diff --git a/.gitattributes b/.gitattributes
index 5c8cee90d..6bf2a56c7 100644
--- a/.gitattributes
+++ b/.gitattributes
@@ -21,3 +21,35 @@
 *.jpg binary
 *.pdf binary
 *.ipynb binary
+
+c_reference/models/q_scut_head_b_face3_model/mbconv1.h filter=lfs diff=lfs merge=lfs -text
+c_reference/models/q_scut_head_b_face3_model/mbconv3.h filter=lfs diff=lfs merge=lfs -text
+c_reference/models/q_scut_head_b_face3_model/mbconv4.h filter=lfs diff=lfs merge=lfs -text
+c_reference/models/q_scut_head_b_face3_model/rnn1.h filter=lfs diff=lfs merge=lfs -text
+c_reference/models/q_scut_head_b_face3_model/conv2D.h filter=lfs diff=lfs merge=lfs -text
+c_reference/models/q_scut_head_b_face3_model/detection1.h filter=lfs diff=lfs merge=lfs -text
+c_reference/models/q_scut_head_b_face3_model/detection2.h filter=lfs diff=lfs merge=lfs -text
+c_reference/models/q_scut_head_b_face3_model/detection3.h filter=lfs diff=lfs merge=lfs -text
+c_reference/models/q_scut_head_b_face3_model/mbconv2.h filter=lfs diff=lfs merge=lfs -text
+c_reference/models/q_scut_head_b_face3_model/rnn2.h filter=lfs diff=lfs merge=lfs -text
+c_reference/models/q_scut_head_b_face2_model/detection4.h filter=lfs diff=lfs merge=lfs -text
+c_reference/models/q_scut_head_b_face2_model/mbconv10.h filter=lfs diff=lfs merge=lfs -text
+c_reference/models/q_scut_head_b_face2_model/mbconv11.h filter=lfs diff=lfs merge=lfs -text
+c_reference/models/q_scut_head_b_face2_model/mbconv2.h filter=lfs diff=lfs merge=lfs -text
+c_reference/models/q_scut_head_b_face2_model/mbconv5.h filter=lfs diff=lfs merge=lfs -text
+c_reference/models/q_scut_head_b_face2_model/mbconv6.h filter=lfs diff=lfs merge=lfs -text
+c_reference/models/q_scut_head_b_face2_model/detection1.h filter=lfs diff=lfs merge=lfs -text
+c_reference/models/q_scut_head_b_face2_model/detection3.h filter=lfs diff=lfs merge=lfs -text
+c_reference/models/q_scut_head_b_face2_model/rnn2.h filter=lfs diff=lfs merge=lfs -text
+c_reference/models/q_scut_head_b_face2_model/mbconv7.h filter=lfs diff=lfs merge=lfs -text
+c_reference/models/q_scut_head_b_face2_model/mbconv8.h filter=lfs diff=lfs merge=lfs -text
+c_reference/models/q_scut_head_b_face2_model/mbconv9.h filter=lfs diff=lfs merge=lfs -text
+c_reference/models/q_scut_head_b_face2_model/mbconv14.h filter=lfs diff=lfs merge=lfs -text
+c_reference/models/q_scut_head_b_face2_model/mbconv4.h filter=lfs diff=lfs merge=lfs -text
+c_reference/models/q_scut_head_b_face2_model/rnn1.h filter=lfs diff=lfs merge=lfs -text
+c_reference/models/q_scut_head_b_face2_model/conv2D.h filter=lfs diff=lfs merge=lfs -text
+c_reference/models/q_scut_head_b_face2_model/mbconv3.h filter=lfs diff=lfs merge=lfs -text
+c_reference/models/q_scut_head_b_face2_model/mbconv13.h filter=lfs diff=lfs merge=lfs -text
+c_reference/models/q_scut_head_b_face2_model/mbconv1.h filter=lfs diff=lfs merge=lfs -text
+c_reference/models/q_scut_head_b_face2_model/detection2.h filter=lfs diff=lfs merge=lfs -text
+c_reference/models/q_scut_head_b_face2_model/mbconv12.h filter=lfs diff=lfs merge=lfs -text
diff --git a/c_reference/Makefile b/c_reference/Makefile
index 5a77e5e90..35e01e7c8 100644
--- a/c_reference/Makefile
+++ b/c_reference/Makefile
@@ -4,10 +4,12 @@
 include config.mk
 
 SRC_DIR=src
+MODEL_DIR=models
 TEST_DIR=tests
 
 all:  
 	$(MAKE) -C $(SRC_DIR)
+	$(MAKE) -C $(MODEL_DIR)
 	$(MAKE) -C $(TEST_DIR)
 
 .PHONY: clean cleanest
@@ -15,9 +17,11 @@ all:
 clean: 
 	rm -f *.o *.gch
 	$(MAKE) -C $(SRC_DIR) clean
+	$(MAKE) -C $(MODEL_DIR) clean
 	$(MAKE) -C $(TEST_DIR) clean
 
 cleanest: clean
 	rm *~
 	$(MAKE) -C $(SRC_DIR) cleanest
+	$(MAKE) -C $(MODEL_DIR) cleanest
 	$(MAKE) -C $(TEST_DIR) cleanest
diff --git a/c_reference/README.md b/c_reference/README.md
index 63cc38185..64812c95a 100644
--- a/c_reference/README.md
+++ b/c_reference/README.md
@@ -1,7 +1,24 @@
 # Copyright (c) Microsoft Corporation. All rights reserved.
 # Licensed under the MIT license.
 
-This folder consists of C reference code for some EdgeML operators, 
+This folder consists of `C` reference code for some `EdgeML` operators, 
 and sample parameter sets and input/output traces to verify them.
-The code is intended to compile with gcc on Linux machines,
-and is to be adapated as needed for other embedded platforms.
+The code is intended to compile with `GCC` on `Linux` machines,
+and is to be adapted as needed for other embedded platforms.
+
+## Directory Structure
+
+The `EdgeML/c_reference/` directory is broadly structured into the following sub-directories:
+
+- **include/**: Contains the header files for various lower level operators and layers.
+- **models/**: Contains the optimized source code and header files for various models built by stiching together different layers and operators. Also contains the layer weights and hyper-parameters for the corresponding models as well (stored using `Git LFS`).
+- **src/**: Contains the optimized source code files for various lower level operators and layers.
+- **tests/**: Contains extensive test cases for individual operators and layers, as well as the implemented models. The executables are generated in the main directory itself, while the test scripts and their configurations can be accessed in the appropriate sub-directories.
+
+## Compiling
+
+Run `make` inside the `EdgeML/c_reference/` directory to compile the entire project at once. Alternatively, run `make clean` to discard the previously generated object files and executables. By default, the directory is compiled with loop unrolling and shift operations turned off.
+
+## Running
+
+Head to `c_reference/tests/` directory and execute the test script of your choice. Test patches (wherever required) are currently not included because of license restrictions. Please open an issue / refer to an existing issue for the same.
diff --git a/c_reference/include/quantized_datatypes.h b/c_reference/include/quantized_datatypes.h
index 41a0aaf74..a5f31635f 100644
--- a/c_reference/include/quantized_datatypes.h
+++ b/c_reference/include/quantized_datatypes.h
@@ -6,25 +6,20 @@
 
 #include <stdint.h>
 
-// Macro for input type.
-typedef int16_t INT_T;
+// Macros for input type.
+typedef int8_t Q7_T;
+typedef int16_t Q15_T;
+typedef int32_t Q31_T;
+typedef int64_t Q63_T;
 // Macro for unsigned iterator type.
-typedef uint16_t ITER_T;
+typedef uint32_t ITER_T;
 // Macro for signed iterator type.
-typedef int16_t S_ITER_T;
-// Macro for intermediate buffer type.
-typedef int32_t INTM_T;
-// Macros for scale variable type.
-#ifdef SHIFT
-  typedef uint8_t SCALE_T;
-  typedef uint8_t L_SCALE_T;
-#else
-  typedef int16_t SCALE_T;
-  typedef int32_t L_SCALE_T;
-#endif
+typedef int32_t S_ITER_T;
+// Macro for scale variable type.
+typedef int32_t SCALE_T;
 // Macro for max value of input type.
-#define INT_TMAX 32767
+#define Q15_TMAX 32767
 // Macro for min value of input type.
-#define INT_TMIN -32768
+#define Q15_TMIN -32768
 
 #endif
diff --git a/c_reference/include/quantized_fastgrnn.h b/c_reference/include/quantized_fastgrnn.h
index db77c836a..5f9bf4691 100644
--- a/c_reference/include/quantized_fastgrnn.h
+++ b/c_reference/include/quantized_fastgrnn.h
@@ -12,45 +12,47 @@
 #include "quantized_utils.h"
 
 /**
- * @brief Model paramters for low-rank FastGRNN
+ * @brief Model parameters for low-rank FastGRNN
  * @var       mean         pointer to mean of input vector for normalization, size inputDims
- * @var       stdDev       pointer to standard dev of input for normalization, size inputDims*steps
+ * @var       stdDev       pointer to standard dev of input for normalization, size inputDims * steps
  * @var       W1           pointer to first low-rank component of W
  * @var       W2           pointer to second low-rank component of W
  * @var       wRank        rank of W matrix
  * @var       U1           pointer to first low-rank component of U
  * @var       U2           pointer to second low-rank component of U
  * @var       uRank        rank of U matrix
- * @var       Bg           pointer to bias for sigmoid
- * @var       Bh           pointer to bias for tanh
+ * @var       Bg           pointer to bias for Sigmoid
+ * @var       Bh           pointer to bias for TanH
  * @var       sigmoid_zeta first weight parameter for update from input from next step
  * @var       sigmoid_nu   second weight parameter for update from input from next step
  */
-typedef struct Q_FastGRNN_LR_Params {
-  INT_T* mean;
-  INT_T* stdDev;
-  INT_T* W1;
-  INT_T* W2;
+typedef struct Q15_FastGRNN_LR_Params {
+  const Q15_T* mean;
+  const Q15_T* stdDev;
+  const Q15_T* W1;
+  const Q15_T* W2;
   ITER_T wRank;
-  INT_T* U1;
-  INT_T* U2;
+  const Q15_T* U1;
+  const Q15_T* U2;
   ITER_T uRank;
-  INT_T* Bg;
-  INT_T* Bh;
-  INT_T sigmoid_zeta;
-  INT_T sigmoid_nu;
-} Q_FastGRNN_LR_Params;
+  const Q15_T* Bg;
+  const Q15_T* Bh;
+  Q15_T sigmoid_zeta;
+  Q15_T sigmoid_nu;
+} Q15_FastGRNN_LR_Params;
 
 /**
- * @brief Model scales for different inputs. The naming convention follows
- * two basic rules:
- * 1) If the matrix for which the scale is associated is used only once, name
+ * @brief Model scales and flags for different inputs. The naming convention
+ * follows three basic rules:
+ * 1) If the variable for which the scale is associated is used only once, name
  * the scale after the matrix.
- * 2) If the matrix for which the scale is associated is used only once, name
- * the scale after the matrix, the operation it is being used under and the
- * matrix it is being operated with.
+ * 2) If the variable for which the scale is associated is used more than once,
+ * name the scale after the matrix, the operation it is being used under and
+ * the matrix it is being operated with.
+ * 3) For flag variables, simply name them after the operation for which they
+ * are intended.
  */
-typedef struct Q_FastGRNN_LR_Scales {
+typedef struct Q15_FastGRNN_LR_Scales {
   SCALE_T input;
   SCALE_T mean;
   SCALE_T meanSub;
@@ -75,14 +77,17 @@ typedef struct Q_FastGRNN_LR_Scales {
   SCALE_T mV2AddMV4;
   SCALE_T mV4AddMV2;
   SCALE_T mV2AddMV4Out;
+  SCALE_T mV2AddMV4Demote;
   SCALE_T pC1AddBg;
   SCALE_T Bg;
   SCALE_T pC1AddBgOut;
+  SCALE_T pC1AddBgDemote;
   SCALE_T sigmoidScaleIn;
   SCALE_T sigmoidScaleOut;
   SCALE_T pC1AddBh;
   SCALE_T Bh;
   SCALE_T pC1AddBhOut;
+  SCALE_T pC1AddBhDemote;
   SCALE_T tanhScaleIn;
   SCALE_T tanhScaleOut;
   SCALE_T gateHDHiddenState;
@@ -100,35 +105,38 @@ typedef struct Q_FastGRNN_LR_Scales {
   SCALE_T pC3AddPC1;
   SCALE_T pC1AddPC3;
   SCALE_T hiddenStateOut;
-  INT_T sigmoidLimit;
-  INT_T div;
-  INT_T add;
-  INT_T qOne;
-} Q_FastGRNN_LR_Scales;
+  SCALE_T hiddenStateDemote;
+  Q15_T sigmoidLimit;
+  Q15_T div;
+  Q15_T add;
+  Q15_T qOne;
+  ITER_T useTableSigmoid;
+  ITER_T useTableTanH;
+} Q15_FastGRNN_LR_Scales;
 
 /**
 * @brief Buffers required for computation of low-rank FastGRNN
-* @var   preComp1     pointer to buffer space, must be initalized to atleast hiddenDims size
-* @var   preComp2     pointer to buffer space, must be initalized to atleast hiddenDims size
-* @var   preComp3     pointer to buffer space, must be initalized to atleast hiddenDims size
-* @var   tempLRW      pointer to buffer space, must be initalized to atleast wRank size
-* @var   tempLRU      pointer to buffer space, must be initalized to atleast uRank size
-* @var   normFeatures pointer to buffer space, must be initalized to atleast inputDims size
+* @var   preComp1     pointer to buffer space, must be initialized to atleast hiddenDims size
+* @var   preComp2     pointer to buffer space, must be initialized to atleast hiddenDims size
+* @var   preComp3     pointer to buffer space, must be initialized to atleast hiddenDims size
+* @var   tempLRW      pointer to buffer space, must be initialized to atleast wRank size
+* @var   tempLRU      pointer to buffer space, must be initialized to atleast uRank size
+* @var   normFeatures pointer to buffer space, must be initialized to atleast inputDims size
 */
-typedef struct Q_FastGRNN_LR_Buffers {
-  INT_T* preComp1;
-  INT_T* preComp2;
-  INT_T* preComp3;
-  INT_T* tempLRW;
-  INT_T* tempLRU;
-  INT_T* normFeatures;
-} Q_FastGRNN_LR_Buffers;
+typedef struct Q15_FastGRNN_LR_Buffers {
+  Q15_T* preComp1;
+  Q15_T* preComp2;
+  Q15_T* preComp3;
+  Q15_T* tempLRW;
+  Q15_T* tempLRU;
+  Q15_T* normFeatures;
+} Q15_FastGRNN_LR_Buffers;
 
 /**
- * @brief Multi-step updates of a FastGRNN cell with low rank W, U(W=W1*W2; U=U1*U2)
+ * @brief Multi-step updates of a FastGRNN cell with low rank W, U (W = W1 * W2; U = U1 * U2)
  * @param[in,out]   hiddenState  pointer to initial hidden state and output hidden state
  * @param[in]       hiddenDims   dimension of hidden state of the FastGRNN cell
- * @param[in]       input        pointer to concatenated input vectors for all steps, size inputDims*steps
+ * @param[in]       input        pointer to concatenated input vectors for all steps, size inputDims * steps
  * @param[in]       inputDims    dimension of input vector for each step
  * @param[in]       steps        number of steps of FastGRNN cell
  * @param[in]       params       pointer to model parameter
@@ -144,43 +152,56 @@ typedef struct Q_FastGRNN_LR_Buffers {
  *             <code>ERR_TEMPLRU_NOT_INIT</code> if tempLRU not allocated
  *             <code>ERR_NORMFEAT_NOT_INIT</code> if normFeatures not allocated
 */
-int q_fastgrnn_lr(INT_T* const hiddenState, ITER_T hiddenDims,
-                  const INT_T* const input, ITER_T inputDims, ITER_T steps,
-                  const void* params, void* buffers, const void* scales,
-                  int backward, int normalize);
+int q15_fastgrnn_lr(Q15_T* const hiddenState, ITER_T hiddenDims,
+                    const Q15_T* const input, ITER_T inputDims, ITER_T steps,
+                    const void* params, void* buffers, const void* scales,
+                    int backward, int normalize);
 
 /**
- * @brief Model paramters for low-rank FastGRNN
+ * @brief Model paramters for FastGRNN
  * @var       mean         pointer to mean of input vector for normalization, size inputDims
- * @var       stdDev       pointer to standard dev of input for normalization, size inputDims*steps
+ * @var       stdDev       pointer to standard dev of input for normalization, size inputDims * steps
  * @var       W            pointer to W matrix
  * @var       U            pointer U matrix
- * @var       Bg           pointer to bias for sigmoid
- * @var       Bh           pointer to bias for tanh
+ * @var       Bg           pointer to bias for Sigmoid
+ * @var       Bh           pointer to bias for TanH
  * @var       sigmoid_zeta first weight parameter for update from input from next step
  * @var       sigmoid_nu   second weight parameter for update from input from next step
  */
-typedef struct Q_FastGRNN_Params {
-  INT_T* mean;
-  INT_T* stdDev;
-  INT_T* W;
-  INT_T* U;
-  INT_T* Bg;
-  INT_T* Bh;
-  INT_T sigmoid_zeta;
-  INT_T sigmoid_nu;
-} Q_FastGRNN_Params;
+typedef struct Q15_FastGRNN_Params {
+  const Q15_T* mean;
+  const Q15_T* stdDev;
+  const Q15_T* W;
+  const Q15_T* U;
+  const Q15_T* Bg;
+  const Q15_T* Bh;
+  Q15_T sigmoid_zeta;
+  Q15_T sigmoid_nu;
+} Q15_FastGRNN_Params;
+
+typedef struct Q7xQ15_FastGRNN_Params {
+  const Q7_T* mean;
+  const Q7_T* stdDev;
+  const Q15_T* W;
+  const Q15_T* U;
+  const Q15_T* Bg;
+  const Q15_T* Bh;
+  Q15_T sigmoid_zeta;
+  Q15_T sigmoid_nu;
+} Q7xQ15_FastGRNN_Params;
 
 /**
- * @brief Model scales for different inputs. The naming convention follows
- * two basic rules:
- * 1) If the matrix for which the scale is associated is used only once, name
+ * @brief Model scales and flags for different inputs. The naming convention
+ * follows three basic rules:
+ * 1) If the variable for which the scale is associated is used only once, name
  * the scale after the matrix.
- * 2) If the matrix for which the scale is associated is used only once, name
- * the scale after the matrix, the operation it is being used under and the
- * matrix it is being operated with.
+ * 2) If the variable for which the scale is associated is used more than once,
+ * name the scale after the matrix, the operation it is being used under and
+ * the matrix it is being operated with.
+ * 3) For flag variables, simply name them after the operation for which they
+ * are intended.
  */
-typedef struct Q_FastGRNN_Scales {
+typedef struct Q15_FastGRNN_Scales {
   SCALE_T input;
   SCALE_T mean;
   SCALE_T meanSub;
@@ -197,14 +218,17 @@ typedef struct Q_FastGRNN_Scales {
   SCALE_T mV1AddMV2;
   SCALE_T mV2AddMV1;
   SCALE_T mV1AddMV2Out;
+  SCALE_T mV1AddMV2Demote;
   SCALE_T pC1AddBg;
   SCALE_T Bg;
   SCALE_T pC1AddBgOut;
+  SCALE_T pC1AddBgDemote;
   SCALE_T sigmoidScaleIn;
   SCALE_T sigmoidScaleOut;
   SCALE_T pC1AddBh;
   SCALE_T Bh;
   SCALE_T pC1AddBhOut;
+  SCALE_T pC1AddBhDemote;
   SCALE_T tanhScaleIn;
   SCALE_T tanhScaleOut;
   SCALE_T gateHDHiddenState;
@@ -222,31 +246,41 @@ typedef struct Q_FastGRNN_Scales {
   SCALE_T pC3AddPC1;
   SCALE_T pC1AddPC3;
   SCALE_T hiddenStateOut;
-  INT_T div;
-  INT_T add;
-  INT_T sigmoidLimit;
-  INT_T qOne;
-} Q_FastGRNN_Scales;
+  SCALE_T hiddenStateDemote;
+  Q15_T div;
+  Q15_T add;
+  Q15_T sigmoidLimit;
+  Q15_T qOne;
+  ITER_T useTableSigmoid;
+  ITER_T useTableTanH;
+} Q15_FastGRNN_Scales;
 
 /**
 * @brief Buffers required for computation of FastGRNN
-* @var   preComp1     pointer to buffer space, must be initalized to atleast hiddenDims size
-* @var   preComp2     pointer to buffer space, must be initalized to atleast hiddenDims size
-* @var   preComp3     pointer to buffer space, must be initalized to atleast hiddenDims size
-* @var   normFeatures pointer to buffer space, must be initalized to atleast inputDims size
+* @var   preComp1     pointer to buffer space, must be initialized to atleast hiddenDims size
+* @var   preComp2     pointer to buffer space, must be initialized to atleast hiddenDims size
+* @var   preComp3     pointer to buffer space, must be initialized to atleast hiddenDims size
+* @var   normFeatures pointer to buffer space, must be initialized to atleast inputDims size
 */
-typedef struct Q_FastGRNN_Buffers {
-  INT_T* preComp1;
-  INT_T* preComp2;
-  INT_T* preComp3;
-  INT_T* normFeatures;
-} Q_FastGRNN_Buffers;
+typedef struct Q15_FastGRNN_Buffers {
+  Q15_T* preComp1;
+  Q15_T* preComp2;
+  Q15_T* preComp3;
+  Q15_T* normFeatures;
+} Q15_FastGRNN_Buffers;
+
+typedef struct Q7xQ15_FastGRNN_Buffers {
+  Q15_T* preComp1;
+  Q15_T* preComp2;
+  Q15_T* preComp3;
+  Q7_T* normFeatures;
+} Q7xQ15_FastGRNN_Buffers;
 
 /**
  * @brief Multi-step updates of a FastGRNN cell
  * @param[in,out]   hiddenState  pointer to initial hidden state and output hidden state
  * @param[in]       hiddenDims   dimension of hidden state of the FastGRNN cell
- * @param[in]       input        pointer to concatenated input vectors for all steps, size inputDims*steps
+ * @param[in]       input        pointer to concatenated input vectors for all steps, size inputDims * steps
  * @param[in]       inputDims    dimension of input vector for each step
  * @param[in]       steps        number of steps of FastGRNN cell
  * @param[in]       params       pointer to model parameter
@@ -259,11 +293,13 @@ typedef struct Q_FastGRNN_Buffers {
  *             <code>ERR_PRECOMP_NOT_INIT</code> if preComp2 not allocated
  *             <code>ERR_PRECOMP_NOT_INIT</code> if preComp3 not allocated
  *             <code>ERR_NORMFEAT_NOT_INIT</code> if normFeatures not allocated
- * @example          Please refer the file: c_reference/tests/fastgrnn/test_quantized_fastgrnn.c
+ * @example         Please refer the file: c_reference/tests/fastgrnn/test_quantized_fastgrnn.c
  */
-int q_fastgrnn(INT_T* const hiddenState, ITER_T hiddenDims,
-               const INT_T* const input, ITER_T inputDims, ITER_T steps,
-               const void* params, void* buffers, const void* scales,
-               int backward, int normalize);
+int q7xq15_q15_fastgrnn(Q15_T* const hiddenState, ITER_T hiddenDims,
+  const Q7_T* const input, ITER_T inputDims, ITER_T steps, const void* params,
+  void* buffers, const void* scales, int backward, int normalize);
+int q15_fastgrnn(Q15_T* const hiddenState, ITER_T hiddenDims,
+  const Q15_T* const input, ITER_T inputDims, ITER_T steps, const void* params,
+  void* buffers, const void* scales, int backward, int normalize);
 
 #endif
diff --git a/c_reference/include/quantized_mbconv.h b/c_reference/include/quantized_mbconv.h
index dca713ef8..bb1565e63 100644
--- a/c_reference/include/quantized_mbconv.h
+++ b/c_reference/include/quantized_mbconv.h
@@ -22,7 +22,6 @@
  * @param[out]       output         pointer to the output buffer
  * @param[in]        convBuffer1    pointer to the buffer used for storing intermediate values for the first Convolution
  * @param[in]        convBuffer2    pointer to the buffer used for storing intermediate values for the second Convolution
- * @param[in]        treesumBuffer  pointer to the buffer used for storing intermediate values for TreeSum
  * @param[in]        N              number of batches passed to the layer
  * @param[in]        H              height of a single input tensor
  * @param[in]        W              width of a single input tensor
@@ -39,28 +38,19 @@
  * @param[in]        WPadR          pad to the right of the input tensor, along its width dimension
  * @param[in]        HStride        stride of the filter along the height dimension
  * @param[in]        WStride        stride of the filter along the height dimension
- * @param[in]        depth1         depth of the first TreeSum computation
- * @param[in]        depth2         depth of the second TreeSum computation
- * @param[in]        depth3         depth of the third TreeSum computation
  * @param[in]        limit1         maximum output value of the first relu_six computation
  * @param[in]        limit2         maximum output value of the first relu_six computation
  * @param[in]        shrU1          scale to divide the first TreeSum output by
- * @param[in]        shrB1          scale to divide the first BatchNorm addition factor by
  * @param[in]        shrX1          scale to divide the first Convolution output by
  * @param[in]        shrU2          scale to divide the second TreeSum output by
- * @param[in]        shrB2          scale to divide the second BatchNorm addition factor by
  * @param[in]        shrX2          scale to divide the second Convolution output by
  * @param[in]        shrU3          scale to divide the third TreeSum output by
- * @param[in]        shrB3          scale to divide the third BatchNorm addition factor by
  * @param[in]        shrW3          scale to divide the third Convolution output by
  * @param[in]        shlU1          scale to multiply with the first TreeSum output
- * @param[in]        shlB1          scale to multiply with the first BatchNorm addition factor
  * @param[in]        shlX1          scale to multiply with the first Convolution output
  * @param[in]        shlU2          scale to multiply with the second TreeSum output
- * @param[in]        shlB2          scale to multiply with the second BatchNorm addition factor
  * @param[in]        shlX2          scale to multiply with the second Convolution output
  * @param[in]        shlU3          scale to multiply with the third TreeSum output
- * @param[in]        shlB3          scale to multiply with the third BatchNorm addition factor
  * @param[in]        shlW3          scale to multiply with the third Convolution output
  * @return           none
  *
@@ -68,24 +58,64 @@
  * 1) Convolution(input, filter1) -> Batch Normalization(BN1W, BN1B) -> ReLU(limit1) -> convBuffer1
  * 2) Depthwise Separable Convolution(convBuffer1, filter2) -> Batch Normalization(BN2W, BN2B) -> ReLU(limit2) -> convBuffer2
  * 3) Convolution(convBuffer2, filter3) -> Batch Normalization(BN3W, BN3B) -> output
- * Variables depth1, depth2 and depth3 are used along with treesumBuffer for accumulating the sums during convolutions.
  * Rest of the variables are used as indicated.
  *
  * @example          Please refer the file: c_reference/tests/mbconv/test_quantized_mbconv.c
  */
-void q_mbconv_block(const INT_T* const input, const INT_T* const filter1,
-  const INT_T* const BN1W, const INT_T* const BN1B, const INT_T* const filter2,
-  const INT_T* const BN2W, const INT_T* const BN2B, const INT_T* const filter3,
-  const INT_T* const BN3W, const INT_T* const BN3B, INT_T* const output,
-  INT_T* const convBuffer1, INT_T* const convBuffer2, INTM_T* const treesumBuffer,
+void q7_mbconv_block(const Q7_T* const input, const Q7_T* const filter1,
+  const Q7_T* const BN1W, const Q7_T* const BN1B, const Q7_T* const filter2,
+  const Q7_T* const BN2W, const Q7_T* const BN2B, const Q7_T* const filter3,
+  const Q7_T* const BN3W, const Q7_T* const BN3B, Q7_T* const output,
+  Q7_T* const convBuffer1, Q7_T* const convBuffer2, ITER_T N, ITER_T H,
+  ITER_T W, ITER_T CIn, ITER_T CTemp, ITER_T HF, ITER_T WF, ITER_T COut,
+  ITER_T HOut, ITER_T WOut, S_ITER_T HPadU, S_ITER_T HPadD, S_ITER_T WPadL,
+  S_ITER_T WPadR, ITER_T HStride, ITER_T WStride, Q15_T limit1, Q15_T limit2,
+  SCALE_T shrU1, SCALE_T shrX1, SCALE_T shrU2, SCALE_T shrX2, SCALE_T shrU3,
+  SCALE_T shrW3, SCALE_T shlU1, SCALE_T shlX1, SCALE_T shlU2, SCALE_T shlX2,
+  SCALE_T shlU3, SCALE_T shlW3);
+void q7xq15_q15_mbconv_block(const Q7_T* const input,
+  const Q15_T* const filter1, const Q15_T* const BN1W, const Q15_T* const BN1B,
+  const Q15_T* const filter2, const Q15_T* const BN2W, const Q15_T* const BN2B,
+  const Q15_T* const filter3, const Q15_T* const BN3W, const Q15_T* const BN3B,
+  Q15_T* const output, Q15_T* const convBuffer1, Q15_T* const convBuffer2,
   ITER_T N, ITER_T H, ITER_T W, ITER_T CIn, ITER_T CTemp, ITER_T HF, ITER_T WF,
   ITER_T COut, ITER_T HOut, ITER_T WOut, S_ITER_T HPadU, S_ITER_T HPadD,
-  S_ITER_T WPadL, S_ITER_T WPadR, ITER_T HStride, ITER_T WStride, SCALE_T depth1,
-  SCALE_T depth2, SCALE_T depth3, INTM_T limit1, INTM_T limit2, L_SCALE_T shrU1,
-  L_SCALE_T shrB1, L_SCALE_T shrX1, L_SCALE_T shrU2, L_SCALE_T shrB2,
-  L_SCALE_T shrX2, L_SCALE_T shrU3, L_SCALE_T shrB3, L_SCALE_T shrW3,
-  L_SCALE_T shlU1, L_SCALE_T shlB1, L_SCALE_T shlX1, L_SCALE_T shlU2,
-  L_SCALE_T shlB2, L_SCALE_T shlX2, L_SCALE_T shlU3, L_SCALE_T shlB3,
-  L_SCALE_T shlW3);
+  S_ITER_T WPadL, S_ITER_T WPadR, ITER_T HStride, ITER_T WStride, Q31_T limit1,
+  Q31_T limit2, SCALE_T shrU1, SCALE_T shrX1, SCALE_T shrU2, SCALE_T shrX2,
+  SCALE_T shrU3, SCALE_T shrW3, SCALE_T shlU1, SCALE_T shlX1, SCALE_T shlU2,
+  SCALE_T shlX2, SCALE_T shlU3, SCALE_T shlW3);
+void q15xq7_q7_mbconv_block(const Q15_T* const input,
+  const Q7_T* const filter1, const Q7_T* const BN1W, const Q15_T* const BN1B,
+  const Q7_T* const filter2, const Q7_T* const BN2W, const Q15_T* const BN2B,
+  const Q7_T* const filter3, const Q7_T* const BN3W, const Q15_T* const BN3B,
+  Q7_T* const output, Q15_T* const convBuffer1, Q15_T* const convBuffer2,
+  ITER_T N, ITER_T H, ITER_T W, ITER_T CIn, ITER_T CTemp, ITER_T HF, ITER_T WF,
+  ITER_T COut, ITER_T HOut, ITER_T WOut, S_ITER_T HPadU, S_ITER_T HPadD,
+  S_ITER_T WPadL, S_ITER_T WPadR, ITER_T HStride, ITER_T WStride, Q31_T limit1,
+  Q31_T limit2, SCALE_T shrU1, SCALE_T shrX1, SCALE_T shrU2, SCALE_T shrX2,
+  SCALE_T shrU3, SCALE_T shrW3, SCALE_T shlU1, SCALE_T shlX1, SCALE_T shlU2,
+  SCALE_T shlX2, SCALE_T shlU3, SCALE_T shlW3);
+void q15xq7_q15_mbconv_block(const Q15_T* const input,
+  const Q7_T* const filter1, const Q7_T* const BN1W, const Q15_T* const BN1B,
+  const Q7_T* const filter2, const Q7_T* const BN2W, const Q15_T* const BN2B,
+  const Q7_T* const filter3, const Q7_T* const BN3W, const Q15_T* const BN3B,
+  Q15_T* const output, Q15_T* const convBuffer1, Q15_T* const convBuffer2,
+  ITER_T N, ITER_T H, ITER_T W, ITER_T CIn, ITER_T CTemp, ITER_T HF, ITER_T WF,
+  ITER_T COut, ITER_T HOut, ITER_T WOut, S_ITER_T HPadU, S_ITER_T HPadD,
+  S_ITER_T WPadL, S_ITER_T WPadR, ITER_T HStride, ITER_T WStride, Q31_T limit1,
+  Q31_T limit2, SCALE_T shrU1, SCALE_T shrX1, SCALE_T shrU2, SCALE_T shrX2,
+  SCALE_T shrU3, SCALE_T shrW3, SCALE_T shlU1, SCALE_T shlX1, SCALE_T shlU2,
+  SCALE_T shlX2, SCALE_T shlU3, SCALE_T shlW3);
+void q15_mbconv_block(const Q15_T* const input, const Q15_T* const filter1,
+  const Q15_T* const BN1W, const Q15_T* const BN1B, const Q15_T* const filter2,
+  const Q15_T* const BN2W, const Q15_T* const BN2B, const Q15_T* const filter3,
+  const Q15_T* const BN3W, const Q15_T* const BN3B, Q15_T* const output,
+  Q15_T* const convBuffer1, Q15_T* const convBuffer2, ITER_T N, ITER_T H,
+  ITER_T W, ITER_T CIn, ITER_T CTemp, ITER_T HF, ITER_T WF, ITER_T COut,
+  ITER_T HOut, ITER_T WOut, S_ITER_T HPadU, S_ITER_T HPadD, S_ITER_T WPadL,
+  S_ITER_T WPadR, ITER_T HStride, ITER_T WStride, Q31_T limit1, Q31_T limit2,
+  SCALE_T shrU1, SCALE_T shrX1, SCALE_T shrU2, SCALE_T shrX2, SCALE_T shrU3,
+  SCALE_T shrW3, SCALE_T shlU1, SCALE_T shlX1, SCALE_T shlU2, SCALE_T shlX2,
+  SCALE_T shlU3, SCALE_T shlW3);
 
 #endif
diff --git a/c_reference/include/quantized_rnnpool.h b/c_reference/include/quantized_rnnpool.h
index bf97c2ede..71ba3f844 100644
--- a/c_reference/include/quantized_rnnpool.h
+++ b/c_reference/include/quantized_rnnpool.h
@@ -4,15 +4,17 @@
 #ifndef __QUANTIZED_RNNPOOL_H__
 #define __QUANTIZED_RNNPOOL_H__
 
-#include "quantized_datatypes.h"
+#include "quantized_utils.h"
 
-typedef int (*q_rnn_t)(INT_T* const, ITER_T, const INT_T* const, ITER_T, ITER_T, const void*, void*, const void*, int, int);
+typedef int (*q7xq15_q15_rnn_t)(Q15_T* const, ITER_T, const Q7_T* const, ITER_T, ITER_T, const void*, void*, const void*, int, int);
+typedef int (*q15_rnn_t)(Q15_T* const, ITER_T, const Q15_T* const, ITER_T, ITER_T, const void*, void*, const void*, int, int);
 
 /**
+ * @brief Block implementation of RNNPool operator
  * @param[in]        patch          pointer to activation of patch (row, col, channel)
- * @param[in]        inputDims      dimemsion of each input pixel
+ * @param[in]        inputDims      dimension of each input pixel
  * @param[in]        patchDim       number of rows and columns in a square patch
- * @param[in]        stride         stride lenghth in the larger image to get to next row
+ * @param[in]        stride         stride length in the larger image to get to next row
  * @param[in]        rnn1           function pointer to RNN1
  * @param[in]        hiddenDims1    dimension of the hidden state of RNN1
  * @param[in]        rnn1_params    pointer to parameters of RNN1
@@ -24,16 +26,21 @@ typedef int (*q_rnn_t)(INT_T* const, ITER_T, const INT_T* const, ITER_T, ITER_T,
  * @param[in]        rnn2_buffers   pointer to buffers needed for RNN2
  * @param[in]        rnn2_scales    pointer to the scales needed for RNN2
  * @param[out]       output         pointer to output, initialized to size 4 * hiddenDims2
- * @param[in,out]    buffer         pointer to buffer, intialized to size hiddenDims1 * max{nrows, cols}
+ * @param[in]        buffer         pointer to buffer, initialized to size hiddenDims1 * max{nrows, cols}
  * @return none
  * @example          Please refer the file: c_reference/tests/rnnpool/test_quantized_rnnpool.c
  */
-int q_rnnpool_block(const INT_T* const patch, ITER_T inputDims, ITER_T patchDim,
-                    ITER_T stride, q_rnn_t rnn1, ITER_T hiddenDims1,
-                    const void* rnn1_params, void* rnn1_buffers,
-                    const void* rnn1_scales, q_rnn_t rnn2,
-                    ITER_T hiddenDims2, const void* rnn2_params,
-                    void* rnn2_buffers, const void* rnn2_scales,
-                    INT_T* const output, INT_T* const buffer);
+int q7xq15_q15_rnnpool_block(const Q7_T* const patch, ITER_T inputDims,
+  ITER_T patchDim, ITER_T stride, q7xq15_q15_rnn_t rnn1, ITER_T hiddenDims1,
+  const void* rnn1_params, void* rnn1_buffers, const void* rnn1_scales,
+  q15_rnn_t rnn2, ITER_T hiddenDims2, const void* rnn2_params,
+  void* rnn2_buffers, const void* rnn2_scales, Q15_T* const output,
+  Q15_T* const buffer, SCALE_T ShR1, SCALE_T ShL1, SCALE_T ShR2, SCALE_T ShL2);
+int q15_rnnpool_block(const Q15_T* const patch, ITER_T inputDims,
+  ITER_T patchDim, ITER_T stride, q15_rnn_t rnn1, ITER_T hiddenDims1,
+  const void* rnn1_params, void* rnn1_buffers, const void* rnn1_scales,
+  q15_rnn_t rnn2, ITER_T hiddenDims2, const void* rnn2_params,
+  void* rnn2_buffers, const void* rnn2_scales, Q15_T* const output,
+  Q15_T* const buffer, SCALE_T ShR1, SCALE_T ShL1, SCALE_T ShR2, SCALE_T ShL2);
 
 #endif
diff --git a/c_reference/include/quantized_utils.h b/c_reference/include/quantized_utils.h
index cf8a7c8bc..a671c0399 100644
--- a/c_reference/include/quantized_utils.h
+++ b/c_reference/include/quantized_utils.h
@@ -8,21 +8,21 @@
 #include "quantized_datatypes.h"
 
 // Function for saturating the input to the required format.
-// This function isn't used currently because of SeeDot generated scales
+// This function isn't used actively because of SeeDot generated scales
 // ensuring the overflows aren't a possibility.
-inline INT_T saturate(INTM_T inp) {
-    if (inp > INT_TMAX){
-        return (INT_T)INT_TMAX;
-    } else if (inp < INT_TMIN) {
-        return (INT_T)INT_TMIN;
+static inline Q15_T q15_saturate(Q31_T inp) {
+    if (inp > Q15_TMAX){
+        return (Q15_T)Q15_TMAX;
+    } else if (inp < Q15_TMIN) {
+        return (Q15_T)Q15_TMIN;
     } else {
-        return (INT_T)inp;
+        return (Q15_T)inp;
     }
 }
 
-// This function is used to provide a truncation of input to a specific
+// These functions are used to provide a truncation of input to a specific
 // range within the ReLU operation.
-inline INTM_T q_relu(INTM_T inp, INTM_T limit) {
+static inline Q7_T q7_relu(Q7_T inp, Q7_T limit) {
     if (inp > limit){
         return limit;
     } else if (inp < 0) {
@@ -32,20 +32,37 @@ inline INTM_T q_relu(INTM_T inp, INTM_T limit) {
     }
 }
 
-/**
- * @brief Compute TreeSum from a given vector holding intermediate multiplications, and store the result in the first index of the input vector.
- * @param[in, out]  vec       pointer to vector on which TreeSum operation is to be computed
- * @param[in]       len       length of the input vector
- * @param[in]       H1        depth parameter for division-by-two used in TreeSum
- * @param[in]       H2        depth parameter for direct sum used in TreeSum
- * @return          none
- * @example         vec       = {-425, -169, -3534, 524, -2739, 87, 52, 292}
- *                  len       = 8
- *                  H1        = 3
- *                  H2        = 0
- *                  vec[0]    = {-738}
- */
-void v_q_treesum(INTM_T* const vec, ITER_T len, SCALE_T H1, SCALE_T H2);
+static inline Q15_T q15_relu(Q15_T inp, Q15_T limit) {
+    if (inp > limit){
+        return limit;
+    } else if (inp < 0) {
+        return 0;
+    } else {
+        return inp;
+    }
+}
+
+static inline Q31_T q31_relu(Q31_T inp, Q31_T limit) {
+    if (inp > limit){
+        return limit;
+    } else if (inp < 0) {
+        return 0;
+    } else {
+        return inp;
+    }
+}
+
+static const Q15_T exp_table_A[256] = {16384, 15391, 14459, 13583, 12760, 11987, 11261, 10578, 9937, 9335, 8770, 8238, 7739, 7270, 6830, 6416, 6027, 5662, 5319, 4997, 4694, 4410, 4143, 3892, 3656, 3434, 3226, 3031, 2847, 2675, 2513, 2360, 2217, 2083, 1957, 1838, 1727, 1622, 1524, 1432, 1345, 1263, 1187, 1115, 1047, 984, 924, 868, 816, 766, 720, 676, 635, 597, 561, 527, 495, 465, 437, 410, 385, 362, 340, 319, 300, 282, 265, 249, 234, 220, 206, 194, 182, 171, 161, 151, 142, 133, 125, 118, 110, 104, 97, 92, 86, 81, 76, 71, 67, 63, 59, 56, 52, 49, 46, 43, 41, 38, 36, 34, 32, 30, 28, 26, 25, 23, 22, 20, 19, 18, 17, 16, 15, 14, 13, 12, 12, 11, 10, 10, 9, 9, 8, 8, 7, 7, 6, 6, 5, 5, 5, 5, 4, 4, 4, 4, 3, 3, 3, 3, 3, 2, 2, 2, 2, 2, 2, 2, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0};
+static const Q15_T exp_table_B[128] = {16384, 16376, 16368, 16360, 16352, 16344, 16336, 16328, 16320, 16312, 16304, 16296, 16288, 16280, 16272, 16264, 16256, 16249, 16241, 16233, 16225, 16217, 16209, 16201, 16193, 16185, 16177, 16169, 16162, 16154, 16146, 16138, 16130, 16122, 16114, 16106, 16099, 16091, 16083, 16075, 16067, 16059, 16051, 16044, 16036, 16028, 16020, 16012, 16004, 15997, 15989, 15981, 15973, 15965, 15958, 15950, 15942, 15934, 15927, 15919, 15911, 15903, 15895, 15888, 15880, 15872, 15864, 15857, 15849, 15841, 15833, 15826, 15818, 15810, 15803, 15795, 15787, 15779, 15772, 15764, 15756, 15749, 15741, 15733, 15726, 15718, 15710, 15703, 15695, 15687, 15680, 15672, 15664, 15657, 15649, 15641, 15634, 15626, 15618, 15611, 15603, 15596, 15588, 15580, 15573, 15565, 15558, 15550, 15542, 15535, 15527, 15520, 15512, 15504, 15497, 15489, 15482, 15474, 15467, 15459, 15452, 15444, 15437, 15429, 15421, 15414, 15406, 15399};
+
+static inline Q15_T exp_base_16(Q15_T inp, Q15_T scale) {
+  Q15_T val = (inp == -32768) ? 32767 : -inp;
+  Q15_T val1 = val % 128;
+  val >>= 7;
+  Q31_T ret = (Q31_T)exp_table_A[val] * (Q31_T)exp_table_B[val1];
+  return (Q15_T)((ret / scale) >> 14);
+}
+
 /**
  * @brief Compute the element-wise addition between two vectors.
  * @param[in]       vec1      pointer to the first input vector
@@ -55,6 +72,7 @@ void v_q_treesum(INTM_T* const vec, ITER_T len, SCALE_T H1, SCALE_T H2);
  * @param[in]       scvec1    scale factor of the first input vector
  * @param[in]       scvec2    scale factor of the second input vector
  * @param[in]       scret     scale factor of the output vector
+ * @param[in]       demote    scale factor for output variable demotion
  * @return          none
  * @example         vec1      = {-425, -169, -3534, 524, -2739, 87, 52, 292}
  *                  vec2      = {-18777, -9518, 4055, -7309, 8584, -17257, -5280, -7933}
@@ -62,10 +80,11 @@ void v_q_treesum(INTM_T* const vec, ITER_T len, SCALE_T H1, SCALE_T H2);
  *                  scvec1    = 1
  *                  scvec2    = 8
  *                  scret     = 1
+ *                  demote    = 1
  *                  ret       = {-2772, -1358, -3028, -389, -1666, -2070, -608, -699}
  */
-void v_q_add(const INT_T* const vec1, const INT_T* const vec2, ITER_T len,
-             INT_T* const ret, SCALE_T scvec1, SCALE_T scvec2, SCALE_T scret);
+void q15_v_add(const Q15_T* vec1, const Q15_T* vec2, ITER_T len, Q15_T* ret,
+               SCALE_T scvec1, SCALE_T scvec2, SCALE_T scret, SCALE_T demote);
 /**
  * @brief Compute the element-wise subtraction between two vectors.
  * @param[in]       vec1      pointer to the first input vector
@@ -84,8 +103,10 @@ void v_q_add(const INT_T* const vec1, const INT_T* const vec2, ITER_T len,
  *                  scret     = 1
  *                  ret       = {1922, 1020, -4040, 1437, -3812, 2244, 712, 1283}
  */
-void v_q_sub(const INT_T* const vec1, const INT_T* const vec2, ITER_T len,
-             INT_T* const ret, SCALE_T scvec1, SCALE_T scvec2, SCALE_T scret);
+void q7_v_sub(const Q7_T* vec1, const Q7_T* vec2, ITER_T len, Q7_T* ret,
+              SCALE_T scvec1, SCALE_T scvec2, SCALE_T scret);
+void q15_v_sub(const Q15_T* vec1, const Q15_T* vec2, ITER_T len, Q15_T* ret,
+               SCALE_T scvec1, SCALE_T scvec2, SCALE_T scret);
 /**
  * @brief Compute the element-wise product (also known as Hadamard product) between two vectors.
  * @param[in]       vec1      pointer to the first input vector
@@ -102,8 +123,10 @@ void v_q_sub(const INT_T* const vec1, const INT_T* const vec2, ITER_T len,
  *                  scvec2    = 64
  *                  ret       = {1423, 7085, -16378, 8209, -12067, 6805, 6475, 6897}
  */
-void v_q_hadamard(const INT_T* const vec1, const INT_T* const vec2, ITER_T len,
-                  INT_T* const ret, SCALE_T scvec1, SCALE_T scvec2);
+void q7_v_hadamard(const Q7_T* vec1, const Q7_T* vec2, ITER_T len, Q7_T* ret,
+                   SCALE_T scvec1, SCALE_T scvec2);
+void q15_v_hadamard(const Q15_T* vec1, const Q15_T* vec2, ITER_T len, Q15_T* ret,
+                    SCALE_T scvec1, SCALE_T scvec2);
 /**
  * @brief Compute the element-wise Sigmoid activation on the input vector.
  * @param[in]       vec            pointer to the input vector
@@ -114,8 +137,9 @@ void v_q_hadamard(const INT_T* const vec1, const INT_T* const vec2, ITER_T len,
  * @param[in]       sigmoid_limit  saturation limit for the Sigmoid activation
  * @param[in]       scale_in       scale factor of the input vector
  * @param[in]       scale_out      scale factor of the output vector
+ * @param[in]       use_tables     flag for using pre-computed (base 16) exp tables for calculating Sigmoid on the input
  * @return          none
- * @example         formula        = saturate(0, (vec_{i} / div) + add, sigmoid_limit) * 2^{scale_out - scale_in}
+ * @example         formula        = saturate(0, (vec_{i} / div) + add, sigmoid_limit) * 2^{scale_out - scale_in} (use_tables set to 0)
  *                  vec            = {-2772, -1358, -3028, -389, -1666, -2070, -608, -699}
  *                  len            = 8
  *                  div            = 2
@@ -123,27 +147,31 @@ void v_q_hadamard(const INT_T* const vec1, const INT_T* const vec2, ITER_T len,
  *                  sigmoid_limit  = 2048
  *                  scale_in       = 11
  *                  scale_out      = 14
+ *                  use_tables     = 0
  *                  ret            = {0, 2760, 0, 6640, 1528, 0, 5760, 5400}
  */
-void v_q_sigmoid(const INT_T* const vec, ITER_T len, INT_T* const ret, INT_T div,
-                 INT_T add, INT_T sigmoid_limit, SCALE_T scale_in, SCALE_T scale_out);
+void q15_v_sigmoid(const Q15_T* vec, ITER_T len, Q15_T* ret, Q15_T div,
+                   Q15_T add, Q15_T sigmoid_limit, SCALE_T scale_in,
+                   SCALE_T scale_out, ITER_T use_tables);
 /**
  * @brief Compute the element-wise TanHyperbolic activation on the input vector.
- * @param[in]       vec       pointer to the input vector
- * @param[in]       len       length of the input vector
- * @param[out]      ret       pointer to the vector storing the output
- * @param[in]       scale_in  scale factor of the input vector
- * @param[in]       scale_out scale factor of the output vector
+ * @param[in]       vec            pointer to the input vector
+ * @param[in]       len            length of the input vector
+ * @param[out]      ret            pointer to the vector storing the output
+ * @param[in]       scale_in       scale factor of the input vector
+ * @param[in]       scale_out      scale factor of the output vector
+ * @param[in]       use_tables     flag for using pre-computed (base 16) exp tables for calculating TanH on the input
  * @return          none
- * @example         formula   = saturate(-2^{scale_in}, vec_{i}, 2^{scale_in}) * 2^{scale_out - scale_in}
- *                  vec       = {178, 1064, -4162, 1718, -1663, 851, 1244, 1282}
- *                  len       = 8
- *                  scale_in  = 11
- *                  scale_out = 11
- *                  ret       = {178, 1064, -2048, 1718, -1663, 851, 1244, 1282}
+ * @example         formula        = saturate(-2^{scale_in}, vec_{i}, 2^{scale_in}) * 2^{scale_out - scale_in} (use_tables set to 0)
+ *                  vec            = {178, 1064, -4162, 1718, -1663, 851, 1244, 1282}
+ *                  len            = 8
+ *                  scale_in       = 11
+ *                  scale_out      = 11
+ *                  use_tables     = 0
+ *                  ret            = {178, 1064, -2048, 1718, -1663, 851, 1244, 1282}
  */
-void v_q_tanh(const INT_T* const vec, ITER_T len, INT_T* const ret,
-              SCALE_T scale_in, SCALE_T scale_out);
+void q15_v_tanh(const Q15_T* vec, ITER_T len, Q15_T* ret, SCALE_T scale_in,
+                SCALE_T scale_out, ITER_T use_tables);
 /**
  * @brief Compute the addition of a scalar to every element of a vector.
  * @param[in]       scalar    the input scalar to be added to a vector
@@ -162,8 +190,8 @@ void v_q_tanh(const INT_T* const vec, ITER_T len, INT_T* const ret,
  *                  scret     = 1
  *                  ret       = {16378, 13638, 16378, 9787, 14861, 16378, 10661, 11018}
  */
-void v_q_scalar_add(INT_T scalar, const INT_T* const vec, ITER_T len,
-                    INT_T* const ret, SCALE_T scscalar, SCALE_T scvec, SCALE_T scret);
+void q15_v_scalar_add(Q15_T scalar, const Q15_T* vec, ITER_T len, Q15_T* ret,
+                      SCALE_T scscalar, SCALE_T scvec, SCALE_T scret);
 /**
  * @brief Compute the subtraction of every element of a vector (B) from a scalar (a). The resultant vector has elements C_{i} = a - B_{i}.
  * @param[in]       scalar    the input scalar
@@ -182,28 +210,8 @@ void v_q_scalar_add(INT_T scalar, const INT_T* const vec, ITER_T len,
  *                  scret     = 1
  *                  ret       = {16384, 13624, 16384, 9744, 14856, 16384, 10624, 10984}
  */
-void v_q_scalar_sub(INT_T scalar, const INT_T* const vec, ITER_T len,
-                    INT_T* const ret, SCALE_T scscalar, SCALE_T scvec, SCALE_T scret);
-/**
- * @brief Compute the subtraction of a scalar (b) from  every element of a vector (A). The resultant vector has elements C_{i} = A_{i} - b.
- * @param[in]       scalar    the input scalar to be subtracted
- * @param[in]       vec       pointer to the input vector
- * @param[in]       len       length of the input vector
- * @param[out]      ret       pointer to the vector storing the output
- * @param[in]       scscalar  scale factor of the input scalar
- * @param[in]       scvec     scale factor of the input vector
- * @param[in]       scret     scale factor of the output vector
- * @return          none
- * @example         scalar    = 16384
- *                  vec       = {0, 2760, 0, 6640, 1528, 0, 5760, 5400}
- *                  len       = 8
- *                  scscalar  = 1
- *                  scvec     = 1
- *                  scret     = 1
- *                  ret       = {-16384, -13624, -16384, -9744, -14856, -16384, -10624, -10984}
- */
-void v_q_sub_scalar(const INT_T* const vec, INT_T scalar, ITER_T len,
-                    INT_T* const ret, SCALE_T scvec, SCALE_T scscalar, SCALE_T scret);
+void q15_v_scalar_sub(Q15_T scalar, const Q15_T* vec, ITER_T len, Q15_T* ret,
+                      SCALE_T scscalar, SCALE_T scvec, SCALE_T scret);
 /**
  * @brief Compute the multiplication of a scalar to every element of a vector.
  * @param[in]       scalar    the input scalar to be multiplied
@@ -220,8 +228,8 @@ void v_q_sub_scalar(const INT_T* const vec, INT_T scalar, ITER_T len,
  *                  scvec     = 256
  *                  ret       = {16261, 13521, 16261, 9670, 14744, 16261, 10544, 10901}
  */
-void v_q_scalar_mul(INT_T scalar, const INT_T* const vec, ITER_T len,
-                    INT_T* const ret, SCALE_T scscalar, SCALE_T scvec);
+void q15_v_scalar_mul(Q15_T scalar, const Q15_T* vec, ITER_T len, Q15_T* ret,
+                      SCALE_T scscalar, SCALE_T scvec);
 /**
  * @brief Finds the index of largest element in a vector.
  * @param[in]       vec       pointer to input vector
@@ -229,149 +237,37 @@ void v_q_scalar_mul(INT_T scalar, const INT_T* const vec, ITER_T len,
  * @param[out]      ret       pointer variable storing the index of the largest element in the vector
  * @return          none
  * @example         vec       = {12, 24, 54, 1, 2, 10}
+ *                  len       = 6
  *                  *ret      = 2
  */
-void v_q_argmax(const INT_T* const vec, ITER_T len, ITER_T* const ret);
-/**
- * @brief Replace any negative element present in the vector withs zero.
- * Note: No saturation is done here, and hence, the output might overflow with a large input.
- * @param[in, out]  vec       pointer to vector on which element-wise ReLU operation is to be applied
- * @param[in]       len       length of the input vector
- * @return          none
- * @example         vec       = {1324, -5453, 3454, -3435, 8789}
- *                  len       = 4
- *                  vec       = {1324, 0, 3454, 0, 8789}
- */
-void v_q_relu(INT_T* const vec, ITER_T len);
-/**
- * @brief Computes exponentiation of all elements in the vec (interpreted as a floating-point value) to the base e and stores the result in ret.
- * Note: No saturation is done here, and hence, the output might overflow with a large input.
- * @param[in]       vec       pointer to vector whose exponential scaling is to be performed
- * @param[in]       len       length of the vector
- * @param[in]       scvec     scaling factor for input vector
- * @param[in]       scret     scaling factor for output vector
- * @param[out]      ret       pointer to the output vector
- * @return          none
- * @example         formula   = exp((float)vec_{i} / scvec) * scret
- *                  vec       = {13, 54, 34, 35, 87}
- *                  len       = 5
- *                  scvec     = 8
- *                  scret     = 8
- *                  ret       = {40, 6832, 560, 635, 29493}
- */
-void v_q_exp(const INT_T* const vec, ITER_T len, INT_T* const ret,
-             SCALE_T scvec, SCALE_T scret);
+void q15_v_argmax(const Q15_T* const vec, ITER_T len, ITER_T* const ret);
 /**
  * @brief Performs element-wise up-scaling on a vector.
- * @param[in, out]  vec       pointer to the vector on which up-scaling is to be performed
+ * @param[in]       vec       pointer to the vector on which up-scaling is to be performed
  * @param[in]       len       length of the vector
+ * @param[out]      ret       pointer to the output vector
  * @param[in]       scvec     scaling factor of the vector
  * @return          none
  * @example         vec       = {423, -987, -2342, 1232}
  *                  len       = 4
  *                  scvec     = 10
- *                  mat       = {4230, -9870, -23420, 12320}
+ *                  ret       = {4230, -9870, -23420, 12320}
  */
-void v_q_scale_up(INT_T* const vec, ITER_T len, SCALE_T scvec);
+void q15_v_scale_up(const Q15_T* vec, ITER_T len, Q15_T* ret, SCALE_T scvec);
 /**
  * @brief Performs element-wise down-scaling on a vector.
- * @param[in, out]  vec       pointer to the vector on which down-scaling is to be performed
+ * @param[in]       vec       pointer to the vector on which down-scaling is to be performed
  * @param[in]       len       length of the vector
+ * @param[out]      ret       pointer to the output vector
  * @param[in]       scvec     scaling factor of the vector
  * @return          none
  * @example         vec       = {4232, -9879, -2342, 1232}
  *                  len       = 4
  *                  scvec     = 37
- *                  mat       = {114, -267, -63, 33}
+ *                  ret       = {114, -267, -63, 33}
  */
-void v_q_scale_down(INT_T* const vec, ITER_T len, SCALE_T scvec);
+void q15_v_scale_down(const Q15_T* vec, ITER_T len, Q15_T* ret, SCALE_T scvec);
 
-/**
- * @brief Performs the transpose on the input matrix.
- * @param[in]       mat       pointer to the input matrix which is to be transposed
- * @param[in]       nrows     number of rows of output matrix
- * @param[in]       ncols     number of columns of output matrix
- * @param[out]      ret       pointer to the output matrix which will hold the transpose
- * @return          none
- * @example         mat       = { {1, 2},
- *                                {4, 5} }
- *                  ret       = { {1, 4},
- *                                {2, 5} }
- *
- * @example         mat       = { {1, 2, 3},
- *                                {4, 5, 6} }
- *                  ret       = { {1,  4},
- *                                {2,  5},
- *                                {3,  6} }
- */
-void m_q_transpose(const INT_T* const mat, ITER_T nrows, ITER_T ncols,
-                   INT_T* const ret);
-/**
- * @brief Performs the row-order or the column-order reversal of the 2-D input matrix.
- * @param[in]       mat       pointer to the (row / column-major) input matrix on which reversal is to be performed
- * @param[in]       nrows     number of rows of the input matrix
- * @param[in]       ncols     number of columns of the input matrix
- * @param[in]       axis      axis of reversal; 0 for reversal along rows and 1 for reversal along columns
- * @param[out]      mat_out   pointer to the output matrix
- * @return          none
- * @example         mat       = { {1, 2},
- *                                {4, 5} }
- *                  nrows     = 2
- *                  ncols     = 2
- *                  axis      = 0
- *                  ret       = { {4, 5},
- *                                {1, 2} }
- */
-void m_q_reverse(const INT_T* const mat, ITER_T nrows, ITER_T ncols,
-                 ITER_T axis, INT_T* const ret);
-/**
- * @brief Performs the column-wise addition of a bias term to the input matrix.
- * dim(mat) = dim(ret) = [nrows][ncols]; dim(vec) = [ncols].
- * @param[in]       mat       pointer to the input matrix on which addition is to be performed
- * @param[in]       vec       pointer to the bias vector which is to be added
- * @param[in]       nrows     number of rows of the input matrix
- * @param[in]       ncols     number of columns of the input matrix
- * @param[out]      ret       pointer to the output matrix
- * @param[in]       scmat     scaling factor for the input matrix
- * @param[in]       scvec     scaling factor for the bias vector
- * @param[in]       scret     scaling factor for the output matrix
- * @return          none
- * @example         mat       = {1324, 5453, 3454, 3435, 8789, 3411, 5412, 8934}
- *                  vec       = {8452, 2341, 9383, 2353}
- *                  nrows     = 4
- *                  ncols     = 2
- *                  ret       = {2775, 3311, 4072, 2305, 6507, 2290, 5051, 5055}
- *                  scmat     = 1
- *                  scvec     = 2
- *                  scret     = 2
- */
-void m_q_add_vec(const INT_T* const mat, const INT_T* const vec,
-                 ITER_T nrows, ITER_T ncols, INT_T* const ret,
-                 SCALE_T scmat, SCALE_T scvec, SCALE_T scret);
-/**
- * @brief Performs the column-wise subtraction of a bias term from the input matrix.
- * dim(mat) = dim(ret) = [nrows][ncols]; dim(vec) = [ncols].
- * @param[in]       mat       pointer to the input matrix from which subtraction is to be performed
- * @param[in]       vec       pointer to the bias vector which is to be subtracted
- * @param[in]       nrows     number of rows of the input matrix
- * @param[in]       ncols     number of columns of the input matrix
- * @param[out]      ret       pointer to the output matrix
- * @param[in]       scmat     scaling factor for the input matrix
- * @param[in]       scvec     scaling factor for the bias vector
- * @param[in]       scret     scaling factor for the output matrix
- * @return          none
- * @example         mat       = {1324, 5453, 3454, 3435, 8789, 3411, 5412, 8934}
- *                  vec       = {8452, 2341, 9383, 2353}
- *                  nrows     = 4
- *                  ncols     = 2
- *                  ret       = {-1451, 2141, -618, 1129, 2281, 1120, 361, 3879}
- *                  scmat     = 1
- *                  scvec     = 2
- *                  scret     = 2
- */
-void m_q_sub_vec(const INT_T* const mat, const INT_T* const vec,
-                 ITER_T nrows, ITER_T ncols, INT_T* const ret,
-                 SCALE_T scmat, SCALE_T scvec, SCALE_T scret);
 /**
  * @brief Performs the matrix multiplication of a matrix and a vector.
  * @param[in]       mat       pointer to input matrix in row-major order
@@ -402,147 +298,156 @@ void m_q_sub_vec(const INT_T* const mat, const INT_T* const vec,
  *                  H2        = 0
  *                  ret       = {-425, -169, -3534, 524, -2739, 87, 52, 292}
  */
-void m_q_mulvec(const INT_T* const mat, const INT_T* const vec, ITER_T nrows,
-                ITER_T ncols, INT_T* const ret, SCALE_T scmat, SCALE_T scvec,
-                SCALE_T H1, SCALE_T H2);
-/**
- * @brief Performs sparse matrix multiplication of a matrix and a vector.
- * col_indices and mat_values combined are a sparse representation; dim(vec) = [ndims].
- * mat_values[i] is the i^th non-zero value of the input matrix, and col_indices[i] encodes the location of mat_values[i].
- * Number of zeroes before col_indices[i] : row of mat_values[i]
- * col_indices[i - l] where l is the number of zeroes before col_indices[i]: column of mat_values[i]
- * @param[in]       col_indices  pointer to input matrix which stores the column indices of non-zero values of matrix A
- * @param[in]       mat_values   pointer to input matrix which stores the non-zero values of matrix A
- * @param[in]       vec          pointer to the input vector
- * @param[in]       ndims        dimension of the multiplication vector
- * @param[out]      ret          pointer to the output vector
- * @param[in]       scmat        scale factor of the input matrix
- * @param[in]       scvec        scale factor of the input vector
- * @param[in]       scret        scale factor of the output matrix
- * @return          none
- * @example         mat          = { {10, 20, 30, 40, 50, 60, 70, 0, 0, 0, 0, 0, 0, 0},
- *                                   {0, 80, 0, 90, 0, 100, 0, 110, 0, 120, 0, 130, 0, 140} }
- *                  col_indices  = {1, 2, 3, 4, 5, 6, 7, 0, 2, 4, 6, 8, 10, 12, 14, 0}
- *                  mat_values   = {10, 20, 30, 40, 50, 60, 70, 80, 90, 100, 110, 120, 130, 140}
- *                  vec          = {1, 2}
- *                  ndims        = 2
- *                  scmat        = 1
- *                  scvec        = 2
- *                  scret        = 4
- *                  ret          = {1, 22, 3, 27, 6, 32, 8, 27, 0, 30, 0, 32, 0, 35}
- */
-void m_q_sparse_mulvec(const ITER_T* const col_indices, const INT_T* const mat_values,
-                       const INT_T* const vec, ITER_T ndims, INT_T* const ret,
-                       SCALE_T scmat, SCALE_T scvec, SCALE_T scret);
+void q15xq7_q15_m_mulvec(const Q15_T* mat, const Q7_T* const vec, ITER_T nrows,
+                         ITER_T ncols, Q15_T* ret, SCALE_T scmat,
+                         SCALE_T scvec, SCALE_T H1, SCALE_T H2);
+void q15_m_mulvec(const Q15_T* mat, const Q15_T* const vec, ITER_T nrows,
+                  ITER_T ncols, Q15_T* ret, SCALE_T scmat, SCALE_T scvec,
+                  SCALE_T H1, SCALE_T H2);
 
