golden.h b/hwpe/redmule/inc/golden.h
index f664e47..d18cb60 100644
--- a/hwpe/redmule/inc/golden.h
+++ b/hwpe/redmule/inc/golden.h
@@ -1,387 +1,1155 @@
  /* Header file generated by RedMulE Golden Model */
-uint32_t golden [384] = {
-0x48974845,
-0x48384608,
-0x487b4855,
-0x48804869,
-0x48b046d1,
-0x483f48db,
-0x485f48c9,
-0x483a4881,
-0x472c484b,
-0x492b4762,
-0x48fd4822,
-0x492e488e,
-0x484f483e,
-0x46d749e8,
-0x489d484b,
-0x47e9490b,
-0x47d2484f,
-0x474744be,
-0x46c047c7,
-0x48af4727,
-0x482d46c5,
-0x482e483d,
-0x479f4897,
-0x4749488b,
-0x46a8489a,
-0x488b46f2,
-0x47e84891,
-0x483d4872,
-0x46fd4716,
-0x46a049b5,
-0x47a446e7,
-0x476748a1,
-0x49354939,
-0x48c14703,
-0x48bd4863,
-0x48cf4913,
-0x48b848b6,
-0x49204946,
-0x48e1495e,
-0x48b24938,
-0x4882493a,
-0x49d5483b,
-0x49724911,
-0x49df496b,
-0x488848f2,
-0x48214a46,
-0x490c48c1,
-0x48a349b2,
-0x47b0463a,
-0x476244cb,
-0x46b94765,
-0x4814466a,
-0x47964631,
-0x474b4666,
-0x47044798,
-0x47614838,
-0x459047d3,
-0x48a245ea,
-0x484447f1,
-0x4776484b,
-0x46d847d6,
-0x44d348f3,
-0x478d46fa,
-0x466e481e,
-0x481e4827,
-0x479445a2,
-0x48064727,
-0x48d5475d,
-0x48284708,
-0x480d4862,
-0x48324895,
-0x47f148bd,
-0x46a7482a,
-0x492d47b1,
-0x4884484d,
-0x485f48dc,
-0x480c476d,
-0x46d348e9,
-0x48844728,
-0x480e48a0,
-0x48134862,
-0x485a4675,
-0x473847e8,
-0x48234836,
-0x482146e7,
-0x47b34822,
-0x48554846,
-0x47174863,
-0x47c14872,
-0x488e46d5,
-0x485f47e2,
-0x48b8487c,
-0x4788481e,
-0x467748bd,
-0x47f846c9,
-0x47fc48fe,
-0x47b247a0,
-0x467e4588,
-0x46c74662,
-0x481246e8,
-0x474e4536,
-0x468f46c0,
-0x4679481f,
-0x46e246a1,
-0x45604809,
-0x47eb4630,
-0x475746b5,
-0x477f4848,
-0x46d846a6,
-0x459a4870,
-0x46784670,
-0x468c47d2,
-0x48c44762,
-0x479146e3,
-0x486d46b1,
-0x486747d0,
-0x47f6468d,
-0x475648a5,
-0x48544857,
-0x48384866,
-0x46ec484d,
-0x48f647d2,
-0x4879484a,
-0x483c4848,
-0x4806471d,
-0x473048fa,
-0x47b84768,
-0x46f94865,
-0x491848a8,
-0x486746ca,
-0x48624800,
-0x491048d3,
-0x4849474e,
-0x486b48eb,
-0x48c54966,
-0x483048f4,
-0x477848f9,
-0x499e481e,
-0x48f148cf,
-0x49234982,
-0x47cf487c,
-0x464949ea,
-0x495e4773,
-0x483f48b2,
-0x497548a7,
-0x481e4616,
-0x4866481f,
-0x486448b6,
-0x487347dc,
-0x487f485c,
-0x491f4938,
-0x48b6490d,
-0x48a148f8,
-0x492d4859,
-0x4915489c,
-0x48874899,
-0x4859486c,
-0x471e49ca,
-0x49184867,
-0x482748d3,
-0x4998488b,
-0x481d4704,
-0x488048b8,
-0x49444876,
-0x48f2470c,
-0x489b48b9,
-0x48e54956,
-0x48a548d6,
-0x485648dc,
-0x49ab484e,
-0x490e48e0,
-0x494548dd,
-0x48dd488b,
-0x47ea4a32,
-0x49114835,
-0x48194965,
-0x481e460e,
-0x4673452c,
-0x4717475c,
-0x46d046f6,
-0x46bc4696,
-0x481e4726,
-0x46ea4763,
-0x475846fe,
-0x4627478b,
-0x483f4704,
-0x47b146ad,
-0x48164792,
-0x468446f2,
-0x45a84827,
-0x47a4472f,
-0x462b4797,
-0x48ab483f,
-0x4863468f,
-0x4766485a,
-0x48cb481d,
-0x490347dc,
-0x483048fc,
-0x483e48cc,
-0x486448ab,
-0x47634966,
-0x499d4794,
-0x488b488e,
-0x496048dc,
-0x484c4854,
-0x474c499c,
-0x48bc4826,
-0x48834949,
-0x4905489d,
-0x481e4718,
-0x48f448e3,
-0x490448c1,
-0x48b347e8,
-0x48d44892,
-0x489448ff,
-0x488648d5,
-0x480348fa,
-0x492e47d2,
-0x48b24870,
-0x492b48e5,
-0x4785487b,
-0x471d49e3,
-0x48bf4837,
-0x48c4489b,
-0x4871475c,
-0x4811464a,
-0x471c47af,
-0x48174817,
-0x484e463b,
-0x464f477f,
-0x487c4704,
-0x472547a3,
-0x462a4853,
-0x4860465a,
-0x48804736,
-0x482b47e1,
-0x46c04811,
-0x475d48dc,
-0x48064668,
-0x46f44893,
-0x49594858,
-0x487b463d,
-0x484e480f,
-0x48a648c0,
-0x48944847,
-0x484a48a0,
-0x48f4491e,
-0x48b548fc,
-0x47d248ce,
-0x497f47db,
-0x49394955,
-0x48ce48a7,
-0x48844890,
-0x476349d6,
-0x4922486e,
-0x48c348f4,
-0x491c47ec,
-0x47834698,
-0x47544715,
-0x47524745,
-0x4832472f,
-0x48094817,
-0x48c347f8,
-0x480047e6,
-0x473048b6,
-0x48cb480a,
-0x488e479e,
-0x488e47c2,
-0x47ee472f,
-0x4744489d,
-0x48514755,
-0x47d34846,
-0x48a04838,
-0x47624634,
-0x48064786,
-0x482d47e3,
-0x486c4726,
-0x480347b7,
-0x481448ac,
-0x483948e0,
-0x47504827,
-0x48c546f2,
-0x4886483f,
-0x485648ad,
-0x47a947e8,
-0x47434937,
-0x481f46d0,
-0x4804484c,
-0x481f47fd,
-0x4813456d,
-0x4807474d,
-0x480e4688,
-0x481046e8,
-0x4799469f,
-0x478f4853,
-0x482447f2,
-0x471f47d0,
-0x485f46da,
-0x481c4813,
-0x4863482e,
-0x480b4786,
-0x46b848c9,
-0x46e2475a,
-0x46c54852,
-0x480245af,
-0x46c24466,
-0x4743465d,
-0x47ba46b7,
-0x46c34636,
-0x47844677,
-0x47c2485a,
-0x46ac46dc,
-0x460e47de,
-0x4834465f,
-0x476947f4,
-0x481046fc,
-0x45ea45fd,
-0x45b548d0,
-0x47834704,
-0x46c44830,
-0x47c74759,
-0x45b0453d,
-0x47024741,
-0x47934736,
-0x47ba461b,
-0x46dd470b,
-0x470b4657,
-0x4710470d,
-0x468f486c,
-0x46ba45c3,
-0x483b479d,
-0x477446c9,
-0x46a746a9,
-0x46064833,
-0x46a94690,
-0x46a746f5,
-0x48bb47ac,
-0x4803452c,
-0x4824470f,
-0x48cb47d5,
-0x484a4707,
-0x47974832,
-0x482c4851,
-0x4877487a,
-0x465d4891,
-0x48ce47f4,
-0x48994898,
-0x486a484e,
-0x47f047ac,
-0x4611493e,
-0x489e47e2,
-0x46af488c,
-0x48364665,
-0x46b645e4,
-0x46b946a1,
-0x46dd46c8,
-0x474b4658,
-0x4777467b,
-0x47984769,
-0x475e4785,
-0x4656472a,
-0x488145fb,
-0x472d46fc,
-0x47a3476e,
-0x46ca465d,
-0x45004855,
-0x479a464f,
-0x473846c3,
-0x486c481e,
-0x48014659,
-0x477a4756,
-0x487b47d5,
-0x48084706,
-0x4838484f,
-0x48634870,
-0x480648d3,
-0x47714865,
-0x494c46be,
-0x484c4915,
-0x48624900,
-0x46e8481a,
-0x46a04974,
-0x483d4775,
-0x480e487c,
+uint32_t golden [1152] = {
+0x4b524c08,
+0x4bed4c14,
+0x4ba64c2d,
+0x4c104ca5,
+0x4b6d4c37,
+0x4bd24af1,
+0x4c0f4c16,
+0x4b964ccd,
+0x4b9a4c23,
+0x4bc84c05,
+0x4b1a4ac8,
+0x4b3f4c24,
+0x4c014b58,
+0x4b714bc1,
+0x4c374c8e,
+0x4cb54c12,
+0x4bae4c0a,
+0x4c0e4c56,
+0x4a814bec,
+0x4b4e4c14,
+0x4b554bac,
+0x4b224c20,
+0x4c684c4e,
+0x4c334bba,
+0x4a3949ed,
+0x4ae249d5,
+0x4a024a83,
+0x49f64aed,
+0x4a4c4a1e,
+0x4a1049a9,
+0x49c549fd,
+0x493c4b06,
+0x4a314a76,
+0x49a7496e,
+0x48fc4842,
+0x49a94a22,
+0x4ade498d,
+0x49724aaa,
+0x4a2c4a76,
+0x4b374a1a,
+0x4a2b49b0,
+0x4a214a37,
+0x49814a4b,
+0x49f04a4b,
+0x4a014a9f,
+0x49404a15,
+0x4a8349f2,
+0x4a274a01,
+0x4b794b62,
+0x4c004b15,
+0x4b2d4b91,
+0x4af04c1e,
+0x4aed4aab,
+0x4aaa4af1,
+0x4adf4b65,
+0x4a874c04,
+0x4b204af3,
+0x4ada4a7c,
+0x4a3749e9,
+0x4b3f4b2d,
+0x4b034a84,
+0x4a9f4b15,
+0x4b1d4c34,
+0x4bf94b50,
+0x4afa4aed,
+0x4b304b39,
+0x4a2a4b22,
+0x4a894bdf,
+0x4ad64b97,
+0x4a814b77,
+0x4b924b56,
+0x4b544adc,
+0x4ada4b28,
+0x4a7f4a71,
+0x4a8f4aca,
+0x4a0d4b14,
+0x4ac14a41,
+0x4a46497f,
+0x4ae24a27,
+0x4a2a4b06,
+0x4a5249ef,
+0x4a1d49e1,
+0x49954964,
+0x49b34a4a,
+0x4ac8497d,
+0x4a1b4a0d,
+0x4ab94bc2,
+0x4b4949ba,
+0x4aa14b0a,
+0x4b134ae4,
+0x48d54aae,
+0x49f04b35,
+0x49cb4ae6,
+0x49ff4b49,
+0x4b494b14,
+0x4a814a01,
+0x4a354a40,
+0x4aad4a90,
+0x4ad14ada,
+0x4b094a6c,
+0x4a4d4a96,
+0x49e3492f,
+0x4a794a74,
+0x4a154b59,
+0x4a9649e7,
+0x49bb49ea,
+0x49354967,
+0x4a3c4a18,
+0x4aeb49c3,
+0x4a8f4b1f,
+0x4b064bee,
+0x4b6c4a18,
+0x49e24adf,
+0x4aac4aa7,
+0x48d44ab5,
+0x4a704ac8,
+0x4a5549cd,
+0x4a394ae7,
+0x4b3b4af1,
+0x4abd49e9,
+0x49f649cc,
+0x49d549f2,
+0x49cb4a75,
+0x49fd4ae2,
+0x49b74a00,
+0x494049d2,
+0x4a1e49f4,
+0x49ad4a2b,
+0x49644948,
+0x4a2e499d,
+0x48eb4930,
+0x498d4a53,
+0x4a10497b,
+0x49254a5f,
+0x490e4b0b,
+0x4a734a4a,
+0x493a49d4,
+0x49ee49a8,
+0x48f54a23,
+0x49344a27,
+0x4a0149ab,
+0x497549f0,
+0x4a754a77,
+0x495f493c,
+0x4ae24ac3,
+0x4b424a29,
+0x49fe4ad9,
+0x4b044b00,
+0x4b224b30,
+0x4a0e49f6,
+0x4abc4ae3,
+0x4a6a4b47,
+0x4a5e4a5b,
+0x4a804a42,
+0x49be49a1,
+0x4a104b36,
+0x4ae54a2b,
+0x4aa44ad0,
+0x4aad4b3c,
+0x4c1a4a2a,
+0x4b2f4b2c,
+0x4a774aa0,
+0x49e84af6,
+0x4a0a4a4b,
+0x4a144ae4,
+0x4a1d4aa8,
+0x4bae4ae0,
+0x4b3a49c9,
+0x4a854af0,
+0x4a914a70,
+0x4aba4a7c,
+0x4a9a4ae7,
+0x4ab54b17,
+0x4a544a25,
+0x4b594ab5,
+0x4a644b5b,
+0x49e14a74,
+0x4a664ac6,
+0x498f49cb,
+0x4ab74b1f,
+0x4af44a0a,
+0x49fa4aab,
+0x4abb4c05,
+0x4bbe4a46,
+0x4a374a9f,
+0x4a694a8c,
+0x492c4a50,
+0x49c64b10,
+0x4a914b26,
+0x4a674b2b,
+0x4bb24b4f,
+0x4a864a05,
+0x4a794b3a,
+0x4b1e4ac0,
+0x4b054ac3,
+0x49e14c11,
+0x4a964aa4,
+0x4aab4a06,
+0x4a664acc,
+0x4aa74b27,
+0x4aeb4a37,
+0x4aae4a98,
+0x492e4973,
+0x4a1c4ad4,
+0x4aca49f9,
+0x4a514ac8,
+0x4a874ba4,
+0x4b3c4ac1,
+0x4a8f4add,
+0x4ad74a7d,
+0x49b94adc,
+0x4a954aca,
+0x4a374ada,
+0x4ad04b55,
+0x4b1c4b78,
+0x4b1f4a29,
+0x4aca4a63,
+0x4a9249b7,
+0x49fe4ada,
+0x4a3d4ab5,
+0x49d94a42,
+0x4a0049fc,
+0x4a344ade,
+0x49314b06,
+0x4a634943,
+0x497849e9,
+0x48f24965,
+0x49f54a89,
+0x49ac4a38,
+0x49b14a38,
+0x4a094b82,
+0x4b644a31,
+0x4a2c4a91,
+0x4a974a1e,
+0x48a04ab3,
+0x496d49fd,
+0x494e4a1e,
+0x49604a0e,
+0x4b1a4b38,
+0x49f649ae,
+0x4a514a7f,
+0x4a5f4a0d,
+0x4a4c4a11,
+0x49aa4b44,
+0x4a7e4a60,
+0x4a0c4a36,
+0x4a564a27,
+0x497d4b50,
+0x49f34a2b,
+0x4a214a2f,
+0x491448db,
+0x49f74a92,
+0x4a7d499d,
+0x49c44a42,
+0x49f04ab0,
+0x4ad24a17,
+0x4a654a17,
+0x49bc4a4a,
+0x496c49b2,
+0x4a014acc,
+0x49f24a5e,
+0x495d4a87,
+0x4a7c4af6,
+0x4ac94a0d,
+0x4a5b4988,
+0x4a174a71,
+0x4a1a4ae3,
+0x4a7e4a00,
+0x49fd4a47,
+0x49dd499f,
+0x4a224a83,
+0x49c64a19,
+0x4aa24a0a,
+0x49b14971,
+0x48a44890,
+0x49a84a89,
+0x49bc49fa,
+0x49e24996,
+0x49df4b36,
+0x4b514a58,
+0x4a544b09,
+0x4a2d4a87,
+0x493b4a78,
+0x494d49cd,
+0x497a4983,
+0x4a504a78,
+0x4b0b4a81,
+0x4a414921,
+0x4aaf4aa6,
+0x4ade4ab0,
+0x4a804b5d,
+0x4a434bb8,
+0x4a734a9f,
+0x4a444ae0,
+0x4aef4ae1,
+0x4a7f4b70,
+0x4b074a1c,
+0x4a294a54,
+0x49d0494e,
+0x4a594ac3,
+0x4abe49ec,
+0x4a7c4abe,
+0x4b144afe,
+0x4bbc4a27,
+0x4adc4ad0,
+0x4b054b72,
+0x49714ae4,
+0x4a7a4a4b,
+0x4a084a8d,
+0x4a514ae2,
+0x4b014b1c,
+0x4b184a4a,
+0x4a4b4a35,
+0x4a1749cf,
+0x49dd4a6e,
+0x4a1d4a79,
+0x49ad4ac7,
+0x49c44924,
+0x4a9d4a33,
+0x4a364a98,
+0x4a3049b6,
+0x4a15498d,
+0x48ea48da,
+0x49e24a14,
+0x4a4449ab,
+0x49734a2c,
+0x4a2b4ba2,
+0x4afd4a29,
+0x49944a81,
+0x4a504a16,
+0x48754a68,
+0x49534a25,
+0x4a1f4a2e,
+0x49d24ad3,
+0x4b0e49dc,
+0x4a6449e3,
+0x4b454a67,
+0x4b164a92,
+0x4a7e4b93,
+0x4a8a4ae8,
+0x4b124ade,
+0x4a984a76,
+0x4b004a57,
+0x4a4f4b10,
+0x49fb4a7b,
+0x4ac34a48,
+0x496b4998,
+0x4aa74b02,
+0x4af44a63,
+0x4a254ad6,
+0x4abe4b23,
+0x4bdc4af0,
+0x4a6f4acb,
+0x4ae74a8a,
+0x49d64a40,
+0x4a1b4a4e,
+0x4b3e4ad3,
+0x4ab84b6e,
+0x4b854b19,
+0x4ad64a20,
+0x492c4916,
+0x49a848c6,
+0x493d48eb,
+0x492049e4,
+0x490f497a,
+0x489f48cd,
+0x497b49b9,
+0x490d4a0d,
+0x490a4968,
+0x490248b5,
+0x481d489d,
+0x48fb4933,
+0x491e489d,
+0x48fd49a4,
+0x497649a8,
+0x49c048ed,
+0x490149d0,
+0x495a497f,
+0x489f48db,
+0x4906490c,
+0x491248fd,
+0x4908499c,
+0x49b64922,
+0x49c74852,
+0x495749eb,
+0x49f149e9,
+0x49dd4a79,
+0x49824a74,
+0x49f449c2,
+0x494f4937,
+0x49ac4a28,
+0x48ad49cf,
+0x4a23496a,
+0x4a834950,
+0x495548bc,
+0x49924a60,
+0x499b49a3,
+0x492d4a31,
+0x49804aea,
+0x4a7c499f,
+0x490449a9,
+0x4a344a17,
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+0x4a504a97,
+0x4ac64b17,
+0x4b534a35,
+0x49ce4ad4,
+0x4b8a4af5,
+0x49824ad5,
+0x4a234ad1,
+0x4a904a58,
+0x49b14afa,
+0x4af34b43,
+0x4a6a4968,
+0x4a624a3c,
+0x4a374a08,
+0x49d44a1c,
+0x4a1a4aa9,
+0x4a4d4a90,
+0x49b949e3,
+0x49d14a1e,
+0x49eb4a88,
+0x49c349ea,
+0x4a2b4a58,
+0x491748e7,
+0x4a0e49b8,
+0x4a5749b1,
+0x496c4a9a,
+0x49eb4b0c,
+0x4ae44a17,
+0x49cc4a90,
+0x49b649b6,
+0x49494a15,
+0x495b4a79,
+0x49e54a43,
+0x49fe4a84,
+0x4a7c4a91,
+0x4a4f497a,
 };
\ No newline at end of file
diff --git a/hwpe/redmule/inc/tensor_dim.h b/hwpe/redmule/inc/tensor_dim.h
index 21bd0d8..ab5aca4 100644
--- a/hwpe/redmule/inc/tensor_dim.h
+++ b/hwpe/redmule/inc/tensor_dim.h
@@ -2,9 +2,9 @@
 #ifndef __TENSOR_DIM__
 #define __TENSOR_DIM__
 