 /**
- * @brief Performs the channel-wise addition of a bias term to the input tensor.
- * dim(mat) = dim(ret) = [nbatches][nrows][ncols][nchannels]; dim(vec) = [nchannels].
- * @param[in]       mat       pointer to the input tensor on which addition is to be performed
- * @param[in]       vec       pointer to the bias vector which is to be added
+ * @brief Performs the element-wise addition of two input tensors.
+ * dim(ten1) = dim(ten2) = [nbatches][nrows][ncols][nchannels]
+ * @param[in]       ten1      pointer to the first input tensor
+ * @param[in]       ten2      pointer to the second input tensor
  * @param[in]       nbatches  number of batches of the input tensor
  * @param[in]       nrows     number of rows of the input tensor
  * @param[in]       ncols     number of columns of the input tensor
  * @param[in]       nchannels number of channels of the input tensor
  * @param[out]      ret       pointer to the output tensor
- * @param[in]       scmat     scaling factor for the input tensor
- * @param[in]       scvec     scaling factor for the bias vector
+ * @param[in]       scten1    scaling factor for the first input tensor
+ * @param[in]       scten2    scaling factor for the second input tensor
  * @param[in]       scret     scaling factor for the output tensor
  * @return          none
- * @example         mat       = { { {1324, 5453}, {3454, 3435} },
+ * @example         ten1      = { { {1324, 5453}, {3454, 3435} },
  *                                { {8789, 3411}, {5412, 8934} } },
  *                              { { {6895, 1211}, {6790, 5425} },
  *                                { {8976, 4539}, {9348, 9321} } }
- *                  vec       = {8452, 2341}
- *                  nrows     = 4
+ *                  ten2      = { { {1324, 5453}, {3454, 3435} },
+ *                                { {8789, 3411}, {5412, 8934} } },
+ *                              { { {6895, 1211}, {6790, 5425} },
+ *                                { {8976, 4539}, {9348, 9321} } }
+ *                  nbatches  = 2
+ *                  nrows     = 2
  *                  ncols     = 2
- *                  ret       = { { {2775, 3311}, {3840, 2302} },
- *                                { {6507, 2290}, {4819, 5052} } },
- *                              { { {5560, 1190}, {5508, 3297} },
- *                                { {6601, 2854}, {6787, 5245} } }
- *                  scmat     = 1
- *                  scvec     = 2
- *                  scret     = 2
+ *                  nchannels = 2
+ *                  scten1    = 2
+ *                  scten2    = 2
+ *                  scret     = 1
+ *                  ret       = { { {1324, 5452}, {3454, 3434} },
+ *                                { {8788, 3410}, {5412, 8934} } },
+ *                              { { {6894, 1210}, {6790, 5424} },
+ *                                { {8976, 4538}, {9348, 9320} } }
  */
-void t_q_add_vec(const INT_T* const mat, const INT_T* const vec,
-                 ITER_T nbatches, ITER_T nrows, ITER_T ncols,
-                 ITER_T nchannels, INT_T* const ret, SCALE_T scmat,
-                 SCALE_T scvec, SCALE_T scret);
+void q7_t_add(const Q7_T* ten1, const Q7_T* ten2, ITER_T nbatches,
+              ITER_T nrows, ITER_T ncols, ITER_T nchannels, Q7_T* ret,
+              SCALE_T scten1, SCALE_T scten2, SCALE_T scret);
+void q15_t_add(const Q15_T* ten1, const Q15_T* ten2, ITER_T nbatches,
+               ITER_T nrows, ITER_T ncols, ITER_T nchannels, Q15_T* ret,
+               SCALE_T scten1, SCALE_T scten2, SCALE_T scret);
 /**
- * @brief Performs the channel-wise subtraction of a bias term from the input tensor.
- * dim(mat) = dim(ret) = [nbatches][nrows][ncols][nchannels]; dim(vec) = [nchannels].
- * @param[in]       mat       pointer to the input tensor from which subtraction is to be performed
- * @param[in]       vec       pointer to the bias vector which is to be subtracted
+ * @brief Performs the channel-wise addition of a bias term to the input tensor.
+ * dim(ten) = dim(ret) = [nbatches][nrows][ncols][nchannels]; dim(vec) = [nchannels].
+ * @param[in]       ten       pointer to the input tensor on which addition is to be performed
+ * @param[in]       vec       pointer to the bias vector which is to be added
  * @param[in]       nbatches  number of batches of the input tensor
  * @param[in]       nrows     number of rows of the input tensor
  * @param[in]       ncols     number of columns of the input tensor
  * @param[in]       nchannels number of channels of the input tensor
  * @param[out]      ret       pointer to the output tensor
- * @param[in]       scmat     scaling factor for the input tensor
+ * @param[in]       scten     scaling factor for the input tensor
  * @param[in]       scvec     scaling factor for the bias vector
  * @param[in]       scret     scaling factor for the output tensor
  * @return          none
- * @example         mat       = { { {1324, 5453}, {3454, 3435} },
+ * @example         ten       = { { {1324, 5453}, {3454, 3435} },
  *                                { {8789, 3411}, {5412, 8934} } },
  *                              { { {6895, 1211}, {6790, 5425} },
  *                                { {8976, 4539}, {9348, 9321} } }
  *                  vec       = {8452, 2341}
- *                  nrows     = 4
+ *                  nbatches  = 2
+ *                  nrows     = 2
  *                  ncols     = 2
- *                  ret       = { { {-1451, 2141}, {-386, 1132} },
- *                                { {2281, 1120}, {593, 3882} } },
- *                              { { {1334, 20}, {1282, 2127} },
- *                                { {2375, 1684}, {2561, 4075} } }
- *                  scmat     = 1
+ *                  nchannels = 2
+ *                  scten     = 1
  *                  scvec     = 2
  *                  scret     = 2
+ *                  ret       = { { {2775, 3311}, {4072, 2305} },
+ *                                { {6507, 2290}, {5051, 5055} } },
+ *                              { { {5560, 1190}, {5740, 3300} },
+ *                                { {6601, 2854}, {7019, 5248} } }
  */
-void t_q_sub_vec(const INT_T* const ten, const INT_T* const vec,
-                 ITER_T nbatches, ITER_T nrows, ITER_T ncols,
-                 ITER_T nchannels, INT_T* const ret, SCALE_T scmat,
-                 SCALE_T scvec, SCALE_T scret);
-
+void q7xq15_q7_t_add_vec(const Q7_T* ten, const Q15_T* const vec,
+                         ITER_T nbatches, ITER_T nrows, ITER_T ncols,
+                         ITER_T nchannels, Q7_T* ret, SCALE_T scmat,
+                         SCALE_T scvec, SCALE_T scret);
+void q15_t_add_vec(const Q15_T* ten, const Q15_T* const vec, ITER_T nbatches,
+                   ITER_T nrows, ITER_T ncols, ITER_T nchannels, Q15_T* ret,
+                   SCALE_T scmat, SCALE_T scvec, SCALE_T scret);
 /**
- * @brief Computes the maxpool operation on the input tensor with the given parameters.
- * @param[in]       input     pointer to the tensor on which max-pooling is to be performed
- * @param[out]      output    pointer to the output tensor
- * @param[in]       N         number of batches of the input tensor
- * @param[in]       H         number of rows of the input tensor
- * @param[in]       W         number of columns of the input tensor
- * @param[in]       CIn       number of channels of the input tensor
- * @param[in]       HF        number of rows of the pooling filter
- * @param[in]       WF        number of columns of the pooling filter
- * @param[in]       CF        number of channels of the pooling filter
- * @param[in]       COut      number of channels of the output tensor
- * @param[in]       HOut      number of rows of the output tensor
- * @param[in]       WOut      number of columns of the output tensor
- * @param[in]       G         number of groups of pooling filters
- * @param[in]       HPadU     padding over the top row
- * @param[in]       HPadD     padding under the bottom row
- * @param[in]       WPadL     padding before the leftmost column
- * @param[in]       WPadR     padding after the rightmost column
- * @param[in]       HStride   stride of the pooling filter along the rows, used for moving the receptive field horizontally within the larger image
- * @param[in]       WStride   stride of the pooling filter along the columns, used for moving the receptive field vertically within the larger image
- * @param[in]       HDilation dilation of the convolution filter along the rows (number of skipped input rows between two consecutive filter rows is HDilation - 1)
- * @param[in]       WDilation dilation of the convolution filter along the columns (number of skipped input columns between two consecutive filter rows is WDilation - 1)
- * @param[in]       scinput   scale of the input tensor
- * @param[in]       scoutput  scale of the output tensor
+ * @brief Replace any negative element present in the tensor with zero and clips positive elements to the limit.
+ * @param[in]       ten       pointer to tensor on which element-wise ReLU6 operation is to be applied
+ * @param[in]       nbatches  number of batches of the input tensor
+ * @param[in]       nrows     number of rows of the input tensor
+ * @param[in]       ncols     number of columns of the input tensor
+ * @param[in]       nchannels number of channels of the input tensor
+ * @param[out]      ret       pointer to the output tensor
+ * @param[in]       limit     upper threshold of the ReLU operation
+ * @param[in]       div       scaling factor for the input tensor
+ * @param[in]
+ * @return          none
+ * @example         ten       = { { {124, 53}, {45, 35} },
+ *                                { {87, -11}, {54, 89} } },
+ *                              { { {95, -12}, {90, 42} },
+ *                                { {76, 39}, {93, 21} } }
+ *                  nbatches  = 2
+ *                  nrows     = 2
+ *                  ncols     = 2
+ *                  nchannels = 2
+ *                  limit     = 64
+ *                  div       = 1
+ *                  ret       = { { {64, 53}, {45, 35} },
+ *                                { {64, 0}, {54, 64} } },
+ *                              { { {64, 0}, {64, 42} },
+ *                                { {64, 39}, {64, 21} } }
+ */
+void q7_t_relu(const Q7_T* ten, ITER_T nbatches, ITER_T nrows, ITER_T ncols,
+               ITER_T nchannels, Q7_T* ret, Q7_T limit, Q7_T div);
+/**
+ * @brief Computes the L2-Norm for each channel of the input tensor, and divides each number in that channel by it.
+ * dim(ten) = dim(ret) = [nbatches][nrows][ncols][nchannels].
+ * @param[in]       ten       pointer to tensor on which channel-wise L2-Norm operation is to be applied
+ * @param[in]       nbatches  number of batches of the input tensor
+ * @param[in]       nrows     number of rows of the input tensor
+ * @param[in]       ncols     number of columns of the input tensor
+ * @param[in]       nchannels number of channels of the input tensor
+ * @param[out]      ret       pointer to the output tensor
+ * @param[in]       scale_in  scale factor of the input tensor
+ * @param[in]       scale_out scale factor of the output tensor
  * @return          none
- * @example         Please refer the test-case: test_quantized_maxpool() in file: c_reference/tests/utils/test_quantized_utils.c
+ * @example         ten       = { { {1324, 5453}, {3454, 3435} },
+ *                                { {8789, 3411}, {5412, 8934} } },
+ *                              { { {6895, 1211}, {6790, 5425} },
+ *                                { {8976, 4539}, {9348, 9321} } }
+ *                  nbatches  = 2
+ *                  nrows     = 2
+ *                  ncols     = 2
+ *                  nchannels = 2
+ *                  scale_in  = 1
+ *                  scale_out = 1
+ *                  ret       = { { {662, 2726}, {1727, 1717} },
+ *                                { {4394, 1705}, {2706, 4467} } },
+ *                              { { {3447, 605}, {3395, 2712} },
+ *                                { {4488, 2269}, {4674, 4660} } }
  */
-void q_maxpool(const INT_T* const input, INT_T* const output, ITER_T N,
-               ITER_T H, ITER_T W, ITER_T CIn, ITER_T HF, ITER_T WF, ITER_T CF,
-               ITER_T COut, ITER_T HOut, ITER_T WOut, ITER_T G, S_ITER_T HPadU,
-               S_ITER_T HPadD, S_ITER_T WPadL, S_ITER_T WPadR, ITER_T HStride,
-               ITER_T WStride, ITER_T HDilation, ITER_T WDilation,
-               SCALE_T scinput, SCALE_T scoutput);
+void q15_t_l2_norm(const Q15_T* ten, ITER_T nbatches, ITER_T nrows,
+                   ITER_T ncols, ITER_T nchannels, Q15_T* ret,
+                   SCALE_T scale_in, SCALE_T scale_out);
 
 /**
  * @brief Computes the maxpool operation on the input tensor with the given parameters.
  * @param[in]       input          pointer to the tensor on which convolution is to be performed
  * @param[in]       filter         pointer to the convolutional filter tensor
  * @param[out]      output         pointer to the output tensor
- * @param[in]       treesumBuffer  pointer to the buffer for computing TreeSum accumulation
  * @param[in]       N              number of batches of the input tensor
  * @param[in]       H              number of rows of the input tensor
  * @param[in]       W              number of columns of the input tensor
@@ -562,20 +467,29 @@ void q_maxpool(const INT_T* const input, INT_T* const output, ITER_T N,
  * @param[in]       WStride        stride of the convolution filter along the columns, used for moving the receptive field vertically within the larger image
  * @param[in]       HDilation      dilation of the convolution filter along the rows (number of skipped input rows between two consecutive filter rows is HDilation - 1)
  * @param[in]       WDilation      dilation of the convolution filter along the columns (number of skipped input columns between two consecutive filter rows is WDilation - 1)
- * @param[in]       H1             depth parameter for division-by-two used in TreeSum
- * @param[in]       H2             depth parameter for direct sum used in TreeSum
  * @param[in]       scinput        scale of the input tensor
  * @param[in]       scoutput       scale of the output tensor
+ * @param[in]       demote         scale factor for output variable demotion
  * @return          none
- * @example         Please refer the test-case: test_quantized_convolution()  in file: c_reference/tests/utils/test_quantized_utils.c
+ * @example         Please refer the test-case: test_q15_convolution() in file: c_reference/tests/utils/test_quantized_utils.c
  */
-void q_convolution(const INT_T* const input, const INT_T* const filter,
-                   INT_T* const output, INTM_T* const treesumBuffer, ITER_T N,
-                   ITER_T H, ITER_T W, ITER_T CIn, ITER_T HF, ITER_T WF,
-                   ITER_T CF, ITER_T COut, ITER_T HOut, ITER_T WOut, ITER_T G,
-                   S_ITER_T HPadU, S_ITER_T HPadD, S_ITER_T WPadL,
-                   S_ITER_T WPadR, ITER_T HStride, ITER_T WStride,
-                   ITER_T HDilation, ITER_T WDilation, SCALE_T H1, SCALE_T H2,
-                   SCALE_T scinput, SCALE_T scoutput);
+void q7xq15_q7_convolution(const Q7_T* const input, const Q15_T* const filter,
+  Q7_T* const output, ITER_T N, ITER_T H, ITER_T W, ITER_T CIn, ITER_T HF,
+  ITER_T WF, ITER_T CF, ITER_T COut, ITER_T HOut, ITER_T WOut, ITER_T G,
+  S_ITER_T HPadU, S_ITER_T HPadD, S_ITER_T WPadL, S_ITER_T WPadR,
+  ITER_T HStride, ITER_T WStride, ITER_T HDilation, ITER_T WDilation,
+  SCALE_T scinput, SCALE_T scoutput, SCALE_T demote);
+void q7xq15_q15_convolution(const Q7_T* const input, const Q15_T* const filter,
+  Q15_T* const output, ITER_T N, ITER_T H, ITER_T W, ITER_T CIn, ITER_T HF,
+  ITER_T WF, ITER_T CF, ITER_T COut, ITER_T HOut, ITER_T WOut, ITER_T G,
+  S_ITER_T HPadU, S_ITER_T HPadD, S_ITER_T WPadL, S_ITER_T WPadR,
+  ITER_T HStride, ITER_T WStride, ITER_T HDilation, ITER_T WDilation,
+  SCALE_T scinput, SCALE_T scoutput, SCALE_T demote);
+void q15_convolution(const Q15_T* const input, const Q15_T* const filter,
+  Q15_T* const output, ITER_T N, ITER_T H, ITER_T W, ITER_T CIn, ITER_T HF,
+  ITER_T WF, ITER_T CF, ITER_T COut, ITER_T HOut, ITER_T WOut, ITER_T G,
+  S_ITER_T HPadU, S_ITER_T HPadD, S_ITER_T WPadL, S_ITER_T WPadR,
+  ITER_T HStride, ITER_T WStride, ITER_T HDilation, ITER_T WDilation,
+  SCALE_T scinput, SCALE_T scoutput, SCALE_T demote);
 
 #endif
diff --git a/c_reference/include/rnnpool.h b/c_reference/include/rnnpool.h
index 78a5ee0ee..92eb97306 100644
--- a/c_reference/include/rnnpool.h
+++ b/c_reference/include/rnnpool.h
@@ -8,7 +8,7 @@ typedef int (*rnn_t)(float* const, unsigned, const float* const, unsigned, unsig
 
 /**
  * @param[in]        patch          pointer to activation of patch (row, col, channel)
- * @param[in]        inputDims      dimemsion of each input pixel
+ * @param[in]        inputDims      dimension of each input pixel
  * @param[in]        patchDim       number of rows and columns in a square patch
  * @param[in]        stride         stride length in the larger image to get to next row
  * @param[in]        rnn1           function pointer to RNN1
diff --git a/c_reference/models/Makefile b/c_reference/models/Makefile
new file mode 100644
index 000000000..30f8665b7
--- /dev/null
+++ b/c_reference/models/Makefile
@@ -0,0 +1,23 @@
+# Copyright (c) Microsoft Corporation. All rights reserved.
+# Licensed under the MIT license.
+
+include ../config.mk
+
+INCLUDE_DIR=../include
+IFLAGS = -I $(INCLUDE_DIR)
+
+all: quantized_face_detection.o quantized_face_detection_fast.o
+
+quantized_face_detection.o: quantized_face_detection.c
+	$(CC) -o $@ $(IFLAGS) $(CFLAGS) -c $^
+
+quantized_face_detection_fast.o: quantized_face_detection_fast.c
+	$(CC) -o $@ $(IFLAGS) $(CFLAGS) -c $^
+
+.PHONY: clean cleanest
+
+clean: 
+	rm -f *.o *.gch
+
+cleanest: clean
+	rm *~
diff --git a/c_reference/models/q_scut_head_b_face2_model/conv2D.h b/c_reference/models/q_scut_head_b_face2_model/conv2D.h
new file mode 100644
index 000000000..cf5f3402b
--- /dev/null
+++ b/c_reference/models/q_scut_head_b_face2_model/conv2D.h
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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+size 2326
diff --git a/c_reference/models/q_scut_head_b_face2_model/detection1.h b/c_reference/models/q_scut_head_b_face2_model/detection1.h
new file mode 100644
index 000000000..225f3c8a8
--- /dev/null
+++ b/c_reference/models/q_scut_head_b_face2_model/detection1.h
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/c_reference/models/q_scut_head_b_face2_model/detection2.h b/c_reference/models/q_scut_head_b_face2_model/detection2.h
new file mode 100644
index 000000000..26e9d5536
--- /dev/null
+++ b/c_reference/models/q_scut_head_b_face2_model/detection2.h
@@ -0,0 +1,3 @@
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new file mode 100644
index 000000000..e2a1ca3b4
--- /dev/null
+++ b/c_reference/models/q_scut_head_b_face2_model/detection3.h
@@ -0,0 +1,3 @@
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new file mode 100644
index 000000000..e99e74c86
--- /dev/null
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new file mode 100644
index 000000000..5297bfa00
--- /dev/null
+++ b/c_reference/models/q_scut_head_b_face2_model/mbconv1.h
@@ -0,0 +1,3 @@
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new file mode 100644
index 000000000..ee3be5ee7
--- /dev/null
+++ b/c_reference/models/q_scut_head_b_face2_model/mbconv10.h
@@ -0,0 +1,3 @@
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new file mode 100644
index 000000000..163778ba2
--- /dev/null
+++ b/c_reference/models/q_scut_head_b_face2_model/mbconv11.h
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new file mode 100644
index 000000000..fa8db14fb
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index 000000000..4c7864976
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diff --git a/c_reference/models/q_scut_head_b_face2_model/rnn1.h b/c_reference/models/q_scut_head_b_face2_model/rnn1.h
new file mode 100644
index 000000000..e441b706c
--- /dev/null
+++ b/c_reference/models/q_scut_head_b_face2_model/rnn1.h
@@ -0,0 +1,3 @@
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diff --git a/c_reference/models/q_scut_head_b_face2_model/rnn2.h b/c_reference/models/q_scut_head_b_face2_model/rnn2.h
new file mode 100644
index 000000000..069311a66
--- /dev/null
+++ b/c_reference/models/q_scut_head_b_face2_model/rnn2.h
@@ -0,0 +1,3 @@
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index 000000000..7f95502bc
--- /dev/null
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diff --git a/c_reference/models/quantized_face_detection.c b/c_reference/models/quantized_face_detection.c
new file mode 100644
index 000000000..150d4640c
--- /dev/null
+++ b/c_reference/models/quantized_face_detection.c
@@ -0,0 +1,407 @@
+// Copyright (c) Microsoft Corporation. All rights reserved.
+// Licensed under the MIT license.
+
+#include <string.h>
+
+#include "quantized_face_detection.h"
+#include "quantized_utils.h"
+#include "quantized_fastgrnn.h"
+#include "quantized_rnnpool.h"
+#include "quantized_mbconv.h"
+
+#include "q_scut_head_b_face2_model/conv2D.h"
+#include "q_scut_head_b_face2_model/rnn1.h"
+#include "q_scut_head_b_face2_model/rnn2.h"
+#include "q_scut_head_b_face2_model/mbconv1.h"
+#include "q_scut_head_b_face2_model/mbconv2.h"
+#include "q_scut_head_b_face2_model/mbconv3.h"
+#include "q_scut_head_b_face2_model/mbconv4.h"
+#include "q_scut_head_b_face2_model/detection1.h"
+#include "q_scut_head_b_face2_model/mbconv5.h"
+#include "q_scut_head_b_face2_model/mbconv6.h"
+#include "q_scut_head_b_face2_model/mbconv7.h"
+#include "q_scut_head_b_face2_model/mbconv8.h"
+#include "q_scut_head_b_face2_model/detection2.h"
+#include "q_scut_head_b_face2_model/mbconv9.h"
+#include "q_scut_head_b_face2_model/mbconv10.h"
+#include "q_scut_head_b_face2_model/mbconv11.h"
+#include "q_scut_head_b_face2_model/detection3.h"
+#include "q_scut_head_b_face2_model/mbconv12.h"
+#include "q_scut_head_b_face2_model/mbconv13.h"
+#include "q_scut_head_b_face2_model/mbconv14.h"
+#include "q_scut_head_b_face2_model/detection4.h"
+
+void q_face_detection(char* const mem_buf) {
+  // Conv2D Sub-Pipeline
+  q7xq15_q7_convolution((Q7_T*)mem_buf, CBR1F, (Q7_T*)(mem_buf + 76800),
+    CONV2D_N, CBR1F_H, CBR1F_W, CBR1F_CIN, CBR1F_HF, CBR1F_WF, CBR1F_CF,
+    CONV2D_COUT, CONV2D_HOUT, CONV2D_WOUT, CBR1F_G, CBR1F_HPADL, CBR1F_HPADR,
+    CBR1F_WPADL, CBR1F_WPADR, CBR1F_HSTRIDE, CBR1F_WSTRIDE, CBR1F_HDILATION,
+    CBR1F_WDILATION, CBR1F_Scinput, CBR1F_Scoutput, CBR1F_Demote);
+
+  q7xq15_q7_t_add_vec((Q7_T*)(mem_buf + 76800), CBR1B, CONV2D_N, CONV2D_HOUT,
+    CONV2D_WOUT, CONV2D_COUT, (Q7_T*)mem_buf, CBR1B_Scten, CBR1B_Scvec,
+    CBR1B_Scret);
+
+  q7xq15_q7_convolution((Q7_T*)mem_buf, CBR1W, (Q7_T*)mem_buf, CONV2D_N,
+    CONV2D_HOUT, CONV2D_WOUT, CONV2D_COUT, CBR1W_HF, CBR1W_WF, CBR1W_CF,
+    CBR1W_COUT, CONV2D_HOUT, CONV2D_WOUT, CBR1W_G, CBR1W_HPADL, CBR1W_HPADR,
+    CBR1W_WPADL, CBR1W_WPADR, CBR1W_HSTRIDE, CBR1W_WSTRIDE, CBR1W_HDILATION,
+    CBR1W_WDILATION, CBR1W_Scinput, CBR1W_Scoutput, CBR1W_Demote);
+
+  q7_t_relu((Q7_T*)mem_buf, CONV2D_N, CONV2D_HOUT, CONV2D_WOUT, CONV2D_COUT,
+    (Q7_T*)(mem_buf + 76800), CONV2D_Limit, CONV2D_Div);
+
+  Q7_T* mem_buf_offset_q7 = (Q7_T*)mem_buf;
+  Q15_T* mem_buf_offset_q15 = (Q15_T*)mem_buf;
+
+  // RNNPool Sub-Pipeline
+  memset(mem_buf, 0, sizeof(Q7_T) * 76800);
+  memset((mem_buf + 153600), 0, sizeof(Q15_T));
+  memset((mem_buf + 153602), 0, sizeof(Q15_T));
+
+  for (ITER_T patch_x = 0; (patch_x < 29); patch_x++) {
+    for (ITER_T patch_y = 0; (patch_y < 39); patch_y++) {
+      q7xq15_q15_rnnpool_block((Q7_T*)(mem_buf + 76800 + ((2560 * patch_x) + (16 * patch_y))),
+        INPUT_CHANNELS, PATCH_DIM, CONV2D_WOUT, q7xq15_q15_fastgrnn, HIDDEN_DIM1,
+        (const void*)(&RNN1_PARAMS), (void*)(&RNN1_BUFFERS),
+        (const void*)(&RNN1_SCALES), q15_fastgrnn, HIDDEN_DIM2,
+        (const void*)(&RNN2_PARAMS), (void*)(&RNN2_BUFFERS),
+        (const void*)(&RNN2_SCALES), (Q15_T*)(mem_buf + 153750),
+        (Q15_T*)(mem_buf + 153900), ShR1, ShL1, ShR2, ShL2);
+
+      for (ITER_T i = 0; i < 64; i++) {
+        mem_buf_offset_q7[patch_x * 2560 + patch_y * 64 + i] = (Q7_T)(mem_buf_offset_q15[76875 + i]);
+      }
+    }
+  }
+
+  memcpy(&mem_buf_offset_q7[29 * 2560], &mem_buf_offset_q7[28 * 2560],
+         39 * 64 * sizeof(Q7_T));
+  for (ITER_T i = 0; i < 30; i++) {
+    memcpy(&mem_buf_offset_q7[39 * 64 + i * 2560],
+           &mem_buf_offset_q7[38 * 64 + i * 2560], 64 * sizeof(Q7_T));
+  } 
+
+  // MBConv Sub-Pipeline
+  // MBConv Layer 1
+  q7xq15_q15_mbconv_block((Q7_T*)mem_buf, L1_F1, L1_W1, L1_B1, L1_F2, L1_W2,
+    L1_B2, L1_F3, L1_W3, L1_B3, (Q15_T*)(mem_buf + 76800),
+    (Q15_T*)(mem_buf + 153600), (Q15_T*)(mem_buf + 184500), L1_N, L1_H, L1_W,
+    L1_CIN, L1_CTEMP, L1_HF, L1_WF, L1_COUT, L1_HOUT, L1_WOUT, L1_HPADL,
+    L1_HPADR, L1_WPADL, L1_WPADR, L1_HSTRIDE, L1_WSTRIDE, L1_Limit1, L1_Limit2,
+    L1_ShRU1, L1_ShRX1, L1_ShRU2, L1_ShRX2, L1_ShRU3, L1_ShRW3, L1_ShLU1,
+    L1_ShLX1, L1_ShLU2, L1_ShLX2, L1_ShLU3, L1_ShLW3);
+
+  // MBConv Layer 2
+  q15_mbconv_block((Q15_T*)(mem_buf + 76800), L2_F1, L2_W1, L2_B1, L2_F2,
+    L2_W2, L2_B2, L2_F3, L2_W3, L2_B3, (Q15_T*)mem_buf,
+    (Q15_T*)(mem_buf + 153600), (Q15_T*)(mem_buf + 169050), L2_N, L2_H, L2_W,
+    L2_CIN, L2_CTEMP, L2_HF, L2_WF, L2_COUT, L2_HOUT, L2_WOUT, L2_HPADL,
+    L2_HPADR, L2_WPADL, L2_WPADR, L2_HSTRIDE, L2_WSTRIDE, L2_Limit1, L2_Limit2,
+    L2_ShRU1, L2_ShRX1, L2_ShRU2, L2_ShRX2, L2_ShRU3, L2_ShRW3, L2_ShLU1,
+    L2_ShLX1, L2_ShLU2, L2_ShLX2, L2_ShLU3, L2_ShLW3);
+
+  // MBConv1 + MBConv2
+  q15_t_add((Q15_T*)(mem_buf + 76800), (Q15_T*)mem_buf, L2_N, L2_HOUT, L2_WOUT,
+    L2_COUT, (Q15_T*)(mem_buf + 76800), L2_Scten1, L2_Scten2, L2_Scret);
+
+  // MBConv Layer 3
+  q15_mbconv_block((Q15_T*)(mem_buf + 76800), L3_F1, L3_W1, L3_B1, L3_F2,
+    L3_W2, L3_B2, L3_F3, L3_W3, L3_B3, (Q15_T*)mem_buf,
+    (Q15_T*)(mem_buf + 153600), (Q15_T*)(mem_buf + 169050), L3_N, L3_H, L3_W,
+    L3_CIN, L3_CTEMP, L3_HF, L3_WF, L3_COUT, L3_HOUT, L3_WOUT, L3_HPADL,
+    L3_HPADR, L3_WPADL, L3_WPADR, L3_HSTRIDE, L3_WSTRIDE, L3_Limit1, L3_Limit2,
+    L3_ShRU1, L3_ShRX1, L3_ShRU2, L3_ShRX2, L3_ShRU3, L3_ShRW3, L3_ShLU1,
+    L3_ShLX1, L3_ShLU2, L3_ShLX2, L3_ShLU3, L3_ShLW3);
+
+  // MBConv1 + MBConv2 + MBConv3
+  q15_t_add((Q15_T*)(mem_buf + 76800), (Q15_T*)mem_buf, L3_N, L3_HOUT, L3_WOUT,
+    L3_COUT, (Q15_T*)(mem_buf + 76800), L3_Scten1, L3_Scten2, L3_Scret);
+
+  // MBConv Layer 4
+  q15_mbconv_block((Q15_T*)(mem_buf + 76800), L4_F1, L4_W1, L4_B1, L4_F2,
+    L4_W2, L4_B2, L4_F3, L4_W3, L4_B3, (Q15_T*)mem_buf,
+    (Q15_T*)(mem_buf + 153600), (Q15_T*)(mem_buf + 169050), L4_N, L4_H, L4_W,
+    L4_CIN, L4_CTEMP, L4_HF, L4_WF, L4_COUT, L4_HOUT, L4_WOUT, L4_HPADL,
+    L4_HPADR, L4_WPADL, L4_WPADR, L4_HSTRIDE, L4_WSTRIDE, L4_Limit1, L4_Limit2,
+    L4_ShRU1, L4_ShRX1, L4_ShRU2, L4_ShRX2, L4_ShRU3, L4_ShRW3, L4_ShLU1,
+    L4_ShLX1, L4_ShLU2, L4_ShLX2, L4_ShLU3, L4_ShLW3);
+
+  // MBConv1 + MBConv2 + MBConv3 + MBConv4
+  q15_t_add((Q15_T*)(mem_buf + 76800), (Q15_T*)mem_buf, L4_N, L4_HOUT, L4_WOUT,
+    L4_COUT, (Q15_T*)(mem_buf + 76800), L4_Scten1, L4_Scten2, L4_Scret);
+
+  // Detection Layer 1 Sub-Pipeline
+  q15_t_l2_norm((Q15_T*)(mem_buf + 76800), L4_N, L4_HOUT, L4_WOUT, L4_COUT,
+    (Q15_T*)mem_buf, D1_ScaleIn, D1_ScaleOut);
+
+  q15_convolution((Q15_T*)mem_buf, D1NW, (Q15_T*)mem_buf, L4_N, L4_HOUT,
+    L4_WOUT, L4_COUT, D1NW_HF, D1NW_WF, D1NW_CF, D1NW_COUT, L4_HOUT, L4_WOUT,
+    D1NW_G, D1NW_HPADL, D1NW_HPADR, D1NW_WPADL, D1NW_WPADR, D1NW_HSTRIDE,
+    D1NW_WSTRIDE, D1NW_HDILATION, D1NW_WDILATION, D1NW_Scinput, D1NW_Scoutput,
+    D1NW_Demote);
+
+  q15_convolution((Q15_T*)mem_buf, D1CW, (Q15_T*)(mem_buf + 153600), L4_N,
+    L4_HOUT, L4_WOUT, D1NW_COUT * D1NW_G, D1CW_HF, D1CW_WF, D1CW_CF, D1CW_COUT,
+    L4_HOUT, L4_WOUT, D1CW_G, D1CW_HPADL, D1CW_HPADR, D1CW_WPADL, D1CW_WPADR,
+    D1CW_HSTRIDE, D1CW_WSTRIDE, D1CW_HDILATION, D1CW_WDILATION, D1CW_Scinput,
+    D1CW_Scoutput, D1CW_Demote);
+
+  q15_t_add_vec((Q15_T*)(mem_buf + 153600), D1CB, L4_N, L4_HOUT, L4_WOUT,
+    D1CW_COUT, (Q15_T*)(mem_buf + 172800), D1CB_Scten, D1CB_Scvec, D1CB_Scret);
+
+  q15_convolution((Q15_T*)mem_buf, D1LW, (Q15_T*)(mem_buf + 153600), L4_N,
+    L4_HOUT, L4_WOUT, D1NW_COUT * D1NW_G, D1LW_HF, D1LW_WF, D1LW_CF, D1LW_COUT,
+    L4_HOUT, L4_WOUT, D1LW_G, D1LW_HPADL, D1LW_HPADR, D1LW_WPADL, D1LW_WPADR,
+    D1LW_HSTRIDE, D1LW_WSTRIDE, D1LW_HDILATION, D1LW_WDILATION, D1LW_Scinput,
+    D1LW_Scoutput, D1LW_Demote);
+
+  q15_t_add_vec((Q15_T*)(mem_buf + 153600), D1LB, L4_N, L4_HOUT, L4_WOUT,
+    D1LW_COUT, (Q15_T*)(mem_buf + 153600), D1LB_Scten, D1LB_Scvec, D1LB_Scret);
+
+  memset((mem_buf_offset_q15 + 81600), 0, sizeof(Q15_T) * 2400);
+  memset(mem_buf_offset_q15, 0, sizeof(Q15_T) * 1);
+  memset((mem_buf_offset_q15 + 1), 0, sizeof(Q15_T) * 1);
+
+  for (ITER_T i = 0; i < 30; i++) {
+    for (ITER_T j = 0; j < 40; j++) {
+      for (ITER_T k = 0; k < 3; k++) {
+        mem_buf_offset_q15[9 + k] = mem_buf_offset_q15[86400 + (i * 160 + j * 4 + k)];
+      }
+
+      ITER_T index;
+      q15_v_argmax(&mem_buf_offset_q15[9], 3, &index);
+
+      mem_buf_offset_q15[81600 + (i * 80 + j * 2)] = mem_buf_offset_q15[86400 + (i * 160 + j * 4 + index)];
+      mem_buf_offset_q15[81600 + (i * 80 + j * 2 + 1)] = mem_buf_offset_q15[86400 + (i * 160 + j * 4 + 3)];
+    }
+  }
+
+  // MBConv Layer 5
+  q15_mbconv_block((Q15_T*)(mem_buf + 76800), L5_F1, L5_W1, L5_B1, L5_F2,
+    L5_W2, L5_B2, L5_F3, L5_W3, L5_B3, (Q15_T*)mem_buf,
+    (Q15_T*)(mem_buf + 172800), (Q15_T*)(mem_buf + 168300), L5_N, L5_H, L5_W,
+    L5_CIN, L5_CTEMP, L5_HF, L5_WF, L5_COUT, L5_HOUT, L5_WOUT, L5_HPADL,
+    L5_HPADR, L5_WPADL, L5_WPADR, L5_HSTRIDE, L5_WSTRIDE, L5_Limit1, L5_Limit2,
+    L5_ShRU1, L5_ShRX1, L5_ShRU2, L5_ShRX2, L5_ShRU3, L5_ShRW3, L5_ShLU1,
+    L5_ShLX1, L5_ShLU2, L5_ShLX2, L5_ShLU3, L5_ShLW3);
+
+  // MBConv1 + MBConv2 + MBConv3 + MBConv4 + MBConv5
+  q15_t_add((Q15_T*)(mem_buf + 76800), (Q15_T*)mem_buf, L5_N, L5_HOUT, L5_WOUT,
+    L5_COUT, (Q15_T*)(mem_buf + 76800), L5_Scten1, L5_Scten2, L5_Scret);
+
+  // MBConv Layer 6
+  q15_mbconv_block((Q15_T*)(mem_buf + 76800), L6_F1, L6_W1, L6_B1, L6_F2,
+    L6_W2, L6_B2, L6_F3, L6_W3, L6_B3, (Q15_T*)mem_buf,
+    (Q15_T*)(mem_buf + 172800), (Q15_T*)(mem_buf + 168300), L6_N, L6_H, L6_W,
+    L6_CIN, L6_CTEMP, L6_HF, L6_WF, L6_COUT, L6_HOUT, L6_WOUT, L6_HPADL,
+    L6_HPADR, L6_WPADL, L6_WPADR, L6_HSTRIDE, L6_WSTRIDE, L6_Limit1, L6_Limit2,
+    L6_ShRU1, L6_ShRX1, L6_ShRU2, L6_ShRX2, L6_ShRU3, L6_ShRW3, L6_ShLU1,
+    L6_ShLX1, L6_ShLU2, L6_ShLX2, L6_ShLU3, L6_ShLW3);
+
+  // MBConv1 + MBConv2 + MBConv3 + MBConv4 + MBConv5 + MBConv6
+  q15_t_add((Q15_T*)(mem_buf + 76800), (Q15_T*)mem_buf, L6_N, L6_HOUT, L6_WOUT,
+    L6_COUT, (Q15_T*)(mem_buf + 76800), L6_Scten1, L6_Scten2, L6_Scret);
+
+  // MBConv Layer 7
+  q15_mbconv_block((Q15_T*)(mem_buf + 76800), L7_F1, L7_W1, L7_B1, L7_F2,
+    L7_W2, L7_B2, L7_F3, L7_W3, L7_B3, (Q15_T*)mem_buf,
+    (Q15_T*)(mem_buf + 172800), (Q15_T*)(mem_buf + 168300), L7_N, L7_H, L7_W,
+    L7_CIN, L7_CTEMP, L7_HF, L7_WF, L7_COUT, L7_HOUT, L7_WOUT, L7_HPADL,
+    L7_HPADR, L7_WPADL, L7_WPADR, L7_HSTRIDE, L7_WSTRIDE, L7_Limit1, L7_Limit2,
+    L7_ShRU1, L7_ShRX1, L7_ShRU2, L7_ShRX2, L7_ShRU3, L7_ShRW3, L7_ShLU1,
+    L7_ShLX1, L7_ShLU2, L7_ShLX2, L7_ShLU3, L7_ShLW3);
+
+  // MBConv1 + MBConv2 + MBConv3 + MBConv4 + MBConv5 + MBConv6 + MBConv7
+  q15_t_add((Q15_T*)(mem_buf + 76800), (Q15_T*)mem_buf, L7_N, L7_HOUT, L7_WOUT,
+    L7_COUT, (Q15_T*)(mem_buf + 76800), L7_Scten1, L7_Scten2, L7_Scret);
+
+  // MBConv Layer 8
+  q15_mbconv_block((Q15_T*)(mem_buf + 76800), L8_F1, L8_W1, L8_B1, L8_F2,
+    L8_W2, L8_B2, L8_F3, L8_W3, L8_B3, (Q15_T*)mem_buf,
+    (Q15_T*)(mem_buf + 172800), (Q15_T*)(mem_buf + 168300), L8_N, L8_H, L8_W,
+    L8_CIN, L8_CTEMP, L8_HF, L8_WF, L8_COUT, L8_HOUT, L8_WOUT, L8_HPADL,
+    L8_HPADR, L8_WPADL, L8_WPADR, L8_HSTRIDE, L8_WSTRIDE, L8_Limit1, L8_Limit2,
+    L8_ShRU1, L8_ShRX1, L8_ShRU2, L8_ShRX2, L8_ShRU3, L8_ShRW3, L8_ShLU1,
+    L8_ShLX1, L8_ShLU2, L8_ShLX2, L8_ShLU3, L8_ShLW3);
+
+  // MBConv1 + MBConv2 + MBConv3 + MBConv4 + MBConv5 + MBConv6 + MBConv7 + MBConv8
+  q15_t_add((Q15_T*)(mem_buf + 76800), (Q15_T*)mem_buf, L8_N, L8_HOUT, L8_WOUT,
+    L8_COUT, (Q15_T*)(mem_buf + 76800), L8_Scten1, L8_Scten2, L8_Scret);
+
+  // Detection Layer 2 Sub-Pipeline
+  q15_t_l2_norm((Q15_T*)(mem_buf + 76800), L8_N, L8_HOUT, L8_WOUT, L8_COUT,
+    (Q15_T*)mem_buf, D2_ScaleIn, D2_ScaleOut);
+
+  q15_convolution((Q15_T*)mem_buf, D2NW, (Q15_T*)mem_buf, L8_N, L8_HOUT,
+    L8_WOUT, L8_COUT, D2NW_HF, D2NW_WF, D2NW_CF, D2NW_COUT, L8_HOUT, L8_WOUT,
+    D2NW_G, D2NW_HPADL, D2NW_HPADR, D2NW_WPADL, D2NW_WPADR, D2NW_HSTRIDE,
+    D2NW_WSTRIDE, D2NW_HDILATION, D2NW_WDILATION, D2NW_Scinput, D2NW_Scoutput,
+    D2NW_Demote);
+
+  q15_convolution((Q15_T*)mem_buf, D2CW, (Q15_T*)(mem_buf + 168000), L8_N,
+    L8_HOUT, L8_WOUT, D2NW_COUT * D2NW_G, D2CW_HF, D2CW_WF, D2CW_CF, D2CW_COUT,
+    L8_HOUT, L8_WOUT, D2CW_G, D2CW_HPADL, D2CW_HPADR, D2CW_WPADL, D2CW_WPADR,
+    D2CW_HSTRIDE, D2CW_WSTRIDE, D2CW_HDILATION, D2CW_WDILATION, D2CW_Scinput,
+    D2CW_Scoutput, D2CW_Demote);
+
+  q15_t_add_vec((Q15_T*)(mem_buf + 168000), D2CB, L8_N, L8_HOUT, L8_WOUT,
+    D2CW_COUT, (Q15_T*)(mem_buf + 168000), D2CB_Scten, D2CB_Scvec, D2CB_Scret);
+
+  q15_convolution((Q15_T*)mem_buf, D2LW, (Q15_T*)(mem_buf + 172800), L8_N,
+    L8_HOUT, L8_WOUT, D2NW_COUT * D2NW_G, D2LW_HF, D2LW_WF, D2LW_CF, D2LW_COUT,
+    L8_HOUT, L8_WOUT, D2LW_G, D2LW_HPADL, D2LW_HPADR, D2LW_WPADL, D2LW_WPADR,
+    D2LW_HSTRIDE, D2LW_WSTRIDE, D2LW_HDILATION, D2LW_WDILATION, D2LW_Scinput,
+    D2LW_Scoutput, D2LW_Demote);
+
+  q15_t_add_vec((Q15_T*)(mem_buf + 172800), D2LB, L8_N, L8_HOUT, L8_WOUT,
+    D2LW_COUT, (Q15_T*)(mem_buf + 172800), D2LB_Scten, D2LB_Scvec, D2LB_Scret);
+
+  // MBConv Layer 9
+  q15_mbconv_block((Q15_T*)(mem_buf + 76800), L9_F1, L9_W1, L9_B1, L9_F2,
+    L9_W2, L9_B2, L9_F3, L9_W3, L9_B3, (Q15_T*)mem_buf,
+    (Q15_T*)(mem_buf + 57600), (Q15_T*)(mem_buf + 73050), L9_N, L9_H, L9_W,
+    L9_CIN, L9_CTEMP, L9_HF, L9_WF, L9_COUT, L9_HOUT, L9_WOUT, L9_HPADL,
+    L9_HPADR, L9_WPADL, L9_WPADR, L9_HSTRIDE, L9_WSTRIDE, L9_Limit1, L9_Limit2,
+    L9_ShRU1, L9_ShRX1, L9_ShRU2, L9_ShRX2, L9_ShRU3, L9_ShRW3, L9_ShLU1,
+    L9_ShLX1, L9_ShLU2, L9_ShLX2, L9_ShLU3, L9_ShLW3);
+
+  // MBConv Layer 10
+  q15xq7_q15_mbconv_block((Q15_T*)mem_buf, L10_F1, L10_W1, L10_B1, L10_F2,
+    L10_W2, L10_B2, L10_F3, L10_W3, L10_B3, (Q15_T*)(mem_buf + 96000),
+    (Q15_T*)(mem_buf + 72961), (Q15_T*)(mem_buf + 58800), L10_N, L10_H, L10_W,
+    L10_CIN, L10_CTEMP, L10_HF, L10_WF, L10_COUT, L10_HOUT, L10_WOUT,
+    L10_HPADL, L10_HPADR, L10_WPADL, L10_WPADR, L10_HSTRIDE, L10_WSTRIDE,
+    L10_Limit1, L10_Limit2, L10_ShRU1, L10_ShRX1, L10_ShRU2, L10_ShRX2,
+    L10_ShRU3, L10_ShRW3, L10_ShLU1, L10_ShLX1, L10_ShLU2, L10_ShLX2,
+    L10_ShLU3, L10_ShLW3);
+
+  // MBConv9 + MBConv10
+  q15_t_add((Q15_T*)mem_buf, (Q15_T*)(mem_buf + 96000), L10_N, L10_HOUT,
+    L10_WOUT, L10_COUT, (Q15_T*)mem_buf, L10_Scten1, L10_Scten2, L10_Scret);
+
+  // MBConv Layer 11
+  q15xq7_q15_mbconv_block((Q15_T*)mem_buf, L11_F1, L11_W1, L11_B1, L11_F2,
+    L11_W2, L11_B2, L11_F3, L11_W3, L11_B3, (Q15_T*)(mem_buf + 96000),
+    (Q15_T*)(mem_buf + 72961), (Q15_T*)(mem_buf + 58800), L11_N, L11_H, L11_W,
+    L11_CIN, L11_CTEMP, L11_HF, L11_WF, L11_COUT, L11_HOUT, L11_WOUT,
+    L11_HPADL, L11_HPADR, L11_WPADL, L11_WPADR, L11_HSTRIDE, L11_WSTRIDE,
+    L11_Limit1, L11_Limit2, L11_ShRU1, L11_ShRX1, L11_ShRU2, L11_ShRX2,
+    L11_ShRU3, L11_ShRW3, L11_ShLU1, L11_ShLX1, L11_ShLU2, L11_ShLX2,
+    L11_ShLU3, L11_ShLW3);
+
+  // MBConv9 + MBConv10 + MBConv11
+  q15_t_add((Q15_T*)mem_buf, (Q15_T*)(mem_buf + 96000), L11_N, L11_HOUT,
+    L11_WOUT, L11_COUT, (Q15_T*)mem_buf, L11_Scten1, L11_Scten2, L11_Scret);
+
+  // Detection Layer 3 Sub-Pipeline
+  q15_t_l2_norm((Q15_T*)mem_buf, L11_N, L11_HOUT, L11_WOUT, L11_COUT,
+    (Q15_T*)(mem_buf + 96000), D3_ScaleIn, D3_ScaleOut);
+
+  q15_convolution((Q15_T*)(mem_buf + 96000), D3NW, (Q15_T*)(mem_buf + 96000),
+    L11_N, L11_HOUT, L11_WOUT, L11_COUT, D3NW_HF, D3NW_WF, D3NW_CF, D3NW_COUT,
+    L11_HOUT, L11_WOUT, D3NW_G, D3NW_HPADL, D3NW_HPADR, D3NW_WPADL, D3NW_WPADR,
+    D3NW_HSTRIDE, D3NW_WSTRIDE, D3NW_HDILATION, D3NW_WDILATION, D3NW_Scinput,
+    D3NW_Scoutput, D3NW_Demote);
+
+  q15_convolution((Q15_T*)(mem_buf + 96000), D3CW, (Q15_T*)(mem_buf + 61200),
+    L11_N, L11_HOUT, L11_WOUT, D3NW_COUT * D3NW_G, D3CW_HF, D3CW_WF, D3CW_CF,
+    D3CW_COUT, L11_HOUT, L11_WOUT, D3CW_G, D3CW_HPADL, D3CW_HPADR, D3CW_WPADL,
+    D3CW_WPADR, D3CW_HSTRIDE, D3CW_WSTRIDE, D3CW_HDILATION, D3CW_WDILATION,
+    D3CW_Scinput, D3CW_Scoutput, D3CW_Demote);
+
+  q15_t_add_vec((Q15_T*)(mem_buf + 61200), D3CB, L11_N, L11_HOUT, L11_WOUT,
+    D3CW_COUT, (Q15_T*)(mem_buf + 57600), D3CB_Scten, D3CB_Scvec, D3CB_Scret);
+
+  q15_convolution((Q15_T*)(mem_buf + 96000), D3LW, (Q15_T*)(mem_buf + 60000),
+    L11_N, L11_HOUT, L11_WOUT, D3NW_COUT * D3NW_G, D3LW_HF, D3LW_WF, D3LW_CF,
+    D3LW_COUT, L11_HOUT, L11_WOUT, D3LW_G, D3LW_HPADL, D3LW_HPADR, D3LW_WPADL,
+    D3LW_WPADR, D3LW_HSTRIDE, D3LW_WSTRIDE, D3LW_HDILATION, D3LW_WDILATION,
+    D3LW_Scinput, D3LW_Scoutput, D3LW_Demote);
+
+  q15_t_add_vec((Q15_T*)(mem_buf + 60000), D3LB, L11_N, L11_HOUT, L11_WOUT,
+    D3LW_COUT, (Q15_T*)(mem_buf + 60000), D3LB_Scten, D3LB_Scvec, D3LB_Scret);
+
+  // MBConv Layer 12
+  q15xq7_q7_mbconv_block((Q15_T*)mem_buf, L12_F1, L12_W1, L12_B1, L12_F2,
+    L12_W2, L12_B2, L12_F3, L12_W3, L12_B3, (Q7_T*)(mem_buf + 76800),
+    (Q15_T*)(mem_buf + 115200), (Q15_T*)(mem_buf + 62400), L12_N, L12_H, L12_W,
+    L12_CIN, L12_CTEMP, L12_HF, L12_WF, L12_COUT, L12_HOUT, L12_WOUT,
+    L12_HPADL, L12_HPADR, L12_WPADL, L12_WPADR, L12_HSTRIDE, L12_WSTRIDE,
+    L12_Limit1, L12_Limit2, L12_ShRU1, L12_ShRX1, L12_ShRU2, L12_ShRX2,
+    L12_ShRU3, L12_ShRW3, L12_ShLU1, L12_ShLX1, L12_ShLU2, L12_ShLX2,
+    L12_ShLU3, L12_ShLW3);
+
+  // MBConv Layer 13
+  q7_mbconv_block((Q7_T*)(mem_buf + 76800), L13_F1, L13_W1, L13_B1, L13_F2,
+    L13_W2, L13_B2, L13_F3, L13_W3, L13_B3, (Q7_T*)mem_buf,
+    (Q7_T*)(mem_buf + 38400), (Q7_T*)(mem_buf + 54600), L13_N, L13_H, L13_W,
+    L13_CIN, L13_CTEMP, L13_HF, L13_WF, L13_COUT, L13_HOUT, L13_WOUT,
+    L13_HPADL, L13_HPADR, L13_WPADL, L13_WPADR, L13_HSTRIDE, L13_WSTRIDE,
+    L13_Limit1, L13_Limit2, L13_ShRU1, L13_ShRX1, L13_ShRU2, L13_ShRX2,
+    L13_ShRU3, L13_ShRW3, L13_ShLU1, L13_ShLX1, L13_ShLU2, L13_ShLX2,
+    L13_ShLU3, L13_ShLW3);
+
+  // MBConv12 + MBConv13
+  q7_t_add((Q7_T*)(mem_buf + 76800), (Q7_T*)mem_buf, L13_N, L13_HOUT, L13_WOUT,
+    L13_COUT, (Q7_T*)(mem_buf + 76800), L13_Scten1, L13_Scten2, L13_Scret);
+
+  // MBConv Layer 14
+  q7_mbconv_block((Q7_T*)(mem_buf + 76800), L14_F1, L14_W1, L14_B1, L14_F2,
+    L14_W2, L14_B2, L14_F3, L14_W3, L14_B3, (Q7_T*)mem_buf,
+    (Q7_T*)(mem_buf + 38400), (Q7_T*)(mem_buf + 54600), L14_N, L14_H, L14_W,
+    L14_CIN, L14_CTEMP, L14_HF, L14_WF, L14_COUT, L14_HOUT, L14_WOUT,
+    L14_HPADL, L14_HPADR, L14_WPADL, L14_WPADR, L14_HSTRIDE, L14_WSTRIDE,
+    L14_Limit1, L14_Limit2, L14_ShRU1, L14_ShRX1, L14_ShRU2, L14_ShRX2,
+    L14_ShRU3, L14_ShRW3, L14_ShLU1, L14_ShLX1, L14_ShLU2, L14_ShLX2,
+    L14_ShLU3, L14_ShLW3);
+
+  // MBConv12 + MBConv13 + MBConv14
+  q7_t_add((Q7_T*)(mem_buf + 76800), (Q7_T*)mem_buf, L14_N, L14_HOUT, L14_WOUT,
+    L14_COUT, (Q7_T*)(mem_buf + 76800), L14_Scten1, L14_Scten2, L14_Scret);
+
+  // Detection Layer 4 Sub-Pipeline
+  q7xq15_q7_convolution((Q7_T*)(mem_buf + 76800), D4CW,
+    (Q7_T*)(mem_buf + 4800), L14_N, L14_HOUT, L14_WOUT, L14_COUT, D4CW_HF,
+    D4CW_WF, D4CW_CF, D4CW_COUT, L14_HOUT, L14_WOUT, D4CW_G, D4CW_HPADL,
+    D4CW_HPADR, D4CW_WPADL, D4CW_WPADR, D4CW_HSTRIDE, D4CW_WSTRIDE,
+    D4CW_HDILATION, D4CW_WDILATION, D4CW_Scinput,
+    D4CW_Scoutput, D4CW_Demote);
+
+  q7xq15_q7_t_add_vec((Q7_T*)(mem_buf + 4800), D4CB, L14_N, L14_HOUT,
+    L14_WOUT, D4CW_COUT, (Q7_T*)mem_buf, D4CB_Scten, D4CB_Scvec, D4CB_Scret);
+
+  q7xq15_q15_convolution((Q7_T*)(mem_buf + 76800), D4LW,
+    (Q15_T*)(mem_buf + 2400), L14_N, L14_HOUT, L14_WOUT, L14_COUT, D4LW_HF,
+    D4LW_WF, D4LW_CF, D4LW_COUT, L14_HOUT, L14_WOUT, D4LW_G, D4LW_HPADL,
+    D4LW_HPADR, D4LW_WPADL, D4LW_WPADR, D4LW_HSTRIDE, D4LW_WSTRIDE,
+    D4LW_HDILATION, D4LW_WDILATION, D4LW_Scinput, D4LW_Scoutput, D4LW_Demote);
+
+  q15_t_add_vec((Q15_T*)(mem_buf + 2400), D4LB, L14_N, L14_HOUT, L14_WOUT, D4LW_COUT,
+    (Q15_T*)(mem_buf + 2400), D4LB_Scten, D4LB_Scvec, D4LB_Scret);
+
+  // Re-ordering the outputs
+  memset((mem_buf_offset_q15 + 38400), 0, sizeof(Q15_T) * 18000);
+  memcpy(&mem_buf_offset_q15[38400], &mem_buf_offset_q15[81600], 2400 * sizeof(Q15_T));
+
+  for (ITER_T i = 0; i < 2400; i++) {
+    mem_buf_offset_q15[38400 + (i + 2400)] = (mem_buf_offset_q15[84000 + i] / 2);
+  }
+
+  for (ITER_T i = 0; i < 600; i++) {
+    mem_buf_offset_q15[38400 + (i + 4800)] = (mem_buf_offset_q15[28800 + i] / 2);
+  }
+
+  for (ITER_T i = 0; i < 600; i++) {
+    mem_buf_offset_q15[38400 + (i + 5400)] = (((Q15_T)mem_buf_offset_q7[i]) << 7);
+  }
+
+  memcpy(&mem_buf_offset_q15[38400 + 6000], &mem_buf_offset_q15[76800], 4800 * sizeof(Q15_T));
+  memcpy(&mem_buf_offset_q15[38400 + 10800], &mem_buf_offset_q15[86400], 4800 * sizeof(Q15_T));
+  memcpy(&mem_buf_offset_q15[38400 + 15600], &mem_buf_offset_q15[30000], 1200 * sizeof(Q15_T));
+
+  for (ITER_T i = 0; (i < 1200); i++) {
+    mem_buf_offset_q15[38400 + (i + 16800)] = (mem_buf_offset_q15[1200 + i] / 2);
+  }
+}
diff --git a/c_reference/models/quantized_face_detection.h b/c_reference/models/quantized_face_detection.h
new file mode 100644
index 000000000..7cecdd696
--- /dev/null
+++ b/c_reference/models/quantized_face_detection.h
@@ -0,0 +1,15 @@
+// Copyright (c) Microsoft Corporation. All rights reserved.
+// Licensed under the MIT license.
+
+#ifndef __QUANTIZED_FACE_DETECTION_H__
+#define __QUANTIZED_FACE_DETECTION_H__
+
+/**
+ * @brief Routine for running the entire face detection model pipeline.
+ * @param[in, out]    mem_buf   pointer to the singleton memory buffer for input, intermediate computations and output, used for fragmentation invariance
+ * @return            none
+ * @example
+ */
+void q_face_detection(char* const mem_buf);
+
+#endif
diff --git a/c_reference/models/quantized_face_detection_fast.c b/c_reference/models/quantized_face_detection_fast.c
new file mode 100644
index 000000000..25c868f2d
--- /dev/null
+++ b/c_reference/models/quantized_face_detection_fast.c
@@ -0,0 +1,233 @@
+// Copyright (c) Microsoft Corporation. All rights reserved.
+// Licensed under the MIT license.
+
+#include <string.h>
+
+#include "quantized_face_detection_fast.h"
+#include "quantized_utils.h"
+#include "quantized_fastgrnn.h"
+#include "quantized_rnnpool.h"
+#include "quantized_mbconv.h"
+
+#include "q_scut_head_b_face3_model/conv2D.h"
+#include "q_scut_head_b_face3_model/rnn1.h"
+#include "q_scut_head_b_face3_model/rnn2.h"
+#include "q_scut_head_b_face3_model/mbconv1.h"
+#include "q_scut_head_b_face3_model/detection1.h"
+#include "q_scut_head_b_face3_model/mbconv2.h"
+#include "q_scut_head_b_face3_model/detection2.h"
+#include "q_scut_head_b_face3_model/mbconv3.h"
+#include "q_scut_head_b_face3_model/mbconv4.h"
+#include "q_scut_head_b_face3_model/detection3.h"
+
+void q_face_detection_fast(char* const mem_buf) {
+  // Conv2D Sub-Pipeline
+  q7xq15_q7_convolution((Q7_T*)mem_buf, CBR1F, (Q7_T*)(mem_buf + 76800),
+    CONV2D_N, CBR1F_H, CBR1F_W, CBR1F_CIN, CBR1F_HF, CBR1F_WF, CBR1F_CF,
+    CONV2D_COUT, CONV2D_HOUT, CONV2D_WOUT, CBR1F_G, CBR1F_HPADL, CBR1F_HPADR,
+    CBR1F_WPADL, CBR1F_WPADR, CBR1F_HSTRIDE, CBR1F_WSTRIDE, CBR1F_HDILATION,
+    CBR1F_WDILATION, CBR1F_Scinput, CBR1F_Scoutput, CBR1F_Demote);
+
+  q7xq15_q7_t_add_vec((Q7_T*)(mem_buf + 76800), CBR1B, CONV2D_N, CONV2D_HOUT,
+    CONV2D_WOUT, CONV2D_COUT, (Q7_T*)mem_buf, CBR1B_Scten, CBR1B_Scvec,
+    CBR1B_Scret);
+
+  q7xq15_q7_convolution((Q7_T*)mem_buf, CBR1W, (Q7_T*)mem_buf, CONV2D_N,
+    CONV2D_HOUT, CONV2D_WOUT, CONV2D_COUT, CBR1W_HF, CBR1W_WF, CBR1W_CF,
+    CBR1W_COUT, CONV2D_HOUT, CONV2D_WOUT, CBR1W_G, CBR1W_HPADL, CBR1W_HPADR,
+    CBR1W_WPADL, CBR1W_WPADR, CBR1W_HSTRIDE, CBR1W_WSTRIDE, CBR1W_HDILATION,
+    CBR1W_WDILATION, CBR1W_Scinput, CBR1W_Scoutput, CBR1W_Demote);
+
+  q7_t_relu((Q7_T*)mem_buf, CONV2D_N, CONV2D_HOUT, CONV2D_WOUT, CONV2D_COUT,
+    (Q7_T*)(mem_buf + 76800), CONV2D_Limit, CONV2D_Div);
+
+  Q7_T* mem_buf_offset_q7 = (Q7_T*)mem_buf;
+  Q15_T* mem_buf_offset_q15 = (Q15_T*)mem_buf;
+
+  // RNNPool Sub-Pipeline
+  memset(mem_buf, 0, sizeof(Q7_T) * 19200);
+  memset((mem_buf + 19200), 0, sizeof(Q15_T));
+  memset((mem_buf + 19202), 0, sizeof(Q15_T));
+
+  for (ITER_T patchX = 0; patchX < 14; patchX++) {
+    for (ITER_T patchY = 0; patchY < 19; patchY++) {
+      q7xq15_q15_rnnpool_block((Q7_T*)(mem_buf + 76800 + ((5120 * patchX) + (32 * patchY))),
+        INPUT_CHANNELS, PATCH_DIM, CONV2D_WOUT, q7xq15_q15_fastgrnn, HIDDEN_DIM1,
+        (const void*)(&RNN1_PARAMS), (void*)(&RNN1_BUFFERS),
+        (const void*)(&RNN1_SCALES), q15_fastgrnn, HIDDEN_DIM2,
+        (const void*)(&RNN2_PARAMS), (void*)(&RNN2_BUFFERS),
+        (const void*)(&RNN2_SCALES), (Q15_T*)(mem_buf + 19204),
+        (Q15_T*)(mem_buf + 21252), ShR1, ShL1, ShR2, ShL2);
+
+      for (ITER_T i = 0; i < 64; i++) {
+        mem_buf_offset_q7[patchX * 1280 + patchY * 64 + i] = (Q7_T)(mem_buf_offset_q15[9602 + i]);
+      }
+    }
+  }
+
+  memcpy(&mem_buf_offset_q7[14 * 1280], &mem_buf_offset_q7[13 * 1280],
+         19 * 64 * sizeof(Q7_T));
+  for (ITER_T i = 0; i < 15; i++) {
+    memcpy(&mem_buf_offset_q7[19 * 64 + i * 1280],
+           &mem_buf_offset_q7[18 * 64 + i * 1280], 64 * sizeof(Q7_T));
+  }
+
+  // MBConv Sub-Pipeline
+  // MBConv Layer 1
+  q7xq15_q15_mbconv_block((Q7_T*)mem_buf, L1_F1, L1_W1, L1_B1, L1_F2, L1_W2,
+    L1_B2, L1_F3, L1_W3, L1_B3, (Q15_T*)(mem_buf + 19200),
+    (Q15_T*)(mem_buf + 38400), (Q15_T*)(mem_buf + 54272), L1_N, L1_H, L1_W,
+    L1_CIN, L1_CTEMP, L1_HF, L1_WF, L1_COUT, L1_HOUT, L1_WOUT, L1_HPADL,
+    L1_HPADR, L1_WPADL, L1_WPADR, L1_HSTRIDE, L1_WSTRIDE, L1_Limit1, L1_Limit2,
+    L1_ShRU1, L1_ShRX1, L1_ShRU2, L1_ShRX2, L1_ShRU3, L1_ShRW3, L1_ShLU1,
+    L1_ShLX1, L1_ShLU2, L1_ShLX2, L1_ShLU3, L1_ShLW3);
+
+  // Detection Layer 1 Sub-Pipeline
+  q15_t_l2_norm((Q15_T*)(mem_buf + 19200), L1_N, L1_HOUT, L1_WOUT, L1_COUT,
+    (Q15_T*)(mem_buf + 38400), D1_ScaleIn, D1_ScaleOut);
+
+  q15_convolution((Q15_T*)(mem_buf + 38400), D1NW, (Q15_T*)(mem_buf + 38400),
+    L1_N, L1_HOUT, L1_WOUT, L1_COUT, D1NW_HF, D1NW_WF, D1NW_CF, D1NW_COUT,
+    L1_HOUT, L1_WOUT, D1NW_G, D1NW_HPADL, D1NW_HPADR, D1NW_WPADL, D1NW_WPADR,
+    D1NW_HSTRIDE, D1NW_WSTRIDE, D1NW_HDILATION, D1NW_WDILATION, D1NW_Scinput,
+    D1NW_Scoutput, D1NW_Demote);
+
+  q15_convolution((Q15_T*)(mem_buf + 38400), D1CW, (Q15_T*)mem_buf, L1_N,
+    L1_HOUT, L1_WOUT, D1NW_COUT * D1NW_G, D1CW_HF, D1CW_WF, D1CW_CF, D1CW_COUT,
+    L1_HOUT, L1_WOUT, D1CW_G, D1CW_HPADL, D1CW_HPADR, D1CW_WPADL, D1CW_WPADR,
+    D1CW_HSTRIDE, D1CW_WSTRIDE, D1CW_HDILATION, D1CW_WDILATION, D1CW_Scinput,
+    D1CW_Scoutput, D1CW_Demote);
+
+  q15_t_add_vec((Q15_T*)mem_buf, D1CB, L1_N, L1_HOUT, L1_WOUT,
+    D1CW_COUT, (Q15_T*)mem_buf, D1CB_Scten, D1CB_Scvec, D1CB_Scret);
+
+  q15_convolution((Q15_T*)(mem_buf + 38400), D1LW, (Q15_T*)(mem_buf + 2400),
+    L1_N, L1_HOUT, L1_WOUT, D1NW_COUT * D1NW_G, D1LW_HF, D1LW_WF, D1LW_CF,
+    D1LW_COUT, L1_HOUT, L1_WOUT, D1LW_G, D1LW_HPADL, D1LW_HPADR, D1LW_WPADL,
+    D1LW_WPADR, D1LW_HSTRIDE, D1LW_WSTRIDE, D1LW_HDILATION, D1LW_WDILATION,
+    D1LW_Scinput, D1LW_Scoutput, D1LW_Demote);
+
+  q15_t_add_vec((Q15_T*)(mem_buf + 2400), D1LB, L1_N, L1_HOUT, L1_WOUT,
+    D1LW_COUT, (Q15_T*)(mem_buf + 2400), D1LB_Scten, D1LB_Scvec, D1LB_Scret);
+
+  memset((mem_buf_offset_q15 + 2400), 0, sizeof(Q15_T) * 600);
+  memset(mem_buf_offset_q15 + 3000, 0, sizeof(Q15_T) * 1);
+  memset((mem_buf_offset_q15 + 3001), 0, sizeof(Q15_T) * 1);
+
+  for (ITER_T i = 0; i < 15; i++) {
+    for (ITER_T j = 0; j < 20; j++) {
+      for (ITER_T k = 0; k < 3; k++) {
+        mem_buf_offset_q15[3005 + k] = mem_buf_offset_q15[(i * 80 + j * 4 + k)];
+      }
+
+      ITER_T index;
+      q15_v_argmax(&mem_buf_offset_q15[3005], 3, &index);
+
+      mem_buf_offset_q15[2400 + (i * 40 + j * 2)] = mem_buf_offset_q15[(i * 80 + j * 4 + index)];
+      mem_buf_offset_q15[2400 + (i * 40 + j * 2 + 1)] = mem_buf_offset_q15[(i * 80 + j * 4 + 3)];
+    }
+  }
+
+  // MBConv Layer 2
+  q15_mbconv_block((Q15_T*)(mem_buf + 19200), L2_F1, L2_W1, L2_B1, L2_F2,
+    L2_W2, L2_B2, L2_F3, L2_W3, L2_B3, (Q15_T*)(mem_buf + 38400),
+    (Q15_T*)(mem_buf + 6000), (Q15_T*)(mem_buf + 256), L2_N, L2_H, L2_W,
+    L2_CIN, L2_CTEMP, L2_HF, L2_WF, L2_COUT, L2_HOUT, L2_WOUT, L2_HPADL,
+    L2_HPADR, L2_WPADL, L2_WPADR, L2_HSTRIDE, L2_WSTRIDE, L2_Limit1, L2_Limit2,
+    L2_ShRU1, L2_ShRX1, L2_ShRU2, L2_ShRX2, L2_ShRU3, L2_ShRW3, L2_ShLU1,
+    L2_ShLX1, L2_ShLU2, L2_ShLX2, L2_ShLU3, L2_ShLW3);
+
+  // Detection Layer 2 Sub-Pipeline
+  q15_t_l2_norm((Q15_T*)(mem_buf + 38400), L2_N, L2_HOUT, L2_WOUT, L2_COUT,
+    (Q15_T*)(mem_buf + 96000), D2_ScaleIn, D2_ScaleOut);
+
+  q15_convolution((Q15_T*)(mem_buf + 96000), D2NW, (Q15_T*)(mem_buf + 96000),
+    L2_N, L2_HOUT, L2_WOUT, L2_COUT, D2NW_HF, D2NW_WF, D2NW_CF, D2NW_COUT,
+    L2_HOUT, L2_WOUT, D2NW_G, D2NW_HPADL, D2NW_HPADR, D2NW_WPADL, D2NW_WPADR,
+    D2NW_HSTRIDE, D2NW_WSTRIDE, D2NW_HDILATION, D2NW_WDILATION, D2NW_Scinput,
+    D2NW_Scoutput, D2NW_Demote);
+
+  q15_convolution((Q15_T*)(mem_buf + 96000), D2CW, (Q15_T*)mem_buf, L2_N,
+    L2_HOUT, L2_WOUT, D2NW_COUT * D2NW_G, D2CW_HF, D2CW_WF, D2CW_CF, D2CW_COUT,
+    L2_HOUT, L2_WOUT, D2CW_G, D2CW_HPADL, D2CW_HPADR, D2CW_WPADL, D2CW_WPADR,
+    D2CW_HSTRIDE, D2CW_WSTRIDE, D2CW_HDILATION, D2CW_WDILATION, D2CW_Scinput,
+    D2CW_Scoutput, D2CW_Demote);
+
+  q15_t_add_vec((Q15_T*)mem_buf, D2CB, L2_N, L2_HOUT, L2_WOUT,
+    D2CW_COUT, (Q15_T*)mem_buf, D2CB_Scten, D2CB_Scvec, D2CB_Scret);
+
+  q15_convolution((Q15_T*)(mem_buf + 96000), D2LW, (Q15_T*)(mem_buf + 9456),
+    L2_N, L2_HOUT, L2_WOUT, D2NW_COUT * D2NW_G, D2LW_HF, D2LW_WF, D2LW_CF,
+    D2LW_COUT, L2_HOUT, L2_WOUT, D2LW_G, D2LW_HPADL, D2LW_HPADR, D2LW_WPADL,
+    D2LW_WPADR, D2LW_HSTRIDE, D2LW_WSTRIDE, D2LW_HDILATION, D2LW_WDILATION,
+    D2LW_Scinput, D2LW_Scoutput, D2LW_Demote);
+
+  q15_t_add_vec((Q15_T*)(mem_buf + 9456), D2LB, L2_N, L2_HOUT, L2_WOUT,
+    D2LW_COUT, (Q15_T*)(mem_buf + 6000), D2LB_Scten, D2LB_Scvec, D2LB_Scret);
+
+  // MBConv Layer 3
+  q15xq7_q15_mbconv_block((Q15_T*)(mem_buf + 38400), L3_F1, L3_W1, L3_B1,
+    L3_F2, L3_W2, L3_B2, L3_F3, L3_W3, L3_B3, (Q15_T*)(mem_buf + 96000),
+    (Q15_T*)(mem_buf + 8400), (Q15_T*)(mem_buf + 1968), L3_N, L3_H, L3_W,
+    L3_CIN, L3_CTEMP, L3_HF, L3_WF, L3_COUT, L3_HOUT, L3_WOUT, L3_HPADL,
+    L3_HPADR, L3_WPADL, L3_WPADR, L3_HSTRIDE, L3_WSTRIDE, L3_Limit1, L3_Limit2,
+    L3_ShRU1, L3_ShRX1, L3_ShRU2, L3_ShRX2, L3_ShRU3, L3_ShRW3, L3_ShLU1,
+    L3_ShLX1, L3_ShLU2, L3_ShLX2, L3_ShLU3, L3_ShLW3);
+
+  // MBConv2 + MBConv3
+  q15_t_add((Q15_T*)(mem_buf + 38400), (Q15_T*)(mem_buf + 96000), L3_N, L3_HOUT,
+    L3_WOUT, L3_COUT, (Q15_T*)(mem_buf + 8400), L3_Scten1, L3_Scten2, L3_Scret);
+
+  // MBConv Layer 4
+  q15xq7_q15_mbconv_block((Q15_T*)(mem_buf + 8400), L4_F1, L4_W1, L4_B1, L4_F2,
+    L4_W2, L4_B2, L4_F3, L4_W3, L4_B3, (Q15_T*)(mem_buf + 66000),
+    (Q15_T*)(mem_buf + 142800), (Q15_T*)(mem_buf + 1968), L4_N, L4_H, L4_W,
+    L4_CIN, L4_CTEMP, L4_HF, L4_WF, L4_COUT, L4_HOUT, L4_WOUT, L4_HPADL,
+    L4_HPADR, L4_WPADL, L4_WPADR, L4_HSTRIDE, L4_WSTRIDE, L4_Limit1, L4_Limit2,
+    L4_ShRU1, L4_ShRX1, L4_ShRU2, L4_ShRX2, L4_ShRU3, L4_ShRW3, L4_ShLU1,
+    L4_ShLX1, L4_ShLU2, L4_ShLX2, L4_ShLU3, L4_ShLW3);
+
+  // Detection Layer 3 Sub-Pipeline
+  q15_t_l2_norm((Q15_T*)(mem_buf + 66000), L4_N, L4_HOUT, L4_WOUT, L4_COUT,
+    (Q15_T*)(mem_buf + 8400), D3_ScaleIn, D3_ScaleOut);
+
+  q15_convolution((Q15_T*)(mem_buf + 8400), D3NW, (Q15_T*)(mem_buf + 8400),
+    L4_N, L4_HOUT, L4_WOUT, L4_COUT, D3NW_HF, D3NW_WF, D3NW_CF, D3NW_COUT,
+    L4_HOUT, L4_WOUT, D3NW_G, D3NW_HPADL, D3NW_HPADR, D3NW_WPADL, D3NW_WPADR,
+    D3NW_HSTRIDE, D3NW_WSTRIDE, D3NW_HDILATION, D3NW_WDILATION, D3NW_Scinput,
+    D3NW_Scoutput, D3NW_Demote);
+
+  q15_convolution((Q15_T*)(mem_buf + 8400), D3CW, (Q15_T*)(mem_buf + 89808),
+    L4_N, L4_HOUT, L4_WOUT, D3NW_COUT * D3NW_G, D3CW_HF, D3CW_WF, D3CW_CF,
+    D3CW_COUT, L4_HOUT, L4_WOUT, D3CW_G, D3CW_HPADL, D3CW_HPADR, D3CW_WPADL,
+    D3CW_WPADR, D3CW_HSTRIDE, D3CW_WSTRIDE, D3CW_HDILATION, D3CW_WDILATION,
+    D3CW_Scinput, D3CW_Scoutput, D3CW_Demote);
+
+  q15_t_add_vec((Q15_T*)(mem_buf + 89808), D3CB, L4_N, L4_HOUT, L4_WOUT,
+    D3CW_COUT, (Q15_T*)(mem_buf + 85200), D3CB_Scten, D3CB_Scvec, D3CB_Scret);
+
+  q15_convolution((Q15_T*)(mem_buf + 8400), D3LW, (Q15_T*)(mem_buf + 91008),
+    L4_N, L4_HOUT, L4_WOUT, D3NW_COUT * D3NW_G, D3LW_HF, D3LW_WF, D3LW_CF,
+    D3LW_COUT, L4_HOUT, L4_WOUT, D3LW_G, D3LW_HPADL, D3LW_HPADR, D3LW_WPADL,
+    D3LW_WPADR, D3LW_HSTRIDE, D3LW_WSTRIDE, D3LW_HDILATION, D3LW_WDILATION,
+    D3LW_Scinput, D3LW_Scoutput, D3LW_Demote);
+
+  q15_t_add_vec((Q15_T*)(mem_buf + 91008), D3LB, L4_N, L4_HOUT, L4_WOUT,
+    D3LW_COUT, (Q15_T*)(mem_buf + 8400), D3LB_Scten, D3LB_Scvec, D3LB_Scret);
+
+  // Re-ordering the outputs
+  memset((mem_buf_offset_q15 + 5400), 0, sizeof(Q15_T) * 5400);
+  memcpy(&mem_buf_offset_q15[5400], &mem_buf_offset_q15[2400], 600 * sizeof(Q15_T));
+
+  for (ITER_T i = 0; i < 600; i++) {
+    mem_buf_offset_q15[5400 + (i + 600)] = (mem_buf_offset_q15[i] / 2);
+  }
+
+  memcpy(&mem_buf_offset_q15[5400 + 1200], &mem_buf_offset_q15[42600], 600 * sizeof(Q15_T));
+  memcpy(&mem_buf_offset_q15[5400 + 1800], &mem_buf_offset_q15[1200], 1200 * sizeof(Q15_T));
+  memcpy(&mem_buf_offset_q15[5400 + 3000], &mem_buf_offset_q15[3000], 1200 * sizeof(Q15_T));
+
+  for (ITER_T i = 0; i < 1200; i++) {
+    mem_buf_offset_q15[5400 + (i + 4200)] = (mem_buf_offset_q15[4200 + i] / 2);
+  }
+}
diff --git a/c_reference/models/quantized_face_detection_fast.h b/c_reference/models/quantized_face_detection_fast.h
new file mode 100644
index 000000000..b7b676c26
--- /dev/null
+++ b/c_reference/models/quantized_face_detection_fast.h
@@ -0,0 +1,15 @@
+// Copyright (c) Microsoft Corporation. All rights reserved.
+// Licensed under the MIT license.
+
+#ifndef __QUANTIZED_FACE_DETECTION_FAST_H__
+#define __QUANTIZED_FACE_DETECTION_FAST_H__
+
+/**
+ * @brief Routine for running the entire face detection model pipeline.
+ * @param[in, out]    mem_buf   pointer to the singleton memory buffer for input, intermediate computations and output, used for fragmentation invariance
+ * @return            none
+ * @example
+ */
+void q_face_detection_fast(char* const mem_buf);
+
+#endif
diff --git a/c_reference/src/quantized_fastgrnn.c b/c_reference/src/quantized_fastgrnn.c
index 1108bba55..95357db11 100644
--- a/c_reference/src/quantized_fastgrnn.c
+++ b/c_reference/src/quantized_fastgrnn.c
@@ -3,13 +3,13 @@
 