-#define M_SIZE  24 
-#define N_SIZE  32 
-#define K_SIZE  32
+#define M_SIZE  48 
+#define N_SIZE  48 
+#define K_SIZE  48
 #define SRC_FMT FP16
 #define DST_FMT FP16
 #define FPFORMAT 16
diff --git a/hwpe/redmule/inc/w_2D.h b/hwpe/redmule/inc/w_2D.h
index 9409c64..32e8267 100644
--- a/hwpe/redmule/inc/w_2D.h
+++ b/hwpe/redmule/inc/w_2D.h
@@ -1,35 +1,51 @@
  /* Header file generated by RedMulE Golden Model */
-uint16_t w_inp_2D [32][32] = {
-0x311a, 0x39e0, 0x387d, 0x3a4a, 0x386f, 0x3ada, 0x392f, 0x3854, 0x3014, 0x2fd2, 0x31c9, 0x2fca, 0x2e55, 0x3bc8, 0x396d, 0x3b1d, 0x39f6, 0x333a, 0x3908, 0x3628, 0x3bab, 0x3b8b, 0x3b4a, 0x322d, 0x3925, 0x317a, 0x3725, 0x31c2, 0x3066, 0x38f3, 0x3a17, 0x3476, 
-0x3bda, 0x3196, 0x3922, 0x3680, 0x396a, 0x3021, 0x3761, 0x374d, 0x2fc2, 0x3967, 0x3b94, 0x33b5, 0x3797, 0x34d6, 0x3655, 0x2176, 0x39bc, 0x3999, 0x3658, 0x3904, 0x3759, 0x2ade, 0x3a5a, 0x3b78, 0x36c7, 0x2d01, 0x3b58, 0x2d9a, 0x373d, 0x3952, 0x38e8, 0x3887, 
-0x37b6, 0x3a88, 0x2f8a, 0x2d79, 0x3413, 0x3421, 0x3976, 0x32b2, 0x3446, 0x2d99, 0x3a56, 0x3322, 0x3b49, 0x39fa, 0x3acd, 0x3af6, 0x304c, 0x3abb, 0x3a83, 0x38b2, 0x3ab9, 0x363e, 0x389f, 0x31bb, 0x38e1, 0x3bc4, 0x3b9b, 0x2984, 0x3a43, 0x3b2f, 0x35d6, 0x3bda, 
-0x2df3, 0x3bf8, 0x2acc, 0x378b, 0x3555, 0x2e59, 0x31d4, 0x34ec, 0x3a46, 0x3bab, 0x3214, 0x3161, 0x3470, 0x3a03, 0x368e, 0x31ad, 0x27cb, 0x2ecb, 0x3422, 0x39f7, 0x3644, 0x3a77, 0x313f, 0x34f2, 0x39b3, 0x3bf2, 0x379a, 0x3456, 0x35fe, 0x3ae7, 0x3964, 0x385f, 
-0x3b16, 0x3999, 0x3833, 0x2eda, 0x3afd, 0x3a4a, 0x3ba2, 0x2bd4, 0x3b38, 0x31a2, 0x32dd, 0x353c, 0x366f, 0x375e, 0x3821, 0x367a, 0x3b44, 0x39e6, 0x3787, 0x339e, 0x39d7, 0x38c6, 0x37d5, 0x342f, 0x3984, 0x319b, 0x33b5, 0x35ab, 0x398a, 0x374e, 0x36b6, 0x3b21, 
-0x3bbb, 0x2ab3, 0x2ad5, 0x33bc, 0x2bef, 0x3780, 0x3738, 0x3a0b, 0x3b09, 0x30ca, 0x384e, 0x3ab3, 0x39bd, 0x3453, 0x3a6d, 0x3957, 0x2c10, 0x30e9, 0x35d4, 0x3aef, 0x3be9, 0x39ad, 0x3a74, 0x3af9, 0x3739, 0x2d4d, 0x39fe, 0x3b72, 0x2c57, 0x398c, 0x381f, 0x3930, 
-0x3820, 0x321b, 0x3964, 0x2964, 0x33a0, 0x2d00, 0x2490, 0x336b, 0x3465, 0x3b2e, 0x3aa0, 0x371f, 0x300e, 0x3a09, 0x3bf1, 0x25cc, 0x3b6f, 0x3384, 0x3a88, 0x3acb, 0x3814, 0x36d0, 0x3081, 0x3a2c, 0x3353, 0x39cb, 0x31ed, 0x3af6, 0x3721, 0x36c7, 0x2ce2, 0x390d, 
-0x3698, 0x3ab2, 0x3b3e, 0x2eb4, 0x3998, 0x39e3, 0x3a77, 0x3632, 0x2c12, 0x3bd5, 0x3ba3, 0x3bba, 0x323c, 0x367b, 0x3557, 0x39c8, 0x37db, 0x3b45, 0x3b6e, 0x3931, 0x3121, 0x3a8d, 0x3a55, 0x3b9b, 0x358a, 0x3925, 0x3491, 0x3912, 0x3b6b, 0x3584, 0x32df, 0x3120, 
-0x32b2, 0x3b0a, 0x2cad, 0x3465, 0x3ad3, 0x3bcd, 0x363b, 0x3afe, 0x354b, 0x3374, 0x39af, 0x3b7f, 0x308c, 0x2e72, 0x3380, 0x3b70, 0x3902, 0x38d8, 0x39f3, 0x3a4b, 0x3853, 0x397b, 0x2ebe, 0x387f, 0x2845, 0x37e2, 0x360f, 0x370b, 0x3acb, 0x35d4, 0x36e6, 0x3262, 
-0x2e88, 0x3a54, 0x2ee3, 0x3575, 0x3afe, 0x2aee, 0x39a0, 0x3aae, 0x3693, 0x3432, 0x3834, 0x3b9b, 0x3bcb, 0x2e3a, 0x356d, 0x374e, 0x3924, 0x383c, 0x311e, 0x3ac5, 0x352d, 0x311e, 0x38ca, 0x34d4, 0x36ca, 0x34ed, 0x3a13, 0x33eb, 0x3639, 0x3828, 0x3b3c, 0x3939, 
-0x3837, 0x3521, 0x2cb5, 0x3629, 0x3924, 0x384c, 0x366a, 0x3bbf, 0x2e9e, 0x3ba8, 0x33ad, 0x38c8, 0x3934, 0x3907, 0x249a, 0x3690, 0x3a09, 0x3215, 0x3898, 0x325d, 0x37d5, 0x3195, 0x361c, 0x3ae4, 0x351f, 0x3452, 0x3bc0, 0x375c, 0x39bf, 0x317a, 0x3aae, 0x283a, 
-0x3476, 0x3b92, 0x3472, 0x383e, 0x280f, 0x39d6, 0x2fd1, 0x31f4, 0x2ffb, 0x3b97, 0x3692, 0x36c0, 0x3989, 0x33cf, 0x3ba6, 0x3239, 0x35d7, 0x33ab, 0x31eb, 0x3b47, 0x389b, 0x3b88, 0x3580, 0x354c, 0x3802, 0x3b9a, 0x3b94, 0x2a92, 0x2db1, 0x38bd, 0x2dfb, 0x3900, 
-0x344f, 0x3739, 0x27a5, 0x3b2e, 0x342b, 0x34bb, 0x30c8, 0x3ae8, 0x3b26, 0x3982, 0x38c0, 0x3408, 0x38c8, 0x36ef, 0x3bf0, 0x3acf, 0x3a3c, 0x3825, 0x31a5, 0x3ada, 0x3b5b, 0x37db, 0x3a01, 0x3663, 0x3a7d, 0x327b, 0x3a1f, 0x3862, 0x38af, 0x3204, 0x372e, 0x3b19, 
-0x3708, 0x3622, 0x2e62, 0x39ab, 0x2d4d, 0x31b4, 0x3552, 0x3bbc, 0x36f2, 0x36eb, 0x38ef, 0x3755, 0x3bbe, 0x2c17, 0x3815, 0x2f53, 0x363f, 0x38c1, 0x3246, 0x386b, 0x34de, 0x34e4, 0x3baa, 0x349e, 0x32ce, 0x3a68, 0x373f, 0x2cce, 0x3b36, 0x28ba, 0x3b50, 0x3232, 
-0x1f34, 0x3928, 0x35cd, 0x3b38, 0x30ce, 0x35a1, 0x3a06, 0x3a32, 0x3a53, 0x3489, 0x3241, 0x372f, 0x390c, 0x3a1b, 0x378a, 0x3713, 0x3769, 0x37a8, 0x3418, 0x3ad4, 0x3a4e, 0x3bf7, 0x37a5, 0x34dc, 0x39b2, 0x351b, 0x3372, 0x349f, 0x2f50, 0x3ab1, 0x3795, 0x2db7, 
-0x3864, 0x3157, 0x3900, 0x323e, 0x389e, 0x3880, 0x3b1f, 0x37a1, 0x396c, 0x2e43, 0x2c2a, 0x3b78, 0x3988, 0x3a14, 0x39c1, 0x3b51, 0x3780, 0x3bf2, 0x2d19, 0x3815, 0x3a5f, 0x3641, 0x2f62, 0x37d5, 0x3564, 0x139a, 0x3ab8, 0x28f7, 0x3785, 0x34e1, 0x3097, 0x3768, 
-0x3971, 0x3ae2, 0x32ae, 0x2fd5, 0x382a, 0x346c, 0x3133, 0x3167, 0x3940, 0x2d12, 0x389a, 0x3bd0, 0x3943, 0x391c, 0x3a75, 0x2a11, 0x391e, 0x372d, 0x3a79, 0x3b72, 0x3373, 0x39b7, 0x35d7, 0x372b, 0x3a6d, 0x38a1, 0x3279, 0x3434, 0x3694, 0x3b45, 0x3abb, 0x392d, 
-0x34a8, 0x3757, 0x32ca, 0x345d, 0x36a5, 0x3854, 0x2dcd, 0x30af, 0x38dd, 0x3067, 0x3411, 0x3997, 0x397a, 0x3a64, 0x38b8, 0x3962, 0x3509, 0x3bb6, 0x3a66, 0x339f, 0x372a, 0x31a8, 0x37da, 0x36ff, 0x33c6, 0x31da, 0x3977, 0x3b72, 0x3841, 0x3567, 0x3433, 0x33b8, 
-0x39fe, 0x3a10, 0x3bf2, 0x35e7, 0x3a4a, 0x3b3e, 0x2ec7, 0x3aa4, 0x3846, 0x3af9, 0x38a9, 0x2c1f, 0x39ab, 0x349f, 0x31d6, 0x39ae, 0x3b79, 0x352d, 0x3516, 0x347c, 0x2f33, 0x35ad, 0x31c4, 0x3b52, 0x354b, 0x3786, 0x3ab7, 0x3896, 0x34ac, 0x352f, 0x37e6, 0x326a, 
-0x2e44, 0x34c7, 0x388d, 0x3bf4, 0x363f, 0x3b3d, 0x33b1, 0x3b8b, 0x3340, 0x37f7, 0x3b07, 0x25bf, 0x398e, 0x3505, 0x3bd7, 0x366d, 0x388a, 0x2cc0, 0x359a, 0x3b9a, 0x3b99, 0x379d, 0x3b6b, 0x39b8, 0x3223, 0x2703, 0x3ba9, 0x2ecb, 0x3759, 0x39d8, 0x37ac, 0x32cf, 
-0x35f2, 0x38a3, 0x399e, 0x3bd2, 0x3780, 0x3af3, 0x3b5e, 0x337b, 0x3a08, 0x35da, 0x3446, 0x3b25, 0x3ad0, 0x3bee, 0x3141, 0x32d8, 0x34ce, 0x2ac9, 0x3800, 0x3a8a, 0x2d53, 0x368a, 0x3561, 0x3998, 0x35a3, 0x3677, 0x3ab2, 0x3269, 0x3236, 0x3b3e, 0x3aba, 0x3bac, 
-0x395d, 0x3820, 0x1df6, 0x3bb5, 0x35b5, 0x3675, 0x3b74, 0x360f, 0x34de, 0x3a0c, 0x3aeb, 0x299d, 0x3207, 0x3bd8, 0x2178, 0x3995, 0x3948, 0x3908, 0x3843, 0x2ea5, 0x3045, 0x3989, 0x345d, 0x39c5, 0x3a89, 0x3863, 0x3be0, 0x397a, 0x38f1, 0x39e2, 0x3b08, 0x352e, 
-0x385f, 0x28f2, 0x3bc3, 0x35e0, 0x380c, 0x3b9c, 0x3afc, 0x390a, 0x3689, 0x34fd, 0x2cf5, 0x308e, 0x342b, 0x3921, 0x3a67, 0x3ad6, 0x2986, 0x32fc, 0x35aa, 0x3507, 0x3608, 0x33fd, 0x3bf3, 0x39e2, 0x3b0f, 0x30b7, 0x3896, 0x3ae4, 0x2145, 0x35b6, 0x2e1d, 0x3ad1, 
-0x333d, 0x3afb, 0x2703, 0x3413, 0x1d7d, 0x3b7f, 0x3ae1, 0x303c, 0x3004, 0x39d3, 0x3554, 0x31a4, 0x354e, 0x3662, 0x39c5, 0x2eb7, 0x2c6e, 0x397f, 0x31d8, 0x1f0c, 0x38e3, 0x35f0, 0x2714, 0x28d1, 0x375e, 0x3a75, 0x3830, 0x3578, 0x397d, 0x3b18, 0x383c, 0x3498, 
-0x39ad, 0x3598, 0x23c4, 0x34ea, 0x3a61, 0x2b00, 0x3707, 0x3ae1, 0x37ae, 0x389d, 0x37fa, 0x3673, 0x3278, 0xf3e, 0x3809, 0x33c6, 0x3bf5, 0x3279, 0x3816, 0x360c, 0x39c8, 0x381f, 0x3741, 0x2d66, 0x38c0, 0x37d3, 0x377a, 0x3621, 0x2faf, 0x392e, 0x2de6, 0x33c5, 
-0x3803, 0x2600, 0x32e9, 0x39b4, 0x38d2, 0x34e8, 0x2fe6, 0x3199, 0x3643, 0x3a77, 0x27cc, 0x39d7, 0x34c6, 0x2ea8, 0x364e, 0x3b07, 0x31c7, 0x30a1, 0x31b1, 0x3b8f, 0x3571, 0x3b75, 0x3989, 0x3805, 0x39fb, 0x3945, 0x352b, 0x31d8, 0x3904, 0x3440, 0x3a57, 0x2cf7, 
-0x3b39, 0x2fcd, 0x2b89, 0x2edd, 0x3682, 0x36a9, 0x32c8, 0x37ac, 0x32a5, 0x3311, 0x394b, 0x3b84, 0x3aec, 0x3601, 0x2765, 0x3b69, 0x396b, 0x3727, 0x3bfe, 0x3907, 0x376f, 0x3674, 0x3973, 0x3671, 0x3491, 0x3993, 0x383f, 0x3335, 0x3989, 0x3550, 0x3077, 0x35f5, 
-0x3a59, 0x3950, 0x380c, 0x37cd, 0x30bf, 0x3607, 0x3afa, 0x3b5d, 0x32b9, 0x386b, 0x35bd, 0x3aca, 0x3ba5, 0x3b2d, 0x3b19, 0x3b8b, 0x345e, 0x2845, 0x34aa, 0x372a, 0x3448, 0x34f5, 0x3ae2, 0x3637, 0x2cb5, 0x354b, 0x3b15, 0x2ca8, 0x2641, 0x3178, 0x2cfe, 0x39b4, 
-0x3bdd, 0x3acb, 0x3a05, 0x38a2, 0x3b4a, 0x34e5, 0x395f, 0x394b, 0x34c4, 0x3aa5, 0x29bb, 0x2d96, 0x339d, 0x387c, 0x382e, 0x385a, 0x396b, 0x3aa9, 0x2f1e, 0x33a7, 0x3b90, 0x3b7b, 0x3b5f, 0x39d3, 0x3b18, 0x354f, 0x2cdb, 0x3a6f, 0x3434, 0x34ff, 0x3a5b, 0x3b84, 
-0x3a33, 0x384b, 0x2e67, 0x3b85, 0x3853, 0x380c, 0x346a, 0x3aaa, 0x3492, 0x33e8, 0x3bf2, 0x38ae, 0x3a29, 0x3830, 0x3221, 0x35b1, 0x3a48, 0x2c68, 0x2ced, 0x3a7e, 0x3539, 0x3922, 0x374c, 0x3aaa, 0x2dae, 0x395d, 0x3b3d, 0x3890, 0x2cfe, 0x2dd6, 0x3bad, 0x33c5, 
-0x2c07, 0x3a2c, 0x37a8, 0x390f, 0x2fc8, 0x35ae, 0x388c, 0x30ee, 0x3674, 0x391d, 0x3bfc, 0x36bf, 0x322d, 0x3a78, 0x35c0, 0x3492, 0x3ac8, 0x3504, 0x3315, 0x381d, 0x3a7a, 0x3a08, 0x343c, 0x3bda, 0x341b, 0x39f0, 0x3b9e, 0x395d, 0x3c00, 0x38ab, 0x3bcf, 0x3564, 
-0x33c4, 0x3b0d, 0x3623, 0x33b9, 0x3b92, 0x1e71, 0x2c57, 0x36d0, 0x314b, 0x3a16, 0x3372, 0x341b, 0x3aaa, 0x3444, 0x396b, 0x2dd7, 0x3b30, 0x3559, 0x3b5b, 0x3a29, 0x2d19, 0x38b7, 0x3b01, 0x3afa, 0x398a, 0x3839, 0x3ac9, 0x2e31, 0x3924, 0x39f2, 0x3a7f, 0x3285 
+uint16_t w_inp_2D [48][48] = {
+0x35fc, 0x3b0d, 0x3932, 0x38db, 0x351c, 0x3606, 0x2cac, 0x3881, 0x39f7, 0x3a4e, 0x36dc, 0x3be4, 0x3b10, 0x380f, 0x3a86, 0x3068, 0x39ef, 0x3843, 0x3799, 0x32e7, 0x37ec, 0x2f9f, 0x3b70, 0x3ad0, 0x3a4e, 0x2c0e, 0x34f2, 0x3996, 0x3496, 0x3744, 0x3a0a, 0x39e5, 0x3665, 0x3ae8, 0x3bd5, 0x3673, 0x28b7, 0x3b20, 0x36e9, 0x37f6, 0x36ba, 0x334c, 0x38f3, 0x3991, 0x3513, 0x36fd, 0x3249, 0x359b, 
+0x3a1f, 0x3af4, 0x3469, 0x3b47, 0x3a83, 0x302a, 0x2e5b, 0x3aea, 0x3b41, 0x392d, 0x2167, 0x2d48, 0x3b1a, 0x3b67, 0x353b, 0x3646, 0x2caa, 0x2fad, 0x1808, 0x3840, 0x3b9c, 0x305a, 0x2ebf, 0x3a6c, 0x366b, 0x34d2, 0x3752, 0x386d, 0x3be9, 0x3583, 0x353d, 0x3bcf, 0x3b4c, 0x37a2, 0x3324, 0x2f81, 0x3aa0, 0x31ad, 0x3beb, 0x327b, 0x221c, 0x3719, 0x3624, 0x3ad2, 0x3662, 0x3b80, 0x3a90, 0x3849, 
+0x364b, 0x37a3, 0x3a8f, 0x39b5, 0x3ac3, 0x2cc3, 0x3a4d, 0x36bb, 0x3aa9, 0x38e3, 0x3b3d, 0x34c2, 0x2f39, 0x3986, 0x3add, 0x3aba, 0x3aec, 0x35a9, 0x3730, 0x3345, 0x335c, 0x34d7, 0x322d, 0x3bb7, 0x39b5, 0x3bca, 0x361b, 0x3462, 0x31e5, 0x35c1, 0x3b65, 0x3b1a, 0x34fd, 0x3b93, 0x3bf5, 0x338a, 0x376e, 0x3b22, 0x325f, 0x2cd5, 0x3424, 0x37a3, 0x391f, 0x37bd, 0x3acc, 0x3439, 0x38ed, 0x3636, 
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+0x3ba7, 0x3884, 0x325a, 0x3308, 0x3b58, 0x3a4e, 0x36e0, 0x3add, 0x30bb, 0x3b1b, 0x35b7, 0x2dea, 0x36fa, 0x34c3, 0x3a49, 0x2cb4, 0x31bf, 0x21f5, 0x3188, 0x31ad, 0x292c, 0x3a61, 0x36f6, 0x32c8, 0x3aa0, 0x3b1f, 0x3aa1, 0x38c3, 0x3848, 0x39e9, 0x15bf, 0x3a81, 0x383e, 0x394b, 0x3046, 0x373d, 0x3577, 0x3673, 0x3ad4, 0x3be4, 0x3afd, 0x3888, 0x39df, 0x2a50, 0x34ce, 0x389d, 0x3457, 0x32f9, 
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+0x3580, 0x3913, 0x3908, 0x378e, 0x359d, 0x368a, 0x3b98, 0x3a4e, 0x3647, 0x256b, 0x31bd, 0x3aac, 0x3bd7, 0x253b, 0x2c43, 0x3b2e, 0x3a7d, 0x3533, 0x3638, 0x31ab, 0x2ffc, 0x2ae2, 0x391f, 0x303f, 0x3a56, 0x3830, 0x3af0, 0x3894, 0x3bda, 0x3a64, 0x3887, 0x318a, 0x349b, 0x3a9a, 0x348a, 0x3a9f, 0x3895, 0x2df3, 0x33e6, 0x3751, 0x3493, 0x35d7, 0x347b, 0x390e, 0x38ca, 0x336e, 0x3b06, 0x38dc, 
+0x3b26, 0x37c1, 0x392a, 0x34c8, 0x3b85, 0x3bdc, 0x3b87, 0x32d8, 0x38c7, 0x36e8, 0x37ea, 0x3ae2, 0x3514, 0x3a11, 0x3997, 0x3058, 0x39a3, 0x3bb8, 0x3b14, 0x375f, 0x3ab4, 0x3afa, 0x3454, 0x37a2, 0x2753, 0x368f, 0x2eeb, 0x3744, 0x3516, 0x301b, 0x32ce, 0x37bd, 0x3b00, 0x3904, 0x3b32, 0x2a9b, 0x357d, 0x3a9f, 0x3bfd, 0x38e5, 0x37a9, 0x3255, 0x3585, 0x38e5, 0x3888, 0x34e0, 0x37c5, 0x3a3e, 
+0x372b, 0x2170, 0x35ba, 0x3aea, 0x31e7, 0x3839, 0x371c, 0x3a87, 0x36d8, 0x31ca, 0x3aa6, 0x2b08, 0x3b9e, 0x3851, 0x3bc8, 0x371a, 0x3a32, 0x3417, 0x3adb, 0x2bc3, 0x3a5c, 0x3052, 0x3b2d, 0x3509, 0x366c, 0x28b2, 0x37c2, 0x3ae5, 0x3723, 0x37f9, 0x3837, 0x3b4b, 0x2e1c, 0x3a39, 0x3957, 0x3187, 0x39db, 0x35e5, 0x348a, 0x39a1, 0x3446, 0x398b, 0x2c5a, 0x350f, 0x387a, 0x38c0, 0x3991, 0x3ab3, 
+0x3a43, 0x34a9, 0x38f7, 0x38e1, 0x37cd, 0x336e, 0x3a65, 0x35c1, 0x2cee, 0x3893, 0x2da1, 0x36e3, 0x3522, 0x2a40, 0x3b9e, 0x3742, 0x3bfa, 0x3634, 0x347b, 0x2d83, 0x39f7, 0x3a2c, 0x3b1e, 0x32eb, 0x3506, 0x3a5d, 0x34f9, 0x354c, 0x3104, 0x2cdf, 0x3a35, 0x3a08, 0x319e, 0x37b7, 0x3570, 0x3b22, 0x387a, 0x330c, 0x3706, 0x31a6, 0x38de, 0x3bbc, 0x38e7, 0x360e, 0x3257, 0x331b, 0x315d, 0x320e, 
+0x3908, 0x3375, 0x2d75, 0x3182, 0x3304, 0x2d93, 0x3868, 0x38ca, 0x2d07, 0x3253, 0x39ff, 0x3456, 0x37fc, 0x3a8d, 0x37d4, 0x360e, 0x32e6, 0x36ab, 0x3a4d, 0x3411, 0x3a14, 0x3a5f, 0x38bf, 0x3858, 0x3688, 0x25c2, 0x3949, 0x2a05, 0x3b45, 0x359f, 0x3af5, 0x3408, 0x2fa0, 0x34e8, 0x28c2, 0x3944, 0x3300, 0x3212, 0x3311, 0x3b6c, 0x306c, 0x220c, 0x300b, 0x3a38, 0x3bb2, 0x3ab9, 0x2c5f, 0x2ec8, 
+0x3610, 0x3057, 0x30e9, 0x3357, 0x39fb, 0x39df, 0x3be6, 0x36b0, 0x32e6, 0x384a, 0x338c, 0x3b6f, 0x3bcb, 0x3787, 0x3be7, 0x3af5, 0x35f5, 0x3915, 0x2178, 0x36ee, 0x392e, 0x37b4, 0x3a03, 0x3414, 0x38a5, 0x3afc, 0x39ba, 0x3655, 0x2e40, 0x377f, 0x3811, 0x3b95, 0x3753, 0x39e9, 0x38a2, 0x3b58, 0x37c7, 0x2371, 0x2ff7, 0x3592, 0x34e5, 0x3203, 0x3719, 0x384d, 0x3ad5, 0x3a1c, 0x35cf, 0x39b4, 
+0x367e, 0x3846, 0x2ef6, 0x3af1, 0x2ede, 0x3ae8, 0x390d, 0x3607, 0x3956, 0x348e, 0x3869, 0x31e3, 0x2d45, 0x1d83, 0x37af, 0x3885, 0x3aa6, 0x3a0e, 0x34d9, 0x3b1a, 0x38ae, 0x3958, 0x35b2, 0x3ad5, 0x3462, 0x3630, 0x3900, 0x394a, 0x3b42, 0x36e6, 0x39c2, 0x3149, 0x35f1, 0x377c, 0x354e, 0x29af, 0x3a9c, 0x3892, 0x3b4f, 0x33da, 0x3980, 0x2b89, 0x3984, 0x31a, 0x3455, 0x3abd, 0x3b48, 0x3223, 
+0x356d, 0x3b1c, 0x3703, 0x36bf, 0x2fd8, 0x3972, 0x3b08, 0x3b5f, 0x3a35, 0x3996, 0x3ad5, 0x3631, 0x3923, 0x3a56, 0x3515, 0x37aa, 0x3bc3, 0x32de, 0x3aa1, 0x3579, 0x3acd, 0x3046, 0x36ff, 0x370e, 0x3bcd, 0x363c, 0x3836, 0x3609, 0x38e2, 0x3569, 0x2808, 0x383d, 0x3b7c, 0x386f, 0x2655, 0x1df6, 0x389e, 0x3460, 0x3895, 0x33b2, 0x3a42, 0x37d2, 0x3938, 0x3316, 0x3b24, 0x326f, 0x2c93, 0x3a2a, 
+0x369d, 0x3aea, 0x287f, 0x3ae7, 0x3900, 0x2bd7, 0x2f4f, 0x3ad3, 0x3adc, 0x3aac, 0x385e, 0x3002, 0x34de, 0x380d, 0x3998, 0x340f, 0x3695, 0x3bdb, 0x321a, 0x2a8f, 0x39fa, 0x2f3f, 0x3b44, 0x355f, 0x32b7, 0x39d3, 0x2854, 0x39db, 0x3318, 0x383b, 0x2f98, 0x393d, 0x3b71, 0x3b26, 0x37af, 0x3734, 0x3af6, 0x33bc, 0x2ac2, 0x360a, 0x3219, 0x2d1f, 0x3477, 0x1525, 0x3324, 0x3bdd, 0x3581, 0x2905, 
+0x3131, 0x3b47, 0x3947, 0x3bef, 0x3046, 0x3938, 0x2ca4, 0x28be, 0x321d, 0x3bc9, 0x2f66, 0x3559, 0x326e, 0x39d8, 0x33b1, 0x3715, 0x3aef, 0x2c8b, 0x3b06, 0x36ba, 0x3957, 0x3825, 0x364e, 0x387d, 0x3130, 0x3a56, 0x3bf6, 0x3797, 0x39d4, 0x37d9, 0x3371, 0x321e, 0x31ac, 0x3a66, 0x220e, 0x363d, 0x33ca, 0x387b, 0x3b5e, 0x3b67, 0x3974, 0x3a18, 0x3bb4, 0x3ba7, 0x2583, 0x3a2f, 0x36e4, 0x3575, 
+0x3a64, 0x35bd, 0x3a5b, 0x3909, 0x38a1, 0x3a4c, 0x349c, 0x3afe, 0x3ad4, 0x2e2f, 0x2e19, 0x3a17, 0x356b, 0x3b5f, 0x3852, 0x3a62, 0x3ba9, 0x3992, 0x3a86, 0x3a73, 0x3042, 0x2a7c, 0x3841, 0x33ae, 0x2f4c, 0x35b6, 0x349e, 0x387b, 0x39d8, 0x370c, 0x3b8a, 0x3b54, 0x3a63, 0x37cb, 0x3bb9, 0x3af4, 0x3720, 0x39df, 0x39e9, 0x38bb, 0x3bb9, 0x354f, 0x3bd9, 0x3bbb, 0x39c6, 0x3aaf, 0x3654, 0x254c, 
+0x3b96, 0x38d3, 0x2e2e, 0x33df, 0x3a9a, 0x1c03, 0x3ac0, 0x3416, 0x319f, 0x39e5, 0x306a, 0x2f55, 0x3acb, 0x3b00, 0x396d, 0x3915, 0x3abc, 0x3856, 0x32ba, 0x38e8, 0x35e5, 0x3817, 0x3a8f, 0x1882, 0x383d, 0x396c, 0x35da, 0x37c5, 0x3ba3, 0x398c, 0x390b, 0x3a95, 0x3078, 0x3612, 0x3812, 0x1e29, 0x3559, 0x366a, 0x3832, 0x3909, 0x36b6, 0x2c9e, 0x3999, 0x2fbd, 0x38a3, 0x34b5, 0x3689, 0x3bfc, 
+0x2d8d, 0x39f8, 0x3add, 0x3384, 0x3a91, 0x37f3, 0x2cdd, 0x3b57, 0x37fd, 0x3158, 0x3a28, 0x3bf2, 0x344e, 0x360b, 0x3365, 0x3aff, 0x386d, 0x31d8, 0x38d4, 0x3b6a, 0x34ae, 0x346c, 0x3beb, 0x24e1, 0x3958, 0x3a6a, 0x37d2, 0x397e, 0x38c4, 0x2ec6, 0x383f, 0x3a1d, 0x39aa, 0x3abe, 0x35ac, 0x3280, 0x3618, 0x240d, 0x38f3, 0x317c, 0x301b, 0x3a2e, 0x31e1, 0x3795, 0x390d, 0x39e1, 0x3400, 0x367f, 
+0x3701, 0x3865, 0x39b2, 0x2f08, 0x3baf, 0x2cf5, 0x2d91, 0x3a37, 0x37bf, 0x39e8, 0x384c, 0x30b7, 0x3a22, 0x36c7, 0x3854, 0x39e2, 0x35d5, 0x39db, 0x3b20, 0x33b4, 0x34ea, 0x3aad, 0x3827, 0x359e, 0x3580, 0x2fa6, 0x2c22, 0x3479, 0x39b4, 0x3a62, 0x3b25, 0x3b3a, 0x34b6, 0x2d83, 0x3a9c, 0x3bc0, 0x339a, 0x3074, 0x399a, 0x3540, 0x2982, 0x3638, 0x3a89, 0x36fc, 0x2b61, 0x3121, 0x3225, 0x3862, 
+0x2ff4, 0x36a8, 0x337a, 0x3854, 0x3b79, 0x3589, 0x3275, 0x3bde, 0x3bd6, 0x3975, 0x273c, 0x29df, 0x36f2, 0x39e8, 0x2ad3, 0x3538, 0x3976, 0x3b92, 0x2e45, 0x3b57, 0x3a3b, 0x34d3, 0x36fe, 0x2fe4, 0x3764, 0x3a33, 0x3b3e, 0x3b67, 0x3a99, 0x3874, 0x3418, 0x35f9, 0x39c7, 0x31fd, 0x37b7, 0x36f7, 0x385c, 0x3add, 0x3716, 0x36cb, 0x3a4a, 0x3bca, 0x38b9, 0x3622, 0x231b, 0x3bca, 0x3938, 0x385b 
 };
\ No newline at end of file
diff --git a/hwpe/redmule/inc/w_input.h b/hwpe/redmule/inc/w_input.h
index dc4d3be..b90f9aa 100644
--- a/hwpe/redmule/inc/w_input.h
+++ b/hwpe/redmule/inc/w_input.h
@@ -1,35 +1,51 @@
  /* Header file generated by RedMulE Golden Model */
-uint16_t w_inp [1024] = {
-0x311a, 0x39e0, 0x387d, 0x3a4a, 0x386f, 0x3ada, 0x392f, 0x3854, 0x3014, 0x2fd2, 0x31c9, 0x2fca, 0x2e55, 0x3bc8, 0x396d, 0x3b1d, 0x39f6, 0x333a, 0x3908, 0x3628, 0x3bab, 0x3b8b, 0x3b4a, 0x322d, 0x3925, 0x317a, 0x3725, 0x31c2, 0x3066, 0x38f3, 0x3a17, 0x3476, 
-0x3bda, 0x3196, 0x3922, 0x3680, 0x396a, 0x3021, 0x3761, 0x374d, 0x2fc2, 0x3967, 0x3b94, 0x33b5, 0x3797, 0x34d6, 0x3655, 0x2176, 0x39bc, 0x3999, 0x3658, 0x3904, 0x3759, 0x2ade, 0x3a5a, 0x3b78, 0x36c7, 0x2d01, 0x3b58, 0x2d9a, 0x373d, 0x3952, 0x38e8, 0x3887, 
-0x37b6, 0x3a88, 0x2f8a, 0x2d79, 0x3413, 0x3421, 0x3976, 0x32b2, 0x3446, 0x2d99, 0x3a56, 0x3322, 0x3b49, 0x39fa, 0x3acd, 0x3af6, 0x304c, 0x3abb, 0x3a83, 0x38b2, 0x3ab9, 0x363e, 0x389f, 0x31bb, 0x38e1, 0x3bc4, 0x3b9b, 0x2984, 0x3a43, 0x3b2f, 0x35d6, 0x3bda, 
-0x2df3, 0x3bf8, 0x2acc, 0x378b, 0x3555, 0x2e59, 0x31d4, 0x34ec, 0x3a46, 0x3bab, 0x3214, 0x3161, 0x3470, 0x3a03, 0x368e, 0x31ad, 0x27cb, 0x2ecb, 0x3422, 0x39f7, 0x3644, 0x3a77, 0x313f, 0x34f2, 0x39b3, 0x3bf2, 0x379a, 0x3456, 0x35fe, 0x3ae7, 0x3964, 0x385f, 
-0x3b16, 0x3999, 0x3833, 0x2eda, 0x3afd, 0x3a4a, 0x3ba2, 0x2bd4, 0x3b38, 0x31a2, 0x32dd, 0x353c, 0x366f, 0x375e, 0x3821, 0x367a, 0x3b44, 0x39e6, 0x3787, 0x339e, 0x39d7, 0x38c6, 0x37d5, 0x342f, 0x3984, 0x319b, 0x33b5, 0x35ab, 0x398a, 0x374e, 0x36b6, 0x3b21, 
-0x3bbb, 0x2ab3, 0x2ad5, 0x33bc, 0x2bef, 0x3780, 0x3738, 0x3a0b, 0x3b09, 0x30ca, 0x384e, 0x3ab3, 0x39bd, 0x3453, 0x3a6d, 0x3957, 0x2c10, 0x30e9, 0x35d4, 0x3aef, 0x3be9, 0x39ad, 0x3a74, 0x3af9, 0x3739, 0x2d4d, 0x39fe, 0x3b72, 0x2c57, 0x398c, 0x381f, 0x3930, 
-0x3820, 0x321b, 0x3964, 0x2964, 0x33a0, 0x2d00, 0x2490, 0x336b, 0x3465, 0x3b2e, 0x3aa0, 0x371f, 0x300e, 0x3a09, 0x3bf1, 0x25cc, 0x3b6f, 0x3384, 0x3a88, 0x3acb, 0x3814, 0x36d0, 0x3081, 0x3a2c, 0x3353, 0x39cb, 0x31ed, 0x3af6, 0x3721, 0x36c7, 0x2ce2, 0x390d, 
-0x3698, 0x3ab2, 0x3b3e, 0x2eb4, 0x3998, 0x39e3, 0x3a77, 0x3632, 0x2c12, 0x3bd5, 0x3ba3, 0x3bba, 0x323c, 0x367b, 0x3557, 0x39c8, 0x37db, 0x3b45, 0x3b6e, 0x3931, 0x3121, 0x3a8d, 0x3a55, 0x3b9b, 0x358a, 0x3925, 0x3491, 0x3912, 0x3b6b, 0x3584, 0x32df, 0x3120, 
-0x32b2, 0x3b0a, 0x2cad, 0x3465, 0x3ad3, 0x3bcd, 0x363b, 0x3afe, 0x354b, 0x3374, 0x39af, 0x3b7f, 0x308c, 0x2e72, 0x3380, 0x3b70, 0x3902, 0x38d8, 0x39f3, 0x3a4b, 0x3853, 0x397b, 0x2ebe, 0x387f, 0x2845, 0x37e2, 0x360f, 0x370b, 0x3acb, 0x35d4, 0x36e6, 0x3262, 
-0x2e88, 0x3a54, 0x2ee3, 0x3575, 0x3afe, 0x2aee, 0x39a0, 0x3aae, 0x3693, 0x3432, 0x3834, 0x3b9b, 0x3bcb, 0x2e3a, 0x356d, 0x374e, 0x3924, 0x383c, 0x311e, 0x3ac5, 0x352d, 0x311e, 0x38ca, 0x34d4, 0x36ca, 0x34ed, 0x3a13, 0x33eb, 0x3639, 0x3828, 0x3b3c, 0x3939, 
-0x3837, 0x3521, 0x2cb5, 0x3629, 0x3924, 0x384c, 0x366a, 0x3bbf, 0x2e9e, 0x3ba8, 0x33ad, 0x38c8, 0x3934, 0x3907, 0x249a, 0x3690, 0x3a09, 0x3215, 0x3898, 0x325d, 0x37d5, 0x3195, 0x361c, 0x3ae4, 0x351f, 0x3452, 0x3bc0, 0x375c, 0x39bf, 0x317a, 0x3aae, 0x283a, 
-0x3476, 0x3b92, 0x3472, 0x383e, 0x280f, 0x39d6, 0x2fd1, 0x31f4, 0x2ffb, 0x3b97, 0x3692, 0x36c0, 0x3989, 0x33cf, 0x3ba6, 0x3239, 0x35d7, 0x33ab, 0x31eb, 0x3b47, 0x389b, 0x3b88, 0x3580, 0x354c, 0x3802, 0x3b9a, 0x3b94, 0x2a92, 0x2db1, 0x38bd, 0x2dfb, 0x3900, 
-0x344f, 0x3739, 0x27a5, 0x3b2e, 0x342b, 0x34bb, 0x30c8, 0x3ae8, 0x3b26, 0x3982, 0x38c0, 0x3408, 0x38c8, 0x36ef, 0x3bf0, 0x3acf, 0x3a3c, 0x3825, 0x31a5, 0x3ada, 0x3b5b, 0x37db, 0x3a01, 0x3663, 0x3a7d, 0x327b, 0x3a1f, 0x3862, 0x38af, 0x3204, 0x372e, 0x3b19, 
-0x3708, 0x3622, 0x2e62, 0x39ab, 0x2d4d, 0x31b4, 0x3552, 0x3bbc, 0x36f2, 0x36eb, 0x38ef, 0x3755, 0x3bbe, 0x2c17, 0x3815, 0x2f53, 0x363f, 0x38c1, 0x3246, 0x386b, 0x34de, 0x34e4, 0x3baa, 0x349e, 0x32ce, 0x3a68, 0x373f, 0x2cce, 0x3b36, 0x28ba, 0x3b50, 0x3232, 
-0x1f34, 0x3928, 0x35cd, 0x3b38, 0x30ce, 0x35a1, 0x3a06, 0x3a32, 0x3a53, 0x3489, 0x3241, 0x372f, 0x390c, 0x3a1b, 0x378a, 0x3713, 0x3769, 0x37a8, 0x3418, 0x3ad4, 0x3a4e, 0x3bf7, 0x37a5, 0x34dc, 0x39b2, 0x351b, 0x3372, 0x349f, 0x2f50, 0x3ab1, 0x3795, 0x2db7, 
-0x3864, 0x3157, 0x3900, 0x323e, 0x389e, 0x3880, 0x3b1f, 0x37a1, 0x396c, 0x2e43, 0x2c2a, 0x3b78, 0x3988, 0x3a14, 0x39c1, 0x3b51, 0x3780, 0x3bf2, 0x2d19, 0x3815, 0x3a5f, 0x3641, 0x2f62, 0x37d5, 0x3564, 0x139a, 0x3ab8, 0x28f7, 0x3785, 0x34e1, 0x3097, 0x3768, 
-0x3971, 0x3ae2, 0x32ae, 0x2fd5, 0x382a, 0x346c, 0x3133, 0x3167, 0x3940, 0x2d12, 0x389a, 0x3bd0, 0x3943, 0x391c, 0x3a75, 0x2a11, 0x391e, 0x372d, 0x3a79, 0x3b72, 0x3373, 0x39b7, 0x35d7, 0x372b, 0x3a6d, 0x38a1, 0x3279, 0x3434, 0x3694, 0x3b45, 0x3abb, 0x392d, 
-0x34a8, 0x3757, 0x32ca, 0x345d, 0x36a5, 0x3854, 0x2dcd, 0x30af, 0x38dd, 0x3067, 0x3411, 0x3997, 0x397a, 0x3a64, 0x38b8, 0x3962, 0x3509, 0x3bb6, 0x3a66, 0x339f, 0x372a, 0x31a8, 0x37da, 0x36ff, 0x33c6, 0x31da, 0x3977, 0x3b72, 0x3841, 0x3567, 0x3433, 0x33b8, 
-0x39fe, 0x3a10, 0x3bf2, 0x35e7, 0x3a4a, 0x3b3e, 0x2ec7, 0x3aa4, 0x3846, 0x3af9, 0x38a9, 0x2c1f, 0x39ab, 0x349f, 0x31d6, 0x39ae, 0x3b79, 0x352d, 0x3516, 0x347c, 0x2f33, 0x35ad, 0x31c4, 0x3b52, 0x354b, 0x3786, 0x3ab7, 0x3896, 0x34ac, 0x352f, 0x37e6, 0x326a, 
-0x2e44, 0x34c7, 0x388d, 0x3bf4, 0x363f, 0x3b3d, 0x33b1, 0x3b8b, 0x3340, 0x37f7, 0x3b07, 0x25bf, 0x398e, 0x3505, 0x3bd7, 0x366d, 0x388a, 0x2cc0, 0x359a, 0x3b9a, 0x3b99, 0x379d, 0x3b6b, 0x39b8, 0x3223, 0x2703, 0x3ba9, 0x2ecb, 0x3759, 0x39d8, 0x37ac, 0x32cf, 
-0x35f2, 0x38a3, 0x399e, 0x3bd2, 0x3780, 0x3af3, 0x3b5e, 0x337b, 0x3a08, 0x35da, 0x3446, 0x3b25, 0x3ad0, 0x3bee, 0x3141, 0x32d8, 0x34ce, 0x2ac9, 0x3800, 0x3a8a, 0x2d53, 0x368a, 0x3561, 0x3998, 0x35a3, 0x3677, 0x3ab2, 0x3269, 0x3236, 0x3b3e, 0x3aba, 0x3bac, 
-0x395d, 0x3820, 0x1df6, 0x3bb5, 0x35b5, 0x3675, 0x3b74, 0x360f, 0x34de, 0x3a0c, 0x3aeb, 0x299d, 0x3207, 0x3bd8, 0x2178, 0x3995, 0x3948, 0x3908, 0x3843, 0x2ea5, 0x3045, 0x3989, 0x345d, 0x39c5, 0x3a89, 0x3863, 0x3be0, 0x397a, 0x38f1, 0x39e2, 0x3b08, 0x352e, 
-0x385f, 0x28f2, 0x3bc3, 0x35e0, 0x380c, 0x3b9c, 0x3afc, 0x390a, 0x3689, 0x34fd, 0x2cf5, 0x308e, 0x342b, 0x3921, 0x3a67, 0x3ad6, 0x2986, 0x32fc, 0x35aa, 0x3507, 0x3608, 0x33fd, 0x3bf3, 0x39e2, 0x3b0f, 0x30b7, 0x3896, 0x3ae4, 0x2145, 0x35b6, 0x2e1d, 0x3ad1, 
-0x333d, 0x3afb, 0x2703, 0x3413, 0x1d7d, 0x3b7f, 0x3ae1, 0x303c, 0x3004, 0x39d3, 0x3554, 0x31a4, 0x354e, 0x3662, 0x39c5, 0x2eb7, 0x2c6e, 0x397f, 0x31d8, 0x1f0c, 0x38e3, 0x35f0, 0x2714, 0x28d1, 0x375e, 0x3a75, 0x3830, 0x3578, 0x397d, 0x3b18, 0x383c, 0x3498, 
-0x39ad, 0x3598, 0x23c4, 0x34ea, 0x3a61, 0x2b00, 0x3707, 0x3ae1, 0x37ae, 0x389d, 0x37fa, 0x3673, 0x3278, 0xf3e, 0x3809, 0x33c6, 0x3bf5, 0x3279, 0x3816, 0x360c, 0x39c8, 0x381f, 0x3741, 0x2d66, 0x38c0, 0x37d3, 0x377a, 0x3621, 0x2faf, 0x392e, 0x2de6, 0x33c5, 
-0x3803, 0x2600, 0x32e9, 0x39b4, 0x38d2, 0x34e8, 0x2fe6, 0x3199, 0x3643, 0x3a77, 0x27cc, 0x39d7, 0x34c6, 0x2ea8, 0x364e, 0x3b07, 0x31c7, 0x30a1, 0x31b1, 0x3b8f, 0x3571, 0x3b75, 0x3989, 0x3805, 0x39fb, 0x3945, 0x352b, 0x31d8, 0x3904, 0x3440, 0x3a57, 0x2cf7, 
-0x3b39, 0x2fcd, 0x2b89, 0x2edd, 0x3682, 0x36a9, 0x32c8, 0x37ac, 0x32a5, 0x3311, 0x394b, 0x3b84, 0x3aec, 0x3601, 0x2765, 0x3b69, 0x396b, 0x3727, 0x3bfe, 0x3907, 0x376f, 0x3674, 0x3973, 0x3671, 0x3491, 0x3993, 0x383f, 0x3335, 0x3989, 0x3550, 0x3077, 0x35f5, 
-0x3a59, 0x3950, 0x380c, 0x37cd, 0x30bf, 0x3607, 0x3afa, 0x3b5d, 0x32b9, 0x386b, 0x35bd, 0x3aca, 0x3ba5, 0x3b2d, 0x3b19, 0x3b8b, 0x345e, 0x2845, 0x34aa, 0x372a, 0x3448, 0x34f5, 0x3ae2, 0x3637, 0x2cb5, 0x354b, 0x3b15, 0x2ca8, 0x2641, 0x3178, 0x2cfe, 0x39b4, 
-0x3bdd, 0x3acb, 0x3a05, 0x38a2, 0x3b4a, 0x34e5, 0x395f, 0x394b, 0x34c4, 0x3aa5, 0x29bb, 0x2d96, 0x339d, 0x387c, 0x382e, 0x385a, 0x396b, 0x3aa9, 0x2f1e, 0x33a7, 0x3b90, 0x3b7b, 0x3b5f, 0x39d3, 0x3b18, 0x354f, 0x2cdb, 0x3a6f, 0x3434, 0x34ff, 0x3a5b, 0x3b84, 
-0x3a33, 0x384b, 0x2e67, 0x3b85, 0x3853, 0x380c, 0x346a, 0x3aaa, 0x3492, 0x33e8, 0x3bf2, 0x38ae, 0x3a29, 0x3830, 0x3221, 0x35b1, 0x3a48, 0x2c68, 0x2ced, 0x3a7e, 0x3539, 0x3922, 0x374c, 0x3aaa, 0x2dae, 0x395d, 0x3b3d, 0x3890, 0x2cfe, 0x2dd6, 0x3bad, 0x33c5, 
-0x2c07, 0x3a2c, 0x37a8, 0x390f, 0x2fc8, 0x35ae, 0x388c, 0x30ee, 0x3674, 0x391d, 0x3bfc, 0x36bf, 0x322d, 0x3a78, 0x35c0, 0x3492, 0x3ac8, 0x3504, 0x3315, 0x381d, 0x3a7a, 0x3a08, 0x343c, 0x3bda, 0x341b, 0x39f0, 0x3b9e, 0x395d, 0x3c00, 0x38ab, 0x3bcf, 0x3564, 
-0x33c4, 0x3b0d, 0x3623, 0x33b9, 0x3b92, 0x1e71, 0x2c57, 0x36d0, 0x314b, 0x3a16, 0x3372, 0x341b, 0x3aaa, 0x3444, 0x396b, 0x2dd7, 0x3b30, 0x3559, 0x3b5b, 0x3a29, 0x2d19, 0x38b7, 0x3b01, 0x3afa, 0x398a, 0x3839, 0x3ac9, 0x2e31, 0x3924, 0x39f2, 0x3a7f, 0x3285 
+uint16_t w_inp [2304] = {
+0x35fc, 0x3b0d, 0x3932, 0x38db, 0x351c, 0x3606, 0x2cac, 0x3881, 0x39f7, 0x3a4e, 0x36dc, 0x3be4, 0x3b10, 0x380f, 0x3a86, 0x3068, 0x39ef, 0x3843, 0x3799, 0x32e7, 0x37ec, 0x2f9f, 0x3b70, 0x3ad0, 0x3a4e, 0x2c0e, 0x34f2, 0x3996, 0x3496, 0x3744, 0x3a0a, 0x39e5, 0x3665, 0x3ae8, 0x3bd5, 0x3673, 0x28b7, 0x3b20, 0x36e9, 0x37f6, 0x36ba, 0x334c, 0x38f3, 0x3991, 0x3513, 0x36fd, 0x3249, 0x359b, 
+0x3a1f, 0x3af4, 0x3469, 0x3b47, 0x3a83, 0x302a, 0x2e5b, 0x3aea, 0x3b41, 0x392d, 0x2167, 0x2d48, 0x3b1a, 0x3b67, 0x353b, 0x3646, 0x2caa, 0x2fad, 0x1808, 0x3840, 0x3b9c, 0x305a, 0x2ebf, 0x3a6c, 0x366b, 0x34d2, 0x3752, 0x386d, 0x3be9, 0x3583, 0x353d, 0x3bcf, 0x3b4c, 0x37a2, 0x3324, 0x2f81, 0x3aa0, 0x31ad, 0x3beb, 0x327b, 0x221c, 0x3719, 0x3624, 0x3ad2, 0x3662, 0x3b80, 0x3a90, 0x3849, 
+0x364b, 0x37a3, 0x3a8f, 0x39b5, 0x3ac3, 0x2cc3, 0x3a4d, 0x36bb, 0x3aa9, 0x38e3, 0x3b3d, 0x34c2, 0x2f39, 0x3986, 0x3add, 0x3aba, 0x3aec, 0x35a9, 0x3730, 0x3345, 0x335c, 0x34d7, 0x322d, 0x3bb7, 0x39b5, 0x3bca, 0x361b, 0x3462, 0x31e5, 0x35c1, 0x3b65, 0x3b1a, 0x34fd, 0x3b93, 0x3bf5, 0x338a, 0x376e, 0x3b22, 0x325f, 0x2cd5, 0x3424, 0x37a3, 0x391f, 0x37bd, 0x3acc, 0x3439, 0x38ed, 0x3636, 
+0x3138, 0x3798, 0x3801, 0x3982, 0x3adb, 0x39c1, 0x3bce, 0x2eb9, 0x3799, 0x347f, 0x372a, 0x3a6e, 0x2e9c, 0x3a35, 0x3a62, 0x3468, 0x349a, 0x27e7, 0x36eb, 0x3b0e, 0x3842, 0x393e, 0x242c, 0x3b0b, 0x36f8, 0x338a, 0x3813, 0x2fe8, 0x393c, 0x2c58, 0x3a15, 0x3407, 0x2a90, 0x2d77, 0x3bab, 0x398f, 0x32bc, 0x2115, 0x36e8, 0x357e, 0x3ab3, 0x39ff, 0x2f1e, 0x38cb, 0x3979, 0x36cd, 0x37bc, 0x23ff, 
+0x3ba7, 0x3884, 0x325a, 0x3308, 0x3b58, 0x3a4e, 0x36e0, 0x3add, 0x30bb, 0x3b1b, 0x35b7, 0x2dea, 0x36fa, 0x34c3, 0x3a49, 0x2cb4, 0x31bf, 0x21f5, 0x3188, 0x31ad, 0x292c, 0x3a61, 0x36f6, 0x32c8, 0x3aa0, 0x3b1f, 0x3aa1, 0x38c3, 0x3848, 0x39e9, 0x15bf, 0x3a81, 0x383e, 0x394b, 0x3046, 0x373d, 0x3577, 0x3673, 0x3ad4, 0x3be4, 0x3afd, 0x3888, 0x39df, 0x2a50, 0x34ce, 0x389d, 0x3457, 0x32f9, 
+0x3ad8, 0x2cee, 0x36d4, 0x3804, 0x3987, 0x3887, 0x3b55, 0x372b, 0x3b31, 0x36b8, 0x3481, 0x37be, 0x2d47, 0x31fb, 0x3b5c, 0x35d0, 0x2d16, 0x38a5, 0x373b, 0x3a4d, 0x3a3e, 0x2460, 0x3a0e, 0x34da, 0x3776, 0x383a, 0x3a9a, 0x3613, 0x3832, 0x2a7f, 0x394e, 0x3bb2, 0x3736, 0x3408, 0x3824, 0x32d3, 0x3964, 0x31f6, 0x3aef, 0x252b, 0x3482, 0x207c, 0x3bab, 0x2d1b, 0x3a9c, 0x37bd, 0x384e, 0x3829, 
+0x2e22, 0x3333, 0x39a1, 0x30a4, 0x37bf, 0x3a7f, 0x3752, 0x3506, 0x2876, 0x34b7, 0x3476, 0x34a2, 0x3a31, 0x2db6, 0x3210, 0x318e, 0x1e10, 0x3395, 0x387a, 0x3674, 0x3381, 0x2b89, 0x3613, 0x304e, 0x38ab, 0x38f3, 0x3a29, 0x379a, 0x3876, 0x2c22, 0x353b, 0x3a4c, 0x3bdb, 0x2dd6, 0x3a77, 0x3a19, 0x38ed, 0x349d, 0x34a3, 0x38f8, 0x314a, 0x3915, 0x3869, 0x3512, 0x3976, 0x3873, 0x3049, 0x3750, 
+0x39ab, 0x3b69, 0x3825, 0x3595, 0x3922, 0x3871, 0x3308, 0x3856, 0x3b8f, 0x27c9, 0x2bfe, 0x3aa1, 0x3a6e, 0x3642, 0x385e, 0x3502, 0x3ac5, 0x3a06, 0x3a83, 0x37c9, 0x29d7, 0x2ffd, 0x386c, 0x34eb, 0x33f9, 0x3758, 0x18b1, 0x28d1, 0x3bfb, 0x3892, 0x388e, 0x39ae, 0x3623, 0x29c6, 0x39a7, 0x38b7, 0x393f, 0x2acf, 0x34a9, 0x3088, 0x380a, 0x3974, 0x304b, 0x332c, 0x2a6a, 0x379b, 0x3bdd, 0x1dd6, 
+0x148c, 0x34ae, 0x3a32, 0x366b, 0x39e8, 0x346b, 0x3986, 0x3ae4, 0x3576, 0x391e, 0x3834, 0x37f9, 0x2fac, 0x3738, 0x3b73, 0x3b95, 0x351c, 0x38d3, 0x2af2, 0x3624, 0x3505, 0x3810, 0x2d15, 0x3b25, 0x380c, 0x3ab4, 0x3a00, 0x381d, 0x33cd, 0x397a, 0x3a08, 0x3ab0, 0x2fc2, 0x3868, 0x37aa, 0x3668, 0x36d0, 0x37d9, 0x3474, 0x38a1, 0x2eb8, 0x396e, 0x397e, 0x35df, 0x3082, 0x3795, 0x3b81, 0x3a97, 
+0x34ba, 0x3535, 0x234d, 0x3750, 0x3095, 0x3a02, 0x3bec, 0x2e19, 0x378b, 0x37d4, 0x3b3c, 0x2fc6, 0x3a80, 0x317a, 0x3b20, 0x381a, 0x343b, 0x3842, 0x3938, 0x3866, 0x34dd, 0x3a3e, 0x3ac4, 0x343d, 0x358c, 0x34e3, 0x37ab, 0x2def, 0x368c, 0x389e, 0x3835, 0x388e, 0x36aa, 0x35d4, 0x3771, 0x3378, 0x30cb, 0x37ca, 0x3863, 0x3376, 0x2d72, 0x2f74, 0x351b, 0x3618, 0x3b8c, 0x3279, 0x379f, 0x382d, 
+0x385d, 0x3baa, 0x30eb, 0x2c8d, 0x3bb6, 0x3a11, 0x3852, 0x3a3c, 0x28e8, 0x3632, 0x3a2c, 0x35c4, 0x39aa, 0x36f9, 0x3142, 0x27de, 0x31ba, 0x3938, 0x368a, 0x387e, 0x3777, 0x37f1, 0x3abd, 0x3a2a, 0x3881, 0x3beb, 0x3ac4, 0x303d, 0x3262, 0x3282, 0x3064, 0x3b74, 0x2f15, 0x31a8, 0x39d5, 0x3a1f, 0x37ea, 0x3807, 0x2c37, 0x374e, 0x39fa, 0x3ab7, 0x3957, 0x31c7, 0x3a21, 0x3162, 0x3812, 0x3476, 
+0x33e1, 0x3198, 0x3933, 0x35d9, 0x2b29, 0x3872, 0x3758, 0x34c9, 0x2da4, 0x3a45, 0x35fa, 0x3923, 0x3a06, 0x38d3, 0x3866, 0x295f, 0x3579, 0x39f5, 0x28a9, 0x3242, 0x3907, 0x3700, 0x3bc7, 0x3934, 0x36c6, 0x3562, 0x3654, 0x3916, 0x3be3, 0x35f8, 0x33aa, 0x3035, 0x3511, 0x3ab6, 0x3687, 0x3838, 0x3ae3, 0x3183, 0x3b8c, 0x38b7, 0x396d, 0x35ce, 0x3a03, 0x29be, 0x3bd0, 0x39a8, 0x3b96, 0x3951, 
+0x32b5, 0x3448, 0x3ae5, 0x39ae, 0x3a15, 0x3019, 0x39a4, 0x3626, 0x3863, 0x3b0d, 0x3337, 0x36b8, 0x3971, 0x3943, 0x3b19, 0x33d7, 0x2e81, 0x325e, 0x3957, 0x357e, 0x3441, 0x38f7, 0x3a33, 0x2f39, 0x3999, 0x30d0, 0x376a, 0x389a, 0x3842, 0x3985, 0x3769, 0x38e1, 0x3953, 0x349f, 0x386d, 0x3aee, 0x3946, 0x39dd, 0x3a64, 0x3953, 0x393d, 0x3560, 0x30f2, 0x35ba, 0x3611, 0x3a3d, 0x39a9, 0x39ee, 
+0x386a, 0x3aaa, 0x3bdf, 0x3a80, 0x3acb, 0x3950, 0x35af, 0x33c5, 0x371f, 0x349e, 0x378d, 0x3b6a, 0x3356, 0x391c, 0x396f, 0x35f1, 0x3bfa, 0x392c, 0x2937, 0x35ed, 0x3187, 0x3b63, 0x39c0, 0x3676, 0x37dd, 0x3108, 0x3409, 0x35f8, 0x3958, 0x3844, 0x3bae, 0x36d5, 0x35e3, 0x2b3d, 0x3814, 0x3737, 0x367d, 0x3ac9, 0x3bca, 0x3abb, 0x30a1, 0x3b81, 0x3454, 0x2f9f, 0x387e, 0x3810, 0x3a84, 0x375a, 
+0x3adb, 0x363b, 0x37c9, 0x34f9, 0x304a, 0x36d3, 0x3381, 0x32a3, 0x3a82, 0x3baa, 0x34ec, 0x3aaa, 0x3474, 0x30e9, 0x3430, 0x3953, 0x33e5, 0x3532, 0x2b12, 0x39cc, 0x38eb, 0x3919, 0x3b4c, 0x336f, 0x3033, 0x34c6, 0x3623, 0x3414, 0x3b27, 0x3adf, 0x375f, 0x39ef, 0x38ff, 0x30ac, 0x399b, 0x3bb6, 0x2eb2, 0x37b5, 0x3b67, 0x3976, 0x3bba, 0x3855, 0x38bc, 0x3b24, 0x39f5, 0x38f5, 0x3647, 0x3b3e, 
+0x3481, 0x3984, 0x391e, 0x3b18, 0x3503, 0x3740, 0x3881, 0x38dd, 0x37a3, 0x35c6, 0x3b5d, 0x348a, 0x35e9, 0x30e7, 0x36e4, 0x374a, 0x317e, 0x3763, 0x33ac, 0x3752, 0x23a2, 0x3157, 0x3458, 0x34dd, 0x38c6, 0x39f5, 0x3b90, 0x341e, 0x3a4e, 0x3a9e, 0x3847, 0x3534, 0x37b0, 0x394b, 0x3235, 0x3370, 0x3a93, 0x398c, 0x3696, 0x28be, 0x3bc9, 0x34d3, 0x3061, 0x3a77, 0x3b81, 0x399d, 0x343a, 0x315a, 
+0x3537, 0x39d5, 0x2d26, 0x396a, 0x3a5f, 0x3a73, 0x390f, 0x2fdf, 0x3b36, 0x26da, 0x3b4f, 0x3376, 0x3b54, 0x3a06, 0x3a70, 0x38f7, 0x3b54, 0x3a21, 0x396e, 0x3818, 0x3564, 0x25ad, 0x3838, 0x378a, 0x3467, 0x3801, 0x3b6d, 0x38dd, 0x2891, 0x388a, 0x376d, 0x2dd7, 0x393c, 0x38a8, 0x3829, 0x3bad, 0x3b91, 0x3860, 0x3bc6, 0x3ad4, 0x3be9, 0x3a7e, 0x3a24, 0x3622, 0x35ee, 0x37cf, 0x3081, 0x3a71, 
+0x2fe3, 0x35d4, 0x3b7c, 0x2e07, 0x3a86, 0x3807, 0x3592, 0x37a8, 0x2f01, 0x3ad0, 0x3296, 0x31aa, 0x2a76, 0x3780, 0x2903, 0x3642, 0x2923, 0x31f4, 0x38b6, 0x3a02, 0x328d, 0x323b, 0x36af, 0x384d, 0x3965, 0x3950, 0x28be, 0x3b82, 0x3aa9, 0x3b59, 0x2c6e, 0x39ff, 0x3872, 0x3521, 0x3b2a, 0x2519, 0x3819, 0x332c, 0x3ada, 0x3903, 0x3998, 0x3ab1, 0x3bb8, 0x3afe, 0x3801, 0x3976, 0x3936, 0x376d, 
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 };
\ No newline at end of file
diff --git a/hwpe/redmule/inc/x_2D.h b/hwpe/redmule/inc/x_2D.h
index 0b589f8..a20e883 100644
--- a/hwpe/redmule/inc/x_2D.h
+++ b/hwpe/redmule/inc/x_2D.h
@@ -1,27 +1,51 @@
  /* Header file generated by RedMulE Golden Model */
-uint16_t x_inp_2D [24][32] = {
-0x2153, 0x3bb5, 0x3896, 0x365f, 0x2483, 0x3518, 0x2dd1, 0x3bca, 0x397b, 0x29b1, 0x3705, 0x36c8, 0x398b, 0x3661, 0x2f05, 0x365a, 0x3bf9, 0x34df, 0x363b, 0x38d9, 0x39c6, 0x3abb, 0x3952, 0x38f2, 0x392d, 0x3b3e, 0x2afb, 0x3a9d, 0x353b, 0x3b73, 0x3a01, 0x3679, 
-0x3934, 0x397d, 0x2904, 0x3822, 0x3462, 0x3b44, 0x39e9, 0x28be, 0x331e, 0x3a1d, 0x39e5, 0x34da, 0x3a19, 0x3906, 0x1d35, 0x3871, 0x31e7, 0x3b29, 0x325d, 0x3797, 0x2b2f, 0x38b4, 0x232f, 0x38aa, 0x3aca, 0x316f, 0x3811, 0x3950, 0x32ea, 0x3bc7, 0x382c, 0x38a2, 
-0x29ce, 0x3afa, 0x3a39, 0x2ccc, 0x39fd, 0x3b3d, 0x384a, 0x3a35, 0x3802, 0x366a, 0x37ec, 0x3598, 0x3bf8, 0x3a85, 0x3a1b, 0x386e, 0x3b4c, 0x39de, 0x38c2, 0x2f93, 0x3b4c, 0x39c4, 0x3b9e, 0x3844, 0x346d, 0x3bff, 0x32ce, 0x296d, 0x3130, 0x3b3d, 0x3b44, 0x369d, 
-0x3b13, 0x31ed, 0x330a, 0x3831, 0x34e7, 0x37b3, 0x331a, 0x3918, 0x32d3, 0x3995, 0x3991, 0x3919, 0x3a26, 0x385b, 0x2b76, 0x3a3b, 0x37f2, 0x26a7, 0x3225, 0x3b64, 0x28f0, 0x3456, 0x3822, 0x341e, 0x381a, 0x38d8, 0x2c11, 0x33be, 0x33ac, 0x353f, 0x3476, 0x3abc, 
-0x36ec, 0x3a1d, 0x39d3, 0x3821, 0x36ac, 0x3bce, 0x3ad2, 0x3616, 0x36a1, 0x2cb3, 0x38d2, 0x314f, 0x385c, 0x3b63, 0x3bb6, 0x2951, 0x372d, 0x2c42, 0x3823, 0x3883, 0x3872, 0x31ee, 0x36c5, 0x399a, 0x31b0, 0x3887, 0x3884, 0x3865, 0x3896, 0x36c3, 0x32e3, 0x346c, 
-0x3935, 0x3b50, 0x2b6d, 0x38cd, 0x388f, 0x3389, 0x395d, 0x31cd, 0x2efd, 0x3154, 0x2f35, 0x3444, 0x3293, 0x3b6b, 0x1bec, 0x3b69, 0x3bf3, 0x3611, 0x3508, 0x3742, 0x3a50, 0x3ab7, 0x3457, 0x38d3, 0x3344, 0x38e8, 0x33c0, 0x3668, 0x3bee, 0x3b21, 0x3727, 0x3121, 
-0x316c, 0x3288, 0x2d50, 0x2e74, 0x35d5, 0x37e2, 0x303d, 0x36af, 0x341f, 0x3436, 0x2df7, 0x399d, 0x30f4, 0x3aaf, 0x34e4, 0x2c2a, 0x3116, 0x34d3, 0x36ac, 0x35e3, 0x3760, 0x36e1, 0x3ad2, 0x3547, 0x38f4, 0x369c, 0x3ba9, 0x34f0, 0x3a39, 0x3b19, 0x36e6, 0x395d, 
-0x3be8, 0x3293, 0x3bfc, 0x3435, 0x2eb3, 0x3360, 0x3919, 0x3bed, 0x396a, 0x37fc, 0x3242, 0x384b, 0x38cb, 0x3b2c, 0x3b28, 0x28cf, 0x3828, 0x3855, 0x3ba9, 0x2fa7, 0x340b, 0x32f1, 0x3ada, 0x36fa, 0x31f5, 0x3436, 0x29d0, 0x33e6, 0x3232, 0x3bec, 0x3904, 0x2797, 
-0x3b81, 0x3bac, 0x38d2, 0x343d, 0x31af, 0x3b1e, 0x33fc, 0x3864, 0x3624, 0x3905, 0x2945, 0x3b52, 0x2d08, 0x3a17, 0x3b84, 0x3804, 0x3a24, 0x38a3, 0x3562, 0x3ae6, 0x3bba, 0x3a45, 0x3679, 0x31fa, 0x3994, 0x2c3d, 0x383f, 0x399d, 0x34f7, 0x360e, 0x35f3, 0x38f0, 
-0x38d4, 0x399a, 0x3a48, 0x3987, 0x3b54, 0x382c, 0x3210, 0x35ef, 0x36ca, 0x31b4, 0x3625, 0x371f, 0x37bd, 0x3680, 0x3a3a, 0x3ac0, 0x3bbf, 0x3bf5, 0x39f2, 0x29c2, 0x363e, 0x3a4e, 0x3596, 0x3b1b, 0x3459, 0x3669, 0x3aa1, 0x39c3, 0x3376, 0x390d, 0x2456, 0x39b5, 
-0x3a66, 0x3ad8, 0x3b51, 0x36aa, 0x32be, 0x3ac8, 0x392b, 0x3740, 0x3a48, 0x38f5, 0x3b2d, 0x3a5f, 0x2ff3, 0x366f, 0x39d3, 0x35e5, 0x3822, 0x38db, 0x3b8a, 0x34be, 0x2d33, 0x36dd, 0x3578, 0x3bdf, 0x2c7e, 0x39cf, 0x32ff, 0x35c9, 0x3970, 0x3bcb, 0x351e, 0x3956, 
-0x2c42, 0x3308, 0x377a, 0x361c, 0x39a0, 0x36c9, 0x2dcb, 0x3bf2, 0x3b5f, 0x33ee, 0x24c1, 0x2ce9, 0x3927, 0x305d, 0x3702, 0x3119, 0x35f9, 0x3855, 0x3374, 0x349b, 0x3bcf, 0x2dea, 0x34f0, 0x363f, 0x37da, 0x3a74, 0x35fc, 0x35fa, 0x316b, 0x3804, 0x37a7, 0x3986, 
-0x3073, 0x3aed, 0x31c7, 0x3844, 0x34a4, 0x387d, 0x3a20, 0x3037, 0x3a00, 0x3b70, 0x377f, 0x3686, 0x3b7e, 0x38b3, 0x32e3, 0x3323, 0x391e, 0x3228, 0x3930, 0x3997, 0x3a5e, 0x398b, 0x3512, 0x35b0, 0x365c, 0x325d, 0x3b61, 0x38b8, 0x39a4, 0x3423, 0x3bd7, 0x38af, 
-0x2d3d, 0x382d, 0x38ac, 0x26ca, 0x395e, 0x21a8, 0x3520, 0x386f, 0x3b95, 0x32c0, 0x3b84, 0x3a51, 0x3b4b, 0x31d2, 0x3747, 0x3b96, 0x3b40, 0x3535, 0x38d1, 0x3899, 0x3b00, 0x3827, 0x3ae3, 0x38c8, 0x3a07, 0x338d, 0x2e96, 0x3a46, 0x394a, 0x39de, 0x2951, 0x3a02, 
-0x3838, 0x2d45, 0x28c0, 0x3958, 0x3070, 0x2aa2, 0x3510, 0x38ce, 0x271c, 0x3440, 0x3954, 0x30bc, 0x3b35, 0x2f1d, 0x3afb, 0x2dae, 0x356f, 0x2e13, 0x3981, 0x326d, 0x3a28, 0x3a36, 0x3a95, 0x38cb, 0x38db, 0x3150, 0x2c9e, 0x34c5, 0x3adb, 0x3bdf, 0x38f2, 0x3994, 
-0x36f8, 0x31c0, 0x3a4f, 0x3825, 0x394b, 0x3a8b, 0x38ac, 0x3167, 0x2e2d, 0x3a93, 0x34f3, 0x37bd, 0x3b63, 0x2f2f, 0x3ae0, 0x3ad8, 0x34a8, 0x2e1c, 0x3890, 0x3705, 0x3b69, 0x3bc1, 0x28af, 0x3b36, 0x348b, 0x3111, 0x3a8d, 0x389c, 0x3916, 0x36dc, 0x3bae, 0x3874, 
-0x3593, 0x3638, 0x3018, 0x3a56, 0x38a3, 0x2ad4, 0x3a25, 0x38d7, 0x3864, 0x31c1, 0x28d1, 0x39c8, 0x37d6, 0x2c7f, 0x3ba5, 0x34b8, 0x3bef, 0x3b83, 0x3ab5, 0x3062, 0x38bc, 0x399c, 0x2ce4, 0x2f2c, 0x39bf, 0x2ed1, 0x385f, 0x37e0, 0x35ee, 0x397d, 0x3b0c, 0x3049, 
-0x39d5, 0x322e, 0x3936, 0x3747, 0x2e15, 0x3b41, 0x3874, 0x3bd0, 0x2c04, 0x3800, 0x375b, 0x3b2d, 0x38d8, 0x3a51, 0x3406, 0x38da, 0x38ba, 0x3497, 0x382e, 0x35fc, 0x39d4, 0x3775, 0x3b1e, 0x3813, 0x3649, 0x31af, 0x37bb, 0x334a, 0x3a6e, 0x3284, 0x26e0, 0x2e01, 
-0x2ebb, 0x344b, 0x3821, 0x381a, 0x385a, 0x2534, 0x3635, 0x2a92, 0x3b8c, 0x31f0, 0x3947, 0x3ac7, 0x3743, 0x3924, 0x39e4, 0x358f, 0x2b62, 0x392c, 0x3955, 0x3341, 0x3676, 0x38ac, 0x3957, 0x335b, 0x2ca2, 0x39ff, 0x37cb, 0x341f, 0x3ac9, 0x3b6c, 0x2f14, 0x34c3, 
-0x3018, 0x3169, 0x355b, 0x3624, 0x31ed, 0x379e, 0x3268, 0x309b, 0x35db, 0x3872, 0x3bdb, 0x34c7, 0x3408, 0x3359, 0x3920, 0x331f, 0x3866, 0x3af0, 0x2a1a, 0x39e0, 0x3b14, 0x34fa, 0x2d18, 0x3963, 0x35e8, 0x2539, 0x38f5, 0x37b3, 0x378f, 0x31b5, 0x3a6c, 0x3685, 
-0x3a06, 0x318a, 0x2934, 0x33c1, 0x3be8, 0x375b, 0x3860, 0x3543, 0x3702, 0x3951, 0x3677, 0x37ff, 0x2e27, 0x2e3a, 0x340f, 0x3817, 0x2f04, 0x357e, 0x3a1d, 0x2dd6, 0x252a, 0x3945, 0x162a, 0x3b19, 0x3a53, 0x35d2, 0x3a5d, 0x3474, 0x38e9, 0x374b, 0x387c, 0x1f1a, 
-0x38ac, 0x3291, 0x3393, 0x3b53, 0x3169, 0x3bca, 0x2f1a, 0x3551, 0x38a3, 0x28e3, 0x369d, 0x34a1, 0x38a8, 0x34c3, 0x3841, 0x390d, 0x3b13, 0x3282, 0x3a29, 0x3a78, 0x2df3, 0x3a37, 0x35f4, 0x35a6, 0x38e8, 0x3328, 0x3beb, 0x390b, 0x32dc, 0x34dc, 0x396d, 0x3a78, 
-0x39ba, 0x3a06, 0x2cdd, 0x3bc3, 0x2d43, 0x2992, 0x3663, 0x3a68, 0x2c3e, 0x394e, 0x2c9f, 0x380e, 0x37f5, 0x3557, 0x2873, 0x390f, 0x39e7, 0x3939, 0x3669, 0x385c, 0x3a68, 0x32c4, 0x2b04, 0x2d6d, 0x39d3, 0x3895, 0x331d, 0x3b59, 0x3463, 0x2b6a, 0x31de, 0x3296, 
-0x3aae, 0x3bcd, 0x345a, 0x3897, 0x374b, 0x3bd4, 0x38a2, 0x357f, 0x3402, 0x3a0c, 0x3507, 0x3865, 0x3a54, 0x3878, 0x3859, 0x383e, 0x32b5, 0x34ea, 0x328d, 0x38b6, 0x3464, 0x2f5b, 0x35ff, 0x3817, 0x2f24, 0x3533, 0x3b21, 0x37ba, 0x3837, 0x2e34, 0x3bad, 0x34bc 
+uint16_t x_inp_2D [48][48] = {
+0x348f, 0x3244, 0x3b67, 0x3ab8, 0x3ab1, 0x39f4, 0x3807, 0x3ba3, 0x37e3, 0x3bd4, 0x337e, 0x36cb, 0x3a60, 0x381e, 0x3b98, 0x2c0e, 0x3421, 0x3bc4, 0x3b18, 0x3703, 0x3b8d, 0x3a06, 0x38f6, 0x36af, 0x322a, 0x3354, 0x3bf3, 0x3b7e, 0x38cf, 0x3826, 0x35be, 0x3a42, 0x39c4, 0x3b62, 0x3a29, 0x3b5b, 0x39ab, 0x3a4c, 0x3b44, 0x3b48, 0x3831, 0x31ca, 0x3918, 0x39bb, 0x3a82, 0x3830, 0x39af, 0x39ba, 
+0x3853, 0x2b2a, 0x39bc, 0x36e5, 0x3bb8, 0x37f6, 0x2e8d, 0x3a93, 0x3b53, 0x3424, 0x38a6, 0x3583, 0x39cd, 0x35f0, 0x3556, 0x3956, 0x3a10, 0x37de, 0x353b, 0x2cdd, 0x3779, 0x2a45, 0x3b07, 0x303f, 0x3b95, 0x3903, 0x3275, 0x391c, 0x39bd, 0x3503, 0x328e, 0x2f75, 0x35da, 0x3a32, 0x3974, 0x37a0, 0x3ab6, 0x34c9, 0x3674, 0x3859, 0x2c40, 0x38da, 0x38be, 0x38a1, 0x38a4, 0x3a74, 0x2167, 0x33f4, 
+0x38d2, 0x3a5a, 0x30a7, 0x3b8e, 0x39bd, 0x382a, 0x3714, 0x35f7, 0x3b34, 0x3535, 0x3b2c, 0x39b1, 0x3902, 0x3965, 0x3b7b, 0x3a1d, 0x3ae6, 0x3b0e, 0x3960, 0x37b6, 0x3872, 0x2dc4, 0x320f, 0x2c60, 0x38c9, 0x3a10, 0x387b, 0x39f1, 0x3929, 0x387c, 0x3ae4, 0x3881, 0x3a7c, 0x39c9, 0x3ae4, 0x38ec, 0x3ad0, 0x314a, 0x2d1e, 0x3b18, 0x2629, 0x358b, 0x3760, 0x2e4f, 0x3996, 0x394c, 0x3aa1, 0x28cc, 
+0x2c01, 0x38d9, 0x2a1c, 0x3bac, 0x3b50, 0x38e3, 0x33ac, 0x317a, 0x3277, 0x2f5e, 0x36b4, 0x39a2, 0x34fa, 0x24f8, 0x3b5c, 0x3890, 0x248e, 0x39c1, 0x37be, 0x2830, 0x3aa0, 0x3a1f, 0x3bb4, 0x3af9, 0x1c84, 0x3a33, 0x3742, 0x3bdb, 0x28be, 0x3bc1, 0x3572, 0x3911, 0x39d2, 0x35b5, 0x3ab6, 0x3206, 0x3914, 0x3127, 0x3adf, 0x362d, 0x340d, 0x3b5b, 0x3a05, 0x3b25, 0x3b65, 0x361b, 0x3801, 0x2d22, 
+0x2d9e, 0x3a91, 0x2db9, 0x3861, 0x39f9, 0x3aab, 0x3afa, 0x30bb, 0x3a1e, 0x2f27, 0x329a, 0x3bb7, 0x3472, 0x37b5, 0x3462, 0x32bd, 0x2722, 0x3ba7, 0x2bb9, 0x2431, 0x39bd, 0x38fc, 0x3b4f, 0x3b45, 0x3572, 0x37b8, 0x3aa7, 0x3a36, 0x3b2d, 0x3422, 0x3b09, 0x397f, 0x26b3, 0x3a0f, 0x3625, 0x3b6a, 0x3493, 0x3771, 0x357e, 0x360b, 0x30e8, 0x3905, 0x3a55, 0x39b9, 0x3344, 0x36d2, 0x3a6e, 0x3809, 
+0x3240, 0x39e0, 0x3746, 0x3b22, 0x34ba, 0x391b, 0x3939, 0x3321, 0x31e2, 0x3a97, 0x3bc0, 0x34a3, 0x3adb, 0x3a6d, 0x34af, 0x37b3, 0x3a63, 0x3702, 0x36c7, 0x3b73, 0x273c, 0x3808, 0x21e6, 0x3b34, 0x381c, 0x3825, 0x2fde, 0x299c, 0x2f4a, 0x3733, 0x314e, 0x3b89, 0x2e89, 0x37d2, 0x36a2, 0x353a, 0x3901, 0x3a9e, 0x2c1a, 0x3880, 0x37e7, 0x346f, 0x3361, 0x3896, 0x2f56, 0x3aa7, 0x33dd, 0x390b, 
+0x3bb0, 0x3b1a, 0x2d21, 0x3562, 0x38d8, 0x2f77, 0x38f6, 0x3158, 0x36cd, 0x35a1, 0x2b2e, 0x2938, 0x3af9, 0x348a, 0x399b, 0x3954, 0x29b8, 0x39a7, 0x3a83, 0x3bcb, 0x38ee, 0x3806, 0x2697, 0x3628, 0x3b38, 0x38be, 0x363c, 0x387e, 0x3a6c, 0x3b92, 0x335f, 0x37ba, 0x37da, 0x342e, 0x3509, 0x3be9, 0x392a, 0x32d7, 0x3ac6, 0x346e, 0x38f4, 0x3b5a, 0x3814, 0x3875, 0x39c9, 0x3a9f, 0x37c3, 0x3b00, 
+0x3675, 0x3a15, 0x36ec, 0x3b53, 0x3915, 0x36c4, 0x3462, 0x3b05, 0x2b3e, 0x351e, 0x369c, 0x38aa, 0x3342, 0x2e71, 0x3af1, 0x3aa7, 0x39d1, 0x3b0b, 0x3be9, 0x3a0a, 0x344f, 0x3b04, 0x39d6, 0x3864, 0x34e9, 0x308e, 0x3b6b, 0x32bf, 0x3610, 0x36d2, 0x350f, 0x3a78, 0x306f, 0x30e5, 0x3213, 0x3b6c, 0x356f, 0x38db, 0x387e, 0x3064, 0x3bf7, 0x2e00, 0x3bc4, 0x39df, 0x3758, 0x397f, 0x38a8, 0x34b8, 
+0x2c53, 0x36b9, 0x38a5, 0x2c24, 0x2836, 0x3a5a, 0x3acf, 0x37b2, 0x33f7, 0x3858, 0x3204, 0x37f8, 0x394c, 0x3781, 0x3b0f, 0x306a, 0x3ab4, 0x3a72, 0x3861, 0x3ab7, 0x3857, 0x375a, 0x3886, 0x3833, 0x3b06, 0x3bf9, 0x3bdc, 0x356c, 0x380f, 0x394f, 0x3942, 0x39cb, 0x3a2e, 0x3a94, 0x3b77, 0x36b3, 0x3585, 0x3916, 0x3ba5, 0x31de, 0x33fe, 0x2f98, 0x3953, 0x38c1, 0x38b4, 0x2c65, 0x30f6, 0x3523, 
+0x3661, 0x3b45, 0x2cba, 0x3615, 0x38a1, 0x3a9b, 0x3b75, 0x3be3, 0x3978, 0x36ba, 0x3a1e, 0x3bc1, 0x3bd2, 0x3738, 0x2f64, 0x3998, 0x3868, 0x34ae, 0x36b5, 0x3468, 0x390a, 0x2484, 0x3146, 0x30ea, 0x332b, 0x35b8, 0x390a, 0x3903, 0x288a, 0x3b74, 0x3bf9, 0x396a, 0x3bae, 0x30e3, 0x3857, 0x1ce7, 0x253f, 0x3b44, 0x3a54, 0x31b4, 0x37e2, 0x3b32, 0x323d, 0x3808, 0x34de, 0x3759, 0x300c, 0x3257, 
+0x37d3, 0x28ef, 0x3bd0, 0x39f1, 0x3b26, 0x3988, 0x3756, 0x39d5, 0x38b8, 0x3906, 0x30e3, 0x3b48, 0x34cb, 0x38cc, 0x3b88, 0x2c93, 0x3aae, 0x3822, 0x35fa, 0x39a0, 0x3830, 0x382b, 0x38c8, 0x348b, 0x3293, 0x397f, 0x39aa, 0x3416, 0x3b17, 0x34a7, 0x3671, 0x2942, 0x38ce, 0x2e26, 0x3832, 0x3ab2, 0x2e39, 0x3700, 0x3399, 0x34c7, 0x3ac6, 0x193b, 0x3a2b, 0x3481, 0x3b02, 0x3a2c, 0x2d24, 0x2fb8, 
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+0x3b9d, 0x3bbb, 0x2378, 0x3b83, 0x3b93, 0x304e, 0x2b45, 0x378c, 0x37c1, 0x3ade, 0x38e3, 0x37d2, 0x3ba1, 0x3b3e, 0x362c, 0x3bcd, 0x3a02, 0x2723, 0x287c, 0x3bdd, 0x3b13, 0x3b43, 0x3b2a, 0x3a87, 0x35dd, 0x2c4c, 0x379c, 0x37af, 0x3b2f, 0x37fb, 0x34e7, 0x3207, 0x39a5, 0x381d, 0x39ef, 0x3652, 0x37aa, 0x3a07, 0x3bd2, 0x3bcb, 0x38cc, 0x38b6, 0x27d8, 0x3a0c, 0x2fec, 0x3847, 0x2fa0, 0x3529, 
+0x35ec, 0x3b54, 0x3a7a, 0x3bba, 0x396b, 0x32de, 0x375b, 0x37b8, 0x28c3, 0x3943, 0x2dff, 0x2c42, 0x36f4, 0x3637, 0x3115, 0x3a45, 0x3ba4, 0x3af8, 0x281c, 0x3ad8, 0x3b4c, 0x388a, 0x39f5, 0x308e, 0x3ab9, 0x3ab6, 0x2fe0, 0x36f8, 0x3bba, 0x29a5, 0x3752, 0x39f8, 0x33cb, 0x3b35, 0x356a, 0x3339, 0x3bb9, 0x3bd9, 0x3818, 0x3bbf, 0x3a13, 0x3551, 0x3975, 0x2709, 0x3af7, 0x3459, 0x2bbc, 0x36b6, 
+0x3b29, 0x2d13, 0x3999, 0x3b0f, 0x39cb, 0x3ae9, 0x3413, 0x38ab, 0x3a6a, 0x374e, 0x33b8, 0x3a15, 0x3618, 0x2d46, 0x330b, 0x3a3b, 0x3a6b, 0x3a90, 0x2ef4, 0x3bff, 0x2dd7, 0x3887, 0x360b, 0x382c, 0x375e, 0x32f0, 0x38d4, 0x3aa5, 0x36aa, 0x37af, 0x22fd, 0x3725, 0x3b3f, 0x37a7, 0x3452, 0x1c44, 0x35af, 0x3670, 0x3bfe, 0x27be, 0x380b, 0x3828, 0x3a88, 0x388e, 0x3571, 0x3b6c, 0x3821, 0x3a57, 
+0x3588, 0x2e21, 0x2ca3, 0x39d1, 0x3a56, 0x38d4, 0x39d6, 0x352b, 0x38f2, 0x396b, 0x3a8d, 0x2ccf, 0x3920, 0x390f, 0x3933, 0x2aa9, 0x3b6a, 0x3991, 0x389f, 0x3974, 0x2d2c, 0x3b59, 0x31b7, 0x3601, 0x38b8, 0x35ef, 0x3864, 0x3a43, 0x38d6, 0x3bc5, 0x39d7, 0x3740, 0x340b, 0x3630, 0x34f1, 0x3b1a, 0x3a16, 0x36fa, 0x38fe, 0x3980, 0x3929, 0x3b41, 0x3bf4, 0x2e4a, 0x3ac1, 0x30a3, 0x35a2, 0x3bee, 
+0x3a86, 0x1850, 0x35fb, 0x38e1, 0x2971, 0x368e, 0x3590, 0x38cb, 0x2ba6, 0x3b2b, 0x38d6, 0x386a, 0x30a2, 0x3262, 0x335b, 0x3571, 0x3a39, 0x3bf7, 0x2c12, 0x3abd, 0x391d, 0x38c5, 0x3578, 0x3a6c, 0x2dcd, 0x3818, 0x34b4, 0x3848, 0x2fa9, 0x3b24, 0x38d5, 0x3a7f, 0x31ec, 0x31a9, 0x3ab6, 0x345a, 0x3a71, 0x395c, 0x3bfd, 0x3be8, 0x3b5d, 0x325b, 0x3914, 0x39cf, 0x39c3, 0x3518, 0x38b7, 0x3500, 
+0x3a47, 0x3436, 0x382f, 0x37ae, 0x386b, 0x371b, 0x3a89, 0x3837, 0x379d, 0x352f, 0x3911, 0x3b1f, 0x3ba2, 0x39a2, 0x30d5, 0x2f54, 0x3a40, 0x398b, 0x188d, 0x2439, 0x2816, 0x3886, 0x3b4e, 0x3bac, 0x21a1, 0x379c, 0x3b9d, 0x3a9e, 0x3a29, 0x3a12, 0x396c, 0x39ef, 0x37e2, 0x29f9, 0x3a76, 0x38a1, 0x3a84, 0x357c, 0x3a66, 0x2edc, 0x2eb4, 0x3a98, 0x34b4, 0x3653, 0x2b4c, 0x281c, 0x3af1, 0x3652, 
+0x39d9, 0x3b52, 0x3976, 0x3005, 0x33ec, 0x3960, 0x38e9, 0x35e0, 0x3790, 0x3b8c, 0x3346, 0x3722, 0x35fc, 0x333b, 0x3242, 0x3a42, 0x3865, 0x39d9, 0x38bb, 0x3930, 0x362a, 0x341b, 0x3973, 0x3ac8, 0x3913, 0x2c64, 0x3808, 0x384c, 0x393c, 0x3b7d, 0x3862, 0x3703, 0x2f4e, 0x352b, 0x37f9, 0x345c, 0x3a97, 0x2ee3, 0x300c, 0x372d, 0x3a61, 0x2cf1, 0x3801, 0x377c, 0x316e, 0x382d, 0x3af3, 0x34c3 
 };
\ No newline at end of file
diff --git a/hwpe/redmule/inc/x_input.h b/hwpe/redmule/inc/x_input.h
index 1e38d23..3312e91 100644
--- a/hwpe/redmule/inc/x_input.h
+++ b/hwpe/redmule/inc/x_input.h
@@ -1,27 +1,51 @@
  /* Header file generated by RedMulE Golden Model */
-uint16_t x_inp [768] = {
-0x2153, 0x3bb5, 0x3896, 0x365f, 0x2483, 0x3518, 0x2dd1, 0x3bca, 0x397b, 0x29b1, 0x3705, 0x36c8, 0x398b, 0x3661, 0x2f05, 0x365a, 0x3bf9, 0x34df, 0x363b, 0x38d9, 0x39c6, 0x3abb, 0x3952, 0x38f2, 0x392d, 0x3b3e, 0x2afb, 0x3a9d, 0x353b, 0x3b73, 0x3a01, 0x3679, 
-0x3934, 0x397d, 0x2904, 0x3822, 0x3462, 0x3b44, 0x39e9, 0x28be, 0x331e, 0x3a1d, 0x39e5, 0x34da, 0x3a19, 0x3906, 0x1d35, 0x3871, 0x31e7, 0x3b29, 0x325d, 0x3797, 0x2b2f, 0x38b4, 0x232f, 0x38aa, 0x3aca, 0x316f, 0x3811, 0x3950, 0x32ea, 0x3bc7, 0x382c, 0x38a2, 
-0x29ce, 0x3afa, 0x3a39, 0x2ccc, 0x39fd, 0x3b3d, 0x384a, 0x3a35, 0x3802, 0x366a, 0x37ec, 0x3598, 0x3bf8, 0x3a85, 0x3a1b, 0x386e, 0x3b4c, 0x39de, 0x38c2, 0x2f93, 0x3b4c, 0x39c4, 0x3b9e, 0x3844, 0x346d, 0x3bff, 0x32ce, 0x296d, 0x3130, 0x3b3d, 0x3b44, 0x369d, 
-0x3b13, 0x31ed, 0x330a, 0x3831, 0x34e7, 0x37b3, 0x331a, 0x3918, 0x32d3, 0x3995, 0x3991, 0x3919, 0x3a26, 0x385b, 0x2b76, 0x3a3b, 0x37f2, 0x26a7, 0x3225, 0x3b64, 0x28f0, 0x3456, 0x3822, 0x341e, 0x381a, 0x38d8, 0x2c11, 0x33be, 0x33ac, 0x353f, 0x3476, 0x3abc, 
-0x36ec, 0x3a1d, 0x39d3, 0x3821, 0x36ac, 0x3bce, 0x3ad2, 0x3616, 0x36a1, 0x2cb3, 0x38d2, 0x314f, 0x385c, 0x3b63, 0x3bb6, 0x2951, 0x372d, 0x2c42, 0x3823, 0x3883, 0x3872, 0x31ee, 0x36c5, 0x399a, 0x31b0, 0x3887, 0x3884, 0x3865, 0x3896, 0x36c3, 0x32e3, 0x346c, 
-0x3935, 0x3b50, 0x2b6d, 0x38cd, 0x388f, 0x3389, 0x395d, 0x31cd, 0x2efd, 0x3154, 0x2f35, 0x3444, 0x3293, 0x3b6b, 0x1bec, 0x3b69, 0x3bf3, 0x3611, 0x3508, 0x3742, 0x3a50, 0x3ab7, 0x3457, 0x38d3, 0x3344, 0x38e8, 0x33c0, 0x3668, 0x3bee, 0x3b21, 0x3727, 0x3121, 
-0x316c, 0x3288, 0x2d50, 0x2e74, 0x35d5, 0x37e2, 0x303d, 0x36af, 0x341f, 0x3436, 0x2df7, 0x399d, 0x30f4, 0x3aaf, 0x34e4, 0x2c2a, 0x3116, 0x34d3, 0x36ac, 0x35e3, 0x3760, 0x36e1, 0x3ad2, 0x3547, 0x38f4, 0x369c, 0x3ba9, 0x34f0, 0x3a39, 0x3b19, 0x36e6, 0x395d, 
-0x3be8, 0x3293, 0x3bfc, 0x3435, 0x2eb3, 0x3360, 0x3919, 0x3bed, 0x396a, 0x37fc, 0x3242, 0x384b, 0x38cb, 0x3b2c, 0x3b28, 0x28cf, 0x3828, 0x3855, 0x3ba9, 0x2fa7, 0x340b, 0x32f1, 0x3ada, 0x36fa, 0x31f5, 0x3436, 0x29d0, 0x33e6, 0x3232, 0x3bec, 0x3904, 0x2797, 
-0x3b81, 0x3bac, 0x38d2, 0x343d, 0x31af, 0x3b1e, 0x33fc, 0x3864, 0x3624, 0x3905, 0x2945, 0x3b52, 0x2d08, 0x3a17, 0x3b84, 0x3804, 0x3a24, 0x38a3, 0x3562, 0x3ae6, 0x3bba, 0x3a45, 0x3679, 0x31fa, 0x3994, 0x2c3d, 0x383f, 0x399d, 0x34f7, 0x360e, 0x35f3, 0x38f0, 
-0x38d4, 0x399a, 0x3a48, 0x3987, 0x3b54, 0x382c, 0x3210, 0x35ef, 0x36ca, 0x31b4, 0x3625, 0x371f, 0x37bd, 0x3680, 0x3a3a, 0x3ac0, 0x3bbf, 0x3bf5, 0x39f2, 0x29c2, 0x363e, 0x3a4e, 0x3596, 0x3b1b, 0x3459, 0x3669, 0x3aa1, 0x39c3, 0x3376, 0x390d, 0x2456, 0x39b5, 
-0x3a66, 0x3ad8, 0x3b51, 0x36aa, 0x32be, 0x3ac8, 0x392b, 0x3740, 0x3a48, 0x38f5, 0x3b2d, 0x3a5f, 0x2ff3, 0x366f, 0x39d3, 0x35e5, 0x3822, 0x38db, 0x3b8a, 0x34be, 0x2d33, 0x36dd, 0x3578, 0x3bdf, 0x2c7e, 0x39cf, 0x32ff, 0x35c9, 0x3970, 0x3bcb, 0x351e, 0x3956, 
-0x2c42, 0x3308, 0x377a, 0x361c, 0x39a0, 0x36c9, 0x2dcb, 0x3bf2, 0x3b5f, 0x33ee, 0x24c1, 0x2ce9, 0x3927, 0x305d, 0x3702, 0x3119, 0x35f9, 0x3855, 0x3374, 0x349b, 0x3bcf, 0x2dea, 0x34f0, 0x363f, 0x37da, 0x3a74, 0x35fc, 0x35fa, 0x316b, 0x3804, 0x37a7, 0x3986, 
-0x3073, 0x3aed, 0x31c7, 0x3844, 0x34a4, 0x387d, 0x3a20, 0x3037, 0x3a00, 0x3b70, 0x377f, 0x3686, 0x3b7e, 0x38b3, 0x32e3, 0x3323, 0x391e, 0x3228, 0x3930, 0x3997, 0x3a5e, 0x398b, 0x3512, 0x35b0, 0x365c, 0x325d, 0x3b61, 0x38b8, 0x39a4, 0x3423, 0x3bd7, 0x38af, 
-0x2d3d, 0x382d, 0x38ac, 0x26ca, 0x395e, 0x21a8, 0x3520, 0x386f, 0x3b95, 0x32c0, 0x3b84, 0x3a51, 0x3b4b, 0x31d2, 0x3747, 0x3b96, 0x3b40, 0x3535, 0x38d1, 0x3899, 0x3b00, 0x3827, 0x3ae3, 0x38c8, 0x3a07, 0x338d, 0x2e96, 0x3a46, 0x394a, 0x39de, 0x2951, 0x3a02, 
-0x3838, 0x2d45, 0x28c0, 0x3958, 0x3070, 0x2aa2, 0x3510, 0x38ce, 0x271c, 0x3440, 0x3954, 0x30bc, 0x3b35, 0x2f1d, 0x3afb, 0x2dae, 0x356f, 0x2e13, 0x3981, 0x326d, 0x3a28, 0x3a36, 0x3a95, 0x38cb, 0x38db, 0x3150, 0x2c9e, 0x34c5, 0x3adb, 0x3bdf, 0x38f2, 0x3994, 
-0x36f8, 0x31c0, 0x3a4f, 0x3825, 0x394b, 0x3a8b, 0x38ac, 0x3167, 0x2e2d, 0x3a93, 0x34f3, 0x37bd, 0x3b63, 0x2f2f, 0x3ae0, 0x3ad8, 0x34a8, 0x2e1c, 0x3890, 0x3705, 0x3b69, 0x3bc1, 0x28af, 0x3b36, 0x348b, 0x3111, 0x3a8d, 0x389c, 0x3916, 0x36dc, 0x3bae, 0x3874, 
-0x3593, 0x3638, 0x3018, 0x3a56, 0x38a3, 0x2ad4, 0x3a25, 0x38d7, 0x3864, 0x31c1, 0x28d1, 0x39c8, 0x37d6, 0x2c7f, 0x3ba5, 0x34b8, 0x3bef, 0x3b83, 0x3ab5, 0x3062, 0x38bc, 0x399c, 0x2ce4, 0x2f2c, 0x39bf, 0x2ed1, 0x385f, 0x37e0, 0x35ee, 0x397d, 0x3b0c, 0x3049, 
-0x39d5, 0x322e, 0x3936, 0x3747, 0x2e15, 0x3b41, 0x3874, 0x3bd0, 0x2c04, 0x3800, 0x375b, 0x3b2d, 0x38d8, 0x3a51, 0x3406, 0x38da, 0x38ba, 0x3497, 0x382e, 0x35fc, 0x39d4, 0x3775, 0x3b1e, 0x3813, 0x3649, 0x31af, 0x37bb, 0x334a, 0x3a6e, 0x3284, 0x26e0, 0x2e01, 
-0x2ebb, 0x344b, 0x3821, 0x381a, 0x385a, 0x2534, 0x3635, 0x2a92, 0x3b8c, 0x31f0, 0x3947, 0x3ac7, 0x3743, 0x3924, 0x39e4, 0x358f, 0x2b62, 0x392c, 0x3955, 0x3341, 0x3676, 0x38ac, 0x3957, 0x335b, 0x2ca2, 0x39ff, 0x37cb, 0x341f, 0x3ac9, 0x3b6c, 0x2f14, 0x34c3, 