 #include "quantized_fastgrnn.h"
 
-int q_fastgrnn_lr(INT_T* const hiddenState, ITER_T hiddenDims,
-                  const INT_T* const input, ITER_T inputDims, ITER_T steps,
-                  const void* params, void* buffers, const void *scales,
-                  int backward, int normalize) {
-  const Q_FastGRNN_LR_Params* tparams = (const Q_FastGRNN_LR_Params*)params;
-  Q_FastGRNN_LR_Buffers* tbuffers = (Q_FastGRNN_LR_Buffers*)buffers;
-  const Q_FastGRNN_LR_Scales* tscales = (const Q_FastGRNN_LR_Scales*)scales;
+int q15_fastgrnn_lr(Q15_T* const hiddenState, ITER_T hiddenDims,
+  const Q15_T* const input, ITER_T inputDims, ITER_T steps, const void* params,
+  void* buffers, const void *scales, int backward, int normalize) {
+
+  const Q15_FastGRNN_LR_Params* tparams = (const Q15_FastGRNN_LR_Params*)params;
+  Q15_FastGRNN_LR_Buffers* tbuffers = (Q15_FastGRNN_LR_Buffers*)buffers;
+  const Q15_FastGRNN_LR_Scales* tscales = (const Q15_FastGRNN_LR_Scales*)scales;
 
   if (tbuffers->preComp1 == 0) return ERR_PRECOMP_NOT_INIT;
   if (tbuffers->preComp2 == 0) return ERR_PRECOMP_NOT_INIT;
@@ -25,75 +25,158 @@ int q_fastgrnn_lr(INT_T* const hiddenState, ITER_T hiddenDims,
     if (normalize) {
       // This diverges from the original implementation because of
       // impracticality of scaled addition beyond 0, 1, and -1 multipliers
-      v_q_sub(input + offset * inputDims, tparams->mean + offset * inputDims,
-              inputDims, tbuffers->normFeatures, tscales->input,
-              tscales->mean, tscales->meanSub);
+      q15_v_sub(input + offset * inputDims, tparams->mean + offset * inputDims,
+        inputDims, tbuffers->normFeatures, tscales->input, tscales->mean,
+        tscales->meanSub);
       // Assuming the stdDev values are stored in inverse form
-      v_q_hadamard(tparams->stdDev + offset * inputDims, tbuffers->normFeatures,
-                   inputDims, tbuffers->normFeatures, tscales->stdDev,
-                   tscales->normFeaturesHDStdDev);
+      q15_v_hadamard(tparams->stdDev + offset * inputDims,
+        tbuffers->normFeatures, inputDims, tbuffers->normFeatures,
+        tscales->stdDev, tscales->normFeaturesHDStdDev);
+    }
+    else {
+      for (ITER_T d = 0; d < inputDims; ++d) {
+        tbuffers->normFeatures[d] = input[offset * inputDims + d];
+      }
+    }
+
+    // Process the new input and previous hidden state
+    q15_m_mulvec(tparams->W1, tbuffers->normFeatures, tparams->wRank,
+      inputDims, tbuffers->tempLRW, tscales->W1, tscales->normFeaturesMVW1,
+      tscales->H1W1, tscales->H2W1);
+    q15_m_mulvec(tparams->W2, tbuffers->tempLRW, hiddenDims, tparams->wRank,
+      tbuffers->preComp1, tscales->W2, tscales->tempLRW, tscales->H1W2,
+      tscales->H2W2);
+    q15_m_mulvec(tparams->U1, hiddenState, tparams->uRank, hiddenDims,
+      tbuffers->tempLRU, tscales->U1, tscales->hiddenStateMVU1,tscales->H1U1,
+      tscales->H2U1);
+    q15_m_mulvec(tparams->U2, tbuffers->tempLRU, hiddenDims, tparams->uRank,
+      tbuffers->preComp2, tscales->U2, tscales->tempLRU, tscales->H1U2,
+      tscales->H2U2);
+    q15_v_add(tbuffers->preComp1, tbuffers->preComp2, hiddenDims,
+      tbuffers->preComp1, tscales->mV2AddMV4, tscales->mV4AddMV2,
+      tscales->mV2AddMV4Out, tscales->mV2AddMV4Demote);
+
+    // Apply the gate to generate the new hidden state
+    q15_v_add(tbuffers->preComp1, tparams->Bg, hiddenDims, tbuffers->preComp2,
+      tscales->pC1AddBg, tscales->Bg, tscales->pC1AddBgOut,
+      tscales->pC1AddBgDemote);
+    q15_v_sigmoid(tbuffers->preComp2, hiddenDims, tbuffers->preComp2,
+      tscales->div, tscales->add, tscales->sigmoidLimit,
+      tscales->sigmoidScaleIn, tscales->sigmoidScaleOut,
+      tscales->useTableSigmoid);
+    q15_v_add(tbuffers->preComp1, tparams->Bh, hiddenDims, tbuffers->preComp1,
+      tscales->pC1AddBh, tscales->Bh, tscales->pC1AddBhOut,
+      tscales->pC1AddBhDemote);
+    q15_v_tanh(tbuffers->preComp1, hiddenDims, tbuffers->preComp1,
+      tscales->tanhScaleIn, tscales->tanhScaleOut, tscales->useTableTanH);
+    q15_v_hadamard(tbuffers->preComp2, hiddenState, hiddenDims,
+      tbuffers->preComp3, tscales->gateHDHiddenState,
+      tscales->hiddenStateHDGate);
+    q15_v_scalar_sub(tscales->qOne, tbuffers->preComp2, hiddenDims,
+      tbuffers->preComp2, tscales->qOneScale, tscales->qOneSubGate,
+      tscales->qOneSubGateOut);
+    q15_v_scalar_mul(tparams->sigmoid_zeta, tbuffers->preComp2, hiddenDims,
+      tbuffers->preComp2, tscales->sigmoidZeta,
+      tscales->sigmoidZetaMulQOneSubGate);
+    q15_v_scalar_add(tparams->sigmoid_nu, tbuffers->preComp2, hiddenDims,
+      tbuffers->preComp2, tscales->sigmoidNu, tscales->sigmoidNuAddQOneSubGate,
+      tscales->sigmoidNuAddQOneSubGateOut);
+    q15_v_hadamard(tbuffers->preComp2, tbuffers->preComp1, hiddenDims,
+      tbuffers->preComp1, tscales->sigmoidNuAddQOneSubGateHDUpdate,
+      tscales->updateHDSigmoidNuAddQOneSubGate);
+    q15_v_add(tbuffers->preComp3, tbuffers->preComp1, hiddenDims, hiddenState,
+      tscales->pC3AddPC1, tscales->pC1AddPC3, tscales->hiddenStateOut,
+      tscales->hiddenStateDemote);
+  }
+  return 0;
+}
+
+int q7xq15_q15_fastgrnn(Q15_T* const hiddenState, ITER_T hiddenDims,
+  const Q7_T* const input, ITER_T inputDims, ITER_T steps, const void* params,
+  void* buffers, const void* scales, int backward, int normalize) {
+
+  const Q7xQ15_FastGRNN_Params* tparams = (const Q7xQ15_FastGRNN_Params*)params;
+  Q7xQ15_FastGRNN_Buffers* tbuffers = (Q7xQ15_FastGRNN_Buffers*)buffers;
+  const Q15_FastGRNN_Scales* tscales = (const Q15_FastGRNN_Scales*)scales;
+
+  if (tbuffers->preComp1 == 0) return ERR_PRECOMP_NOT_INIT;
+  if (tbuffers->preComp2 == 0) return ERR_PRECOMP_NOT_INIT;
+  if (tbuffers->preComp3 == 0) return ERR_PRECOMP_NOT_INIT;
+  if (tbuffers->normFeatures == 0) return ERR_NORMFEATURES_NOT_INIT;
+
+  for (ITER_T t = 0; t < steps; t++) {
+    // Normalize the features
+    ITER_T offset = backward ? steps - 1 - t : t;
+    if (normalize) {
+      // This diverges from the original implementation because of
+      // impracticality of scaled addition beyond 0, 1, and -1 multipliers
+      q7_v_sub(input + offset * inputDims, tparams->mean + offset * inputDims,
+        inputDims, tbuffers->normFeatures, tscales->input, tscales->mean,
+        tscales->meanSub);
+      // Assuming stdDev values are stored in inverse form
+      q7_v_hadamard(tparams->stdDev + offset * inputDims,
+        tbuffers->normFeatures, inputDims, tbuffers->normFeatures,
+        tscales->stdDev, tscales->normFeaturesHDStdDev);
     }
     else {
-      for (ITER_T d = 0; d < inputDims; ++d)
+      for (ITER_T d = 0; d < inputDims; ++d) {
         tbuffers->normFeatures[d] = input[offset * inputDims + d];
+      }
     }
 
     // Process the new input and previous hidden state
-    m_q_mulvec(tparams->W1, tbuffers->normFeatures, tparams->wRank, inputDims,
-               tbuffers->tempLRW, tscales->W1, tscales->normFeaturesMVW1, tscales->H1W1,
-               tscales->H2W1);
-    m_q_mulvec(tparams->W2, tbuffers->tempLRW, hiddenDims, tparams->wRank,
-               tbuffers->preComp1, tscales->W2, tscales->tempLRW, tscales->H1W2,
-               tscales->H2W2);
-    m_q_mulvec(tparams->U1, hiddenState, tparams->uRank, hiddenDims,
-               tbuffers->tempLRU, tscales->U1, tscales->hiddenStateMVU1, tscales->H1U1,
-               tscales->H2U1);
-    m_q_mulvec(tparams->U2, tbuffers->tempLRU, hiddenDims, tparams->uRank,
-               tbuffers->preComp2, tscales->U2, tscales->tempLRU, tscales->H1U2,
-               tscales->H2U2);
-    v_q_add(tbuffers->preComp1, tbuffers->preComp2, hiddenDims,
-            tbuffers->preComp1, tscales->mV2AddMV4, tscales->mV4AddMV2,
-            tscales->mV2AddMV4Out);
+    q15xq7_q15_m_mulvec(tparams->W, tbuffers->normFeatures, hiddenDims,
+      inputDims, tbuffers->preComp1, tscales->W, tscales->normFeaturesMVW,
+      tscales->H1W, tscales->H2W);
+    q15_m_mulvec(tparams->U, hiddenState, hiddenDims, hiddenDims,
+      tbuffers->preComp2, tscales->U, tscales->hiddenStateMVU, tscales->H1U,
+      tscales->H2U);
+    q15_v_add(tbuffers->preComp1, tbuffers->preComp2, hiddenDims,
+      tbuffers->preComp1, tscales->mV1AddMV2, tscales->mV2AddMV1,
+      tscales->mV1AddMV2Out, tscales->mV1AddMV2Demote);
 
     // Apply the gate to generate the new hidden state
-    v_q_add(tbuffers->preComp1, tparams->Bg, hiddenDims, tbuffers->preComp2,
-            tscales->pC1AddBg, tscales->Bg, tscales->pC1AddBgOut);
-    v_q_sigmoid(tbuffers->preComp2, hiddenDims, tbuffers->preComp2, tscales->div,
-                tscales->add, tscales->sigmoidLimit, tscales->sigmoidScaleIn,
-                tscales->sigmoidScaleOut);
-    v_q_add(tbuffers->preComp1, tparams->Bh, hiddenDims, tbuffers->preComp1,
-            tscales->pC1AddBh, tscales->Bh, tscales->pC1AddBhOut);
-    v_q_tanh(tbuffers->preComp1, hiddenDims, tbuffers->preComp1,
-             tscales->tanhScaleIn, tscales->tanhScaleOut);
-    v_q_hadamard(tbuffers->preComp2, hiddenState, hiddenDims, tbuffers->preComp3,
-                 tscales->gateHDHiddenState, tscales->hiddenStateHDGate);
-    v_q_scalar_sub(tscales->qOne, tbuffers->preComp2, hiddenDims,
-                   tbuffers->preComp2, tscales->qOneScale, tscales->qOneSubGate,
-                   tscales->qOneSubGateOut);
-    v_q_scalar_mul(tparams->sigmoid_zeta, tbuffers->preComp2, hiddenDims,
-                   tbuffers->preComp2, tscales->sigmoidZeta,
-                   tscales->sigmoidZetaMulQOneSubGate);
-    v_q_scalar_add(tparams->sigmoid_nu, tbuffers->preComp2, hiddenDims,
-                   tbuffers->preComp2, tscales->sigmoidNu,
-                   tscales->sigmoidNuAddQOneSubGate,
-                   tscales->sigmoidNuAddQOneSubGateOut);
-    v_q_hadamard(tbuffers->preComp2, tbuffers->preComp1, hiddenDims,
-                 tbuffers->preComp1, tscales->sigmoidNuAddQOneSubGateHDUpdate,
-                 tscales->updateHDSigmoidNuAddQOneSubGate);
-    v_q_add(tbuffers->preComp3, tbuffers->preComp1, hiddenDims, hiddenState,
-            tscales->pC3AddPC1, tscales->pC1AddPC3, tscales->hiddenStateOut);
+    q15_v_add(tbuffers->preComp1, tparams->Bg, hiddenDims, tbuffers->preComp2,
+      tscales->pC1AddBg, tscales->Bg, tscales->pC1AddBgOut,
+      tscales->pC1AddBgDemote);
+    q15_v_sigmoid(tbuffers->preComp2, hiddenDims, tbuffers->preComp2,
+      tscales->div, tscales->add, tscales->sigmoidLimit,
+      tscales->sigmoidScaleIn, tscales->sigmoidScaleOut,
+      tscales->useTableSigmoid);
+    q15_v_add(tbuffers->preComp1, tparams->Bh, hiddenDims, tbuffers->preComp1,
+      tscales->pC1AddBh, tscales->Bh, tscales->pC1AddBhOut,
+      tscales->pC1AddBhDemote);
+    q15_v_tanh(tbuffers->preComp1, hiddenDims, tbuffers->preComp1,
+      tscales->tanhScaleIn, tscales->tanhScaleOut, tscales->useTableTanH);
+    q15_v_hadamard(tbuffers->preComp2, hiddenState, hiddenDims,
+      tbuffers->preComp3, tscales->gateHDHiddenState,
+      tscales->hiddenStateHDGate);
+    q15_v_scalar_sub(tscales->qOne, tbuffers->preComp2, hiddenDims,
+      tbuffers->preComp2, tscales->qOneScale, tscales->qOneSubGate,
+      tscales->qOneSubGateOut);
+    q15_v_scalar_mul(tparams->sigmoid_zeta, tbuffers->preComp2, hiddenDims,
+      tbuffers->preComp2, tscales->sigmoidZeta,
+      tscales->sigmoidZetaMulQOneSubGate);
+    q15_v_scalar_add(tparams->sigmoid_nu, tbuffers->preComp2, hiddenDims,
+      tbuffers->preComp2, tscales->sigmoidNu, tscales->sigmoidNuAddQOneSubGate,
+      tscales->sigmoidNuAddQOneSubGateOut);
+    q15_v_hadamard(tbuffers->preComp2, tbuffers->preComp1, hiddenDims,
+      tbuffers->preComp1, tscales->sigmoidNuAddQOneSubGateHDUpdate,
+      tscales->updateHDSigmoidNuAddQOneSubGate);
+    q15_v_add(tbuffers->preComp3, tbuffers->preComp1, hiddenDims, hiddenState,
+      tscales->pC3AddPC1, tscales->pC1AddPC3, tscales->hiddenStateOut,
+      tscales->hiddenStateDemote);
   }
   return 0;
 }
 
-int q_fastgrnn(INT_T* const hiddenState, ITER_T hiddenDims,
-               const INT_T* const input, ITER_T inputDims, ITER_T steps,
-               const void* params, void* buffers, const void* scales,
-               int backward, int normalize) {
+int q15_fastgrnn(Q15_T* const hiddenState, ITER_T hiddenDims,
+  const Q15_T* const input, ITER_T inputDims, ITER_T steps, const void* params,
+  void* buffers, const void* scales, int backward, int normalize) {
 
-  const Q_FastGRNN_Params* tparams = (const Q_FastGRNN_Params*)params;
-  Q_FastGRNN_Buffers* tbuffers = (Q_FastGRNN_Buffers*)buffers;
-  const Q_FastGRNN_Scales* tscales = (const Q_FastGRNN_Scales*)scales;
+  const Q15_FastGRNN_Params* tparams = (const Q15_FastGRNN_Params*)params;
+  Q15_FastGRNN_Buffers* tbuffers = (Q15_FastGRNN_Buffers*)buffers;
+  const Q15_FastGRNN_Scales* tscales = (const Q15_FastGRNN_Scales*)scales;
 
   if (tbuffers->preComp1 == 0) return ERR_PRECOMP_NOT_INIT;
   if (tbuffers->preComp2 == 0) return ERR_PRECOMP_NOT_INIT;
@@ -106,57 +189,62 @@ int q_fastgrnn(INT_T* const hiddenState, ITER_T hiddenDims,
     if (normalize) {
       // This diverges from the original implementation because of
       // impracticality of scaled addition beyond 0, 1, and -1 multipliers
-      v_q_sub(input + offset * inputDims, tparams->mean + offset * inputDims,
-              inputDims, tbuffers->normFeatures, tscales->input,
-              tscales->mean, tscales->meanSub);
+      q15_v_sub(input + offset * inputDims, tparams->mean + offset * inputDims,
+        inputDims, tbuffers->normFeatures, tscales->input, tscales->mean,
+        tscales->meanSub);
       // Assuming stdDev values are stored in inverse form
-      v_q_hadamard(tparams->stdDev + offset * inputDims, tbuffers->normFeatures,
-                   inputDims, tbuffers->normFeatures, tscales->stdDev,
-                   tscales->normFeaturesHDStdDev);
+      q15_v_hadamard(tparams->stdDev + offset * inputDims,
+        tbuffers->normFeatures, inputDims, tbuffers->normFeatures,
+        tscales->stdDev, tscales->normFeaturesHDStdDev);
     }
     else {
-      for (ITER_T d = 0; d < inputDims; ++d)
+      for (ITER_T d = 0; d < inputDims; ++d) {
         tbuffers->normFeatures[d] = input[offset * inputDims + d];
+      }
     }
 
     // Process the new input and previous hidden state
-    m_q_mulvec(tparams->W, tbuffers->normFeatures, hiddenDims, inputDims,
-               tbuffers->preComp1, tscales->W, tscales->normFeaturesMVW, tscales->H1W,
-               tscales->H2W);
-    m_q_mulvec(tparams->U, hiddenState, hiddenDims, hiddenDims,
-               tbuffers->preComp2, tscales->U, tscales->hiddenStateMVU, tscales->H1U,
-               tscales->H2U);
-    v_q_add(tbuffers->preComp1, tbuffers->preComp2, hiddenDims,
-            tbuffers->preComp1, tscales->mV1AddMV2, tscales->mV2AddMV1,
-            tscales->mV1AddMV2Out);
+    q15_m_mulvec(tparams->W, tbuffers->normFeatures, hiddenDims, inputDims,
+      tbuffers->preComp1, tscales->W, tscales->normFeaturesMVW, tscales->H1W,
+      tscales->H2W);
+    q15_m_mulvec(tparams->U, hiddenState, hiddenDims, hiddenDims,
+      tbuffers->preComp2, tscales->U, tscales->hiddenStateMVU, tscales->H1U,
+      tscales->H2U);
+    q15_v_add(tbuffers->preComp1, tbuffers->preComp2, hiddenDims,
+      tbuffers->preComp1, tscales->mV1AddMV2, tscales->mV2AddMV1,
+      tscales->mV1AddMV2Out, tscales->mV1AddMV2Demote);
 
     // Apply the gate to generate the new hidden state
-    v_q_add(tbuffers->preComp1, tparams->Bg, hiddenDims, tbuffers->preComp2,
-            tscales->pC1AddBg, tscales->Bg, tscales->pC1AddBgOut);
-    v_q_sigmoid(tbuffers->preComp2, hiddenDims, tbuffers->preComp2, tscales->div,
-                tscales->add, tscales->sigmoidLimit, tscales->sigmoidScaleIn,
-                tscales->sigmoidScaleOut);
-    v_q_add(tbuffers->preComp1, tparams->Bh, hiddenDims, tbuffers->preComp1,
-            tscales->pC1AddBh, tscales->Bh, tscales->pC1AddBhOut);
-    v_q_tanh(tbuffers->preComp1, hiddenDims, tbuffers->preComp1,
-             tscales->tanhScaleIn, tscales->tanhScaleOut);
-    v_q_hadamard(tbuffers->preComp2, hiddenState, hiddenDims, tbuffers->preComp3,
-                 tscales->gateHDHiddenState, tscales->hiddenStateHDGate);
-    v_q_scalar_sub(tscales->qOne, tbuffers->preComp2, hiddenDims,
-                   tbuffers->preComp2, tscales->qOneScale, tscales->qOneSubGate,
-                   tscales->qOneSubGateOut);
-    v_q_scalar_mul(tparams->sigmoid_zeta, tbuffers->preComp2, hiddenDims,
-                   tbuffers->preComp2, tscales->sigmoidZeta,
-                   tscales->sigmoidZetaMulQOneSubGate);
-    v_q_scalar_add(tparams->sigmoid_nu, tbuffers->preComp2, hiddenDims,
-                   tbuffers->preComp2, tscales->sigmoidNu,
-                   tscales->sigmoidNuAddQOneSubGate,
-                   tscales->sigmoidNuAddQOneSubGateOut);
-    v_q_hadamard(tbuffers->preComp2, tbuffers->preComp1, hiddenDims,
-                 tbuffers->preComp1, tscales->sigmoidNuAddQOneSubGateHDUpdate,
-                 tscales->updateHDSigmoidNuAddQOneSubGate);
-    v_q_add(tbuffers->preComp3, tbuffers->preComp1, hiddenDims, hiddenState,
-            tscales->pC3AddPC1, tscales->pC1AddPC3, tscales->hiddenStateOut);
+    q15_v_add(tbuffers->preComp1, tparams->Bg, hiddenDims, tbuffers->preComp2,
+      tscales->pC1AddBg, tscales->Bg, tscales->pC1AddBgOut,
+      tscales->pC1AddBgDemote);
+    q15_v_sigmoid(tbuffers->preComp2, hiddenDims, tbuffers->preComp2,
+      tscales->div, tscales->add, tscales->sigmoidLimit,
+      tscales->sigmoidScaleIn, tscales->sigmoidScaleOut,
+      tscales->useTableSigmoid);
+    q15_v_add(tbuffers->preComp1, tparams->Bh, hiddenDims, tbuffers->preComp1,
+      tscales->pC1AddBh, tscales->Bh, tscales->pC1AddBhOut,
+      tscales->pC1AddBhDemote);
+    q15_v_tanh(tbuffers->preComp1, hiddenDims, tbuffers->preComp1,
+      tscales->tanhScaleIn, tscales->tanhScaleOut, tscales->useTableTanH);
+    q15_v_hadamard(tbuffers->preComp2, hiddenState, hiddenDims,
+      tbuffers->preComp3, tscales->gateHDHiddenState,
+      tscales->hiddenStateHDGate);
+    q15_v_scalar_sub(tscales->qOne, tbuffers->preComp2, hiddenDims,
+      tbuffers->preComp2, tscales->qOneScale, tscales->qOneSubGate,
+      tscales->qOneSubGateOut);
+    q15_v_scalar_mul(tparams->sigmoid_zeta, tbuffers->preComp2, hiddenDims,
+      tbuffers->preComp2, tscales->sigmoidZeta,
+      tscales->sigmoidZetaMulQOneSubGate);
+    q15_v_scalar_add(tparams->sigmoid_nu, tbuffers->preComp2, hiddenDims,
+      tbuffers->preComp2, tscales->sigmoidNu, tscales->sigmoidNuAddQOneSubGate,
+      tscales->sigmoidNuAddQOneSubGateOut);
+    q15_v_hadamard(tbuffers->preComp2, tbuffers->preComp1, hiddenDims,
+      tbuffers->preComp1, tscales->sigmoidNuAddQOneSubGateHDUpdate,
+      tscales->updateHDSigmoidNuAddQOneSubGate);
+    q15_v_add(tbuffers->preComp3, tbuffers->preComp1, hiddenDims, hiddenState,
+      tscales->pC3AddPC1, tscales->pC1AddPC3, tscales->hiddenStateOut,
+      tscales->hiddenStateDemote);
   }
   return 0;
 }
diff --git a/c_reference/src/quantized_mbconv.c b/c_reference/src/quantized_mbconv.c
index ac6d64720..b123f506c 100644
--- a/c_reference/src/quantized_mbconv.c
+++ b/c_reference/src/quantized_mbconv.c
@@ -3,57 +3,603 @@
 
 #include "quantized_mbconv.h"
 
-void q_mbconv_block(const INT_T* const input, const INT_T* const filter1,
-  const INT_T* const BN1W, const INT_T* const BN1B, const INT_T* const filter2,
-  const INT_T* const BN2W, const INT_T* const BN2B, const INT_T* const filter3,
-  const INT_T* const BN3W, const INT_T* const BN3B, INT_T* const output,
-  INT_T* const convBuffer1, INT_T* const convBuffer2, INTM_T* const treesumBuffer,
+void q7_mbconv_block(const Q7_T* const input, const Q7_T* const filter1,
+  const Q7_T* const BN1W, const Q7_T* const BN1B, const Q7_T* const filter2,
+  const Q7_T* const BN2W, const Q7_T* const BN2B, const Q7_T* const filter3,
+  const Q7_T* const BN3W, const Q7_T* const BN3B, Q7_T* const output,
+  Q7_T* const convBuffer1, Q7_T* const convBuffer2, ITER_T N, ITER_T H,
+  ITER_T W, ITER_T CIn, ITER_T CTemp, ITER_T HF, ITER_T WF, ITER_T COut,
+  ITER_T HOut, ITER_T WOut, S_ITER_T HPadU, S_ITER_T HPadD, S_ITER_T WPadL,
+  S_ITER_T WPadR, ITER_T HStride, ITER_T WStride, Q15_T limit1, Q15_T limit2,
+  SCALE_T shrU1, SCALE_T shrX1, SCALE_T shrU2, SCALE_T shrX2, SCALE_T shrU3,
+  SCALE_T shrW3, SCALE_T shlU1, SCALE_T shlX1, SCALE_T shlU2, SCALE_T shlX2,
+  SCALE_T shlU3, SCALE_T shlW3) {
+  S_ITER_T HOffsetFL = (HF - 1) >> 1;
+  S_ITER_T WOffsetFL = (WF - 1) >> 1;
+  S_ITER_T HOffsetFR = HF >> 1;
+  S_ITER_T WOffsetFR = WF >> 1;
+
+  S_ITER_T HOffsetL = HOffsetFL - HPadU;
+  S_ITER_T WOffsetL = WOffsetFL - WPadL;
+  S_ITER_T HOffsetR = HOffsetFR - HPadD;
+  S_ITER_T WOffsetR = WOffsetFR - WPadR;
+
+  ITER_T HOffsetIn = W * CIn;
+  ITER_T NOffsetIn = H * HOffsetIn;
+  ITER_T HOffsetC1 = W * CTemp;
+  ITER_T GOffsetF = HF * WF;
+  ITER_T HOffsetOut = WOut * COut;
+  ITER_T NOffsetOut = HOut * HOffsetOut;
+
+  Q31_T sum;
+  for (ITER_T n = 0; n < N; n++) {
+    ITER_T NIndexIn = n * NOffsetIn;
+    ITER_T NIndexOut = n * NOffsetOut;
+    ITER_T margin = 0;
+    if ((S_ITER_T)HF - HPadU - (S_ITER_T)HStride > 0) {
+      margin = (ITER_T)((S_ITER_T)HF - HPadU - (S_ITER_T)HStride);
+    }
+
+    for (ITER_T i = 0; i < margin; i++) {
+      ITER_T HIndexIn = i * HOffsetIn + NIndexIn;
+      ITER_T HIndexC1 = i * HOffsetC1;
+      for (ITER_T j = 0; j < W; j++) {
+        ITER_T WIndexIn = j * CIn + HIndexIn;
+        Q7_T* convBuffer1_offset = ((Q7_T*)convBuffer1) + j * CTemp + HIndexC1;
+        for (ITER_T k = 0; k < CTemp; k++) {
+          sum = 0;
+          Q7_T* input_offset = (Q7_T*)input + WIndexIn;
+          Q7_T* filter1_offset = (Q7_T*)filter1 + k;
+          ITER_T in_channels = CIn;
+
+          #ifdef LOOP_UNROLL
+            ITER_T len_unroll = in_channels >> 2;
+            in_channels = in_channels % 4;
+            while (len_unroll--) {
+              sum += ((Q15_T)*input_offset++) * ((Q15_T)*filter1_offset);
+              filter1_offset += CTemp;
+              sum += ((Q15_T)*input_offset++) * ((Q15_T)*filter1_offset);
+              filter1_offset += CTemp;
+              sum += ((Q15_T)*input_offset++) * ((Q15_T)*filter1_offset);
+              filter1_offset += CTemp;
+              sum += ((Q15_T)*input_offset++) * ((Q15_T)*filter1_offset);
+              filter1_offset += CTemp;
+            }
+          #endif
+
+          while (in_channels--) {
+            sum += ((Q15_T)*input_offset++) * ((Q15_T)*filter1_offset);
+            filter1_offset += CTemp;
+          }
+
+          #ifdef SHIFT
+            Q15_T x = (((Q15_T)(((sum << shlU1) >> shrU1) + BN1B[k])) *
+                       ((Q15_T)BN1W[k]));
+          #else
+            Q15_T x = (((Q15_T)((sum * shlU1) / shrU1 + BN1B[k])) *
+                       ((Q15_T)BN1W[k]));
+          #endif
+          x = q15_relu(x, limit1);
+          #ifdef SHIFT
+            *convBuffer1_offset++ = ((x << shlX1) >> shrX1);
+          #else
+            *convBuffer1_offset++ = (x * shlX1) / shrX1;
+          #endif
+        }
+      }
+    }
+
+    ITER_T hout = 0;
+    for (S_ITER_T h = HOffsetL; h < (S_ITER_T)H - HOffsetR; hout++, h += (S_ITER_T)HStride) {
+      ITER_T HIndexOut = hout * HOffsetOut + NIndexOut;
+      for (ITER_T i = 0; i < HStride; i++) {
+        ITER_T iRed = (i + margin + hout * HStride) % HF;
+        ITER_T iFull = i + margin + hout * HStride;
+        ITER_T HIndexC1 = iRed * HOffsetC1;
+        ITER_T HIndexIn = iFull * HOffsetIn + NIndexIn;
+        if (iFull < H){
+          for (ITER_T j = 0; j < W; j++) {
+            ITER_T WIndexIn = j * CIn + HIndexIn;
+            Q7_T* convBuffer1_offset = ((Q7_T*)convBuffer1) + j * CTemp + HIndexC1;
+            for (ITER_T k = 0; k < CTemp; k++) {
+              sum = 0;
+              Q7_T* input_offset = (Q7_T*)input + WIndexIn;
+              Q7_T* filter1_offset = (Q7_T*)filter1 + k;
+              ITER_T in_channels = CIn;
+
+              #ifdef LOOP_UNROLL
+                ITER_T len_unroll = in_channels >> 2;
+                in_channels = in_channels % 4;
+                while (len_unroll--) {
+                  sum += ((Q15_T)*input_offset++) * ((Q15_T)*filter1_offset);
+                  filter1_offset += CTemp;
+                  sum += ((Q15_T)*input_offset++) * ((Q15_T)*filter1_offset);
+                  filter1_offset += CTemp;
+                  sum += ((Q15_T)*input_offset++) * ((Q15_T)*filter1_offset);
+                  filter1_offset += CTemp;
+                  sum += ((Q15_T)*input_offset++) * ((Q15_T)*filter1_offset);
+                  filter1_offset += CTemp;
+                }
+              #endif
+
+              while (in_channels--) {
+                sum += ((Q15_T)*input_offset++) * ((Q15_T)*filter1_offset);
+                filter1_offset += CTemp;
+              }
+
+              #ifdef SHIFT
+                Q15_T x = (((Q15_T)(((sum << shlU1) >> shrU1) + BN1B[k])) *
+                           ((Q15_T)BN1W[k]));
+              #else
+                Q15_T x = (((Q15_T)((sum * shlU1) / shrU1 + BN1B[k])) *
+                           ((Q15_T)BN1W[k]));
+              #endif
+              x = q15_relu(x, limit1);
+              #ifdef SHIFT
+                *convBuffer1_offset++ = ((x << shlX1) >> shrX1);
+              #else
+                *convBuffer1_offset++ = (x * shlX1) / shrX1;
+              #endif
+            }
+          }
+        } else {
+          Q7_T* convBuffer1_offset = (Q7_T*)convBuffer1 + HIndexC1;
+          for (ITER_T j = 0; j < W; j++) {
+            Q7_T* BN1B_offset = (Q7_T*)BN1B;
+            Q7_T* BN1W_offset = (Q7_T*)BN1W;
+            ITER_T temp_channels = CTemp;
+
+            #ifdef LOOP_UNROLL
+              ITER_T len_unroll = temp_channels >> 2;
+              temp_channels = temp_channels % 4;
+              while (len_unroll--) {
+                Q15_T w = q15_relu(((Q15_T)*BN1B_offset++) * ((Q15_T)*BN1W_offset++), limit1);
+                Q15_T x = q15_relu(((Q15_T)*BN1B_offset++) * ((Q15_T)*BN1W_offset++), limit1);
+                Q15_T y = q15_relu(((Q15_T)*BN1B_offset++) * ((Q15_T)*BN1W_offset++), limit1);
+                Q15_T z = q15_relu(((Q15_T)*BN1B_offset++) * ((Q15_T)*BN1W_offset++), limit1);
+                #ifdef SHIFT
+                  *convBuffer1_offset++ = ((w << shlX1) >> shrX1);
+                  *convBuffer1_offset++ = ((x << shlX1) >> shrX1);
+                  *convBuffer1_offset++ = ((y << shlX1) >> shrX1);
+                  *convBuffer1_offset++ = ((z << shlX1) >> shrX1);
+                #else
+                  *convBuffer1_offset++ = ((w * shlX1) / shrX1);
+                  *convBuffer1_offset++ = ((x * shlX1) / shrX1);
+                  *convBuffer1_offset++ = ((y * shlX1) / shrX1);
+                  *convBuffer1_offset++ = ((z * shlX1) / shrX1);
+                #endif
+              }
+            #endif
+
+            while (temp_channels--) {
+              Q15_T w = q15_relu(((Q15_T)*BN1B_offset++) * ((Q15_T)*BN1W_offset++), limit1);
+              #ifdef SHIFT
+                *convBuffer1_offset++ = ((w << shlX1) >> shrX1);
+              #else
+                *convBuffer1_offset++ = ((w * shlX1) / shrX1);
+              #endif
+            }
+          }
+        }
+      }
+
+      ITER_T wout = 0;
+      for (S_ITER_T w = WOffsetL; w < ((S_ITER_T)W) - WOffsetR; wout++, w += ((S_ITER_T)WStride)) {
+        Q7_T* output_offset = ((Q7_T*)output) + wout * COut + HIndexOut;
+        for (ITER_T g = 0; g < CTemp; g++) {
+          sum = 0;
+          ITER_T GIndexF = g * GOffsetF;
+          for (S_ITER_T hf = -HOffsetFL; hf <= HOffsetFR; hf++) {
+            S_ITER_T hindex = h + hf;
+            if ((hindex < 0) || (hindex >= (S_ITER_T)H)){
+              continue;
+            }
+            ITER_T HIndexC1 = (((ITER_T)hindex) % HF) * HOffsetC1 + g;
+            ITER_T HIndexF = ((ITER_T)(hf + HOffsetFL)) * WF + GIndexF;
+            for (S_ITER_T wf = -WOffsetFL; wf <= WOffsetFR; wf++) {
+              S_ITER_T windex = w + wf;
+              if ((windex < 0) || (windex >= (S_ITER_T)W)) {
+                continue;
+              } else {
+                sum += ((Q15_T)convBuffer1[HIndexC1 + ((ITER_T)windex) * CTemp]) *
+                       ((Q15_T)filter2[HIndexF + ((ITER_T)(wf + WOffsetFL))]);
+              }
+            }
+          }
+
+          #ifdef SHIFT
+            Q15_T x = (((Q15_T)(((sum << shlU2) >> shrU2) + BN2B[g])) *
+                       ((Q15_T)BN2W[g]));
+          #else
+            Q15_T x = (((Q15_T)((sum * shlU2) / shrU2 + BN2B[g])) *
+                       ((Q15_T)BN2W[g]));
+          #endif
+          x = q15_relu(x, limit2);
+          #ifdef SHIFT
+            convBuffer2[g] = ((x << shlX2) >> shrX2);
+          #else
+            convBuffer2[g] = (x * shlX2) / shrX2;
+          #endif
+        }
+
+        for (ITER_T i = 0; i < COut; i++) {
+          sum = 0;
+          Q7_T* convBuffer2_offset = (Q7_T*)convBuffer2;
+          Q7_T* filter3_offset = (Q7_T*)filter3 + i;
+          ITER_T temp_channels = CTemp;
+
+          #ifdef LOOP_UNROLL
+            ITER_T len_unroll = temp_channels >> 2;
+            temp_channels = temp_channels % 4;
+            while (len_unroll--) {
+              sum += ((Q15_T)*convBuffer2_offset++) * ((Q15_T)*filter3_offset);
+              filter3_offset += COut;
+              sum += ((Q15_T)*convBuffer2_offset++) * ((Q15_T)*filter3_offset);
+              filter3_offset += COut;
+              sum += ((Q15_T)*convBuffer2_offset++) * ((Q15_T)*filter3_offset);
+              filter3_offset += COut;
+              sum += ((Q15_T)*convBuffer2_offset++) * ((Q15_T)*filter3_offset);
+              filter3_offset += COut;
+            }
+          #endif
+
+          while (temp_channels--) {
+            sum += ((Q15_T)*convBuffer2_offset++) * ((Q15_T)*filter3_offset);
+            filter3_offset += COut;
+          }
+
+          #ifdef SHIFT
+            *output_offset++ = (((((Q15_T)(((sum << shlU3) >> shrU3) + BN3B[i])) *
+                                  ((Q15_T) BN3W[i])) << shlW3) >> shrW3);
+          #else
+            *output_offset++ = ((((Q15_T)((sum * shlU3) / shrU3 + BN3B[i])) *
+                                 ((Q15_T) BN3W[i])) * shlW3) / shrW3;
+          #endif
+        }
+      }
+    }
+  }
+}
+
+void q7xq15_q15_mbconv_block(const Q7_T* const input,
+  const Q15_T* const filter1, const Q15_T* const BN1W, const Q15_T* const BN1B,
+  const Q15_T* const filter2, const Q15_T* const BN2W, const Q15_T* const BN2B,
+  const Q15_T* const filter3, const Q15_T* const BN3W, const Q15_T* const BN3B,
+  Q15_T* const output, Q15_T* const convBuffer1, Q15_T* const convBuffer2,
   ITER_T N, ITER_T H, ITER_T W, ITER_T CIn, ITER_T CTemp, ITER_T HF, ITER_T WF,
   ITER_T COut, ITER_T HOut, ITER_T WOut, S_ITER_T HPadU, S_ITER_T HPadD,
-  S_ITER_T WPadL, S_ITER_T WPadR, ITER_T HStride, ITER_T WStride, SCALE_T depth1,
-  SCALE_T depth2, SCALE_T depth3, INTM_T limit1, INTM_T limit2, L_SCALE_T shrU1,
-  L_SCALE_T shrB1, L_SCALE_T shrX1, L_SCALE_T shrU2, L_SCALE_T shrB2,
-  L_SCALE_T shrX2, L_SCALE_T shrU3, L_SCALE_T shrB3, L_SCALE_T shrW3,
-  L_SCALE_T shlU1, L_SCALE_T shlB1, L_SCALE_T shlX1, L_SCALE_T shlU2,
-  L_SCALE_T shlB2, L_SCALE_T shlX2, L_SCALE_T shlU3, L_SCALE_T shlB3,
-  L_SCALE_T shlW3) {
-
-  S_ITER_T HOffsetL = ((S_ITER_T)((HF - 1) >> 1)) - HPadU;
-  S_ITER_T WOffsetL = ((S_ITER_T)((WF - 1) >> 1)) - WPadL;
-  S_ITER_T HOffsetR = ((S_ITER_T)(HF >> 1)) - HPadD;
-  S_ITER_T WOffsetR = ((S_ITER_T)(WF >> 1)) - WPadR;
+  S_ITER_T WPadL, S_ITER_T WPadR, ITER_T HStride, ITER_T WStride, Q31_T limit1,
+  Q31_T limit2, SCALE_T shrU1, SCALE_T shrX1, SCALE_T shrU2, SCALE_T shrX2,
+  SCALE_T shrU3, SCALE_T shrW3, SCALE_T shlU1, SCALE_T shlX1, SCALE_T shlU2,
+  SCALE_T shlX2, SCALE_T shlU3, SCALE_T shlW3) {
+  S_ITER_T HOffsetFL = (HF - 1) >> 1;
+  S_ITER_T WOffsetFL = (WF - 1) >> 1;
+  S_ITER_T HOffsetFR = HF >> 1;
+  S_ITER_T WOffsetFR = WF >> 1;
 
+  S_ITER_T HOffsetL = HOffsetFL - HPadU;
+  S_ITER_T WOffsetL = WOffsetFL - WPadL;
+  S_ITER_T HOffsetR = HOffsetFR - HPadD;
+  S_ITER_T WOffsetR = WOffsetFR - WPadR;
+
+  ITER_T HOffsetIn = W * CIn;
+  ITER_T NOffsetIn = H * HOffsetIn;
+  ITER_T HOffsetC1 = W * CTemp;
+  ITER_T GOffsetF = HF * WF;
+  ITER_T HOffsetOut = WOut * COut;
+  ITER_T NOffsetOut = HOut * HOffsetOut;
+
+  Q31_T sum;
   for (ITER_T n = 0; n < N; n++) {
-    ITER_T margin = 0, nstart = 0;
+    ITER_T NIndexIn = n * NOffsetIn;
+    ITER_T NIndexOut = n * NOffsetOut;
+    ITER_T margin = 0;
     if ((S_ITER_T)HF - HPadU - (S_ITER_T)HStride > 0) {
       margin = (ITER_T)((S_ITER_T)HF - HPadU - (S_ITER_T)HStride);
     }
-    if (HPadU < 0) {
-      // nstart will always be zero unless HPadU is negative.
-      nstart = (ITER_T)(-HPadU);
+
+    for (ITER_T i = 0; i < margin; i++) {
+      ITER_T HIndexIn = i * HOffsetIn + NIndexIn;
+      ITER_T HIndexC1 = i * HOffsetC1;
+      for (ITER_T j = 0; j < W; j++) {
+        ITER_T WIndexIn = j * CIn + HIndexIn;
+        Q15_T* convBuffer1_offset = ((Q15_T*)convBuffer1) + j * CTemp + HIndexC1;
+        for (ITER_T k = 0; k < CTemp; k++) {
+          sum = 0;
+          Q7_T* input_offset = (Q7_T*)input + WIndexIn;
+          Q15_T* filter1_offset = (Q15_T*)filter1 + k;
+          ITER_T in_channels = CIn;
+
+          #ifdef LOOP_UNROLL
+            ITER_T len_unroll = in_channels >> 2;
+            in_channels = in_channels % 4;
+            while (len_unroll--) {
+              sum += ((Q31_T)*input_offset++) * ((Q31_T)*filter1_offset);
+              filter1_offset += CTemp;
+              sum += ((Q31_T)*input_offset++) * ((Q31_T)*filter1_offset);
+              filter1_offset += CTemp;
+              sum += ((Q31_T)*input_offset++) * ((Q31_T)*filter1_offset);
+              filter1_offset += CTemp;
+              sum += ((Q31_T)*input_offset++) * ((Q31_T)*filter1_offset);
+              filter1_offset += CTemp;
+            }
+          #endif
+
+          while (in_channels--) {
+            sum += ((Q31_T)*input_offset++) * ((Q31_T)*filter1_offset);
+            filter1_offset += CTemp;
+          }
+
+          #ifdef SHIFT
+            Q31_T x = (((Q31_T)(((sum << shlU1) >> shrU1) + BN1B[k])) *
+                       ((Q31_T)BN1W[k]));
+          #else
+            Q31_T x = (((Q31_T)((sum * shlU1) / shrU1 + BN1B[k])) *
+                       ((Q31_T)BN1W[k]));
+          #endif
+          x = q31_relu(x, limit1);
+          #ifdef SHIFT
+            *convBuffer1_offset++ = ((x << shlX1) >> shrX1);
+          #else
+            *convBuffer1_offset++ = (x * shlX1) / shrX1;
+          #endif
+        }
+      }
+    }
+
+    ITER_T hout = 0;
+    for (S_ITER_T h = HOffsetL; h < (S_ITER_T)H - HOffsetR; hout++, h += (S_ITER_T)HStride) {
+      ITER_T HIndexOut = hout * HOffsetOut + NIndexOut;
+      for (ITER_T i = 0; i < HStride; i++) {
+        ITER_T iRed = (i + margin + hout * HStride) % HF;
+        ITER_T iFull = i + margin + hout * HStride;
+        ITER_T HIndexC1 = iRed * HOffsetC1;
+        ITER_T HIndexIn = iFull * HOffsetIn + NIndexIn;
+        if (iFull < H){
+          for (ITER_T j = 0; j < W; j++) {
+            ITER_T WIndexIn = j * CIn + HIndexIn;
+            Q15_T* convBuffer1_offset = ((Q15_T*)convBuffer1) + j * CTemp + HIndexC1;
+            for (ITER_T k = 0; k < CTemp; k++) {
+              sum = 0;
+              Q7_T* input_offset = (Q7_T*)input + WIndexIn;
+              Q15_T* filter1_offset = (Q15_T*)filter1 + k;
+              ITER_T in_channels = CIn;
+
+              #ifdef LOOP_UNROLL
+                ITER_T len_unroll = in_channels >> 2;
+                in_channels = in_channels % 4;
+                while (len_unroll--) {
+                  sum += ((Q31_T)*input_offset++) * ((Q31_T)*filter1_offset);
+                  filter1_offset += CTemp;
+                  sum += ((Q31_T)*input_offset++) * ((Q31_T)*filter1_offset);
+                  filter1_offset += CTemp;
+                  sum += ((Q31_T)*input_offset++) * ((Q31_T)*filter1_offset);
+                  filter1_offset += CTemp;
+                  sum += ((Q31_T)*input_offset++) * ((Q31_T)*filter1_offset);
+                  filter1_offset += CTemp;
+                }
+              #endif
+
+              while (in_channels--) {
+                sum += ((Q31_T)*input_offset++) * ((Q31_T)*filter1_offset);
+                filter1_offset += CTemp;
+              }
+
+              #ifdef SHIFT
+                Q31_T x = (((Q31_T)(((sum << shlU1) >> shrU1) + BN1B[k])) *
+                           ((Q31_T)BN1W[k]));
+              #else
+                Q31_T x = (((Q31_T)((sum * shlU1) / shrU1 + BN1B[k])) *
+                           ((Q31_T)BN1W[k]));
+              #endif
+              x = q31_relu(x, limit1);
+              #ifdef SHIFT
+                *convBuffer1_offset++ = ((x << shlX1) >> shrX1);
+              #else
+                *convBuffer1_offset++ = (x * shlX1) / shrX1;
+              #endif
+            }
+          }
+        } else {
+          Q15_T* convBuffer1_offset = (Q15_T*)convBuffer1 + HIndexC1;
+          for (ITER_T j = 0; j < W; j++) {
+            Q15_T* BN1B_offset = (Q15_T*)BN1B;
+            Q15_T* BN1W_offset = (Q15_T*)BN1W;
+            ITER_T temp_channels = CTemp;
+
+            #ifdef LOOP_UNROLL
+              ITER_T len_unroll = temp_channels >> 2;
+              temp_channels = temp_channels % 4;
+              while (len_unroll--) {
+                Q31_T w = q31_relu(((Q31_T)*BN1B_offset++) * ((Q31_T)*BN1W_offset++), limit1);
+                Q31_T x = q31_relu(((Q31_T)*BN1B_offset++) * ((Q31_T)*BN1W_offset++), limit1);
+                Q31_T y = q31_relu(((Q31_T)*BN1B_offset++) * ((Q31_T)*BN1W_offset++), limit1);
+                Q31_T z = q31_relu(((Q31_T)*BN1B_offset++) * ((Q31_T)*BN1W_offset++), limit1);
+                #ifdef SHIFT
+                  *convBuffer1_offset++ = ((w << shlX1) >> shrX1);
+                  *convBuffer1_offset++ = ((x << shlX1) >> shrX1);
+                  *convBuffer1_offset++ = ((y << shlX1) >> shrX1);
+                  *convBuffer1_offset++ = ((z << shlX1) >> shrX1);
+                #else
+                  *convBuffer1_offset++ = ((w * shlX1) / shrX1);
+                  *convBuffer1_offset++ = ((x * shlX1) / shrX1);
+                  *convBuffer1_offset++ = ((y * shlX1) / shrX1);
+                  *convBuffer1_offset++ = ((z * shlX1) / shrX1);
+                #endif
+              }
+            #endif
+
+            while (temp_channels--) {
+              Q15_T w = q15_relu(((Q15_T)*BN1B_offset++) * ((Q15_T)*BN1W_offset++), limit1);
+              #ifdef SHIFT
+                *convBuffer1_offset++ = ((w << shlX1) >> shrX1);
+              #else
+                *convBuffer1_offset++ = ((w * shlX1) / shrX1);
+              #endif
+            }
+          }
+        }
+      }
+
+      ITER_T wout = 0;
+      for (S_ITER_T w = WOffsetL; w < ((S_ITER_T)W) - WOffsetR; wout++, w += ((S_ITER_T)WStride)) {
+        Q15_T* output_offset = ((Q15_T*)output) + wout * COut + HIndexOut;
+        for (ITER_T g = 0; g < CTemp; g++) {
+          sum = 0;
+          ITER_T GIndexF = g * GOffsetF;
+          for (S_ITER_T hf = -HOffsetFL; hf <= HOffsetFR; hf++) {
+            S_ITER_T hindex = h + hf;
+            if ((hindex < 0) || (hindex >= (S_ITER_T)H)){
+              continue;
+            }
+            ITER_T HIndexC1 = (((ITER_T)hindex) % HF) * HOffsetC1 + g;
+            ITER_T HIndexF = ((ITER_T)(hf + HOffsetFL)) * WF + GIndexF;
+            for (S_ITER_T wf = -WOffsetFL; wf <= WOffsetFR; wf++) {
+              S_ITER_T windex = w + wf;
+              if ((windex < 0) || (windex >= (S_ITER_T)W)) {
+                continue;
+              } else {
+                sum += ((Q31_T)convBuffer1[HIndexC1 + ((ITER_T)windex) * CTemp]) *
+                       ((Q31_T)filter2[HIndexF + ((ITER_T)(wf + WOffsetFL))]);
+              }
+            }
+          }
+
+          #ifdef SHIFT
+            Q31_T x = (((Q31_T)(((sum << shlU2) >> shrU2) + BN2B[g])) *
+                       ((Q31_T)BN2W[g]));
+          #else
+            Q31_T x = (((Q31_T)((sum * shlU2) / shrU2 + BN2B[g])) *
+                       ((Q31_T)BN2W[g]));
+          #endif
+          x = q31_relu(x, limit2);
+          #ifdef SHIFT
+            convBuffer2[g] = ((x << shlX2) >> shrX2);
+          #else
+            convBuffer2[g] = (x * shlX2) / shrX2;
+          #endif
+        }
+
+        for (ITER_T i = 0; i < COut; i++) {
+          sum = 0;
+          Q15_T* convBuffer2_offset = (Q15_T*)convBuffer2;
+          Q15_T* filter3_offset = (Q15_T*)filter3 + i;
+          ITER_T temp_channels = CTemp;
+
+          #ifdef LOOP_UNROLL
+            ITER_T len_unroll = temp_channels >> 2;
+            temp_channels = temp_channels % 4;
+            while (len_unroll--) {
+              sum += ((Q31_T)*convBuffer2_offset++) * ((Q31_T)*filter3_offset);
+              filter3_offset += COut;
+              sum += ((Q31_T)*convBuffer2_offset++) * ((Q31_T)*filter3_offset);
+              filter3_offset += COut;
+              sum += ((Q31_T)*convBuffer2_offset++) * ((Q31_T)*filter3_offset);
+              filter3_offset += COut;
+              sum += ((Q31_T)*convBuffer2_offset++) * ((Q31_T)*filter3_offset);
+              filter3_offset += COut;
+            }
+          #endif
+
+          while (temp_channels--) {
+            sum += ((Q31_T)*convBuffer2_offset++) * ((Q31_T)*filter3_offset);
+            filter3_offset += COut;
+          }
+
+          #ifdef SHIFT
+            *output_offset++ = (((((Q31_T)(((sum << shlU3) >> shrU3) + BN3B[i])) *
+                                  ((Q31_T) BN3W[i])) << shlW3) >> shrW3);
+          #else
+            *output_offset++ = ((((Q31_T)((sum * shlU3) / shrU3 + BN3B[i])) *
+                                 ((Q31_T) BN3W[i])) * shlW3) / shrW3;
+          #endif
+        }
+      }
+    }
+  }
+}
+
+void q15xq7_q7_mbconv_block(const Q15_T* const input,
+  const Q7_T* const filter1, const Q7_T* const BN1W, const Q15_T* const BN1B,
+  const Q7_T* const filter2, const Q7_T* const BN2W, const Q15_T* const BN2B,
+  const Q7_T* const filter3, const Q7_T* const BN3W, const Q15_T* const BN3B,
+  Q7_T* const output, Q15_T* const convBuffer1, Q15_T* const convBuffer2,
+  ITER_T N, ITER_T H, ITER_T W, ITER_T CIn, ITER_T CTemp, ITER_T HF, ITER_T WF,
+  ITER_T COut, ITER_T HOut, ITER_T WOut, S_ITER_T HPadU, S_ITER_T HPadD,
+  S_ITER_T WPadL, S_ITER_T WPadR, ITER_T HStride, ITER_T WStride, Q31_T limit1,
+  Q31_T limit2, SCALE_T shrU1, SCALE_T shrX1, SCALE_T shrU2, SCALE_T shrX2,
+  SCALE_T shrU3, SCALE_T shrW3, SCALE_T shlU1, SCALE_T shlX1, SCALE_T shlU2,
+  SCALE_T shlX2, SCALE_T shlU3, SCALE_T shlW3) {
+  S_ITER_T HOffsetFL = (HF - 1) >> 1;
+  S_ITER_T WOffsetFL = (WF - 1) >> 1;
+  S_ITER_T HOffsetFR = HF >> 1;
+  S_ITER_T WOffsetFR = WF >> 1;
+
+  S_ITER_T HOffsetL = HOffsetFL - HPadU;
+  S_ITER_T WOffsetL = WOffsetFL - WPadL;
+  S_ITER_T HOffsetR = HOffsetFR - HPadD;
+  S_ITER_T WOffsetR = WOffsetFR - WPadR;
+
+  ITER_T HOffsetIn = W * CIn;
+  ITER_T NOffsetIn = H * HOffsetIn;
+  ITER_T HOffsetC1 = W * CTemp;
+  ITER_T GOffsetF = HF * WF;
+  ITER_T HOffsetOut = WOut * COut;
+  ITER_T NOffsetOut = HOut * HOffsetOut;
+
+  Q31_T sum;
+  for (ITER_T n = 0; n < N; n++) {
+    ITER_T NIndexIn = n * NOffsetIn;
+    ITER_T NIndexOut = n * NOffsetOut;
+    ITER_T margin = 0;
+    if ((S_ITER_T)HF - HPadU - (S_ITER_T)HStride > 0) {
+      margin = (ITER_T)((S_ITER_T)HF - HPadU - (S_ITER_T)HStride);
     }
 