-0x3018, 0x3169, 0x355b, 0x3624, 0x31ed, 0x379e, 0x3268, 0x309b, 0x35db, 0x3872, 0x3bdb, 0x34c7, 0x3408, 0x3359, 0x3920, 0x331f, 0x3866, 0x3af0, 0x2a1a, 0x39e0, 0x3b14, 0x34fa, 0x2d18, 0x3963, 0x35e8, 0x2539, 0x38f5, 0x37b3, 0x378f, 0x31b5, 0x3a6c, 0x3685, 
-0x3a06, 0x318a, 0x2934, 0x33c1, 0x3be8, 0x375b, 0x3860, 0x3543, 0x3702, 0x3951, 0x3677, 0x37ff, 0x2e27, 0x2e3a, 0x340f, 0x3817, 0x2f04, 0x357e, 0x3a1d, 0x2dd6, 0x252a, 0x3945, 0x162a, 0x3b19, 0x3a53, 0x35d2, 0x3a5d, 0x3474, 0x38e9, 0x374b, 0x387c, 0x1f1a, 
-0x38ac, 0x3291, 0x3393, 0x3b53, 0x3169, 0x3bca, 0x2f1a, 0x3551, 0x38a3, 0x28e3, 0x369d, 0x34a1, 0x38a8, 0x34c3, 0x3841, 0x390d, 0x3b13, 0x3282, 0x3a29, 0x3a78, 0x2df3, 0x3a37, 0x35f4, 0x35a6, 0x38e8, 0x3328, 0x3beb, 0x390b, 0x32dc, 0x34dc, 0x396d, 0x3a78, 
-0x39ba, 0x3a06, 0x2cdd, 0x3bc3, 0x2d43, 0x2992, 0x3663, 0x3a68, 0x2c3e, 0x394e, 0x2c9f, 0x380e, 0x37f5, 0x3557, 0x2873, 0x390f, 0x39e7, 0x3939, 0x3669, 0x385c, 0x3a68, 0x32c4, 0x2b04, 0x2d6d, 0x39d3, 0x3895, 0x331d, 0x3b59, 0x3463, 0x2b6a, 0x31de, 0x3296, 
-0x3aae, 0x3bcd, 0x345a, 0x3897, 0x374b, 0x3bd4, 0x38a2, 0x357f, 0x3402, 0x3a0c, 0x3507, 0x3865, 0x3a54, 0x3878, 0x3859, 0x383e, 0x32b5, 0x34ea, 0x328d, 0x38b6, 0x3464, 0x2f5b, 0x35ff, 0x3817, 0x2f24, 0x3533, 0x3b21, 0x37ba, 0x3837, 0x2e34, 0x3bad, 0x34bc 
+uint16_t x_inp [2304] = {
+0x348f, 0x3244, 0x3b67, 0x3ab8, 0x3ab1, 0x39f4, 0x3807, 0x3ba3, 0x37e3, 0x3bd4, 0x337e, 0x36cb, 0x3a60, 0x381e, 0x3b98, 0x2c0e, 0x3421, 0x3bc4, 0x3b18, 0x3703, 0x3b8d, 0x3a06, 0x38f6, 0x36af, 0x322a, 0x3354, 0x3bf3, 0x3b7e, 0x38cf, 0x3826, 0x35be, 0x3a42, 0x39c4, 0x3b62, 0x3a29, 0x3b5b, 0x39ab, 0x3a4c, 0x3b44, 0x3b48, 0x3831, 0x31ca, 0x3918, 0x39bb, 0x3a82, 0x3830, 0x39af, 0x39ba, 
+0x3853, 0x2b2a, 0x39bc, 0x36e5, 0x3bb8, 0x37f6, 0x2e8d, 0x3a93, 0x3b53, 0x3424, 0x38a6, 0x3583, 0x39cd, 0x35f0, 0x3556, 0x3956, 0x3a10, 0x37de, 0x353b, 0x2cdd, 0x3779, 0x2a45, 0x3b07, 0x303f, 0x3b95, 0x3903, 0x3275, 0x391c, 0x39bd, 0x3503, 0x328e, 0x2f75, 0x35da, 0x3a32, 0x3974, 0x37a0, 0x3ab6, 0x34c9, 0x3674, 0x3859, 0x2c40, 0x38da, 0x38be, 0x38a1, 0x38a4, 0x3a74, 0x2167, 0x33f4, 
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+0x37b8, 0x34a5, 0x3ac5, 0x383a, 0x3116, 0x30a5, 0x2489, 0x39f8, 0x3b9e, 0x3b0d, 0x3593, 0x3303, 0x2e28, 0x395f, 0x317f, 0x37cb, 0x3878, 0x3b20, 0x3bcc, 0x3592, 0x3237, 0x3a65, 0x3959, 0x39de, 0x3b7d, 0x2fea, 0x353c, 0x2f58, 0x3b49, 0x35df, 0x3bda, 0x3718, 0x3429, 0x3497, 0x3bad, 0x3623, 0x3b67, 0x3b2a, 0x2bf1, 0x3ac8, 0x35e2, 0x3887, 0x2ee7, 0x39d6, 0x2c31, 0x35ba, 0x3658, 0x39a6, 
+0x3b07, 0x386c, 0x3415, 0x3a85, 0x3911, 0x30df, 0x3b20, 0x38bd, 0x392a, 0x352c, 0x3558, 0x2486, 0x2f62, 0x3a99, 0x38f5, 0x2dfc, 0x38f9, 0x3bbb, 0x3be2, 0x34b1, 0x3b6e, 0x2cf2, 0x3a61, 0x25f9, 0x3024, 0x3b46, 0x3332, 0x2385, 0x3017, 0x1a5f, 0x39f7, 0x365e, 0x33f7, 0x3478, 0x28da, 0x3808, 0x3b4b, 0x2610, 0x30fd, 0x392c, 0x37aa, 0x361e, 0x2d9e, 0x3287, 0x34cd, 0x376f, 0x356e, 0x3b74, 
+0x3acb, 0x395f, 0x3974, 0x3179, 0x3b19, 0x385d, 0x31c1, 0x3bd8, 0x365a, 0x375f, 0x383f, 0x3a31, 0x31c2, 0x3bc0, 0x39d7, 0x3a6a, 0x3766, 0x3841, 0x3a91, 0x3b0a, 0x2c17, 0x3a75, 0x3988, 0x378f, 0x3871, 0x3ada, 0x360c, 0x3136, 0x38f9, 0x3b55, 0x2c2b, 0x368d, 0x3940, 0x3783, 0x38ed, 0x38d0, 0x377c, 0x3b27, 0x39f3, 0x3afc, 0x3ad7, 0x2e41, 0x3ae4, 0x37a7, 0x36c3, 0x2ab0, 0x27f6, 0x3b55, 
+0x358f, 0x3ad7, 0x2b72, 0x3a7f, 0x205b, 0x37f1, 0x34c8, 0x2f69, 0x3356, 0x3732, 0x3194, 0x32ce, 0x38ad, 0x2c9b, 0x344c, 0x3aaf, 0x38f5, 0x39f3, 0x3428, 0x3276, 0x389c, 0x3a37, 0x3bbd, 0x34ab, 0x3910, 0x38b4, 0x37b5, 0x28d8, 0x378f, 0x3796, 0x3931, 0x38f9, 0x3a06, 0x3848, 0x3a15, 0x370e, 0x33da, 0x389a, 0x36fd, 0x3a76, 0x37f4, 0x22f8, 0x3b5a, 0x39ac, 0x3b8e, 0x37f7, 0x3918, 0x365b, 
+0x39d3, 0x3402, 0x325b, 0x3a97, 0x3253, 0x3915, 0x3a5e, 0x331f, 0x3954, 0x34e7, 0x3548, 0x3562, 0x2611, 0x3a97, 0x3a02, 0x33e5, 0x31a0, 0x3495, 0x3b34, 0x3948, 0x39b3, 0x37a6, 0x366a, 0x3bf2, 0x3932, 0x37d3, 0x2c6f, 0x39d2, 0x367f, 0x237b, 0x384d, 0x2f93, 0x3b84, 0x3770, 0x3997, 0x3b31, 0x3959, 0x3bd1, 0x2e11, 0x33ba, 0x2fd6, 0x38a6, 0x37ef, 0x38a9, 0x3bef, 0x3b98, 0x3b80, 0x3921, 
+0x3ac9, 0x3b94, 0x2da8, 0x39b1, 0x3096, 0x35b1, 0x39a8, 0x3abc, 0x3b01, 0x36dc, 0x3bd2, 0x39fa, 0x3441, 0x2b98, 0x3628, 0x3933, 0x323d, 0x386a, 0x330d, 0x38d4, 0x327a, 0x3581, 0x351e, 0x39ea, 0x3709, 0x39c9, 0x39ce, 0x3749, 0x392a, 0x3bbd, 0x3bf6, 0x3a92, 0x38b8, 0x39b7, 0x2e49, 0x3523, 0x35ea, 0x350c, 0x39f7, 0x2fe2, 0x3a5e, 0x3901, 0x3bcc, 0x1da2, 0x3807, 0x3a7b, 0x3ab7, 0x3095, 
+0x380f, 0x3bce, 0x3aa2, 0x3bcd, 0x3887, 0x2f27, 0x3999, 0x3a35, 0x3884, 0x29bf, 0x3aed, 0x32ec, 0x3831, 0x351b, 0x386e, 0x38cc, 0x35e8, 0x3b73, 0x37ee, 0x36f3, 0x32de, 0x3a8e, 0x3a7f, 0x37b2, 0x39fb, 0x26f9, 0x31c1, 0x3a69, 0x3aa1, 0x2e39, 0x186f, 0x39ca, 0x2d4c, 0x35dd, 0x2d94, 0x39df, 0x3a3f, 0x2fad, 0x2850, 0x3630, 0x3470, 0x3580, 0x3b38, 0x3639, 0x385a, 0x3778, 0x3843, 0x3bbb, 
+0x336e, 0x350e, 0x30a3, 0x3b56, 0x3b24, 0x3859, 0x3090, 0x398d, 0x3afd, 0x33bd, 0x3a92, 0x393e, 0x39cc, 0x2711, 0x3bf0, 0x38c7, 0x2f96, 0x3a3d, 0x3a9a, 0x3843, 0x3940, 0x33c8, 0x35c0, 0x2f6c, 0x37e3, 0x3b04, 0x3aa1, 0x3810, 0x3b66, 0x142f, 0x3b9d, 0x368f, 0x3b90, 0x3550, 0x3b2a, 0x2747, 0x38f8, 0x3a55, 0x386c, 0xd14, 0x36eb, 0x341e, 0x3b4f, 0x2bca, 0x2c8a, 0x3664, 0x3829, 0x2ed0, 
+0x388c, 0x388a, 0x3481, 0x39f6, 0x3287, 0x38da, 0x394d, 0x3ae5, 0x3811, 0x21e1, 0x2d3a, 0x217d, 0x3b63, 0x34af, 0x38e5, 0x3870, 0x34b9, 0x38e3, 0x358e, 0x39ea, 0x26e8, 0x3984, 0x382c, 0x3b28, 0x37b4, 0x360b, 0x3740, 0x2c22, 0x3960, 0x39c5, 0x37f7, 0x249d, 0x391b, 0x3765, 0x2c22, 0x3942, 0x3ab8, 0x2b4a, 0x1da1, 0x3be5, 0x3010, 0x3542, 0x3aac, 0x3af5, 0x36b2, 0x2698, 0x34fb, 0x3a9d, 
+0x3b9d, 0x3bbb, 0x2378, 0x3b83, 0x3b93, 0x304e, 0x2b45, 0x378c, 0x37c1, 0x3ade, 0x38e3, 0x37d2, 0x3ba1, 0x3b3e, 0x362c, 0x3bcd, 0x3a02, 0x2723, 0x287c, 0x3bdd, 0x3b13, 0x3b43, 0x3b2a, 0x3a87, 0x35dd, 0x2c4c, 0x379c, 0x37af, 0x3b2f, 0x37fb, 0x34e7, 0x3207, 0x39a5, 0x381d, 0x39ef, 0x3652, 0x37aa, 0x3a07, 0x3bd2, 0x3bcb, 0x38cc, 0x38b6, 0x27d8, 0x3a0c, 0x2fec, 0x3847, 0x2fa0, 0x3529, 
+0x35ec, 0x3b54, 0x3a7a, 0x3bba, 0x396b, 0x32de, 0x375b, 0x37b8, 0x28c3, 0x3943, 0x2dff, 0x2c42, 0x36f4, 0x3637, 0x3115, 0x3a45, 0x3ba4, 0x3af8, 0x281c, 0x3ad8, 0x3b4c, 0x388a, 0x39f5, 0x308e, 0x3ab9, 0x3ab6, 0x2fe0, 0x36f8, 0x3bba, 0x29a5, 0x3752, 0x39f8, 0x33cb, 0x3b35, 0x356a, 0x3339, 0x3bb9, 0x3bd9, 0x3818, 0x3bbf, 0x3a13, 0x3551, 0x3975, 0x2709, 0x3af7, 0x3459, 0x2bbc, 0x36b6, 
+0x3b29, 0x2d13, 0x3999, 0x3b0f, 0x39cb, 0x3ae9, 0x3413, 0x38ab, 0x3a6a, 0x374e, 0x33b8, 0x3a15, 0x3618, 0x2d46, 0x330b, 0x3a3b, 0x3a6b, 0x3a90, 0x2ef4, 0x3bff, 0x2dd7, 0x3887, 0x360b, 0x382c, 0x375e, 0x32f0, 0x38d4, 0x3aa5, 0x36aa, 0x37af, 0x22fd, 0x3725, 0x3b3f, 0x37a7, 0x3452, 0x1c44, 0x35af, 0x3670, 0x3bfe, 0x27be, 0x380b, 0x3828, 0x3a88, 0x388e, 0x3571, 0x3b6c, 0x3821, 0x3a57, 
+0x3588, 0x2e21, 0x2ca3, 0x39d1, 0x3a56, 0x38d4, 0x39d6, 0x352b, 0x38f2, 0x396b, 0x3a8d, 0x2ccf, 0x3920, 0x390f, 0x3933, 0x2aa9, 0x3b6a, 0x3991, 0x389f, 0x3974, 0x2d2c, 0x3b59, 0x31b7, 0x3601, 0x38b8, 0x35ef, 0x3864, 0x3a43, 0x38d6, 0x3bc5, 0x39d7, 0x3740, 0x340b, 0x3630, 0x34f1, 0x3b1a, 0x3a16, 0x36fa, 0x38fe, 0x3980, 0x3929, 0x3b41, 0x3bf4, 0x2e4a, 0x3ac1, 0x30a3, 0x35a2, 0x3bee, 
+0x3a86, 0x1850, 0x35fb, 0x38e1, 0x2971, 0x368e, 0x3590, 0x38cb, 0x2ba6, 0x3b2b, 0x38d6, 0x386a, 0x30a2, 0x3262, 0x335b, 0x3571, 0x3a39, 0x3bf7, 0x2c12, 0x3abd, 0x391d, 0x38c5, 0x3578, 0x3a6c, 0x2dcd, 0x3818, 0x34b4, 0x3848, 0x2fa9, 0x3b24, 0x38d5, 0x3a7f, 0x31ec, 0x31a9, 0x3ab6, 0x345a, 0x3a71, 0x395c, 0x3bfd, 0x3be8, 0x3b5d, 0x325b, 0x3914, 0x39cf, 0x39c3, 0x3518, 0x38b7, 0x3500, 
+0x3a47, 0x3436, 0x382f, 0x37ae, 0x386b, 0x371b, 0x3a89, 0x3837, 0x379d, 0x352f, 0x3911, 0x3b1f, 0x3ba2, 0x39a2, 0x30d5, 0x2f54, 0x3a40, 0x398b, 0x188d, 0x2439, 0x2816, 0x3886, 0x3b4e, 0x3bac, 0x21a1, 0x379c, 0x3b9d, 0x3a9e, 0x3a29, 0x3a12, 0x396c, 0x39ef, 0x37e2, 0x29f9, 0x3a76, 0x38a1, 0x3a84, 0x357c, 0x3a66, 0x2edc, 0x2eb4, 0x3a98, 0x34b4, 0x3653, 0x2b4c, 0x281c, 0x3af1, 0x3652, 
+0x39d9, 0x3b52, 0x3976, 0x3005, 0x33ec, 0x3960, 0x38e9, 0x35e0, 0x3790, 0x3b8c, 0x3346, 0x3722, 0x35fc, 0x333b, 0x3242, 0x3a42, 0x3865, 0x39d9, 0x38bb, 0x3930, 0x362a, 0x341b, 0x3973, 0x3ac8, 0x3913, 0x2c64, 0x3808, 0x384c, 0x393c, 0x3b7d, 0x3862, 0x3703, 0x2f4e, 0x352b, 0x37f9, 0x345c, 0x3a97, 0x2ee3, 0x300c, 0x372d, 0x3a61, 0x2cf1, 0x3801, 0x377c, 0x316e, 0x382d, 0x3af3, 0x34c3 
 };
\ No newline at end of file
diff --git a/hwpe/redmule/inc/y_2D.h b/hwpe/redmule/inc/y_2D.h
index 9484a10..96721c4 100644
--- a/hwpe/redmule/inc/y_2D.h
+++ b/hwpe/redmule/inc/y_2D.h
@@ -1,27 +1,51 @@
  /* Header file generated by RedMulE Golden Model */
-uint16_t y_inp_2D [32][32] = {
-0x3150, 0x2dc1, 0x3033, 0x31f5, 0x3bb6, 0x3bff, 0x39f9, 0x3662, 0x3720, 0x351d, 0x384b, 0x3093, 0x3b9d, 0x35ad, 0x3695, 0x3466, 0x2300, 0x3445, 0x33ae, 0x3586, 0x38a3, 0x3bdb, 0x33a2, 0x379b, 0x3a0e, 0x38b0, 0x39ba, 0x379b, 0x39d3, 0x3a51, 0x3b30, 0x3794, 
-0x3b76, 0x3042, 0x38cc, 0x2dfc, 0x3b1a, 0x37fb, 0x38f7, 0x3824, 0x386f, 0x38c7, 0x36ee, 0x3a9c, 0x38d3, 0x2c67, 0x3a80, 0x2f30, 0x3328, 0x3721, 0x3790, 0x34e5, 0x3a6c, 0x3643, 0x3934, 0x3034, 0x38d4, 0x362e, 0x3b4b, 0x3408, 0x30c2, 0x370e, 0x3b31, 0x3b16, 
-0x3b6b, 0x39d4, 0x339c, 0x381e, 0x313e, 0x3671, 0x3ae2, 0x3479, 0x3940, 0x342d, 0x3925, 0x370a, 0x35d8, 0x2dad, 0x3888, 0x24b9, 0x375d, 0x34bd, 0x3243, 0x2ebb, 0x3970, 0x3a21, 0x3a07, 0x3877, 0x3888, 0x3569, 0x372d, 0x2ac1, 0x331e, 0x384d, 0x3996, 0x34a4, 
-0x35c1, 0x33a9, 0x21ed, 0x3a42, 0x388d, 0x34e4, 0x33c3, 0x34f9, 0x3a7b, 0x33fb, 0x2cdd, 0x3b0e, 0x333b, 0x3973, 0x34fc, 0x3771, 0x32ea, 0x2de4, 0x31a8, 0x3946, 0x3657, 0x3a4e, 0x36f6, 0x2829, 0x3ba2, 0x3bdc, 0x3bb3, 0x306c, 0x398d, 0x3a1f, 0x3991, 0x3846, 
-0x3547, 0x3292, 0x2e85, 0x31ed, 0x3979, 0x3a90, 0x28a4, 0x3bed, 0x36d8, 0x340e, 0x3b6a, 0x3ab6, 0x3824, 0x382b, 0x3ac3, 0x3811, 0x36d7, 0x3519, 0x3a92, 0x3a42, 0x29d1, 0x383a, 0x3a9b, 0x300e, 0x2cd3, 0x39cd, 0x3874, 0x3a07, 0x2eb1, 0x3b86, 0x3ad8, 0x3a5d, 
-0x3712, 0x284a, 0x38c1, 0x3bec, 0x39c0, 0x32cd, 0x3ad8, 0x3bce, 0x3817, 0x3896, 0x3aa7, 0x3870, 0x3996, 0x32cc, 0x3a4c, 0x3757, 0x3814, 0x3b65, 0x3acb, 0x376e, 0x34c0, 0x3609, 0x3bf0, 0x3b24, 0x3b29, 0x3848, 0x34b7, 0x398a, 0x220c, 0x3498, 0x3a8c, 0x3883, 
-0x38c4, 0x3af6, 0x3a42, 0x2dd6, 0x3147, 0x3717, 0x3a8e, 0x3af9, 0x3296, 0x38ef, 0x34fa, 0x3555, 0x3b29, 0x38de, 0x315e, 0x3773, 0x3b67, 0x3116, 0x38ec, 0x357c, 0x35d0, 0x2518, 0x3958, 0x2a03, 0x37d9, 0x3699, 0x3a1e, 0x3230, 0x3b13, 0x36d4, 0x3b2a, 0x39ad, 
-0x3b10, 0x351a, 0x3b97, 0x3326, 0x2b54, 0x3b7d, 0x386f, 0x373e, 0x37fa, 0x389b, 0x3b90, 0x3292, 0x3975, 0x38f3, 0x37f1, 0x3590, 0x3810, 0x2fd7, 0x3bf7, 0x3a5a, 0x3a1c, 0x34dd, 0x354c, 0x32f8, 0x3095, 0x321e, 0x39e0, 0x395c, 0x3717, 0x357f, 0x394a, 0x34b1, 
-0x3ba4, 0x380c, 0x3604, 0x2f50, 0x348d, 0x3828, 0x3a9f, 0x39ce, 0x32ca, 0x3906, 0x3ab2, 0x2ca5, 0x38c9, 0x362a, 0x34b2, 0x29dc, 0x3a36, 0x3052, 0x31b7, 0x3589, 0x387c, 0x3401, 0x3b22, 0x3ad6, 0x3ae8, 0x3238, 0x3494, 0x3502, 0x3717, 0x3a6c, 0x3229, 0x368c, 
-0x3056, 0x3a56, 0x3498, 0x39eb, 0x2864, 0x342d, 0x39e0, 0x34a1, 0x2b99, 0x3a04, 0x38ff, 0x328c, 0x34d9, 0x387d, 0x3a3c, 0x32e5, 0x39eb, 0x3984, 0x34dd, 0x38a7, 0x373f, 0x39b4, 0x3235, 0x2f58, 0x2f39, 0x3800, 0x3758, 0x3939, 0x39fc, 0x3a4b, 0x38bf, 0x30ee, 
-0x345e, 0x39c8, 0x3a6d, 0x3262, 0x3b81, 0x31dc, 0x3a15, 0x3bd0, 0x36af, 0x36de, 0x37d5, 0x39d7, 0x3ad3, 0x3ac1, 0x3109, 0x35ea, 0x31c6, 0x398d, 0x3987, 0x3a4a, 0x34d2, 0x2ed2, 0x35e6, 0x352c, 0x39eb, 0x3bd6, 0x3a5b, 0x39d1, 0x34aa, 0x3ade, 0x394b, 0x38a1, 
-0x2bed, 0x38de, 0x3811, 0x3813, 0x391a, 0x374b, 0x3829, 0x3725, 0x38f0, 0x3583, 0x3966, 0x3a7d, 0x375a, 0x38fe, 0x3696, 0x361c, 0x39a8, 0x35f0, 0x38e1, 0x3003, 0x3595, 0x316e, 0x3862, 0x3af8, 0x3af2, 0x34c8, 0x381d, 0x37d8, 0x3893, 0x3a9c, 0x3989, 0x308c, 
-0x30cc, 0x2538, 0x399d, 0x3919, 0x399e, 0x21cc, 0x38e9, 0x30f8, 0x3a20, 0x3b3c, 0x3990, 0x259c, 0x3143, 0x3080, 0x3967, 0x3afb, 0x3a1b, 0x3779, 0x2eeb, 0x39f3, 0x379a, 0x369c, 0x3985, 0x3a1b, 0x3ba6, 0x3a53, 0x28d5, 0x3881, 0x31d9, 0x3a34, 0x3bd9, 0x393a, 
-0x3601, 0x2c6e, 0x3636, 0x3298, 0x39bb, 0x3a08, 0x38db, 0x35ad, 0x3a09, 0x36a6, 0x3bc7, 0x3bac, 0x34ae, 0x3291, 0x290b, 0x3250, 0x2648, 0x333d, 0x2bf3, 0x34b1, 0x30e0, 0x351f, 0x3a74, 0x38dc, 0x3883, 0x2841, 0x35e1, 0x390d, 0x3a50, 0x3abd, 0x386d, 0x3bb7, 
-0x3b94, 0x36b7, 0x3a49, 0x332f, 0x3a1d, 0x354b, 0x3bab, 0x3346, 0x3417, 0x351e, 0x3b6d, 0x391a, 0x2db3, 0x3b1c, 0x3a4a, 0x37b7, 0x36cf, 0x3a56, 0x39c4, 0x3be9, 0x34f0, 0x39be, 0x3691, 0x1ba5, 0x3888, 0x3040, 0x3ae1, 0x3b9b, 0x398f, 0x3a49, 0x3a16, 0x38c0, 
-0x386c, 0x39ab, 0x37fa, 0x382c, 0x3a6f, 0x393f, 0x340d, 0x38ef, 0x39d1, 0x3845, 0x398f, 0x363e, 0x3687, 0x3052, 0x3a2b, 0x392c, 0x2f5c, 0x3412, 0x3a1f, 0x3b2f, 0x3bcc, 0x3a63, 0x3a89, 0x36e9, 0x3921, 0x3b80, 0x2dc0, 0x3a03, 0x3beb, 0x38d3, 0x36cb, 0x39a3, 
-0x3978, 0x3a88, 0x3ba4, 0x3561, 0x28c5, 0x33a0, 0x37be, 0x2c39, 0x30ee, 0x3782, 0x2c07, 0x354e, 0x3491, 0x3a92, 0x331a, 0x3b15, 0x32e1, 0x3839, 0x3afb, 0x36c2, 0x2fd0, 0x29ad, 0x3b2e, 0x39c1, 0x2a8c, 0x341a, 0x2f90, 0x395a, 0x3969, 0x37ea, 0x3a5c, 0x3b6d, 
-0x3971, 0x3a93, 0x304e, 0x3623, 0x3a22, 0x31ee, 0x29df, 0x2c93, 0x3a01, 0x3a62, 0x366c, 0x371d, 0x3af3, 0x2e08, 0x3ac0, 0x3642, 0x3a28, 0x368d, 0x2d3d, 0x36d9, 0x32c3, 0x373f, 0x36fe, 0x3487, 0x2c81, 0x3623, 0x3b59, 0x3a91, 0x350a, 0x34f4, 0x3b09, 0x2c25, 
-0x3b13, 0x325a, 0x379e, 0x3a7d, 0x34b1, 0x39d5, 0x2ba8, 0x322b, 0x3b5e, 0x37ab, 0x2e24, 0x3ba9, 0x3a3d, 0x34f7, 0x3ba1, 0x3877, 0x3071, 0x39fb, 0x3bbd, 0x3633, 0x3b36, 0x2daa, 0x3b9b, 0x3aa0, 0x395c, 0x3b8f, 0x38d5, 0x3ab0, 0x3a8f, 0x36c2, 0x3b1f, 0x3489, 
-0x2acc, 0x3845, 0x3715, 0x37d8, 0x3992, 0x3bff, 0x350e, 0x3ad7, 0x39b0, 0x35ac, 0x3287, 0x385f, 0x3bd4, 0x37a3, 0x3438, 0x39a5, 0x3bcf, 0x38c3, 0x34f6, 0x3ae3, 0x3b57, 0x39af, 0x35eb, 0x3bed, 0x34d4, 0x2a95, 0x3b13, 0x384e, 0x3a3b, 0x33da, 0x3bce, 0x3b99, 
-0x3559, 0x3335, 0x3a2e, 0x3123, 0x38db, 0x33d0, 0x3638, 0x3b17, 0x3a72, 0x3afc, 0x3936, 0x3838, 0x2b69, 0x3895, 0x3a1a, 0x3192, 0x39d5, 0x37a5, 0x2eb0, 0x2e8b, 0x329a, 0x3b90, 0x390a, 0x3a1e, 0x3847, 0x375d, 0x3873, 0x35e2, 0x3771, 0x30f5, 0x3231, 0x3bd7, 
-0x2bbc, 0x3ace, 0x31ad, 0x3a6b, 0x28a4, 0x3b48, 0x3ba3, 0x3a84, 0x3353, 0x39f6, 0x381f, 0x2dd6, 0x314c, 0x34af, 0x3929, 0x3921, 0x383b, 0x34b0, 0x3923, 0x32c9, 0x3ae7, 0x318f, 0x3480, 0x2ad8, 0x3042, 0x3a4c, 0x349d, 0x2c12, 0x3abb, 0x3a57, 0x3b0d, 0x3111, 
-0x3359, 0x3a84, 0x38f2, 0x368d, 0x2f4b, 0x3ba0, 0x395c, 0x3026, 0x3a15, 0x2a04, 0x326e, 0x3522, 0x31a2, 0x382f, 0x2ada, 0x3b7c, 0x2f80, 0x3af5, 0x2d35, 0x38fa, 0x39ab, 0x2c6d, 0x2e7a, 0x39f6, 0x31a4, 0x3a53, 0x358c, 0x3951, 0x3a4e, 0x3916, 0x2a3f, 0x3ae9, 
-0x3b03, 0x39f8, 0x39fe, 0x3a61, 0x39fb, 0x3704, 0x360d, 0x39a7, 0x37a9, 0x348f, 0x3a30, 0x3af5, 0x366f, 0x3b29, 0x3a6a, 0x33d5, 0x370a, 0x39cd, 0x3444, 0x3bea, 0x3b2b, 0x312e, 0x3b8e, 0x32cf, 0x3b79, 0x3302, 0x3bba, 0x3962, 0x3413, 0x37a1, 0x39e0, 0x3805 
+uint16_t y_inp_2D [48][48] = {
+0x2a2c, 0x303b, 0x3a3b, 0x37e1, 0x3aa7, 0x32fc, 0x35c2, 0x3b7f, 0x3a5f, 0x2b3e, 0x32eb, 0x37cd, 0x3864, 0x37f2, 0x3b49, 0x3701, 0x3919, 0x1c22, 0x3a1e, 0x3abe, 0x3b89, 0x2f84, 0x300f, 0x385a, 0x3309, 0x350a, 0x32ec, 0x3657, 0x2a10, 0x3aa7, 0x38f3, 0x3625, 0x3af7, 0x374a, 0x38a5, 0x378d, 0x3a3a, 0x387b, 0x37bc, 0x383a, 0x3019, 0x3419, 0x38a5, 0x3794, 0x3770, 0x3ad3, 0x31d5, 0x3b7c, 
+0x37d1, 0x3547, 0x376d, 0x3b0c, 0x3590, 0x355e, 0x3a64, 0x2742, 0x388b, 0x3b2d, 0x3b41, 0x3a58, 0x3ac0, 0x39d0, 0x2ecc, 0x2767, 0x3b8d, 0x36cd, 0x380a, 0x2c1c, 0x3274, 0x2f60, 0x3757, 0x39ee, 0x3b01, 0x3b5f, 0x3aba, 0x334d, 0x39ce, 0x37f5, 0x3a2f, 0x3be6, 0x337f, 0x3341, 0x3510, 0x39a7, 0x3abb, 0x3be6, 0x3aae, 0x3b01, 0x37bd, 0x3129, 0x36d9, 0x3478, 0x3530, 0x3807, 0x380b, 0x3b2c, 
+0x399d, 0x35bc, 0x3971, 0x3bb8, 0x2ec7, 0x3a89, 0x3b38, 0x3a88, 0x22a9, 0x33d5, 0x3a10, 0x361d, 0x3ae5, 0x3b13, 0x3a6d, 0x3b3c, 0x3bf3, 0x391d, 0x3a20, 0x3324, 0x394a, 0x30fc, 0x3348, 0x3925, 0x316f, 0x3b75, 0x34dc, 0x30c2, 0x3949, 0x35bd, 0x38ac, 0x2e88, 0x3b96, 0x38c0, 0x2f84, 0x3644, 0x31d2, 0x3b26, 0x3a1c, 0x31ba, 0x3b5c, 0x3181, 0x3a9f, 0x35ae, 0x3208, 0x397a, 0x35f0, 0x3689, 
+0x37fb, 0x3aba, 0x3a69, 0x373a, 0x392f, 0x3adb, 0x3167, 0x29b8, 0x3920, 0x34ac, 0x3758, 0x38bf, 0x3940, 0x3baf, 0x32ef, 0x3b98, 0x3b9f, 0x3b30, 0x384f, 0x3539, 0x3a26, 0x398f, 0x2230, 0x39d8, 0x395b, 0x3a3f, 0x2d89, 0x3b01, 0x3b8c, 0x3a30, 0x38b4, 0x30ab, 0x35ab, 0x3a7e, 0x3850, 0x3894, 0x3424, 0x39d3, 0x3a42, 0x39d0, 0x39a8, 0x36a9, 0x3b35, 0x2cdf, 0x3705, 0x3841, 0x3b79, 0x3b23, 
+0x2dd5, 0x3a67, 0x3178, 0x37a5, 0x3b5b, 0x3b5a, 0x2a68, 0x38c4, 0x3b23, 0x3943, 0x310c, 0x3261, 0x3889, 0x380c, 0x3626, 0x39ab, 0x3b7b, 0x3b53, 0x3a4a, 0x2f44, 0x3a74, 0x346b, 0x3481, 0x379b, 0x3bd0, 0x3a76, 0x3bca, 0x38b3, 0x3b1a, 0x3a84, 0x373f, 0x3a52, 0x3554, 0x3690, 0x3b66, 0x3a12, 0x3aa5, 0x3b45, 0x38c3, 0x396a, 0x2d50, 0x3978, 0x2442, 0x3ab9, 0x3818, 0x34b6, 0x34c0, 0x3a08, 
+0x38a4, 0x380c, 0x3b25, 0x363e, 0x2e86, 0x356f, 0x394f, 0x38e2, 0x27ab, 0x3b59, 0x2e61, 0x34ea, 0x38e6, 0x3673, 0x39a5, 0x3785, 0x2ebb, 0x3314, 0x367e, 0x34e4, 0x3884, 0x2fbf, 0x2f51, 0x3105, 0x3a29, 0x3aae, 0x3aea, 0x3977, 0x3b46, 0x3b29, 0x3ab7, 0x374c, 0x2e01, 0x3935, 0x3965, 0x31ed, 0x380e, 0x340d, 0x3615, 0x2a10, 0x23ab, 0x3990, 0x2c3a, 0x3723, 0x3001, 0x25e3, 0x3649, 0x2491, 
+0x39f6, 0x3a32, 0x3171, 0x38bc, 0x390d, 0x39ec, 0x3621, 0x3511, 0x39c8, 0x2c9b, 0x24b6, 0x38fb, 0x201c, 0x3367, 0x3b6c, 0x3ada, 0x37ce, 0x368e, 0x3909, 0x32f0, 0x3180, 0x3aca, 0x39e8, 0x3a6f, 0x2f65, 0x3b78, 0x3b6f, 0x378c, 0x2938, 0x393a, 0x319f, 0x38aa, 0x386c, 0x3b7b, 0x3b7d, 0x387a, 0x3bdd, 0x3af5, 0x2e74, 0x2c3d, 0x3add, 0x2ef4, 0x3a16, 0x2d55, 0x387d, 0x35ce, 0x2753, 0x3b55, 
+0x3b84, 0x2ebf, 0x335a, 0x391b, 0x3870, 0x3a8e, 0x39a2, 0x3397, 0x3751, 0x3a3e, 0x3920, 0x379b, 0x31a4, 0x3b01, 0x3ad6, 0x3a94, 0x3825, 0x3840, 0x3690, 0x37e9, 0x3bf0, 0x3bb3, 0x39a6, 0x3bf2, 0x363b, 0x39e1, 0x306c, 0x36de, 0x3b80, 0x3b52, 0x3769, 0x389d, 0x3598, 0x36b1, 0x3a0c, 0x3647, 0x3587, 0x3884, 0x3a4d, 0x29ad, 0x382a, 0x35cb, 0x35d3, 0x374b, 0x374c, 0x3b35, 0x3a58, 0x39db, 
+0x3951, 0x38d5, 0x3ad1, 0x3b01, 0x3714, 0x3a8b, 0x3a1d, 0x360f, 0x2e2d, 0x3990, 0x35d5, 0x3b98, 0x3122, 0x2efe, 0x33bd, 0x3b8c, 0x37b8, 0x3a51, 0x38d8, 0x39ac, 0x3691, 0x31b6, 0x3557, 0x2cf7, 0x3a32, 0x3aa3, 0x35b8, 0x385b, 0x3a32, 0x3688, 0x367a, 0x30d6, 0x2f4b, 0x3ba0, 0x3121, 0x30af, 0x375b, 0x33f0, 0x3854, 0x3b73, 0x3a16, 0x3444, 0x393b, 0x393b, 0x30f4, 0x2d8b, 0x38a1, 0x2b29, 
+0x3679, 0x3966, 0x37a1, 0x3832, 0x39bc, 0x356b, 0x2d9a, 0x3a05, 0x3b20, 0x38e9, 0x38c2, 0x38c2, 0x3a76, 0x3523, 0x3812, 0x388d, 0x37f4, 0x3b3b, 0x3ab7, 0x3366, 0x39a9, 0x3bb3, 0x3ac8, 0x3ad9, 0x3994, 0x343f, 0x3669, 0x2e50, 0x3b6c, 0x3873, 0x3b13, 0x3acd, 0x2bf7, 0x3b9c, 0x34aa, 0x385b, 0x2dae, 0x2aac, 0x2882, 0x2d37, 0x3bd9, 0x32f9, 0x36e2, 0x3315, 0x395c, 0x3ace, 0x353c, 0x3b25, 
+0x3b1e, 0x3687, 0x2fee, 0x3917, 0x3027, 0x3238, 0x39ce, 0x323d, 0x3498, 0x3be7, 0x36c5, 0x36e0, 0x38b3, 0x3420, 0x36ed, 0x3353, 0x30cc, 0x3ab7, 0x323b, 0x3a05, 0x27f2, 0x3177, 0x3552, 0x3897, 0x2f99, 0x39d3, 0x31a0, 0x3634, 0x2d52, 0x2915, 0x33c4, 0x1585, 0x3bf7, 0x3ad6, 0x380d, 0x3673, 0x29d3, 0x3800, 0x39fa, 0x391c, 0x3263, 0x3025, 0x3995, 0x373e, 0x2941, 0x35b7, 0x3b45, 0x3a0f, 
+0x327c, 0x3172, 0x38aa, 0x298f, 0x3a13, 0x3b4a, 0x2b09, 0x3816, 0x3567, 0x390c, 0x3885, 0x38e9, 0x34f9, 0x39ca, 0x35f6, 0x3a74, 0x35f3, 0x1e43, 0x38d4, 0x26fc, 0x2d8a, 0x350f, 0x3456, 0x3862, 0x389c, 0x382a, 0x3756, 0x3941, 0x3ba5, 0x37fb, 0x39d9, 0x382d, 0x3ba3, 0x3b3c, 0x3619, 0x3228, 0x3a5b, 0x3753, 0x38f6, 0x3840, 0x2870, 0x3149, 0x39a4, 0x3ba1, 0x3b35, 0x3afa, 0x3248, 0x3a32, 
+0x34d3, 0x35a7, 0x34d4, 0x3b27, 0x3a3b, 0x3769, 0x380a, 0x34e9, 0x2434, 0x3452, 0x3a30, 0x34e8, 0x27e1, 0x39e2, 0x395f, 0x38e9, 0x342b, 0x3954, 0x3071, 0x38a3, 0x3153, 0x3974, 0x36d5, 0x37f9, 0x35c5, 0x3870, 0x3ba9, 0x3a57, 0x36c9, 0x3ab2, 0x2a4c, 0x3887, 0x339c, 0x3bc1, 0x3a83, 0x326c, 0x373a, 0x2c72, 0x2b29, 0x3a2d, 0x393a, 0x2fcb, 0x3800, 0x394f, 0x38c6, 0x3955, 0x3910, 0x378a, 
+0x3acd, 0x3a17, 0x355f, 0x39f4, 0x36e7, 0x3ae9, 0x3546, 0x261c, 0x3bec, 0x3472, 0x34cb, 0x3af4, 0x3712, 0x3a84, 0x368e, 0x3b1a, 0x2654, 0x3ace, 0x3a72, 0x39ad, 0x3858, 0x37c9, 0x3734, 0x3ba6, 0x3b15, 0x390d, 0x354f, 0x1b54, 0x3b79, 0x2ba6, 0x35dd, 0x3b25, 0x3bfe, 0x3405, 0x363d, 0x2f80, 0x39a7, 0x3400, 0x37ec, 0x2c2c, 0x3b6e, 0x3acc, 0x3b03, 0x39af, 0x31e7, 0x3958, 0x3480, 0x3977, 
+0x34e7, 0x35d1, 0x35bc, 0x38d0, 0x3b9e, 0x3ae4, 0x3865, 0x1e86, 0x32e5, 0x28d7, 0x3ae5, 0x3a0a, 0x3678, 0x3a1c, 0x3856, 0x280c, 0x3a5a, 0x30e7, 0x3b96, 0x3b1d, 0x3826, 0x2eb3, 0x3a15, 0x301f, 0x3a08, 0x340f, 0x3a8d, 0x1cb3, 0x2a89, 0x38ea, 0x3ae1, 0x384d, 0x3b70, 0x3982, 0x3077, 0x3af2, 0x37a9, 0x361b, 0x3335, 0x35db, 0x3701, 0x3a0a, 0x3aec, 0x39bb, 0x3bf6, 0x3b22, 0x3793, 0x3aef, 
+0x3a88, 0x3834, 0x33d4, 0x38ed, 0x2e48, 0x3291, 0x3b11, 0x3775, 0x36bc, 0x36d6, 0x314e, 0x3266, 0x3326, 0x2fe6, 0x386f, 0x3bdf, 0x3a3c, 0x2e72, 0x3238, 0x3a0e, 0x3812, 0x332b, 0x3594, 0x368b, 0x38f6, 0x381d, 0x3b00, 0x1c2d, 0x3abf, 0x3ac4, 0x2ced, 0x3128, 0x39e9, 0x2d97, 0x247d, 0x3a10, 0x2d03, 0x3a5a, 0x3839, 0x3985, 0x2d87, 0x3645, 0x387e, 0x34be, 0x29e6, 0x395c, 0x2ce6, 0x395f, 
+0x3a6c, 0x3545, 0x3b3f, 0x3ad1, 0x3b94, 0x3b9a, 0x2d92, 0x2e46, 0x3866, 0x3994, 0x3a0d, 0x341d, 0x3199, 0x30e4, 0x2d19, 0x34a9, 0x36d5, 0x3916, 0x385c, 0x3b9d, 0x3660, 0x39a5, 0x3091, 0x38d1, 0x3a0d, 0x34d5, 0x3b90, 0x3707, 0x32ae, 0x39e1, 0x382d, 0x2875, 0x2d57, 0x3484, 0x384e, 0x1cb2, 0x2e3d, 0x3575, 0x30f3, 0x3ac7, 0x37c0, 0x3a1c, 0x355a, 0x34d8, 0x38ac, 0x3839, 0x3abc, 0x3517, 
+0x2d7b, 0x3b2b, 0x3a3f, 0x3962, 0x3bcd, 0x3a92, 0x3983, 0x3b99, 0x3446, 0x37db, 0x3a51, 0x385c, 0x3179, 0x2942, 0x396b, 0x3855, 0x3872, 0x3a2b, 0x3b91, 0x35a7, 0x3a30, 0x2f3d, 0x39c2, 0x352a, 0x301a, 0x362b, 0x395a, 0x28fe, 0x2e22, 0x2b81, 0x3b3d, 0x3680, 0x3061, 0x3b29, 0x3a5a, 0x3549, 0x3bb2, 0x3bc9, 0x352f, 0x2e0b, 0x3220, 0x3637, 0x3b8c, 0x38c5, 0x3af1, 0x33b7, 0x3b6c, 0x389b, 
+0x3763, 0x23a5, 0x3461, 0x3a80, 0x35c7, 0x3200, 0x3811, 0x39e4, 0x356b, 0x39d5, 0x3974, 0x38b0, 0x3b00, 0x3bc7, 0x3a01, 0x3bf3, 0x3268, 0x3971, 0x3bbe, 0x37cc, 0x3607, 0x3327, 0x3995, 0x2bc0, 0x345f, 0x2ad7, 0x341f, 0x322a, 0x380d, 0x2b0f, 0x34b6, 0x38df, 0x382d, 0x35ca, 0x34c4, 0x3bce, 0x3a53, 0x36cc, 0x38ff, 0x38fd, 0x2c82, 0x3899, 0x3895, 0x3871, 0x3bd1, 0x3543, 0x3a44, 0x349b, 
+0x3512, 0x37a4, 0x3429, 0x399d, 0x37a6, 0x2afb, 0x37a4, 0x3832, 0x39f0, 0x38e0, 0x3266, 0x27b9, 0x3814, 0x327b, 0x3a8c, 0x31f9, 0x346d, 0x34c9, 0x3b8a, 0x359d, 0x39b2, 0x39d6, 0x3602, 0x2df2, 0x3b65, 0x2fe6, 0x3ad5, 0x3600, 0x3b32, 0x3b92, 0x34a1, 0x375b, 0x38f6, 0x3aab, 0x38f2, 0x3561, 0x367c, 0x3995, 0x39c0, 0x2ff3, 0x31f8, 0x3413, 0x3ba4, 0x2e61, 0x3b6f, 0x2956, 0x3af0, 0x35fa, 
+0x2a90, 0x33f4, 0x3885, 0x3803, 0x37c3, 0x3499, 0x38f4, 0x36a3, 0x3984, 0x3715, 0x3a15, 0x3a7d, 0x3885, 0x3a5e, 0x3921, 0x3af3, 0x397a, 0x380c, 0x381b, 0x3be7, 0x395e, 0x357d, 0x36bd, 0x3b7c, 0x34a2, 0x333c, 0x3be1, 0x3431, 0x3051, 0x38ec, 0x3a6d, 0x3aa9, 0x399a, 0x2b03, 0x394b, 0x3823, 0x3bc3, 0x388f, 0x3815, 0x3a7c, 0x3a85, 0x32fe, 0x3bbb, 0x38fd, 0x3b92, 0x3472, 0x367d, 0x32b2, 
+0x2c09, 0x3236, 0x36be, 0x3007, 0x30c2, 0x3666, 0x3b42, 0x3780, 0x3a9d, 0x314a, 0x3933, 0x3b0e, 0x3a76, 0x3ab1, 0x3acc, 0x35c7, 0x2834, 0x347e, 0x393e, 0x36fd, 0x3ac8, 0x3419, 0x3977, 0x3a68, 0x38aa, 0x2f27, 0x30a5, 0x3bef, 0x3bb0, 0x3629, 0x35ea, 0x3647, 0x39dd, 0x33ef, 0x3a4c, 0x33ba, 0x37c6, 0x3a33, 0x3824, 0x30c5, 0x3b25, 0x332d, 0x363f, 0x394d, 0x3289, 0x388e, 0x3978, 0x396b, 
+0x3647, 0x3876, 0x3364, 0x3b51, 0x3a09, 0x385c, 0x38cb, 0x3bb1, 0x3b8e, 0x3172, 0x3235, 0x3873, 0x3701, 0x2d2f, 0x3610, 0x35a8, 0x30da, 0x28c2, 0x3b5f, 0x39ef, 0x326b, 0x2b05, 0x378a, 0x3491, 0x3a86, 0x3a16, 0x3ae6, 0x3601, 0x3a6d, 0x394e, 0x389c, 0x3b19, 0x3af7, 0x36ee, 0x2bc3, 0x3a71, 0x3751, 0x3577, 0x34a3, 0x37da, 0x28ae, 0x2e26, 0x37d1, 0x3872, 0x3941, 0x31dd, 0x2b26, 0x3152, 
+0x3a0d, 0x33c1, 0x3572, 0x326b, 0x34a6, 0x373a, 0x39cc, 0x39d8, 0x39fd, 0x3af7, 0x390a, 0x3434, 0x34c6, 0x364a, 0x3417, 0x2962, 0x30dd, 0x38d1, 0x3a99, 0x3762, 0x2e6a, 0x392d, 0x3983, 0x3aa1, 0x322f, 0x3b7e, 0x2e09, 0x341d, 0x3412, 0x3995, 0x355f, 0x30a1, 0x3641, 0x35e6, 0x35d8, 0x38b9, 0x3920, 0x3be6, 0x3836, 0x35f2, 0x2af0, 0x3543, 0x34a2, 0x3a2a, 0x3b4a, 0x2c71, 0x3191, 0x39e5, 
+0x3812, 0x3841, 0x3aaa, 0x38d0, 0x2e84, 0x3106, 0x3649, 0x3927, 0x320a, 0x3bd9, 0x3478, 0x3a16, 0x39d2, 0x36e8, 0x35c3, 0x2cd9, 0x2fe8, 0x393f, 0x3406, 0x317e, 0x3abe, 0x36ec, 0x3a6d, 0x3a7d, 0x30bf, 0x2cd3, 0x363b, 0x3163, 0x36ae, 0x387a, 0x3a1e, 0x3013, 0x2cc7, 0x3845, 0x3587, 0x3a74, 0x3939, 0x35bc, 0x378e, 0x38ef, 0x39df, 0x374e, 0x3b2c, 0x388c, 0x37b0, 0x3421, 0x3837, 0x372a, 
+0x3b1c, 0x3509, 0x36ae, 0x24b6, 0x39eb, 0x34fe, 0x3b1e, 0x3925, 0x3407, 0x3a93, 0x3727, 0x37da, 0x3648, 0x3ac5, 0x3095, 0x25c6, 0x324d, 0x34cb, 0x2ee4, 0x3516, 0x35c6, 0x3744, 0x3314, 0x387e, 0x3bb6, 0x3344, 0x373b, 0x39a2, 0x355d, 0x38a3, 0x34b9, 0x3590, 0x3907, 0x39bb, 0x3908, 0x38fc, 0x2c76, 0x2ca0, 0x2a80, 0x37fb, 0x264c, 0x36e0, 0x3a2a, 0x3813, 0x3a15, 0x3bfb, 0x357f, 0x37a1, 
+0x3b41, 0x393b, 0x3ae1, 0x35f4, 0x39dc, 0x3ad5, 0x376c, 0x32bc, 0x2e82, 0x3ab0, 0x379d, 0x3a93, 0x3665, 0x38dd, 0x2afc, 0x3367, 0x3873, 0x3baa, 0x35d5, 0x3823, 0x3add, 0x37f4, 0x38aa, 0x357b, 0x3a4f, 0x3aab, 0x2832, 0x3667, 0x3823, 0x3106, 0x38e6, 0x3245, 0x3051, 0x30a3, 0x2db8, 0x39ac, 0x31e7, 0x325e, 0x3410, 0x39eb, 0x369c, 0x3aa4, 0x35b2, 0x3322, 0x308c, 0x2f88, 0x3b4b, 0x34fe, 
+0x3b32, 0x3235, 0x3b8b, 0x332b, 0x3001, 0x2067, 0x361e, 0x397b, 0x378b, 0x3ad9, 0x3236, 0x34b0, 0x387c, 0x37de, 0x38f2, 0x3861, 0x27fd, 0x3a01, 0x3992, 0x2d5c, 0x313f, 0x3a05, 0x3bfe, 0x34b1, 0x3bfb, 0x39f4, 0x3747, 0x3b61, 0x3bb1, 0x3145, 0x3446, 0x34e6, 0x3a96, 0x2d1d, 0x3bd7, 0x2c12, 0x3161, 0x3790, 0x3bea, 0x3518, 0x36a2, 0x3b7c, 0x3825, 0x325f, 0x3997, 0x38e8, 0x37c4, 0x312a, 
+0x3a69, 0x3177, 0x35f7, 0x3381, 0x32c4, 0x38bb, 0x3677, 0x30bd, 0x38da, 0x325a, 0x3944, 0x3913, 0x3962, 0x308d, 0x37ad, 0x3834, 0x385b, 0x3492, 0x3574, 0x38a5, 0x30e2, 0x35c1, 0x3975, 0x37ad, 0x3784, 0x33ea, 0x39ff, 0x328e, 0x3be0, 0x3b34, 0x3460, 0x3ab7, 0x3a60, 0x3477, 0x3938, 0x3342, 0x34cc, 0x31d0, 0x2c08, 0x3aab, 0x3bb2, 0x3ba5, 0x396b, 0x3ae2, 0x37af, 0x334a, 0x2866, 0x3836, 
+0x3528, 0x362b, 0x2b89, 0x2946, 0x3812, 0x2a40, 0x3b9c, 0x36a8, 0x2d19, 0x3b81, 0x3a64, 0x305b, 0x3143, 0x37b0, 0x35a7, 0x3579, 0x313e, 0x3b5f, 0x35f7, 0x385c, 0x3bbd, 0x2b09, 0x37c1, 0x3833, 0x30b6, 0x1dbb, 0x36f3, 0x3785, 0x351d, 0x1d0d, 0x398c, 0x3919, 0x312d, 0x2af8, 0x3ae6, 0x3ba3, 0x2821, 0x1bb5, 0x37d2, 0x3344, 0x3b88, 0x38e8, 0x333d, 0x37cb, 0x3962, 0x3100, 0x3260, 0x3aeb, 
+0x39d6, 0x36e1, 0x393a, 0x3a38, 0x383c, 0x35c6, 0x3acd, 0x38d9, 0x35f8, 0x377a, 0x3af7, 0x3903, 0x2148, 0x3851, 0x2a7b, 0x3452, 0x3425, 0x2fd4, 0x3751, 0x335c, 0x366e, 0x3a2b, 0x30c1, 0x317a, 0x355a, 0x2d45, 0x390c, 0x3aa9, 0x38f4, 0x3007, 0x3924, 0x381d, 0x378c, 0x3541, 0x3a37, 0x38d0, 0x351d, 0x37ad, 0x3abb, 0x3989, 0x3716, 0x33ed, 0x396a, 0x3b60, 0x3ba0, 0x3818, 0x3b94, 0x35a7, 
+0x369a, 0x3755, 0x3a5b, 0x3a1e, 0x35d3, 0x3a14, 0x1da4, 0x39f6, 0x3a81, 0x3ac3, 0x397d, 0x340b, 0x3aa7, 0x2b95, 0x3791, 0x1fa8, 0x2e38, 0x38e0, 0x3275, 0x3b9f, 0x3956, 0x2520, 0x3baf, 0x35c4, 0x3112, 0x3aee, 0x3a57, 0x31db, 0x394c, 0x35c7, 0x3a4f, 0x39fa, 0x3415, 0x26d6, 0x3a20, 0x383a, 0x35ed, 0x3549, 0x3907, 0x3858, 0x34f9, 0x3b66, 0x39f1, 0x2fc9, 0x3479, 0x3674, 0x3622, 0x34cc, 
+0x3aa6, 0x2c56, 0x347e, 0x39a1, 0x364c, 0x3b8b, 0x3abe, 0x311f, 0x3ae4, 0x3beb, 0x39a9, 0x3b8b, 0x3763, 0x3b33, 0x3407, 0x34a7, 0x31b8, 0x3a3d, 0x3a91, 0x3b44, 0x31ef, 0x3136, 0x3b43, 0x37a5, 0x39f8, 0x3893, 0x3851, 0x2991, 0x3b5a, 0x3a61, 0x3a0f, 0x397e, 0x3b5b, 0x34cd, 0x3647, 0x39ce, 0x3aab, 0x3899, 0x3baf, 0x3aea, 0x2aa1, 0x2da5, 0x3908, 0x29a7, 0x3bd7, 0x38d7, 0x36fd, 0x3aac, 
+0x38c1, 0x311e, 0x37d2, 0x3b9c, 0x36f8, 0x35aa, 0x3a7d, 0x26c4, 0x3467, 0x28c5, 0x1070, 0x2acd, 0x3ab6, 0x3310, 0x3876, 0x394f, 0x3a17, 0x3b9c, 0x3039, 0x32d0, 0x31bc, 0x2a58, 0x3ad3, 0x2dcb, 0x3acd, 0x38ad, 0x3ba0, 0x33fa, 0x3a3b, 0x37e9, 0x3b77, 0x3b04, 0x397a, 0x2fcb, 0x3b00, 0x397b, 0x39f3, 0x3b65, 0x386b, 0x38ec, 0x39d0, 0x3772, 0x3874, 0x3623, 0x3a9b, 0x3a01, 0x327e, 0x2cf5, 
+0x3993, 0x3be6, 0x375b, 0x3635, 0x3ba4, 0x3208, 0x3940, 0x3252, 0x3557, 0x39ae, 0x3a57, 0x2c3a, 0x389b, 0x3401, 0x3acf, 0x3beb, 0x3a90, 0x3add, 0x35cd, 0x38cf, 0x3328, 0x38e1, 0x3b21, 0x2e2e, 0x3395, 0x37e0, 0x3170, 0x384a, 0x32fe, 0x2383, 0x3aae, 0x3980, 0x3a4a, 0x314d, 0x33d8, 0x3adf, 0x34c2, 0x3a10, 0x3201, 0x3027, 0x38fb, 0x367c, 0x39b0, 0x2d2d, 0x3836, 0x326b, 0x3bf9, 0x3a35, 
+0x3258, 0x2acc, 0x3b1f, 0x35f8, 0x38e9, 0x344f, 0x289b, 0x345d, 0x3498, 0x3717, 0x355d, 0x29ff, 0x32c8, 0x3653, 0x39ef, 0x34ac, 0x3a94, 0x34cb, 0x395f, 0x3b8a, 0x38bb, 0x3759, 0x3318, 0x30b2, 0x3a03, 0x3174, 0x392e, 0x297d, 0x2548, 0x3b2c, 0x35b0, 0x3565, 0x323f, 0x3b9b, 0x3457, 0x384d, 0x38d6, 0x355d, 0x3008, 0x39c3, 0x2c5e, 0x3b90, 0x3ae3, 0x3a44, 0x3b8d, 0x307e, 0x3a86, 0x3058, 
+0x3add, 0x2333, 0x36c5, 0x280a, 0x3856, 0x2d97, 0x3419, 0x33a8, 0x3230, 0x2e85, 0x32f5, 0x3a43, 0x3a53, 0x3547, 0x208c, 0x3718, 0x31a0, 0x3460, 0x3788, 0x3aa0, 0x3abf, 0x2be0, 0x387c, 0x3bf2, 0x392b, 0x3a50, 0x3b0c, 0x380c, 0x39cf, 0x3af9, 0x31c0, 0x2f02, 0x3bb9, 0x3819, 0x3587, 0x30be, 0x3acd, 0x3693, 0x3576, 0x30ac, 0x3553, 0x36d6, 0x39ba, 0x31cb, 0x383b, 0x3ba1, 0x386d, 0x361b, 
+0x391a, 0x37c2, 0x398c, 0x3972, 0x32ad, 0x3b4f, 0x3617, 0x3b19, 0x36c4, 0x26e6, 0x3842, 0x3b5a, 0x3b60, 0x3061, 0x3af6, 0x3752, 0x2da0, 0x36d0, 0x34e5, 0x3ae4, 0x3909, 0x3a64, 0x3824, 0x352c, 0x339c, 0x327e, 0x3bf6, 0x3271, 0x2ebd, 0x39ff, 0x2883, 0x2f32, 0x30c1, 0x3b76, 0x2a62, 0x351a, 0x33d7, 0x39a7, 0x344c, 0x368a, 0x38d7, 0x38e4, 0x3a55, 0x3761, 0x3b7e, 0x367c, 0x35bf, 0x3441, 
+0x35a2, 0x3967, 0x3892, 0x2f81, 0x3881, 0x3b12, 0x3966, 0x390f, 0x2cf4, 0x32a9, 0x351e, 0x389b, 0x3712, 0x3806, 0x3ba7, 0x3137, 0x3911, 0x3706, 0x37cc, 0x3403, 0x3a9d, 0x322d, 0x3a3e, 0x3ae6, 0x3ad9, 0x37c7, 0x3b2b, 0x3b1f, 0x2dd7, 0x396c, 0x39de, 0x39db, 0x3bbb, 0x32fb, 0x38ee, 0x2c9e, 0x38a1, 0x3a41, 0x3938, 0x3497, 0x38f1, 0x3abd, 0x3a8f, 0x3be5, 0x3b00, 0x3482, 0x3731, 0x3a85, 
+0x39e6, 0x359a, 0x37f1, 0x3938, 0x37cb, 0x3051, 0x3a9a, 0x39ff, 0x39e0, 0x27b2, 0x3856, 0x36e9, 0x3ac2, 0x379a, 0x38fa, 0x3546, 0x2ab1, 0x35f6, 0x3aba, 0x39ce, 0x30f2, 0x3b07, 0x35e3, 0x38dd, 0x3a31, 0x3a87, 0x339b, 0x37e4, 0x39b5, 0x3642, 0x3aaa, 0x3b79, 0x3995, 0x39ba, 0x38fb, 0x3696, 0x348c, 0x35cf, 0x2df5, 0x3063, 0x3b39, 0x34ff, 0x3507, 0x3bc2, 0x3075, 0x300b, 0x3005, 0x37ff, 
+0x3b87, 0x3a23, 0x39bd, 0x38a5, 0x34a2, 0x2e3b, 0x2ffa, 0x3a5c, 0x382a, 0x1d4a, 0x39e0, 0x34a0, 0x30e8, 0x3a3b, 0x3bb6, 0x3b98, 0x3873, 0x30c9, 0x31c3, 0x3190, 0x3982, 0x352d, 0x39bd, 0x2977, 0x39e4, 0x3885, 0x3878, 0x38f1, 0x3706, 0x3874, 0x3a1b, 0x302f, 0x32be, 0x3a6f, 0x35b8, 0x38de, 0x2ef9, 0x39a5, 0x3ac2, 0x35a5, 0x3bb4, 0x3ab4, 0x3aea, 0x33ad, 0x3878, 0x3b22, 0x32af, 0x3ab1, 
+0x3ac1, 0x3aaa, 0x39d9, 0x3281, 0x26db, 0x3600, 0x3b1a, 0x308e, 0x2800, 0x3bbb, 0x3993, 0x3483, 0x3b99, 0x36d7, 0x38b6, 0x2e35, 0x1da9, 0x3bd9, 0x3395, 0x3bb4, 0x3b4f, 0x37e9, 0x28ad, 0x323b, 0x3901, 0x3b0a, 0x3a39, 0x2c30, 0x3a1a, 0x3bb2, 0x211a, 0x3ae0, 0x2f50, 0x387d, 0x382b, 0x350a, 0x3b88, 0x2f5a, 0x35eb, 0x3199, 0x30a3, 0x3724, 0x379e, 0x35e9, 0x33c8, 0x3859, 0x3984, 0x13b1, 
+0x372c, 0x34a3, 0x3504, 0x357a, 0x3881, 0x31da, 0x38a8, 0x3b7e, 0x2e03, 0x39d8, 0x30bf, 0x3ae1, 0x394b, 0x3a33, 0x382c, 0x3b0a, 0x39ea, 0x38d8, 0x3a3d, 0x34de, 0x3bbc, 0x3533, 0x2f62, 0x355f, 0x3863, 0x3a7b, 0x34c8, 0x39a5, 0x37d3, 0x3af4, 0x3685, 0x3b0f, 0x3b1a, 0x391b, 0x3492, 0x3b05, 0x2345, 0x398e, 0x372d, 0x3a99, 0x382f, 0x350e, 0x3076, 0x384a, 0x362b, 0x38e6, 0x38b0, 0x3a91, 
+0x2837, 0x2c9a, 0x381c, 0x3b93, 0x37d9, 0x3a1f, 0x2a6a, 0x351f, 0x3a89, 0x35ab, 0x379b, 0x35a4, 0x3874, 0x36d8, 0x30c5, 0x37a3, 0x384b, 0x31b9, 0x3b3f, 0x3928, 0x3810, 0x3af2, 0x287f, 0x3902, 0x343b, 0x3752, 0x36f3, 0x39a3, 0x3856, 0x3574, 0x327e, 0x30dd, 0x3bce, 0x3895, 0x3b0c, 0x38c3, 0x2fac, 0x21f3, 0x39c6, 0x28b0, 0x3081, 0x39cb, 0x38a5, 0x3a06, 0x3810, 0x380c, 0x3b58, 0x3159, 
+0x30b7, 0x3a80, 0x3914, 0x341a, 0x3154, 0x305d, 0x37b1, 0x3551, 0x2712, 0x3b44, 0x34c6, 0x3aaf, 0x3686, 0x319b, 0x3b0a, 0x37ca, 0x3a86, 0x3933, 0x3043, 0x3970, 0x2c82, 0x396e, 0x39b0, 0x3657, 0x39db, 0x3143, 0x33cb, 0x3a4f, 0x349f, 0x35b6, 0x2a9e, 0x39e1, 0x38a4, 0x2943, 0x25b6, 0x3966, 0x3b5e, 0x396e, 0x32a4, 0x3456, 0x35c8, 0x3b18, 0x3b5f, 0x37ba, 0x3554, 0x3979, 0x3b80, 0x3a88, 
+0x344f, 0x3a2c, 0x39e0, 0x3128, 0x3a0f, 0x390c, 0x3833, 0x39e5, 0x39e5, 0x3a75, 0x3b0a, 0x34ce, 0x383e, 0x3a7d, 0x3855, 0x3b1a, 0x3b5b, 0x37a8, 0x393f, 0x3103, 0x3b4d, 0x3b35, 0x3969, 0x366c, 0x34de, 0x3031, 0x30b1, 0x3788, 0x3521, 0x378d, 0x38f9, 0x379c, 0x39c9, 0x3507, 0x30cb, 0x3115, 0x3532, 0x298a, 0x3923, 0x37f9, 0x3be9, 0x39f8, 0x34b0, 0x3996, 0x34df, 0x3967, 0x3a9c, 0x30a8, 
+0x3bc8, 0x373c, 0x3174, 0x3a77, 0x36a2, 0x2992, 0x34f4, 0x3457, 0x2426, 0x3b9b, 0x35a1, 0x38a9, 0x39e6, 0x36ed, 0x3623, 0x2a73, 0x3afc, 0x3309, 0x3979, 0x3927, 0x3423, 0x3150, 0x3a55, 0x34c2, 0x34a2, 0x375b, 0x38a3, 0x3838, 0x3bc0, 0x3b15, 0x389d, 0x36e2, 0x361f, 0x3855, 0x3482, 0x3bb9, 0x3af9, 0x38ee, 0x3981, 0x312d, 0x3448, 0x3972, 0x3761, 0x38f2, 0x3a00, 0x34c3, 0x2dee, 0x3a23, 
+0x3a41, 0x3975, 0x388c, 0x2b7f, 0x3a39, 0x364d, 0x3849, 0x3600, 0x3885, 0x3761, 0x3845, 0x38ae, 0x3523, 0x32ae, 0x25d3, 0x391e, 0x36fb, 0x3897, 0x39f7, 0x3bb9, 0x3571, 0x395b, 0x364c, 0x39f1, 0x39d5, 0x3877, 0x3b82, 0x30e6, 0x3a99, 0x31b6, 0x3942, 0x33a7, 0x36b8, 0x3874, 0x2f01, 0x3607, 0x3914, 0x3b8a, 0x3589, 0x385b, 0x39c6, 0x3423, 0x286f, 0x3b94, 0x351f, 0x3bf9, 0x38d2, 0x39fa 
 };
\ No newline at end of file
diff --git a/hwpe/redmule/inc/y_input.h b/hwpe/redmule/inc/y_input.h
index 45a2375..07f17ec 100644
--- a/hwpe/redmule/inc/y_input.h
+++ b/hwpe/redmule/inc/y_input.h
@@ -1,27 +1,51 @@
  /* Header file generated by RedMulE Golden Model */
-uint16_t y_inp [768] = {
-0x3150, 0x2dc1, 0x3033, 0x31f5, 0x3bb6, 0x3bff, 0x39f9, 0x3662, 0x3720, 0x351d, 0x384b, 0x3093, 0x3b9d, 0x35ad, 0x3695, 0x3466, 0x2300, 0x3445, 0x33ae, 0x3586, 0x38a3, 0x3bdb, 0x33a2, 0x379b, 0x3a0e, 0x38b0, 0x39ba, 0x379b, 0x39d3, 0x3a51, 0x3b30, 0x3794, 
-0x3b76, 0x3042, 0x38cc, 0x2dfc, 0x3b1a, 0x37fb, 0x38f7, 0x3824, 0x386f, 0x38c7, 0x36ee, 0x3a9c, 0x38d3, 0x2c67, 0x3a80, 0x2f30, 0x3328, 0x3721, 0x3790, 0x34e5, 0x3a6c, 0x3643, 0x3934, 0x3034, 0x38d4, 0x362e, 0x3b4b, 0x3408, 0x30c2, 0x370e, 0x3b31, 0x3b16, 
-0x3b6b, 0x39d4, 0x339c, 0x381e, 0x313e, 0x3671, 0x3ae2, 0x3479, 0x3940, 0x342d, 0x3925, 0x370a, 0x35d8, 0x2dad, 0x3888, 0x24b9, 0x375d, 0x34bd, 0x3243, 0x2ebb, 0x3970, 0x3a21, 0x3a07, 0x3877, 0x3888, 0x3569, 0x372d, 0x2ac1, 0x331e, 0x384d, 0x3996, 0x34a4, 
-0x35c1, 0x33a9, 0x21ed, 0x3a42, 0x388d, 0x34e4, 0x33c3, 0x34f9, 0x3a7b, 0x33fb, 0x2cdd, 0x3b0e, 0x333b, 0x3973, 0x34fc, 0x3771, 0x32ea, 0x2de4, 0x31a8, 0x3946, 0x3657, 0x3a4e, 0x36f6, 0x2829, 0x3ba2, 0x3bdc, 0x3bb3, 0x306c, 0x398d, 0x3a1f, 0x3991, 0x3846, 
-0x3547, 0x3292, 0x2e85, 0x31ed, 0x3979, 0x3a90, 0x28a4, 0x3bed, 0x36d8, 0x340e, 0x3b6a, 0x3ab6, 0x3824, 0x382b, 0x3ac3, 0x3811, 0x36d7, 0x3519, 0x3a92, 0x3a42, 0x29d1, 0x383a, 0x3a9b, 0x300e, 0x2cd3, 0x39cd, 0x3874, 0x3a07, 0x2eb1, 0x3b86, 0x3ad8, 0x3a5d, 
-0x3712, 0x284a, 0x38c1, 0x3bec, 0x39c0, 0x32cd, 0x3ad8, 0x3bce, 0x3817, 0x3896, 0x3aa7, 0x3870, 0x3996, 0x32cc, 0x3a4c, 0x3757, 0x3814, 0x3b65, 0x3acb, 0x376e, 0x34c0, 0x3609, 0x3bf0, 0x3b24, 0x3b29, 0x3848, 0x34b7, 0x398a, 0x220c, 0x3498, 0x3a8c, 0x3883, 
-0x38c4, 0x3af6, 0x3a42, 0x2dd6, 0x3147, 0x3717, 0x3a8e, 0x3af9, 0x3296, 0x38ef, 0x34fa, 0x3555, 0x3b29, 0x38de, 0x315e, 0x3773, 0x3b67, 0x3116, 0x38ec, 0x357c, 0x35d0, 0x2518, 0x3958, 0x2a03, 0x37d9, 0x3699, 0x3a1e, 0x3230, 0x3b13, 0x36d4, 0x3b2a, 0x39ad, 
-0x3b10, 0x351a, 0x3b97, 0x3326, 0x2b54, 0x3b7d, 0x386f, 0x373e, 0x37fa, 0x389b, 0x3b90, 0x3292, 0x3975, 0x38f3, 0x37f1, 0x3590, 0x3810, 0x2fd7, 0x3bf7, 0x3a5a, 0x3a1c, 0x34dd, 0x354c, 0x32f8, 0x3095, 0x321e, 0x39e0, 0x395c, 0x3717, 0x357f, 0x394a, 0x34b1, 
-0x3ba4, 0x380c, 0x3604, 0x2f50, 0x348d, 0x3828, 0x3a9f, 0x39ce, 0x32ca, 0x3906, 0x3ab2, 0x2ca5, 0x38c9, 0x362a, 0x34b2, 0x29dc, 0x3a36, 0x3052, 0x31b7, 0x3589, 0x387c, 0x3401, 0x3b22, 0x3ad6, 0x3ae8, 0x3238, 0x3494, 0x3502, 0x3717, 0x3a6c, 0x3229, 0x368c, 
-0x3056, 0x3a56, 0x3498, 0x39eb, 0x2864, 0x342d, 0x39e0, 0x34a1, 0x2b99, 0x3a04, 0x38ff, 0x328c, 0x34d9, 0x387d, 0x3a3c, 0x32e5, 0x39eb, 0x3984, 0x34dd, 0x38a7, 0x373f, 0x39b4, 0x3235, 0x2f58, 0x2f39, 0x3800, 0x3758, 0x3939, 0x39fc, 0x3a4b, 0x38bf, 0x30ee, 
-0x345e, 0x39c8, 0x3a6d, 0x3262, 0x3b81, 0x31dc, 0x3a15, 0x3bd0, 0x36af, 0x36de, 0x37d5, 0x39d7, 0x3ad3, 0x3ac1, 0x3109, 0x35ea, 0x31c6, 0x398d, 0x3987, 0x3a4a, 0x34d2, 0x2ed2, 0x35e6, 0x352c, 0x39eb, 0x3bd6, 0x3a5b, 0x39d1, 0x34aa, 0x3ade, 0x394b, 0x38a1, 
-0x2bed, 0x38de, 0x3811, 0x3813, 0x391a, 0x374b, 0x3829, 0x3725, 0x38f0, 0x3583, 0x3966, 0x3a7d, 0x375a, 0x38fe, 0x3696, 0x361c, 0x39a8, 0x35f0, 0x38e1, 0x3003, 0x3595, 0x316e, 0x3862, 0x3af8, 0x3af2, 0x34c8, 0x381d, 0x37d8, 0x3893, 0x3a9c, 0x3989, 0x308c, 
-0x30cc, 0x2538, 0x399d, 0x3919, 0x399e, 0x21cc, 0x38e9, 0x30f8, 0x3a20, 0x3b3c, 0x3990, 0x259c, 0x3143, 0x3080, 0x3967, 0x3afb, 0x3a1b, 0x3779, 0x2eeb, 0x39f3, 0x379a, 0x369c, 0x3985, 0x3a1b, 0x3ba6, 0x3a53, 0x28d5, 0x3881, 0x31d9, 0x3a34, 0x3bd9, 0x393a, 
-0x3601, 0x2c6e, 0x3636, 0x3298, 0x39bb, 0x3a08, 0x38db, 0x35ad, 0x3a09, 0x36a6, 0x3bc7, 0x3bac, 0x34ae, 0x3291, 0x290b, 0x3250, 0x2648, 0x333d, 0x2bf3, 0x34b1, 0x30e0, 0x351f, 0x3a74, 0x38dc, 0x3883, 0x2841, 0x35e1, 0x390d, 0x3a50, 0x3abd, 0x386d, 0x3bb7, 
-0x3b94, 0x36b7, 0x3a49, 0x332f, 0x3a1d, 0x354b, 0x3bab, 0x3346, 0x3417, 0x351e, 0x3b6d, 0x391a, 0x2db3, 0x3b1c, 0x3a4a, 0x37b7, 0x36cf, 0x3a56, 0x39c4, 0x3be9, 0x34f0, 0x39be, 0x3691, 0x1ba5, 0x3888, 0x3040, 0x3ae1, 0x3b9b, 0x398f, 0x3a49, 0x3a16, 0x38c0, 
-0x386c, 0x39ab, 0x37fa, 0x382c, 0x3a6f, 0x393f, 0x340d, 0x38ef, 0x39d1, 0x3845, 0x398f, 0x363e, 0x3687, 0x3052, 0x3a2b, 0x392c, 0x2f5c, 0x3412, 0x3a1f, 0x3b2f, 0x3bcc, 0x3a63, 0x3a89, 0x36e9, 0x3921, 0x3b80, 0x2dc0, 0x3a03, 0x3beb, 0x38d3, 0x36cb, 0x39a3, 
-0x3978, 0x3a88, 0x3ba4, 0x3561, 0x28c5, 0x33a0, 0x37be, 0x2c39, 0x30ee, 0x3782, 0x2c07, 0x354e, 0x3491, 0x3a92, 0x331a, 0x3b15, 0x32e1, 0x3839, 0x3afb, 0x36c2, 0x2fd0, 0x29ad, 0x3b2e, 0x39c1, 0x2a8c, 0x341a, 0x2f90, 0x395a, 0x3969, 0x37ea, 0x3a5c, 0x3b6d, 
-0x3971, 0x3a93, 0x304e, 0x3623, 0x3a22, 0x31ee, 0x29df, 0x2c93, 0x3a01, 0x3a62, 0x366c, 0x371d, 0x3af3, 0x2e08, 0x3ac0, 0x3642, 0x3a28, 0x368d, 0x2d3d, 0x36d9, 0x32c3, 0x373f, 0x36fe, 0x3487, 0x2c81, 0x3623, 0x3b59, 0x3a91, 0x350a, 0x34f4, 0x3b09, 0x2c25, 
-0x3b13, 0x325a, 0x379e, 0x3a7d, 0x34b1, 0x39d5, 0x2ba8, 0x322b, 0x3b5e, 0x37ab, 0x2e24, 0x3ba9, 0x3a3d, 0x34f7, 0x3ba1, 0x3877, 0x3071, 0x39fb, 0x3bbd, 0x3633, 0x3b36, 0x2daa, 0x3b9b, 0x3aa0, 0x395c, 0x3b8f, 0x38d5, 0x3ab0, 0x3a8f, 0x36c2, 0x3b1f, 0x3489, 
-0x2acc, 0x3845, 0x3715, 0x37d8, 0x3992, 0x3bff, 0x350e, 0x3ad7, 0x39b0, 0x35ac, 0x3287, 0x385f, 0x3bd4, 0x37a3, 0x3438, 0x39a5, 0x3bcf, 0x38c3, 0x34f6, 0x3ae3, 0x3b57, 0x39af, 0x35eb, 0x3bed, 0x34d4, 0x2a95, 0x3b13, 0x384e, 0x3a3b, 0x33da, 0x3bce, 0x3b99, 
-0x3559, 0x3335, 0x3a2e, 0x3123, 0x38db, 0x33d0, 0x3638, 0x3b17, 0x3a72, 0x3afc, 0x3936, 0x3838, 0x2b69, 0x3895, 0x3a1a, 0x3192, 0x39d5, 0x37a5, 0x2eb0, 0x2e8b, 0x329a, 0x3b90, 0x390a, 0x3a1e, 0x3847, 0x375d, 0x3873, 0x35e2, 0x3771, 0x30f5, 0x3231, 0x3bd7, 
-0x2bbc, 0x3ace, 0x31ad, 0x3a6b, 0x28a4, 0x3b48, 0x3ba3, 0x3a84, 0x3353, 0x39f6, 0x381f, 0x2dd6, 0x314c, 0x34af, 0x3929, 0x3921, 0x383b, 0x34b0, 0x3923, 0x32c9, 0x3ae7, 0x318f, 0x3480, 0x2ad8, 0x3042, 0x3a4c, 0x349d, 0x2c12, 0x3abb, 0x3a57, 0x3b0d, 0x3111, 
-0x3359, 0x3a84, 0x38f2, 0x368d, 0x2f4b, 0x3ba0, 0x395c, 0x3026, 0x3a15, 0x2a04, 0x326e, 0x3522, 0x31a2, 0x382f, 0x2ada, 0x3b7c, 0x2f80, 0x3af5, 0x2d35, 0x38fa, 0x39ab, 0x2c6d, 0x2e7a, 0x39f6, 0x31a4, 0x3a53, 0x358c, 0x3951, 0x3a4e, 0x3916, 0x2a3f, 0x3ae9, 
-0x3b03, 0x39f8, 0x39fe, 0x3a61, 0x39fb, 0x3704, 0x360d, 0x39a7, 0x37a9, 0x348f, 0x3a30, 0x3af5, 0x366f, 0x3b29, 0x3a6a, 0x33d5, 0x370a, 0x39cd, 0x3444, 0x3bea, 0x3b2b, 0x312e, 0x3b8e, 0x32cf, 0x3b79, 0x3302, 0x3bba, 0x3962, 0x3413, 0x37a1, 0x39e0, 0x3805 
+uint16_t y_inp [2304] = {
+0x2a2c, 0x303b, 0x3a3b, 0x37e1, 0x3aa7, 0x32fc, 0x35c2, 0x3b7f, 0x3a5f, 0x2b3e, 0x32eb, 0x37cd, 0x3864, 0x37f2, 0x3b49, 0x3701, 0x3919, 0x1c22, 0x3a1e, 0x3abe, 0x3b89, 0x2f84, 0x300f, 0x385a, 0x3309, 0x350a, 0x32ec, 0x3657, 0x2a10, 0x3aa7, 0x38f3, 0x3625, 0x3af7, 0x374a, 0x38a5, 0x378d, 0x3a3a, 0x387b, 0x37bc, 0x383a, 0x3019, 0x3419, 0x38a5, 0x3794, 0x3770, 0x3ad3, 0x31d5, 0x3b7c, 
+0x37d1, 0x3547, 0x376d, 0x3b0c, 0x3590, 0x355e, 0x3a64, 0x2742, 0x388b, 0x3b2d, 0x3b41, 0x3a58, 0x3ac0, 0x39d0, 0x2ecc, 0x2767, 0x3b8d, 0x36cd, 0x380a, 0x2c1c, 0x3274, 0x2f60, 0x3757, 0x39ee, 0x3b01, 0x3b5f, 0x3aba, 0x334d, 0x39ce, 0x37f5, 0x3a2f, 0x3be6, 0x337f, 0x3341, 0x3510, 0x39a7, 0x3abb, 0x3be6, 0x3aae, 0x3b01, 0x37bd, 0x3129, 0x36d9, 0x3478, 0x3530, 0x3807, 0x380b, 0x3b2c, 
+0x399d, 0x35bc, 0x3971, 0x3bb8, 0x2ec7, 0x3a89, 0x3b38, 0x3a88, 0x22a9, 0x33d5, 0x3a10, 0x361d, 0x3ae5, 0x3b13, 0x3a6d, 0x3b3c, 0x3bf3, 0x391d, 0x3a20, 0x3324, 0x394a, 0x30fc, 0x3348, 0x3925, 0x316f, 0x3b75, 0x34dc, 0x30c2, 0x3949, 0x35bd, 0x38ac, 0x2e88, 0x3b96, 0x38c0, 0x2f84, 0x3644, 0x31d2, 0x3b26, 0x3a1c, 0x31ba, 0x3b5c, 0x3181, 0x3a9f, 0x35ae, 0x3208, 0x397a, 0x35f0, 0x3689, 
+0x37fb, 0x3aba, 0x3a69, 0x373a, 0x392f, 0x3adb, 0x3167, 0x29b8, 0x3920, 0x34ac, 0x3758, 0x38bf, 0x3940, 0x3baf, 0x32ef, 0x3b98, 0x3b9f, 0x3b30, 0x384f, 0x3539, 0x3a26, 0x398f, 0x2230, 0x39d8, 0x395b, 0x3a3f, 0x2d89, 0x3b01, 0x3b8c, 0x3a30, 0x38b4, 0x30ab, 0x35ab, 0x3a7e, 0x3850, 0x3894, 0x3424, 0x39d3, 0x3a42, 0x39d0, 0x39a8, 0x36a9, 0x3b35, 0x2cdf, 0x3705, 0x3841, 0x3b79, 0x3b23, 
+0x2dd5, 0x3a67, 0x3178, 0x37a5, 0x3b5b, 0x3b5a, 0x2a68, 0x38c4, 0x3b23, 0x3943, 0x310c, 0x3261, 0x3889, 0x380c, 0x3626, 0x39ab, 0x3b7b, 0x3b53, 0x3a4a, 0x2f44, 0x3a74, 0x346b, 0x3481, 0x379b, 0x3bd0, 0x3a76, 0x3bca, 0x38b3, 0x3b1a, 0x3a84, 0x373f, 0x3a52, 0x3554, 0x3690, 0x3b66, 0x3a12, 0x3aa5, 0x3b45, 0x38c3, 0x396a, 0x2d50, 0x3978, 0x2442, 0x3ab9, 0x3818, 0x34b6, 0x34c0, 0x3a08, 
+0x38a4, 0x380c, 0x3b25, 0x363e, 0x2e86, 0x356f, 0x394f, 0x38e2, 0x27ab, 0x3b59, 0x2e61, 0x34ea, 0x38e6, 0x3673, 0x39a5, 0x3785, 0x2ebb, 0x3314, 0x367e, 0x34e4, 0x3884, 0x2fbf, 0x2f51, 0x3105, 0x3a29, 0x3aae, 0x3aea, 0x3977, 0x3b46, 0x3b29, 0x3ab7, 0x374c, 0x2e01, 0x3935, 0x3965, 0x31ed, 0x380e, 0x340d, 0x3615, 0x2a10, 0x23ab, 0x3990, 0x2c3a, 0x3723, 0x3001, 0x25e3, 0x3649, 0x2491, 
+0x39f6, 0x3a32, 0x3171, 0x38bc, 0x390d, 0x39ec, 0x3621, 0x3511, 0x39c8, 0x2c9b, 0x24b6, 0x38fb, 0x201c, 0x3367, 0x3b6c, 0x3ada, 0x37ce, 0x368e, 0x3909, 0x32f0, 0x3180, 0x3aca, 0x39e8, 0x3a6f, 0x2f65, 0x3b78, 0x3b6f, 0x378c, 0x2938, 0x393a, 0x319f, 0x38aa, 0x386c, 0x3b7b, 0x3b7d, 0x387a, 0x3bdd, 0x3af5, 0x2e74, 0x2c3d, 0x3add, 0x2ef4, 0x3a16, 0x2d55, 0x387d, 0x35ce, 0x2753, 0x3b55, 
+0x3b84, 0x2ebf, 0x335a, 0x391b, 0x3870, 0x3a8e, 0x39a2, 0x3397, 0x3751, 0x3a3e, 0x3920, 0x379b, 0x31a4, 0x3b01, 0x3ad6, 0x3a94, 0x3825, 0x3840, 0x3690, 0x37e9, 0x3bf0, 0x3bb3, 0x39a6, 0x3bf2, 0x363b, 0x39e1, 0x306c, 0x36de, 0x3b80, 0x3b52, 0x3769, 0x389d, 0x3598, 0x36b1, 0x3a0c, 0x3647, 0x3587, 0x3884, 0x3a4d, 0x29ad, 0x382a, 0x35cb, 0x35d3, 0x374b, 0x374c, 0x3b35, 0x3a58, 0x39db, 
+0x3951, 0x38d5, 0x3ad1, 0x3b01, 0x3714, 0x3a8b, 0x3a1d, 0x360f, 0x2e2d, 0x3990, 0x35d5, 0x3b98, 0x3122, 0x2efe, 0x33bd, 0x3b8c, 0x37b8, 0x3a51, 0x38d8, 0x39ac, 0x3691, 0x31b6, 0x3557, 0x2cf7, 0x3a32, 0x3aa3, 0x35b8, 0x385b, 0x3a32, 0x3688, 0x367a, 0x30d6, 0x2f4b, 0x3ba0, 0x3121, 0x30af, 0x375b, 0x33f0, 0x3854, 0x3b73, 0x3a16, 0x3444, 0x393b, 0x393b, 0x30f4, 0x2d8b, 0x38a1, 0x2b29, 
+0x3679, 0x3966, 0x37a1, 0x3832, 0x39bc, 0x356b, 0x2d9a, 0x3a05, 0x3b20, 0x38e9, 0x38c2, 0x38c2, 0x3a76, 0x3523, 0x3812, 0x388d, 0x37f4, 0x3b3b, 0x3ab7, 0x3366, 0x39a9, 0x3bb3, 0x3ac8, 0x3ad9, 0x3994, 0x343f, 0x3669, 0x2e50, 0x3b6c, 0x3873, 0x3b13, 0x3acd, 0x2bf7, 0x3b9c, 0x34aa, 0x385b, 0x2dae, 0x2aac, 0x2882, 0x2d37, 0x3bd9, 0x32f9, 0x36e2, 0x3315, 0x395c, 0x3ace, 0x353c, 0x3b25, 
+0x3b1e, 0x3687, 0x2fee, 0x3917, 0x3027, 0x3238, 0x39ce, 0x323d, 0x3498, 0x3be7, 0x36c5, 0x36e0, 0x38b3, 0x3420, 0x36ed, 0x3353, 0x30cc, 0x3ab7, 0x323b, 0x3a05, 0x27f2, 0x3177, 0x3552, 0x3897, 0x2f99, 0x39d3, 0x31a0, 0x3634, 0x2d52, 0x2915, 0x33c4, 0x1585, 0x3bf7, 0x3ad6, 0x380d, 0x3673, 0x29d3, 0x3800, 0x39fa, 0x391c, 0x3263, 0x3025, 0x3995, 0x373e, 0x2941, 0x35b7, 0x3b45, 0x3a0f, 
+0x327c, 0x3172, 0x38aa, 0x298f, 0x3a13, 0x3b4a, 0x2b09, 0x3816, 0x3567, 0x390c, 0x3885, 0x38e9, 0x34f9, 0x39ca, 0x35f6, 0x3a74, 0x35f3, 0x1e43, 0x38d4, 0x26fc, 0x2d8a, 0x350f, 0x3456, 0x3862, 0x389c, 0x382a, 0x3756, 0x3941, 0x3ba5, 0x37fb, 0x39d9, 0x382d, 0x3ba3, 0x3b3c, 0x3619, 0x3228, 0x3a5b, 0x3753, 0x38f6, 0x3840, 0x2870, 0x3149, 0x39a4, 0x3ba1, 0x3b35, 0x3afa, 0x3248, 0x3a32, 
+0x34d3, 0x35a7, 0x34d4, 0x3b27, 0x3a3b, 0x3769, 0x380a, 0x34e9, 0x2434, 0x3452, 0x3a30, 0x34e8, 0x27e1, 0x39e2, 0x395f, 0x38e9, 0x342b, 0x3954, 0x3071, 0x38a3, 0x3153, 0x3974, 0x36d5, 0x37f9, 0x35c5, 0x3870, 0x3ba9, 0x3a57, 0x36c9, 0x3ab2, 0x2a4c, 0x3887, 0x339c, 0x3bc1, 0x3a83, 0x326c, 0x373a, 0x2c72, 0x2b29, 0x3a2d, 0x393a, 0x2fcb, 0x3800, 0x394f, 0x38c6, 0x3955, 0x3910, 0x378a, 
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+0x2837, 0x2c9a, 0x381c, 0x3b93, 0x37d9, 0x3a1f, 0x2a6a, 0x351f, 0x3a89, 0x35ab, 0x379b, 0x35a4, 0x3874, 0x36d8, 0x30c5, 0x37a3, 0x384b, 0x31b9, 0x3b3f, 0x3928, 0x3810, 0x3af2, 0x287f, 0x3902, 0x343b, 0x3752, 0x36f3, 0x39a3, 0x3856, 0x3574, 0x327e, 0x30dd, 0x3bce, 0x3895, 0x3b0c, 0x38c3, 0x2fac, 0x21f3, 0x39c6, 0x28b0, 0x3081, 0x39cb, 0x38a5, 0x3a06, 0x3810, 0x380c, 0x3b58, 0x3159, 
+0x30b7, 0x3a80, 0x3914, 0x341a, 0x3154, 0x305d, 0x37b1, 0x3551, 0x2712, 0x3b44, 0x34c6, 0x3aaf, 0x3686, 0x319b, 0x3b0a, 0x37ca, 0x3a86, 0x3933, 0x3043, 0x3970, 0x2c82, 0x396e, 0x39b0, 0x3657, 0x39db, 0x3143, 0x33cb, 0x3a4f, 0x349f, 0x35b6, 0x2a9e, 0x39e1, 0x38a4, 0x2943, 0x25b6, 0x3966, 0x3b5e, 0x396e, 0x32a4, 0x3456, 0x35c8, 0x3b18, 0x3b5f, 0x37ba, 0x3554, 0x3979, 0x3b80, 0x3a88, 
+0x344f, 0x3a2c, 0x39e0, 0x3128, 0x3a0f, 0x390c, 0x3833, 0x39e5, 0x39e5, 0x3a75, 0x3b0a, 0x34ce, 0x383e, 0x3a7d, 0x3855, 0x3b1a, 0x3b5b, 0x37a8, 0x393f, 0x3103, 0x3b4d, 0x3b35, 0x3969, 0x366c, 0x34de, 0x3031, 0x30b1, 0x3788, 0x3521, 0x378d, 0x38f9, 0x379c, 0x39c9, 0x3507, 0x30cb, 0x3115, 0x3532, 0x298a, 0x3923, 0x37f9, 0x3be9, 0x39f8, 0x34b0, 0x3996, 0x34df, 0x3967, 0x3a9c, 0x30a8, 
+0x3bc8, 0x373c, 0x3174, 0x3a77, 0x36a2, 0x2992, 0x34f4, 0x3457, 0x2426, 0x3b9b, 0x35a1, 0x38a9, 0x39e6, 0x36ed, 0x3623, 0x2a73, 0x3afc, 0x3309, 0x3979, 0x3927, 0x3423, 0x3150, 0x3a55, 0x34c2, 0x34a2, 0x375b, 0x38a3, 0x3838, 0x3bc0, 0x3b15, 0x389d, 0x36e2, 0x361f, 0x3855, 0x3482, 0x3bb9, 0x3af9, 0x38ee, 0x3981, 0x312d, 0x3448, 0x3972, 0x3761, 0x38f2, 0x3a00, 0x34c3, 0x2dee, 0x3a23, 
+0x3a41, 0x3975, 0x388c, 0x2b7f, 0x3a39, 0x364d, 0x3849, 0x3600, 0x3885, 0x3761, 0x3845, 0x38ae, 0x3523, 0x32ae, 0x25d3, 0x391e, 0x36fb, 0x3897, 0x39f7, 0x3bb9, 0x3571, 0x395b, 0x364c, 0x39f1, 0x39d5, 0x3877, 0x3b82, 0x30e6, 0x3a99, 0x31b6, 0x3942, 0x33a7, 0x36b8, 0x3874, 0x2f01, 0x3607, 0x3914, 0x3b8a, 0x3589, 0x385b, 0x39c6, 0x3423, 0x286f, 0x3b94, 0x351f, 0x3bf9, 0x38d2, 0x39fa 
 };
\ No newline at end of file
diff --git a/hwpe/redmule/inc/z_2D.h b/hwpe/redmule/inc/z_2D.h
index aff808a..5c1e055 100644
--- a/hwpe/redmule/inc/z_2D.h
+++ b/hwpe/redmule/inc/z_2D.h
@@ -1,27 +1,51 @@
  /* Header file generated by RedMulE Golden Model */
-uint16_t z_oup_2D [24][32] = {
-0x4845, 0x4897, 0x4608, 0x4838, 0x4855, 0x487b, 0x4869, 0x4880, 0x46d1, 0x48b0, 0x48db, 0x483f, 0x48c9, 0x485f, 0x4881, 0x483a, 0x484b, 0x472c, 0x4762, 0x492b, 0x4822, 0x48fd, 0x488e, 0x492e, 0x483e, 0x484f, 0x49e8, 0x46d7, 0x484b, 0x489d, 0x490b, 0x47e9, 
-0x484f, 0x47d2, 0x44be, 0x4747, 0x47c7, 0x46c0, 0x4727, 0x48af, 0x46c5, 0x482d, 0x483d, 0x482e, 0x4897, 0x479f, 0x488b, 0x4749, 0x489a, 0x46a8, 0x46f2, 0x488b, 0x4891, 0x47e8, 0x4872, 0x483d, 0x4716, 0x46fd, 0x49b5, 0x46a0, 0x46e7, 0x47a4, 0x48a1, 0x4767, 
-0x4939, 0x4935, 0x4703, 0x48c1, 0x4863, 0x48bd, 0x4913, 0x48cf, 0x48b6, 0x48b8, 0x4946, 0x4920, 0x495e, 0x48e1, 0x4938, 0x48b2, 0x493a, 0x4882, 0x483b, 0x49d5, 0x4911, 0x4972, 0x496b, 0x49df, 0x48f2, 0x4888, 0x4a46, 0x4821, 0x48c1, 0x490c, 0x49b2, 0x48a3, 
-0x463a, 0x47b0, 0x44cb, 0x4762, 0x4765, 0x46b9, 0x466a, 0x4814, 0x4631, 0x4796, 0x4666, 0x474b, 0x4798, 0x4704, 0x4838, 0x4761, 0x47d3, 0x4590, 0x45ea, 0x48a2, 0x47f1, 0x4844, 0x484b, 0x4776, 0x47d6, 0x46d8, 0x48f3, 0x44d3, 0x46fa, 0x478d, 0x481e, 0x466e, 
-0x4827, 0x481e, 0x45a2, 0x4794, 0x4727, 0x4806, 0x475d, 0x48d5, 0x4708, 0x4828, 0x4862, 0x480d, 0x4895, 0x4832, 0x48bd, 0x47f1, 0x482a, 0x46a7, 0x47b1, 0x492d, 0x484d, 0x4884, 0x48dc, 0x485f, 0x476d, 0x480c, 0x48e9, 0x46d3, 0x4728, 0x4884, 0x48a0, 0x480e, 
-0x4862, 0x4813, 0x4675, 0x485a, 0x47e8, 0x4738, 0x4836, 0x4823, 0x46e7, 0x4821, 0x4822, 0x47b3, 0x4846, 0x4855, 0x4863, 0x4717, 0x4872, 0x47c1, 0x46d5, 0x488e, 0x47e2, 0x485f, 0x487c, 0x48b8, 0x481e, 0x4788, 0x48bd, 0x4677, 0x46c9, 0x47f8, 0x48fe, 0x47fc, 
-0x47a0, 0x47b2, 0x4588, 0x467e, 0x4662, 0x46c7, 0x46e8, 0x4812, 0x4536, 0x474e, 0x46c0, 0x468f, 0x481f, 0x4679, 0x46a1, 0x46e2, 0x4809, 0x4560, 0x4630, 0x47eb, 0x46b5, 0x4757, 0x4848, 0x477f, 0x46a6, 0x46d8, 0x4870, 0x459a, 0x4670, 0x4678, 0x47d2, 0x468c, 
-0x4762, 0x48c4, 0x46e3, 0x4791, 0x46b1, 0x486d, 0x47d0, 0x4867, 0x468d, 0x47f6, 0x48a5, 0x4756, 0x4857, 0x4854, 0x4866, 0x4838, 0x484d, 0x46ec, 0x47d2, 0x48f6, 0x484a, 0x4879, 0x4848, 0x483c, 0x471d, 0x4806, 0x48fa, 0x4730, 0x4768, 0x47b8, 0x4865, 0x46f9, 
-0x48a8, 0x4918, 0x46ca, 0x4867, 0x4800, 0x4862, 0x48d3, 0x4910, 0x474e, 0x4849, 0x48eb, 0x486b, 0x4966, 0x48c5, 0x48f4, 0x4830, 0x48f9, 0x4778, 0x481e, 0x499e, 0x48cf, 0x48f1, 0x4982, 0x4923, 0x487c, 0x47cf, 0x49ea, 0x4649, 0x4773, 0x495e, 0x48b2, 0x483f, 
-0x48a7, 0x4975, 0x4616, 0x481e, 0x481f, 0x4866, 0x48b6, 0x4864, 0x47dc, 0x4873, 0x485c, 0x487f, 0x4938, 0x491f, 0x490d, 0x48b6, 0x48f8, 0x48a1, 0x4859, 0x492d, 0x489c, 0x4915, 0x4899, 0x4887, 0x486c, 0x4859, 0x49ca, 0x471e, 0x4867, 0x4918, 0x48d3, 0x4827, 
-0x488b, 0x4998, 0x4704, 0x481d, 0x48b8, 0x4880, 0x4876, 0x4944, 0x470c, 0x48f2, 0x48b9, 0x489b, 0x4956, 0x48e5, 0x48d6, 0x48a5, 0x48dc, 0x4856, 0x484e, 0x49ab, 0x48e0, 0x490e, 0x48dd, 0x4945, 0x488b, 0x48dd, 0x4a32, 0x47ea, 0x4835, 0x4911, 0x4965, 0x4819, 
-0x460e, 0x481e, 0x452c, 0x4673, 0x475c, 0x4717, 0x46f6, 0x46d0, 0x4696, 0x46bc, 0x4726, 0x481e, 0x4763, 0x46ea, 0x46fe, 0x4758, 0x478b, 0x4627, 0x4704, 0x483f, 0x46ad, 0x47b1, 0x4792, 0x4816, 0x46f2, 0x4684, 0x4827, 0x45a8, 0x472f, 0x47a4, 0x4797, 0x462b, 