-    for (ITER_T i = nstart; i < margin; i++) {
+    for (ITER_T i = 0; i < margin; i++) {
+      ITER_T HIndexIn = i * HOffsetIn + NIndexIn;
+      ITER_T HIndexC1 = i * HOffsetC1;
       for (ITER_T j = 0; j < W; j++) {
+        ITER_T WIndexIn = j * CIn + HIndexIn;
+        Q15_T* convBuffer1_offset = ((Q15_T*)convBuffer1) + j * CTemp + HIndexC1;
         for (ITER_T k = 0; k < CTemp; k++) {
-          for (ITER_T l = 0; l < CIn; l++) {
-            treesumBuffer[l] = ((INTM_T)input[n * H * W * CIn + i * W * CIn + j * CIn + l]) *
-                               ((INTM_T)filter1[l * CTemp + k]);
+          sum = 0;
+          Q15_T* input_offset = (Q15_T*)input + WIndexIn;
+          Q7_T* filter1_offset = (Q7_T*)filter1 + k;
+          ITER_T in_channels = CIn;
+
+          #ifdef LOOP_UNROLL
+            ITER_T len_unroll = in_channels >> 2;
+            in_channels = in_channels % 4;
+            while (len_unroll--) {
+              sum += ((Q31_T)*input_offset++) * ((Q31_T)*filter1_offset);
+              filter1_offset += CTemp;
+              sum += ((Q31_T)*input_offset++) * ((Q31_T)*filter1_offset);
+              filter1_offset += CTemp;
+              sum += ((Q31_T)*input_offset++) * ((Q31_T)*filter1_offset);
+              filter1_offset += CTemp;
+              sum += ((Q31_T)*input_offset++) * ((Q31_T)*filter1_offset);
+              filter1_offset += CTemp;
+            }
+          #endif
+
+          while (in_channels--) {
+            sum += ((Q31_T)*input_offset++) * ((Q31_T)*filter1_offset);
+            filter1_offset += CTemp;
           }
 
-          v_q_treesum(treesumBuffer, CIn, depth1, 0);
           #ifdef SHIFT
-            INTM_T x = (((INTM_T)(((treesumBuffer[0] << shlU1) >> shrU1) + ((BN1B[k] << shlB1) >> shrB1))) *
-                        ((INTM_T)BN1W[k]));
+            Q31_T x = (((Q31_T)(((sum << shlU1) >> shrU1) + BN1B[k])) *
+                       ((Q31_T)BN1W[k]));
           #else
-            INTM_T x = (((INTM_T)((treesumBuffer[0] * shlU1) / shrU1 + (BN1B[k] * shlB1) / shrB1)) *
-                        ((INTM_T)BN1W[k]));
+            Q31_T x = (((Q31_T)((sum * shlU1) / shrU1 + BN1B[k])) *
+                       ((Q31_T)BN1W[k]));
           #endif
-          x = q_relu(x, limit1);
+          x = q31_relu(x, limit1);
           #ifdef SHIFT
-            convBuffer1[i * W * CTemp + j * CTemp + k] = ((x << shlX1) >> shrX1);
+            *convBuffer1_offset++ = ((x << shlX1) >> shrX1);
           #else
-            convBuffer1[i * W * CTemp + j * CTemp + k] = (x * shlX1) / shrX1;
+            *convBuffer1_offset++ = (x * shlX1) / shrX1;
           #endif
         }
       }
@@ -61,63 +607,646 @@ void q_mbconv_block(const INT_T* const input, const INT_T* const filter1,
 
     ITER_T hout = 0;
     for (S_ITER_T h = HOffsetL; h < (S_ITER_T)H - HOffsetR; hout++, h += (S_ITER_T)HStride) {
+      ITER_T HIndexOut = hout * HOffsetOut + NIndexOut;
       for (ITER_T i = 0; i < HStride; i++) {
-        for (ITER_T j = 0; j < W; j++) {
-          for (ITER_T k = 0; k < CTemp; k++) {
-            ITER_T iRed = (i + margin + hout * HStride) % HF;
-            ITER_T iFull = i + margin + hout * HStride;
-            for (ITER_T l = 0; l < CIn; l++) {
-              if (iFull < H) {
-                treesumBuffer[l] = ((INTM_T)input[n * H * W * CIn + iFull * W * CIn + j * CIn + l]) *
-                                   ((INTM_T)filter1[l * CTemp + k]);
+        ITER_T iRed = (i + margin + hout * HStride) % HF;
+        ITER_T iFull = i + margin + hout * HStride;
+        ITER_T HIndexC1 = iRed * HOffsetC1;
+        ITER_T HIndexIn = iFull * HOffsetIn + NIndexIn;
+        if (iFull < H){
+          for (ITER_T j = 0; j < W; j++) {
+            ITER_T WIndexIn = j * CIn + HIndexIn;
+            Q15_T* convBuffer1_offset = ((Q15_T*)convBuffer1) + j * CTemp + HIndexC1;
+            for (ITER_T k = 0; k < CTemp; k++) {
+              sum = 0;
+              Q15_T* input_offset = (Q15_T*)input + WIndexIn;
+              Q7_T* filter1_offset = (Q7_T*)filter1 + k;
+              ITER_T in_channels = CIn;
+
+              #ifdef LOOP_UNROLL
+                ITER_T len_unroll = in_channels >> 2;
+                in_channels = in_channels % 4;
+                while (len_unroll--) {
+                  sum += ((Q31_T)*input_offset++) * ((Q31_T)*filter1_offset);
+                  filter1_offset += CTemp;
+                  sum += ((Q31_T)*input_offset++) * ((Q31_T)*filter1_offset);
+                  filter1_offset += CTemp;
+                  sum += ((Q31_T)*input_offset++) * ((Q31_T)*filter1_offset);
+                  filter1_offset += CTemp;
+                  sum += ((Q31_T)*input_offset++) * ((Q31_T)*filter1_offset);
+                  filter1_offset += CTemp;
+                }
+              #endif
+
+              while (in_channels--) {
+                sum += ((Q31_T)*input_offset++) * ((Q31_T)*filter1_offset);
+                filter1_offset += CTemp;
+              }
+
+              #ifdef SHIFT
+                Q31_T x = (((Q31_T)(((sum << shlU1) >> shrU1) + BN1B[k])) *
+                           ((Q31_T)BN1W[k]));
+              #else
+                Q31_T x = (((Q31_T)((sum * shlU1) / shrU1 + BN1B[k])) *
+                           ((Q31_T)BN1W[k]));
+              #endif
+              x = q31_relu(x, limit1);
+              #ifdef SHIFT
+                *convBuffer1_offset++ = ((x << shlX1) >> shrX1);
+              #else
+                *convBuffer1_offset++ = (x * shlX1) / shrX1;
+              #endif
+            }
+          }
+        } else {
+          Q15_T* convBuffer1_offset = (Q15_T*)convBuffer1 + HIndexC1;
+          for (ITER_T j = 0; j < W; j++) {
+            Q15_T* BN1B_offset = (Q15_T*)BN1B;
+            Q7_T* BN1W_offset = (Q7_T*)BN1W;
+            ITER_T temp_channels = CTemp;
+
+            #ifdef LOOP_UNROLL
+              ITER_T len_unroll = temp_channels >> 2;
+              temp_channels = temp_channels % 4;
+              while (len_unroll--) {
+                Q31_T w = q31_relu(((Q31_T)*BN1B_offset++) * ((Q31_T)*BN1W_offset++), limit1);
+                Q31_T x = q31_relu(((Q31_T)*BN1B_offset++) * ((Q31_T)*BN1W_offset++), limit1);
+                Q31_T y = q31_relu(((Q31_T)*BN1B_offset++) * ((Q31_T)*BN1W_offset++), limit1);
+                Q31_T z = q31_relu(((Q31_T)*BN1B_offset++) * ((Q31_T)*BN1W_offset++), limit1);
+                #ifdef SHIFT
+                  *convBuffer1_offset++ = ((w << shlX1) >> shrX1);
+                  *convBuffer1_offset++ = ((x << shlX1) >> shrX1);
+                  *convBuffer1_offset++ = ((y << shlX1) >> shrX1);
+                  *convBuffer1_offset++ = ((z << shlX1) >> shrX1);
+                #else
+                  *convBuffer1_offset++ = ((w * shlX1) / shrX1);
+                  *convBuffer1_offset++ = ((x * shlX1) / shrX1);
+                  *convBuffer1_offset++ = ((y * shlX1) / shrX1);
+                  *convBuffer1_offset++ = ((z * shlX1) / shrX1);
+                #endif
+              }
+            #endif
+
+            while (temp_channels--) {
+              Q31_T w = q31_relu(((Q31_T)*BN1B_offset++) * ((Q31_T)*BN1W_offset++), limit1);
+              #ifdef SHIFT
+                *convBuffer1_offset++ = ((w << shlX1) >> shrX1);
+              #else
+                *convBuffer1_offset++ = ((w * shlX1) / shrX1);
+              #endif
+            }
+          }
+        }
+      }
+
+      ITER_T wout = 0;
+      for (S_ITER_T w = WOffsetL; w < ((S_ITER_T)W) - WOffsetR; wout++, w += ((S_ITER_T)WStride)) {
+        Q7_T* output_offset = ((Q7_T*)output) + wout * COut + HIndexOut;
+        for (ITER_T g = 0; g < CTemp; g++) {
+          sum = 0;
+          ITER_T GIndexF = g * GOffsetF;
+          for (S_ITER_T hf = -HOffsetFL; hf <= HOffsetFR; hf++) {
+            S_ITER_T hindex = h + hf;
+            if ((hindex < 0) || (hindex >= (S_ITER_T)H)){
+              continue;
+            }
+            ITER_T HIndexC1 = (((ITER_T)hindex) % HF) * HOffsetC1 + g;
+            ITER_T HIndexF = ((ITER_T)(hf + HOffsetFL)) * WF + GIndexF;
+            for (S_ITER_T wf = -WOffsetFL; wf <= WOffsetFR; wf++) {
+              S_ITER_T windex = w + wf;
+              if ((windex < 0) || (windex >= (S_ITER_T)W)) {
+                continue;
               } else {
-                treesumBuffer[l] = 0;
+                sum += ((Q31_T)convBuffer1[HIndexC1 + ((ITER_T)windex) * CTemp]) *
+                       ((Q31_T)filter2[HIndexF + ((ITER_T)(wf + WOffsetFL))]);
+              }
+            }
+          }
+
+          #ifdef SHIFT
+            Q31_T x = (((Q31_T)(((sum << shlU2) >> shrU2) + BN2B[g])) *
+                       ((Q31_T)BN2W[g]));
+          #else
+            Q31_T x = (((Q31_T)((sum * shlU2) / shrU2 + BN2B[g])) *
+                       ((Q31_T)BN2W[g]));
+          #endif
+          x = q31_relu(x, limit2);
+          #ifdef SHIFT
+            convBuffer2[g] = ((x << shlX2) >> shrX2);
+          #else
+            convBuffer2[g] = (x * shlX2) / shrX2;
+          #endif
+        }
+
+        for (ITER_T i = 0; i < COut; i++) {
+          sum = 0;
+          Q15_T* convBuffer2_offset = (Q15_T*)convBuffer2;
+          Q7_T* filter3_offset = (Q7_T*)filter3 + i;
+          ITER_T temp_channels = CTemp;
+
+          #ifdef LOOP_UNROLL
+            ITER_T len_unroll = temp_channels >> 2;
+            temp_channels = temp_channels % 4;
+            while (len_unroll--) {
+              sum += ((Q31_T)*convBuffer2_offset++) * ((Q31_T)*filter3_offset);
+              filter3_offset += COut;
+              sum += ((Q31_T)*convBuffer2_offset++) * ((Q31_T)*filter3_offset);
+              filter3_offset += COut;
+              sum += ((Q31_T)*convBuffer2_offset++) * ((Q31_T)*filter3_offset);
+              filter3_offset += COut;
+              sum += ((Q31_T)*convBuffer2_offset++) * ((Q31_T)*filter3_offset);
+              filter3_offset += COut;
+            }
+          #endif
+
+          while (temp_channels--) {
+            sum += ((Q31_T)*convBuffer2_offset++) * ((Q31_T)*filter3_offset);
+            filter3_offset += COut;
+          }
+
+          #ifdef SHIFT
+            *output_offset++ = (((((Q31_T)(((sum << shlU3) >> shrU3) + BN3B[i])) *
+                                  ((Q31_T) BN3W[i])) << shlW3) >> shrW3);
+          #else
+            *output_offset++ = ((((Q31_T)((sum * shlU3) / shrU3 + BN3B[i])) *
+                                 ((Q31_T) BN3W[i])) * shlW3) / shrW3;
+          #endif
+        }
+      }
+    }
+  }
+}
+
+void q15xq7_q15_mbconv_block(const Q15_T* const input,
+  const Q7_T* const filter1, const Q7_T* const BN1W, const Q15_T* const BN1B,
+  const Q7_T* const filter2, const Q7_T* const BN2W, const Q15_T* const BN2B,
+  const Q7_T* const filter3, const Q7_T* const BN3W, const Q15_T* const BN3B,
+  Q15_T* const output, Q15_T* const convBuffer1, Q15_T* const convBuffer2,
+  ITER_T N, ITER_T H, ITER_T W, ITER_T CIn, ITER_T CTemp, ITER_T HF, ITER_T WF,
+  ITER_T COut, ITER_T HOut, ITER_T WOut, S_ITER_T HPadU, S_ITER_T HPadD,
+  S_ITER_T WPadL, S_ITER_T WPadR, ITER_T HStride, ITER_T WStride, Q31_T limit1,
+  Q31_T limit2, SCALE_T shrU1, SCALE_T shrX1, SCALE_T shrU2, SCALE_T shrX2,
+  SCALE_T shrU3, SCALE_T shrW3, SCALE_T shlU1, SCALE_T shlX1, SCALE_T shlU2,
+  SCALE_T shlX2, SCALE_T shlU3, SCALE_T shlW3) {
+  S_ITER_T HOffsetFL = (HF - 1) >> 1;
+  S_ITER_T WOffsetFL = (WF - 1) >> 1;
+  S_ITER_T HOffsetFR = HF >> 1;
+  S_ITER_T WOffsetFR = WF >> 1;
+
+  S_ITER_T HOffsetL = HOffsetFL - HPadU;
+  S_ITER_T WOffsetL = WOffsetFL - WPadL;
+  S_ITER_T HOffsetR = HOffsetFR - HPadD;
+  S_ITER_T WOffsetR = WOffsetFR - WPadR;
+
+  ITER_T HOffsetIn = W * CIn;
+  ITER_T NOffsetIn = H * HOffsetIn;
+  ITER_T HOffsetC1 = W * CTemp;
+  ITER_T GOffsetF = HF * WF;
+  ITER_T HOffsetOut = WOut * COut;
+  ITER_T NOffsetOut = HOut * HOffsetOut;
+
+  Q31_T sum;
+  for (ITER_T n = 0; n < N; n++) {
+    ITER_T NIndexIn = n * NOffsetIn;
+    ITER_T NIndexOut = n * NOffsetOut;
+    ITER_T margin = 0;
+    if ((S_ITER_T)HF - HPadU - (S_ITER_T)HStride > 0) {
+      margin = (ITER_T)((S_ITER_T)HF - HPadU - (S_ITER_T)HStride);
+    }
+
+    for (ITER_T i = 0; i < margin; i++) {
+      ITER_T HIndexIn = i * HOffsetIn + NIndexIn;
+      ITER_T HIndexC1 = i * HOffsetC1;
+      for (ITER_T j = 0; j < W; j++) {
+        ITER_T WIndexIn = j * CIn + HIndexIn;
+        Q15_T* convBuffer1_offset = ((Q15_T*)convBuffer1) + j * CTemp + HIndexC1;
+        for (ITER_T k = 0; k < CTemp; k++) {
+          sum = 0;
+          Q15_T* input_offset = (Q15_T*)input + WIndexIn;
+          Q7_T* filter1_offset = (Q7_T*)filter1 + k;
+          ITER_T in_channels = CIn;
+
+          #ifdef LOOP_UNROLL
+            ITER_T len_unroll = in_channels >> 2;
+            in_channels = in_channels % 4;
+            while (len_unroll--) {
+              sum += ((Q31_T)*input_offset++) * ((Q31_T)*filter1_offset);
+              filter1_offset += CTemp;
+              sum += ((Q31_T)*input_offset++) * ((Q31_T)*filter1_offset);
+              filter1_offset += CTemp;
+              sum += ((Q31_T)*input_offset++) * ((Q31_T)*filter1_offset);
+              filter1_offset += CTemp;
+              sum += ((Q31_T)*input_offset++) * ((Q31_T)*filter1_offset);
+              filter1_offset += CTemp;
+            }
+          #endif
+
+          while (in_channels--) {
+            sum += ((Q31_T)*input_offset++) * ((Q31_T)*filter1_offset);
+            filter1_offset += CTemp;
+          }
+
+          #ifdef SHIFT
+            Q31_T x = (((Q31_T)(((sum << shlU1) >> shrU1) + BN1B[k])) *
+                       ((Q31_T)BN1W[k]));
+          #else
+            Q31_T x = (((Q31_T)((sum * shlU1) / shrU1 + BN1B[k])) *
+                       ((Q31_T)BN1W[k]));
+          #endif
+          x = q31_relu(x, limit1);
+          #ifdef SHIFT
+            *convBuffer1_offset++ = ((x << shlX1) >> shrX1);
+          #else
+            *convBuffer1_offset++ = (x * shlX1) / shrX1;
+          #endif
+        }
+      }
+    }
+
+    ITER_T hout = 0;
+    for (S_ITER_T h = HOffsetL; h < (S_ITER_T)H - HOffsetR; hout++, h += (S_ITER_T)HStride) {
+      ITER_T HIndexOut = hout * HOffsetOut + NIndexOut;
+      for (ITER_T i = 0; i < HStride; i++) {
+        ITER_T iRed = (i + margin + hout * HStride) % HF;
+        ITER_T iFull = i + margin + hout * HStride;
+        ITER_T HIndexC1 = iRed * HOffsetC1;
+        ITER_T HIndexIn = iFull * HOffsetIn + NIndexIn;
+        if (iFull < H){
+          for (ITER_T j = 0; j < W; j++) {
+            ITER_T WIndexIn = j * CIn + HIndexIn;
+            Q15_T* convBuffer1_offset = ((Q15_T*)convBuffer1) + j * CTemp + HIndexC1;
+            for (ITER_T k = 0; k < CTemp; k++) {
+              sum = 0;
+              Q15_T* input_offset = (Q15_T*)input + WIndexIn;
+              Q7_T* filter1_offset = (Q7_T*)filter1 + k;
+              ITER_T in_channels = CIn;
+
+              #ifdef LOOP_UNROLL
+                ITER_T len_unroll = in_channels >> 2;
+                in_channels = in_channels % 4;
+                while (len_unroll--) {
+                  sum += ((Q31_T)*input_offset++) * ((Q31_T)*filter1_offset);
+                  filter1_offset += CTemp;
+                  sum += ((Q31_T)*input_offset++) * ((Q31_T)*filter1_offset);
+                  filter1_offset += CTemp;
+                  sum += ((Q31_T)*input_offset++) * ((Q31_T)*filter1_offset);
+                  filter1_offset += CTemp;
+                  sum += ((Q31_T)*input_offset++) * ((Q31_T)*filter1_offset);
+                  filter1_offset += CTemp;
+                }
+              #endif
+
+              while (in_channels--) {
+                sum += ((Q31_T)*input_offset++) * ((Q31_T)*filter1_offset);
+                filter1_offset += CTemp;
               }
+
+              #ifdef SHIFT
+                Q31_T x = (((Q31_T)(((sum << shlU1) >> shrU1) + BN1B[k])) *
+                           ((Q31_T)BN1W[k]));
+              #else
+                Q31_T x = (((Q31_T)((sum * shlU1) / shrU1 + BN1B[k])) *
+                           ((Q31_T)BN1W[k]));
+              #endif
+              x = q31_relu(x, limit1);
+              #ifdef SHIFT
+                *convBuffer1_offset++ = ((x << shlX1) >> shrX1);
+              #else
+                *convBuffer1_offset++ = (x * shlX1) / shrX1;
+              #endif
             }
+          }
+        } else {
+          Q15_T* convBuffer1_offset = (Q15_T*)convBuffer1 + HIndexC1;
+          for (ITER_T j = 0; j < W; j++) {
+            Q15_T* BN1B_offset = (Q15_T*)BN1B;
+            Q7_T* BN1W_offset = (Q7_T*)BN1W;
+            ITER_T temp_channels = CTemp;
 
-            v_q_treesum(treesumBuffer, CIn, depth1, 0);
-            #ifdef SHIFT
-              INTM_T x = (((INTM_T)(((treesumBuffer[0] << shlU1) >> shrU1) + ((BN1B[k] << shlB1) >> shrB1))) *
-                          ((INTM_T)BN1W[k]));
-            #else
-              INTM_T x = (((INTM_T)((treesumBuffer[0] * shlU1) / shrU1 + (BN1B[k] * shlB1) / shrB1)) *
-                          ((INTM_T)BN1W[k]));
+            #ifdef LOOP_UNROLL
+              ITER_T len_unroll = temp_channels >> 2;
+              temp_channels = temp_channels % 4;
+              while (len_unroll--) {
+                Q31_T w = q31_relu(((Q31_T)*BN1B_offset++) * ((Q31_T)*BN1W_offset++), limit1);
+                Q31_T x = q31_relu(((Q31_T)*BN1B_offset++) * ((Q31_T)*BN1W_offset++), limit1);
+                Q31_T y = q31_relu(((Q31_T)*BN1B_offset++) * ((Q31_T)*BN1W_offset++), limit1);
+                Q31_T z = q31_relu(((Q31_T)*BN1B_offset++) * ((Q31_T)*BN1W_offset++), limit1);
+                #ifdef SHIFT
+                  *convBuffer1_offset++ = ((w << shlX1) >> shrX1);
+                  *convBuffer1_offset++ = ((x << shlX1) >> shrX1);
+                  *convBuffer1_offset++ = ((y << shlX1) >> shrX1);
+                  *convBuffer1_offset++ = ((z << shlX1) >> shrX1);
+                #else
+                  *convBuffer1_offset++ = ((w * shlX1) / shrX1);
+                  *convBuffer1_offset++ = ((x * shlX1) / shrX1);
+                  *convBuffer1_offset++ = ((y * shlX1) / shrX1);
+                  *convBuffer1_offset++ = ((z * shlX1) / shrX1);
+                #endif
+              }
             #endif
-            x = q_relu(x, limit1);
-            #ifdef SHIFT
-              convBuffer1[iRed * W * CTemp + j * CTemp + k] = ((x << shlX1) >> shrX1);
-            #else
-              convBuffer1[iRed * W * CTemp + j * CTemp + k] = (x * shlX1) / shrX1;
+
+            while (temp_channels--) {
+              Q31_T w = q31_relu(((Q31_T)*BN1B_offset++) * ((Q31_T)*BN1W_offset++), limit1);
+              #ifdef SHIFT
+                *convBuffer1_offset++ = ((w << shlX1) >> shrX1);
+              #else
+                *convBuffer1_offset++ = ((w * shlX1) / shrX1);
+              #endif
+            }
+          }
+        }
+      }
+
+      ITER_T wout = 0;
+      for (S_ITER_T w = WOffsetL; w < ((S_ITER_T)W) - WOffsetR; wout++, w += ((S_ITER_T)WStride)) {
+        Q15_T* output_offset = ((Q15_T*)output) + wout * COut + HIndexOut;
+        for (ITER_T g = 0; g < CTemp; g++) {
+          sum = 0;
+          ITER_T GIndexF = g * GOffsetF;
+          for (S_ITER_T hf = -HOffsetFL; hf <= HOffsetFR; hf++) {
+            S_ITER_T hindex = h + hf;
+            if ((hindex < 0) || (hindex >= (S_ITER_T)H)){
+              continue;
+            }
+            ITER_T HIndexC1 = (((ITER_T)hindex) % HF) * HOffsetC1 + g;
+            ITER_T HIndexF = ((ITER_T)(hf + HOffsetFL)) * WF + GIndexF;
+            for (S_ITER_T wf = -WOffsetFL; wf <= WOffsetFR; wf++) {
+              S_ITER_T windex = w + wf;
+              if ((windex < 0) || (windex >= (S_ITER_T)W)) {
+                continue;
+              } else {
+                sum += ((Q31_T)convBuffer1[HIndexC1 + ((ITER_T)windex) * CTemp]) *
+                       ((Q31_T)filter2[HIndexF + ((ITER_T)(wf + WOffsetFL))]);
+              }
+            }
+          }
+
+          #ifdef SHIFT
+            Q31_T x = (((Q31_T)(((sum << shlU2) >> shrU2) + BN2B[g])) *
+                       ((Q31_T)BN2W[g]));
+          #else
+            Q31_T x = (((Q31_T)((sum * shlU2) / shrU2 + BN2B[g])) *
+                       ((Q31_T)BN2W[g]));
+          #endif
+          x = q31_relu(x, limit2);
+          #ifdef SHIFT
+            convBuffer2[g] = ((x << shlX2) >> shrX2);
+          #else
+            convBuffer2[g] = (x * shlX2) / shrX2;
+          #endif
+        }
+
+        for (ITER_T i = 0; i < COut; i++) {
+          sum = 0;
+          Q15_T* convBuffer2_offset = (Q15_T*)convBuffer2;
+          Q7_T* filter3_offset = (Q7_T*)filter3 + i;
+          ITER_T temp_channels = CTemp;
+
+          #ifdef LOOP_UNROLL
+            ITER_T len_unroll = temp_channels >> 2;
+            temp_channels = temp_channels % 4;
+            while (len_unroll--) {
+              sum += ((Q31_T)*convBuffer2_offset++) * ((Q31_T)*filter3_offset);
+              filter3_offset += COut;
+              sum += ((Q31_T)*convBuffer2_offset++) * ((Q31_T)*filter3_offset);
+              filter3_offset += COut;
+              sum += ((Q31_T)*convBuffer2_offset++) * ((Q31_T)*filter3_offset);
+              filter3_offset += COut;
+              sum += ((Q31_T)*convBuffer2_offset++) * ((Q31_T)*filter3_offset);
+              filter3_offset += COut;
+            }
+          #endif
+
+          while (temp_channels--) {
+            sum += ((Q31_T)*convBuffer2_offset++) * ((Q31_T)*filter3_offset);
+            filter3_offset += COut;
+          }
+
+          #ifdef SHIFT
+            *output_offset++ = (((((Q31_T)(((sum << shlU3) >> shrU3) + BN3B[i])) *
+                                  ((Q31_T) BN3W[i])) << shlW3) >> shrW3);
+          #else
+            *output_offset++ = ((((Q31_T)((sum * shlU3) / shrU3 + BN3B[i])) *
+                                 ((Q31_T) BN3W[i])) * shlW3) / shrW3;
+          #endif
+        }
+      }
+    }
+  }
+}
+
+void q15_mbconv_block(const Q15_T* const input, const Q15_T* const filter1,
+  const Q15_T* const BN1W, const Q15_T* const BN1B, const Q15_T* const filter2,
+  const Q15_T* const BN2W, const Q15_T* const BN2B, const Q15_T* const filter3,
+  const Q15_T* const BN3W, const Q15_T* const BN3B, Q15_T* const output,
+  Q15_T* const convBuffer1, Q15_T* const convBuffer2, ITER_T N, ITER_T H,
+  ITER_T W, ITER_T CIn, ITER_T CTemp, ITER_T HF, ITER_T WF, ITER_T COut,
+  ITER_T HOut, ITER_T WOut, S_ITER_T HPadU, S_ITER_T HPadD, S_ITER_T WPadL,
+  S_ITER_T WPadR, ITER_T HStride, ITER_T WStride, Q31_T limit1, Q31_T limit2,
+  SCALE_T shrU1, SCALE_T shrX1, SCALE_T shrU2, SCALE_T shrX2, SCALE_T shrU3,
+  SCALE_T shrW3, SCALE_T shlU1, SCALE_T shlX1, SCALE_T shlU2, SCALE_T shlX2,
+  SCALE_T shlU3, SCALE_T shlW3) {
+  S_ITER_T HOffsetFL = (HF - 1) >> 1;
+  S_ITER_T WOffsetFL = (WF - 1) >> 1;
+  S_ITER_T HOffsetFR = HF >> 1;
+  S_ITER_T WOffsetFR = WF >> 1;
+
+  S_ITER_T HOffsetL = HOffsetFL - HPadU;
+  S_ITER_T WOffsetL = WOffsetFL - WPadL;
+  S_ITER_T HOffsetR = HOffsetFR - HPadD;
+  S_ITER_T WOffsetR = WOffsetFR - WPadR;
+
+  ITER_T HOffsetIn = W * CIn;
+  ITER_T NOffsetIn = H * HOffsetIn;
+  ITER_T HOffsetC1 = W * CTemp;
+  ITER_T GOffsetF = HF * WF;
+  ITER_T HOffsetOut = WOut * COut;
+  ITER_T NOffsetOut = HOut * HOffsetOut;
+
+  Q63_T sum;
+  for (ITER_T n = 0; n < N; n++) {
+    ITER_T NIndexIn = n * NOffsetIn;
+    ITER_T NIndexOut = n * NOffsetOut;
+    ITER_T margin = 0;
+    if ((S_ITER_T)HF - HPadU - (S_ITER_T)HStride > 0) {
+      margin = (ITER_T)((S_ITER_T)HF - HPadU - (S_ITER_T)HStride);
+    }
+
+    for (ITER_T i = 0; i < margin; i++) {
+      ITER_T HIndexIn = i * HOffsetIn + NIndexIn;
+      ITER_T HIndexC1 = i * HOffsetC1;
+      for (ITER_T j = 0; j < W; j++) {
+        ITER_T WIndexIn = j * CIn + HIndexIn;
+        Q15_T* convBuffer1_offset = ((Q15_T*)convBuffer1) + j * CTemp + HIndexC1;
+        for (ITER_T k = 0; k < CTemp; k++) {
+          sum = 0;
+          Q15_T* input_offset = (Q15_T*)input + WIndexIn;
+          Q15_T* filter1_offset = (Q15_T*)filter1 + k;
+          ITER_T in_channels = CIn;
+
+          #ifdef LOOP_UNROLL
+            ITER_T len_unroll = in_channels >> 2;
+            in_channels = in_channels % 4;
+            while (len_unroll--) {
+              sum += ((Q31_T)*input_offset++) * ((Q31_T)*filter1_offset);
+              filter1_offset += CTemp;
+              sum += ((Q31_T)*input_offset++) * ((Q31_T)*filter1_offset);
+              filter1_offset += CTemp;
+              sum += ((Q31_T)*input_offset++) * ((Q31_T)*filter1_offset);
+              filter1_offset += CTemp;
+              sum += ((Q31_T)*input_offset++) * ((Q31_T)*filter1_offset);
+              filter1_offset += CTemp;
+            }
+          #endif
+
+          while (in_channels--) {
+            sum += ((Q31_T)*input_offset++) * ((Q31_T)*filter1_offset);
+            filter1_offset += CTemp;
+          }
+
+          #ifdef SHIFT
+            Q31_T x = (((Q31_T)(((sum << shlU1) >> shrU1) + BN1B[k])) *
+                       ((Q31_T)BN1W[k]));
+          #else
+            Q31_T x = (((Q31_T)((sum * shlU1) / shrU1 + BN1B[k])) *
+                       ((Q31_T)BN1W[k]));
+          #endif
+          x = q31_relu(x, limit1);
+          #ifdef SHIFT
+            *convBuffer1_offset++ = ((x << shlX1) >> shrX1);
+          #else
+            *convBuffer1_offset++ = (x * shlX1) / shrX1;
+          #endif
+        }
+      }
+    }
+
+    ITER_T hout = 0;
+    for (S_ITER_T h = HOffsetL; h < (S_ITER_T)H - HOffsetR; hout++, h += (S_ITER_T)HStride) {
+      ITER_T HIndexOut = hout * HOffsetOut + NIndexOut;
+      for (ITER_T i = 0; i < HStride; i++) {
+        ITER_T iRed = (i + margin + hout * HStride) % HF;
+        ITER_T iFull = i + margin + hout * HStride;
+        ITER_T HIndexC1 = iRed * HOffsetC1;
+        ITER_T HIndexIn = iFull * HOffsetIn + NIndexIn;
+        if (iFull < H){
+          for (ITER_T j = 0; j < W; j++) {
+            ITER_T WIndexIn = j * CIn + HIndexIn;
+            Q15_T* convBuffer1_offset = ((Q15_T*)convBuffer1) + j * CTemp + HIndexC1;
+            for (ITER_T k = 0; k < CTemp; k++) {
+              sum = 0;
+              Q15_T* input_offset = (Q15_T*)input + WIndexIn;
+              Q15_T* filter1_offset = (Q15_T*)filter1 + k;
+              ITER_T in_channels = CIn;
+
+              #ifdef LOOP_UNROLL
+                ITER_T len_unroll = in_channels >> 2;
+                in_channels = in_channels % 4;
+                while (len_unroll--) {
+                  sum += ((Q31_T)*input_offset++) * ((Q31_T)*filter1_offset);
+                  filter1_offset += CTemp;
+                  sum += ((Q31_T)*input_offset++) * ((Q31_T)*filter1_offset);
+                  filter1_offset += CTemp;
+                  sum += ((Q31_T)*input_offset++) * ((Q31_T)*filter1_offset);
+                  filter1_offset += CTemp;
+                  sum += ((Q31_T)*input_offset++) * ((Q31_T)*filter1_offset);
+                  filter1_offset += CTemp;
+                }
+              #endif
+
+              while (in_channels--) {
+                sum += ((Q31_T)*input_offset++) * ((Q31_T)*filter1_offset);
+                filter1_offset += CTemp;
+              }
+
+              #ifdef SHIFT
+                Q31_T x = (((Q31_T)(((sum << shlU1) >> shrU1) + BN1B[k])) *
+                           ((Q31_T)BN1W[k]));
+              #else
+                Q31_T x = (((Q31_T)((sum * shlU1) / shrU1 + BN1B[k])) *
+                           ((Q31_T)BN1W[k]));
+              #endif
+              x = q31_relu(x, limit1);
+              #ifdef SHIFT
+                *convBuffer1_offset++ = ((x << shlX1) >> shrX1);
+              #else
+                *convBuffer1_offset++ = (x * shlX1) / shrX1;
+              #endif
+            }
+          }
+        } else {
+          Q15_T* convBuffer1_offset = (Q15_T*)convBuffer1 + HIndexC1;
+          for (ITER_T j = 0; j < W; j++) {
+            Q15_T* BN1B_offset = (Q15_T*)BN1B;
+            Q15_T* BN1W_offset = (Q15_T*)BN1W;
+            ITER_T temp_channels = CTemp;
+
+            #ifdef LOOP_UNROLL
+              ITER_T len_unroll = temp_channels >> 2;
+              temp_channels = temp_channels % 4;
+              while (len_unroll--) {
+                Q31_T w = q31_relu(((Q31_T)*BN1B_offset++) * ((Q31_T)*BN1W_offset++), limit1);
+                Q31_T x = q31_relu(((Q31_T)*BN1B_offset++) * ((Q31_T)*BN1W_offset++), limit1);
+                Q31_T y = q31_relu(((Q31_T)*BN1B_offset++) * ((Q31_T)*BN1W_offset++), limit1);
+                Q31_T z = q31_relu(((Q31_T)*BN1B_offset++) * ((Q31_T)*BN1W_offset++), limit1);
+                #ifdef SHIFT
+                  *convBuffer1_offset++ = ((w << shlX1) >> shrX1);
+                  *convBuffer1_offset++ = ((x << shlX1) >> shrX1);
+                  *convBuffer1_offset++ = ((y << shlX1) >> shrX1);
+                  *convBuffer1_offset++ = ((z << shlX1) >> shrX1);
+                #else
+                  *convBuffer1_offset++ = ((w * shlX1) / shrX1);
+                  *convBuffer1_offset++ = ((x * shlX1) / shrX1);
+                  *convBuffer1_offset++ = ((y * shlX1) / shrX1);
+                  *convBuffer1_offset++ = ((z * shlX1) / shrX1);
+                #endif
+              }
             #endif
+
+            while (temp_channels--) {
+              Q31_T w = q31_relu(((Q31_T)*BN1B_offset++) * ((Q31_T)*BN1W_offset++), limit1);
+              #ifdef SHIFT
+                *convBuffer1_offset++ = ((w << shlX1) >> shrX1);
+              #else
+                *convBuffer1_offset++ = ((w * shlX1) / shrX1);
+              #endif
+            }
           }
         }
       }
 
       ITER_T wout = 0;
       for (S_ITER_T w = WOffsetL; w < ((S_ITER_T)W) - WOffsetR; wout++, w += ((S_ITER_T)WStride)) {
+        Q15_T* output_offset = ((Q15_T*)output) + wout * COut + HIndexOut;
         for (ITER_T g = 0; g < CTemp; g++) {
-          ITER_T counter = 0;
-          for (S_ITER_T hf = -((HF - 1) >> 1); hf <= (HF >> 1); hf++) {
-            for (S_ITER_T wf = -((WF - 1) >> 1); wf <= (WF >> 1); wf++) {
-              if (((h + hf) < 0) || ((h + hf) >= (S_ITER_T)H) || ((w + wf) < 0) || ((w + wf) >= (S_ITER_T)W)) {
-                treesumBuffer[counter] = 0;
+          sum = 0;
+          ITER_T GIndexF = g * GOffsetF;
+          for (S_ITER_T hf = -HOffsetFL; hf <= HOffsetFR; hf++) {
+            S_ITER_T hindex = h + hf;
+            if ((hindex < 0) || (hindex >= (S_ITER_T)H)){
+              continue;
+            }
+            ITER_T HIndexC1 = (((ITER_T)hindex) % HF) * HOffsetC1 + g;
+            ITER_T HIndexF = ((ITER_T)(hf + HOffsetFL)) * WF + GIndexF;
+            for (S_ITER_T wf = -WOffsetFL; wf <= WOffsetFR; wf++) {
+              S_ITER_T windex = w + wf;
+              if ((windex < 0) || (windex >= (S_ITER_T)W)) {
+                continue;
               } else {
-                treesumBuffer[counter] = ((INTM_T)convBuffer1[(((ITER_T)(h + hf)) % HF) * W * CTemp + ((ITER_T)(w + wf)) * CTemp + g]) *
-                                         ((INTM_T)filter2[g * HF * WF + ((ITER_T)(hf + ((HF - 1) >> 1))) * WF + ((ITER_T)(wf + ((WF - 1) >> 1)))]);
+                sum += ((Q31_T)convBuffer1[HIndexC1 + ((ITER_T)windex) * CTemp]) *
+                       ((Q31_T)filter2[HIndexF + ((ITER_T)(wf + WOffsetFL))]);
               }
-              counter++;
             }
           }
 
-          v_q_treesum(treesumBuffer, HF * WF, depth2, 0);
           #ifdef SHIFT
-            INTM_T x = (((INTM_T)(((treesumBuffer[0] << shlU2) >> shrU2) + ((BN2B[g] << shlB2) >> shrB2))) *
-                        ((INTM_T)BN2W[g]));
+            Q31_T x = (((Q31_T)(((sum << shlU2) >> shrU2) + BN2B[g])) *
+                       ((Q31_T)BN2W[g]));
           #else
-            INTM_T x = (((INTM_T)((treesumBuffer[0] * shlU2) / shrU2 + (BN2B[g] * shlB2) / shrB2)) *
-                        ((INTM_T)BN2W[g]));
+            Q31_T x = (((Q31_T)((sum * shlU2) / shrU2 + BN2B[g])) *
+                       ((Q31_T)BN2W[g]));
           #endif
-          x = q_relu(x, limit2);
+          x = q31_relu(x, limit2);
           #ifdef SHIFT
             convBuffer2[g] = ((x << shlX2) >> shrX2);
           #else
@@ -126,19 +1255,37 @@ void q_mbconv_block(const INT_T* const input, const INT_T* const filter1,
         }
 
         for (ITER_T i = 0; i < COut; i++) {
-          for (ITER_T g = 0; g < CTemp; g++) {
-            treesumBuffer[g] = ((INTM_T)convBuffer2[g]) * ((INTM_T)filter3[g * COut + i]);
+          sum = 0;
+          Q15_T* convBuffer2_offset = (Q15_T*)convBuffer2;
+          Q15_T* filter3_offset = (Q15_T*)filter3 + i;
+          ITER_T temp_channels = CTemp;
+
+          #ifdef LOOP_UNROLL
+            ITER_T len_unroll = temp_channels >> 2;
+            temp_channels = temp_channels % 4;
+            while (len_unroll--) {
+              sum += ((Q31_T)*convBuffer2_offset++) * ((Q31_T)*filter3_offset);
+              filter3_offset += COut;
+              sum += ((Q31_T)*convBuffer2_offset++) * ((Q31_T)*filter3_offset);
+              filter3_offset += COut;
+              sum += ((Q31_T)*convBuffer2_offset++) * ((Q31_T)*filter3_offset);
+              filter3_offset += COut;
+              sum += ((Q31_T)*convBuffer2_offset++) * ((Q31_T)*filter3_offset);
+              filter3_offset += COut;
+            }
+          #endif
+
+          while (temp_channels--) {
+            sum += ((Q31_T)*convBuffer2_offset++) * ((Q31_T)*filter3_offset);
+            filter3_offset += COut;
           }
 
-          v_q_treesum(treesumBuffer, CTemp, depth3, 0);
           #ifdef SHIFT
-            output[n * HOut * WOut * COut + hout * WOut * COut + wout * COut + i] =
-              (((((INTM_T)(((treesumBuffer[0] << shlU3) >> shrU3) + ((BN3B[i] << shlB3) >> shrB3))) *
-                ((INTM_T) BN3W[i])) << shlW3) >> shrW3);
+            *output_offset++ = (((((Q31_T)(((sum << shlU3) >> shrU3) + BN3B[i])) *
+                                  ((Q31_T) BN3W[i])) << shlW3) >> shrW3);
           #else
-            output[n * HOut * WOut * COut + hout * WOut * COut + wout * COut + i] =
-              ((((INTM_T)((treesumBuffer[0] * shlU3) / shrU3 + (BN3B[i] * shlB3) / shrB3)) *
-                ((INTM_T) BN3W[i])) * shlW3) / shrW3;
+            *output_offset++ = ((((Q31_T)((sum * shlU3) / shrU3 + BN3B[i])) *
+                                 ((Q31_T) BN3W[i])) * shlW3) / shrW3;
           #endif
         }
       }
diff --git a/c_reference/src/quantized_rnnpool.c b/c_reference/src/quantized_rnnpool.c
index 2c138e333..aeef2c4b7 100644
--- a/c_reference/src/quantized_rnnpool.c
+++ b/c_reference/src/quantized_rnnpool.c
@@ -4,23 +4,75 @@
 #include <string.h>
 #include "quantized_rnnpool.h"
 
-int q_rnnpool_block(const INT_T* const patch, ITER_T inputDims, ITER_T patchDim,
-                    ITER_T stride, q_rnn_t rnn1, ITER_T hiddenDims1,
-                    const void* rnn1_params, void* rnn1_buffers,
-                    const void* rnn1_scales, q_rnn_t rnn2,
-                    ITER_T hiddenDims2, const void* rnn2_params,
-                    void* rnn2_buffers, const void* rnn2_scales,
-                    INT_T* const output, INT_T* const buffer) {
+int q7xq15_q15_rnnpool_block(const Q7_T* const patch, ITER_T inputDims,
+  ITER_T patchDim, ITER_T stride, q7xq15_q15_rnn_t rnn1, ITER_T hiddenDims1,
+  const void* rnn1_params, void* rnn1_buffers, const void* rnn1_scales,
+  q15_rnn_t rnn2, ITER_T hiddenDims2, const void* rnn2_params,
+  void* rnn2_buffers, const void* rnn2_scales, Q15_T* const output,
+  Q15_T* const buffer, SCALE_T ShR1, SCALE_T ShL1, SCALE_T ShR2, SCALE_T ShL2) {
   // Clear the output
-  memset(output, 0, sizeof(INT_T) * 4 * hiddenDims2);
+  memset(output, 0, sizeof(Q15_T) * 4 * hiddenDims2);
 
   // Horizontal pass over each row with RNN1
-  memset(buffer, 0, sizeof(INT_T) * hiddenDims1 * patchDim);
+  memset(buffer, 0, sizeof(Q15_T) * hiddenDims1 * patchDim);
   for (ITER_T r = 0; r < patchDim; ++r) {
     rnn1(buffer + r * hiddenDims1, hiddenDims1, patch + stride * r * inputDims,
          inputDims, patchDim, rnn1_params, rnn1_buffers, rnn1_scales, 0, 0);
   }
 
+  q15_v_scale_up(buffer, patchDim * hiddenDims1, buffer, ShL1);
+  q15_v_scale_down(buffer, patchDim * hiddenDims1, buffer, ShR1);
+
+  // Bi-directional vertical pass over the row summaries
+  rnn2(output, hiddenDims2, buffer, hiddenDims1, patchDim, rnn2_params,
+       rnn2_buffers, rnn2_scales, 0, 0);
+  rnn2(output + hiddenDims2, hiddenDims2, buffer, hiddenDims1, patchDim,
+       rnn2_params, rnn2_buffers, rnn2_scales, 1, 0);
+
+  // Vertical pass over each column with RNN1
+  memset(buffer, 0, sizeof(Q15_T) * hiddenDims1 * patchDim);
+  for (ITER_T c = 0; c < patchDim; ++c) {
+    for (ITER_T r = 0; r < patchDim; ++r) {
+      rnn1(buffer + c * hiddenDims1, hiddenDims1,
+           patch + (stride * r + c) * inputDims, inputDims, 1, rnn1_params,
+           rnn1_buffers, rnn1_scales, 0, 0);
+    }
+  }
+
+  q15_v_scale_up(buffer, patchDim * hiddenDims1, buffer, ShL1);
+  q15_v_scale_down(buffer, patchDim * hiddenDims1, buffer, ShR1);
+
+  // Bi-directional horizontal pass over the columns summaries
+  rnn2(output + 2 * hiddenDims2, hiddenDims2, buffer, hiddenDims1, patchDim,
+       rnn2_params, rnn2_buffers, rnn2_scales, 0, 0);
+  rnn2(output + 3 * hiddenDims2, hiddenDims2, buffer, hiddenDims1, patchDim,
+       rnn2_params, rnn2_buffers, rnn2_scales, 1, 0);
+
+  q15_v_scale_up(output, 4 * hiddenDims2, output, ShL2);
+  q15_v_scale_down(output, 4 * hiddenDims2, output, ShR2);
+
+  return 0;
+}
+
+int q15_rnnpool_block(const Q15_T* const patch, ITER_T inputDims,
+  ITER_T patchDim, ITER_T stride, q15_rnn_t rnn1, ITER_T hiddenDims1,
+  const void* rnn1_params, void* rnn1_buffers, const void* rnn1_scales,
+  q15_rnn_t rnn2, ITER_T hiddenDims2, const void* rnn2_params,
+  void* rnn2_buffers, const void* rnn2_scales, Q15_T* const output,
+  Q15_T* const buffer, SCALE_T ShR1, SCALE_T ShL1, SCALE_T ShR2, SCALE_T ShL2) {
+  // Clear the output
+  memset(output, 0, sizeof(Q15_T) * 4 * hiddenDims2);
+
+  // Horizontal pass over each row with RNN1
+  memset(buffer, 0, sizeof(Q15_T) * hiddenDims1 * patchDim);
+  for (ITER_T r = 0; r < patchDim; ++r) {
+    rnn1(buffer + r * hiddenDims1, hiddenDims1, patch + stride * r * inputDims,
+         inputDims, patchDim, rnn1_params, rnn1_buffers, rnn1_scales, 0, 0);
+  }
+
+  q15_v_scale_up(buffer, patchDim * hiddenDims1, buffer, ShL1);
+  q15_v_scale_down(buffer, patchDim * hiddenDims1, buffer, ShR1);
+
   // Bi-directional vertical pass over the row summaries
   rnn2(output, hiddenDims2, buffer, hiddenDims1, patchDim, rnn2_params,
        rnn2_buffers, rnn2_scales, 0, 0);
@@ -28,7 +80,7 @@ int q_rnnpool_block(const INT_T* const patch, ITER_T inputDims, ITER_T patchDim,
        rnn2_params, rnn2_buffers, rnn2_scales, 1, 0);
 
   // Vertical pass over each column with RNN1
-  memset(buffer, 0, sizeof(INT_T) * hiddenDims1 * patchDim);
+  memset(buffer, 0, sizeof(Q15_T) * hiddenDims1 * patchDim);
   for (ITER_T c = 0; c < patchDim; ++c) {
     for (ITER_T r = 0; r < patchDim; ++r) {
       rnn1(buffer + c * hiddenDims1, hiddenDims1,
@@ -37,11 +89,17 @@ int q_rnnpool_block(const INT_T* const patch, ITER_T inputDims, ITER_T patchDim,
     }
   }
 
+  q15_v_scale_up(buffer, patchDim * hiddenDims1, buffer, ShL1);
+  q15_v_scale_down(buffer, patchDim * hiddenDims1, buffer, ShR1);
+
   // Bi-directional horizontal pass over the columns summaries
   rnn2(output + 2 * hiddenDims2, hiddenDims2, buffer, hiddenDims1, patchDim,
        rnn2_params, rnn2_buffers, rnn2_scales, 0, 0);
   rnn2(output + 3 * hiddenDims2, hiddenDims2, buffer, hiddenDims1, patchDim,
        rnn2_params, rnn2_buffers, rnn2_scales, 1, 0);
 
+  q15_v_scale_up(output, 4 * hiddenDims2, output, ShL2);
+  q15_v_scale_down(output, 4 * hiddenDims2, output, ShR2);
+
   return 0;
 }
diff --git a/c_reference/src/quantized_utils.c b/c_reference/src/quantized_utils.c
index 225926af2..456e47f59 100644
--- a/c_reference/src/quantized_utils.c
+++ b/c_reference/src/quantized_utils.c
@@ -1,157 +1,433 @@
 // Copyright (c) Microsoft Corporation. All rights reserved.
 // Licensed under the MIT license.
 
+#include <stddef.h>
 #include "quantized_utils.h"
 
-void v_q_treesum(INTM_T* const vec, ITER_T len, SCALE_T H1, SCALE_T H2) {
-  ITER_T count = len, depth = 0;
-  int divbytwo = 1;
+void q15_v_add(const Q15_T* vec1, const Q15_T* vec2, ITER_T len, Q15_T* ret,
+               SCALE_T scvec1, SCALE_T scvec2, SCALE_T scret, SCALE_T demote) {
+  #ifdef SHIFT
+    SCALE_T scalevec1 = scvec1 + scret;
+    SCALE_T scalevec2 = scvec2 + scret;
+  #else
+    SCALE_T scalevec1 = scvec1 * scret;
+    SCALE_T scalevec2 = scvec2 * scret;
+  #endif
 
-  while (depth < (H1 + H2)) {
-    if (depth >= H1) {
-      divbytwo = 0;
+  #ifdef LOOP_UNROLL
+    ITER_T len_unroll = len >> 2;
+    len = len % 4;
+    while (len_unroll--) {
+      #ifdef SHIFT
+        *ret++ = (((*vec1++ >> scalevec1) + (*vec2++ >> scalevec2)) >> demote);
+        *ret++ = (((*vec1++ >> scalevec1) + (*vec2++ >> scalevec2)) >> demote);
+        *ret++ = (((*vec1++ >> scalevec1) + (*vec2++ >> scalevec2)) >> demote);
+        *ret++ = (((*vec1++ >> scalevec1) + (*vec2++ >> scalevec2)) >> demote);
+      #else
+        *ret++ = ((*vec1++ / scalevec1) + (*vec2++ / scalevec2)) / demote;
+        *ret++ = ((*vec1++ / scalevec1) + (*vec2++ / scalevec2)) / demote;
+        *ret++ = ((*vec1++ / scalevec1) + (*vec2++ / scalevec2)) / demote;
+        *ret++ = ((*vec1++ / scalevec1) + (*vec2++ / scalevec2)) / demote;
+      #endif
     }
+  #endif
 
-    for (ITER_T p = 0; p < ((len >> 1) + 1); p++) {
-      if (p < (count >> 1)) {
-        if (divbytwo == 1) {
-          #ifdef SHIFT
-            vec[p] = (vec[2 * p] >> 1) + (vec[(2 * p) + 1] >> 1);
-          #else
-            vec[p] = vec[2 * p] / 2 + vec[(2 * p) + 1] / 2;
-          #endif
-        } else {
-          vec[p] = vec[2 * p] + vec[(2 * p) + 1];
-        }
-      } else if ((p == (count >> 1)) && ((count & 1) == 1)) {
-        if (divbytwo == 1) {
-          #ifdef SHIFT
-            vec[p] = (vec[2 * p] >> 1);
-          #else
-            vec[p] = vec[2 * p] / 2;
-          #endif
-        } else {
-          vec[p] = vec[2 * p];
-        }
-      } else {
-        vec[p] = 0;
-      }
-    }
-    count = (count + 1) >> 1;
-    depth++;
+  while (len--) {
+    #ifdef SHIFT
+      *ret++ = (((*vec1++ >> scalevec1) + (*vec2++ >> scalevec2)) >> demote);
+    #else
+      *ret++ = ((*vec1++ / scalevec1) + (*vec2++ / scalevec2)) / demote;
+    #endif
   }
 }
 
-void v_q_add(const INT_T* const vec1, const INT_T* const vec2, ITER_T len,
-             INT_T* const ret, SCALE_T scvec1, SCALE_T scvec2, SCALE_T scret) {
-  for (ITER_T i = 0; i < len; i++) {
+void q7_v_sub(const Q7_T* vec1, const Q7_T* vec2, ITER_T len, Q7_T* ret,
+              SCALE_T scvec1, SCALE_T scvec2, SCALE_T scret) {
+  #ifdef SHIFT
+    SCALE_T scalevec1 = scvec1 + scret;
+    SCALE_T scalevec2 = scvec2 + scret;
+  #else
+    SCALE_T scalevec1 = scvec1 * scret;
+    SCALE_T scalevec2 = scvec2 * scret;
+  #endif
+
+  #ifdef LOOP_UNROLL
+    ITER_T len_unroll = len >> 2;
+    len = len % 4;
+    while (len_unroll--) {
+      #ifdef SHIFT
+        *ret++ = ((*vec1++ >> scalevec1) - (*vec2++ >> scalevec2));
+        *ret++ = ((*vec1++ >> scalevec1) - (*vec2++ >> scalevec2));
+        *ret++ = ((*vec1++ >> scalevec1) - (*vec2++ >> scalevec2));
+        *ret++ = ((*vec1++ >> scalevec1) - (*vec2++ >> scalevec2));
+      #else
+        *ret++ = ((*vec1++ / scalevec1) - (*vec2++ / scalevec2));
+        *ret++ = ((*vec1++ / scalevec1) - (*vec2++ / scalevec2));
+        *ret++ = ((*vec1++ / scalevec1) - (*vec2++ / scalevec2));
+        *ret++ = ((*vec1++ / scalevec1) - (*vec2++ / scalevec2));
+      #endif
+    }
+  #endif
+
+  while (len--) {
     #ifdef SHIFT
-      ret[i] = ((vec1[i] >> (scvec1 + scret)) + (vec2[i] >> (scvec2 + scret)));
+      *ret++ = ((*vec1++ >> scalevec1) - (*vec2++ >> scalevec2));
     #else
-      ret[i] = ((vec1[i] / scvec1) / scret) + ((vec2[i] / scvec2) / scret);
+      *ret++ = ((*vec1++ / scalevec1) - (*vec2++ / scalevec2));
     #endif
   }
 }
 
-void v_q_sub(const INT_T* const vec1, const INT_T* const vec2, ITER_T len,
-             INT_T* const ret, SCALE_T scvec1, SCALE_T scvec2, SCALE_T scret) {
-  for (ITER_T i = 0; i < len; i++) {
+void q15_v_sub(const Q15_T* vec1, const Q15_T* vec2, ITER_T len, Q15_T* ret,
+               SCALE_T scvec1, SCALE_T scvec2, SCALE_T scret) {
+  #ifdef SHIFT
+    SCALE_T scalevec1 = scvec1 + scret;
+    SCALE_T scalevec2 = scvec2 + scret;
+  #else
+    SCALE_T scalevec1 = scvec1 * scret;
+    SCALE_T scalevec2 = scvec2 * scret;
+  #endif
+
+  #ifdef LOOP_UNROLL
+    ITER_T len_unroll = len >> 2;
+    len = len % 4;
+    while (len_unroll--) {
+      #ifdef SHIFT
+        *ret++ = ((*vec1++ >> scalevec1) - (*vec2++ >> scalevec2));
+        *ret++ = ((*vec1++ >> scalevec1) - (*vec2++ >> scalevec2));
+        *ret++ = ((*vec1++ >> scalevec1) - (*vec2++ >> scalevec2));
+        *ret++ = ((*vec1++ >> scalevec1) - (*vec2++ >> scalevec2));
+      #else
+        *ret++ = ((*vec1++ / scalevec1) - (*vec2++ / scalevec2));
+        *ret++ = ((*vec1++ / scalevec1) - (*vec2++ / scalevec2));
+        *ret++ = ((*vec1++ / scalevec1) - (*vec2++ / scalevec2));
+        *ret++ = ((*vec1++ / scalevec1) - (*vec2++ / scalevec2));
+      #endif
+    }
+  #endif
+
+  while (len--) {
     #ifdef SHIFT
-      ret[i] = ((vec1[i] >> (scvec1 + scret)) - (vec2[i] >> (scvec2 + scret)));
+      *ret++ = ((*vec1++ >> scalevec1) - (*vec2++ >> scalevec2));
     #else
-      ret[i] = ((vec1[i] / scvec1) / scret) - ((vec2[i] / scvec2) / scret);
+      *ret++ = ((*vec1++ / scalevec1) - (*vec2++ / scalevec2));
     #endif
   }
 }
 
-void v_q_hadamard(const INT_T* const vec1, const INT_T* const vec2, ITER_T len,
-                  INT_T* const ret, SCALE_T scvec1, SCALE_T scvec2) {
-  for (ITER_T i = 0; i < len; i++) {
+
+void q7_v_hadamard(const Q7_T* vec1, const Q7_T* vec2, ITER_T len, Q7_T* ret,
+                   SCALE_T scvec1, SCALE_T scvec2) {
+  #ifdef SHIFT
+    SCALE_T scalevec = scvec1 + scvec2;
+  #else
+    SCALE_T scalevec = scvec1 * scvec2;
+  #endif
+
+  #ifdef LOOP_UNROLL
+    ITER_T len_unroll = len >> 2;
+    len = len % 4;
+    while (len_unroll--) {
+      #ifdef SHIFT
+        *ret++ = (((Q15_T)(*vec1++) * (Q15_T)(*vec2++)) >> scalevec);
+        *ret++ = (((Q15_T)(*vec1++) * (Q15_T)(*vec2++)) >> scalevec);
+        *ret++ = (((Q15_T)(*vec1++) * (Q15_T)(*vec2++)) >> scalevec);
+        *ret++ = (((Q15_T)(*vec1++) * (Q15_T)(*vec2++)) >> scalevec);
+      #else
+        *ret++ = ((Q15_T)(*vec1++) * (Q15_T)(*vec2++)) / scalevec;
+        *ret++ = ((Q15_T)(*vec1++) * (Q15_T)(*vec2++)) / scalevec;
+        *ret++ = ((Q15_T)(*vec1++) * (Q15_T)(*vec2++)) / scalevec;
+        *ret++ = ((Q15_T)(*vec1++) * (Q15_T)(*vec2++)) / scalevec;
+      #endif
+    }
+  #endif
+
+  while (len--) {
     #ifdef SHIFT
-      ret[i] = ((INTM_T)vec1[i] * (INTM_T)vec2[i]) >> (scvec1 + scvec2);
+      *ret++ = (((Q15_T)(*vec1++) * (Q15_T)(*vec2++)) >> scalevec);
     #else
-      ret[i] = ((((INTM_T)vec1[i] * (INTM_T)vec2[i]) / scvec1) / scvec2);
+      *ret++ = ((Q15_T)(*vec1++) * (Q15_T)(*vec2++)) / scalevec;
     #endif
   }
 }
 
-void v_q_sigmoid(const INT_T* const vec, ITER_T len, INT_T* const ret, INT_T div,
-                 INT_T add, INT_T sigmoid_limit, SCALE_T scale_in,
-                 SCALE_T scale_out) {
-  for (ITER_T i = 0; i < len; i++) {
-    INT_T x = (vec[i] / div) + add;
-
-    if (x >= sigmoid_limit) {
-      ret[i] = sigmoid_limit << (scale_out - scale_in);
-    } else if (x <= 0) {
-      ret[i] = 0;
-    } else {
-      ret[i] = x << (scale_out - scale_in);
+void q15_v_hadamard(const Q15_T* vec1, const Q15_T* vec2, ITER_T len,
+                    Q15_T* ret, SCALE_T scvec1, SCALE_T scvec2) {
+  #ifdef SHIFT
+    SCALE_T scalevec = scvec1 + scvec2;
+  #else
+    SCALE_T scalevec = scvec1 * scvec2;
+  #endif
+
+  #ifdef LOOP_UNROLL
+    ITER_T len_unroll = len >> 2;
+    len = len % 4;
+    while (len_unroll--) {
+      #ifdef SHIFT
+        *ret++ = (((Q31_T)(*vec1++) * (Q31_T)(*vec2++)) >> scalevec);
+        *ret++ = (((Q31_T)(*vec1++) * (Q31_T)(*vec2++)) >> scalevec);
+        *ret++ = (((Q31_T)(*vec1++) * (Q31_T)(*vec2++)) >> scalevec);
+        *ret++ = (((Q31_T)(*vec1++) * (Q31_T)(*vec2++)) >> scalevec);
+      #else
+        *ret++ = ((Q31_T)(*vec1++) * (Q31_T)(*vec2++)) / scalevec;
+        *ret++ = ((Q31_T)(*vec1++) * (Q31_T)(*vec2++)) / scalevec;
+        *ret++ = ((Q31_T)(*vec1++) * (Q31_T)(*vec2++)) / scalevec;
+        *ret++ = ((Q31_T)(*vec1++) * (Q31_T)(*vec2++)) / scalevec;
+      #endif
     }
+  #endif
+
+  while (len--) {
+    #ifdef SHIFT
+      *ret++ = (((Q31_T)(*vec1++) * (Q31_T)(*vec2++)) >> scalevec);
+    #else
+      *ret++ = ((Q31_T)(*vec1++) * (Q31_T)(*vec2++)) / scalevec;
+    #endif
   }
 }
 