-0x483f, 0x48ab, 0x468f, 0x4863, 0x485a, 0x4766, 0x481d, 0x48cb, 0x47dc, 0x4903, 0x48fc, 0x4830, 0x48cc, 0x483e, 0x48ab, 0x4864, 0x4966, 0x4763, 0x4794, 0x499d, 0x488e, 0x488b, 0x48dc, 0x4960, 0x4854, 0x484c, 0x499c, 0x474c, 0x4826, 0x48bc, 0x4949, 0x4883, 
-0x489d, 0x4905, 0x4718, 0x481e, 0x48e3, 0x48f4, 0x48c1, 0x4904, 0x47e8, 0x48b3, 0x4892, 0x48d4, 0x48ff, 0x4894, 0x48d5, 0x4886, 0x48fa, 0x4803, 0x47d2, 0x492e, 0x4870, 0x48b2, 0x48e5, 0x492b, 0x487b, 0x4785, 0x49e3, 0x471d, 0x4837, 0x48bf, 0x489b, 0x48c4, 
-0x475c, 0x4871, 0x464a, 0x4811, 0x47af, 0x471c, 0x4817, 0x4817, 0x463b, 0x484e, 0x477f, 0x464f, 0x4704, 0x487c, 0x47a3, 0x4725, 0x4853, 0x462a, 0x465a, 0x4860, 0x4736, 0x4880, 0x47e1, 0x482b, 0x4811, 0x46c0, 0x48dc, 0x475d, 0x4668, 0x4806, 0x4893, 0x46f4, 
-0x4858, 0x4959, 0x463d, 0x487b, 0x480f, 0x484e, 0x48c0, 0x48a6, 0x4847, 0x4894, 0x48a0, 0x484a, 0x491e, 0x48f4, 0x48fc, 0x48b5, 0x48ce, 0x47d2, 0x47db, 0x497f, 0x4955, 0x4939, 0x48a7, 0x48ce, 0x4890, 0x4884, 0x49d6, 0x4763, 0x486e, 0x4922, 0x48f4, 0x48c3, 
-0x47ec, 0x491c, 0x4698, 0x4783, 0x4715, 0x4754, 0x4745, 0x4752, 0x472f, 0x4832, 0x4817, 0x4809, 0x47f8, 0x48c3, 0x47e6, 0x4800, 0x48b6, 0x4730, 0x480a, 0x48cb, 0x479e, 0x488e, 0x47c2, 0x488e, 0x472f, 0x47ee, 0x489d, 0x4744, 0x4755, 0x4851, 0x4846, 0x47d3, 
-0x4838, 0x48a0, 0x4634, 0x4762, 0x4786, 0x4806, 0x47e3, 0x482d, 0x4726, 0x486c, 0x47b7, 0x4803, 0x48ac, 0x4814, 0x48e0, 0x4839, 0x4827, 0x4750, 0x46f2, 0x48c5, 0x483f, 0x4886, 0x48ad, 0x4856, 0x47e8, 0x47a9, 0x4937, 0x4743, 0x46d0, 0x481f, 0x484c, 0x4804, 
-0x47fd, 0x481f, 0x456d, 0x4813, 0x474d, 0x4807, 0x4688, 0x480e, 0x46e8, 0x4810, 0x469f, 0x4799, 0x4853, 0x478f, 0x47f2, 0x4824, 0x47d0, 0x471f, 0x46da, 0x485f, 0x4813, 0x481c, 0x482e, 0x4863, 0x4786, 0x480b, 0x48c9, 0x46b8, 0x475a, 0x46e2, 0x4852, 0x46c5, 
-0x45af, 0x4802, 0x4466, 0x46c2, 0x465d, 0x4743, 0x46b7, 0x47ba, 0x4636, 0x46c3, 0x4677, 0x4784, 0x485a, 0x47c2, 0x46dc, 0x46ac, 0x47de, 0x460e, 0x465f, 0x4834, 0x47f4, 0x4769, 0x46fc, 0x4810, 0x45fd, 0x45ea, 0x48d0, 0x45b5, 0x4704, 0x4783, 0x4830, 0x46c4, 
-0x4759, 0x47c7, 0x453d, 0x45b0, 0x4741, 0x4702, 0x4736, 0x4793, 0x461b, 0x47ba, 0x470b, 0x46dd, 0x4657, 0x470b, 0x470d, 0x4710, 0x486c, 0x468f, 0x45c3, 0x46ba, 0x479d, 0x483b, 0x46c9, 0x4774, 0x46a9, 0x46a7, 0x4833, 0x4606, 0x4690, 0x46a9, 0x46f5, 0x46a7, 
-0x47ac, 0x48bb, 0x452c, 0x4803, 0x470f, 0x4824, 0x47d5, 0x48cb, 0x4707, 0x484a, 0x4832, 0x4797, 0x4851, 0x482c, 0x487a, 0x4877, 0x4891, 0x465d, 0x47f4, 0x48ce, 0x4898, 0x4899, 0x484e, 0x486a, 0x47ac, 0x47f0, 0x493e, 0x4611, 0x47e2, 0x489e, 0x488c, 0x46af, 
-0x4665, 0x4836, 0x45e4, 0x46b6, 0x46a1, 0x46b9, 0x46c8, 0x46dd, 0x4658, 0x474b, 0x467b, 0x4777, 0x4769, 0x4798, 0x4785, 0x475e, 0x472a, 0x4656, 0x45fb, 0x4881, 0x46fc, 0x472d, 0x476e, 0x47a3, 0x465d, 0x46ca, 0x4855, 0x4500, 0x464f, 0x479a, 0x46c3, 0x4738, 
-0x481e, 0x486c, 0x4659, 0x4801, 0x4756, 0x477a, 0x47d5, 0x487b, 0x4706, 0x4808, 0x484f, 0x4838, 0x4870, 0x4863, 0x48d3, 0x4806, 0x4865, 0x4771, 0x46be, 0x494c, 0x4915, 0x484c, 0x4900, 0x4862, 0x481a, 0x46e8, 0x4974, 0x46a0, 0x4775, 0x483d, 0x487c, 0x480e 
+uint16_t z_oup_2D [48][48] = {
+0x4c08, 0x4b52, 0x4c14, 0x4bed, 0x4c2d, 0x4ba6, 0x4ca5, 0x4c10, 0x4c37, 0x4b6d, 0x4af1, 0x4bd2, 0x4c16, 0x4c0f, 0x4ccd, 0x4b96, 0x4c23, 0x4b9a, 0x4c05, 0x4bc8, 0x4ac8, 0x4b1a, 0x4c24, 0x4b3f, 0x4b58, 0x4c01, 0x4bc1, 0x4b71, 0x4c8e, 0x4c37, 0x4c12, 0x4cb5, 0x4c0a, 0x4bae, 0x4c56, 0x4c0e, 0x4bec, 0x4a81, 0x4c14, 0x4b4e, 0x4bac, 0x4b55, 0x4c20, 0x4b22, 0x4c4e, 0x4c68, 0x4bba, 0x4c33, 
+0x49ed, 0x4a39, 0x49d5, 0x4ae2, 0x4a83, 0x4a02, 0x4aed, 0x49f6, 0x4a1e, 0x4a4c, 0x49a9, 0x4a10, 0x49fd, 0x49c5, 0x4b06, 0x493c, 0x4a76, 0x4a31, 0x496e, 0x49a7, 0x4842, 0x48fc, 0x4a22, 0x49a9, 0x498d, 0x4ade, 0x4aaa, 0x4972, 0x4a76, 0x4a2c, 0x4a1a, 0x4b37, 0x49b0, 0x4a2b, 0x4a37, 0x4a21, 0x4a4b, 0x4981, 0x4a4b, 0x49f0, 0x4a9f, 0x4a01, 0x4a15, 0x4940, 0x49f2, 0x4a83, 0x4a01, 0x4a27, 
+0x4b62, 0x4b79, 0x4b15, 0x4c00, 0x4b91, 0x4b2d, 0x4c1e, 0x4af0, 0x4aab, 0x4aed, 0x4af1, 0x4aaa, 0x4b65, 0x4adf, 0x4c04, 0x4a87, 0x4af3, 0x4b20, 0x4a7c, 0x4ada, 0x49e9, 0x4a37, 0x4b2d, 0x4b3f, 0x4a84, 0x4b03, 0x4b15, 0x4a9f, 0x4c34, 0x4b1d, 0x4b50, 0x4bf9, 0x4aed, 0x4afa, 0x4b39, 0x4b30, 0x4b22, 0x4a2a, 0x4bdf, 0x4a89, 0x4b97, 0x4ad6, 0x4b77, 0x4a81, 0x4b56, 0x4b92, 0x4adc, 0x4b54, 
+0x4b28, 0x4ada, 0x4a71, 0x4a7f, 0x4aca, 0x4a8f, 0x4b14, 0x4a0d, 0x4a41, 0x4ac1, 0x497f, 0x4a46, 0x4a27, 0x4ae2, 0x4b06, 0x4a2a, 0x49ef, 0x4a52, 0x49e1, 0x4a1d, 0x4964, 0x4995, 0x4a4a, 0x49b3, 0x497d, 0x4ac8, 0x4a0d, 0x4a1b, 0x4bc2, 0x4ab9, 0x49ba, 0x4b49, 0x4b0a, 0x4aa1, 0x4ae4, 0x4b13, 0x4aae, 0x48d5, 0x4b35, 0x49f0, 0x4ae6, 0x49cb, 0x4b49, 0x49ff, 0x4b14, 0x4b49, 0x4a01, 0x4a81, 
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+0x4a89, 0x4a3c, 0x49e3, 0x4ac4, 0x4a78, 0x4a8e, 0x4b2b, 0x4a2e, 0x4b0e, 0x4a62, 0x4a48, 0x49f6, 0x49eb, 0x4aa6, 0x4b4d, 0x49ec, 0x4a5f, 0x4afe, 0x4a79, 0x4a6c, 0x48cc, 0x49b4, 0x4a46, 0x4adb, 0x498f, 0x4a8b, 0x4a4c, 0x4989, 0x4b20, 0x4a7e, 0x4ada, 0x4b23, 0x4a8c, 0x49cb, 0x4a58, 0x4a51, 0x4a2a, 0x4989, 0x4a50, 0x4a21, 0x4a13, 0x49f8, 0x4ae8, 0x49c7, 0x4adc, 0x4ace, 0x4a18, 0x4a21, 
+0x48d2, 0x49d2, 0x4985, 0x49e9, 0x4a0f, 0x4960, 0x49c7, 0x498b, 0x497c, 0x4960, 0x4886, 0x48bb, 0x49c3, 0x48f2, 0x49fc, 0x48b2, 0x49ae, 0x49c5, 0x4891, 0x4936, 0x4849, 0x482b, 0x49ed, 0x493e, 0x4999, 0x492c, 0x4977, 0x493c, 0x4a50, 0x497a, 0x49f9, 0x4ae5, 0x49c3, 0x48c9, 0x4a5e, 0x49c7, 0x49a0, 0x48c0, 0x498d, 0x48d3, 0x4988, 0x4a09, 0x49e4, 0x48f1, 0x4930, 0x4a27, 0x4910, 0x4949, 
+0x4bad, 0x4be4, 0x4aac, 0x4b7a, 0x4b3f, 0x4aff, 0x4bfa, 0x4aef, 0x4b76, 0x4ba6, 0x4aed, 0x4a77, 0x4b38, 0x4b2b, 0x4bb9, 0x4aa0, 0x4b70, 0x4b37, 0x4ac1, 0x4b19, 0x49eb, 0x4a2f, 0x4bd3, 0x4ac5, 0x4a6f, 0x4b3a, 0x4b80, 0x4a73, 0x4c1f, 0x4aad, 0x4b16, 0x4c07, 0x4b16, 0x4aec, 0x4a7b, 0x4b0c, 0x4b33, 0x4acc, 0x4b76, 0x4a75, 0x4bd2, 0x4add, 0x4bbb, 0x4a43, 0x4bde, 0x4c06, 0x4b57, 0x4b09, 
+0x4a13, 0x4a47, 0x4a38, 0x4a94, 0x4a6f, 0x4a22, 0x4ab0, 0x499b, 0x4a1a, 0x49fc, 0x4986, 0x492e, 0x4a1e, 0x4a4a, 0x4afd, 0x49a6, 0x49f6, 0x49d9, 0x4a56, 0x4a64, 0x492d, 0x4902, 0x49df, 0x499a, 0x497e, 0x49c2, 0x4a8f, 0x49c8, 0x4af5, 0x4a7e, 0x4a23, 0x4a96, 0x4a49, 0x49f8, 0x4a11, 0x4a02, 0x4a5c, 0x490b, 0x4a5e, 0x4995, 0x4a0f, 0x49cf, 0x4ae7, 0x4a74, 0x4aca, 0x4a95, 0x49ad, 0x49f5, 
+0x4aaa, 0x4a49, 0x4a5b, 0x4a39, 0x4ad5, 0x49dd, 0x4af8, 0x4a95, 0x4a50, 0x4a3e, 0x49f6, 0x4a42, 0x4a8c, 0x4ade, 0x4ad3, 0x4a2b, 0x4a3e, 0x4a4e, 0x4a6b, 0x4aa0, 0x49a6, 0x498e, 0x4afb, 0x4a14, 0x4998, 0x4a45, 0x4a5f, 0x49df, 0x4b9e, 0x4a55, 0x4ada, 0x4b60, 0x4a61, 0x4a5d, 0x4ae5, 0x4acc, 0x4a44, 0x4932, 0x4a36, 0x4a2c, 0x49e8, 0x4a5c, 0x4a9b, 0x4a2b, 0x4ac0, 0x4b66, 0x49ff, 0x4ad6, 
+0x4ac2, 0x4b93, 0x4a9c, 0x4b17, 0x4ad9, 0x4ab1, 0x4b2e, 0x4b12, 0x4a89, 0x4a88, 0x4a85, 0x4ace, 0x4b8e, 0x4a5e, 0x4b3d, 0x4a6d, 0x49cf, 0x4a3c, 0x4a4f, 0x4a94, 0x49ce, 0x495f, 0x4af2, 0x4ac5, 0x4a56, 0x4ad0, 0x4b63, 0x4a1b, 0x4bd6, 0x4ac3, 0x4a51, 0x4b79, 0x4a8e, 0x4a9f, 0x4a0f, 0x4ae3, 0x4aae, 0x4914, 0x4a44, 0x49ed, 0x4a82, 0x4a97, 0x4b41, 0x4a88, 0x4bba, 0x4b16, 0x49d2, 0x4a7e, 
+0x49f2, 0x4a6e, 0x4a81, 0x4a5c, 0x4aeb, 0x4a0a, 0x4a73, 0x4ac2, 0x4a93, 0x4a6e, 0x4920, 0x49c8, 0x4a41, 0x4acd, 0x4b05, 0x499b, 0x4a4e, 0x49e2, 0x49a7, 0x4a34, 0x4929, 0x4969, 0x4a56, 0x4a62, 0x49b6, 0x4b3f, 0x4aec, 0x49fb, 0x4afa, 0x4a5e, 0x49f1, 0x4b99, 0x4a7e, 0x49a2, 0x4ad1, 0x4a00, 0x4a2a, 0x496b, 0x4a5e, 0x49b8, 0x4ace, 0x4b11, 0x4ae2, 0x49f6, 0x4a39, 0x4b00, 0x4a3c, 0x4a4a, 
+0x4a92, 0x4a62, 0x4a4e, 0x4a79, 0x4ab0, 0x4a21, 0x4b76, 0x4a4d, 0x4a1d, 0x4a5a, 0x49ce, 0x4a31, 0x4a51, 0x4a28, 0x4b1b, 0x4932, 0x491f, 0x4a1a, 0x4a33, 0x4a2e, 0x490f, 0x4a17, 0x4a43, 0x4aa2, 0x4a26, 0x4a91, 0x4a4e, 0x499c, 0x4b51, 0x4a5b, 0x4a4c, 0x4b79, 0x49f6, 0x4a37, 0x4a49, 0x4ab4, 0x49cd, 0x4906, 0x49f3, 0x49af, 0x4af1, 0x4a02, 0x4a4a, 0x4a91, 0x4aa5, 0x4ab3, 0x499f, 0x4a67, 
+0x4a3b, 0x4a3f, 0x49f3, 0x4aa5, 0x49cb, 0x4980, 0x49f7, 0x49dc, 0x4a70, 0x49bd, 0x48ff, 0x491b, 0x4932, 0x49d5, 0x4a8c, 0x49c5, 0x49bb, 0x490d, 0x49d9, 0x49d7, 0x48cf, 0x4865, 0x49cf, 0x492c, 0x4909, 0x49fd, 0x4a33, 0x49cf, 0x4aeb, 0x49e3, 0x4a32, 0x4a4a, 0x499a, 0x494d, 0x49a3, 0x4a38, 0x49d3, 0x494f, 0x4a43, 0x495d, 0x4ab2, 0x4a3b, 0x4a7d, 0x4991, 0x49c9, 0x4aeb, 0x499e, 0x4985, 
+0x4b7c, 0x4bb3, 0x4ac0, 0x4b41, 0x4afa, 0x4b3b, 0x4c33, 0x4b11, 0x4b6b, 0x4ada, 0x4b1c, 0x4b20, 0x4b91, 0x4b6b, 0x4c57, 0x4a26, 0x4a9b, 0x4b18, 0x4a93, 0x4aca, 0x4a1d, 0x4a50, 0x4afe, 0x4a30, 0x4a3c, 0x4b6a, 0x4b8d, 0x4a5f, 0x4b91, 0x4b76, 0x4acc, 0x4bc2, 0x4b2c, 0x4af4, 0x4aea, 0x4b3c, 0x4b5e, 0x49e5, 0x4b18, 0x4a44, 0x4b2f, 0x4a7a, 0x4a6b, 0x4a2f, 0x4bc0, 0x4be2, 0x4aaa, 0x4a7a, 
+0x4a84, 0x4ad3, 0x4a28, 0x4b2c, 0x4afb, 0x4a4d, 0x4c18, 0x4a96, 0x4abc, 0x4a8b, 0x4a34, 0x4a0a, 0x4b0c, 0x4aeb, 0x4b93, 0x4a67, 0x4af0, 0x4a98, 0x4a26, 0x4a5f, 0x49cc, 0x49c9, 0x4a4d, 0x4a63, 0x4a12, 0x4b3c, 0x4b03, 0x4a1c, 0x4b70, 0x4ad5, 0x4ac7, 0x4b2b, 0x4adf, 0x4a97, 0x4a39, 0x4a71, 0x4a92, 0x499c, 0x4a83, 0x4a03, 0x4ae5, 0x4a13, 0x4a6a, 0x4a36, 0x4b06, 0x4b45, 0x49f3, 0x4ad2, 
+0x49f7, 0x4a49, 0x4a91, 0x4ab1, 0x4b0f, 0x4a6f, 0x4b24, 0x4a6e, 0x4b0b, 0x4a78, 0x4a1e, 0x4a8e, 0x4a2d, 0x4ad5, 0x4b14, 0x4a69, 0x4a34, 0x49d9, 0x4a70, 0x4a7f, 0x4946, 0x4950, 0x4a89, 0x49e9, 0x49e3, 0x4b5c, 0x4ae0, 0x4a4e, 0x4af8, 0x4a30, 0x4a25, 0x4b04, 0x4a7e, 0x4ad1, 0x4ac7, 0x4a90, 0x4a2e, 0x4947, 0x4a9d, 0x4975, 0x4ac1, 0x4a89, 0x4ae8, 0x4a1e, 0x4b18, 0x4b48, 0x4a13, 0x49fc, 
+0x4aec, 0x4b39, 0x4a12, 0x4b39, 0x4ae8, 0x4aca, 0x4bdf, 0x4a6b, 0x4ad5, 0x4b66, 0x4a82, 0x4a1b, 0x4b03, 0x4ada, 0x4bde, 0x4a72, 0x4aef, 0x4ad8, 0x4a59, 0x4ac8, 0x49ba, 0x4a41, 0x4b73, 0x4a6c, 0x4a54, 0x4b27, 0x4b94, 0x4ac7, 0x4b64, 0x4acb, 0x4a2d, 0x4be2, 0x4ae6, 0x4a56, 0x4a62, 0x4b2c, 0x4b0f, 0x49db, 0x4afb, 0x4afd, 0x4b23, 0x4afe, 0x4bbc, 0x49cc, 0x4b54, 0x4b81, 0x4a8f, 0x4b3a, 
+0x4a6c, 0x4ac5, 0x4a37, 0x49f9, 0x4a91, 0x4ab9, 0x4bb2, 0x49f9, 0x4a8d, 0x4a3b, 0x4aab, 0x4a27, 0x4a9c, 0x4ad3, 0x4b24, 0x4a7f, 0x4aee, 0x4a78, 0x4ab4, 0x4a16, 0x49e3, 0x499b, 0x4ae9, 0x49fb, 0x496b, 0x4a36, 0x4a04, 0x49bd, 0x4b04, 0x4a08, 0x4a91, 0x4ae5, 0x4ab2, 0x49fe, 0x4a79, 0x4a48, 0x4a54, 0x48ec, 0x4acc, 0x49b2, 0x4ad1, 0x49cf, 0x4b09, 0x4a1a, 0x4b3f, 0x4aa6, 0x4979, 0x4a14, 
+0x4b1c, 0x4a5a, 0x4a71, 0x4adc, 0x4b35, 0x4a60, 0x4aeb, 0x4a2f, 0x4a3c, 0x4a9d, 0x49cd, 0x4a85, 0x4ad1, 0x4a8d, 0x4c07, 0x4972, 0x4a2c, 0x4a77, 0x4a55, 0x49aa, 0x4922, 0x4973, 0x4af1, 0x4a31, 0x4995, 0x4aae, 0x4a97, 0x4a50, 0x4b17, 0x4ac6, 0x4a35, 0x4b53, 0x4ad4, 0x49ce, 0x4af5, 0x4b8a, 0x4ad5, 0x4982, 0x4ad1, 0x4a23, 0x4a58, 0x4a90, 0x4afa, 0x49b1, 0x4b43, 0x4af3, 0x4968, 0x4a6a, 
+0x4a3c, 0x4a62, 0x4a08, 0x4a37, 0x4a1c, 0x49d4, 0x4aa9, 0x4a1a, 0x4a90, 0x4a4d, 0x49e3, 0x49b9, 0x4a1e, 0x49d1, 0x4a88, 0x49eb, 0x49ea, 0x49c3, 0x4a58, 0x4a2b, 0x48e7, 0x4917, 0x49b8, 0x4a0e, 0x49b1, 0x4a57, 0x4a9a, 0x496c, 0x4b0c, 0x49eb, 0x4a17, 0x4ae4, 0x4a90, 0x49cc, 0x49b6, 0x49b6, 0x4a15, 0x4949, 0x4a79, 0x495b, 0x4a43, 0x49e5, 0x4a84, 0x49fe, 0x4a91, 0x4a7c, 0x497a, 0x4a4f 
 };
\ No newline at end of file
diff --git a/hwpe/redmule/inc/z_output.h b/hwpe/redmule/inc/z_output.h
index 96c7e5f..53f5525 100644
--- a/hwpe/redmule/inc/z_output.h
+++ b/hwpe/redmule/inc/z_output.h
@@ -1,27 +1,51 @@
  /* Header file generated by RedMulE Golden Model */
-uint16_t z_oup [768] = {
-0x4845, 0x4897, 0x4608, 0x4838, 0x4855, 0x487b, 0x4869, 0x4880, 0x46d1, 0x48b0, 0x48db, 0x483f, 0x48c9, 0x485f, 0x4881, 0x483a, 0x484b, 0x472c, 0x4762, 0x492b, 0x4822, 0x48fd, 0x488e, 0x492e, 0x483e, 0x484f, 0x49e8, 0x46d7, 0x484b, 0x489d, 0x490b, 0x47e9, 
-0x484f, 0x47d2, 0x44be, 0x4747, 0x47c7, 0x46c0, 0x4727, 0x48af, 0x46c5, 0x482d, 0x483d, 0x482e, 0x4897, 0x479f, 0x488b, 0x4749, 0x489a, 0x46a8, 0x46f2, 0x488b, 0x4891, 0x47e8, 0x4872, 0x483d, 0x4716, 0x46fd, 0x49b5, 0x46a0, 0x46e7, 0x47a4, 0x48a1, 0x4767, 
-0x4939, 0x4935, 0x4703, 0x48c1, 0x4863, 0x48bd, 0x4913, 0x48cf, 0x48b6, 0x48b8, 0x4946, 0x4920, 0x495e, 0x48e1, 0x4938, 0x48b2, 0x493a, 0x4882, 0x483b, 0x49d5, 0x4911, 0x4972, 0x496b, 0x49df, 0x48f2, 0x4888, 0x4a46, 0x4821, 0x48c1, 0x490c, 0x49b2, 0x48a3, 
-0x463a, 0x47b0, 0x44cb, 0x4762, 0x4765, 0x46b9, 0x466a, 0x4814, 0x4631, 0x4796, 0x4666, 0x474b, 0x4798, 0x4704, 0x4838, 0x4761, 0x47d3, 0x4590, 0x45ea, 0x48a2, 0x47f1, 0x4844, 0x484b, 0x4776, 0x47d6, 0x46d8, 0x48f3, 0x44d3, 0x46fa, 0x478d, 0x481e, 0x466e, 
-0x4827, 0x481e, 0x45a2, 0x4794, 0x4727, 0x4806, 0x475d, 0x48d5, 0x4708, 0x4828, 0x4862, 0x480d, 0x4895, 0x4832, 0x48bd, 0x47f1, 0x482a, 0x46a7, 0x47b1, 0x492d, 0x484d, 0x4884, 0x48dc, 0x485f, 0x476d, 0x480c, 0x48e9, 0x46d3, 0x4728, 0x4884, 0x48a0, 0x480e, 
-0x4862, 0x4813, 0x4675, 0x485a, 0x47e8, 0x4738, 0x4836, 0x4823, 0x46e7, 0x4821, 0x4822, 0x47b3, 0x4846, 0x4855, 0x4863, 0x4717, 0x4872, 0x47c1, 0x46d5, 0x488e, 0x47e2, 0x485f, 0x487c, 0x48b8, 0x481e, 0x4788, 0x48bd, 0x4677, 0x46c9, 0x47f8, 0x48fe, 0x47fc, 
-0x47a0, 0x47b2, 0x4588, 0x467e, 0x4662, 0x46c7, 0x46e8, 0x4812, 0x4536, 0x474e, 0x46c0, 0x468f, 0x481f, 0x4679, 0x46a1, 0x46e2, 0x4809, 0x4560, 0x4630, 0x47eb, 0x46b5, 0x4757, 0x4848, 0x477f, 0x46a6, 0x46d8, 0x4870, 0x459a, 0x4670, 0x4678, 0x47d2, 0x468c, 
-0x4762, 0x48c4, 0x46e3, 0x4791, 0x46b1, 0x486d, 0x47d0, 0x4867, 0x468d, 0x47f6, 0x48a5, 0x4756, 0x4857, 0x4854, 0x4866, 0x4838, 0x484d, 0x46ec, 0x47d2, 0x48f6, 0x484a, 0x4879, 0x4848, 0x483c, 0x471d, 0x4806, 0x48fa, 0x4730, 0x4768, 0x47b8, 0x4865, 0x46f9, 
-0x48a8, 0x4918, 0x46ca, 0x4867, 0x4800, 0x4862, 0x48d3, 0x4910, 0x474e, 0x4849, 0x48eb, 0x486b, 0x4966, 0x48c5, 0x48f4, 0x4830, 0x48f9, 0x4778, 0x481e, 0x499e, 0x48cf, 0x48f1, 0x4982, 0x4923, 0x487c, 0x47cf, 0x49ea, 0x4649, 0x4773, 0x495e, 0x48b2, 0x483f, 
-0x48a7, 0x4975, 0x4616, 0x481e, 0x481f, 0x4866, 0x48b6, 0x4864, 0x47dc, 0x4873, 0x485c, 0x487f, 0x4938, 0x491f, 0x490d, 0x48b6, 0x48f8, 0x48a1, 0x4859, 0x492d, 0x489c, 0x4915, 0x4899, 0x4887, 0x486c, 0x4859, 0x49ca, 0x471e, 0x4867, 0x4918, 0x48d3, 0x4827, 
-0x488b, 0x4998, 0x4704, 0x481d, 0x48b8, 0x4880, 0x4876, 0x4944, 0x470c, 0x48f2, 0x48b9, 0x489b, 0x4956, 0x48e5, 0x48d6, 0x48a5, 0x48dc, 0x4856, 0x484e, 0x49ab, 0x48e0, 0x490e, 0x48dd, 0x4945, 0x488b, 0x48dd, 0x4a32, 0x47ea, 0x4835, 0x4911, 0x4965, 0x4819, 
-0x460e, 0x481e, 0x452c, 0x4673, 0x475c, 0x4717, 0x46f6, 0x46d0, 0x4696, 0x46bc, 0x4726, 0x481e, 0x4763, 0x46ea, 0x46fe, 0x4758, 0x478b, 0x4627, 0x4704, 0x483f, 0x46ad, 0x47b1, 0x4792, 0x4816, 0x46f2, 0x4684, 0x4827, 0x45a8, 0x472f, 0x47a4, 0x4797, 0x462b, 
-0x483f, 0x48ab, 0x468f, 0x4863, 0x485a, 0x4766, 0x481d, 0x48cb, 0x47dc, 0x4903, 0x48fc, 0x4830, 0x48cc, 0x483e, 0x48ab, 0x4864, 0x4966, 0x4763, 0x4794, 0x499d, 0x488e, 0x488b, 0x48dc, 0x4960, 0x4854, 0x484c, 0x499c, 0x474c, 0x4826, 0x48bc, 0x4949, 0x4883, 
-0x489d, 0x4905, 0x4718, 0x481e, 0x48e3, 0x48f4, 0x48c1, 0x4904, 0x47e8, 0x48b3, 0x4892, 0x48d4, 0x48ff, 0x4894, 0x48d5, 0x4886, 0x48fa, 0x4803, 0x47d2, 0x492e, 0x4870, 0x48b2, 0x48e5, 0x492b, 0x487b, 0x4785, 0x49e3, 0x471d, 0x4837, 0x48bf, 0x489b, 0x48c4, 
-0x475c, 0x4871, 0x464a, 0x4811, 0x47af, 0x471c, 0x4817, 0x4817, 0x463b, 0x484e, 0x477f, 0x464f, 0x4704, 0x487c, 0x47a3, 0x4725, 0x4853, 0x462a, 0x465a, 0x4860, 0x4736, 0x4880, 0x47e1, 0x482b, 0x4811, 0x46c0, 0x48dc, 0x475d, 0x4668, 0x4806, 0x4893, 0x46f4, 
-0x4858, 0x4959, 0x463d, 0x487b, 0x480f, 0x484e, 0x48c0, 0x48a6, 0x4847, 0x4894, 0x48a0, 0x484a, 0x491e, 0x48f4, 0x48fc, 0x48b5, 0x48ce, 0x47d2, 0x47db, 0x497f, 0x4955, 0x4939, 0x48a7, 0x48ce, 0x4890, 0x4884, 0x49d6, 0x4763, 0x486e, 0x4922, 0x48f4, 0x48c3, 
-0x47ec, 0x491c, 0x4698, 0x4783, 0x4715, 0x4754, 0x4745, 0x4752, 0x472f, 0x4832, 0x4817, 0x4809, 0x47f8, 0x48c3, 0x47e6, 0x4800, 0x48b6, 0x4730, 0x480a, 0x48cb, 0x479e, 0x488e, 0x47c2, 0x488e, 0x472f, 0x47ee, 0x489d, 0x4744, 0x4755, 0x4851, 0x4846, 0x47d3, 
-0x4838, 0x48a0, 0x4634, 0x4762, 0x4786, 0x4806, 0x47e3, 0x482d, 0x4726, 0x486c, 0x47b7, 0x4803, 0x48ac, 0x4814, 0x48e0, 0x4839, 0x4827, 0x4750, 0x46f2, 0x48c5, 0x483f, 0x4886, 0x48ad, 0x4856, 0x47e8, 0x47a9, 0x4937, 0x4743, 0x46d0, 0x481f, 0x484c, 0x4804, 
-0x47fd, 0x481f, 0x456d, 0x4813, 0x474d, 0x4807, 0x4688, 0x480e, 0x46e8, 0x4810, 0x469f, 0x4799, 0x4853, 0x478f, 0x47f2, 0x4824, 0x47d0, 0x471f, 0x46da, 0x485f, 0x4813, 0x481c, 0x482e, 0x4863, 0x4786, 0x480b, 0x48c9, 0x46b8, 0x475a, 0x46e2, 0x4852, 0x46c5, 
-0x45af, 0x4802, 0x4466, 0x46c2, 0x465d, 0x4743, 0x46b7, 0x47ba, 0x4636, 0x46c3, 0x4677, 0x4784, 0x485a, 0x47c2, 0x46dc, 0x46ac, 0x47de, 0x460e, 0x465f, 0x4834, 0x47f4, 0x4769, 0x46fc, 0x4810, 0x45fd, 0x45ea, 0x48d0, 0x45b5, 0x4704, 0x4783, 0x4830, 0x46c4, 
-0x4759, 0x47c7, 0x453d, 0x45b0, 0x4741, 0x4702, 0x4736, 0x4793, 0x461b, 0x47ba, 0x470b, 0x46dd, 0x4657, 0x470b, 0x470d, 0x4710, 0x486c, 0x468f, 0x45c3, 0x46ba, 0x479d, 0x483b, 0x46c9, 0x4774, 0x46a9, 0x46a7, 0x4833, 0x4606, 0x4690, 0x46a9, 0x46f5, 0x46a7, 
-0x47ac, 0x48bb, 0x452c, 0x4803, 0x470f, 0x4824, 0x47d5, 0x48cb, 0x4707, 0x484a, 0x4832, 0x4797, 0x4851, 0x482c, 0x487a, 0x4877, 0x4891, 0x465d, 0x47f4, 0x48ce, 0x4898, 0x4899, 0x484e, 0x486a, 0x47ac, 0x47f0, 0x493e, 0x4611, 0x47e2, 0x489e, 0x488c, 0x46af, 
-0x4665, 0x4836, 0x45e4, 0x46b6, 0x46a1, 0x46b9, 0x46c8, 0x46dd, 0x4658, 0x474b, 0x467b, 0x4777, 0x4769, 0x4798, 0x4785, 0x475e, 0x472a, 0x4656, 0x45fb, 0x4881, 0x46fc, 0x472d, 0x476e, 0x47a3, 0x465d, 0x46ca, 0x4855, 0x4500, 0x464f, 0x479a, 0x46c3, 0x4738, 
-0x481e, 0x486c, 0x4659, 0x4801, 0x4756, 0x477a, 0x47d5, 0x487b, 0x4706, 0x4808, 0x484f, 0x4838, 0x4870, 0x4863, 0x48d3, 0x4806, 0x4865, 0x4771, 0x46be, 0x494c, 0x4915, 0x484c, 0x4900, 0x4862, 0x481a, 0x46e8, 0x4974, 0x46a0, 0x4775, 0x483d, 0x487c, 0x480e 
+uint16_t z_oup [2304] = {
+0x4c08, 0x4b52, 0x4c14, 0x4bed, 0x4c2d, 0x4ba6, 0x4ca5, 0x4c10, 0x4c37, 0x4b6d, 0x4af1, 0x4bd2, 0x4c16, 0x4c0f, 0x4ccd, 0x4b96, 0x4c23, 0x4b9a, 0x4c05, 0x4bc8, 0x4ac8, 0x4b1a, 0x4c24, 0x4b3f, 0x4b58, 0x4c01, 0x4bc1, 0x4b71, 0x4c8e, 0x4c37, 0x4c12, 0x4cb5, 0x4c0a, 0x4bae, 0x4c56, 0x4c0e, 0x4bec, 0x4a81, 0x4c14, 0x4b4e, 0x4bac, 0x4b55, 0x4c20, 0x4b22, 0x4c4e, 0x4c68, 0x4bba, 0x4c33, 
+0x49ed, 0x4a39, 0x49d5, 0x4ae2, 0x4a83, 0x4a02, 0x4aed, 0x49f6, 0x4a1e, 0x4a4c, 0x49a9, 0x4a10, 0x49fd, 0x49c5, 0x4b06, 0x493c, 0x4a76, 0x4a31, 0x496e, 0x49a7, 0x4842, 0x48fc, 0x4a22, 0x49a9, 0x498d, 0x4ade, 0x4aaa, 0x4972, 0x4a76, 0x4a2c, 0x4a1a, 0x4b37, 0x49b0, 0x4a2b, 0x4a37, 0x4a21, 0x4a4b, 0x4981, 0x4a4b, 0x49f0, 0x4a9f, 0x4a01, 0x4a15, 0x4940, 0x49f2, 0x4a83, 0x4a01, 0x4a27, 
+0x4b62, 0x4b79, 0x4b15, 0x4c00, 0x4b91, 0x4b2d, 0x4c1e, 0x4af0, 0x4aab, 0x4aed, 0x4af1, 0x4aaa, 0x4b65, 0x4adf, 0x4c04, 0x4a87, 0x4af3, 0x4b20, 0x4a7c, 0x4ada, 0x49e9, 0x4a37, 0x4b2d, 0x4b3f, 0x4a84, 0x4b03, 0x4b15, 0x4a9f, 0x4c34, 0x4b1d, 0x4b50, 0x4bf9, 0x4aed, 0x4afa, 0x4b39, 0x4b30, 0x4b22, 0x4a2a, 0x4bdf, 0x4a89, 0x4b97, 0x4ad6, 0x4b77, 0x4a81, 0x4b56, 0x4b92, 0x4adc, 0x4b54, 
+0x4b28, 0x4ada, 0x4a71, 0x4a7f, 0x4aca, 0x4a8f, 0x4b14, 0x4a0d, 0x4a41, 0x4ac1, 0x497f, 0x4a46, 0x4a27, 0x4ae2, 0x4b06, 0x4a2a, 0x49ef, 0x4a52, 0x49e1, 0x4a1d, 0x4964, 0x4995, 0x4a4a, 0x49b3, 0x497d, 0x4ac8, 0x4a0d, 0x4a1b, 0x4bc2, 0x4ab9, 0x49ba, 0x4b49, 0x4b0a, 0x4aa1, 0x4ae4, 0x4b13, 0x4aae, 0x48d5, 0x4b35, 0x49f0, 0x4ae6, 0x49cb, 0x4b49, 0x49ff, 0x4b14, 0x4b49, 0x4a01, 0x4a81, 
+0x4a40, 0x4a35, 0x4a90, 0x4aad, 0x4ada, 0x4ad1, 0x4a6c, 0x4b09, 0x4a96, 0x4a4d, 0x492f, 0x49e3, 0x4a74, 0x4a79, 0x4b59, 0x4a15, 0x49e7, 0x4a96, 0x49ea, 0x49bb, 0x4967, 0x4935, 0x4a18, 0x4a3c, 0x49c3, 0x4aeb, 0x4b1f, 0x4a8f, 0x4bee, 0x4b06, 0x4a18, 0x4b6c, 0x4adf, 0x49e2, 0x4aa7, 0x4aac, 0x4ab5, 0x48d4, 0x4ac8, 0x4a70, 0x49cd, 0x4a55, 0x4ae7, 0x4a39, 0x4af1, 0x4b3b, 0x49e9, 0x4abd, 
+0x49cc, 0x49f6, 0x49f2, 0x49d5, 0x4a75, 0x49cb, 0x4ae2, 0x49fd, 0x4a00, 0x49b7, 0x49d2, 0x4940, 0x49f4, 0x4a1e, 0x4a2b, 0x49ad, 0x4948, 0x4964, 0x499d, 0x4a2e, 0x4930, 0x48eb, 0x4a53, 0x498d, 0x497b, 0x4a10, 0x4a5f, 0x4925, 0x4b0b, 0x490e, 0x4a4a, 0x4a73, 0x49d4, 0x493a, 0x49a8, 0x49ee, 0x4a23, 0x48f5, 0x4a27, 0x4934, 0x49ab, 0x4a01, 0x49f0, 0x4975, 0x4a77, 0x4a75, 0x493c, 0x495f, 
+0x4ac3, 0x4ae2, 0x4a29, 0x4b42, 0x4ad9, 0x49fe, 0x4b00, 0x4b04, 0x4b30, 0x4b22, 0x49f6, 0x4a0e, 0x4ae3, 0x4abc, 0x4b47, 0x4a6a, 0x4a5b, 0x4a5e, 0x4a42, 0x4a80, 0x49a1, 0x49be, 0x4b36, 0x4a10, 0x4a2b, 0x4ae5, 0x4ad0, 0x4aa4, 0x4b3c, 0x4aad, 0x4a2a, 0x4c1a, 0x4b2c, 0x4b2f, 0x4aa0, 0x4a77, 0x4af6, 0x49e8, 0x4a4b, 0x4a0a, 0x4ae4, 0x4a14, 0x4aa8, 0x4a1d, 0x4ae0, 0x4bae, 0x49c9, 0x4b3a, 
+0x4af0, 0x4a85, 0x4a70, 0x4a91, 0x4a7c, 0x4aba, 0x4ae7, 0x4a9a, 0x4b17, 0x4ab5, 0x4a25, 0x4a54, 0x4ab5, 0x4b59, 0x4b5b, 0x4a64, 0x4a74, 0x49e1, 0x4ac6, 0x4a66, 0x49cb, 0x498f, 0x4b1f, 0x4ab7, 0x4a0a, 0x4af4, 0x4aab, 0x49fa, 0x4c05, 0x4abb, 0x4a46, 0x4bbe, 0x4a9f, 0x4a37, 0x4a8c, 0x4a69, 0x4a50, 0x492c, 0x4b10, 0x49c6, 0x4b26, 0x4a91, 0x4b2b, 0x4a67, 0x4b4f, 0x4bb2, 0x4a05, 0x4a86, 
+0x4b3a, 0x4a79, 0x4ac0, 0x4b1e, 0x4ac3, 0x4b05, 0x4c11, 0x49e1, 0x4aa4, 0x4a96, 0x4a06, 0x4aab, 0x4acc, 0x4a66, 0x4b27, 0x4aa7, 0x4a37, 0x4aeb, 0x4a98, 0x4aae, 0x4973, 0x492e, 0x4ad4, 0x4a1c, 0x49f9, 0x4aca, 0x4ac8, 0x4a51, 0x4ba4, 0x4a87, 0x4ac1, 0x4b3c, 0x4add, 0x4a8f, 0x4a7d, 0x4ad7, 0x4adc, 0x49b9, 0x4aca, 0x4a95, 0x4ada, 0x4a37, 0x4b55, 0x4ad0, 0x4b78, 0x4b1c, 0x4a29, 0x4b1f, 
+0x4a63, 0x4aca, 0x49b7, 0x4a92, 0x4ada, 0x49fe, 0x4ab5, 0x4a3d, 0x4a42, 0x49d9, 0x49fc, 0x4a00, 0x4ade, 0x4a34, 0x4b06, 0x4931, 0x4943, 0x4a63, 0x49e9, 0x4978, 0x4965, 0x48f2, 0x4a89, 0x49f5, 0x4a38, 0x49ac, 0x4a38, 0x49b1, 0x4b82, 0x4a09, 0x4a31, 0x4b64, 0x4a91, 0x4a2c, 0x4a1e, 0x4a97, 0x4ab3, 0x48a0, 0x49fd, 0x496d, 0x4a1e, 0x494e, 0x4a0e, 0x4960, 0x4b38, 0x4b1a, 0x49ae, 0x49f6, 
+0x4a7f, 0x4a51, 0x4a0d, 0x4a5f, 0x4a11, 0x4a4c, 0x4b44, 0x49aa, 0x4a60, 0x4a7e, 0x4a36, 0x4a0c, 0x4a27, 0x4a56, 0x4b50, 0x497d, 0x4a2b, 0x49f3, 0x4a2f, 0x4a21, 0x48db, 0x4914, 0x4a92, 0x49f7, 0x499d, 0x4a7d, 0x4a42, 0x49c4, 0x4ab0, 0x49f0, 0x4a17, 0x4ad2, 0x4a17, 0x4a65, 0x4a4a, 0x49bc, 0x49b2, 0x496c, 0x4acc, 0x4a01, 0x4a5e, 0x49f2, 0x4a87, 0x495d, 0x4af6, 0x4a7c, 0x4a0d, 0x4ac9, 
+0x4988, 0x4a5b, 0x4a71, 0x4a17, 0x4ae3, 0x4a1a, 0x4a00, 0x4a7e, 0x4a47, 0x49fd, 0x499f, 0x49dd, 0x4a83, 0x4a22, 0x4a19, 0x49c6, 0x4a0a, 0x4aa2, 0x4971, 0x49b1, 0x4890, 0x48a4, 0x4a89, 0x49a8, 0x49fa, 0x49bc, 0x4996, 0x49e2, 0x4b36, 0x49df, 0x4a58, 0x4b51, 0x4b09, 0x4a54, 0x4a87, 0x4a2d, 0x4a78, 0x493b, 0x49cd, 0x494d, 0x4983, 0x497a, 0x4a78, 0x4a50, 0x4a81, 0x4b0b, 0x4921, 0x4a41, 
+0x4aa6, 0x4aaf, 0x4ab0, 0x4ade, 0x4b5d, 0x4a80, 0x4bb8, 0x4a43, 0x4a9f, 0x4a73, 0x4ae0, 0x4a44, 0x4ae1, 0x4aef, 0x4b70, 0x4a7f, 0x4a1c, 0x4b07, 0x4a54, 0x4a29, 0x494e, 0x49d0, 0x4ac3, 0x4a59, 0x49ec, 0x4abe, 0x4abe, 0x4a7c, 0x4afe, 0x4b14, 0x4a27, 0x4bbc, 0x4ad0, 0x4adc, 0x4b72, 0x4b05, 0x4ae4, 0x4971, 0x4a4b, 0x4a7a, 0x4a8d, 0x4a08, 0x4ae2, 0x4a51, 0x4b1c, 0x4b01, 0x4a4a, 0x4b18, 
+0x4a35, 0x4a4b, 0x49cf, 0x4a17, 0x4a6e, 0x49dd, 0x4a79, 0x4a1d, 0x4ac7, 0x49ad, 0x4924, 0x49c4, 0x4a33, 0x4a9d, 0x4a98, 0x4a36, 0x49b6, 0x4a30, 0x498d, 0x4a15, 0x48da, 0x48ea, 0x4a14, 0x49e2, 0x49ab, 0x4a44, 0x4a2c, 0x4973, 0x4ba2, 0x4a2b, 0x4a29, 0x4afd, 0x4a81, 0x4994, 0x4a16, 0x4a50, 0x4a68, 0x4875, 0x4a25, 0x4953, 0x4a2e, 0x4a1f, 0x4ad3, 0x49d2, 0x49dc, 0x4b0e, 0x49e3, 0x4a64, 
+0x4a67, 0x4b45, 0x4a92, 0x4b16, 0x4b93, 0x4a7e, 0x4ae8, 0x4a8a, 0x4ade, 0x4b12, 0x4a76, 0x4a98, 0x4a57, 0x4b00, 0x4b10, 0x4a4f, 0x4a7b, 0x49fb, 0x4a48, 0x4ac3, 0x4998, 0x496b, 0x4b02, 0x4aa7, 0x4a63, 0x4af4, 0x4ad6, 0x4a25, 0x4b23, 0x4abe, 0x4af0, 0x4bdc, 0x4acb, 0x4a6f, 0x4a8a, 0x4ae7, 0x4a40, 0x49d6, 0x4a4e, 0x4a1b, 0x4ad3, 0x4b3e, 0x4b6e, 0x4ab8, 0x4b19, 0x4b85, 0x4a20, 0x4ad6, 
+0x4916, 0x492c, 0x48c6, 0x49a8, 0x48eb, 0x493d, 0x49e4, 0x4920, 0x497a, 0x490f, 0x48cd, 0x489f, 0x49b9, 0x497b, 0x4a0d, 0x490d, 0x4968, 0x490a, 0x48b5, 0x4902, 0x489d, 0x481d, 0x4933, 0x48fb, 0x489d, 0x491e, 0x49a4, 0x48fd, 0x49a8, 0x4976, 0x48ed, 0x49c0, 0x49d0, 0x4901, 0x497f, 0x495a, 0x48db, 0x489f, 0x490c, 0x4906, 0x48fd, 0x4912, 0x499c, 0x4908, 0x4922, 0x49b6, 0x4852, 0x49c7, 
+0x49eb, 0x4957, 0x49e9, 0x49f1, 0x4a79, 0x49dd, 0x4a74, 0x4982, 0x49c2, 0x49f4, 0x4937, 0x494f, 0x4a28, 0x49ac, 0x49cf, 0x48ad, 0x496a, 0x4a23, 0x4950, 0x4a83, 0x48bc, 0x4955, 0x4a60, 0x4992, 0x49a3, 0x499b, 0x4a31, 0x492d, 0x4aea, 0x4980, 0x499f, 0x4a7c, 0x49a9, 0x4904, 0x4a17, 0x4a34, 0x49d9, 0x48f7, 0x49a2, 0x49a6, 0x4a91, 0x4a04, 0x49ee, 0x4931, 0x4a4f, 0x4acc, 0x49a6, 0x4a01, 
+0x4a67, 0x4af7, 0x4a92, 0x4aca, 0x4b39, 0x4b14, 0x4b05, 0x4ac6, 0x4a53, 0x4a76, 0x4a41, 0x4a0a, 0x4a65, 0x4a21, 0x4ba7, 0x4a19, 0x49ea, 0x4a7d, 0x4a08, 0x4a2d, 0x4930, 0x494e, 0x4ab8, 0x49b6, 0x49b8, 0x4ab7, 0x4b4d, 0x4a30, 0x4b1c, 0x4a9b, 0x4abe, 0x4bbb, 0x4ada, 0x4a16, 0x4aeb, 0x4a79, 0x4aa2, 0x499b, 0x4afd, 0x49eb, 0x4a51, 0x4a65, 0x4b60, 0x49de, 0x4bad, 0x4ac0, 0x4a21, 0x4a7c, 
+0x4b17, 0x4b30, 0x4afa, 0x4bd3, 0x4b33, 0x4ae4, 0x4be9, 0x4bb6, 0x4b60, 0x4b7f, 0x4ad4, 0x4a0f, 0x4bd2, 0x4b4a, 0x4bdc, 0x4a49, 0x4a7d, 0x4b73, 0x4af5, 0x4a98, 0x4999, 0x49e0, 0x4b70, 0x4a91, 0x4abe, 0x4b44, 0x4b2b, 0x4adb, 0x4bf0, 0x4b22, 0x4a02, 0x4c3c, 0x4bdf, 0x4b2d, 0x4b1a, 0x4b3b, 0x4bec, 0x4a09, 0x4b54, 0x4a8d, 0x4b11, 0x4ae9, 0x4b63, 0x4a1b, 0x4beb, 0x4bb4, 0x4b1d, 0x4b1e, 
+0x49da, 0x4a5d, 0x4a46, 0x4ae3, 0x4a1f, 0x49ac, 0x4add, 0x4a06, 0x4b11, 0x4a4c, 0x4990, 0x49af, 0x4a0f, 0x4a16, 0x4b22, 0x496a, 0x4a1e, 0x4a0e, 0x4a3f, 0x4a15, 0x4921, 0x4962, 0x4a12, 0x49da, 0x49ed, 0x4a51, 0x4a7c, 0x49a9, 0x4b0c, 0x4a46, 0x49cb, 0x4b37, 0x4ace, 0x4a6d, 0x4a66, 0x4999, 0x4a3a, 0x495a, 0x4abf, 0x4921, 0x49da, 0x4992, 0x4a93, 0x495d, 0x4aa8, 0x4a96, 0x4a29, 0x4a25, 
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 };
\ No newline at end of file

From f69803ff77c0937036b234c084580f23fcc4f65b Mon Sep 17 00:00:00 2001
From: Yvan Tortorella <ytortorella@lagrev5.ee.ethz.ch>
Date: Mon, 16 Jun 2025 21:00:11 +0200
Subject: [PATCH 52/56] Add RedMulE golden model as a dependency.

---
 .gitmodules                       |  3 +++
 hwpe/redmule/Makefile             | 12 ++++++++++++
 hwpe/redmule/redmule-golden-model |  1 +
 3 files changed, 16 insertions(+)
 create mode 160000 hwpe/redmule/redmule-golden-model

diff --git a/.gitmodules b/.gitmodules
index 5ade099..c1c527f 100644
--- a/.gitmodules
+++ b/.gitmodules
@@ -1,3 +1,6 @@
 [submodule "hwpe/neureka/pulp-nnx"]
 	path = hwpe/neureka/pulp-nnx
 	url = https://github.com/pulp-platform/pulp-nnx
+[submodule "hwpe/redmule/redmule-golden-model"]
+	path = hwpe/redmule/redmule-golden-model
+	url = https://github.com/yvantor/redmule-golden-model.git
diff --git a/hwpe/redmule/Makefile b/hwpe/redmule/Makefile
index 2d118a6..a92a1db 100644
--- a/hwpe/redmule/Makefile
+++ b/hwpe/redmule/Makefile
@@ -21,3 +21,15 @@ else
 endif
 