-void v_q_tanh(const INT_T* const vec, ITER_T len, INT_T* const ret,
-              SCALE_T scale_in, SCALE_T scale_out) {
-  INT_T scale = (1 << scale_in);
-  for (ITER_T i = 0; i < len; i++) {
-    if (vec[i] >= scale) {
-      ret[i] = scale;
-    } else if (vec[i] <= -scale) {
-      ret[i] = (-scale);
-    } else {
-      ret[i] = vec[i];
+void q15_v_sigmoid(const Q15_T* vec, ITER_T len, Q15_T* ret, Q15_T div,
+                   Q15_T add, Q15_T sigmoid_limit, SCALE_T scale_in,
+                   SCALE_T scale_out, ITER_T use_tables) {
+  if (use_tables) {
+    #ifdef LOOP_UNROLL
+      ITER_T len_unroll = len >> 2;
+      len = len % 4;
+      while (len_unroll--) {
+        Q15_T w = *vec++;
+        Q15_T x = *vec++;
+        Q15_T y = *vec++;
+        Q15_T z = *vec++;
+
+        *ret++ = (w <= 0) ? (Q15_T)((((Q31_T)exp_base_16(w, 1)) << 14) /
+                                    ((Q31_T)exp_base_16(w, 1) + (Q31_T)16384)) :
+                            (Q15_T)(((Q31_T)267943936L) /
+                                    ((Q31_T)16384 + (Q31_T)exp_base_16(-w, 1)));
+        *ret++ = (x <= 0) ? (Q15_T)((((Q31_T)exp_base_16(x, 1)) << 14) /
+                                    ((Q31_T)exp_base_16(x, 1) + (Q31_T)16384)) :
+                            (Q15_T)(((Q31_T)267943936L) /
+                                    ((Q31_T)16384 + (Q31_T)exp_base_16(-x, 1)));
+        *ret++ = (y <= 0) ? (Q15_T)((((Q31_T)exp_base_16(y, 1)) << 14) /
+                                    ((Q31_T)exp_base_16(y, 1) + (Q31_T)16384)) :
+                            (Q15_T)(((Q31_T)267943936L) /
+                                    ((Q31_T)16384 + (Q31_T)exp_base_16(-y, 1)));
+        *ret++ = (z <= 0) ? (Q15_T)((((Q31_T)exp_base_16(z, 1)) << 14) /
+                                    ((Q31_T)exp_base_16(z, 1) + (Q31_T)16384)) :
+                            (Q15_T)(((Q31_T)267943936L) /
+                                    ((Q31_T)16384 + (Q31_T)exp_base_16(-z, 1)));
+      }
+    #endif
+
+    while (len--) {
+      Q15_T w = *vec++;
+      *ret++ = (w <= 0) ? (Q15_T)((((Q31_T)exp_base_16(w, 1)) << 14) /
+                                  ((Q31_T)exp_base_16(w, 1) + (Q31_T)16384)) :
+                          (Q15_T)(((Q31_T)267943936L) /
+                                  ((Q31_T)16384 + (Q31_T)exp_base_16(-w, 1)));
+    }
+  } else {
+    SCALE_T scaleout = (scale_out - scale_in);
+
+    #ifdef LOOP_UNROLL
+      ITER_T len_unroll = len >> 2;
+      len = len % 4;
+      while (len_unroll--) {
+        Q15_T w = (*vec++ / div) + add;
+        Q15_T x = (*vec++ / div) + add;
+        Q15_T y = (*vec++ / div) + add;
+        Q15_T z = (*vec++ / div) + add;
+
+        *ret++ = (w <= 0) ? 0 : (((w >= sigmoid_limit) ? sigmoid_limit : w) << scaleout);
+        *ret++ = (x <= 0) ? 0 : (((x >= sigmoid_limit) ? sigmoid_limit : x) << scaleout);
+        *ret++ = (y <= 0) ? 0 : (((y >= sigmoid_limit) ? sigmoid_limit : y) << scaleout);
+        *ret++ = (z <= 0) ? 0 : (((z >= sigmoid_limit) ? sigmoid_limit : z) << scaleout);
+      }
+    #endif
+
+    while (len--) {
+      Q15_T w = (*vec++ / div) + add;
+      *ret++ = (w <= 0) ? 0 : (((w >= sigmoid_limit) ? sigmoid_limit : w) << scaleout);
     }
-    ret[i] <<= (scale_out - scale_in);
   }
 }
 
-void v_q_scalar_add(INT_T scalar, const INT_T* const vec, ITER_T len,
-                    INT_T* const ret, SCALE_T scscalar, SCALE_T scvec, SCALE_T scret) {
-  for (ITER_T i = 0; i < len; i++) {
-    #ifdef SHIFT
-      ret[i] = ((scalar >> (scscalar + scret)) + (vec[i] >> (scvec + scret)));
-    #else
-      ret[i] = ((scalar / scscalar) / scret) + ((vec[i] / scvec) / scret);
+void q15_v_tanh(const Q15_T* vec, ITER_T len, Q15_T* ret, SCALE_T scale_in,
+                SCALE_T scale_out, ITER_T use_tables) {
+  if (use_tables) {
+    #ifdef LOOP_UNROLL
+      ITER_T len_unroll = len >> 2;
+      len = len % 4;
+      while (len_unroll--) {
+        Q15_T w = q15_saturate(2 * (*vec++));
+        Q15_T x = q15_saturate(2 * (*vec++));
+        Q15_T y = q15_saturate(2 * (*vec++));
+        Q15_T z = q15_saturate(2 * (*vec++));
+
+        *ret++ = (w <= 0) ? (Q15_T)((((Q31_T)(exp_base_16(w, 1) - 16384)) << 14) /
+                                    (exp_base_16(w, 1) + 16384)) :
+                            (Q15_T)((((Q31_T)(16384 - exp_base_16(-w, 1))) << 14) /
+                                    (exp_base_16(-w, 1) + 16384));
+        *ret++ = (x <= 0) ? (Q15_T)((((Q31_T)(exp_base_16(x, 1) - 16384)) << 14) /
+                                    (exp_base_16(x, 1) + 16384)) :
+                            (Q15_T)((((Q31_T)(16384 - exp_base_16(-x, 1))) << 14) /
+                                    (exp_base_16(-x, 1) + 16384));
+        *ret++ = (y <= 0) ? (Q15_T)((((Q31_T)(exp_base_16(y, 1) - 16384)) << 14) /
+                                    (exp_base_16(y, 1) + 16384)) :
+                            (Q15_T)((((Q31_T)(16384 - exp_base_16(-y, 1))) << 14) /
+                                    (exp_base_16(-y, 1) + 16384));
+        *ret++ = (z <= 0) ? (Q15_T)((((Q31_T)(exp_base_16(z, 1) - 16384)) << 14) /
+                                    (exp_base_16(z, 1) + 16384)) :
+                            (Q15_T)((((Q31_T)(16384 - exp_base_16(-z, 1))) << 14) /
+                                    (exp_base_16(-z, 1) + 16384));
+      }
+    #endif
+
+    while (len--) {
+      Q15_T w = q15_saturate(2 * (*vec++));
+      *ret++ = (w <= 0) ? (Q15_T)((((Q31_T)(exp_base_16(w, 1) - 16384)) << 14) /
+                                  (exp_base_16(w, 1) + 16384)) :
+                          (Q15_T)((((Q31_T)(16384 - exp_base_16(-w, 1))) << 14) /
+                                  (exp_base_16(-w, 1) + 16384));
+    }
+  } else {
+    SCALE_T scalein = (1 << scale_in);
+    SCALE_T scaleout = scale_out - scale_in;
+
+    #ifdef LOOP_UNROLL
+      ITER_T len_unroll = len >> 2;
+      len = len % 4;
+      while (len_unroll--) {
+        Q15_T w = *vec++;
+        Q15_T x = *vec++;
+        Q15_T y = *vec++;
+        Q15_T z = *vec++;
+
+        *ret++ = ((w >= scalein) ? scalein : ((w <= -scalein) ? (-scalein) : w)) << scaleout;
+        *ret++ = ((x >= scalein) ? scalein : ((x <= -scalein) ? (-scalein) : x)) << scaleout;
+        *ret++ = ((y >= scalein) ? scalein : ((y <= -scalein) ? (-scalein) : y)) << scaleout;
+        *ret++ = ((z >= scalein) ? scalein : ((z <= -scalein) ? (-scalein) : z)) << scaleout;
+      }
     #endif
+
+    while (len--) {
+      Q15_T w = *vec++;
+      *ret++ = ((w >= scalein) ? scalein : ((w <= -scalein) ? (-scalein) : w)) << scaleout;
+    }
   }
 }
 
-void v_q_scalar_sub(INT_T scalar, const INT_T* const vec, ITER_T len,
-                    INT_T* const ret, SCALE_T scscalar, SCALE_T scvec, SCALE_T scret) {
-  for (ITER_T i = 0; i < len; i++) {
+void q15_v_scalar_add(Q15_T scalar, const Q15_T* vec, ITER_T len, Q15_T* ret,
+                      SCALE_T scscalar, SCALE_T scvec, SCALE_T scret) {
+  #ifdef SHIFT
+    SCALE_T scaledscalar = scalar >> (scscalar + scret);
+    SCALE_T scalevec = scvec + scret;
+  #else
+    SCALE_T scaledscalar = scalar / (scscalar * scret);
+    SCALE_T scalevec = scvec * scret;
+  #endif
+
+  #ifdef LOOP_UNROLL
+    ITER_T len_unroll = len >> 2;
+    len = len % 4;
+    while (len_unroll--) {
+      #ifdef SHIFT
+        *ret++ = (scaledscalar + (*vec++ >> scalevec));
+        *ret++ = (scaledscalar + (*vec++ >> scalevec));
+        *ret++ = (scaledscalar + (*vec++ >> scalevec));
+        *ret++ = (scaledscalar + (*vec++ >> scalevec));
+      #else
+        *ret++ = (scaledscalar + (*vec++ / scalevec));
+        *ret++ = (scaledscalar + (*vec++ / scalevec));
+        *ret++ = (scaledscalar + (*vec++ / scalevec));
+        *ret++ = (scaledscalar + (*vec++ / scalevec));
+      #endif
+    }
+  #endif
+
+  while (len--) {
     #ifdef SHIFT
-      ret[i] = ((scalar >> (scscalar + scret)) - (vec[i] >> (scvec + scret)));
+      *ret++ = (scaledscalar + (*vec++ >> scalevec));
     #else
-      ret[i] = ((scalar / scscalar) / scret) - ((vec[i] / scvec) / scret);
+      *ret++ = (scaledscalar + (*vec++ / scalevec));
     #endif
   }
 }
 
-void v_q_sub_scalar(const INT_T* const vec, INT_T scalar, ITER_T len,
-                    INT_T* const ret, SCALE_T scvec, SCALE_T scscalar, SCALE_T scret) {
-  for (ITER_T i = 0; i < len; i++) {
+void q15_v_scalar_sub(Q15_T scalar, const Q15_T* vec, ITER_T len, Q15_T* ret,
+                      SCALE_T scscalar, SCALE_T scvec, SCALE_T scret) {
+  #ifdef SHIFT
+    SCALE_T scaledscalar = scalar >> (scscalar + scret);
+    SCALE_T scalevec = scvec + scret;
+  #else
+    SCALE_T scaledscalar = scalar / (scscalar * scret);
+    SCALE_T scalevec = scvec * scret;
+  #endif
+
+  #ifdef LOOP_UNROLL
+    ITER_T len_unroll = len >> 2;
+    len = len % 4;
+    while (len_unroll--) {
+      #ifdef SHIFT
+        *ret++ = (scaledscalar - (*vec++ >> scalevec));
+        *ret++ = (scaledscalar - (*vec++ >> scalevec));
+        *ret++ = (scaledscalar - (*vec++ >> scalevec));
+        *ret++ = (scaledscalar - (*vec++ >> scalevec));
+      #else
+        *ret++ = (scaledscalar - (*vec++ / scalevec));
+        *ret++ = (scaledscalar - (*vec++ / scalevec));
+        *ret++ = (scaledscalar - (*vec++ / scalevec));
+        *ret++ = (scaledscalar - (*vec++ / scalevec));
+      #endif
+    }
+  #endif
+
+  while (len--) {
     #ifdef SHIFT
-      ret[i] = ((vec[i] >> (scvec + scret)) - (scalar >> (scscalar + scret)));
+      *ret++ = (scaledscalar - (*vec++ >> scalevec));
     #else
-      ret[i] = ((vec[i] / scvec) / scret) - ((scalar / scscalar) / scret);
+      *ret++ = (scaledscalar - (*vec++ / scalevec));
     #endif
   }
 }
 
-void v_q_scalar_mul(INT_T scalar, const INT_T* const vec, ITER_T len,
-                    INT_T* const ret, SCALE_T scscalar, SCALE_T scvec) {
-  for (ITER_T i = 0; i < len; i++) {
+void q15_v_scalar_mul(Q15_T scalar, const Q15_T* vec, ITER_T len, Q15_T* ret,
+                      SCALE_T scscalar, SCALE_T scvec) {
+  SCALE_T upscalar = scalar;
+  #ifdef SHIFT
+    SCALE_T scale = scscalar + scvec;
+  #else
+    SCALE_T scale = scscalar * scvec;
+  #endif
+
+  #ifdef LOOP_UNROLL
+    ITER_T len_unroll = len >> 2;
+    len = len % 4;
+    while (len_unroll--) {
+      #ifdef SHIFT
+        *ret++ = (upscalar * (Q31_T)(*vec++)) >> scale;
+        *ret++ = (upscalar * (Q31_T)(*vec++)) >> scale;
+        *ret++ = (upscalar * (Q31_T)(*vec++)) >> scale;
+        *ret++ = (upscalar * (Q31_T)(*vec++)) >> scale;
+      #else
+        *ret++ = (upscalar * (Q31_T)(*vec++)) / scale;
+        *ret++ = (upscalar * (Q31_T)(*vec++)) / scale;
+        *ret++ = (upscalar * (Q31_T)(*vec++)) / scale;
+        *ret++ = (upscalar * (Q31_T)(*vec++)) / scale;
+      #endif
+    }
+  #endif
+
+  while (len--) {
     #ifdef SHIFT
-      ret[i] = ((INTM_T)scalar * (INTM_T)vec[i]) >> (scscalar + scvec);
+      *ret++ = (upscalar * (Q31_T)(*vec++)) >> scale;
     #else
-      ret[i] = ((((INTM_T)scalar * (INTM_T)vec[i]) / scscalar) / scvec);
+      *ret++ = (upscalar * (Q31_T)(*vec++)) / scale;
     #endif
   }
 }
 
-void v_q_argmax(const INT_T* const vec, ITER_T len, ITER_T* const ret) {
-  INT_T max_value = vec[0];
+void q15_v_argmax(const Q15_T* const vec, ITER_T len, ITER_T* const ret) {
+  Q15_T max_value = vec[0];
   ITER_T max_index = 0;
 
   for (ITER_T i = 1; i < len; i++) {
@@ -164,254 +440,498 @@ void v_q_argmax(const INT_T* const vec, ITER_T len, ITER_T* const ret) {
   *ret = max_index;
 }
 
-void v_q_relu(INT_T* const vec, ITER_T len) {
-  for (ITER_T i = 0; i < len; i++) {
-    if (vec[i] < 0) {
-      vec[i] = 0;
+void q15_v_scale_up(const Q15_T* vec, ITER_T len, Q15_T* ret, SCALE_T scvec) {
+  #ifdef LOOP_UNROLL
+    ITER_T len_unroll = len >> 2;
+    len = len % 4;
+    while (len_unroll--) {
+      #ifdef SHIFT
+        *ret++ = ((*vec++) << scvec);
+        *ret++ = ((*vec++) << scvec);
+        *ret++ = ((*vec++) << scvec);
+        *ret++ = ((*vec++) << scvec);
+      #else
+        *ret++ = ((*vec++) * scvec);
+        *ret++ = ((*vec++) * scvec);
+        *ret++ = ((*vec++) * scvec);
+        *ret++ = ((*vec++) * scvec);
+      #endif
     }
-  }
-}
+  #endif
 
-void v_q_exp(const INT_T* const vec, ITER_T len, INT_T* const ret,
-             SCALE_T scvec, SCALE_T scret) {
-  for (ITER_T i = 0; i < len; i++) {
-    ret[i] = ((INT_T)(exp(((float)vec[i]) / scvec) * scret));
-  }
-}
-
-void v_q_scale_up(INT_T* const vec, ITER_T len, SCALE_T scvec) {
-  for (ITER_T i = 0; i < len; i++) {
+  while (len--) {
     #ifdef SHIFT
-      vec[i] <<= scvec;
+      *ret++ = ((*vec++) << scvec);
     #else
-      vec[i] *= scvec;
+      *ret++ = ((*vec++) * scvec);
     #endif
   }
 }
 
-void v_q_scale_down(INT_T* const vec, ITER_T len, SCALE_T scvec) {
-  for (ITER_T i = 0; i < len; i++) {
+void q15_v_scale_down(const Q15_T* vec, ITER_T len, Q15_T* ret, SCALE_T scvec) {
+  #ifdef LOOP_UNROLL
+    ITER_T len_unroll = len >> 2;
+    len = len % 4;
+    while (len_unroll--) {
+      #ifdef SHIFT
+        *ret++ = ((*vec++) >> scvec);
+        *ret++ = ((*vec++) >> scvec);
+        *ret++ = ((*vec++) >> scvec);
+        *ret++ = ((*vec++) >> scvec);
+      #else
+        *ret++ = ((*vec++) / scvec);
+        *ret++ = ((*vec++) / scvec);
+        *ret++ = ((*vec++) / scvec);
+        *ret++ = ((*vec++) / scvec);
+      #endif
+    }
+  #endif
+
+  while (len--) {
     #ifdef SHIFT
-      vec[i] >>= scvec;
+      *ret++ = ((*vec++) >> scvec);
     #else
-      vec[i] /= scvec;
+      *ret++ = ((*vec++) / scvec);
     #endif
   }
 }
 
-void m_q_transpose(const INT_T* const mat, ITER_T nrows, ITER_T ncols,
-                   INT_T* const ret) {
-  ITER_T len = nrows * ncols, counter = 0;
-  for (ITER_T i = 0; i < len; i++) {
-    if (counter >= len) {
-      counter -= len - 1;
+void q15xq7_q15_m_mulvec(const Q15_T* mat, const Q7_T* const vec, ITER_T nrows,
+                         ITER_T ncols, Q15_T* ret, SCALE_T scmat,
+                         SCALE_T scvec, SCALE_T H1, SCALE_T H2) {
+  Q31_T sum;
+  #ifdef SHIFT
+    SCALE_T scale = scmat + scvec + H1;
+  #else
+    SCALE_T scale = scmat * scvec * H1;
+  #endif
+
+  while (nrows--) {
+    sum = 0;
+    ITER_T cols = ncols;
+    const Q7_T* vec_offset = (const Q7_T*)vec;
+
+    #ifdef LOOP_UNROLL
+      ITER_T len_unroll = cols >> 2;
+      cols = cols % 4;
+      while (len_unroll--) {
+        sum += (Q31_T)(*mat++) * (Q31_T)(*vec_offset++);
+        sum += (Q31_T)(*mat++) * (Q31_T)(*vec_offset++);
+        sum += (Q31_T)(*mat++) * (Q31_T)(*vec_offset++);
+        sum += (Q31_T)(*mat++) * (Q31_T)(*vec_offset++);
+      }
+    #endif
+
+    while (cols--) {
+      sum += (Q31_T)(*mat++) * (Q31_T)(*vec_offset++);
     }
 
-    ret[i] = mat[counter];
-    counter += nrows;
+    #ifdef SHIFT
+      *ret++ = (sum >> scale);
+    #else
+      *ret++ = (sum / scale);
+    #endif
   }
 }
 
-void m_q_reverse(const INT_T* const mat, ITER_T nrows, ITER_T ncols, ITER_T axis,
-                 INT_T* const ret) {
-  ITER_T len = nrows * ncols;
+void q15_m_mulvec(const Q15_T* mat, const Q15_T* const vec, ITER_T nrows,
+                  ITER_T ncols, Q15_T* ret, SCALE_T scmat, SCALE_T scvec,
+                  SCALE_T H1, SCALE_T H2) {
+  Q63_T sum;
+  #ifdef SHIFT
+    SCALE_T scale = scmat + scvec + H1;
+  #else
+    // Be careful, the below implementation would not work if the denominator
+    // exceeds the range of Q31_T range. In such a case, cast the denominator
+    // to int64_t.
+    SCALE_T scale = scmat * scvec * H1;
+  #endif
 
-  if (axis == 0) {
-    ITER_T col_counter = 0, row_index = len - ncols;
+  while (nrows--) {
+    sum = 0;
+    ITER_T cols = ncols;
+    const Q15_T* vec_offset = (const Q15_T*)vec;
 
-    for (ITER_T i = 0; i < len; i++) {
-      if (col_counter >= ncols) {
-        col_counter = 0;
-        row_index -= ncols;
+    #ifdef LOOP_UNROLL
+      ITER_T len_unroll = cols >> 2;
+      cols = cols % 4;
+      while (len_unroll--) {
+        sum += (Q31_T)(*mat++) * (Q31_T)(*vec_offset++);
+        sum += (Q31_T)(*mat++) * (Q31_T)(*vec_offset++);
+        sum += (Q31_T)(*mat++) * (Q31_T)(*vec_offset++);
+        sum += (Q31_T)(*mat++) * (Q31_T)(*vec_offset++);
       }
+    #endif
 
-      ret[i] = mat[row_index + col_counter];
-      col_counter++;
+    while (cols--) {
+      sum += (Q31_T)(*mat++) * (Q31_T)(*vec_offset++);
     }
-  } else {
-    S_ITER_T row_counter = ncols - 1;
-    ITER_T col_index = 0;
-
-    for (ITER_T i = 0; i < len; i++) {
-      if (row_counter < 0) {
-        row_counter = ncols - 1;
-        col_index += ncols;
-      }
 
-      ret[i] = mat[col_index + (ITER_T)row_counter];
-      row_counter--;
-    }
+    #ifdef SHIFT
+      *ret++ = (sum >> scale);
+    #else
+      *ret++ = (sum / scale);
+    #endif
   }
 }
 
-void m_q_add_vec(const INT_T* const mat, const INT_T* const vec,
-                 ITER_T nrows, ITER_T ncols, INT_T* const ret,
-                 SCALE_T scmat, SCALE_T scvec, SCALE_T scret) {
-  ITER_T len = nrows * ncols;
-  for (ITER_T i = 0, w = 0; i < len; i++, w++) {
-    if (w >= ncols) {
-      w = 0;
+void q7_t_add(const Q7_T* ten1, const Q7_T* ten2, ITER_T nbatches, ITER_T nrows,
+              ITER_T ncols, ITER_T nchannels, Q7_T* ret, SCALE_T scten1,
+              SCALE_T scten2, SCALE_T scret) {
+  ITER_T len = nbatches * nrows * ncols * nchannels;
+
+  #ifdef SHIFT
+    SCALE_T scaleten1 = scten1 + scret;
+    SCALE_T scaleten2 = scten2 + scret;
+  #else
+    SCALE_T scaleten1 = scten1 * scret;
+    SCALE_T scaleten2 = scten2 * scret;
+  #endif
+
+  #ifdef LOOP_UNROLL
+    ITER_T len_unroll = len >> 2;
+    len = len % 4;
+    while (len_unroll--) {
+      #ifdef SHIFT
+        *ret++ = ((*ten1++ >> scaleten1) + (*ten2++ >> scaleten2));
+        *ret++ = ((*ten1++ >> scaleten1) + (*ten2++ >> scaleten2));
+        *ret++ = ((*ten1++ >> scaleten1) + (*ten2++ >> scaleten2));
+        *ret++ = ((*ten1++ >> scaleten1) + (*ten2++ >> scaleten2));
+      #else
+        *ret++ = ((*ten1++ / scaleten1) + (*ten2++ / scaleten2));
+        *ret++ = ((*ten1++ / scaleten1) + (*ten2++ / scaleten2));
+        *ret++ = ((*ten1++ / scaleten1) + (*ten2++ / scaleten2));
+        *ret++ = ((*ten1++ / scaleten1) + (*ten2++ / scaleten2));
+      #endif
     }
+  #endif
 
+  while (len--) {
     #ifdef SHIFT
-      ret[i] = ((mat[i] >> (scmat + scret)) + (vec[w] >> (scvec + scret)));
+      *ret++ = ((*ten1++ >> scaleten1) + (*ten2++ >> scaleten2));
     #else
-      ret[i] = ((mat[i] / scmat) / scret) + ((vec[w] / scvec) / scret);
+      *ret++ = ((*ten1++ / scaleten1) + (*ten2++ / scaleten2));
     #endif
   }
 }
 
-void m_q_sub_vec(const INT_T* const mat, const INT_T* const vec,
-                 ITER_T nrows, ITER_T ncols, INT_T* const ret,
-                 SCALE_T scmat, SCALE_T scvec, SCALE_T scret) {
-  ITER_T len = nrows * ncols;
-  for (ITER_T i = 0, w = 0; i < len; i++, w++) {
-    if (w >= ncols) {
-      w = 0;
+void q15_t_add(const Q15_T* ten1, const Q15_T* ten2, ITER_T nbatches,
+               ITER_T nrows, ITER_T ncols, ITER_T nchannels, Q15_T* ret,
+               SCALE_T scten1, SCALE_T scten2, SCALE_T scret) {
+  ITER_T len = nbatches * nrows * ncols * nchannels;
+  #ifdef SHIFT
+    SCALE_T scaleten1 = scten1 + scret;
+    SCALE_T scaleten2 = scten2 + scret;
+  #else
+    SCALE_T scaleten1 = scten1 * scret;
+    SCALE_T scaleten2 = scten2 * scret;
+  #endif
+
+  #ifdef LOOP_UNROLL
+    ITER_T len_unroll = len >> 2;
+    len = len % 4;
+    while (len_unroll--) {
+      #ifdef SHIFT
+        *ret++ = ((*ten1++ >> scaleten1) + (*ten2++ >> scaleten2));
+        *ret++ = ((*ten1++ >> scaleten1) + (*ten2++ >> scaleten2));
+        *ret++ = ((*ten1++ >> scaleten1) + (*ten2++ >> scaleten2));
+        *ret++ = ((*ten1++ >> scaleten1) + (*ten2++ >> scaleten2));
+      #else
+        *ret++ = ((*ten1++ / scaleten1) + (*ten2++ / scaleten2));
+        *ret++ = ((*ten1++ / scaleten1) + (*ten2++ / scaleten2));
+        *ret++ = ((*ten1++ / scaleten1) + (*ten2++ / scaleten2));
+        *ret++ = ((*ten1++ / scaleten1) + (*ten2++ / scaleten2));
+      #endif
     }
+  #endif
 
+  while (len--) {
     #ifdef SHIFT
-      ret[i] = ((mat[i] >> (scmat + scret)) - (vec[w] >> (scvec + scret)));
+      *ret++ = ((*ten1++ >> scaleten1) + (*ten2++ >> scaleten2));
     #else
-      ret[i] = ((mat[i] / scmat) / scret) - ((vec[w] / scvec) / scret);
+      *ret++ = ((*ten1++ / scaleten1) + (*ten2++ / scaleten2));
     #endif
   }
 }
 
-void m_q_mulvec(const INT_T* const mat, const INT_T* const vec, ITER_T nrows,
-                ITER_T ncols, INT_T* const ret, SCALE_T scmat, SCALE_T scvec,
-                SCALE_T H1, SCALE_T H2) {
-  INTM_T treesumBuffer[ncols];
-  for (ITER_T row = 0; row < nrows; row++) {
-    INT_T* mat_offset = (INT_T*)mat + row * ncols;
+void q7xq15_q7_t_add_vec(const Q7_T* ten, const Q15_T* const vec,
+                         ITER_T nbatches, ITER_T nrows, ITER_T ncols,
+                         ITER_T nchannels, Q7_T* ret, SCALE_T scten,
+                         SCALE_T scvec, SCALE_T scret) {
+  ITER_T len = nbatches * nrows * ncols;
+  #ifdef SHIFT
+    SCALE_T scaleten = scten + scret;
+    SCALE_T scalevec = scvec + scret;
+  #else
+    SCALE_T scaleten = scten * scret;
+    SCALE_T scalevec = scvec * scret;
+  #endif
 
-    for (ITER_T col = 0; col < ncols; col++) {
-      treesumBuffer[col] = ((INTM_T)(*mat_offset++) * (INTM_T)vec[col]);
-    }
+  while (len--) {
+    ITER_T channels = nchannels;
+    const Q15_T* vec_offset = (const Q15_T*)vec;
 
-    v_q_treesum(&treesumBuffer[0], ncols, H1, H2);
-    #ifdef SHIFT
-      ret[row] = (treesumBuffer[0] >> (scmat + scvec));
-    #else
-      ret[row] = ((treesumBuffer[0] / scmat) / scvec);
+    #ifdef LOOP_UNROLL
+      ITER_T len_unroll = channels >> 2;
+      channels = channels % 4;
+      while (len_unroll--) {
+        #ifdef SHIFT
+          *ret++ = ((*ten++ >> scaleten) + (*vec_offset++ >> scalevec));
+          *ret++ = ((*ten++ >> scaleten) + (*vec_offset++ >> scalevec));
+          *ret++ = ((*ten++ >> scaleten) + (*vec_offset++ >> scalevec));
+          *ret++ = ((*ten++ >> scaleten) + (*vec_offset++ >> scalevec));
+        #else
+          *ret++ = ((*ten++ / scaleten) + (*vec_offset++ / scalevec));
+          *ret++ = ((*ten++ / scaleten) + (*vec_offset++ / scalevec));
+          *ret++ = ((*ten++ / scaleten) + (*vec_offset++ / scalevec));
+          *ret++ = ((*ten++ / scaleten) + (*vec_offset++ / scalevec));
+        #endif
+      }
     #endif
+
+    while (channels--) {
+      #ifdef SHIFT
+        *ret++ = ((*ten++ >> scaleten) + (*vec_offset++ >> scalevec));
+      #else
+        *ret++ = ((*ten++ / scaleten) + (*vec_offset++ / scalevec));
+      #endif
+    }
   }
 }
 
-void m_q_sparse_mulvec(const ITER_T* const col_indices, const INT_T* const mat_values,
-                       const INT_T* const vec, ITER_T ndims, INT_T* const ret,
-                       SCALE_T scmat, SCALE_T scvec, SCALE_T scret) {
-  ITER_T iter_index = 0, iter_value = 0;
-  for (ITER_T k = 0; k < ndims; k++) {
-    ITER_T index = col_indices[iter_index];
+void q15_t_add_vec(const Q15_T* ten, const Q15_T* const vec,
+                   ITER_T nbatches, ITER_T nrows, ITER_T ncols,
+                   ITER_T nchannels, Q15_T* ret, SCALE_T scten,
+                   SCALE_T scvec, SCALE_T scret) {
+  ITER_T len = nbatches * nrows * ncols;
+  #ifdef SHIFT
+    SCALE_T scaleten = scten + scret;
+    SCALE_T scalevec = scvec + scret;
+  #else
+    SCALE_T scaleten = scten * scret;
+    SCALE_T scalevec = scvec * scret;
+  #endif
+
+  while (len--) {
+    ITER_T channels = nchannels;
+    const Q15_T* vec_offset = (const Q15_T*)vec;
+
+    #ifdef LOOP_UNROLL
+      ITER_T len_unroll = channels >> 2;
+      channels = channels % 4;
+      while (len_unroll--) {
+        #ifdef SHIFT
+          *ret++ = ((*ten++ >> scaleten) + (*vec_offset++ >> scalevec));
+          *ret++ = ((*ten++ >> scaleten) + (*vec_offset++ >> scalevec));
+          *ret++ = ((*ten++ >> scaleten) + (*vec_offset++ >> scalevec));
+          *ret++ = ((*ten++ >> scaleten) + (*vec_offset++ >> scalevec));
+        #else
+          *ret++ = ((*ten++ / scaleten) + (*vec_offset++ / scalevec));
+          *ret++ = ((*ten++ / scaleten) + (*vec_offset++ / scalevec));
+          *ret++ = ((*ten++ / scaleten) + (*vec_offset++ / scalevec));
+          *ret++ = ((*ten++ / scaleten) + (*vec_offset++ / scalevec));
+        #endif
+      }
+    #endif
 
-    while (index != 0) {
+    while (channels--) {
       #ifdef SHIFT
-        ret[index - 1] += (((INTM_T)mat_values[iter_value] * (INTM_T)vec[k]) >> (scmat + scvec + scret));
+        *ret++ = ((*ten++ >> scaleten) + (*vec_offset++ >> scalevec));
       #else
-        ret[index - 1] += (((INTM_T)mat_values[iter_value] * (INTM_T)vec[k]) / ((INTM_T)scmat * (INTM_T)scvec * (INTM_T)scret));
+        *ret++ = ((*ten++ / scaleten) + (*vec_offset++ / scalevec));
       #endif
-      iter_index++;
-      iter_value++;
-      index = col_indices[iter_index];
     }
-
-    iter_index++;
   }
 }
 
-void t_q_add_vec(const INT_T* const mat, const INT_T* const vec,
-                 ITER_T nbatches, ITER_T nrows, ITER_T ncols,
-                 ITER_T nchannels, INT_T* const ret, SCALE_T scmat,
-                 SCALE_T scvec, SCALE_T scret) {
+void q7_t_relu(const Q7_T* ten, ITER_T nbatches, ITER_T nrows, ITER_T ncols,
+               ITER_T nchannels, Q7_T* ret, Q7_T limit, Q7_T div) {
   ITER_T len = nbatches * nrows * ncols * nchannels;
-  for (ITER_T i = 0, c = 0; i < len; i++, c++) {
-    if (c >= nchannels) {
-      c = 0;
+
+  #ifdef LOOP_UNROLL
+    ITER_T len_unroll = len >> 2;
+    len = len % 4;
+    while (len_unroll--) {
+      *ret++ = q7_relu(*ten++, limit) / div;
+      *ret++ = q7_relu(*ten++, limit) / div;
+      *ret++ = q7_relu(*ten++, limit) / div;
+      *ret++ = q7_relu(*ten++, limit) / div;
     }
+  #endif
 
-    #ifdef SHIFT
-      ret[i] = ((mat[i] >> (scmat + scret)) + (vec[c] >> (scvec + scret)));
-    #else
-      ret[i] = ((mat[i] / scmat) / scret) + ((vec[c] / scvec) / scret);
-    #endif
+  while (len--) {
+    *ret++ = q7_relu(*ten++, limit) / div;
   }
 }
 
-void t_q_sub_vec(const INT_T* const mat, const INT_T* const vec,
-                 ITER_T nbatches, ITER_T nrows, ITER_T ncols,
-                 ITER_T nchannels, INT_T* const ret, SCALE_T scmat,
-                 SCALE_T scvec, SCALE_T scret) {
-  ITER_T len = nbatches * nrows * ncols * nchannels;
-  for (ITER_T i = 0, c = 0; i < len; i++, c++) {
-    if (c >= nchannels) {
-      c = 0;
+void q15_t_l2_norm(const Q15_T* ten, ITER_T nbatches, ITER_T nrows,
+                   ITER_T ncols, ITER_T nchannels, Q15_T* ret,
+                   SCALE_T scale_in, SCALE_T scale_out) {
+  ITER_T len = nbatches * nrows * ncols;
+  #ifndef SHIFT
+    SCALE_T scdiv = (1 << scale_out);
+  #endif
+
+  for (ITER_T i = 0; i < len; i++) {
+    Q31_T sum_square = 0;
+    ITER_T channels = nchannels;
+    const Q15_T* ten_offset = ten;
+
+    #ifdef LOOP_UNROLL
+      ITER_T len_unroll = channels >> 2;
+      channels = channels % 4;
+
+      while (len_unroll--) {
+        Q31_T w = *ten_offset++;
+        Q31_T x = *ten_offset++;
+        Q31_T y = *ten_offset++;
+        Q31_T z = *ten_offset++;
+
+        sum_square += ((w * w) >> (2 * scale_out));
+        sum_square += ((x * x) >> (2 * scale_out));
+        sum_square += ((y * y) >> (2 * scale_out));
+        sum_square += ((z * z) >> (2 * scale_out));
+      }
+    #endif
+
+    while (channels--) {
+      Q31_T w = *ten_offset++;
+      sum_square += ((w * w) >> (2 * scale_out));
     }
 
-    #ifdef SHIFT
-      ret[i] = ((mat[i] >> (scmat + scret)) - (vec[c] >> (scvec + scret)));
-    #else
-      ret[i] = ((mat[i] / scmat) / scret) - ((vec[c] / scvec) / scret);
+    Q15_T inverse_norm_low = 1;
+    Q15_T inverse_norm_high = (1 << (scale_out - 1));
+    Q31_T one = (1 << (-(2 * scale_in + 2)));
+
+    while (inverse_norm_low + 1 < inverse_norm_high) {
+      Q15_T mid = ((inverse_norm_high + inverse_norm_low) >> 1);
+
+      if ((Q63_T)sum_square * mid * mid > one) {
+        inverse_norm_high = mid;
+      } else {
+        inverse_norm_low = mid;
+      }
+    }
+
+    channels = nchannels;
+    #ifdef LOOP_UNROLL
+      len_unroll = channels >> 2;
+      channels = channels % 4;
+
+      while (len_unroll--) {
+        #ifdef SHIFT
+          *ret++  = ((*ten++) >> scale_out) * inverse_norm_low;
+          *ret++  = ((*ten++) >> scale_out) * inverse_norm_low;
+          *ret++  = ((*ten++) >> scale_out) * inverse_norm_low;
+          *ret++  = ((*ten++) >> scale_out) * inverse_norm_low;
+        #else
+          *ret++  = ((*ten++) / scdiv) * inverse_norm_low;
+          *ret++  = ((*ten++) / scdiv) * inverse_norm_low;
+          *ret++  = ((*ten++) / scdiv) * inverse_norm_low;
+          *ret++  = ((*ten++) / scdiv) * inverse_norm_low;
+        #endif
+      }
     #endif
+
+    while (channels--) {
+      #ifdef SHIFT
+        *ret++  = ((*ten++) >> scale_out) * inverse_norm_low;
+      #else
+        *ret++  = ((*ten++) / scdiv) * inverse_norm_low;
+      #endif
+    }
   }
 }
 
-void q_maxpool(const INT_T* const input, INT_T* const output, ITER_T N,
-               ITER_T H, ITER_T W, ITER_T CIn, ITER_T HF, ITER_T WF, ITER_T CF,
-               ITER_T COut, ITER_T HOut, ITER_T WOut, ITER_T G, S_ITER_T HPadU,
-               S_ITER_T HPadD, S_ITER_T WPadL, S_ITER_T WPadR, ITER_T HStride,
-               ITER_T WStride, ITER_T HDilation, ITER_T WDilation,
-               SCALE_T scinput, SCALE_T scoutput) {
-  S_ITER_T HOffsetL = ((S_ITER_T)HDilation * (S_ITER_T)((HF - 1) >> 1)) - HPadU;
-  S_ITER_T WOffsetL = ((S_ITER_T)WDilation * (S_ITER_T)((WF - 1) >> 1)) - WPadL;
-  S_ITER_T HOffsetR = ((S_ITER_T)HDilation * (S_ITER_T)(HF >> 1)) - HPadD;
-  S_ITER_T WOffsetR = ((S_ITER_T)WDilation * (S_ITER_T)(WF >> 1)) - WPadR;
+void q7xq15_q7_convolution(const Q7_T* const input, const Q15_T* const filter,
+  Q7_T* const output, ITER_T N, ITER_T H, ITER_T W, ITER_T CIn, ITER_T HF,
+  ITER_T WF, ITER_T CF, ITER_T COut, ITER_T HOut, ITER_T WOut, ITER_T G,
+  S_ITER_T HPadU, S_ITER_T HPadD, S_ITER_T WPadL, S_ITER_T WPadR,
+  ITER_T HStride, ITER_T WStride, ITER_T HDilation, ITER_T WDilation,
+  SCALE_T scinput, SCALE_T scoutput, SCALE_T demote) {
+  S_ITER_T HOffsetFL = ((HF - 1) >> 1);
+  S_ITER_T HOffsetFR = (HF >> 1);
+  S_ITER_T WOffsetFL = ((WF - 1) >> 1);
+  S_ITER_T WOffsetFR = (WF >> 1);
+
+  S_ITER_T HOffsetL = ((S_ITER_T)HDilation * HOffsetFL) - HPadU;
+  S_ITER_T WOffsetL = ((S_ITER_T)WDilation * WOffsetFL) - WPadL;
+  S_ITER_T HOffsetR = ((S_ITER_T)HDilation * HOffsetFR) - HPadD;
+  S_ITER_T WOffsetR = ((S_ITER_T)WDilation * WOffsetFR) - WPadR;
 
   ITER_T HOffsetIn = W * CIn;
   ITER_T NOffsetIn = H * HOffsetIn;
+  ITER_T WOffsetF = CF * COut;
+  ITER_T HOffsetF = WF * WOffsetF;
+  ITER_T GOffsetF = HF * HOffsetF;
   ITER_T WOffsetOut = (COut * G);
   ITER_T HOffsetOut = WOut * WOffsetOut;
   ITER_T NOffsetOut = HOut * HOffsetOut;
+
+  Q31_T sum;
+  #ifdef SHIFT
+    SCALE_T scale = scinput + scoutput + demote;
+  #else
+    SCALE_T scale = scinput * scoutput * demote;
+  #endif
   for (ITER_T n = 0; n < N; n++) {
     ITER_T hout = 0;
     ITER_T NIndexIn = n * NOffsetIn;
     ITER_T NIndexOut = n * NOffsetOut;
     for (S_ITER_T h = HOffsetL; h < (S_ITER_T)H - HOffsetR; h += (S_ITER_T)HStride, hout++) {
       ITER_T wout = 0;
-      ITER_T HIndexOut = hout * HOffsetOut;
+      ITER_T HIndexOut = hout * HOffsetOut + NIndexOut;
       for (S_ITER_T w = WOffsetL; w < (S_ITER_T)W - WOffsetR; w += (S_ITER_T)WStride, wout++) {
-        ITER_T WIndexOut = wout * WOffsetOut;
+        ITER_T WIndexOut = wout * WOffsetOut + HIndexOut;
         for (ITER_T g = 0; g < G; g++) {
-          ITER_T CIndexIn = g * CF;
-          ITER_T CIndexOut = g * COut;
+          ITER_T CIndexIn = g * CF + NIndexIn;
+          ITER_T GIndexF = g * GOffsetF;
+          Q7_T* output_offset = ((Q7_T*)output) + g * COut + WIndexOut;
           for (ITER_T c = 0; c < COut; c++) {
 
-            INT_T max = INT_TMIN;
-            for (S_ITER_T hf = -((HF - 1) >> 1); hf <= (HF >> 1); hf++) {
+            sum = 0;
+            for (S_ITER_T hf = -HOffsetFL; hf <= HOffsetFR; hf++) {
               S_ITER_T hoffset = h + ((S_ITER_T)HDilation * hf);
-              ITER_T HIndexIn = ((ITER_T)hoffset) * HOffsetIn;
-              for (S_ITER_T wf = -((WF - 1) >> 1); wf <= (WF >> 1); wf++) {
+              if ((hoffset < 0) || (hoffset >= (S_ITER_T)H)) {
+                continue;
+              }
+              ITER_T HIndexIn = ((ITER_T)hoffset) * HOffsetIn + CIndexIn;
+              ITER_T HIndexF = ((ITER_T)(hf + HOffsetFL)) * HOffsetF + GIndexF + c;
+              for (S_ITER_T wf = -WOffsetFL; wf <= WOffsetFR; wf++) {
                 S_ITER_T woffset = w + ((S_ITER_T)WDilation * wf);
-                ITER_T WIndexIn = ((ITER_T)woffset) * CIn;
-                for (ITER_T cf = 0; cf < CF; cf++) {
-                  if ((hoffset < 0) || (hoffset >= (S_ITER_T)H) || (woffset < 0) || (woffset >= (S_ITER_T)W)) {
-                    if (max < 0) {
-                      max = 0;
-                    }
-                  } else {
-                    INT_T a = input[NIndexIn + HIndexIn + WIndexIn + (cf + CIndexIn)];
-                    if (max < a) {
-                      max = a;
-                    }
+                if ((woffset < 0) || (woffset >= (S_ITER_T)W)) {
+                  continue;
+                }
+                const Q7_T* input_offset = ((const Q7_T*)input) + ((ITER_T)woffset) * CIn + HIndexIn;
+                const Q15_T* filter_offset = ((const Q15_T*)filter) + ((ITER_T)(wf + WOffsetFL)) * WOffsetF + HIndexF;
+                ITER_T channels = CF;
+
+                #ifdef LOOP_UNROLL
+                  ITER_T len_unroll = CF >> 2;
+                  channels = CF % 4;
+                  while (len_unroll--) {
+                    sum += ((Q31_T)(*input_offset++)) * ((Q31_T)(*filter_offset));
+                    filter_offset += COut;
+                    sum += ((Q31_T)(*input_offset++)) * ((Q31_T)(*filter_offset));
+                    filter_offset += COut;
+                    sum += ((Q31_T)(*input_offset++)) * ((Q31_T)(*filter_offset));
+                    filter_offset += COut;
+                    sum += ((Q31_T)(*input_offset++)) * ((Q31_T)(*filter_offset));
+                    filter_offset += COut;
                   }
+                #endif
+
+                while (channels--) {
+                  sum += ((Q31_T)(*input_offset++)) * ((Q31_T)(*filter_offset));
+                  filter_offset += COut;
                 }
               }
             }
 
             #ifdef SHIFT
-              output[NIndexOut + HIndexOut + WIndexOut + (c + CIndexOut)] = (max >> (scinput + scoutput));
+              *output_offset++ = (sum >> scale);
             #else
-              output[NIndexOut + HIndexOut + WIndexOut + (c + CIndexOut)] = ((max / scinput) / scoutput);
+              *output_offset++ = (sum / scale);
             #endif
           }
         }
@@ -420,66 +940,192 @@ void q_maxpool(const INT_T* const input, INT_T* const output, ITER_T N,
   }
 }
 
-void q_convolution(const INT_T* const input, const INT_T* const filter,
-                   INT_T* const output, INTM_T* const treesumBuffer, ITER_T N,
-                   ITER_T H, ITER_T W, ITER_T CIn, ITER_T HF, ITER_T WF,
-                   ITER_T CF, ITER_T COut, ITER_T HOut, ITER_T WOut, ITER_T G,
-                   S_ITER_T HPadU, S_ITER_T HPadD, S_ITER_T WPadL,
-                   S_ITER_T WPadR, ITER_T HStride, ITER_T WStride,
-                   ITER_T HDilation, ITER_T WDilation, SCALE_T H1, SCALE_T H2,
-                   SCALE_T scinput, SCALE_T scoutput) {
-  S_ITER_T HOffsetL = ((S_ITER_T)HDilation * (S_ITER_T)((HF - 1) >> 1)) - HPadU;
-  S_ITER_T WOffsetL = ((S_ITER_T)WDilation * (S_ITER_T)((WF - 1) >> 1)) - WPadL;
-  S_ITER_T HOffsetR = ((S_ITER_T)HDilation * (S_ITER_T)(HF >> 1)) - HPadD;
-  S_ITER_T WOffsetR = ((S_ITER_T)WDilation * (S_ITER_T)(WF >> 1)) - WPadR;
+void q7xq15_q15_convolution(const Q7_T* const input, const Q15_T* const filter,
+  Q15_T* const output, ITER_T N, ITER_T H, ITER_T W, ITER_T CIn, ITER_T HF,
+  ITER_T WF, ITER_T CF, ITER_T COut, ITER_T HOut, ITER_T WOut, ITER_T G,
+  S_ITER_T HPadU, S_ITER_T HPadD, S_ITER_T WPadL, S_ITER_T WPadR,
+  ITER_T HStride, ITER_T WStride, ITER_T HDilation, ITER_T WDilation,
+  SCALE_T scinput, SCALE_T scoutput, SCALE_T demote) {
+  S_ITER_T HOffsetFL = ((HF - 1) >> 1);
+  S_ITER_T HOffsetFR = (HF >> 1);
+  S_ITER_T WOffsetFL = ((WF - 1) >> 1);
+  S_ITER_T WOffsetFR = (WF >> 1);
+
+  S_ITER_T HOffsetL = ((S_ITER_T)HDilation * HOffsetFL) - HPadU;
+  S_ITER_T WOffsetL = ((S_ITER_T)WDilation * WOffsetFL) - WPadL;
+  S_ITER_T HOffsetR = ((S_ITER_T)HDilation * HOffsetFR) - HPadD;
+  S_ITER_T WOffsetR = ((S_ITER_T)WDilation * WOffsetFR) - WPadR;
 
   ITER_T HOffsetIn = W * CIn;
   ITER_T NOffsetIn = H * HOffsetIn;
   ITER_T WOffsetF = CF * COut;
   ITER_T HOffsetF = WF * WOffsetF;
+  ITER_T GOffsetF = HF * HOffsetF;
   ITER_T WOffsetOut = (COut * G);
   ITER_T HOffsetOut = WOut * WOffsetOut;
   ITER_T NOffsetOut = HOut * HOffsetOut;
+
+  Q31_T sum;
+  #ifdef SHIFT
+    SCALE_T scale = scinput + scoutput + demote;
+  #else
+    SCALE_T scale = scinput * scoutput * demote;
+  #endif
   for (ITER_T n = 0; n < N; n++) {
     ITER_T hout = 0;
     ITER_T NIndexIn = n * NOffsetIn;
     ITER_T NIndexOut = n * NOffsetOut;
     for (S_ITER_T h = HOffsetL; h < (S_ITER_T)H - HOffsetR; h += (S_ITER_T)HStride, hout++) {
       ITER_T wout = 0;
-      ITER_T HIndexOut = hout * HOffsetOut;
+      ITER_T HIndexOut = hout * HOffsetOut + NIndexOut;
       for (S_ITER_T w = WOffsetL; w < (S_ITER_T)W - WOffsetR; w += (S_ITER_T)WStride, wout++) {
-        ITER_T WIndexOut = wout * WOffsetOut;
+        ITER_T WIndexOut = wout * WOffsetOut + HIndexOut;
         for (ITER_T g = 0; g < G; g++) {
-          ITER_T CIndexIn = g * CF;
-          ITER_T CIndexOut = g * COut;
+          ITER_T CIndexIn = g * CF + NIndexIn;
+          ITER_T GIndexF = g * GOffsetF;
+          Q15_T* output_offset = ((Q15_T*)output) + g * COut + WIndexOut;
           for (ITER_T c = 0; c < COut; c++) {
 
-            ITER_T counter = 0;
-            for (S_ITER_T hf = -((HF - 1) >> 1); hf <= (HF >> 1); hf++) {
+            sum = 0;
+            for (S_ITER_T hf = -HOffsetFL; hf <= HOffsetFR; hf++) {
               S_ITER_T hoffset = h + ((S_ITER_T)HDilation * hf);
-              ITER_T HIndexIn = ((ITER_T)hoffset) * HOffsetIn;
-              ITER_T HIndexF = ((ITER_T)(hf + ((HF - 1) >> 1))) * HOffsetF;
-              for (S_ITER_T wf = -((WF - 1) >> 1); wf <= (WF >> 1); wf++) {
+              if ((hoffset < 0) || (hoffset >= (S_ITER_T)H)) {
+                continue;
+              }
+              ITER_T HIndexIn = ((ITER_T)hoffset) * HOffsetIn + CIndexIn;
+              ITER_T HIndexF = ((ITER_T)(hf + HOffsetFL)) * HOffsetF + GIndexF + c;
+              for (S_ITER_T wf = -WOffsetFL; wf <= WOffsetFR; wf++) {
                 S_ITER_T woffset = w + ((S_ITER_T)WDilation * wf);
-                ITER_T WIndexIn = ((ITER_T)woffset) * CIn;
-                ITER_T WIndexF = ((ITER_T)(wf + ((WF - 1) >> 1))) * WOffsetF;
-                for (ITER_T cf = 0; cf < CF; cf++) {
-                  if ((hoffset < 0) || (hoffset >= (S_ITER_T)H) || (woffset < 0) || (woffset >= (S_ITER_T)W)) {
-                    treesumBuffer[counter] = 0;
-                  } else {
-                    treesumBuffer[counter] = ((INTM_T)input[NIndexIn + HIndexIn + WIndexIn + (cf + CIndexIn)]) *
-                      ((INTM_T)filter[HIndexF + WIndexF + (c + cf * COut)]);
+                if ((woffset < 0) || (woffset >= (S_ITER_T)W)) {
+                  continue;
+                }
+                const Q7_T* input_offset = ((const Q7_T*)input) + ((ITER_T)woffset) * CIn + HIndexIn;
+                const Q15_T* filter_offset = ((const Q15_T*)filter) + ((ITER_T)(wf + WOffsetFL)) * WOffsetF + HIndexF;
+                ITER_T channels = CF;
+
+                #ifdef LOOP_UNROLL
+                  ITER_T len_unroll = CF >> 2;
+                  channels = CF % 4;
+                  while (len_unroll--) {
+                    sum += ((Q31_T)(*input_offset++)) * ((Q31_T)(*filter_offset));
+                    filter_offset += COut;
+                    sum += ((Q31_T)(*input_offset++)) * ((Q31_T)(*filter_offset));
+                    filter_offset += COut;
+                    sum += ((Q31_T)(*input_offset++)) * ((Q31_T)(*filter_offset));
+                    filter_offset += COut;
+                    sum += ((Q31_T)(*input_offset++)) * ((Q31_T)(*filter_offset));
+                    filter_offset += COut;
                   }
-                  counter++;
+                #endif
+
+                while (channels--) {
+                  sum += ((Q31_T)(*input_offset++)) * ((Q31_T)(*filter_offset));
+                  filter_offset += COut;
+                }
+              }
+            }
+
+            #ifdef SHIFT
+              *output_offset++ = (sum >> scale);
+            #else
+              *output_offset++ = (sum / scale);
+            #endif
+          }
+        }
+      }
+    }
+  }
+}
+
+void q15_convolution(const Q15_T* const input, const Q15_T* const filter,
+  Q15_T* const output, ITER_T N, ITER_T H, ITER_T W, ITER_T CIn, ITER_T HF,
+  ITER_T WF, ITER_T CF, ITER_T COut, ITER_T HOut, ITER_T WOut, ITER_T G,
+  S_ITER_T HPadU, S_ITER_T HPadD, S_ITER_T WPadL, S_ITER_T WPadR,
+  ITER_T HStride, ITER_T WStride, ITER_T HDilation, ITER_T WDilation,
+  SCALE_T scinput, SCALE_T scoutput, SCALE_T demote) {
+  S_ITER_T HOffsetFL = ((HF - 1) >> 1);
+  S_ITER_T HOffsetFR = (HF >> 1);
+  S_ITER_T WOffsetFL = ((WF - 1) >> 1);
+  S_ITER_T WOffsetFR = (WF >> 1);
+
+  S_ITER_T HOffsetL = ((S_ITER_T)HDilation * HOffsetFL) - HPadU;
+  S_ITER_T WOffsetL = ((S_ITER_T)WDilation * WOffsetFL) - WPadL;
+  S_ITER_T HOffsetR = ((S_ITER_T)HDilation * HOffsetFR) - HPadD;
+  S_ITER_T WOffsetR = ((S_ITER_T)WDilation * WOffsetFR) - WPadR;
+
+  ITER_T HOffsetIn = W * CIn;
+  ITER_T NOffsetIn = H * HOffsetIn;
+  ITER_T WOffsetF = CF * COut;
+  ITER_T HOffsetF = WF * WOffsetF;
+  ITER_T GOffsetF = HF * HOffsetF;
+  ITER_T WOffsetOut = (COut * G);
+  ITER_T HOffsetOut = WOut * WOffsetOut;
+  ITER_T NOffsetOut = HOut * HOffsetOut;
+
+  Q63_T sum;
+  #ifdef SHIFT
+    SCALE_T scale = scinput + scoutput + demote;
+  #else
+    SCALE_T scale = scinput * scoutput * demote;
+  #endif
+  for (ITER_T n = 0; n < N; n++) {
+    ITER_T hout = 0;
+    ITER_T NIndexIn = n * NOffsetIn;
+    ITER_T NIndexOut = n * NOffsetOut;
+    for (S_ITER_T h = HOffsetL; h < (S_ITER_T)H - HOffsetR; h += (S_ITER_T)HStride, hout++) {
+      ITER_T wout = 0;
+      ITER_T HIndexOut = hout * HOffsetOut + NIndexOut;
+      for (S_ITER_T w = WOffsetL; w < (S_ITER_T)W - WOffsetR; w += (S_ITER_T)WStride, wout++) {
+        ITER_T WIndexOut = wout * WOffsetOut + HIndexOut;
+        for (ITER_T g = 0; g < G; g++) {
+          ITER_T CIndexIn = g * CF + NIndexIn;
+          ITER_T GIndexF = g * GOffsetF;
+          Q15_T* output_offset = ((Q15_T*)output) + g * COut + WIndexOut;
+          for (ITER_T c = 0; c < COut; c++) {
+
+            sum = 0;
+            for (S_ITER_T hf = -HOffsetFL; hf <= HOffsetFR; hf++) {
+              S_ITER_T hoffset = h + ((S_ITER_T)HDilation * hf);
+              if ((hoffset < 0) || (hoffset >= (S_ITER_T)H)) {
+                continue;
+              }
+              ITER_T HIndexIn = ((ITER_T)hoffset) * HOffsetIn + CIndexIn;
+              ITER_T HIndexF = ((ITER_T)(hf + HOffsetFL)) * HOffsetF + GIndexF + c;
+              for (S_ITER_T wf = -WOffsetFL; wf <= WOffsetFR; wf++) {
+                S_ITER_T woffset = w + ((S_ITER_T)WDilation * wf);
+                if ((woffset < 0) || (woffset >= (S_ITER_T)W)) {
+                  continue;
+                }
+                const Q15_T* input_offset = ((const Q15_T*)input) + ((ITER_T)woffset) * CIn + HIndexIn;
+                const Q15_T* filter_offset = ((const Q15_T*)filter) + ((ITER_T)(wf + WOffsetFL)) * WOffsetF + HIndexF;
+                ITER_T channels = CF;
+
+                #ifdef LOOP_UNROLL
+                  ITER_T len_unroll = CF >> 2;
+                  channels = CF % 4;
+                  while (len_unroll--) {
+                    sum += ((Q31_T)(*input_offset++)) * ((Q31_T)(*filter_offset));
+                    filter_offset += COut;
+                    sum += ((Q31_T)(*input_offset++)) * ((Q31_T)(*filter_offset));
+                    filter_offset += COut;
+                    sum += ((Q31_T)(*input_offset++)) * ((Q31_T)(*filter_offset));
+                    filter_offset += COut;
+                    sum += ((Q31_T)(*input_offset++)) * ((Q31_T)(*filter_offset));
+                    filter_offset += COut;
+                  }
+                #endif
+
+                while (channels--) {
+                  sum += ((Q31_T)(*input_offset++)) * ((Q31_T)(*filter_offset));
+                  filter_offset += COut;
                 }
               }
             }
 
-            v_q_treesum(&treesumBuffer[0], HF * WF * CF, H1, H2);
             #ifdef SHIFT
-              output[NIndexOut + HIndexOut + WIndexOut + (c + CIndexOut)] = (treesumBuffer[0] >> (scinput + scoutput));
+              *output_offset++ = (sum >> scale);
             #else
-              output[NIndexOut + HIndexOut + WIndexOut + (c + CIndexOut)] = ((treesumBuffer[0] / scinput) / scoutput);
+              *output_offset++ = (sum / scale);
             #endif
           }
         }
diff --git a/c_reference/tests/Makefile b/c_reference/tests/Makefile
index 5a55e8538..9b31377f7 100644
--- a/c_reference/tests/Makefile
+++ b/c_reference/tests/Makefile
@@ -4,16 +4,17 @@
 include ../config.mk
 
 INCLUDE_DIR=../include
+MODEL_DIR=../models
 SRC_DIR=../src
-IFLAGS = -I $(INCLUDE_DIR)
+IFLAGS = -I $(INCLUDE_DIR) -I $(MODEL_DIR)
 
-all: test_fastgrnn_lr test_rnnpool test_quantized_utils test_quantized_fastgrnn test_quantized_rnnpool test_quantized_mbconv
+all: test_fastgrnn_lr test_rnnpool test_quantized_utils test_quantized_fastgrnn test_quantized_rnnpool test_quantized_mbconv test_quantized_face_detection test_quantized_face_detection_fast
 
 FASTGRNN_DIR=fastgrnn
 test_fastgrnn_lr: $(FASTGRNN_DIR)/test_fastgrnn_lr.c $(SRC_DIR)/utils.o $(SRC_DIR)/fastgrnn.o $(SRC_DIR)/classifier.o
 	$(CC) -o $@ $^ $(IFLAGS) $(CFLAGS) -lm
 test_quantized_fastgrnn: $(FASTGRNN_DIR)/test_quantized_fastgrnn.c $(SRC_DIR)/quantized_utils.o $(SRC_DIR)/quantized_fastgrnn.o
-	$(CC) -o $@ $^ $(IFLAGS) $(CFLAGS) -lm
+	$(CC) -o $@ $^ $(IFLAGS) $(CFLAGS) -Wno-unused-variable -lm
 
 RNNPOOL_DIR=rnnpool
 test_rnnpool: $(RNNPOOL_DIR)/test_rnnpool.c  $(SRC_DIR)/utils.o $(SRC_DIR)/fastgrnn.o $(SRC_DIR)/rnnpool.o
@@ -29,10 +30,16 @@ MBCONV_DIR=mbconv
 test_quantized_mbconv: $(MBCONV_DIR)/test_quantized_mbconv.c $(SRC_DIR)/quantized_utils.o $(SRC_DIR)/quantized_mbconv.o
 	$(CC) -o $@ $^ $(IFLAGS) $(CFLAGS) -Wno-unused-result -lm
 
+FACE_DETECTION_DIR=face_detection
+test_quantized_face_detection: $(FACE_DETECTION_DIR)/test_quantized_face_detection.c $(SRC_DIR)/quantized_utils.o $(SRC_DIR)/quantized_fastgrnn.o $(SRC_DIR)/quantized_rnnpool.o $(SRC_DIR)/quantized_mbconv.o $(MODEL_DIR)/quantized_face_detection.o
+	$(CC) -o $@ $^ $(IFLAGS) $(CFLAGS) -Wno-unused-result -lm
+test_quantized_face_detection_fast: $(FACE_DETECTION_DIR)/test_quantized_face_detection_fast.c $(SRC_DIR)/quantized_utils.o $(SRC_DIR)/quantized_fastgrnn.o $(SRC_DIR)/quantized_rnnpool.o $(SRC_DIR)/quantized_mbconv.o $(MODEL_DIR)/quantized_face_detection_fast.o
+	$(CC) -o $@ $^ $(IFLAGS) $(CFLAGS) -Wno-unused-result -lm
+
 .PHONY: clean cleanest
 
 clean: 
-	rm -f *.o *.gch test_fastgrnn_lr test_rnnpool test_quantized_utils test_quantized_fastgrnn test_quantized_rnnpool
+	rm -f *.o *.gch test_fastgrnn_lr test_rnnpool test_quantized_utils test_quantized_fastgrnn test_quantized_rnnpool test_quantized_mbconv test_quantized_face_detection test_quantized_face_detection_fast
 
 cleanest: clean
 	rm *~
diff --git a/c_reference/tests/face_detection/test_quantized_face_detection.c b/c_reference/tests/face_detection/test_quantized_face_detection.c
new file mode 100644
index 000000000..9ab013b63
--- /dev/null
+++ b/c_reference/tests/face_detection/test_quantized_face_detection.c
@@ -0,0 +1,217 @@
+// Copyright (c) Microsoft Corporation. All rights reserved.
+// Licensed under the MIT license.
+
+#include <stdio.h>
+#include <time.h>
+#include <stdlib.h>
+#include <string.h>
+#include <math.h>
+
+#include "quantized_datatypes.h"
+#include "quantized_face_detection.h"
+
+#define MEM_BUF_SIZE 188160
+#define INPUT_IMG_HEIGHT 240
+#define INPUT_IMG_WIDTH 320
+#define OUTPUT_SIZE 18000
+
+// Fixed Point Output Corresponding To SCUT-HEAD Face-2 Image: 1
+#ifdef SHIFT
+  const Q15_T expected[OUTPUT_SIZE] = {8400, -10670, 10512, -13110, 11143, -13292, 10892, -12643, 10804, -12366, 11051, -12731, 10773, -13248, 10934, -13700, 10503, -14455, 10268, -14466, 9207, -14015, 9069, -14486, 8745, -14200, 9250, -14174, 9507, -13559, 9402, -13061, 8445, -11780, 7845, -11679, 6777, -12095, 6590, -12366, 7164, -10854, 7658, -10424, 8116, -12765, 8084, -14031, 8533, -14374, 7411, -13081, 6754, -11888, 6652, -12774, 8358, -12413, 9257, -12238, 7953, -13293, 7444, -12936, 7158, -12602, 7464, -12197, 7644, -11762, 7875, -12003, 7627, -12494, 7844, -12951, 8025, -12665, 7033, -10211, 10454, -11972, 13239, -16059, 14730, -15882, 14436, -16155, 14326, -16755, 14459, -16429, 14173, -17385, 13974, -17413, 12899, -17356, 12066, -18377, 10604, -18489, 10613, -19080, 10675, -18484, 11570, -16004, 12002, -17178, 12412, -16815, 12021, -17529, 10548, -16646, 8445, -15194, 8662, -14145, 9253, -14380, 9226, -15046, 9055, -15856, 9419, -16221, 10087, -16379, 10183, -16840, 8053, -16327, 7223, -16887, 8981, -18012, 11118, -15868, 9905, -16682, 9177, -16993, 8555, -16615, 8598, -16063, 8697, -16298, 9391, -16507, 9036, -16241, 9856, -17696, 10124, -16337, 8884, -12852, 9506, -11825, 12664, -17665, 13797, -18014, 13749, -17876, 12964, -16457, 12552, -17390, 12487, -18460, 12243, -19135, 11399, -18645, 9935, -17104, 8668, -17965, 8817, -16399, 8830, -17668, 9890, -18184, 11403, -19534, 11166, -18353, 10567, -18008, 9715, -17733, 7917, -16302, 7396, -15458, 7087, -13712, 7899, -15704, 9129, -17179, 9572, -17946, 9505, -16759, 9559, -16661, 7378, -17380, 6988, -14443, 7803, -19088, 10318, -16248, 9893, -16909, 8621, -18086, 8549, -17461, 8256, -15458, 8311, -16412, 8003, -16835, 7595, -17224, 7605, -17750, 7908, -16697, 7025, -14396, 8617, -12857, 10913, -19319, 10849, -18744, 11441, -19933, 11096, -18171, 10325, -18919, 10407, -19079, 10210, -19877, 9976, -18941, 9627, -16891, 8993, -15888, 9496, -14676, 8705, -15175, 8614, -17597, 9867, -18988, 9719, -19310, 8442, -17742, 7409, -17395, 7084, -17327, 6432, -15645, 6616, -15032, 6935, -15737, 8288, -16382, 7873, -16359, 8551, -17200, 7672, -16852, 7124, -16900, 7223, -15059, 7152, -18623, 8702, -16361, 10094, -18947, 8018, -17167, 9462, -16848, 10332, -16179, 9837, -15021, 8710, -16192, 8009, -17065, 6456, -17605, 6132, -16365, 5776, -13595, 7566, -13380, 8939, -18600, 7873, -18689, 8007, -17921, 8761, -18957, 8586, -19351, 9244, -18114, 8769, -20395, 9098, -19317, 8918, -18843, 7658, -17303, 8279, -14784, 8221, -14998, 7213, -17485, 7709, -18268, 7898, -18654, 7673, -16378, 6951, -16262, 7571, -15659, 7562, -13887, 7098, -11473, 6901, -14799, 7981, -17833, 8112, -15255, 7964, -15213, 7365, -16281, 7046, -15510, 7384, -13810, 7121, -16887, 7492, -17211, 8450, -18618, 7547, -16940, 9129, -16967, 9529, -18582, 9572, -18007, 8655, -16395, 7349, -16921, 6331, -14474, 6882, -12214, 6708, -10919, 7247, -13367, 7155, -17255, 6946, -16875, 6059, -17232, 7063, -17425, 8839, -17915, 8373, -16892, 7752, -18368, 7932, -17863, 8110, -17260, 7436, -16318, 6902, -17335, 7231, -16257, 7491, -19114, 7575, -18076, 7402, -19396, 7863, -14807, 8807, -13597, 7690, -13412, 7757, -14499, 7052, -12295, 7603, -9329, 7238, -12572, 7531, -14689, 7492, -15121, 6604, -11248, 7547, -13964, 8425, -16372, 8267, -17450, 8319, -17977, 8118, -14956, 8582, -15825, 9550, -16371, 10519, -17297, 10688, -18384, 10490, -16562, 7898, -17317, 7050, -14836, 7381, -12146, 6839, -10332, 7823, -8981, 7789, -12562, 6901, -11520, 6298, -12535, 7359, -14146, 8669, -15939, 8631, -17133, 8025, -15522, 7279, -17828, 7080, -17372, 7656, -15825, 8028, -19225, 8132, -18293, 7606, -16972, 7808, -17176, 7417, -17570, 7002, -15853, 7365, -15472, 7464, -15662, 6791, -13618, 6611, -13141, 7066, -11734, 6898, -13967, 6739, -15672, 7927, -14744, 7134, -12857, 7348, -12800, 8500, -17072, 8924, -17000, 7851, -17060, 7768, -13661, 6964, -15478, 8697, -16728, 9931, -17620, 10188, -18878, 10144, -19838, 7813, -17508, 6917, -15690, 6859, -15067, 6362, -12099, 7629, -10232, 7886, -14957, 6744, -11912, 6952, -11144, 7991, -12423, 9679, -12205, 10950, -13716, 10411, -14030, 8954, -15412, 8444, -14836, 8250, -15982, 7953, -17247, 8287, -17051, 6483, -18566, 7335, -18918, 7001, -17453, 7501, -14677, 6857, -17384, 6909, -15882, 6388, -14854, 6415, -14238, 7098, -13366, 6906, -15329, 6801, -16356, 6807, -14929, 6974, -15509, 7124, -16334, 8720, -18082, 8421, -17168, 8068, -16999, 8065, -16143, 7362, -16770, 8359, -17631, 9201, -18607, 9145, -19664, 8929, -19576, 8193, -17963, 8037, -16609, 7327, -17160, 6858, -14330, 7461, -11648, 8194, -15381, 7028, -13767, 7217, -12982, 7156, -13084, 8400, -13631, 10136, -13860, 9726, -14426, 9782, -14751, 9953, -16207, 9437, -16079, 9025, -14480, 8787, -13200, 7357, -14007, 7272, -15129, 7297, -16429, 7505, -15466, 7097, -18294, 6761, -13794, 6429, -16152, 6578, -15145, 7952, -15957, 8107, -16578, 7672, -14696, 7446, -17455, 8245, -15996, 7782, -16357, 8244, -15750, 8858, -14347, 8809, -14744, 8493, -15318, 8708, -16431, 9766, -15819, 10381, -16688, 10019, -17501, 9887, -16089, 9575, -15118, 8962, -13165, 8365, -12961, 8034, -11539, 7940, -12690, 8488, -16221, 7217, -15009, 7266, -14230, 7668, -13270, 7994, -12432, 8770, -13513, 8964, -13471, 10098, -11846, 10576, -14134, 9716, -15115, 8872, -14016, 9098, -13650, 9049, -12939, 8887, -13462, 8974, -15508, 8421, -17007, 7547, -16134, 7407, -14518, 8362, -13828, 8320, -14762, 8160, -16458, 8025, -15449, 7778, -15673, 8426, -15007, 8524, -12574, 8236, -13136, 8499, -11971, 8854, -11993, 8648, -12839, 8928, -13354, 9853, -14355, 9987, -14505, 10361, -17528, 10061, -16202, 9734, -13951, 9474, -12872, 9190, -12631, 8718, -12977, 7645, -12834, 7920, -13601, 8432, -15315, 7826, -14289, 7396, -14308, 7762, -14740, 8046, -11638, 8242, -11766, 8067, -12043, 9011, -12358, 10331, -13618, 9805, -14551, 8128, -13937, 8042, -11875, 8419, -11296, 9296, -12722, 9039, -15619, 8576, -16226, 8288, -14087, 7819, -12105, 9049, -14665, 8424, -15328, 7730, -15593, 7084, -13338, 7814, -14061, 8072, -16647, 7792, -16132, 7104, -15436, 7591, -13974, 8424, -13745, 7732, -12895, 7484, -13696, 7797, -14792, 8186, -15421, 8396, -16905, 8667, -15679, 9722, -14690, 9891, -14084, 8834, -12457, 8243, -12865, 6569, -12690, 7678, -13685, 7945, -15213, 7114, -13629, 7020, -14116, 7694, -14134, 7715, -11959, 7663, -11225, 6859, -11683, 7236, -11348, 8859, -12491, 8997, -15158, 9059, -13830, 8498, -12184, 8494, -12365, 9184, -13554, 8824, -15203, 7863, -16062, 8062, -14036, 9367, -13017, 10062, -15765, 8605, -16969, 6730, -15390, 6621, -14070, 6953, -16273, 7233, -14578, 6749, -14407, 6570, -13332, 7048, -14953, 8353, -15372, 8604, -14122, 7402, -13912, 6249, -15459, 6601, -15639, 7590, -15640, 8519, -17461, 9030, -14172, 10057, -14649, 9046, -15062, 8603, -13111, 7055, -12187, 7159, -13187, 7376, -16292, 6501, -15147, 6862, -14059, 7157, -14701, 6766, -13611, 6637, -12364, 6184, -12388, 5847, -12674, 7136, -11685, 6764, -14800, 7783, -12737, 6927, -12602, 6721, -14353, 6631, -14693, 7002, -15729, 6857, -16011, 7039, -15062, 8303, -13863, 8277, -15696, 6367, -17520, 6011, -15655, 6519, -14911, 6469, -16052, 7431, -14964, 7031, -15401, 6544, -14247, 7101, -14938, 8097, -15788, 9362, -15294, 7092, -14677, 5565, -13758, 5776, -15827, 6027, -16159, 7645, -15715, 8106, -14839, 8833, -15514, 8279, -15732, 8533, -15151, 7087, -13257, 6745, -12988, 6533, -16233, 6065, -14382, 5711, -14961, 5548, -13494, 5301, -13659, 5347, -13982, 5430, -12386, 5576, -13382, 5356, -10497, 5575, -15029, 5158, -14137, 5067, -12805, 6524, -13409, 7594, -14213, 7350, -13936, 6507, -14084, 6262, -14087, 6656, -14708, 6502, -14482, 8212, -14987, 7469, -14738, 7061, -14838, 7160, -15171, 5869, -15106, 5756, -14982, 6425, -14955, 6081, -15698, 6080, -16542, 6944, -16691, 5925, -15837, 4722, -7826, 4423, -10928, 5761, -15378, 6654, -15461, 6974, -16337, 7851, -15759, 8235, -15560, 8032, -17369, 7033, -14580, 6139, -11859, 6695, -16653, 7492, -12798, 7219, -13217, 7247, -12041, 7732, -13956, 5808, -11631, 5361, -11347, 5290, -11875, 3325, -7242, 3549, -9126, 3547, -8732, 4024, -7997, 4441, -7037, 6455, -4848, 9467, -9460, 9073, -11131, 8501, -9679, 7374, -10920, 7457, -10455, 8246, -11320, 8725, -11841, 9750, -13164, 9164, -12097, 8436, -12771, 7972, -14916, 7159, -13924, 7345, -14159, 8134, -14620, 7806, -16004, 7344, -14555, 3847, -9124, 5217, -12854, 5688, -15875, 6452, -16997, 5962, -14821, 6636, -15738, 6315, -16388, 7026, -16051, 6539, -14094, 5442, -10380, 6781, -13656, 6312, -11610, 4051, -7985, 3455, 2462, 3009, -7521, 2938, -5103, 4349, -8459, 2159, -6282, 2421, -1904, 1792, -4615, 1585, -2860, -64, -84, 1044, -315, 3, 3721, 4845, -4662, 3569, -2659, -371, 4176, 4637, -6611, 225, 2467, 3915, -5238, 3610, -3969, 5211, -5179, 569, 4184, 3051, -5947, 4214, -6516, 5881, -9425, 4002, -6995, 4923, -9186, 6717, -11218, 6523, -11054, 4031, -8691, 5576, -12066, 5418, -13630, 5933, -16841, 5992, -13867, 5979, -16117, 5469, -12706, 5349, -14513, 5771, -12586, 6046, -10865, 5810, -8178, 4140, -11202, 3142, -8940, 3677, -10544, 3323, -8926, 4116, -3779, 3079, -6561, 2450, -5232, 2426, -5145, 2826, -3131, 3543, -6506, 3192, -5320, 1392, -1495, 6458, -6992, 2750, -5765, 2473, -2298, 5004, -6067, 3293, -5778, 6606, -7427, 6048, -8554, 900, 31, 5478, -7238, 4477, -6596, 2000, -4053, 1690, -4476, 2516, -6328, 2813, -5265, 3387, -8108, 3159, 406, 2133, -5862, 3060, -7583, 3402, -8170, 4330, -10907, 5757, -16019, 6330, -15662, 4732, -10968, 5682, -6833, 4992, -10189, 4596, -11275, 6389, -10202, 7069, -10326, 5601, -11564, 5704, -11680, 5953, -13806, 4485, -11865, 4442, -9434, 4286, -9982, 4896, -8830, 3553, -8538, 3464, -6959, 3482, -8875, 4064, -5857, 4631, -7019, 5685, -10832, 4265, -2658, 4311, -11696, 4531, -7732, 5907, -9528, 1992, -3951, 3273, -8404, 8358, -10006, 6073, -10990, 7250, -11564, 4450, -6407, 4949, -10517, 4036, -7853, 4253, -9560, 4677, -11041, 4659, -10056, 4472, -8763, 4183, -8738, 5744, -6265, 5130, 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6409, -13148, 6490, -15916, 6953, -16262, 5820, -11401, 5635, -12119, 6078, -11871, 7052, -16063, 7389, -18093, 7017, -16358, 6653, -14716, 6414, -15515, 6737, -17565, 7789, -13042, 7118, -13106, 5405, -12717, 7054, -11869, 9576, -14623, 7644, -14497, 7524, -15334, 6620, -16268, 7707, -14176, 8403, -15330, 6860, -13076, 6379, -14546, 5919, -15906, 5752, -13789, 5560, -12110, 6525, -12974, 7108, -17521, 6784, -14276, 6635, -16396, 7121, -16013, 7490, -16209, 6567, -14440, 7077, -14618, 6132, -15147, 6856, -14000, 5726, -14962, 10263, -13652, 7958, -14823, 5860, -14439, 6287, -13502, 6722, -12609, 6025, -12793, 5488, -9149, 6021, -10357, 8256, -14452, 8164, -15329, 7516, -12537, 6128, -13597, 6958, -13771, 7636, -15220, 8856, -13886, 8241, -11830, 5983, -12649, 6365, -11867, 8507, -13692, 7589, -15874, 7513, -13308, 7403, -14384, 7671, -15271, 8782, -14200, 8591, -13008, 6971, -12453, 6135, -10955, 5323, -11358, 6385, -14040, 6950, -13343, 7519, -17189, 6565, -11841, 6457, -15002, 8201, 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-7088, -3521, 7281, -7736, -4661, 1175, 1907, -7051, -2798, 1506, 11902, -5553, -3066, -2496, 7539, -5942, -2251, 3237, 5575, -8431, -2097, -12971, 2514, -8177, -3417, 11363, -2239, -8107, -5479, -2553, -1618, -9436, -7551, 1295, -2338, -9839, -6037, 8962, 3788, -9919, -7248, -4923, 5672, -10908, -8620, 5477, 1134, -11389, -7903, 1658, 13075, -7012, -4628, -6687, 5395, -10005, -6576, -1392, 9891, -9264, -7860, 7074, 2596, -9323, -7727, -2355, 8762, -8109, -8240, 1961, -964, -12341, -10458, 4505, 345, -10649, -8851, 2975, 1473, -10781, -9443, -4588, 2333, -11589, -9983, 4294, 589, -7737, -5707, 2889, 2561, -10280, -7846, -6695, 2252, -9016, -3984, 2638, -11172, -8190, -3104, -9097, -6023, -7289, -2919, 12282, 786, -6656, -4139, -4936, -17, -8284, -6722, 119, -1813, -6174, -3731, 8072, -448, -9117, -7167, -6871, -7418, -10791, -8811, 11584, -3397, -6986, -3697, 2183, -5339, -6513, -3971, -8894, -1997, -6944, -3492, -2577, -2740, -10099, -7273, 4536, 6381, -5420, -2567, -3477, -3305, -7234, -6109, 1497, -5058, -8297, -6418, -303, -4142, -8785, -6810, 1064, -5459, -7845, -6347, -1216, -7645, -8071, -6781, 1781, -253, -5500, -4593, 5950, -4432, -6901, -3662, -9358, -1549, -8128, -2897, 4268, 2791, -4490, 1893, -3176, 4600, -4356, 998, 10005, -5815, -7468, -4692, -5176, -9889, -8111, -6628, -2103, 764, -5136, -4941, 6211, -4811, -8221, -7105, -5787, -5175, -6373, -5404, 2167, -873, -4809, -2878, -1109, -8632, -4188, -1874, 256, -5730, -5903, -1507, -955, -5013, -6059, -928, 9294, 4026, -1951, 1798, -11035, 3797, -1379, 1737, -3529, -602, -5764, -3347, -1865, -3543, -8169, -5385, 135, -1098, -4797, -2677, 3825, 1375, -4417, -1200, 11639, 13886, 2407, 4291, -1185, 16290, 3822, 7831, -10991, 6103, -1596, 4662, 6070, 670, -5722, 2980, -2926, -1550, -4286, 3522, 969, -2730, -4696, -1038, 4322, -4644, -4910, -2908, -3772, -3176, -4412, -4239, 7389, -77, -6393, -5444, -6693, 2146, -4643, -4494, 4501, -3439, -4068, -3138, 2868, -3965, -3853, -2084, -4231, -432, -4462, 326, 910, -2576, -3347, 2399, 6438, -13032, -2309, 2767, -10202, -12024, -1169, 3512, -1309, -1507, -4327, -1127, -2842, 1247, -5432, -2154, -3112, -2104, -4062, -1048, 6868, -3536, -2836, 624, 14328, -3259, 4289, 6130, -2133, -3698, 5070, 8088, -13599, -3690, 1094, 6442, 2757, 579, -7553, 2719, -2572, -6588, -5485, 3585, -1563, -4594, -4172, -642, 4315, -363, -2479, -1537, -327, 7667, -924, 3, 2283, -776, -3971, -2935, -975, -2563, -3092, -2914, 2493, 431, -1353, -1702, 5053, 629, -2322, -1694, -4615, -2799, -3095, 238, 7817, -2529, -1727, 3233, 3507, -734, -1495, 4803, -11339, 1843, -517, 5026, -440, -696, -4642, -1365, -1730, -2669, -4659, -1638, -1162, 926, -2240, 227, 3947, 2516, -399, 2385, 6349, -12509, 2622, 4325, -1579, -14718, 4718, 8736, -9170, -5510, 195, 5779, 3392, -7906, -7737, 1661, -1945, -5517, -4844, 1770, -2369, 2204, -2315, -1223, 8582, -4068, -496, -860, 965, -3651, -1947, -1376, -5418, -3229, -1165, -1054, -1020, -5231, -2448, -2638, 5119, -2416, -345, -1067, 3350, -6405, -1957, -2953, -6348, -5833, -4031, -2620, 3782, -8154, -795, 2485, 3394, -12540, -1832, 3448, -6784, -7342, -2150, 3876, -4783, -2099, -4245, -747, 727, -1724, -2683, -1508, 2241, -3717, -1248, 485, 4280, -2924, -1360, 861, -2670, -2129, 136, 1075, 2479, -2215, -747, 3104, -10950, 1755, -2269, 3700, 961, -5204, -4911, 821, 4530, -3825, -4516, -1133, -775, -2754, -2952, -2512, 1910, -2181, -443, -947, -217, -7522, -1779, -1044, -157, -2298, -1279, -791, -1972, -846, -2335, -2668, 5157, -2543, -1156, -794, -2516, -1291, -1021, -1279, -2505, -4162, -3405, -2239, -993, -1329, -1815, -994, 2621, -6764, -1174, 828, 517, -7229, -2549, 1826, -1323, -44, -2992, -77, -1245, 2924, -2564, -2439, 57, 611, -1261, -1156, 869, -4872, -1496, -389, -1218, -4147, -372, 927, 2395, -9358, -1184, 3118, -6706, -5481, -2960, 2594, -699, 841, -4982, -3323, 22, 1468, -4628, -3337, 494, 2464, -3642, -3755, -617, 3244, -4219, -4040, -2756, 3545, -4486, -4423, -271, 1681, -5431, -4971, -21, 953, -5033, -5149, -199, 1824, -4679, -5263, 498, 2880, -4642, -5195, 1117, 2994, -4346, -5776, -351, 3401, -4243, -6218, -1883, 2834, -4600, -6438, -643, 2356, -5226, -6189, 266, 2736, -5966, -5942, 729, 3701, -6271, -5080, -332, 3810, -5334, -3838, 606, 3515, -5432, -3952, -1627, 3522, -5310, -4644, 299, 3948, -5507, -5318, -1856, 2793, -5584, -4047, -1450, -663, -6370, -4738, 718, -1344, -5645, -4514, 3248, -1837, -4605, -4474, 916, 87, -5644, -4786, -3089, 3208, -6410, -5430, -2267, 4152, -6698, -5622, 780, 589, -6506, -6297, 2016, -176, -5802, -6660, 1531, 337, -6083, -6685, 1545, 914, -5939, -7306, -307, -105, -5944, -7751, -1368, -266, -6226, -7546, 1258, -701, -6519, -7084, 4828, -378, -7294, -6520, 2688, 1512, -7325, -5202, 300, 5028, -5907, -2350, 3032, 12791, -4011, 101, -4245, 9691, -4706, -1345, 3027, 3886, -8775, -4844, -4184, 3864, -8719, -4373, -1492, 1397, -6496, -4811, 1227, 3816, -5517, -5152, 3543, 4807, -4052, -4508, 5581, 4146, -5550, -4549, 79, 4734, -6571, -5202, -1285, 3745, -6786, -5267, -4905, 1653, -5760, -5234, 2854, -1463, -5313, -5280, 1186, -1343, -6298, -5473, 976, -1265, -6499, -6286, -326, -2122, -5899, -6101, -510, -2910, -6089, -5763, 1928, -1553, -6080, -5068, 5088, -1336, -6477, -4216, 4033, -1790, -5828, -2873, 10968, 2442, -4156, -321, 2826, 4430, -3502, 206, -7191, 3624, -3545, -86, 4756, 2750, -8958, -3066, -3537, 2729, -10863, -4408, -1117, 481, -7587, -4935, 3604, 1788, -6021, -5235, 3040, 3559, -4399, -4878, 1850, 1313, -5074, -4649, 628, -2619, -6266, -4792, -2198, -3685, -6644, -4525, -4228, -2518, -5902, -4639, 2140, -373, -5777, -4271, 1435, -742, -7304, -4716, -394, -637, -6965, -5128, 294, -507, -6362, -5111, 1149, -358, -6187, -4578, 1756, 1040, -5531, -3832, 2810, 620, -5472, -3533, 4232, -572, -4704, -2471, 9350, -5908, -4331, -770, 3122, -6586, -3174, 329, -7683, -6306, -3838, 44, 4215, -5333, -8430, -2235, -3287, -5594, -10705, -3872, -34, -296, -7933, -4035, 6118, -907, -6587, -4354, 2562, -978, -4890, -4735, -1802, -1694, -4767, -4695, -1473, -1086, -5270, -4685, -1434, -120, -6230, -4652, -2122, 1041, -5751, -5122, 1070, 1725, -6266, -4948, -445, 941, -7373, -4597, -5, -972, -6747, -4284, 1061, -1339, -6375, -4507, -155, 878, -6243, -3979, 1036, 1233, -5476, -3263, 2298, 807, -5484, -3266, 2136, -10, -4926, -3184, 970, -2153, -4361, -1781, 2732, -9559, -3507, 1026, -1762, -7748, -4277, 309, 1662, -3784, -7384, -1963, -5080, -2361, -8188, -1862, -267, -846, -8292, -3305, 3318, -2512, -7539, -3782, 2179, -4324, -5409, -4261, -1086, -3001, -5595, -4575, -667, -1094, -6424, -5281, -1769, -139, -6673, -5179, -1522, 59, -6369, -5275, 123, -628, -6937, -5284, -1204, -328, -7448, -4656, -175, 1062, -6541, -4278, 233, 1893, -6053, -3796, 2233, 831, -6501, -3425, 1206, 601, -5749, -3546, 2094, -1383, -6001, -3712, 833, -2384, -5168, -3740, -1140, -1522, -5183, -3411, -1087, -341, -5255, -1764, 2476, -481, -6317, -1730, -831, -1594, -7618, -2535, -5434, -1002, -8003, -2558, -2103, 1739, -8441, -3317, -1998, 3054, -8056, -3679, 1039, 999, -6676, -4383, -607, -5, -6776, -4549, -964, -451, -7070, -4275, -2465, -327, -7145, -4501, -2032, 399, -7277, -5159, -695, 504, -7389, -5050, -885, 2101, -7538, -4559, -2018, 2845, -6821, -4488, -526, 983, -7291, -4476, 803, 195, -7165, -3893, -347, -152, -6630, -3884, -831, -1340, -6726, -3738, 457, -1840, -6397, -4026, -76, -918, -6980, -4464, -917, -589, -7721, -4180, 1066, -528, -7684, -3561, -1459, -1296, -7889, -3206, -2235, -330, -8099, -2943, 222, 4942, -9692, -4251, -4134, 5482, -10356, -5007, 2906, 6353, -8865, -6538, -4560, 7251, -8516, -7049, -1121, 5086, -8586, -5862, -1030, 4252, -8362, -5804, -1051, 4186, -8941, -6591, 684, 3841, -8861, -6470, 815, 5531, -8732, -6708, -3989, 3855, -8677, -6265, -410, 2287, -8512, -5682, 473, 2166, -7868, -5721, -839, 2062, -7516, -5972, -400, 3788, -7143, -6457, -680, 4363, -6931, -6036, -239, 2756, -8199, -6264, -2852, 2341, -8364, -5263, 2910, 1520, -8390, -5309, -846, 4479, -8588, -5113, -1737, 2982, -8330, -4185, 1335, 3952, -12784, -6788, -7894, 4220, -12966, -6696, 5475, 2438, -10594, -7278, -4098, 2703, -10194, -8044, -2432, 1810, -9669, -6436, 2344, 2532, -9958, -7134, -2310, 3433, -10258, -7518, 5422, 4008, -10643, -7098, -66, 7403, -11223, -8467, -7773, 6282, -10967, -7726, -2043, 5248, -9517, -7124, 3989, 5196, -8436, -7085, -4125, 5810, -8369, -7755, 365, 4218, -8876, -8104, -697, 3559, -8393, -7772, -2021, 2973, -9116, -8129, -3191, 2838, -9630, -7867, 3150, 1883, -9173, -6637, 121, 3788, -10216, -6931, -5166, 3019, -9377, -5330, 1685, -5478, -12801, -6441, -7151, -4651, -12636, -6350, 4957, 788, -10995, -7719, -4049, 782, -10671, -8441, -3777, -22, -9623, -6699, 3641, -324, -10043, -7463, -1858, -229, -10678, -7695, 6476, -1301, -10894, -7476, -269, -2652, -12109, -9180, -8688, -1414, -11903, -8649, -446, 1096, -10243, -7373, 4920, 10128, -7875, -6455, -5207, 9149, -7824, -6635, -1742, 768, -8863, -7374, -762, -1950, -8830, -7528, -621, -2453, -8933, -7827, -1809, -278, -9116, -7155, 4451, 4242, -7601, -5649, 1703, 6824, -7458, -4208, -4467, 3215, -8273, -4525, 2546, 899, -9989, -2879, -3094, 1791, -10445, -3743, 4427, -2898, -10108, -6511, -2360, -3411, -10087, -7653, -2993, -1211, -9331, -6913, 3922, 643, -9807, -7442, -3026, 393, -9214, -7212, 3235, -1136, -9282, -7187, -220, -2675, -9249, -7053, -3221, -2426, -9482, -6277, 4712, 1001, -8548, -5049, 5398, 2771, -10365, -6760, -8203, 3123, -9929, -6892, -8133, 949, -7455, -5328, 121, -1470, -8173, -5895, 886, -473, -7145, -5357, 3596, 1318, -7408, -3953, 10064, 10285, -3925, -1224, -1974, 11034, -4022, -807, -9961, 6755, -4033, -1172, 3556, -701, -10142, -2391, -3212, -1328, -10444, -3628, 75, 440, -8398, -4749, 1440, 208, -8053, -5826, -2321, 1717, -8645, -6176, 1754, -102, -9558, -6813, -2803, 511, -8656, -6667, 2385, -2508, -8196, -6403, 432, -1930, -8250, -6332, -9, -36, -8535, -5553, 3647, -1959, -8396, -4612, 4983, -8854, -10324, -6142, -8010, -9122, -9654, -5550, -4989, -3358, -7494, -4378, -97, -1174, -7216, -4341, 2828, -1039, -6575, -3939, 7589, -2467, -6620, -3349, 10741, -2002, -3997, -1190, -2645, -2310, -3899, -1025, -13138, -2271, -3167, -496, 1926, -301, -11029, -2116, -3460, -1868, -10786, -2551, -1688, -195, -7666, -3620, 4863, 1771, -6717, -4804, -667, 4485, -7365, -5754, -2193, 2364, -7916, -5091, -933, -442, -7090, -5022, 1687, 1257, -6136, -4538, 1472, 195, -7073, -5118, -1294, -289, -7629, -4807, 4502, -1188, -6881, -3652, 2934, -901, -7699, -3543, -6424, -989, -7112, -2424, -2904, -908, -6853, -2847, 672, -311, -6635, -3195, 2396, 351, -6474, -3112, 5246, -1506, -6782, -2760, 8962, -11731, -4328, -837, -2053, -13998, -4117, -407, -10722, -7605, -4592, -433, 975, -2458, -10564, -2731, -4325, -1740, -9572, -2209, -2772, 577, -6479, -3273, 7108, -1460, -6257, -4109, 114, -1640, -7127, -5324, -6258, -1450, -6818, -3991, 962, -2392, -6107, -3959, 3022, -1267, -5404, -4171, -2169, -1703, -5778, -4494, -3554, -3433, -6514, -4187, 4785, -5081, -6084, -3294, 3562, -7523, -7237, -3391, -5717, -5134, -6848, -3175, -6516, -793, -5835, -2661, 570, -358, -5796, -3461, 2094, -1434, -6056, -3367, 3833, -1008, -5679, -2876, 3353, -2783, -4798, -1566, 1923, -4431, -6013, -807, -8444, -1603, -6574, -1817, -401, -1673, -6416, -2419, -1397, -2427, -6354, -2820, -2149, -840, -4774, -3636, 2761, -1517, -4112, -3576, -961, -3383, -4690, -4007, -4557, -1758, -4694, -3778, -361, -209, -4198, -3966, 1938, -1885, -4613, -4443, -2753, -1693, -4296, -3942, -2322, -910, -4208, -3423, 1255, -1436, -3901, -3202, 1695, -3962, -4415, -2934, -2300, -2891, -4349, -2900, -4153, 810, -4154, -3452, -1076, 2472, -3633, -3478, 1283, 1502, -3826, -3328, 1202, -765, -3668, -3037, 1044, -1446, -3749, -2585, 2688, -4508, -5445, -2330, -4990, -2491, -5207, -2022};
+#else
+  const Q15_T expected[OUTPUT_SIZE] = {7879, -9373, 9900, -11697, 10509, -11402, 10358, -10744, 10426, -10824, 10712, -11708, 10537, -11765, 10706, -12647, 10405, -13250, 10083, -13849, 9003, -13299, 8666, -13662, 8503, -13297, 8756, -13199, 8917, -12594, 8803, -11935, 7912, -10898, 7130, -11024, 6373, -11578, 6272, -11800, 6920, -10454, 7186, -9883, 7515, -11955, 7378, -13112, 7834, -13577, 7105, -12557, 6426, -11344, 6377, -12265, 7793, -11959, 9010, -11836, 7740, -12423, 7410, -12121, 7128, -12219, 7255, -11801, 7320, -11030, 7570, -11615, 7269, -11588, 7583, -11968, 7624, -11589, 6875, -9387, 9631, -10381, 12439, -14620, 14282, -13968, 14390, -14193, 14423, -14413, 14790, -14621, 14736, -15768, 14617, -16415, 13243, -16619, 12032, -17561, 10332, -17963, 10076, -18112, 10273, -17720, 10829, -15097, 11322, -15698, 11782, -16002, 11052, -15952, 9684, -15205, 7990, -14420, 8185, -13465, 8873, -13551, 8590, -14008, 8403, -14874, 8700, -15117, 9353, -15403, 9926, -15935, 7594, -15696, 6939, -16150, 8302, -16790, 10799, -15282, 9596, -15737, 9017, -15779, 8414, -15997, 8524, -15407, 8424, -15292, 9074, -15837, 8681, -15148, 9419, -16117, 9389, -14431, 8428, -11788, 8634, -10291, 11713, -16140, 13691, -16229, 14133, -15486, 13940, -15107, 13628, -15688, 13590, -16519, 13308, -18151, 11955, -17809, 9974, -16563, 8450, -17152, 8307, -15552, 8496, -16866, 9302, -17207, 10710, -18165, 10329, -17440, 9852, -16375, 8950, -16821, 7580, -15148, 6969, -14542, 6814, -12932, 7363, -14426, 8575, -15815, 8787, -16196, 8784, -15481, 9192, -15945, 6869, -16802, 6709, -13500, 7191, -17844, 9798, -14955, 9441, -15762, 8312, -17218, 8266, -16803, 7856, -14647, 7720, -15679, 7345, -15798, 6960, -16104, 7326, -16373, 7460, -15611, 6695, -13932, 8056, -11657, 10217, -17636, 10932, -17220, 11966, -18285, 11850, -17484, 11166, -17931, 11166, -18017, 10851, -19042, 9967, -18786, 9403, -16541, 8480, -15357, 8832, -13473, 8184, -14402, 7992, -16705, 9123, -17940, 8906, -18025, 7807, -16472, 6985, -16575, 6773, -16206, 6227, -15076, 6309, -14220, 6431, -14759, 7642, -15109, 7476, -15224, 8287, -16391, 7550, -16319, 6797, -16390, 6920, -14115, 6737, -17409, 8128, -15006, 9421, -17821, 7728, -15973, 9063, -16088, 9742, -14909, 9165, -13876, 7982, -15184, 7329, -16299, 6217, -16855, 5813, -15881, 5490, -13056, 7244, -12669, 8360, -17421, 8006, -17862, 8400, -17260, 9273, -18342, 8966, -18906, 9423, -17543, 8803, -19234, 9132, -18490, 8731, -18429, 7534, -16833, 7808, -13862, 7768, -14184, 6759, -16665, 7218, -17561, 7300, -17550, 7045, -15693, 6509, -15248, 7241, -15106, 7103, -13433, 6729, -11010, 6388, -13987, 7239, -16632, 7512, -14532, 7539, -14570, 6963, -15427, 6599, -14843, 6899, -13201, 6683, -15871, 7012, -16042, 7967, -17924, 7138, -16369, 8712, -16233, 8820, -17437, 8718, -16951, 7773, -15362, 6658, -15999, 6015, -13579, 6411, -11359, 6403, -10421, 6913, -13061, 6751, -16931, 6826, -15886, 6379, -16624, 7241, -16645, 8923, -17021, 8315, -16194, 7878, -17948, 7937, -17589, 7900, -16959, 7061, -15768, 6724, -16569, 6894, -15548, 7153, -18117, 7218, -17260, 7036, -18431, 7379, -14319, 8424, -12673, 7512, -13172, 7312, -13837, 6645, -12032, 7019, -9039, 6719, -11874, 7356, -14114, 7072, -14597, 6223, -10827, 7138, -13245, 7987, -15629, 7608, -16722, 7879, -17014, 7645, -14350, 7936, -15078, 9015, -15425, 9609, -16103, 9845, -16969, 9680, -15562, 7343, -16654, 6686, -14299, 6778, -11476, 6406, -10121, 7543, -8904, 7386, -12545, 6638, -11207, 6231, -12521, 7098, -13895, 8549, -15534, 8470, -16338, 8153, -15442, 7438, -17633, 7251, -17117, 7614, -15379, 7934, -18621, 8027, -17517, 7317, -16084, 7577, -16163, 7033, -16645, 6653, -15038, 6995, -14730, 7075, -14902, 6522, -13107, 6192, -12367, 6580, -11097, 6553, -13223, 6386, -14950, 7605, -13903, 6989, -12129, 6985, -12096, 8176, -16077, 8602, -16396, 7583, -16208, 7472, -12761, 6497, -14838, 8321, -16049, 9185, -16103, 9320, -17827, 9484, -18559, 7471, -16488, 6548, -14790, 6534, -14390, 5992, -11688, 7381, -9851, 7513, -14295, 6430, -11662, 6710, -10778, 7643, -11860, 9310, -11914, 10642, -13039, 10296, -13422, 8850, -15116, 8351, -14702, 8205, -15574, 7885, -17193, 8217, -16800, 6431, -17945, 7220, -18129, 6860, -16560, 7313, -13524, 6595, -16182, 6619, -14808, 6109, -14294, 6180, -13506, 6856, -12818, 6596, -14467, 6552, -15503, 6770, -14300, 6837, -14802, 7038, -15712, 8413, -17227, 8363, -16579, 7977, -16070, 7859, -15307, 7140, -16020, 8077, -16914, 8831, -17837, 8634, -19144, 8489, -18795, 8042, -17439, 7683, -15763, 7086, -16608, 6584, -13822, 7181, -11222, 7723, -14576, 6670, -13481, 6860, -12643, 6861, -12525, 8142, -12988, 9860, -13356, 9641, -13803, 9506, -14527, 9806, -16195, 9201, -15760, 8803, -14505, 8592, -13057, 7074, -13409, 7006, -14886, 6891, -15594, 7131, -14449, 6746, -17205, 6617, -13218, 6460, -15465, 6637, -14881, 7793, -15216, 7802, -15791, 7266, -14099, 7312, -16890, 7998, -15861, 7590, -15878, 7879, -15559, 8728, -14161, 8634, -14824, 8342, -15230, 8247, -15859, 9267, -15003, 9725, -15974, 9491, -17034, 9508, -15399, 9340, -14506, 8587, -12471, 8021, -12381, 7682, -11422, 7719, -12285, 8180, -15570, 7003, -14625, 6986, -13865, 7509, -12906, 7768, -12134, 8647, -13223, 8751, -13135, 9893, -11553, 10192, -13854, 9319, -14481, 8531, -13693, 8911, -13358, 8729, -12386, 8390, -12965, 8463, -14904, 7775, -16350, 6782, -15377, 6971, -14020, 8118, -13649, 8292, -14857, 8067, -15966, 7754, -14732, 7435, -15232, 8230, -14915, 8207, -12671, 7880, -13008, 8074, -11843, 8652, -12009, 8553, -12567, 8704, -13232, 9409, -13955, 9454, -13783, 9924, -16800, 9601, -15986, 9426, -13785, 9134, -12610, 8775, -12156, 8504, -12515, 7379, -12516, 7630, -13141, 7992, -14742, 7419, -13816, 7177, -13772, 7680, -14446, 7977, -11581, 8174, -11681, 7890, -11728, 8765, -12026, 9999, -13381, 9467, -13916, 7915, -13452, 7918, -11630, 8330, -11199, 8987, -12085, 8686, -14860, 8139, -15826, 7564, -13716, 7477, -11349, 8712, -14154, 8177, -14968, 7425, -15202, 6836, -12949, 7566, -13568, 7801, -16306, 7454, -15885, 6946, -15203, 7256, -13785, 8163, -13839, 7408, -13109, 7142, -13695, 7293, -14595, 7708, -14889, 7952, -16225, 8307, -15435, 9389, -14248, 9505, -13848, 8646, -12437, 8113, -12804, 6388, -12399, 7286, -13097, 7469, -14370, 6772, -13034, 6851, -13507, 7436, -13809, 7596, -11780, 7550, -11040, 6676, -11438, 6954, -10841, 8498, -12281, 8775, -14722, 8836, -13170, 8415, -11969, 8390, -12349, 8844, -13219, 8597, -14788, 7505, -15337, 7464, -13472, 8760, -12378, 9388, -14952, 8129, -15771, 6350, -14852, 6345, -13100, 6742, -15717, 7084, -14055, 6444, -13972, 6397, -12884, 6926, -14812, 8183, -15175, 8206, -14303, 7056, -13917, 5852, -14864, 6486, -15408, 7348, -15541, 8430, -16990, 8893, -13959, 9910, -14228, 9059, -15002, 8577, -13125, 6911, -11961, 6845, -12638, 6971, -15771, 6198, -14474, 6561, -13464, 6825, -13885, 6651, -13142, 6520, -11934, 6086, -12130, 5661, -12400, 6911, -11397, 6615, -14444, 7594, -12545, 6784, -12381, 6605, -13981, 6419, -14318, 6618, -15207, 6355, -15288, 6487, -14329, 7592, -13015, 7519, -14840, 5817, -16363, 5668, -14857, 6168, -14684, 6128, -15222, 7115, -14289, 6531, -14684, 6370, -14036, 6878, -15020, 7786, -15775, 8758, -14775, 6580, -14669, 5399, -13344, 5664, -15509, 5938, -16019, 7651, -15480, 7872, -14709, 8791, -15088, 8229, -15742, 8524, -15145, 7048, -12748, 6395, -12464, 6174, -15439, 6002, -13720, 5403, -14112, 5292, -12839, 4997, -12992, 5234, -13518, 5392, -12200, 5472, -13149, 5260, -10242, 5345, -14229, 5010, -13702, 4932, -12181, 6453, -13070, 7665, -14050, 7295, -13628, 6257, -13505, 6089, -13442, 6445, -13899, 6318, -13574, 8173, -14213, 7336, -14055, 7081, -14426, 6891, -14489, 5558, -14666, 5652, -14442, 6259, -14555, 6057, -15881, 5883, -16244, 6720, -16397, 5641, -15396, 4374, -7771, 4202, -10431, 5650, -15054, 6512, -15280, 6638, -16263, 7743, -15615, 8291, -15385, 8131, -17077, 7113, -14244, 5872, -11430, 6539, -16120, 7141, -12218, 6766, -12380, 7058, -11470, 7433, -13619, 5438, -11361, 5138, -11189, 5296, -11698, 3271, -6832, 3372, -8749, 3509, -8539, 4270, -8001, 4486, -7036, 6264, -4773, 9134, -9278, 8542, -10742, 8186, -9291, 7418, -10614, 7260, -9704, 8260, -10754, 8749, -11453, 9678, -12753, 9007, -11832, 8227, -12606, 7662, -14280, 6836, -13259, 7321, -14056, 7736, -14045, 7656, -15735, 7265, -14276, 3724, -8571, 4926, -12412, 5636, -15363, 6346, -16640, 6029, -14871, 6406, -15180, 6380, -15784, 7052, -15764, 6544, -13621, 5292, -10026, 6532, -13170, 6034, -11017, 3850, -7284, 3161, 2793, 3226, -7719, 2914, -5360, 4333, -8277, 2287, -6375, 2322, -1845, 1684, -4275, 1586, -2884, -194, 323, 1156, -395, 250, 3451, 4624, -4494, 3324, -2575, -389, 3801, 4683, -6678, 319, 2331, 4068, -5288, 3925, -3883, 5244, -4916, 373, 3692, 3538, -6091, 4290, -6227, 5834, -9057, 4072, -6642, 5231, -9187, 6774, -11165, 6201, -10487, 3907, -8261, 5229, -11400, 5299, -13339, 5588, -16196, 5910, -13186, 5744, -15243, 5287, -12230, 5280, -14145, 5580, -12389, 5856, -10484, 5469, -8818, 3918, -10568, 3051, -8635, 3566, -9916, 3215, -8794, 3980, -3908, 3130, -6602, 2524, -5430, 2419, -5194, 2679, -2932, 3536, -6666, 3112, -5422, 1451, -1432, 6019, -6422, 2355, -5278, 2477, -2438, 4726, -5766, 3348, -5961, 6209, -6943, 5778, -8315, 642, 507, 5459, -6718, 4413, -6345, 1498, -2803, 2058, -4195, 2583, -5840, 2541, -4533, 3242, -7896, 2588, 583, 1752, -5376, 3033, -7157, 3218, -8012, 4107, -10512, 5550, -15586, 6122, -14725, 4597, -10448, 5478, -6745, 4904, -9935, 4429, -10908, 6102, -10095, 6446, -9853, 5325, -11000, 5402, -10916, 5761, -13212, 4275, -11435, 4439, -9103, 4186, -9839, 4607, -8451, 3401, -8252, 3280, -6521, 3444, -8593, 3903, -6157, 4105, -6655, 5472, -10433, 3947, -2929, 4159, -11719, 4350, -8058, 5580, -9377, 2192, -4226, 3269, -8708, 7943, -9667, 5793, -10452, 7071, -10843, 3854, -5904, 5060, -10152, 3470, -6883, 3855, -8948, 4301, -10504, 4880, -9793, 4267, -8056, 3910, -8062, 5437, -5968, 4844, -12532, 6128, -15217, 5733, -14574, 4634, -10231, 5733, -6405, 5225, -10699, 4143, -10430, 6053, -10098, 6824, -11743, 6502, -11580, 5999, -13517, 5658, -12138, 5631, -11069, 7019, -10127, 4303, -10804, 5022, -11584, 4969, -11260, 5442, -11529, 4325, -12885, 4921, -10990, 5802, -12011, 5491, -13411, 4946, -12185, 6283, -12085, 6011, -10811, 3818, -10428, 3652, -10006, 5053, -5939, 4436, -11306, 4509, -10733, 5129, -13047, 4445, -11237, 4430, -10531, 5338, -11919, 5813, -13440, 6095, -13617, 6098, -15645, 6293, -13418, 6284, -14829, 5780, -14952, 5681, -13376, 6048, -13989, 5653, -14187, 5703, -14203, 6269, -10758, 5886, -10726, 4382, -10990, 6376, -11828, 7716, -13086, 7617, -12843, 6616, -13551, 5949, -12939, 6748, -14990, 7630, -14447, 5880, -13356, 6154, -14846, 6772, -15949, 6384, -14319, 5439, -11159, 6769, -11093, 5469, -15152, 6187, -15132, 5955, -13636, 5819, -13087, 6741, -12684, 5637, -12636, 4873, -12035, 4663, -13457, 5524, -11109, 5767, -13709, 7110, -15048, 6017, -13379, 6279, -12818, 6412, -15585, 6778, -15855, 5493, -10877, 5340, -11580, 5907, -11476, 6818, -15580, 7176, -17615, 6697, -15729, 6420, -14348, 6180, -14910, 6312, -16545, 7311, -12220, 6871, -12661, 5149, -12232, 6741, -11305, 8897, -13614, 7126, -14092, 7193, -14375, 6366, -15598, 7330, -13651, 7961, -14714, 6630, -12562, 6233, -14108, 5800, -15378, 5654, -13316, 5189, -11382, 6325, -12748, 6712, -16631, 6484, -13697, 6312, -15966, 6896, -15650, 7133, -15671, 6414, -13839, 6771, -14196, 6042, -14801, 6655, -13465, 5559, -14692, 10015, -13913, 7680, -14907, 5903, -14254, 6193, -13648, 6508, -12427, 5528, -11980, 5186, -8651, 5657, -10209, 7906, -14558, 7838, -15429, 7280, -12118, 5914, -13074, 6507, -13593, 7050, -14670, 8199, -13224, 7950, -11093, 5723, -12148, 6115, -11375, 7865, -12914, 6899, -15317, 7027, -12685, 7165, -14034, 7367, -14738, 8193, -13698, 8274, -12728, 6833, -12240, 5896, -11077, 5258, -11890, 6076, -13857, 6834, -12373, 7058, -16413, 6258, -11153, 6120, -14518, 7914, -14721, 7597, -15377, 7161, -13539, 6871, -14867, 6757, -16102, 6499, -13761, 6409, -14446, 9304, -13302, 7327, -14303, 6436, -14103, 6053, -12100, 6368, -13414, 6093, -11360, 4679, -10558, 5883, -13767, 6215, -16617, 6899, -14466, 6545, -15984, 5986, -13685, 8218, -12998, 7936, -12990, 9120, -11800, 7105, -13304, 5986, -12503, 7142, -11474, 7573, -13793, 6869, -13177, 8335, -11521, 7187, -14208, 7979, -15330, 7595, -13206, 7554, -13271, 7594, -13577, 6294, -11577, 5977, -13908, 7055, -15895, 6270, -14072, 5723, -12285, 6320, -13618, 6203, -14804, 6606, -13759, 6780, -13909, 8371, -12656, 8045, -12904, 7120, -14256, 7983, -13787, 7022, -13614, 8728, -11604, 7084, -14104, 6268, -15524, 6919, -15092, 6415, -13633, 6019, -14831, 5242, -11458, 5263, -11854, 6332, -15348, 6346, -14627, 5640, -16388, 5901, -10895, 7479, -12484, 7403, -12477, 7447, -12868, 6449, -14029, 5817, -11667, 6793, -12873, 7570, -15210, 6991, -13882, 6698, -14874, 6777, -14960, 7238, -18032, 7114, -14643, 6849, -14413, 7448, -12561, 7542, -11493, 5621, -11101, 6373, -12686, 6098, -14113, 5818, -12150, 6346, -14160, 7176, -16229, 6984, -14093, 6159, -12560, 7874, -10808, 7668, -12961, 7399, -16292, 7934, -14228, 8065, -15468, 8692, -15754, 6885, -11835, 5960, -12990, 6569, -14526, 6302, -12900, 5955, -15593, 5377, -11474, 6054, -12360, 5920, -15244, 6427, -15217, 6097, -14350, 8416, -10300, 8405, -14124, 8082, -12458, 7074, -13660, 6299, -13399, 5031, -11776, 8223, -14232, 8620, -16163, 8315, -14556, 6698, -15899, 6790, -13134, 6799, -15257, 7188, -14803, 6998, -15263, 7084, -13187, 7234, -14039, 6503, -14450, 5584, -12445, 6267, -12510, 5824, -11996, 5797, -10269, 6059, -13370, 6009, -10618, 6346, -10104, 7180, -11300, 6819, -12398, 6971, -16676, 7678, -16909, 9268, -14261, 10189, -15014, 7451, -13636, 6097, -12689, 6541, -12959, 6144, -13971, 6212, -12753, 6510, -10759, 6630, -16200, 6664, -16077, 6674, -12970, 6888, -15042, 7273, -15375, 7224, -13719, 7906, -13853, 8063, -13334, 6365, -14528, 5132, 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757, -4258, -4007, -912, 1662, -4068, -3690, 889, 1106, -4083, -3470, 912, -403, -3724, -3047, 1933, -1259, -3891, -2793, 2415, -3973, -5249, -2588, -4365, -2035, -5209, -2228};
+#endif
+
+// Comparator function for sorting doubles.
+int compare_doubles(const void *a, const void *b) {
+  const double *da = (const double *) a;
+  const double *db = (const double *) b;
+
+  return (*da > *db) - (*da < *db);
+}
+
+// Function for computing the deviation from the expected doubleing point
+// result and returning the largest such deviation found.
+
+double compute_error(const Q15_T* const pred, const double* const label,
+                    double* const errors, SCALE_T scl) {
+  double agg_diff = 0.0;
+
+  for (unsigned i = 0; i < OUTPUT_SIZE; i++) {
+    double f_pred = ((double)pred[i]) / pow(2, scl);
+    double single_diff = fabs(f_pred - label[i]);
+    agg_diff = single_diff > agg_diff ? single_diff : agg_diff;
+    errors[i] = single_diff;
+  }
+
+  return agg_diff;
+}
+
+// Function for computing the 95th percentile deviation among all the outputs.
+double aggregate_error(double* errors, unsigned len) {
+  qsort(errors, len, sizeof(double), compare_doubles);
+  unsigned index = (unsigned) round(fmax((0.95 * len - 1), 0));
+  return errors[index];
+}
+
+/**
+ *  By default, all tests run without using bit-shifting operations.
+ */
+int main(int argc, char **argv) {
+  unsigned patches;
+  SCALE_T XScale = -1, YScale = 12;
+  FILE *xFile, *yFile, *floatResFile, *outputLog;
+
+  if (argc != 6) {
+    printf("Improper Number of Arguments Provided!\n");
+    fprintf(stderr, "Usage: %s <num_images> <input_file.npy> <output_file.npy> <expected_output_file.npy> <log_file.txt>\n\n", argv[0]);
+    fprintf(stderr, "<num_images> : Number of images in the input file. The entire model is run individually on each image.\n");
+    fprintf(stderr, "<input_file.npy> : File containing the images in a numpy array of dimension (num_images, input_channels * input_width * input_height).\n");
+    fprintf(stderr, "<output_file.npy> : File to write the generated output in a numpy array of dimension (num_images, confidence + location box outputs).\n");
+    fprintf(stderr, "<expected_output_file.npy> : File containing the expected output in a numpy array of dimension (num_images, confidence + location box outputs).\n");
+    fprintf(stderr, "<log_file.txt> : File to write the error metrics and the results from the runtime analysis of the model.\n");
+    return -1;
+  } else {
+    patches = atoi(argv[1]);
+    xFile = fopen(argv[2], "rb");
+    yFile = fopen(argv[3], "wb");
+    floatResFile = fopen(argv[4], "rb");
+    outputLog = fopen(argv[5], "w");
+  }
+
+  if (xFile == NULL) {
+    fprintf(stderr, "An error occured while opening the input file.\n");
+    return -1;
+  }
+  if (yFile == NULL) {
+    fprintf(stderr, "An error occured while opening the predicted output file.\n");
+    return -1;
+  }
+  if (floatResFile == NULL) {
+    fprintf(stderr, "An error occured while opening the expected output file.\n");
+    return -1;
+  }
+  if (outputLog == NULL) {
+    fprintf(stderr, "An error occured while opening the output log file.\n");
+    return -1;
+  }
+
+  char line[9];
+  fgets(line, 9, xFile);
+  fgets(line, 9, floatResFile);
+
+  int16_t headerSize;
+  fread(&headerSize, sizeof(int16_t), 1, xFile);
+  char* headerLine = malloc((headerSize + 1) * sizeof(*headerLine));
+  fgets(headerLine, headerSize + 1, xFile);
+
+  int16_t floatHeaderSize;
+  fread(&floatHeaderSize, sizeof(int16_t), 1, floatResFile);
+  char* floatHeaderLine = malloc((floatHeaderSize + 1) * sizeof(*floatHeaderLine));
+  fgets(floatHeaderLine, floatHeaderSize + 1, floatResFile);
+  free(floatHeaderLine);
+  free(headerLine);
+
+  char numpyHeader1[] = "{'descr': '<f8', 'fortran_order': False, 'shape': (";
+  unsigned len = snprintf(NULL, 0, "%d", patches);
+  char* numpyHeader2 = malloc((len + 1) * sizeof(char));
+  snprintf(numpyHeader2, len + 1, "%d", patches);
+  char numpyHeader3[] = ", 18000), }";
+
+  size_t headerLength = strlen(numpyHeader1) + strlen(numpyHeader2) +
+                        strlen(numpyHeader3);
+  int count = 1;
+  for (size_t i = headerLength + 10; i % 64 != 63; i++) {
+    count++;
+  }
+
+  char numpyHeader4[count + 1];
+  numpyHeader4[count] = '\0';
+  numpyHeader4[count - 1] = (char)(10);
+  for (int i = count - 2; i >= 0; i--) {
+    numpyHeader4[i] = ' ';
+  }
+
+  headerLength += strlen(numpyHeader4);
+  char a = headerLength / 256 , b = headerLength % 256;
+
+  char numpyMagix = 147;
+  char numpyVersionMajor = 1, numpyVersionMinor = 0;
+
+  fputc(numpyMagix, yFile);
+  fputs("NUMPY", yFile);
+  fputc(numpyVersionMajor, yFile);
+  fputc(numpyVersionMinor, yFile);
+  fputc(b, yFile);
+  fputc(a, yFile);
+  fputs(numpyHeader1, yFile);
+  fputs(numpyHeader2, yFile);
+  fputs(numpyHeader3, yFile);
+  fputs(numpyHeader4, yFile);
+
+  char* mem_buf = malloc(MEM_BUF_SIZE * sizeof(char));
+  double* xLine = malloc(INPUT_IMG_HEIGHT * INPUT_IMG_WIDTH * sizeof(double));
+  double* yLine = malloc(OUTPUT_SIZE * sizeof(double));
+  double* allErrors = malloc(patches * OUTPUT_SIZE * (sizeof(double)));
+
+  float time_spent = 0.0;
+  Q7_T* mem_buf_input_offset = (Q7_T *)mem_buf;
+  Q15_T* mem_buf_output_offset = (Q15_T *)(mem_buf + INPUT_IMG_HEIGHT * INPUT_IMG_WIDTH);
+  for (unsigned i = 0; i < patches; i++) {
+    fread(&yLine[0], sizeof(double), OUTPUT_SIZE, floatResFile);
+    fread(&xLine[0], sizeof(double), INPUT_IMG_HEIGHT * INPUT_IMG_WIDTH, xFile);
+
+    for (unsigned j = 0; j < INPUT_IMG_HEIGHT * INPUT_IMG_WIDTH; j++) {
+      mem_buf_input_offset[j] = (Q7_T)(xLine[j] * pow(2, XScale));
+    }
+
+    fprintf(outputLog, "Running Quantized Face Detection Model on Patch %d\n", i + 1);
+    clock_t begin = clock();
+    q_face_detection(mem_buf);
+    clock_t end = clock();
+    time_spent += (float)(end - begin) / CLOCKS_PER_SEC;
+    fprintf(outputLog, "Time elapsed is %f seconds\n", time_spent);
+
+    double max_diff = compute_error(mem_buf_output_offset, yLine,
+                                    allErrors + i * OUTPUT_SIZE, YScale);
+    fprintf(outputLog, "Maximum Observed Deviation: %f \n", max_diff);
+
+    for (unsigned j = 0; j < OUTPUT_SIZE; j++) {
+      double val = ((double)mem_buf_output_offset[j]) / pow(2, YScale);
+      fwrite((char*)&val, sizeof(double), 1, yFile);
+    }
+
+    if (i == 0) {
+      fprintf(outputLog, "Checking Fixed Point Outputs on Patch 1\n");
+      for (unsigned j = 0; j < OUTPUT_SIZE; j++){
+        if (mem_buf_output_offset[j] != expected[j]) {
+          fprintf(outputLog, "Output: %d, Expected: %d at Index: %d\n",
+                  mem_buf_output_offset[j], expected[j], j);
+          fprintf(outputLog, "Quantized Face Detection Fixed Point Test Failed!\n");
+        }
+      }
+
+      fprintf(outputLog, "Quantized Face Detection Fixed Point Test Passed!\n");
+    }
+  }
+
+  fclose(xFile);
+  fclose(yFile);
+  fclose(floatResFile);
+
+  double aggregate = aggregate_error(allErrors, patches * OUTPUT_SIZE);
+  fprintf(outputLog, "Aggregated 95th Percentile Error: %f\n", aggregate);
+  if (aggregate < 0.5514) {
+    fprintf(outputLog, "Quantized Face Detection Numerical Test Passed!\n");
+  } else {
+    fprintf(outputLog, "Quantized Face Detection Numerical Test Failed!\n");
+    return -1;
+  }
+
+  free(mem_buf);
+  free(xLine);
+  free(yLine);
+  free(allErrors);
+
+  return 0;
+}
diff --git a/c_reference/tests/face_detection/test_quantized_face_detection_fast.c b/c_reference/tests/face_detection/test_quantized_face_detection_fast.c
new file mode 100644
index 000000000..fe218fbc1
--- /dev/null
+++ b/c_reference/tests/face_detection/test_quantized_face_detection_fast.c
@@ -0,0 +1,217 @@
+// Copyright (c) Microsoft Corporation. All rights reserved.
+// Licensed under the MIT license.
+
+#include <stdio.h>
+#include <time.h>
+#include <stdlib.h>
+#include <string.h>
+#include <math.h>
+
+#include "quantized_datatypes.h"
+#include "quantized_face_detection_fast.h"
+
+#define MEM_BUF_SIZE 165840
+#define INPUT_IMG_HEIGHT 240
+#define INPUT_IMG_WIDTH 320
+#define OUTPUT_SIZE 5400
+
+// Fixed Point Output Corresponding To SCUT-HEAD Face-3 Image: 1
+#ifdef SHIFT
+  const Q15_T expected[OUTPUT_SIZE] = {4342, -10192, 5213, -12644, 5743, -13002, 5905, -13192, 6762, -14236, 6110, -13126, 5836, -13335, 7149, -12284, 9237, -12187, 9366, -11929, 9579, -11970, 7131, -10987, 6109, -9656, 4022, -6486, 4700, -8724, 5036, -10398, 4763, -10886, 5254, -11838, 5412, -12179, 6196, -11460, 5855, -13782, 8740, -19717, 10650, -20426, 11299, -21209, 11613, -21298, 10417, -19597, 8037, -18872, 6353, -15879, 5173, -10273, 4433, -8743, 5649, -10470, 8549, -16291, 5660, -11990, 5660, -14176, 5742, -14300, 6207, -10109, 8213, -15968, 6858, -12241, 7260, -17230, 7826, -12888, 4895, -14389, 6622, -20032, 8038, -19871, 7740, -19608, 9004, -20086, 9184, -17952, 6354, -17683, 7617, -15753, 6281, -11658, 2956, -11012, 3485, -11318, 9806, -16585, 3498, -8508, 6073, -13236, 6309, -6244, 5258, -12798, 4854, -10641, 6360, -12687, 5170, -10501, 5676, -9496, 5005, -14007, 6918, -17418, 7870, -18403, 8463, -18776, 8906, -18017, 8926, -17808, 7617, -16752, 6146, -13717, 4752, -10970, 6168, -15099, 5606, -12731, 5935, -15522, 5695, -12754, 5258, -15133, 6053, -11546, 6481, -15904, 8486, -11269, 6944, -14077, 5800, -14187, 4956, -12543, 3728, -11007, 7232, -13404, 7541, -16001, 9675, -16968, 5447, -8461, 7253, -17368, 6494, -16915, 4546, -12149, 4181, -12165, 4715, -16332, 5774, -14640, 4472, -12143, 4434, -8447, 5623, -18268, 5904, -9961, 6064, -13164, 5533, -15605, 5797, -11604, 5918, -15242, 6535, -16134, 4014, -9313, 4395, -14448, 7334, -16976, 8544, -16801, 7390, -10855, 5788, -14852, 6743, -15375, 5044, -13700, 5823, -12299, 5207, -11591, 6022, -8459, 5323, -11737, 7520, -17697, 5840, -15919, 5815, -7313, 5208, -13102, 7891, -15509, 7714, -15806, 5496, -16536, 4950, -14524, 7474, -12849, 8809, -18792, 8884, -11989, 6412, -7698, 6425, -11924, 6162, -12817, 5812, -9761, 4059, -7351, 1444, -6589, 5047, -10021, 3261, -6010, 7117, -9415, 5864, -14861, 5153, -9417, 4925, -8199, 7919, -11283, 8234, -15376, 5754, -13438, 6239, -6002, 5427, -7897, 5363, -12084, 5944, -13921, 4565, -9924, 5321, -13738, 6147, -13139, 7294, -16034, 6990, -9994, 5000, -9035, 5929, -12160, 4089, -11035, 5927, -13075, 5093, -13227, 6510, -11255, 7479, -12171, 7020, -6647, 8262, -13180, 7642, -7911, 5543, -7781, 3275, -9750, 2061, -4078, 6094, -10107, 7307, -11446, 4922, -6815, 4835, -8927, 5441, -8329, 6903, -13108, 9340, -15837, 8099, -10226, 6685, -8211, 6199, -12101, 5352, -10384, 6489, -12990, 5659, -11916, 7371, -17031, 5170, -5756, 5304, -12813, 4373, -7236, 5755, -7270, 2952, -8410, 4187, -9690, 5426, -9920, 5372, -14006, 5470, -11803, 4541, -7336, 4905, -7616, 7615, -12173, 7484, -11558, 6609, -9835, 6714, -12844, 6485, -14607, 7930, -17358, 8872, -15773, 8423, -12525, 8730, -11822, 7583, -10801, 8102, -15731, 4715, -6962, 5881, -10989, 6798, -11035, 6035, -14804, 5747, -9839, 7718, -12209, 7282, -13055, 5919, -11956, 5940, -11128, 5037, -12305, 5923, -12553, 6395, -13381, 5220, -11251, 6906, -13174, 8037, -16205, 8297, -13450, 7488, -9415, 6998, -14073, 6785, -9790, 6589, -10638, 7711, -12951, 7482, -15079, 8410, -13423, 6409, -12290, 5111, -7831, 4962, -7846, 8629, -11097, 6340, -10740, 7027, -16031, 8057, -14412, 8109, -13874, 7275, -16218, 7498, -11868, 5228, -12202, 7854, -9218, 7458, -9813, 7045, -9582, 6811, -10570, 6246, -11563, 7124, -9564, 7650, -16226, 8508, -15020, 5774, -13040, 4599, -8956, 4387, -10036, 4429, -8798, 5742, -9526, 8378, -10282, 8744, -15812, 9928, -15309, 7981, -14057, 9479, -14379, 8185, -13675, 6656, -7916, 7492, -9924, 7174, -16537, 7962, -14741, 8886, -14655, 9674, -15611, 7642, -14099, 8639, -11783, 7935, -15491, 8416, -11336, 5396, -7791, 6873, -11081, 9071, -10576, 8492, -13717, 11766, -15355, 10520, -14203, 13056, -17364, 11168, -13925, 12703, -13408, 10909, -11707, 9828, -16272, 9513, -13143, 8516, -10527, 9045, -13731, 9360, -13683, 10322, -15866, 12767, -17548, 11067, -14616, 10076, -14455, 7264, -8081, 5363, -10509, 6510, -10545, 8294, -13169, 7916, -13228, 9649, -15343, 9280, -13042, 10150, -15096, 10032, -13549, 10077, -14807, 9005, -13418, 8429, -14349, 8068, -12803, 7575, -10553, 8672, -13230, 9446, -13495, 9774, -13769, 8991, -14085, 8829, -11506, 8256, -12766, 6551, -11248, 4966, -8272, 9016, -8125, 10299, -9721, 10462, -9464, 10433, -9788, 10298, -9533, 9554, -8865, 9797, -9126, 10514, -10122, 11247, -10815, 10688, -10657, 10014, -9490, 9639, -9412, 8700, -8032, 7929, -7428, 9859, -9128, 10026, -8945, 10635, -9873, 10390, -9786, 8620, -8246, 7819, -7064, 10995, -10009, 12473, -11536, 11161, -10019, 11097, -10218, 10696, -9967, 10597, -9967, 10177, -9468, 10293, -9866, 8681, -8185, 7546, -7156, 8283, -8163, 10209, -9796, 10093, -9243, 8263, -7837, 8624, -7558, 9228, -8504, 9338, -8106, 10735, -9937, 11844, -10934, 8873, -8288, 10646, -9841, 12080, -11130, 10262, -9443, 10086, -9543, 10350, -9412, 9041, -8751, 9064, -8945, 9387, -8974, 9704, -9003, 7437, -7039, 7927, -7430, 9659, -8909, 6832, -5990, 9132, -8648, 6706, -5799, 8985, -7857, 7205, -6429, 8875, -8063, 9202, -8320, 8748, -8073, 10187, -8966, 11244, -10223, 10353, -9246, 9894, -9261, 8256, -7238, 8873, -8459, 11339, -10587, 9431, -8607, 10269, -9552, 9537, -9184, 9693, -8529, 8704, -7800, 7742, -7224, 9009, -8473, 9096, -8395, 10112, -8974, 7777, -6862, 9433, -8520, 11135, -10492, 9954, -9133, 9577, -8441, 10077, -9493, 9613, -8803, 7225, -6408, 4774, -3928, 10142, -9601, 10684, -9937, 8644, -8020, 8252, -7254, 10522, -10144, 10424, -9617, 7526, -6534, 8233, -8219, 10853, -9778, 9316, -8048, 10509, -9802, 9993, -8987, 10505, -9564, 11845, -11147, 11551, -10870, 7853, -7020, 9262, -9001, 10017, -9199, 7869, -7097, 6342, -5936, 8373, -7963, 9024, -8812, 8473, -7591, 7294, -6594, 8639, -8317, 7685, -6498, 7943, -7685, 9714, -9169, 10537, -9111, 7999, -6999, 9706, -9061, 11238, -10062, 11451, -10424, 11680, -11441, 11926, -11508, 8493, -8033, 10373, -9966, 8818, -8329, 6924, -6173, 8346, -7672, 8542, -7533, 6052, -5497, 6078, -5803, 7847, -7311, 9041, -8700, 7575, -6424, 8383, -8221, 11662, -10881, 9338, -8374, 8959, -7936, 10256, -9858, 9680, -9426, 8717, -7552, 5962, -5258, 5945, -5147, 8666, -7935, 10325, -9649, 9134, -8281, 9570, -9102, 9021, -8683, 8776, -7923, 6158, -5577, 6270, -6055, 7125, -6786, 8255, -8167, 8615, -7963, 9444, -8790, 8746, -7738, 9459, -8497, 7544, -6412, 9159, -9116, 5791, -4690, 5753, -5125, 6218, -5668, 4753, -4325, 9460, -8894, 7848, -7072, 8236, -7274, 8090, -7174, 9799, -9103, 11024, -10386, 9667, -8923, 5697, -5245, 3761, -3688, 7447, -6848, 8093, -7369, 10674, -9857, 8624, -7825, 9463, -8715, 5968, -4864, 7439, -6950, 5248, -3790, 4704, -3768, 6722, -5534, 8393, -7583, 9824, -9379, 9072, -8312, 8260, -7326, 7297, -6839, 7960, -7544, 9602, -8377, 9400, -8365, 7680, -6997, 6108, -5135, 9653, -8816, 10832, -10596, 9620, -8605, 8286, -7222, 7863, -7484, 8635, -7406, 9107, -8530, 6581, -5359, 4843, -4388, 7850, -6616, 10720, -9663, 8057, -7457, 7579, -6627, 8295, -7760, 8528, -7756, 9520, -8618, 9333, -8004, 10347, -9239, 9296, -8354, 8410, -7359, 9243, -8738, 10950, -10014, 9445, -8900, 8356, -7373, 10573, -9903, 8889, -7560, 9783, -9110, 9691, -8641, 9569, -9200, 9751, -8639, 10347, -9193, 6845, -6612, 6337, -5804, 7558, -6949, 8806, -8638, 12093, -11218, 10947, -9906, 10558, -9865, 10934, -10015, 9528, -8463, 9911, -9029, 9040, -8024, 8016, -7940, 7967, -7200, 10067, -9406, 8821, -7704, 8786, -8120, 10302, -9121, 10438, -9986, 10982, -9757, 8773, -7761, 8376, -7893, 8397, -7874, 6776, -5940, 9485, -9207, 11942, -10673, 12141, -11653, 11654, -10967, 11977, -10889, 10707, -10002, 9962, -9120, 10069, -8694, 11268, -10542, 10692, -9679, 10388, -9679, 10508, -9366, 10445, -9835, 9966, -9057, 10975, -10497, 7884, -7056, 7394, -6640, 11112, -10348, 10557, -10210, 9553, -8534, 10128, -9760, 11595, -10223, 11330, -10700, 11518, -11000, 9531, -8840, 10122, -9798, 11981, -11193, 10988, -9987, 11380, -10615, 12051, -11111, 10976, -10498, 11272, -10200, 11753, -10835, 11355, -10601, 10389, -9619, 8676, -8190, 10086, -9137, 10708, -10467, 12356, -12410, 12146, -12009, 12330, -12410, 12903, -12781, 12153, -12120, 12194, -12517, 8563, -8431, 9275, -9435, 13004, -12726, 13112, -12874, 11521, -11665, 11663, -11543, 12788, -13227, 12505, -12316, 12356, -12423, 12007, -11730, 12003, -11873, 11319, -11300, 9990, -9834, 11203, -11441, 11805, -12202, 10618, -11097, 10770, -11465, 10687, -11133, 10781, -11201, 10774, -11186, 11744, -12410, 12580, -13101, 11794, -12307, 11207, -11782, 11725, -12240, 11061, -11126, 9810, -10273, 9872, -10134, 9950, -10517, 10847, -11129, 11207, -11685, 10448, -10836, 9767, -9947, 13479, -13426, 14000, -13614, 11058, -10649, 10418, -10369, 11917, -11670, 11179, -11002, 11562, -11521, 13422, -12850, 12404, -12407, 11466, -11714, 11849, -12029, 13061, -13102, 11381, -11403, 11203, -11121, 11961, -11943, 11684, -11633, 11439, -11383, 12867, -13340, 11934, -11690, 11112, -11053, 13200, -12919, 12905, -12236, 9594, -9287, 9884, -9713, 11869, -11587, 11810, -11731, 12748, -12779, 12501, -11906, 11622, -11339, 11038, -10791, 11188, -10822, 11655, -11138, 9844, -9731, 11283, -10717, 12343, -11841, 11519, -11673, 12051, -11517, 12639, -12064, 12383, -11784, 12196, -11787, 13641, -13264, 11823, -11229, 9355, -9165, 10364, -10224, 9500, -9365, 11307, -11137, 13213, -12907, 12854, -12597, 10561, -10716, 10092, -9931, 10179, -9213, 9222, -9028, 9450, -9007, 10904, -10630, 11884, -10928, 11485, -11249, 10640, -9928, 10906, -10369, 11085, -10623, 11514, -10961, 12279, -12275, 10411, -10571, 9008, -8878, 8408, -8048, 7606, -7694, 9490, -9538, 12468, -12160, 11586, -11548, 8768, -9002, 8705, -8658, 8200, -7702, 8803, -8794, 8996, -8938, 10992, -10469, 10766, -10541, 10811, -10769, 9176, -8907, 8971, -8142, 9672, -9271, 10557, -10414, 10359, -10613, 9401, -9408, 8765, -8412, 8641, -8612, 8641, -8753, 9714, -10072, 12236, -11874, 11199, -10771, 9181, -9246, 8030, -7910, 7698, -7501, 8109, -8052, 9228, -9086, 10520, -9727, 8889, -8818, 8444, -8225, 8583, -8445, 8307, -8687, 9668, -9858, 10805, -10711, 9402, -9509, 9374, -9202, 9173, -8748, 8743, -8657, 8869, -9151, 10317, -10453, 9186, -9015, 9179, -9403, 8860, -9322, 8940, -8604, 7609, -7404, 8767, -8915, 10235, -10127, 8585, -8691, 7543, -7415, 6399, -6727, 7988, -7822, 9195, -9331, 9599, -9973, 9177, -9327, 9424, -9323, 9298, -9244, 7895, -7865, 7765, -7201, 8065, -8112, 9597, -9296, 7905, -8179, 7577, -7770, 6782, -6865, 7630, -8008, 7547, -7471, 8861, -8731, 9429, -9481, 8458, -8565, 5614, -5856, 5391, -5924, 6186, -7010, 8127, -8399, 10057, -10310, 10377, -10371, 10044, -9786, 9442, -9062, 8205, -8340, 7821, -7614, 7426, -7653, 9539, -9680, 8649, -8627, 6121, -6100, 4927, -4782, 7299, -7369, 8519, -8522, 8634, -8541, 8309, -8186, 7853, -7626, 4867, -4763, 5674, -5790, 5371, -5420, 5753, -5739, 7229, -7318, 10744, -10855, 9789, -9728, 9131, -9311, 9608, -9497, 9513, -9432, 9146, -9159, 10163, -10049, 11728, -11239, 9473, -9400, 8408, -7744, 8827, -8958, 9238, -9051, 8688, -8224, 7520, -7405, 8924, -8704, 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3022, -1017, -2229, -8417, -1427, -2060, -3963, -606, -2122, -3988, -2770, 1360, -2915, -1884, -3152, 2264, -1949, -1493, -3014, -316, -2704, -1407, -2957, 2341, -774, -1445, -3658, -897, 300, -2842, -4059, 6036, -1406, -2443, -2019, -2631, -3569, -3367, -1320, -1509, -2921, -2729, -553, -963, -1551, -1431, -915, 3422, -5722, -430, -360, 314, -5303, -1948, -757, -820, -2599, -64, 818, 1259, -2026, 77, 107, 1072, -1459, -1180, -1635, -2888, 2650, -5877, -2096, 6507, -6000, -5714, -816, -3729, -6253, -1731, -1645, 5138, -5196, -910, -965, -4032, -4685, 464, -188, -1027, -289, -1917, -637, 544, -2662, 667, 14, 1285, -2864, 650, -2123, 3049, -1919, -83, -3234, 1136, -3417, -1104, -4086, 1470, -2690, -3592, -3724, -344, -3445, -2860, -2395, -1176, -6726, -1080, -376, 601, -6027, -1491, -1951, -595, -3759, -144, -860, 2252, -2849, 297, 316, 866, -3302, -1364, -1850, -435, -2669, -1304, -2119, 1685, -1964, -839, -1927, 1701, 1667, -1283, -2219, -3356, -149, -6766, -1488, 2222, -2013, -5473, -2299, -822, -2840, -295, -3047, 3837, -3407, 1763, -387, 1543, -3269, 2063, 61, -783, -3052, 294, -870, 3085, 709, 3062, 369, -1639, -1272, 2613, -652, 6100, 4985, 4320, 3031, -6567, 3398, 1902, 1165, 1132, -4896, -2237, -233, -3043, -5362, -2460, -1730, 1124, -3636, -1128, -1318, 3545, -1504, 1455, 973, -283, -2981, 1307, 644, 1428, -3140, -360, -544, 3554, -2649, -150, -1103, -215, -3690, -522, -2342, 3985, -2892, -395, -2562, -1694, -5170, -2406, -3714, -5912, -3037, -6986, -1978, -2071, -377, -5910, -2489, 2771, -1526, -1464, -3884, 25, -1666, 184, -2298, 2140, -2867, 299, -2066, -35, -2844, -111, -2050, 3702, -1667, 1667, -369, -2352, -2760, 1937, 147, 7705, -4199, 3232, 4073, -7523, -5800, 1757, 3749, -2801, -1041, -2342, -36, 2437, -1549, -3298, -2620, -1818, -1439, -3935, -3664, 1229, -2281, -1630, -532, 434, -3735, -1311, -413, 1787, -2598, -1512, -361, 2076, -3261, -1036, -467, 2783, -1404, -2055, -2490, -1961, -1811, -3288, -4569, -392, -124, -3654, -4706, -2486, 1857, -7977, -4674, 153, 4344, -5679, -4000, 2731, 6552, -5617, -6209, 991, 9183, -3794, -6354, 681, 8604, -4105, -7059, 422, 8482, -5807, -7045, -656, 7909, -6870, -6855, -1906, 6904, -7479, -7074, -1539, 5753, -7705, -6593, 1779, 6483, -6720, -6492, 1216, 7066, -6379, -7320, 745, 7549, -6165, -7033, 2580, 6196, -6765, -6865, 3231, 7389, -6855, -6161, 807, 7931, -6886, -6635, -1618, 9054, -6346, -6224, 111, 7726, -7114, -6286, -660, 7678, -7889, -6758, -535, 4985, -8295, -7477, 3375, 4806, -9169, -7831, -322, 4193, -8348, -6201, -1464, 1592, -7382, -5058, 7069, 4470, -5708, -6414, 2348, 6529, -4819, -8133, -1980, 6388, -4438, -8231, -37, 4415, -6682, -7884, -2708, 4539, -6973, -6781, -5731, 4423, -6897, -6183, -2770, 6284, -7722, -5781, 4690, 8229, -9102, -7824, 853, 8184, -8954, -9754, -521, 7077, -8370, -8627, 4278, 6724, -8038, -7383, 4335, 5122, -7950, -6656, 1154, 5418, -7815, -6658, -3322, 7793, -7736, -7051, -649, 5882, -8285, -7456, -1728, 6405, -9053, -8323, -2238, 8222, -8054, -8192, 5622, 6148, -9736, -7652, -1850, 1541, -11326, -6138, -3580, -1519, -7979, -4141, 9454, -1159, -5707, -4937, 999, -3198, -4545, -6825, -5701, -3105, -4472, -6888, -544, -2282, -5925, -5799, -5155, -2588, -4426, -3836, -8224, -2516, -4898, -3661, -69, -1069, -8402, -5415, 3214, -27, -9513, -6928, 627, 1183, -8143, -8008, -2683, 2060, -8162, -6887, 5728, 4046, -8551, -7194, 2147, 802, -7652, -5981, 1266, 1169, -7355, -6084, -2388, 474, -9124, -7698, 371, 436, -7548, -7873, -2116, -358, -8163, -8884, -709, 604, -8105, -8837, 1580, 1186, -9861, -7080, -4108, 510, -11234, -5162, -104, 1923, -8253, -4077, 6359, 1486, -5936, -4977, 953, 58, -3160, -5226, -5085, 4063, -4684, -6332, -1768, 5787, -6071, -5807, -4174, 2182, -3729, -3420, -9298, 1077, -3794, -2928, 4101, 1781, -8817, -6040, 2275, 4172, -8232, -6636, -1045, 2907, -5359, -5495, 555, 3329, -6718, -5367, 3996, 7244, -7577, -6739, -4839, 5239, -6982, -6148, 616, -1898, -6858, -5556, -206, -3577, -8157, -6415, 1350, -2835, -7074, -7173, 638, -1043, -7388, -7908, -3144, -2832, -7880, -8365, 850, -5458, -8930, -6156, -1521, -3160, -11498, -5114, 5369, 2931, -9498, -5492, 1795, 2870, -6637, -6374, 3149, 3827, -2611, -4797, 1127, 4365, -5609, -7181, -4729, 6, -7453, -6975, -3593, -1286, -3200, -3963, -6349, -649, -2943, -3427, 3595, 1873, -8590, -6266, 838, 1622, -8412, -6768, -2834, 1731, -4881, -5078, 5703, 2446, -6473, -4857, 2863, 306, -7624, -6672, -7217, -346, -6209, -5312, -951, 1723, -4681, -5253, 2465, 5427, -5546, -6278, -5691, 2775, -4859, -5887, 798, -2111, -5670, -6074, -2621, 487, -6324, -6086, -1540, 1040, -7181, -5081, -567, 923, -10073, -5018, 6039, -1220, -9860, -4791, 1594, 652, -7337, -5696, 5307, 3690, -3615, -5213, 419, 3922, -6257, -7257, -6691, -1125, -8129, -7299, -1945, -3661, -4252, -4323, 327, -1192, -4343, -4571, 888, -1490, -8094, -6494, 1312, -893, -7212, -6336, -2484, 133, -5387, -5212, 5902, -328, -7634, -5824, -245, -4210, -7146, -6175, -6153, -6482, -4130, -4280, 5190, -1087, -3913, -4346, 6233, 746, -5557, -6405, -6714, 2618, -4104, -6083, -4530, 2500, -1816, -4202, 1126, 4347, -2901, -4871, -3558, 5429, -6077, -5798, -1900, 4349, -9388, -5722, 6132, -747, -8841, -3864, 1773, 645, -7895, -4777, 6680, -64, -6832, -6307, -117, -1375, -8577, -8361, -7609, -2401, -7468, -7248, 2080, -257, -3465, -4844, 7186, 5321, -4602, -6367, -950, 3226, -7099, -7741, -2115, -1295, -5605, -6352, -3346, -1179, -5113, -5344, 5634, -1594, -6751, -6835, -3218, -3750, -5864, -6038, -3684, -2683, -2614, -4103, 6816, -2190, -5125, -4163, 4498, -3659, -5637, -5613, -4934, -3503, -4727, -5600, 62, 451, -3659, -5062, 1622, 2511, -5342, -6651, 248, 7097, -8602, -8849, -7106, 7354, -9745, -8514, 6565, -1021, -7962, -3467, 367, -146, -8379, -5476, 3817, -1620, -7267, -6276, -492, -5327, -7234, -6721, -3522, -1948, -4384, -5384, 4886, 2267, -2206, -4904, 7189, 675, -4814, -6875, 2304, 1300, -7304, -8069, -4292, 4666, -5332, -5560, -4937, -1784, -5590, -5127, 2297, -1075, -5171, -5729, -686, 172, -4030, -5510, -1917, 3366, -3410, -5583, 4764, 3726, -5556, -4578, 6213, 7347, -5602, -4233, -6762, 6163, -5285, -4526, 3429, 6366, -4713, -6185, -3360, 7861, -5487, -7543, 257, 764, -9488, -9140, -3581, 506, -11774, -8827, 5829, -3809, -7900, -3571, 3790, -1067, -7645, -5955, 721, 745, -6461, -6346, 2106, 1115, -6193, -6438, -3151, -366, -3504, -5683, 3058, -2055, -2650, -5776, 5688, -2893, -3291, -5768, 9025, 152, -6543, -7512, -4412, -1590, -8720, -7487, -12347, -1441, -5538, -5007, 425, -3726, -4950, -5578, 1772, -2629, -4471, -5009, 928, -540, -4554, -6495, 3960, -1591, -6150, -6387, 6595, -1291, -6780, -6179, -6528, -520, -6279, -6844, 7436, 3581, -5103, -7909, -3202, 7491, -6986, -9311, -9569, 5846, -8227, -7425, -4179, 1484, -11266, -7116, 4895, -1757, -8200, -4192, 1868, -5960, -7729, -6953, -673, -5796, -5705, -7121, 4516, -2477, -6040, -7742, -1952, -1432, -4842, -7900, 594, -1672, -3117, -7026, 3364, -1144, -4050, -6836, 6688, -7252, -5933, -7574, -3753, -8428, -7138, -7037, -9474, -4812, -4881, -5080, -324, -2984, -4217, -4069, 4505, 409, -5913, -3976, 5236, 2269, -5023, -6018, -820, 1705, -4849, -5660, 3445, -6416, -4835, -5739, -3631, -9948, -5502, -6055, 9260, -6550, -4812, -7424, -1461, -4920, -6581, -9456, -10794, -4186, -8857, -7302, -3804, -307, -11511, -6299, 5325, 3666, -8474, -4446, -1236, 5276, -6746, -5744, -836, 1102, -4376, -6172, 2165, -2381, -5210, -6177, -1584, -3830, -4539, -6579, 42, -3238, -2393, -6610, 3038, -1737, -2667, -7431, 3578, -5438, -2975, -6791, 118, -4023, -3642, -6560, -5480, -772, -3897, -6639, 4095, 4298, -3635, -5423, 305, 2631, -6109, -4991, 5236, -4242, -6544, -5417, -3049, -3346, -4830, -5326, 2843, 899, -3659, -6446, -5191, 1919, -3993, -6430, 4768, -4014, -4060, -6604, -1996, -7396, -3772, -5949, -3582, -2454, -6772, -5822, -1595, 2293, -10521, -6194, 9279, 411, -9143, -5836, -1585, 1797, -8381, -6955, -795, 4570, -4170, -6396, -4392, 3907, -3519, -5456, -3192, 161, -2853, -4796, 1216, -1193, -796, -6112, 1551, 558, -2396, -8511, 1650, -516, -2364, -8324, 1774, -1110, -1553, -7262, -740, 1349, -2799, -6767, 4754, 331, -3952, -6064, -2422, -292, -6216, -5716, 565, -3996, -4941, -5028, -2251, -6735, -3341, -4450, 2759, -6285, -2978, -6670, -4130, -4318, -4231, -7242, -124, -2226, -1992, -5851, -2937, -3505, -1470, -4953, 3997, 1781, -5069, -5399, -1940, 3102, -9119, -5962, 8587, -7120, -9214, -5314, 1788, -6480, -9180, -6895, 1256, -2927, -5797, -7811, -6338, -1141, -5275, -6975, -4125, -157, -2238, -5243, -1421, -582, -210, -6899, 1791, -3667, -2697, -8080, 2702, -49, -3724, -8329, 487, -3304, -3675, -6313, 894, -1812, -5843, -6880, -1092, -4203, -4497, -5359, -2286, -7382, -4346, -4776, 1436, -4308, -3050, -5468, -1828, -2796, -2402, -5263, 588, -1615, -3060, -6824, -3772, -2560, -3558, -7995, 768, -3268, -1940, -6889, -44, -2007, -980, -6175, 5255, 3025, -5383, -6268, -4209, 2888, -9504, -6154, 3678, -2468, -7857, -4478, 5523, -5142, -6847, -4673, 4058, -5892, -5577, -5602, -3329, -5329, -4794, -5356, -726, -3814, -2822, -5375, -1837, -3077, -1806, -6864, 2790, -3658, -3964, -6873, 5680, 3319, -5487, -6707, -6180, 4203, -4396, -3851, -1051, -4327, -5905, -4426, -5509, -7533, -4787, -4107, 1489, -5675, -4000, -3985, 3668, -5575, -3722, -5696, -2444, -4669, -2666, -5646, 228, -3556, -3319, -6504, -1386, -4902, -3968, -7481, 940, -5652, -3021, -6870, 4122, -3957, -2989, -6516, 2914, -3770, -7283, -6859, -3506, -719, -9357, -5814, 976, -894, -5587, -3639, 4475, -923, -4607, -3669, 1966, -3573, -4119, -3841, -142, -4262, -4112, -4560, 550, -3379, -3605, -4995, 692, -2506, -3377, -5671, 4418, -2551, -4878, -5120, 3399, -5151, -6809, -4742, -4441, -6195, -7669, -4121, -6333, -4793, -5866, -3128, -399, -2810, -4884, -3912, -25, -3085, -4946, -4615, 3151, -4341, -3880, -4702, -2343, -3083, -3412, -4526, 720, -1214, -4184, -5276, 522, -2378, -4280, -5836, 2990, -3109, -4029, -5766, 2254, -3583, -4173, -5100, 2398, -1146, -6272, -4416, -730, 1698, -7492, -4116};
+#else
+  const Q15_T expected[OUTPUT_SIZE] = {4107, -9805, 4509, -11374, 5700, -12542, 5961, -12841, 6402, -13243, 5947, -12857, 4955, -12922, 6620, -11927, 8546, -11408, 8547, -11331, 9015, -12023, 6212, -9596, 5115, -8367, 3641, -6033, 4497, -8229, 4677, -9361, 4417, -9878, 4708, -10563, 4460, -10810, 5748, -10392, 5265, -13768, 8393, -18944, 10460, -18776, 11176, -18615, 10671, -18016, 9305, -17132, 6786, -17580, 6252, -14800, 4495, -8783, 3615, -7530, 4635, -9851, 6978, -14699, 5324, -10489, 5774, -12251, 5481, -13320, 5684, -8994, 7127, -14145, 5941, -10448, 6458, -15583, 7175, -11246, 4576, -13904, 6476, -19516, 6986, -19717, 7645, -19398, 6846, -18320, 6701, -15995, 6393, -15967, 7370, -13948, 5886, -10576, 3659, -9171, 4363, -9466, 9268, -15948, 4407, -8399, 6698, -12735, 6637, -5142, 5355, -11675, 4485, -8880, 5889, -11961, 5169, -9699, 5348, -8773, 4758, -13628, 5770, -16335, 6305, -16575, 7760, -16913, 6733, -15727, 6711, -16592, 5087, -14904, 4674, -11732, 4224, -9206, 5200, 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-2627, -5875, 5803, 587, -4132, -5997, -3736, 1422, -6346, -5939, -1004, -3406, -4592, -4073, -132, -7985, -3520, -3267, 2529, -7833, -3814, -5135, -5833, -5572, -5445, -5738, -61, -2304, -3305, -4913, -2285, -2320, -2389, -4015, 3590, 2608, -4726, -4772, -1581, 3396, -8172, -5296, 7870, -7195, -8551, -5042, 179, -6100, -8647, -6217, 2916, -1532, -7319, -7614, -7525, -395, -6167, -6182, -4494, -30, -2881, -4264, -2575, 334, -869, -5740, 2448, -2881, -3319, -6735, 3035, 1421, -4316, -7344, -580, -1806, -4080, -5559, 1670, -2162, -5336, -6113, 2775, -5695, -5064, -5597, -4073, -7657, -5420, -4898, 188, -122, -3289, -4214, -946, 37, -2748, -4011, 469, -2888, -3858, -5305, -3476, -3621, -4563, -6607, 2763, -2889, -3025, -6121, 2482, -7, -1461, -5763, 3254, 4901, -4657, -5672, -4718, 4221, -8253, -5244, 3940, -2787, -7125, -4026, 4729, -5306, -6413, -3732, 4534, -7696, -6483, -4609, -4605, -7774, -5658, -4045, 507, -4045, -3116, -4241, -1497, -2504, -1743, -5922, 3591, -2322, -3699, -5874, 5137, 3466, -5277, -5605, -6854, 4105, -4146, -3138, -1294, -3881, -5156, -3638, -3945, -7280, -4618, -3608, 3057, -6426, -4237, -2959, 3569, -3354, -3934, -4327, -3646, -1936, -3128, -4942, -1674, -2905, -3201, -5484, -886, -4443, -4138, -6631, 3369, -6089, -3496, -6163, 5118, -5041, -3319, -5961, 1610, -4172, -6570, -6185, -4940, -1424, -8309, -5038, 1093, -439, -4906, -3203, 3196, -1274, -4241, -2765, 2498, -4194, -4336, -2720, -818, -4731, -4447, -3369, 1972, -3068, -3599, -4096, 1256, -2514, -3300, -5101, 4419, -3143, -4465, -4363, 2691, -5729, -6339, -3835, -4918, -6658, -6896, -3229, -6387, -4653, -5101, -2310, -1364, -2883, -4055, -2719, 1090, -3543, -4170, -2876, 2925, -6165, -4025, -3409, -4946, -5319, -3814, -3736, -238, -2100, -4065, -4531, 1118, -1671, -4268, -5364, 3450, -2641, -4195, -5116, 1886, -3904, -4322, -4397, 1064, -2201, -6064, -3806, -1658, 926, -6974, -3600};
+#endif
+
+// Comparator function for sorting floats.
+int compare_floats(const void *a, const void *b) {
+  const float *da = (const float *) a;
+  const float *db = (const float *) b;
+
+  return (*da > *db) - (*da < *db);
+}
+
+// Function for computing the deviation from the expected floating point
+// result and returning the largest such deviation found.
+
+float compute_error(const Q15_T* const pred, const float* const label,
+                    float* const errors, SCALE_T scl) {
+  float agg_diff = 0.0;
+
+  for (unsigned i = 0; i < OUTPUT_SIZE; i++) {
+    float f_pred = ((float)pred[i]) / pow(2, scl);
+    float single_diff = fabs(f_pred - label[i]);
+    agg_diff = single_diff > agg_diff ? single_diff : agg_diff;
+    errors[i] = single_diff;
+  }
+
+  return agg_diff;
+}
+
+// Function for computing the 95th percentile deviation among all the outputs.
+float aggregate_error(float* errors, unsigned len) {
+  qsort(errors, len, sizeof(float), compare_floats);
+  unsigned index = (unsigned) round(fmax((0.95 * len - 1), 0));
+  return errors[index];
+}
+
+/**
+ *  By default, all tests run without using bit-shifting operations.
+ */
+int main(int argc, char **argv) {
+  unsigned patches;
+  SCALE_T XScale = -1, YScale = 12;
+  FILE *xFile, *yFile, *floatResFile, *outputLog;
+
+  if (argc != 6) {
+    printf("Improper Number of Arguments Provided!\n");
+    fprintf(stderr, "Usage: %s <num_patches> <input_file.npy> <output_file.npy> <expected_output_file.npy> <log_file.txt>\n\n", argv[0]);
+    fprintf(stderr, "<num_images> : Number of images in the input file. The entire model is run individually on each image.\n");
+    fprintf(stderr, "<input_file.npy> : File containing the images in a numpy array of dimension (num_images, input_channels * input_width * input_height).\n");
+    fprintf(stderr, "<output_file.npy> : File to write the generated output in a numpy array of dimension (num_images, confidence + location box outputs).\n");
+    fprintf(stderr, "<expected_output_file.npy> : File containing the expected output in a numpy array of dimension (num_images, confidence + location box outputs).\n");
+    fprintf(stderr, "<log_file.txt> : File to write the error metrics and the results from the runtime analysis of the model.\n");
+    return -1;
+  } else {
+    patches = atoi(argv[1]);
+    xFile = fopen(argv[2], "rb");
+    yFile = fopen(argv[3], "wb");
+    floatResFile = fopen(argv[4], "rb");
+    outputLog = fopen(argv[5], "w");
+  }
+
+  if (xFile == NULL) {
+    fprintf(stderr, "An error occured while opening the input file.\n");
+    return -1;
+  }
+  if (yFile == NULL) {
+    fprintf(stderr, "An error occured while opening the predicted output file.\n");
+    return -1;
+  }
+  if (floatResFile == NULL) {
+    fprintf(stderr, "An error occured while opening the expected output file.\n");
+    return -1;
+  }
+  if (outputLog == NULL) {
+    fprintf(stderr, "An error occured while opening the output log file.\n");
+    return -1;
+  }
+
+  char line[9];
+  fgets(line, 9, xFile);
+  fgets(line, 9, floatResFile);
+
+  int16_t headerSize;
+  fread(&headerSize, sizeof(int16_t), 1, xFile);
+  char* headerLine = malloc((headerSize + 1) * sizeof(*headerLine));
+  fgets(headerLine, headerSize + 1, xFile);
+
+  int16_t floatHeaderSize;
+  fread(&floatHeaderSize, sizeof(int16_t), 1, floatResFile);
+  char* floatHeaderLine = malloc((floatHeaderSize + 1) * sizeof(*floatHeaderLine));
+  fgets(floatHeaderLine, floatHeaderSize + 1, floatResFile);
+  free(floatHeaderLine);
+  free(headerLine);
+
+  char numpyHeader1[] = "{'descr': '<f4', 'fortran_order': False, 'shape': (";
+  unsigned len = snprintf(NULL, 0, "%d", patches);
+  char* numpyHeader2 = malloc((len + 1) * sizeof(char));
+  snprintf(numpyHeader2, len + 1, "%d", patches);
+  char numpyHeader3[] = ", 1, 5400), }";
+
+  size_t headerLength = strlen(numpyHeader1) + strlen(numpyHeader2) +
+                        strlen(numpyHeader3);
+  int count = 1;
+  for (size_t i = headerLength + 10; i % 64 != 63; i++) {
+    count++;
+  }
+
+  char numpyHeader4[count + 1];
+  numpyHeader4[count] = '\0';
+  numpyHeader4[count - 1] = (char)(10);
+  for (int i = count - 2; i >= 0; i--) {
+    numpyHeader4[i] = ' ';
+  }
+
+  headerLength += strlen(numpyHeader4);
+  char a = headerLength / 256 , b = headerLength % 256;
+
+  char numpyMagix = 147;
+  char numpyVersionMajor = 1, numpyVersionMinor = 0;
+
+  fputc(numpyMagix, yFile);
+  fputs("NUMPY", yFile);
+  fputc(numpyVersionMajor, yFile);
+  fputc(numpyVersionMinor, yFile);
+  fputc(b, yFile);
+  fputc(a, yFile);
+  fputs(numpyHeader1, yFile);
+  fputs(numpyHeader2, yFile);
+  fputs(numpyHeader3, yFile);
+  fputs(numpyHeader4, yFile);
+
+  char* mem_buf = malloc(MEM_BUF_SIZE * sizeof(char));
+  float* xLine = malloc(INPUT_IMG_HEIGHT * INPUT_IMG_WIDTH * sizeof(float));
+  float* yLine = malloc(OUTPUT_SIZE * sizeof(float));
+  float* allErrors = malloc(patches * OUTPUT_SIZE * (sizeof(float)));
+
+  float time_spent = 0.0;
+  Q7_T* mem_buf_input_offset = (Q7_T *)mem_buf;
+  Q15_T* mem_buf_output_offset = (Q15_T *)(mem_buf + 2 * OUTPUT_SIZE);
+  for (unsigned i = 0; i < patches; i++) {
+    fread(&yLine[0], sizeof(float), OUTPUT_SIZE, floatResFile);
+    fread(&xLine[0], sizeof(float), INPUT_IMG_HEIGHT * INPUT_IMG_WIDTH, xFile);
+
+    for (unsigned j = 0; j < INPUT_IMG_HEIGHT * INPUT_IMG_WIDTH; j++) {
+      mem_buf_input_offset[j] = (Q7_T)(xLine[j] * pow(2, XScale));
+    }
+
+    fprintf(outputLog, "Running Quantized Face Detection Model on Patch %d\n", i + 1);
+    clock_t begin = clock();
+    q_face_detection_fast(mem_buf);
+    clock_t end = clock();
+    time_spent += (float)(end - begin) / CLOCKS_PER_SEC;
+    fprintf(outputLog, "Time elapsed is %f seconds\n", time_spent);
+
+    float max_diff = compute_error(mem_buf_output_offset, yLine,
+                                   allErrors + i * OUTPUT_SIZE, YScale);
+    fprintf(outputLog, "Maximum Observed Deviation: %f \n", max_diff);
+
+    for (unsigned j = 0; j < OUTPUT_SIZE; j++) {
+      float val = ((float)mem_buf_output_offset[j]) / pow(2, YScale);
+      fwrite((char*)&val, sizeof(float), 1, yFile);
+    }
+
+    if (i == 0) {
+      fprintf(outputLog, "Checking Fixed Point Outputs on Patch 1\n");
+      for (unsigned j = 0; j < OUTPUT_SIZE; j++){
+        if (mem_buf_output_offset[j] != expected[j]) {
+          fprintf(outputLog, "Output: %d, Expected: %d at Index: %d\n",
+                  mem_buf_output_offset[j], expected[j], j);
+          fprintf(outputLog, "Quantized Face Detection Fixed Point Test Failed!\n");
+        }
+      }
+
+      fprintf(outputLog, "Quantized Face Detection Fixed Point Test Passed!\n");
+    }
+  }
+
+  fclose(xFile);
+  fclose(yFile);
+  fclose(floatResFile);
+
+  float aggregate = aggregate_error(allErrors, patches * OUTPUT_SIZE);
+  fprintf(outputLog, "Aggregated 95th Percentile Error: %f\n", aggregate);
+  if (aggregate < 0.8922) {
+    fprintf(outputLog, "Quantized Face Detection Numerical Test Passed!\n");
+  } else {
+    fprintf(outputLog, "Quantized Face Detection Numerical Test Failed!\n");
+    return -1;
+  }
+
+  free(mem_buf);
+  free(xLine);
+  free(yLine);
+  free(allErrors);
+
+  return 0;
+}
diff --git a/c_reference/tests/fastgrnn/test_fastgrnn_lr.c b/c_reference/tests/fastgrnn/test_fastgrnn_lr.c
index 0c04d41b7..355e25127 100644
--- a/c_reference/tests/fastgrnn/test_fastgrnn_lr.c
+++ b/c_reference/tests/fastgrnn/test_fastgrnn_lr.c
@@ -17,10 +17,10 @@
 #define HIDDEN_DIMS 32
 