 include $(PULP_SDK_HOME)/install/rules/pulp_rt.mk
+
+Golden := redmule-golden-model
+
+OP     ?= gemm
+M      ?= 32
+N      ?= 32
+K      ?= 32
+fp_fmt ?= FP16
+SW     ?= $(shell pwd)
+
+golden:
+	$(MAKE) -C $(Golden) $(OP) SW=$(SW)/inc M=$(M) N=$(N) K=$(K) fp_fmt=$(fp_fmt)
diff --git a/hwpe/redmule/redmule-golden-model b/hwpe/redmule/redmule-golden-model
new file mode 160000
index 0000000..3b3980e
--- /dev/null
+++ b/hwpe/redmule/redmule-golden-model
@@ -0,0 +1 @@
+Subproject commit 3b3980eb03f891c411226c35a95fa115066573a4

From 3ee685769e27ea00747b8dd396298aeba1c8abd2 Mon Sep 17 00:00:00 2001
From: Yvan Tortorella <ytortorella@lagrev5.ee.ethz.ch>
Date: Tue, 15 Jul 2025 18:13:23 +0200
Subject: [PATCH 53/56] Make HWPE read/write functions volatile to prevent
 compiler from swapping execution order.

---
 hwpe/redmule/hal_redmule.h | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/hwpe/redmule/hal_redmule.h b/hwpe/redmule/hal_redmule.h
index 65b1a2d..14dc663 100644
--- a/hwpe/redmule/hal_redmule.h
+++ b/hwpe/redmule/hal_redmule.h
@@ -41,8 +41,8 @@
 // instead of classic load/store because otherwise the compiler is not able to correctly factorize
 // the HWPE base in case several accesses are done, ending up with twice more code
 
-#define HWPE_WRITE(value, offset) *(int *)(ARCHI_CLUST_HWPE_BASE + offset) = value
-#define HWPE_READ(offset) *(int *)(ARCHI_CLUST_HWPE_BASE + offset)
+#define HWPE_WRITE(value, offset) *(volatile int *)(ARCHI_CLUST_HWPE_BASE + offset) = value
+#define HWPE_READ(offset) *(volatile int *)(ARCHI_CLUST_HWPE_BASE + offset)
 
 static inline void redmule_x_add_set (unsigned int value) {
   HWPE_WRITE(value, REDMULE_REG_OFFS + REDMULE_REG_X_PTR);

From 5e26b13ef0217939c2d71274e2f57e6f97ebe405 Mon Sep 17 00:00:00 2001
From: Yvan Tortorella <ytortorella@lagrev5.ee.ethz.ch>
Date: Tue, 15 Jul 2025 18:19:05 +0200
Subject: [PATCH 54/56] Bump redmule golden.

---
 hwpe/redmule/redmule-golden-model | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/hwpe/redmule/redmule-golden-model b/hwpe/redmule/redmule-golden-model
index 3b3980e..512c780 160000
--- a/hwpe/redmule/redmule-golden-model
+++ b/hwpe/redmule/redmule-golden-model
@@ -1 +1 @@
-Subproject commit 3b3980eb03f891c411226c35a95fa115066573a4
+Subproject commit 512c7809f630e0258ea89f652802bbaed5104138

From 9de83fa5a6662ee085607e485a23e6ac4af5ecc6 Mon Sep 17 00:00:00 2001
From: Luigi Ghionda <luigi.ghio.98@gmail.com>
Date: Tue, 30 Sep 2025 16:05:06 +0200
Subject: [PATCH 55/56] Remove unintended file

---
 fpu_tests/matmul/FP32/out.txt | 15 ---------------
 1 file changed, 15 deletions(-)
 delete mode 100644 fpu_tests/matmul/FP32/out.txt

diff --git a/fpu_tests/matmul/FP32/out.txt b/fpu_tests/matmul/FP32/out.txt
deleted file mode 100644
index 9950041..0000000
--- a/fpu_tests/matmul/FP32/out.txt
+++ /dev/null
@@ -1,15 +0,0 @@
-GNU Make 3.82
-Built for x86_64-redhat-linux-gnu
-Copyright (C) 2010  Free Software Foundation, Inc.
-License GPLv3+: GNU GPL version 3 or later <http://gnu.org/licenses/gpl.html>
-This is free software: you are free to change and redistribute it.
-There is NO WARRANTY, to the extent permitted by law.
-Lettura dei makefile...
-/scratch2/rtedeschi/pulp_cluster/alsaqr_cluster/pulp-runtime/rules/pulpos/targets/pulp_cluster.mk:74: warning: overriding recipe for target `run'
-/scratch2/rtedeschi/pulp_cluster/alsaqr_cluster/pulp-runtime/rules/pulpos/default_rules.mk:322: warning: ignoring old recipe for target `run'
-Aggiornamento degli obbiettivi....
- Il file «all» non esiste.
-   Il file «/scratch2/rtedeschi/pulp_cluster/alsaqr_cluster/regression-tests/fpu_tests/matmul/FP32/build/fp_matmul/fp_matmul» non esiste.
-     Il file «/scratch2/rtedeschi/pulp_cluster/alsaqr_cluster/regression-tests/fpu_tests/matmul/FP32/build/fp_matmul/support_func.o» non esiste.
-    L'obiettivo «/scratch2/rtedeschi/pulp_cluster/alsaqr_cluster/regression-tests/fpu_tests/matmul/FP32/build/fp_matmul/support_func.o» deve essere rigenerato.
-make: *** Nessuna regola per generare l'obiettivo «/scratch2/rtedeschi/pulp_cluster/alsaqr_cluster/regression-tests/fpu_tests/matmul/FP32/build/fp_matmul/support_func.o», necessario per «/scratch2/rtedeschi/pulp_cluster/alsaqr_cluster/regression-tests/fpu_tests/matmul/FP32/build/fp_matmul/fp_matmul».  Stop.

From 7fa307d24daf38a26a81013f677b4b1e422d76e8 Mon Sep 17 00:00:00 2001
From: Luigi Ghionda <luigi.ghio.98@gmail.com>
Date: Tue, 30 Sep 2025 18:01:13 +0200
Subject: [PATCH 56/56] NEureka: update submodule

---
 hwpe/neureka/pulp-nnx | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/hwpe/neureka/pulp-nnx b/hwpe/neureka/pulp-nnx
index 4becda2..b1e7c0a 160000
--- a/hwpe/neureka/pulp-nnx
+++ b/hwpe/neureka/pulp-nnx
@@ -1 +1 @@
-Subproject commit 4becda239309035887db4f7fdf54a63ac8463180
+Subproject commit b1e7c0a517e770079f2f07acae013489b5d9d0f4