 
-#define USPS_WRANK      5
-#define USPS_URANK      5
+#define USPS_WRANK 5
+#define USPS_URANK 5
 
-static float USPS_mean[INPUT_DIMS*TIME_STEPS] = { -0.9919499212727939, -0.9725694919764011, -0.9309642959813387, -0.853716200521184, -0.7349504700315451, -0.5802354099574815, -0.39248257687560045, -0.2269891389384171, -0.2174700892881636, -0.3516331625291455, -0.5171603246468245, -0.6708125888081178, -0.7990983028391132, -0.8932807097791728, -0.9539613342476979, -0.9857407134823684, -0.982065124537093, -0.9396279381429109, -0.8481889680427892, -0.6871382765052781, -0.46854966931833575, -0.23665195432725242, -0.010466119873817016, 0.16903683075024034, 0.16696242696475144, 0.000575173501577279, -0.19530754532985956, -0.4051392961185021, -0.6211168477575091, -0.7968383502948817, -0.9104805820875028, -0.9707068291043692, -0.972355607872715, -0.9089240443011889, -0.7740880982032617, -0.5530052536003301, -0.3013481248114096, -0.10879414689343007, 0.02414649869702375, 0.12112666931833796, 0.09386644177753416, -0.026313687560005544, -0.13068748580441636, -0.2786945901796741, -0.5084887787683436, -0.7343963726512096, -0.8844299572075165, -0.962161552736246, -0.9642070229049474, -0.8840199842271269, -0.7208337917981055, -0.48003281689754523, -0.2592399288163491, -0.15972010135783873, -0.13488242545604182, -0.11083945041832412, -0.14293412796598523, -0.19081482046358608, -0.18728045165272306, -0.25101744602935144, -0.4563265265395706, -0.7004354450692639, -0.8731881069812105, -0.9611915881223407, -0.9567694833356168, -0.8617201112330247, -0.683815164037853, -0.4513802841859834, -0.2767222655328479, -0.24271835893567434, -0.27267054121519685, -0.27519317062131443, -0.28616588533808773, -0.2777844744205183, -0.22406378836922136, -0.2557428004388969, -0.44326194554930604, -0.6840314127005878, -0.8646587673844441, -0.9602941933891046, -0.9477821902345276, -0.8393201226169212, -0.6594944069400636, -0.44880140515704203, -0.3044652061445627, -0.2859914052941979, -0.316657265121382, -0.3067866066383211, -0.28780289836785117, -0.2623772171169936, -0.22743563598957653, 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0.23560784803182028, 0.00534759127691674, -0.2629597399533658, -0.4955072450966976, -0.6918777547661497, -0.8361089925936072, -0.9240889329310108, -0.972631745576734, -0.9893073183376733, -0.9649322459196252, -0.9132032637498255, -0.8204827562748569, -0.6831469591276887, -0.506931868330818, -0.2965040820189278, -0.11981037566863263, -0.13915219805239362, -0.3596030020573289, -0.5987721205595955, -0.7692781906459996, -0.8760536623234108, -0.9370363911671895, -0.9704590652859655, -0.9892901006720557 };
+static float USPS_mean[INPUT_DIMS * TIME_STEPS] = { -0.9919499212727939, -0.9725694919764011, -0.9309642959813387, -0.853716200521184, -0.7349504700315451, -0.5802354099574815, -0.39248257687560045, -0.2269891389384171, -0.2174700892881636, -0.3516331625291455, -0.5171603246468245, -0.6708125888081178, -0.7990983028391132, -0.8932807097791728, -0.9539613342476979, -0.9857407134823684, -0.982065124537093, -0.9396279381429109, -0.8481889680427892, -0.6871382765052781, -0.46854966931833575, -0.23665195432725242, -0.010466119873817016, 0.16903683075024034, 0.16696242696475144, 0.000575173501577279, -0.19530754532985956, -0.4051392961185021, -0.6211168477575091, -0.7968383502948817, -0.9104805820875028, -0.9707068291043692, -0.972355607872715, -0.9089240443011889, -0.7740880982032617, -0.5530052536003301, -0.3013481248114096, -0.10879414689343007, 0.02414649869702375, 0.12112666931833796, 0.09386644177753416, -0.026313687560005544, -0.13068748580441636, -0.2786945901796741, 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 static float USPS_stdDev[INPUT_DIMS * TIME_STEPS] = { 0.05066656593826383, 0.11768215831858285, 0.19527142979975337, 0.2833393066737951, 0.37268899940299066, 0.43424831734200253, 0.4509077884558764, 0.4523467450088637, 0.4435444516292877, 0.453474411938222, 0.4511610370141509, 0.4090808907117051, 0.340842016175768, 0.2515266389290965, 0.1535781715584388, 0.06980490524925699, 0.08765943105043687, 0.19636324018365733, 0.32429032997742996, 0.4567512820282358, 0.5626439446484282, 0.6032659791055035, 0.5639062519215206, 0.5308776133306021, 0.5223175793565092, 0.5540930619255867, 0.6009820087794636, 0.5835468006853077, 0.5110815844557693, 0.39510080274123266, 0.25620023445987633, 0.1226867565488554, 0.11282186786555957, 0.2443736268637558, 0.3927773337244816, 0.5300792876318842, 0.611455535763247, 0.6137703781184999, 0.5486362827625642, 0.558238252221451, 0.5640102654180597, 0.5458372730410752, 0.6033813665182791, 0.6179035980472674, 0.5636690595511944, 0.4471630564471609, 0.2991307396396185, 0.14513349372261522, 0.13165609358200855, 0.27850705968930484, 0.43720035704012494, 0.5696589694535166, 0.6305106802282854, 0.6130665659135671, 0.5708937380167166, 0.6267080783818001, 0.6140579359769878, 0.5502386047872234, 0.6051362682299342, 0.635397491562088, 0.5917012576621496, 0.4694826022296184, 0.3049891980667035, 0.1417658489946166, 0.14660482167334782, 0.3108270739064537, 0.4796721806586266, 0.6021156740335395, 0.6438981023490464, 0.6149730879531347, 0.5786341846733203, 0.6260900111005044, 0.6088319125295019, 0.5527066903416282, 0.6139823813708458, 0.6469383840051754, 0.6087765126529255, 0.4896843988025161, 0.3130099011675707, 0.13746176784318512, 0.1651363517565353, 0.3525996924710074, 0.5214554460712036, 0.6228931000316578, 0.6466288953590107, 0.617026839758864, 0.5735516128512261, 0.6164884033345998, 0.6226536777808414, 0.579468571253997, 0.6226313291006089, 0.6420111615955644, 0.6028682944062023, 0.5012722033813212, 0.3390059533601551, 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0.4759504899089418, 0.5801160408912686, 0.6171973056405151, 0.6084475754936072, 0.5662766326533075, 0.5725163997626637, 0.6523704000367663, 0.6439544061328982, 0.6038993966379462, 0.5936445165640896, 0.5988208807738072, 0.6134438430981234, 0.5822474624078565, 0.4781320392750622, 0.2744472002370629, 0.27978594406798046, 0.49000304569115505, 0.596927771017493, 0.6295636513656973, 0.6130992222136632, 0.5685432540366993, 0.5722666927638678, 0.6490460968540127, 0.6510618224925118, 0.5951965161993366, 0.579054281068931, 0.6133129715581599, 0.6399127837494875, 0.601009829227199, 0.4759842934093174, 0.25926034572427836, 0.2659329405966657, 0.48229673831219794, 0.6058557018009367, 0.6475577504899299, 0.6318593264440545, 0.5793441705514869, 0.5626352996175501, 0.6396798454937799, 0.6395304006230473, 0.5643649762025762, 0.5814789782426448, 0.6437155669568893, 0.6622897081277597, 0.5981077340856256, 0.4440137907748311, 0.22855334793658635, 0.23058280104056256, 0.4391108535116708, 0.5858018231169397, 0.6568158083074834, 0.660992447300762, 0.6050293531558012, 0.551566388582632, 0.6078442167019985, 0.5874351599908308, 0.5329056322660973, 0.6156086282390514, 0.6757254453683215, 0.658579754018323, 0.5568677508414656, 0.3855427765572426, 0.19247519514628053, 0.18151505693157194, 0.36316373873982777, 0.5198136719231422, 0.6273283747062883, 0.6745273153652143, 0.6455002272347471, 0.5585396598417464, 0.5410453171458859, 0.5096064443341672, 0.5429252747140453, 0.6545502373132852, 0.6698239302774162, 0.5980652613996279, 0.4668007421210614, 0.3114873386910331, 0.15654842294915372, 0.12168436193114814, 0.2528519135349363, 0.3889022669431662, 0.51681799362489, 0.6152354929585003, 0.6480000627279904, 0.5868680464219567, 0.5207594899432356, 0.5133934769539377, 0.5830576463663892, 0.6286429551523846, 0.5707288552482176, 0.4582805109955963, 0.3362912300487512, 0.224029788596469, 0.1134877995573401, 0.05688552112923371, 0.1253359275691928, 0.20678860013345332, 0.30178570214200107, 0.39857085075127774, 0.4710686511232531, 0.4809255781447563, 0.4517230712365873, 0.44968948316492025, 0.4579322493794554, 0.4218312472593008, 0.3369818647335357, 0.2510674309664235, 0.18299863726222423, 0.1220244940300115, 0.059526488182894154 };
 
 static float USPS_W1[INPUT_DIMS * USPS_WRANK] = { 0.04437631741166115, 0.13164237141609192, 0.13089998066425323, -0.005882591009140015, 0.04586317017674446, 0.21047545969486237, 0.9706279635429382, -0.5048243999481201, -0.7511760592460632, 0.07774244248867035, 0.40391597151756287, -0.016807876527309418, 0.08794082701206207, 0.09336663037538528, 0.08842388540506363, -0.10721755772829056, -0.16265031695365906, -0.506087601184845, -0.2623403072357178, -0.41705453395843506, -0.3362988531589508, 0.20567356050014496, 0.09920496493577957, 0.399951696395874, -0.10302149504423141, -0.2829299569129944, -0.21695533394813538, -0.11943338066339493, -0.17138315737247467, -0.08943527936935425, 0.09248100966215134, -0.11688404530286789, -0.2544580101966858, 0.2178615778684616, -0.245102658867836, -0.2574276626110077, 0.022898254916071892, -0.4134445786476135, 0.028750110417604446, -0.047812022268772125, 0.4697933793067932, 0.4765063524246216, 0.35218697786331177, 0.29210469126701355, 0.1622641533613205, -0.1555808037519455, 0.04628629982471466, -0.031492870301008224, -0.23739324510097504, -0.0762714371085167, -0.16486185789108276, -0.2018968164920807, -0.5137050151824951, 0.14758920669555664, -0.5882534980773926, -0.7306461334228516, -0.7919453978538513, 0.07507729530334473, 0.1977670043706894, 0.21115902066230774, -0.12351129949092865, -0.07091476023197174, 0.06400024145841599, 0.021400034427642822, 0.10578139871358871, 0.17063069343566895, 0.3912162184715271, -0.02506481111049652, 0.09003248065710068, 0.42354777455329895, -0.37391015887260437, 0.14988373219966888, 0.2816886901855469, -0.35063880681991577, -0.05643891915678978, -0.15927889943122864, -0.47207891941070557, -0.5888171195983887, -0.18981651961803436, -0.41033101081848145 };
@@ -86,7 +86,6 @@ int main() {
   };
 
   for (unsigned n = 0; n < NUM_EXAMPLES; ++n) {
-
     memset(hiddenState, 0, sizeof(float) * HIDDEN_DIMS);
     fastgrnn_lr(hiddenState, HIDDEN_DIMS, 
       input + n * INPUT_DIMS * TIME_STEPS, INPUT_DIMS, TIME_STEPS, 
diff --git a/c_reference/tests/fastgrnn/test_quantized_fastgrnn.c b/c_reference/tests/fastgrnn/test_quantized_fastgrnn.c
index 05ab80cf7..2f05d04fd 100644
--- a/c_reference/tests/fastgrnn/test_quantized_fastgrnn.c
+++ b/c_reference/tests/fastgrnn/test_quantized_fastgrnn.c
@@ -7,94 +7,23 @@
 #include "quantized_fastgrnn.h"
 #include "../rnnpool/q_wider_regression_model/rnn1.h"
 
+const Q15_T patch[INPUT_CHANNELS] = {1040, 1919, 4254, 4024};
+#ifdef SHIFT
+  const Q15_T expected[HIDDEN_DIM1] = {1415, 7082, -16378, 8216, -12075, 6805, 6475, 6902};
+#else
+  const Q15_T expected[HIDDEN_DIM1] = {1423, 7085, -16378, 8209, -12067, 6805, 6475, 6897};
+#endif
+
 // Simple test for comparing Seedot's quantized FastGRNN output with our
 // implementation. All values generated from Seedot on Wider Regression dataset.
 // By default, all tests run without using bit-shifting operations.
 int main() {
-  Q_FastGRNN_Params rnn1_params = {
-    .mean = NULL,
-    .stdDev = NULL,
-    .W = W1,
-    .U = U1,
-    .Bg = Bg1,
-    .Bh = Bh1,
-    .sigmoid_zeta = sigmoid_zeta1,
-    .sigmoid_nu = sigmoid_nu1
-  };
-
-  INT_T preComp11[HIDDEN_DIM1];
-  INT_T preComp12[HIDDEN_DIM1];
-  INT_T preComp13[HIDDEN_DIM1];
-  INT_T normFeatures1[INPUT_CHANNELS];
-  memset(preComp11, 0, sizeof(INT_T) * HIDDEN_DIM1);
-  memset(preComp12, 0, sizeof(INT_T) * HIDDEN_DIM1);
-  memset(preComp13, 0, sizeof(INT_T) * HIDDEN_DIM1);
-  memset(normFeatures1, 0, sizeof(INT_T) * INPUT_CHANNELS);
-
-  Q_FastGRNN_Buffers rnn1_buffers = {
-    .preComp1 = preComp11,
-    .preComp2 = preComp12,
-    .preComp3 = preComp13,
-    .normFeatures = normFeatures1
-  };
-
-  Q_FastGRNN_Scales rnn1_scales = {
-    .input = input1,
-    .mean = meanScale1,
-    .meanSub = meanSub1,
-    .stdDev = stdDevScale1,
-    .normFeaturesHDStdDev = normFeaturesHDStdDev1,
-    .W = WScale1,
-    .normFeaturesMVW = normFeaturesMVW1,
-    .H1W = H1W1,
-    .H2W = H2W1,
-    .U = UScale1,
-    .hiddenStateMVU = hiddenStateMVU1,
-    .H1U = H1U1,
-    .H2U = H2U1,
-    .mV1AddMV2 = mV1AddMV21,
-    .mV2AddMV1 = mV2AddMV11,
-    .mV1AddMV2Out = mV1AddMV2Out1,
-    .pC1AddBg = pC1AddBg1,
-    .Bg = BgScale1,
-    .pC1AddBgOut = pC1AddBgOut1,
-    .sigmoidLimit = sigmoidLimit1,
-    .sigmoidScaleIn = sigmoidScaleIn1,
-    .sigmoidScaleOut = sigmoidScaleOut1,
-    .pC1AddBh = pC1AddBh1,
-    .Bh = BhScale1,
-    .pC1AddBhOut = pC1AddBhOut1,
-    .tanhScaleIn = tanhScaleIn1,
-    .tanhScaleOut = tanhScaleOut1,
-    .gateHDHiddenState = gateHDHiddenState1,
-    .hiddenStateHDGate = hiddenStateHDGate1,
-    .qOneScale = qOneScale1,
-    .qOneSubGate = qOneSubGate1,
-    .qOneSubGateOut = qOneSubGateOut1,
-    .sigmoidZeta = sigmoidZetaScale1,
-    .sigmoidZetaMulQOneSubGate = sigmoidZetaMulQOneSubGate1,
-    .sigmoidNu = sigmoidNuScale1,
-    .sigmoidNuAddQOneSubGate = sigmoidNuAddQOneSubGate1,
-    .sigmoidNuAddQOneSubGateOut = sigmoidNuAddQOneSubGateOut1,
-    .sigmoidNuAddQOneSubGateHDUpdate = sigmoidNuAddQOneSubGateHDUpdate1,
-    .updateHDSigmoidNuAddQOneSubGate = updateHDSigmoidNuAddQOneSubGate1,
-    .pC3AddPC1 = pC3AddPC11,
-    .pC1AddPC3 = pC1AddPC31,
-    .hiddenStateOut = hiddenStateOut1,
-    .div = div1,
-    .add = add1,
-    .qOne = qOne1
-  };
-
-  const INT_T patch[INPUT_CHANNELS] = {1040, 1919, 4254, 4024};
-  const INT_T expected[HIDDEN_DIM1] = {1423, 7085, -16378, 8209, -12067, 6805, 6475, 6897};
-
-  INT_T buffer[HIDDEN_DIM1];
-  memset(buffer, 0, sizeof(INT_T) * HIDDEN_DIM1);
+  Q15_T buffer[HIDDEN_DIM1];
+  memset(buffer, 0, sizeof(Q15_T) * HIDDEN_DIM1);
 
-  q_fastgrnn(buffer, HIDDEN_DIM1, patch, INPUT_CHANNELS, 1,
-             (const void*)(&rnn1_params), (void*)(&rnn1_buffers),
-             (const void*)(&rnn1_scales), 0, 0);
+  q15_fastgrnn(buffer, HIDDEN_DIM1, patch, INPUT_CHANNELS, 1,
+               (const void*)(&rnn1_params), (void*)(&rnn1_buffers),
+               (const void*)(&rnn1_scales), 0, 0);
 
   for (unsigned i = 0; i < HIDDEN_DIM1; i++){
     if (buffer[i] != expected[i]) {
diff --git a/c_reference/tests/mbconv/q_wider_regression_model/mbconv.h b/c_reference/tests/mbconv/q_wider_regression_model/mbconv.h
index 4279f945d..26b863e64 100644
--- a/c_reference/tests/mbconv/q_wider_regression_model/mbconv.h
+++ b/c_reference/tests/mbconv/q_wider_regression_model/mbconv.h
@@ -19,60 +19,49 @@
 #define WSTRIDE 2
 
 // The convention followed for filter weights is F[groups][filter_height][filter_width][in_channels][out_channels]
-static INT_T F1[1 * 1 * 1 * CIN * CTEMP] = {5647, -1502, -7553, 9305, 4169, -3511, 5768, -1740, 2189, -10762, -2072, 2105, 8147, -2226, -3478, 6894, -4989, -1225, -1052, 3223, 2835, 187, -8015, -1954, 7735, -6578, 3594, -2792, -7423, 3046, -460, -2090, 9823, 1617, 7022, 3795, 4573, 6366, 4820, -8578, -1902, 3657, -5971, -6023, 4998, -11970, 1294, -3900, 8266, -1968, 3305, -8012, 10128, -1761, 2481, 3506, 1995, 1607, 3504, 2156, -4497, 1873, 5170, 1091, 1625, 4395, 528, -6206, -3641, 7600, -7175, -3123, -1529, 7513, 2189, 2205, 197, 824, -7992, -7497, 6485, -1067, 12214, -7476, -2371, 8122, -3530, -7981, 95, -5412, -7581, 329, -3165, 2783, 3227, 7431, 107, 7325, 11, -10290, 3017, -3696, -1911, 4747, 13048, 3998, 5457, 6305, 5505, 1070, 2236, -6220, 2900, -4816, 2226, -720, -2155, 9079, -2798, -5857, -1181, 4892, 3620, -3150, -9537, -5267, -1218, -66, -4405, 3934, -11278, 8412, -2100, -544, 3050, 787, -857, -5018, 504, 5199, 2862, 3108, 6487, -1019, 7989, -7066, -1135, -723, 442, 4407, -4157, 6203, 6847, 1563, -8250, 7772, -6175, 5326, 5524, -4206, 4579, -1926, 1369, -4916, -166, 2073, -1070, 1524, 7746, -6054, 1159, 1143, 544, -2335, -8732, 5922, -1917, -6708, 1927, -7531, 4538, 8959, 5073, -1378, -2915, -3756, 2680, 4794, 2917, 4262, -1785, -301, 8447, 5535, -5222, 2306, 6775, -1192, -4641, 7194, -881, 6141, -681, -6712, 8749, 3717, 2676, -1729, -3059, 8428, 6628, 4350, 2941, 11996, 9453, -792, -7168, -4372, 7724, -3749, 10496, 6122, 2245, 4841, 1398, 9183, 3365, 7504, -3962, -4160, 6347, 3671, -781, 1743, -3610, -7199, 1290, 462, -205, -1230, 31, -7259, 1188, 2634, 3023, -84, 4392, -7913, 6836, 12489, 4398, 4260, -4780, -2173, 4709, -2024, -5561, 1100, -5296, 1208, 7689, -2640, -410, 4195, 9372, 4189, 879, -1541, 5009, 9403, 3959, 4575, 3612, -356, 5412, -6370, 2349, 1137, 8175, 6530, -5105, -520, 9719, 3926, 2462, -941, -4688, 4880, 3179, -2203, 1182, -5729, 904, -2621, -2621, -4389, 4793, 8366, 2788, -3577, 2685, 8770, 6323, 1680, 9402, -4039, -2041, 6528, 9144, 4755, -913, 1049, 2715, 11985, -3276, 6198, 3623, -551, -4933, 1270, 4956, -6608, 3294, -2755, 10200, -8212, 1255, -1543, -1516, -604, -5208, 5610, 7358, 1666, 7865, 5376, 983, 4830, 17623, -6096, 13371, 2384, 4321, 2703, 5427, -4702, -862, 1866, -1953, -2645, 977, 5275, -88, 3359, 4728, 10823, 12210, 11048, -270, 2499, -3425, -2403, 5912, 9, -12209, -2114, 2467, -7428, 637, 3138, -354, 6650, -7600, -6354, -6179, -1072, 793, -1789, -6443, -2108, 9374, 1118, -8521, 1460, -1185, -1810, 1113, -1530, -1314, 962, 5213, 221, 69, 6403, 1725, -4855, 522, -1289, 4939, -2568, -1769, 4289, -6264, -5798, -4541, 490, 5470, 7726, 3147, -2186, -7494, 5025, -3262, 3144, 3306, 1112, -3543, -5099, 2393, 3953, -3382, -128, -3101, -4819, 4896, -5177, -3621, 1837, -4276, -174, 957, 12080, 3690, -1228, -597, -6413, -5576, -11349, -214, 2310, 4438, -2967, 1770, 7337, 5305, -2289, 7228, 5144, -4306, 7937, 2819, -214, 2107, 4691, -2540, -293, -282, -4000, -1935, 2758, 3950, 2405, -6978, 8680, 3902, 2468, 5203, -896, -3301, -1162, 888, 3361, 1283, 5571, 3951, -3928, 2475, -137, 2210, 2609, -3188, -4436, -1114, 215, -2381, 4729, 4188, -3974, -1547, 1646, 2820, 3480, 3487, -698, -587, 3782, -42, -3763, -1669, -1155, 2516, -3625, -252, -178, -4694, -3587, -5573, 3116, 3857, 3710, -956, -8638, 1767, -7624, -1871, -2481, 429, -5948, 5278, -8459, 5045, -2315, 6215, 1913, 4319, -686, 7174, -4847, 1062, 4779, -879, -990, -3208, 4286, -3201, 1707, -6203, -2347, 32, -6634, -72, -4678, 7856, 3154, 805, -3417, 5045, -3326, 2688, -2945, -1976, -2406, 3616, -2406, 1604, 975, -2068, 7626, 4682, 7346, -5623, 2841, -1699, 6255, -1909, 3627, 175, -5471, 2998, 3101, -3433, 4482, -2822, 5856, -27, 1612, -1999, -1031, 1026, 5508, -125, 5164, 4432, -5098, 11757, 4971, 19, -3547, 2728, 6500, 4712, 6296, -9141, 999, -1336, 1085, 640, -1007, -37, 3604, -3291, -533, -552, -1880, 11637, 2277, 5645, 828, 4758, 1948, -6581, 2126, 125, 1804, -7882, -4412, 1116, 10066, 2499, 6391, -1061, -5314, -5127, 3956, -1122, 5436, 1843, 540, 8954, -4060, 7632, -4397, -3231, 1781, -6399, 1266, -1678, -3800, 1449, -4788, 675, 1455, -5285, -2950, 7905, 4870, 2956, 75, 7440, 2015, 3924, 6023, 2018, 654, 4360, 1167, -2138, -4702, -3158, -9666, -1277, -1561, 964, 5367, -3178, 5186, 4966, 6648, 6756, 2311, -5807, 4905, -3072, -1318, -9288, 4338, 7301, -640, 1186, -276, -9606, 4807, 6278, -9188, -6387, -5902, -397, -4614, -3149, -321, 7225, -2958, 8934, 8169, 1042, 4501, -1256, 1010, -8546, -4900, -10039, 1128, -2137, -5275, -7872, 7548, 735, -722, 4003, 935, -514, 8273, 2945, 2596, 88, -2551, -2276, -4734, 3838, 1648, 6781, 9786, 4433, -331, 8371, 800, 619, -5702, -655, -7019, -5549, -6258, 5724, 962, -2421, -475, -168, -2952, 4680, 1910, -1628, -9278, 9653, -512, -60, 272, 8379, 8674, 3656, -9566, 9684, -2834, -2537, 2828, -3126, 4000, 2764, -1499, -6955, -7824, 284, -4516, 3267, 1241, 4617, -14, -4892, 1962, 1144, -37, 13467, -2203, -3585, 3505, 5146, -1252, -3156, 3466, -2958, -1453, 7570, -4038, 7792, 4391, -5711, 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-1782, -666, -3321, -1422, -2373, -2876, 8541, 4670, 4070, 2742, -4184, 2569, 1599, 5444, 4912, 5174, -4679, 4208, -5577, -5577, -1760, -8374, 645, 10983, 1521, -3195, 4245, 2647, 896, 4968, 2027, 521, 3748, 4668, -3079, -4777, 1276, 10576, -11536, -3075, -2211, -6330, 3135, -5205, 1314, 79, -8132, -14788, -8103, -6487, 5496, 595, 2681, 4068, 8958, -2375, -7457, -1093, -3666, 3898, -2545, 1435, -6237, -2141, -8102, -5486, 7599, -8036, 1917, -4783, 3517, -968, 3741, 123, -7016, -4480, -2976, -3469, -1615, -7674, 6044, 2740, 7524, -6470, -6408, -1991, 966, -2369, -6330, 1694, -117, 8566, 933, -771, -4269, -3145, 5338, -9208, -4278, -14687, -6636, -4637, -3104, 1553, -9007, -589, -1150, -11720, 486, -692, -8925, 5699, -1661, 3165, -64, 1090, -4557, -662, 1054, -1647, -2725, -4329, -10202, -8511, 4480, -1568, -691, -10805, 6524, 707, -7274, 2326, -1258, 4489, -2982, -2371, 1715, 1456, 5476, 5926, -7643, 822, 1849, -8192, 7720, 931, -8084, -4399, 2198, -5768, -13747, -3187, 15, -2035, 5019, -1238, -559, -4639, 7473, -1876, -2839, -2229, -792, 250, -4141, -348, -2090, -4939, 2229, -5827, -1966, 1757, 6869, -2551, -2542, -713, -5768, -15386, -2102, 5225, -3238, 9216, -4334, 1678, -1248, -1922, -6487, 8147, -4953, -5156, 3836, 837, -9288, -5261, -1709, 70, 6733, -4981, -5133, -3854, -2267, -3468, 12902, -3107, 2076, -6133, 3600, -1693, -6610, -6036, 4909, 2925, 3109, -918, -1900, -863, 5214, 68, 3553, 6342, -2096, 7536, -9232, -2918, -2402, -6759, 4735, 5537, -2562, 5014, 2876, 4004, 919, -3627, 913, 6200, 2089, -4434, 4250, 5535, -6558, 7866, 2967, -762, 6270, 6586, -911, 4229, -4108, -195, 72, 2361, 2242, -6447, 2212, 10541, 974, -3228, 2856, -3910, 1348, 1994, -742, -5702, 65, -2780, -2580, -2281, 1702, 783, -5234, 184, -4495, 2797, -5891, -2294, 1776, 7047, 3563, 2325, 3229, -4892, -4322, 8010, -3376, 3291, 3470, -5643, 4291, -8181, 3355, -2470, 3931, -7408, 993, -7420, -8991, -4540, -6057, 752, 1838, -3727, -2322, 4869, -233, 3473, -5585, -3745, -4650, -6195, -2981, -2366, -2280, 2871, 82, 2935, 10336, -4231, -966, -8489, -2382, 397, -7652, 2244, -735, -2308, -1211, 13442, 1888, 1324, 9544, 5120, 11922, 3543, 2084, 9091, -3378, -12935, 2249, -854, 1128, 4431, -289, 3646, 5339, -2339, 4466, 622, -1769, 1221, 3969, 6651, -3523, -1264, -3543, 277, -1486, -5826, -3406, -163, -2534, 8479, -3292, 375, -6489, -6351, 1099, -1640, -4232, -7808, 4163, -1969, -1794, -4993, 1555, -5329, 1125, -4850, -2157, 2754, 5521, -4937, -405, -2650, 11722, -3420, -4481, -6301, -271, -2024, 192, 679, 5654, 1759, 1675, 2706, 4599, -4077, 4300, 646, 3453, -3355, 9997, -3217, 801, 628, 2994, -278, 10571, 3514, -877, 4621, 6071, -1448, -3631, 7920, -1955, 5267, -1584, -4480, -6367, 7835, 7543, 2724, 3714, -9008, 7182, -2056, -3726, -4416, -4409, -1140, 70, -2143, 4273, 5040, 5576, -4080, 10266, 618, 7501, -3962, 2074, -1302, -5088, 4021, 1973, 4442, -4138, -6640, 6614, -7598, 5562, -1499, -4805, -6229, 3182, 2551, -4565, -971, 7395, 399, 1896, -2308, 1640, 5810, -1447, 693, 3911, -5062, 3406, -1760, -989, 7668, -1492, 5942, -272, -4760, -6919, -4729, 1688, -268, -1840, -8556, -208, 4812, 365, 746, 1977, -3519, -3082, -2739, 5820, -3052, -103, -2055, -1798, 4789, 1372, 1519, 2686, -8560, -5334, 667, 148, -6864, -10023, -6310, 7481, 1097, 476, -603, -2958, 3647, -3510, 76, -3492, -666, -2719, -4717, -6575, 204, -2860, -9321, -385, -2962, -2, -1154, -2483, 1487, -4558, -9781, 3285, 1750, 7414, -3681, 2595, -5915, 2703, 2829, -8707, 6466, -3757, -1199, -5752, -9877, 5995, -4745, 7597, -67, -1499, 321, -8206, 6968, -7125, 1171, 7413, 1731, 8320, 747, -1017, -6406, 5383, -270, 2269, -2858, 2698, -3510, -2255, -1420, 439, -4822, 2020, -7441, 4563, -4043, -1124, -9195, -2308, 4517, 3320, -93, 4610, -1989, -476, 1329, 6779, -141, -8206, -4782, -2052, 4421, -3795, -8469, -3594, -2318, -4457, 8081, 1074, 4419, 5327, -4868, -3795, -7855, -4516, 729, 7016, -4091, -6330, 6363, -868, 8947, -1340, -4796, -4702, 4141, 2608, -416, -5615, 1872, -1308, -3969, 908, 2329, -7304, -12146, -6904, 3351, 9033, 5814, -11530, 6075, -3058, 6231, 555, -1342, -10800, -6447, -5951, -263, -3620, -9397, 523, 3780, 5490, 4919, -6435, -369, 2416, 634, -7051, -3634, -3640, 2952, -213, -6045, 3373, -3143, -2691, 103, -7103, 7935, 7706, -1480, -674, 1704, -2930, 421, -4132, 2256, 8865, 6683, 5645, 18, 641, 9786, 2019, -281, 7856, -1176, -1410, 8593, -920, -1435, -3385, 7194, -10030, 3845, 4019, 6543, -487, -5618, -237, -10013, -4602, -2983, -2132, -2275, 3170, -2773, -2400, -2230, -4510, -1118, 5122, 6847, -761, -3137, 1657, -7912, -7614, 7222, -938, 6461, 2317, 4540, 2050, -7839, 4228, -5335, -1864, -1968, -6082, 2876, -2767, -4090, -4530, 5449, 473, -4236, 9537, -1039, -7588, 6160, 1719, -1349, 1057, -3813, -8330, -6225, 4201, -5848, 3129, -6496, -3582, -2450, 176, -3280, 4843, -2930, -6169, -13722, 685, 7308, -3169, -6054, 5089, -11079, -4911, 967, 1422, -166, -1549, -11562, 5136, 6372, -4839, -76, 2832, 1554, 6365, 267, -2187, -10246, 3957, 563, -4041, -5950, -795, 1781, -4238, -5573, -3887, -13, -5634, -1228, 4095, 940, 4638, -5145, -218, 7712, -2351, 2686, -5387, 3433, -1391, 962, -6057, -3198, 1806, -4760, 3983, -5733, 7041, 5007, -8152, -917, -5486, -228, 2809, -7448, 6375, 1429, 9414, -9165, 3914, 1273, -4703, 323, -3225, 2369, -4382, 5260, 232, -1843, 4236, 5971, 2710, 1352, -2837, 5333, 6339, 2180, 3313, -1307, -2002, 3292, -3714, -7102, -8850, -7388, -5549, 1734, -5569, 763, 9566, -7610, 1123, 0, 578, -5701, 7994, 2921, -8606, 127, 5410, 6983, 4774, -3662, 3669, 641, -6629, -397, -318, -2484, 4250, 6026, 6676, -7979, 2991, 5437, 4582, 1342, 6817, 3718, 3680, 5707, 3092, 6106, 178, 5925, -3374, 5045, 5832, -2477, -834, -3426, 10593, 654, 3822, 6693, -439, 2344, 4965, -4721, 691, 3597, -2069, 2667, -1167, 1044, 662, 673, 7557, 2730, -2259, 1400, -4678, 2605, 10, 1242, -2692, -4355, -4425, 5827, 498, 2435, 462, -1787, 4255, -5535, 154, -5092, 5754, -416, -6012, 855, 2756, -304, -6970, 9269, -5275, 7717, 5712, -2705, 8320, 1121, 3445, -2409, 4078, 8744, -2328, 6783, 2508, 13065, -1297, 5491, -827, -3332, -4532, 2549, 2916, 3836, -862, -3770, -2215, 5035, -5203, -2468, -3326, 6878, 571, -2055, 198, 731, 1237, 6448, 2101, -2276, 8030, -5943, 1433, 1905, -6470, 8562, 11610, -4929, 9300, 5601, 944, -5671, 6719, -492, -5061, 2229, -3469, 877, 1683, -3419, 12693};
-static INT_T F2[CTEMP * HF * WF * 1 * 1] = {-13686, -11907, 1690, -4110, -10896, -16408, -12538, -6822, -8858, 15593, -10774, -12616, 6591, -15833, -13939, -16762, -1157, -4805, 14127, 18904, 13782, 16347, 1743, 10741, 12188, -10891, 3695, -8892, -16096, -7888, -17113, -2913, -11536, 5866, -7654, 3351, 4227, 26881, 16417, 4883, 7007, 21680, -12947, 885, 488, -4846, 17856, 5196, -2329, 13490, 12529, -2337, 2770, 9702, -3414, -9567, -13573, -3305, -19031, -517, 3591, 18888, 11512, 7629, 4165, -11283, -3558, 22083, -10204, 9427, 20617, 11503, 6366, 806, 12631, -12659, -8756, -11999, 2758, -14468, -17588, 7123, 1906, -6249, 11243, 17817, 9540, 19127, 18557, -4060, -9372, 14596, -17105, -12157, 19249, 3482, 13525, -14177, -21639, -5742, -14180, 4676, -7537, -21198, -9157, 12612, 4350, 201, -10075, -4258, -2640, 854, 5429, 11574, 9635, 22284, 7079, 4816, 17448, 13478, 5482, 15645, 4620, 6492, -14044, -12524, 7541, 6353, 4340, 13165, -5482, 3560, -15070, -5729, -7322, 13394, 27478, -10868, 15824, -10195, 3129, -3825, 14600, 5569, 3248, -16156, 7345, -1471, 1262, 9664, 12510, 17273, 19997, 1629, 7747, 9979, 7738, -11764, -2404, -7506, -18584, -7685, -13125, 10803, -11147, -2697, 20209, 13975, 15626, 10705, 19439, 885, 1794, 16824, -8233, -4899, -163, -2701, -4950, -14489, -20205, 15584, -4396, -13937, -7264, 12346, 8514, -15313, -4089, -17566, 9278, -19468, 2334, -17478, -10425, -3923, -14283, 11102, 9380, 13712, 15223, -12157, 16454, 20985, 4367, 5047, 15021, -2680, 5814, 2918, -5502, 18695, 11528, -8357, 16846, -1408, 19901, 8965, -16184, -10845, -5854, -7368, -11823, -15614, -10117, 5145, 13823, 3673, 6145, 4315, 13052, -13913, -9270, 10364, 13829, 18310, 9910, -12649, -6409, 1585, -5830, -12252, -11102, -8785, -16210, -6687, -17849, -18969, -4120, -10193, -13551, -14529, -15350, 8631, -2138, -12656, 19704, 9206, -16140, -11762, -17038, 11707, -12180, 11685, 9493, 4078, 21416, -15840, -6350, 22478, -3879, -2769, -2613, -11395, -8273, -10507, -8471, -2867, -7900, -11972, -22212, 6917, 239, 17878, 1994, 4892, -9427, -3907, 14825, 12624, -7808, 20421, 11103, -12195, 7492, 3380, -11180, -554, -4669, -6263, -7436, -3535, -10588, -6372, -3446, -5412, -491, -5061, 23940, -2595, -15429, 4433, 1523, -13682, -8007, -15188, -6173, -17525, -15839, -7617, -15240, -7097, -9444, -10315, 1885, -18448, -22192, 7376, -11147, 7179, -14581, -16040, 20002, 3459, 1451, -22790, 10759, -9994, -7374, 1877, -2152, 13903, -3072, -5026, 11429, -5769, -1238, 19774, 8813, 18015, -6008, -7669, 10705, 8074, -3501, 14684, -21850, 432, -4725, -10267, 2258, 9581, 746, 9950, -10587, -13061, 3043, -8424, -17414, 15210, 2180, -9090, -12671, 18915, -16798, -8357, 15942, -14597, 20061, -626, 17001, 11017, 13698, 13206, 1531, 2194, 3176, -6006, -10811, 1573, -5844, -15802, -6638, 13144, -9667, -14214, -9175, 3623, -2596, 9323, 5455, 13395, 1928, 19271, 19266, 4245, -2754, 9956, 6913, 11780, 1911, -3801, 20556, 12057, -6487, -11259, 17121, -20234, 15871, 19994, -22280, -7535, -10567, 61, 6265, -7481, 3423, 2062, 4315, 5418, 16693, 19949, 5255, -12657, 22150, -1343, 8569, 2219, 6522, -8080, 21133, -6586, 988, 1369, -8422, -13532, -7828, -17404, -13656, -18526, -7698, -14734, 416, -8501, -7597, -18330, 13005, -4042, -8609, 16352, 17981, 6368, -4926, 16176, 8072, -2223, 8093, 15082, 14947, 9384, -3433, 22849, 5248, -15862, 8917, 9488, -10686, 21145, 14344, -10901, 10463, 19246, -13406, 17371, 17027, 3770, -10416, -9138, 1119, -20282, -6613, 24665, -13329, -1032, 21575, 9534, 17322, 15055, 7495, 14141, 8503, 393, 1204, 93, -11153, -2248, -9222, -20911, -1171, -15926, -14078, -5591, 15197, -10676, 19360, 14759, -6104, 23345, 9719, -8532, 7766, 12725, 7723, -18954, -13031, -4080, -7973, -13927, -8145, 5211, 17871, -5626, -17107, -8863, -14366, 13863, -10473, 499, 5306, 4778, 1649, -17616, -18930, 13976, 3196, -16614, 5607, -16318, 10237, -8743, 2852, 13096, -7033, -515, 3261, -4277, 14188, 21139, 14691, -3381, -6184, 11860, -10740, -15025, -16698, -10181, -2751, -9262, 3783, 489, -14730, -17930, -17860, 15208, 20593, -9228, 9123, -7963, -14010, -10076, -5735, -4301, 11721, -2724, -8054, -5611, -9298, -14466, 4361, 13461, -3305, -11578, -20597, -3160, 9700, -10269, -4717, 16197, 14864, 17694, 578, 9298, 19019, 2031, -22103, 10807, 4218, -143, -8096, -6843, -11781, -12372, -6106, 13025, -6007, 12680, 16318, 57, 16249, 17149, 15262, -4952, 22506, 10909, -6092, -14645, -1410, -11901, -8521, -7991, -3340, 9474, 12008, -4657, 17187, -8782, -6396, 16510, -5238, -12112, -15550, -6515, 10059, 16087, -9876, 12516, 24824, 2952, 16937, 16074, -1249, 12406, 1150, -10376, 17192, -9583, -12910, 1751, 8739, 11825, 16365, 16180, 7601, -3946, 12659, 3274, 17382, -8569, -1101, 11238, 4535, -23554, 11176, -3210, -14218, 12363, -1079, 20082, 14098, 14178, -4924, 14662, -15287, 16534, -3104, -907, 11574, -9029, -3606, 20698, -1957, -10547, 10501, -2646, 21948, 12742, -9558, -4572, 1363, 14925, 7841, -15277, 3439, 3675, 6865, 7351, 10815, 9265, 9733, 13092, 6192, 3641, 14684, 7630, 4842, 14704, 13649, -7904, -12672, -11079, 17957, 15825, -1361, 22192, 99, 3238, 3946, 27103, -10249, -1722, 1368, 13959, -9697, -8391, 19956, -5208, -2366, 18745, 4964, 7073, 2833, 16354, 27200, 13968, 9221, 14486, 7334, -12789, 7506, 21620, -10422, 18108, 3631, 3681, 8873, 132, 265, -5399, 12081, -1129, -1610, 18407, 5674, 17518, 274, 15420, 20900, 15853, 20452, 7001, -1994, 7989, 7039, -10, -570, -10300, 4472, -6633, 14785, 16928, -5333, 23664, 3080, -2115, 2391, 21659, 2480, -11061, 19895, -4564, 5690, 19019, 22758, 6526, -9508, 14354, 551, -12517, -5328, 8494, -16228, 14929, -15130, -15206, -2955, 3322, 18135, 6540, 11751, 11919, 8793, -13991, -11655, 16879, 22657, 17776, 14834, -1844, 16517, 16087, 12110, 25127, -14517, -3339, 4779, -13045, -11675, -13718, 1967, -10056, -569, 10111, 5601, 6359, 18405, 14563, 9955, 476, -8813, -4641, -17333, -3068, 1256, -6256, 17101, 12436, -11420, 17865, 4589, 18764, -8467, 2764, 7596, 19061, 16180, -377, -7253, -3964, 208, -5683, -2903, -3667, -7179, -8981, -2033, 16330, 10924, 6852, 17227, 11561, 16499, 13859, 8680, -1029, 12964, -5888, 2659, 24814, 5233, -4714, 8374, 7983, 14809, 7150, -4582, 4853, 23803, -2177, 2075, 23854, -13831, 7869, -3323, -10089, 9703, -6495, -7702, -19065, 13344, 15055, 8806, -15534, -1332, 5195, -24811, -2042, 4134, 3773, -3167, 7947, 12525, 6783, 16111, 10829, 4158, 12262, 7929, 12252, -10599, 4896, 22442, 16427, -4313, 6060, 18326, 20511, -11488, -11479, -15622, -15999, -4640, 18702, -5736, -3022, 26581, 19990, 5729, 18841, 5236, 23439, 17584, 15303, 2459, 18939, -893, 12247, 29557, -647, -12910, 5673, -17252, -1913, 6379, -14453, -11895, -13257, -6501, -14904, 3947, 8259, -7483, 9564, -8775, 14953, 16651, 14258, 19292, 12543, 10636, -1367, 14539, 16437, -4352, -300, 10331, -18485, -15215, 24582, -6, -14349, -7377, 5030, 10387, 11349, 9911, 14740, 15101, 3279, 10527, 9237, 8602, -21907, 5634, -10823, 4113, -15238, -4758, -20282, 12903, -17248, 7978, -18374, 2184, -12718, -9655, -1993, 4740, -15524, -1821, 137, 774, 11768, -23213, -8594, 7017, 21276, 5241, -14886, -21324, -18798, 8513, 8387, 14158, 7395, 4294, 11099, 10747, 11855, 2184, 9114, 11411, -5746, -792, 12892, -278, -2169, -12343, -2695, 19697, -17789, -7694, 14937, 7088, 2209, -6893, -11214, -14677, -11742, -3275, -19763, 2807, -12133, -10023, -4540, 22156, 638, -1537, 24975, 14985, -7435, 1270, 9783, 18782, -9682, -16039, 8285, 15282, -3770, 3313, 2639, -15372, -6353, -14054, -1729, -185, -1860, -3288, -19827, 931, -173, -7272, -5246, -8176, -6302, -13740, -13345, -7742, -2567, -2004, 8423, 16502, -12777, 11459, 1572, -9520, 9019, -9085, -17316, 4326, 8204, -19602, 11615, 1296, -19163, 12340, -929, -16396, -15395, -14310, 23383, 4741, -13117, -8283, 9371, -12716, -17210, 22138, 4874, 21788, -7988, 4308, -14550, -9007, 2934, -3158, -11232, -14060, 2510, -6387, 1764, -2121, -11540, -15852, -5502, -21030, -1739, -17876, 12245, -11474, 18665, -18647, 3512, -9629, 20851, 12099, 25803, -5222, 14211, -6396, 1827, 8702, -13120};
-static INT_T F3[1 * 1 * 1 * CTEMP * COUT] = {3957, 4199, 625, 7618, -3520, 7920, 3161, 3635, 2887, -169, -2482, 6425, -563, 2016, 1627, 6164, -6454, 2937, 2121, -7586, -4161, -2282, 3581, 9194, -451, -623, -3180, -1949, -4834, -2057, 4398, 1441, 1012, 4465, 4369, -7093, -1168, 7260, 3439, 361, 3799, -1960, 43, 167, 1227, -1388, -1999, -966, 2888, 689, -3129, 6645, 5765, 579, -2978, 970, 1072, -2858, -190, 1676, 3787, 5392, -4595, 2339, -5836, -7433, 4685, -3809, 11598, -5560, -1548, 2799, -11185, 6858, -5431, -628, -6141, 703, 2781, -1203, 6562, -2913, 1564, 3037, -5333, -5476, -3981, 722, -1102, -4060, 1480, 1493, -1742, -2660, 6836, 955, 2793, 952, -1297, -1334, 462, 3169, 4349, 1454, -1458, -1541, -701, -819, 4243, -1750, -5832, 2502, 2375, 2270, -1053, 3953, 2160, -5029, 3968, 928, -335, 1468, 5074, -3308, -4236, 5022, 1637, 6135, 2077, 1149, 2009, -3804, -2177, -3834, 3005, -1475, -3197, 627, -372, -3212, -1321, -2090, -2959, -6183, 923, -3207, 2748, -1771, 1293, 440, 313, 4396, -3434, -2867, -858, -4282, 1919, -4570, -4486, -6718, 575, -1915, 3353, 1481, 521, -1846, -1555, 3627, -1757, -6434, -1046, 1369, -1834, 4217, -2499, -3934, -3361, 542, -2438, -6603, 3503, 1287, 5390, -2527, -1687, -1631, 1458, 286, 1114, 1695, -1378, 1150, 843, 7770, 925, 1231, -1054, 8939, -2499, -3718, 6254, -2052, 3705, -5189, -172, 1455, -2919, -710, 2020, -456, -439, -752, -562, 1228, 4009, 7975, 3801, -2420, -1224, -3641, 4122, -2477, 2580, -1088, 2316, -5642, -2147, -1616, 6248, 805, 2953, -73, 7437, 2149, 4019, 567, 4277, 6290, -2941, -6127, -3491, -852, -731, -2740, 759, 7343, -3531, 4987, 4661, -691, -2772, -11575, -1625, 3650, 2809, -5021, 304, -3136, 552, -2418, -4312, 4779, 1122, 3461, -5531, -3227, -181, -2287, -9379, -1285, 4555, -90, -6062, 4229, 1850, -3159, 1433, 1067, -448, 4486, 4606, -681, 1304, -3292, 492, 2676, -2260, -2065, 1011, -2457, 4886, -4214, 2183, -4054, -640, -1407, 2863, -891, 4953, 3425, 6656, 3408, 4174, -1945, -4384, -3992, -5147, 450, 5381, -3409, 3401, 5141, -6307, 4011, -9937, -4381, 1933, -3984, 317, -5047, 206, 1840, -2055, -3336, -3250, 2609, 5921, 167, -23, 4116, 5460, 102, -2886, -1874, -4344, 2742, -4321, -420, -5193, -3492, 4598, -671, -6371, 6218, 2811, -1951, -3421, 788, -2973, -227, 959, 7410, 2559, -4696, 8624, 2634, -4282, -3651, 4416, 5070, -1702, 1911, -1293, -2873, 1903, -3569, 3702, 2808, 5801, 4724, 3575, 5165, 3046, -2888, -1872, -852, -4935, -3034, 1082, 2601, -520, -710, 7794, -3223, 4542, -1355, 5047, 1, -11833, 564, -7035, 2271, -4127, -816, 7049, -4060, -2665, 1952, -8589, -7128, 1993, 2982, 292, 5446, 8458, -5796, -5692, 4700, 9107, -2030, 5807, -12175, -2757, -3816, -12650, -2320, -8900, -4019, 8753, 9492, -1886, -11662, 2823, -7632, -6805, -4164, -6665, -5087, -8368, -5075, 4500, -1708, 8576, 2678, -9238, -8252, 2215, -8004, 8881, -1186, 8840, -4176, -7131, 5504, 3863, -2052, 112, -1500, 8337, -1610, -9541, -5864, 11309, -5171, -10839, 3600, 8944, -6889, 13377, 2565, -7394, -5707, 1572, -747, -128, 2018, 6332, 7332, -2762, -560, 1657, -10561, 1281, -5922, 977, -9218, 11510, 3903, 9212, -756, 896, 1264, 6129, -498, -7168, -6081, -1498, -772, -3842, -2287, 3947, 3172, -2605, -761, -1459, -763, 200, 393, 3925, -4472, 1332, -5976, 3904, -5339, 1885, -4260, 2138, -4700, 1780, -2874, -4465, -2810, -4701, 221, 3608, 1404, 5442, -3223, 3988, -2309, -6270, -3337, 847, 4611, 5662, -4326, 3530, -540, 4344, 1844, -2527, -2903, 2873, -87, -24, -1251, 4667, -1737, 6061, 4365, -2042, -1185, 4699, 3738, 2931, 9499, 2149, -681, -2899, -2091, 368, 1793, 5375, -1115, -665, -4444, -5969, -88, 2169, -4623, -4578, -9373, 1052, -3891, -459, 1951, 1158, 679, 3347, -1717, 2250, -7099, -5161, 4845, 4589, 2530, 1529, -772, -6, -2097, 682, -892, 3239, 3513, -1031, 1093, 1610, 2188, -363, -3196, 1443, 1296, -675, -4591, 2548, -4581, 2807, -2968, 257, 1304, -365, 286, -7316, -4563, 3555, -3299, -2718, -3357, 1321, 4876, -5775, 2650, -7127, 1259, 5754, -5966, -1050, 894, -3357, -6216, -1221, 4296, 1346, 5856, -3680, -2542, 4164, 4365, 7489, -1795, -1637, -1002, 693, -2910, -1788, -2087, -3390, 4937, 696, 6752, 3577, -2623, 5905, -7995, 2110, -1598, 2837, 4788, 3, -18, 1134, -2531, 6432, -1253, 1118, -316, 7223, 837, -714, 2698, -2379, -2559, 3282, -2781, 627, -1347, 772, -4446, -2082, 2115, 8562, -1420, 363, 672, 6, -2708, 3267, -1565, -2414, 4768, -128, -3146, -556, 5134, -6414, -6207, 572, -1627, 0, -1345, 481, -5530, -4146, 566, 942, 7466, 717, 6556, -3171, 1142, -2640, -122, -3758, -1945, -1712, 4302, 189, 2731, -4787, 6436, -3808, -4491, -2660, -242, -3242, 4872, 570, 1279, 2220, -1257, 5766, 845, 2020, 6267, -3159, 5204, -3222, -2261, 1868, 2028, 1229, -3601, -4396, 2962, -4096, 3002, -2181, 81, 2473, -1004, 2875, -3828, -1114, -1212, -2109, 3998, 2570, 4324, -1701, 3038, -2825, 2691, 693, 370, -6392, 1519, 2625, -2998, -4470, -2377, -984, 1992, 5710, 3618, 1317, -899, 10419, -3432, -2987, 4699, -4124, -1335, -980, 341, -106, 4306, -4088, -1348, 2490, 3870, -5577, 912, 4774, -5535, 1557, 1028, 284, -2756, 535, 5956, 874, -4132, 3248, 1514, -3157, -1555, 146, 2527, 3336, -3809, 3125, -1613, 1081, 2662, 2136, -2426, -2138, -926, 4636, -1623, -3542, 2913, 532, 1797, 3469, -4374, -3857, 1909, 649, -3996, 2587, 6696, -1044, -879, -491, -4090, -5857, 3059, -528, -320, -713, 1101, 4347, -1220, -2087, -6840, 220, 5240, 2570, 2569, 2805, -3368, -561, -2977, -4248, 4410, -682, -2036, 30, 4654, 4383, -2992, 803, -2366, -1346, 407, -825, -4866, -392, -500, -2890, 2747, 3670, 3987, 2239, 662, 1837, -3987, 459, 1559, -4341, 1682, 326, 4294, 313, -1074, 3703, -439, 2560, -334, -3660, -4612, -4983, -7007, 1109, 3148, 1268, 1392, 3280, -618, -4451, -316, -2433, -8701, -523, -612, 875, 3338, 3296, 2189, -523, 2500, 2846, 5759, -445, -1017, -3224, 2650, -8467, -2420, -6571, 742, 8859, 924, -6162, 3611, -856, 2609, -2128, 7, 3514, 153, 1961, 1096, 1314, -673, 1082, 7752, -3926, 2510, 4054, 1605, 5548, -648, 5600, -4254, 2200, 3751, -4120, 1650, 1824, 2387, -3526, 671, 1884, 5573, -681, 5752, -75, -8244, -6603, -824, 4595, -1298, 1505, 5169, -2733, 2344, 1030, 1241, 1506, 1365, -2225, -2144, 2101, -835, -3406, 561, 2374, -2694, -428, -4964, 411, 285, -4281, 1977, -2337, 2090, -2009, -2431, -1594, 3432, 376, -2770, 3238, -2282, -3240, -6035, -1390, 1124, 2301, 1208, 3293, -1865, -4269, -3048, -2137, -4862, -267, -4205, -3947, 3362, 1536, -958, 3595, -2249, 597, -1169, 1845, 757, -2238, 1982, 38, 870, 411, 5765, -1424, -6091, -1032, 909, 3842, -1239, 179, 2848, -292, 2671, -1065, -2144, -2958, -4116, 1128, -700, 3904, -5758, -3863, -950, -5178, -3232, 6707, -4460, -1959, 1114, -5820, 4817, -168, -1323, 1091, 3590, 2353, -1336, 4164, 327, -774, 2135, -3874, 1535, 3372, 5106, 1516, 4613, 3932, 1601, 3061, 5848, -2126, -184, 6624, 1763, 4015, -713, 550, -5870, 208, 1231, 3507, -5636, -1667, -5015, 3549, -1714, -3179, -1666, -4275, -1823, -1543, -487, -1758, -2544, -946, -4528, 1953, 3199, -6087, -2139, -21, -2001, -3699, 2434, -570, -1032, -1486, 2109, -3042, 1742, -1544, -271, 1415, 3123, -4183, -2650, -1448, 1450, -350, 2220, -2708, 1374, 1636, 395, -2728, 2239, 1117, 4829, 470, -1537, -1243, -3900, 1899, -555, -2274, -133, -3752, 2836, 644, 924, -1003, 3150, 242, 2345, -72, 2201, 5662, 2500, 3762, 2587, 532, 3620, -2365, -3071, 5492, 1374, -488, -5972, -3324, 3464, -6381, 963, 2323, -2535, 1182, 3591, -2557, -607, 6896, -3433, -6708, 602, 3642, -7616, -265, -3342, -2016, 378, 1344, -8248, 771, 85, 1589, -1969, -2022, -2283, -1858, -5916, -1095, -4753, 1538, -2025, -1721, -4488, -5072, 270, 665, -1277, -4533, 1453, -2774, -3645, -3023, 6357, -1098, 2699, -2318, -790, -926, -510, 1412, -3940, -3473, 4174, -5220, -1044, 2094, 4928, -3111, 2527, -2940, 1312, 1374, -4048, -992, -7871, 1777, -6397, 2306, 5941, 1648, 2980, 3247, -4813, 4612, -1416, -3626, -928, -4983, 6048, -359, -5346, 292, 1268, 1815, -781, -1922, 2572, -472, -788, 5150, -5507, 5109, -1352, 2292, -3611, 3324, -3594, -9002, 5249, -5254, 4948, 2429, -4638, 7689, 6904, 2655, 10212, 1958, -9329, -11686, -6674, 690, -783, 1138, 5977, -522, -410, -7147, -2004, -884, -4073, 1060, -2122, -1855, -5403, 1256, 1237, -1880, 4939, -6537, -779, -7320, -7289, -2882, 9156, 262, -3898, -21, -4407, -2937, 999, 195, -7838, -6859, 5948, -3925, -87, 1927, 5108, 3567, 8541, 8864, 4842, 7057, -1260, 1117, -5294, -7357, 5140, 1535, -929, 3795, -378, 2401, -2775, 5420, -7398, 4984, -5131, 599, -2210, -9400, -76, -5620, -4484, 1906, -7879, 2931, -2612, 6737, -5078, -588, -1470, -3516, 2472, -2896, 1577, -249, 3853, 1234, -4810, -1598, -6222, 2462, -1148, 4595, 2107, 1830, 3366, 43, 211, -599, 578, 1148, -4355, -2417, -3788, -498, -600, -5, 172, 4835, 1153, 1013, -2749, -2345, 388, -4312, 1719, -2531, -3435, 71, 2228, -614, -3132, 1936, -1856, -5563, 553, 3000, 1790, -1339, -2567, -1032, 784, 325, -988, 445, 60, -1509, -1298, -3787, -220, -684, -2921, 985, 1671, 4120, 1074, -652, 1330, 4385, -2254, 2071, 7097, 781, 7365, 2271, 3554, -3058, -3435, -953, -201, -2189, 4334, 409, -1141, -2657, 4085, -3197, 1171, -2280, 1127, -1408, 670, -851, -690, -2239, -2621, -1842, -4198, 8544, 2447, -1043, 4439, 3399, 325, -1507, 1447, -822, 3582, 3251, -1716, -2027, -1039, 5263, -859, 191, 4161, -4822, -3582, -6914, 3875, 1591, 4678, 652, 1177, -3453, 258, -867, -372, -2568, -91, -5762, 2300, 1230, 6263, -4877, 5143, 5533, -3142, 3073, 3567, 4608, 3041, 952, 3910, -1057, -4584, 4138, 2531, -5041, -3273, 2086, -2976, -2782, -3253, 4453, -835, 773, 4358, 3075, -2550, 1530, 6671, 4738, -2870, 1006, -4100, 3430, 765, -5191, 4561, 1346, 1452, -1761, 1652, -2391, -4798, -1392, -1797, -174, -2371, -3606, 6135, 9728, -662, -621, 1874, 3779, -6009, -2890, -4322, -3561, 4869, -5841, 3201, 610, 786, 1154, 2804, -5761, -9479, 3982, 4128, 5612, -7781, 4593, 4152, -10499, 607, -11425, 587, 8367, -9163, -6945, 11110, 88, 2110, -10251, 7398, -2811, -524, 6366, -4677, 5675, -719, 4298, 2986, 4351, 8741, 2207, -6589, 5387, 577, -1594, 1175, -4437, -1035, 1906, 158, -4835, 7139, 10551, -3449, 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4641, -2034, -529, 6742, -2829, -1743, -4432, 4615, 169, -1043, -1099, 739, 1335, 9237, -1894, 5348, -3557, 8818, -4945, 4426, 4977, -4615, 454, 1297, -4429, 3039, 10669, -7812, 1805, 9339, 3728, 5094, 419, -1244, -1968, -2101, 3427, -650, -9455, 3652, 5701, -3829, -643, 2336, 9339, 2380, 3989, -1458, 2237, -1426, 5542, -3882, 6163, -797, -313, 2968, 1569, 2394, 7211, 200, -4347, 8082, 1228, -3829, 8965, 2356, -6027, -3411, 3010, -3421, -3389, -1350, 6796, 6530, 8408, 4522, -7491, 2583, 7028, 2494};
-static INT_T W1[CTEMP] = {17017, 19529, 17179, 18286, 8737, 13563, 15882, 18782, 19230, 19203, 19456, 25471, 12554, 10485, 19418, 13622, 11164, 14686, 16740, 20330, 15084, 24454, 21138, 18955, 15140, 21354, 13947, 17199, 22820, 21448, 21498, 21165, 14533, 16778, 15325, 15593, 18523, 21365, 15671, 17979, 21084, 25756, 22460, 13637, 23945, 15634, 18745, 14041, 23845, 25844, 17189, 22305, 8599, 18819, 10575, 14152, 19962, 17389, 17664, 20796, 20798, 22578, 17279, 26630, 24488, 17586, 22453, 20906, 13527, 16455, 26186, 9836, 25189, 15573, 18342, 17394, 14727, 19176, 14324, 17629, 8642, 13678, 8987, 20371, 20281, 16199, 22043, 13271, 19443, 21668, 19171, 16988, 15005, 17742, 21479, 23528, 19084, 13634, 12271, 22752, 16969, 19306, 22343, 21196, 5418, 18690, 13993, 12758, 16980, 15562, 15264, 16169, 20813, 15180, 15017, 27001, 16917, 12239, 19544, 22506, 23084, 21204, 19130, 20882, 25210, 17332, 24433, 15447};
-static INT_T W2[CTEMP] = {8535, 10292, 5604, 9277, 10630, 9521, 13822, 8070, 10129, 6732, 14744, 13360, 12231, 13296, 19848, 9294, 10397, 15903, 7895, 14529, 15805, 9358, 6117, 14469, 9985, 13497, 14509, 7510, 14038, 7025, 12413, 16935, 10073, 12142, 13526, 6777, 9707, 13967, 13092, 15507, 12378, 17038, 7935, 9505, 8430, 9915, 10257, 10117, 11709, 6992, 11311, 7528, 15950, 6808, 13814, 9106, 9278, 8031, 11968, 15385, 10298, 11967, 9841, 9242, 14062, 10776, 8999, 10246, 7690, 10579, 12271, 13767, 9685, 10398, 9605, 8170, 16233, 10247, 14005, 8778, 10210, 14752, 8010, 8981, 12800, 5472, 8930, 9337, 12519, 10456, 6350, 10933, 9849, 13346, 9544, 18141, 5637, 12034, 11230, 18919, 16873, 6865, 10485, 8152, 12424, 11561, 12696, 5076, 10348, 10152, 12801, 8833, 11424, 15754, 11842, 12732, 7114, 6708, 9603, 11161, 11218, 8709, 7457, 9017, 10969, 9211, 10775, 11094};
-static INT_T W3[CTEMP] = {12368, 13004, 12100, 11959, 13254, 16515, 12059, 13361, 15720, 13710, 18765, 13356, 14064, 13519, 17339, 16531, 14603, 12099, 12376, 13623, 13499, 10513, 10804, 15041, 11999, 10641, 15260, 10878, 13068, 13612, 14244, 11100, 12406, 11941, 13466, 9906, 14022, 13501, 12064, 9390, 8943, 13008, 16716, 11632, 9350, 15337, 11673, 13357, 12354, 14307, 13764, 14733, 14145, 11535, 13445, 17489, 12084, 12721, 11737, 9927, 15752, 14964, 16905, 12186, 13966, 13273, 9645, 12992, 13590, 13313, 10062, 11590, 15541, 13678, 12459, 13440, 10833, 12467, 15060, 9469, 14126, 12190, 11136, 14279, 11990, 14388, 17415, 9278, 13177, 16070, 14818, 13810, 12733, 10381, 11791, 10578};
-static INT_T B1[CTEMP] = {180, 1676, -1325, 948, -11450, -1903, 3108, 5218, -1728, -848, 1339, 876, -4734, -1628, 1973, -731, -6950, 3353, 1493, 3465, -2195, 777, -2911, 1561, 2218, -452, -2126, 1694, 606, 2473, 3899, -1167, 577, 3982, 1148, -1973, -1620, -980, -2528, 868, -232, -566, -2179, 2448, -1979, 3481, -74, 5685, -1635, 1837, 2168, -1425, -10641, 3334, -4853, -2609, -321, -2292, -124, 754, -636, 1792, 4139, 209, -2071, 1764, -751, 213, -3664, 4274, -348, -8290, 1316, -2588, -1305, -428, 3135, 2659, -3311, 3626, -12036, -689, -8800, 2109, -1512, 5142, 2073, 301, 3101, 3553, 3708, -3655, 6149, 726, -40, 4115, 3405, -915, -7506, -2492, 2708, 1910, 1255, 3098, -24075, 1870, -2870, 2683, 2949, -4451, -84, 2500, -177, -1529, 2347, -2255, 3049, 2079, 3721, 23, 1895, 1990, 2881, 611, -3507, 3717, 2386, -3798};
-static INT_T B2[CTEMP] = {17963, 9447, -13669, 12815, -8243, -8824, 2967, -7024, 8722, -11486, 4106, 6231, -6498, -6606, -272, -10412, -8946, 4804, -9936, 2516, 5110, 10331, -14780, -5533, 9842, -5167, 1159, 21953, 5356, -8716, 12087, 1884, -3867, 10605, 1779, 23458, 7846, 2036, -6009, 2654, 4956, 1255, -13501, 10782, -10777, -11552, 2694, -8956, -7793, 15163, 11480, -13973, -4902, -11633, 3246, -11442, 13560, -10856, 6728, 5412, 7110, -5569, 9364, 5586, 5453, 9759, -10355, 8006, -12581, 4042, -5456, -4378, -4621, -9744, 836, -12827, -2459, -4682, -9695, -3025, -11965, -4336, -12314, -7059, -8061, -16511, -6928, -10045, -645, -5724, -12567, 12, -10742, 2269, -11631, 7433, -17066, -7343, -9851, -164, 6066, -15257, -9894, -1566, -5798, -627, 7548, -20030, 4990, -10485, 7969, 12470, -1690, -589, -9764, -106, 18305, -12524, -594, 7462, 12825, -74, 4420, 8925, -3829, 12625, 7752, -8890};
-static INT_T B3[CTEMP] = {2321, -118, -14335, 8047, 12329, -5667, 7503, -22247, -13240, 3162, -16110, -436, -3507, 116, 21198, -631, 18399, 1528, 1610, 9694, -14263, 8361, 4347, -7968, 15000, 7659, 7985, 18137, 5171, 4313, 5091, 78, 183, -2147, -2284, -6013, -5593, 17838, -3277, 15919, 3949, -7977, 5904, 3574, 13814, 2350, 18493, 13371, -4793, 7617, -626, 5870, 2164, 10701, 9230, -15901, 4720, 6070, -9001, -24647, 12541, 2367, -859, -5111, 6005, 10910, 484, 1498, -4915, 3416, -11711, -13648, -5874, 1230, 4291, -4163, 1937, 8692, 2231, 7402, -16034, -3707, 5349, -4771, -26271, -5493, -4282, 23752, -8801, -6893, 7420, 6986, -3064, -15139, -18608, -1281};
+static Q15_T F1[1 * 1 * 1 * CIN * CTEMP] = {5647, -1502, -7553, 9305, 4169, -3511, 5768, -1740, 2189, -10762, -2072, 2105, 8147, -2226, -3478, 6894, -4989, -1225, -1052, 3223, 2835, 187, -8015, -1954, 7735, -6578, 3594, -2792, -7423, 3046, -460, -2090, 9823, 1617, 7022, 3795, 4573, 6366, 4820, -8578, -1902, 3657, -5971, -6023, 4998, -11970, 1294, -3900, 8266, -1968, 3305, -8012, 10128, -1761, 2481, 3506, 1995, 1607, 3504, 2156, -4497, 1873, 5170, 1091, 1625, 4395, 528, -6206, -3641, 7600, -7175, -3123, -1529, 7513, 2189, 2205, 197, 824, -7992, -7497, 6485, -1067, 12214, -7476, -2371, 8122, -3530, -7981, 95, -5412, -7581, 329, -3165, 2783, 3227, 7431, 107, 7325, 11, -10290, 3017, -3696, -1911, 4747, 13048, 3998, 5457, 6305, 5505, 1070, 2236, -6220, 2900, -4816, 2226, -720, -2155, 9079, -2798, -5857, -1181, 4892, 3620, -3150, -9537, -5267, -1218, -66, -4405, 3934, -11278, 8412, -2100, -544, 3050, 787, -857, -5018, 504, 5199, 2862, 3108, 6487, -1019, 7989, -7066, -1135, -723, 442, 4407, -4157, 6203, 6847, 1563, -8250, 7772, -6175, 5326, 5524, -4206, 4579, -1926, 1369, -4916, -166, 2073, -1070, 1524, 7746, -6054, 1159, 1143, 544, -2335, -8732, 5922, -1917, -6708, 1927, -7531, 4538, 8959, 5073, -1378, -2915, -3756, 2680, 4794, 2917, 4262, -1785, -301, 8447, 5535, -5222, 2306, 6775, -1192, -4641, 7194, -881, 6141, -681, -6712, 8749, 3717, 2676, -1729, -3059, 8428, 6628, 4350, 2941, 11996, 9453, -792, -7168, -4372, 7724, -3749, 10496, 6122, 2245, 4841, 1398, 9183, 3365, 7504, -3962, -4160, 6347, 3671, -781, 1743, -3610, -7199, 1290, 462, -205, -1230, 31, -7259, 1188, 2634, 3023, -84, 4392, -7913, 6836, 12489, 4398, 4260, -4780, -2173, 4709, -2024, -5561, 1100, -5296, 1208, 7689, -2640, -410, 4195, 9372, 4189, 879, -1541, 5009, 9403, 3959, 4575, 3612, -356, 5412, -6370, 2349, 1137, 8175, 6530, -5105, -520, 9719, 3926, 2462, -941, -4688, 4880, 3179, -2203, 1182, -5729, 904, -2621, -2621, -4389, 4793, 8366, 2788, -3577, 2685, 8770, 6323, 1680, 9402, -4039, -2041, 6528, 9144, 4755, -913, 1049, 2715, 11985, -3276, 6198, 3623, -551, -4933, 1270, 4956, -6608, 3294, -2755, 10200, -8212, 1255, -1543, -1516, -604, -5208, 5610, 7358, 1666, 7865, 5376, 983, 4830, 17623, -6096, 13371, 2384, 4321, 2703, 5427, -4702, -862, 1866, -1953, -2645, 977, 5275, -88, 3359, 4728, 10823, 12210, 11048, -270, 2499, -3425, -2403, 5912, 9, -12209, -2114, 2467, -7428, 637, 3138, -354, 6650, -7600, -6354, -6179, -1072, 793, -1789, -6443, -2108, 9374, 1118, -8521, 1460, -1185, -1810, 1113, -1530, -1314, 962, 5213, 221, 69, 6403, 1725, -4855, 522, -1289, 4939, -2568, -1769, 4289, -6264, -5798, -4541, 490, 5470, 7726, 3147, -2186, -7494, 5025, -3262, 3144, 3306, 1112, -3543, -5099, 2393, 3953, -3382, -128, -3101, -4819, 4896, -5177, -3621, 1837, -4276, -174, 957, 12080, 3690, -1228, -597, -6413, -5576, -11349, -214, 2310, 4438, -2967, 1770, 7337, 5305, -2289, 7228, 5144, -4306, 7937, 2819, -214, 2107, 4691, -2540, -293, -282, -4000, -1935, 2758, 3950, 2405, -6978, 8680, 3902, 2468, 5203, -896, -3301, -1162, 888, 3361, 1283, 5571, 3951, -3928, 2475, -137, 2210, 2609, -3188, -4436, -1114, 215, -2381, 4729, 4188, -3974, -1547, 1646, 2820, 3480, 3487, -698, -587, 3782, -42, -3763, -1669, -1155, 2516, -3625, -252, -178, -4694, -3587, -5573, 3116, 3857, 3710, -956, -8638, 1767, -7624, -1871, -2481, 429, -5948, 5278, -8459, 5045, -2315, 6215, 1913, 4319, -686, 7174, -4847, 1062, 4779, -879, -990, -3208, 4286, -3201, 1707, -6203, -2347, 32, -6634, -72, -4678, 7856, 3154, 805, -3417, 5045, -3326, 2688, -2945, -1976, -2406, 3616, -2406, 1604, 975, -2068, 7626, 4682, 7346, -5623, 2841, -1699, 6255, -1909, 3627, 175, -5471, 2998, 3101, -3433, 4482, -2822, 5856, -27, 1612, -1999, -1031, 1026, 5508, -125, 5164, 4432, -5098, 11757, 4971, 19, -3547, 2728, 6500, 4712, 6296, -9141, 999, -1336, 1085, 640, -1007, -37, 3604, -3291, -533, -552, -1880, 11637, 2277, 5645, 828, 4758, 1948, -6581, 2126, 125, 1804, -7882, -4412, 1116, 10066, 2499, 6391, -1061, -5314, -5127, 3956, -1122, 5436, 1843, 540, 8954, -4060, 7632, -4397, -3231, 1781, -6399, 1266, -1678, -3800, 1449, -4788, 675, 1455, -5285, -2950, 7905, 4870, 2956, 75, 7440, 2015, 3924, 6023, 2018, 654, 4360, 1167, -2138, -4702, -3158, -9666, -1277, -1561, 964, 5367, -3178, 5186, 4966, 6648, 6756, 2311, -5807, 4905, -3072, -1318, -9288, 4338, 7301, -640, 1186, -276, -9606, 4807, 6278, -9188, -6387, -5902, -397, -4614, -3149, -321, 7225, -2958, 8934, 8169, 1042, 4501, -1256, 1010, -8546, -4900, -10039, 1128, -2137, -5275, -7872, 7548, 735, -722, 4003, 935, -514, 8273, 2945, 2596, 88, -2551, -2276, -4734, 3838, 1648, 6781, 9786, 4433, -331, 8371, 800, 619, -5702, -655, -7019, -5549, -6258, 5724, 962, -2421, -475, -168, -2952, 4680, 1910, -1628, -9278, 9653, -512, -60, 272, 8379, 8674, 3656, -9566, 9684, -2834, -2537, 2828, -3126, 4000, 2764, -1499, -6955, -7824, 284, -4516, 3267, 1241, 4617, -14, -4892, 1962, 1144, -37, 13467, -2203, -3585, 3505, 5146, -1252, -3156, 3466, -2958, -1453, 7570, -4038, 7792, 4391, -5711, 1978, 2684, 1200, -5394, -265, -1780, 222, -4314, 3738, 4060, -2165, 4297, -509, 7596, 1148, -2211, -1089, -2160, -2678, 2189, 4391, -1253, -4438, 4316, -5649, 241, 7023, 2091, -5876, -1314, 492, 2820, -3612, 465, -2694, 936, -506, -7855, 3807, 624, 3397, 7667, -5416, -5629, -1643, 2475, 2328, 4703, -1929, -1913, 8823, -1905, 900, 1248, 312, 1716, 614, 628, -2167, 7106, 35, -2054, -2882, -4322, 8530, 4919, 6134, -5951, 9097, -851, 6451, -1111, -2277, -2253, -2047, -6578, -5245, -718, -3368, 4402, 1998, 3812, -4521, -2441, -6902, 356, 3791, -14081, -4555, -4798, -4257, 5856, -5753, 1653, 2468, -2099, 5003, 2839, -1210, 2970, 3006, 3324, 5673, 6684, -1218, -4343, -624, 2302, 5780, 3684, -5854, -5215, 7455, 4126, 935, 2975, 3551, -3919, 2921, 359, -1612, 87, -4818, -2740, 2394, -6541, 4035, 4298, -3868, 6524, -41, 7827, -8084, 3060, -2297, -9473, -5175, 3038, 1535, 235, 659, -4727, -1158, -5783, -1187, -3661, -3866, -701, -1357, 2811, 2512, 3586, 4357, 3042, -770, 5714, 547, -856, -4045, 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-1238, -559, -4639, 7473, -1876, -2839, -2229, -792, 250, -4141, -348, -2090, -4939, 2229, -5827, -1966, 1757, 6869, -2551, -2542, -713, -5768, -15386, -2102, 5225, -3238, 9216, -4334, 1678, -1248, -1922, -6487, 8147, -4953, -5156, 3836, 837, -9288, -5261, -1709, 70, 6733, -4981, -5133, -3854, -2267, -3468, 12902, -3107, 2076, -6133, 3600, -1693, -6610, -6036, 4909, 2925, 3109, -918, -1900, -863, 5214, 68, 3553, 6342, -2096, 7536, -9232, -2918, -2402, -6759, 4735, 5537, -2562, 5014, 2876, 4004, 919, -3627, 913, 6200, 2089, -4434, 4250, 5535, -6558, 7866, 2967, -762, 6270, 6586, -911, 4229, -4108, -195, 72, 2361, 2242, -6447, 2212, 10541, 974, -3228, 2856, -3910, 1348, 1994, -742, -5702, 65, -2780, -2580, -2281, 1702, 783, -5234, 184, -4495, 2797, -5891, -2294, 1776, 7047, 3563, 2325, 3229, -4892, -4322, 8010, -3376, 3291, 3470, -5643, 4291, -8181, 3355, -2470, 3931, -7408, 993, -7420, -8991, -4540, -6057, 752, 1838, -3727, -2322, 4869, -233, 3473, -5585, -3745, -4650, -6195, -2981, -2366, -2280, 2871, 82, 2935, 10336, -4231, -966, -8489, -2382, 397, -7652, 2244, -735, -2308, -1211, 13442, 1888, 1324, 9544, 5120, 11922, 3543, 2084, 9091, -3378, -12935, 2249, -854, 1128, 4431, -289, 3646, 5339, -2339, 4466, 622, -1769, 1221, 3969, 6651, -3523, -1264, -3543, 277, -1486, -5826, -3406, -163, -2534, 8479, -3292, 375, -6489, -6351, 1099, -1640, -4232, -7808, 4163, -1969, -1794, -4993, 1555, -5329, 1125, -4850, -2157, 2754, 5521, -4937, -405, -2650, 11722, -3420, -4481, -6301, -271, -2024, 192, 679, 5654, 1759, 1675, 2706, 4599, -4077, 4300, 646, 3453, -3355, 9997, -3217, 801, 628, 2994, -278, 10571, 3514, -877, 4621, 6071, -1448, -3631, 7920, -1955, 5267, -1584, -4480, -6367, 7835, 7543, 2724, 3714, -9008, 7182, -2056, -3726, -4416, -4409, -1140, 70, -2143, 4273, 5040, 5576, -4080, 10266, 618, 7501, -3962, 2074, -1302, -5088, 4021, 1973, 4442, -4138, -6640, 6614, -7598, 5562, -1499, -4805, -6229, 3182, 2551, -4565, -971, 7395, 399, 1896, -2308, 1640, 5810, -1447, 693, 3911, -5062, 3406, -1760, -989, 7668, -1492, 5942, -272, -4760, -6919, -4729, 1688, -268, -1840, -8556, -208, 4812, 365, 746, 1977, -3519, -3082, -2739, 5820, -3052, -103, -2055, -1798, 4789, 1372, 1519, 2686, -8560, -5334, 667, 148, -6864, -10023, -6310, 7481, 1097, 476, -603, -2958, 3647, -3510, 76, -3492, -666, -2719, -4717, -6575, 204, -2860, -9321, -385, -2962, -2, -1154, -2483, 1487, -4558, -9781, 3285, 1750, 7414, -3681, 2595, -5915, 2703, 2829, -8707, 6466, -3757, -1199, -5752, -9877, 5995, -4745, 7597, -67, -1499, 321, -8206, 6968, -7125, 1171, 7413, 1731, 8320, 747, -1017, -6406, 5383, -270, 2269, -2858, 2698, -3510, -2255, -1420, 439, -4822, 2020, -7441, 4563, -4043, -1124, -9195, -2308, 4517, 3320, -93, 4610, -1989, -476, 1329, 6779, -141, -8206, -4782, -2052, 4421, -3795, -8469, -3594, -2318, -4457, 8081, 1074, 4419, 5327, -4868, -3795, -7855, -4516, 729, 7016, -4091, -6330, 6363, -868, 8947, -1340, -4796, -4702, 4141, 2608, -416, -5615, 1872, -1308, -3969, 908, 2329, -7304, -12146, -6904, 3351, 9033, 5814, -11530, 6075, -3058, 6231, 555, -1342, -10800, -6447, -5951, -263, -3620, -9397, 523, 3780, 5490, 4919, -6435, -369, 2416, 634, -7051, -3634, -3640, 2952, -213, -6045, 3373, -3143, -2691, 103, -7103, 7935, 7706, -1480, -674, 1704, -2930, 421, -4132, 2256, 8865, 6683, 5645, 18, 641, 9786, 2019, -281, 7856, -1176, -1410, 8593, -920, -1435, -3385, 7194, -10030, 3845, 4019, 6543, -487, -5618, -237, -10013, -4602, -2983, -2132, -2275, 3170, -2773, -2400, -2230, -4510, -1118, 5122, 6847, -761, -3137, 1657, -7912, -7614, 7222, -938, 6461, 2317, 4540, 2050, -7839, 4228, -5335, -1864, -1968, -6082, 2876, -2767, -4090, -4530, 5449, 473, -4236, 9537, -1039, -7588, 6160, 1719, -1349, 1057, -3813, -8330, -6225, 4201, -5848, 3129, -6496, -3582, -2450, 176, -3280, 4843, -2930, -6169, -13722, 685, 7308, -3169, -6054, 5089, -11079, -4911, 967, 1422, -166, -1549, -11562, 5136, 6372, -4839, -76, 2832, 1554, 6365, 267, -2187, -10246, 3957, 563, -4041, -5950, -795, 1781, -4238, -5573, -3887, -13, -5634, -1228, 4095, 940, 4638, -5145, -218, 7712, -2351, 2686, -5387, 3433, -1391, 962, -6057, -3198, 1806, -4760, 3983, -5733, 7041, 5007, -8152, -917, -5486, -228, 2809, -7448, 6375, 1429, 9414, -9165, 3914, 1273, -4703, 323, -3225, 2369, -4382, 5260, 232, -1843, 4236, 5971, 2710, 1352, -2837, 5333, 6339, 2180, 3313, -1307, -2002, 3292, -3714, -7102, -8850, -7388, -5549, 1734, -5569, 763, 9566, -7610, 1123, 0, 578, -5701, 7994, 2921, -8606, 127, 5410, 6983, 4774, -3662, 3669, 641, -6629, -397, -318, -2484, 4250, 6026, 6676, -7979, 2991, 5437, 4582, 1342, 6817, 3718, 3680, 5707, 3092, 6106, 178, 5925, -3374, 5045, 5832, -2477, -834, -3426, 10593, 654, 3822, 6693, -439, 2344, 4965, -4721, 691, 3597, -2069, 2667, -1167, 1044, 662, 673, 7557, 2730, -2259, 1400, -4678, 2605, 10, 1242, -2692, -4355, -4425, 5827, 498, 2435, 462, -1787, 4255, -5535, 154, -5092, 5754, -416, -6012, 855, 2756, -304, -6970, 9269, -5275, 7717, 5712, -2705, 8320, 1121, 3445, -2409, 4078, 8744, -2328, 6783, 2508, 13065, -1297, 5491, -827, -3332, -4532, 2549, 2916, 3836, -862, -3770, -2215, 5035, -5203, -2468, -3326, 6878, 571, -2055, 198, 731, 1237, 6448, 2101, -2276, 8030, -5943, 1433, 1905, -6470, 8562, 11610, -4929, 9300, 5601, 944, -5671, 6719, -492, -5061, 2229, -3469, 877, 1683, -3419, 12693};
+static Q15_T F2[CTEMP * HF * WF * 1 * 1] = {-13686, -11907, 1690, -4110, -10896, -16408, -12538, -6822, -8858, 15593, -10774, -12616, 6591, -15833, -13939, -16762, -1157, -4805, 14127, 18904, 13782, 16347, 1743, 10741, 12188, -10891, 3695, -8892, -16096, -7888, -17113, -2913, -11536, 5866, -7654, 3351, 4227, 26881, 16417, 4883, 7007, 21680, -12947, 885, 488, -4846, 17856, 5196, -2329, 13490, 12529, -2337, 2770, 9702, -3414, -9567, -13573, -3305, -19031, -517, 3591, 18888, 11512, 7629, 4165, -11283, -3558, 22083, -10204, 9427, 20617, 11503, 6366, 806, 12631, -12659, -8756, -11999, 2758, -14468, -17588, 7123, 1906, -6249, 11243, 17817, 9540, 19127, 18557, -4060, -9372, 14596, -17105, -12157, 19249, 3482, 13525, -14177, -21639, -5742, -14180, 4676, -7537, -21198, -9157, 12612, 4350, 201, -10075, -4258, -2640, 854, 5429, 11574, 9635, 22284, 7079, 4816, 17448, 13478, 5482, 15645, 4620, 6492, -14044, -12524, 7541, 6353, 4340, 13165, -5482, 3560, -15070, -5729, -7322, 13394, 27478, -10868, 15824, -10195, 3129, -3825, 14600, 5569, 3248, -16156, 7345, -1471, 1262, 9664, 12510, 17273, 19997, 1629, 7747, 9979, 7738, -11764, -2404, -7506, -18584, -7685, -13125, 10803, -11147, -2697, 20209, 13975, 15626, 10705, 19439, 885, 1794, 16824, -8233, -4899, -163, -2701, -4950, -14489, -20205, 15584, -4396, -13937, -7264, 12346, 8514, -15313, -4089, -17566, 9278, -19468, 2334, -17478, -10425, -3923, -14283, 11102, 9380, 13712, 15223, -12157, 16454, 20985, 4367, 5047, 15021, -2680, 5814, 2918, -5502, 18695, 11528, -8357, 16846, -1408, 19901, 8965, -16184, -10845, -5854, -7368, -11823, -15614, -10117, 5145, 13823, 3673, 6145, 4315, 13052, -13913, -9270, 10364, 13829, 18310, 9910, -12649, -6409, 1585, -5830, -12252, -11102, -8785, -16210, -6687, -17849, -18969, -4120, -10193, -13551, -14529, -15350, 8631, -2138, -12656, 19704, 9206, -16140, -11762, -17038, 11707, -12180, 11685, 9493, 4078, 21416, -15840, -6350, 22478, -3879, -2769, -2613, -11395, -8273, -10507, -8471, -2867, -7900, -11972, -22212, 6917, 239, 17878, 1994, 4892, -9427, -3907, 14825, 12624, -7808, 20421, 11103, -12195, 7492, 3380, -11180, -554, -4669, -6263, -7436, -3535, -10588, -6372, -3446, -5412, -491, -5061, 23940, -2595, -15429, 4433, 1523, -13682, -8007, -15188, -6173, -17525, -15839, -7617, -15240, -7097, -9444, -10315, 1885, -18448, -22192, 7376, -11147, 7179, -14581, -16040, 20002, 3459, 1451, -22790, 10759, -9994, -7374, 1877, -2152, 13903, -3072, -5026, 11429, -5769, -1238, 19774, 8813, 18015, -6008, -7669, 10705, 8074, -3501, 14684, -21850, 432, -4725, -10267, 2258, 9581, 746, 9950, -10587, -13061, 3043, -8424, -17414, 15210, 2180, -9090, -12671, 18915, -16798, -8357, 15942, -14597, 20061, -626, 17001, 11017, 13698, 13206, 1531, 2194, 3176, -6006, -10811, 1573, -5844, -15802, -6638, 13144, -9667, -14214, -9175, 3623, -2596, 9323, 5455, 13395, 1928, 19271, 19266, 4245, -2754, 9956, 6913, 11780, 1911, -3801, 20556, 12057, -6487, -11259, 17121, -20234, 15871, 19994, -22280, -7535, -10567, 61, 6265, -7481, 3423, 2062, 4315, 5418, 16693, 19949, 5255, -12657, 22150, -1343, 8569, 2219, 6522, -8080, 21133, -6586, 988, 1369, -8422, -13532, -7828, -17404, -13656, -18526, -7698, -14734, 416, -8501, -7597, -18330, 13005, -4042, -8609, 16352, 17981, 6368, -4926, 16176, 8072, -2223, 8093, 15082, 14947, 9384, -3433, 22849, 5248, -15862, 8917, 9488, -10686, 21145, 14344, -10901, 10463, 19246, -13406, 17371, 17027, 3770, -10416, -9138, 1119, -20282, -6613, 24665, -13329, -1032, 21575, 9534, 17322, 15055, 7495, 14141, 8503, 393, 1204, 93, -11153, -2248, -9222, -20911, -1171, -15926, -14078, -5591, 15197, -10676, 19360, 14759, -6104, 23345, 9719, -8532, 7766, 12725, 7723, -18954, -13031, -4080, -7973, -13927, -8145, 5211, 17871, -5626, -17107, -8863, -14366, 13863, -10473, 499, 5306, 4778, 1649, -17616, -18930, 13976, 3196, -16614, 5607, -16318, 10237, -8743, 2852, 13096, -7033, -515, 3261, -4277, 14188, 21139, 14691, -3381, -6184, 11860, -10740, -15025, -16698, -10181, -2751, -9262, 3783, 489, -14730, -17930, -17860, 15208, 20593, -9228, 9123, -7963, -14010, -10076, -5735, -4301, 11721, -2724, -8054, -5611, -9298, -14466, 4361, 13461, -3305, -11578, -20597, -3160, 9700, -10269, -4717, 16197, 14864, 17694, 578, 9298, 19019, 2031, -22103, 10807, 4218, -143, -8096, -6843, -11781, -12372, -6106, 13025, -6007, 12680, 16318, 57, 16249, 17149, 15262, -4952, 22506, 10909, -6092, -14645, -1410, -11901, -8521, -7991, -3340, 9474, 12008, -4657, 17187, -8782, -6396, 16510, -5238, -12112, -15550, -6515, 10059, 16087, -9876, 12516, 24824, 2952, 16937, 16074, -1249, 12406, 1150, -10376, 17192, -9583, -12910, 1751, 8739, 11825, 16365, 16180, 7601, -3946, 12659, 3274, 17382, -8569, -1101, 11238, 4535, -23554, 11176, -3210, -14218, 12363, -1079, 20082, 14098, 14178, -4924, 14662, -15287, 16534, -3104, -907, 11574, -9029, -3606, 20698, -1957, -10547, 10501, -2646, 21948, 12742, -9558, -4572, 1363, 14925, 7841, -15277, 3439, 3675, 6865, 7351, 10815, 9265, 9733, 13092, 6192, 3641, 14684, 7630, 4842, 14704, 13649, -7904, -12672, -11079, 17957, 15825, -1361, 22192, 99, 3238, 3946, 27103, -10249, -1722, 1368, 13959, -9697, -8391, 19956, -5208, -2366, 18745, 4964, 7073, 2833, 16354, 27200, 13968, 9221, 14486, 7334, -12789, 7506, 21620, -10422, 18108, 3631, 3681, 8873, 132, 265, -5399, 12081, -1129, -1610, 18407, 5674, 17518, 274, 15420, 20900, 15853, 20452, 7001, -1994, 7989, 7039, -10, -570, -10300, 4472, -6633, 14785, 16928, -5333, 23664, 3080, -2115, 2391, 21659, 2480, -11061, 19895, -4564, 5690, 19019, 22758, 6526, -9508, 14354, 551, -12517, -5328, 8494, -16228, 14929, -15130, -15206, -2955, 3322, 18135, 6540, 11751, 11919, 8793, -13991, -11655, 16879, 22657, 17776, 14834, -1844, 16517, 16087, 12110, 25127, -14517, -3339, 4779, -13045, -11675, -13718, 1967, -10056, -569, 10111, 5601, 6359, 18405, 14563, 9955, 476, -8813, -4641, -17333, -3068, 1256, -6256, 17101, 12436, -11420, 17865, 4589, 18764, -8467, 2764, 7596, 19061, 16180, -377, -7253, -3964, 208, -5683, -2903, -3667, -7179, -8981, -2033, 16330, 10924, 6852, 17227, 11561, 16499, 13859, 8680, -1029, 12964, -5888, 2659, 24814, 5233, -4714, 8374, 7983, 14809, 7150, -4582, 4853, 23803, -2177, 2075, 23854, -13831, 7869, -3323, -10089, 9703, -6495, -7702, -19065, 13344, 15055, 8806, -15534, -1332, 5195, -24811, -2042, 4134, 3773, -3167, 7947, 12525, 6783, 16111, 10829, 4158, 12262, 7929, 12252, -10599, 4896, 22442, 16427, -4313, 6060, 18326, 20511, -11488, -11479, -15622, -15999, -4640, 18702, -5736, -3022, 26581, 19990, 5729, 18841, 5236, 23439, 17584, 15303, 2459, 18939, -893, 12247, 29557, -647, -12910, 5673, -17252, -1913, 6379, -14453, -11895, -13257, -6501, -14904, 3947, 8259, -7483, 9564, -8775, 14953, 16651, 14258, 19292, 12543, 10636, -1367, 14539, 16437, -4352, -300, 10331, -18485, -15215, 24582, -6, -14349, -7377, 5030, 10387, 11349, 9911, 14740, 15101, 3279, 10527, 9237, 8602, -21907, 5634, -10823, 4113, -15238, -4758, -20282, 12903, -17248, 7978, -18374, 2184, -12718, -9655, -1993, 4740, -15524, -1821, 137, 774, 11768, -23213, -8594, 7017, 21276, 5241, -14886, -21324, -18798, 8513, 8387, 14158, 7395, 4294, 11099, 10747, 11855, 2184, 9114, 11411, -5746, -792, 12892, -278, -2169, -12343, -2695, 19697, -17789, -7694, 14937, 7088, 2209, -6893, -11214, -14677, -11742, -3275, -19763, 2807, -12133, -10023, -4540, 22156, 638, -1537, 24975, 14985, -7435, 1270, 9783, 18782, -9682, -16039, 8285, 15282, -3770, 3313, 2639, -15372, -6353, -14054, -1729, -185, -1860, -3288, -19827, 931, -173, -7272, -5246, -8176, -6302, -13740, -13345, -7742, -2567, -2004, 8423, 16502, -12777, 11459, 1572, -9520, 9019, -9085, -17316, 4326, 8204, -19602, 11615, 1296, -19163, 12340, -929, -16396, -15395, -14310, 23383, 4741, -13117, -8283, 9371, -12716, -17210, 22138, 4874, 21788, -7988, 4308, -14550, -9007, 2934, -3158, -11232, -14060, 2510, -6387, 1764, -2121, -11540, -15852, -5502, -21030, -1739, -17876, 12245, -11474, 18665, -18647, 3512, -9629, 20851, 12099, 25803, -5222, 14211, -6396, 1827, 8702, -13120};
+static Q15_T F3[1 * 1 * 1 * CTEMP * COUT] = {3957, 4199, 625, 7618, -3520, 7920, 3161, 3635, 2887, -169, -2482, 6425, -563, 2016, 1627, 6164, -6454, 2937, 2121, -7586, -4161, -2282, 3581, 9194, -451, -623, -3180, -1949, -4834, -2057, 4398, 1441, 1012, 4465, 4369, -7093, -1168, 7260, 3439, 361, 3799, -1960, 43, 167, 1227, -1388, -1999, -966, 2888, 689, -3129, 6645, 5765, 579, -2978, 970, 1072, -2858, -190, 1676, 3787, 5392, -4595, 2339, -5836, -7433, 4685, -3809, 11598, -5560, -1548, 2799, -11185, 6858, -5431, -628, -6141, 703, 2781, -1203, 6562, -2913, 1564, 3037, -5333, -5476, -3981, 722, -1102, -4060, 1480, 1493, -1742, -2660, 6836, 955, 2793, 952, -1297, -1334, 462, 3169, 4349, 1454, -1458, -1541, -701, -819, 4243, -1750, -5832, 2502, 2375, 2270, -1053, 3953, 2160, -5029, 3968, 928, -335, 1468, 5074, -3308, -4236, 5022, 1637, 6135, 2077, 1149, 2009, -3804, -2177, -3834, 3005, -1475, -3197, 627, -372, -3212, -1321, -2090, -2959, -6183, 923, -3207, 2748, -1771, 1293, 440, 313, 4396, -3434, -2867, -858, -4282, 1919, -4570, -4486, -6718, 575, -1915, 3353, 1481, 521, -1846, -1555, 3627, -1757, -6434, -1046, 1369, -1834, 4217, -2499, -3934, -3361, 542, -2438, -6603, 3503, 1287, 5390, -2527, -1687, -1631, 1458, 286, 1114, 1695, -1378, 1150, 843, 7770, 925, 1231, -1054, 8939, -2499, -3718, 6254, -2052, 3705, -5189, -172, 1455, -2919, -710, 2020, -456, -439, -752, -562, 1228, 4009, 7975, 3801, -2420, -1224, -3641, 4122, -2477, 2580, -1088, 2316, -5642, -2147, -1616, 6248, 805, 2953, -73, 7437, 2149, 4019, 567, 4277, 6290, -2941, -6127, -3491, -852, -731, -2740, 759, 7343, -3531, 4987, 4661, -691, -2772, -11575, -1625, 3650, 2809, -5021, 304, -3136, 552, -2418, -4312, 4779, 1122, 3461, -5531, -3227, -181, -2287, -9379, -1285, 4555, -90, -6062, 4229, 1850, -3159, 1433, 1067, -448, 4486, 4606, -681, 1304, -3292, 492, 2676, -2260, -2065, 1011, -2457, 4886, -4214, 2183, -4054, -640, -1407, 2863, -891, 4953, 3425, 6656, 3408, 4174, -1945, -4384, -3992, -5147, 450, 5381, -3409, 3401, 5141, -6307, 4011, -9937, -4381, 1933, -3984, 317, -5047, 206, 1840, -2055, -3336, -3250, 2609, 5921, 167, -23, 4116, 5460, 102, -2886, -1874, -4344, 2742, -4321, -420, -5193, -3492, 4598, -671, -6371, 6218, 2811, -1951, -3421, 788, -2973, -227, 959, 7410, 2559, -4696, 8624, 2634, -4282, -3651, 4416, 5070, -1702, 1911, -1293, -2873, 1903, -3569, 3702, 2808, 5801, 4724, 3575, 5165, 3046, -2888, -1872, -852, -4935, -3034, 1082, 2601, -520, -710, 7794, -3223, 4542, -1355, 5047, 1, -11833, 564, -7035, 2271, -4127, -816, 7049, -4060, -2665, 1952, -8589, -7128, 1993, 2982, 292, 5446, 8458, -5796, -5692, 4700, 9107, -2030, 5807, -12175, -2757, -3816, -12650, -2320, -8900, -4019, 8753, 9492, -1886, -11662, 2823, -7632, -6805, -4164, -6665, -5087, -8368, -5075, 4500, -1708, 8576, 2678, -9238, -8252, 2215, -8004, 8881, -1186, 8840, -4176, -7131, 5504, 3863, -2052, 112, -1500, 8337, -1610, -9541, -5864, 11309, -5171, -10839, 3600, 8944, -6889, 13377, 2565, -7394, -5707, 1572, -747, -128, 2018, 6332, 7332, -2762, -560, 1657, -10561, 1281, -5922, 977, -9218, 11510, 3903, 9212, -756, 896, 1264, 6129, -498, -7168, -6081, -1498, -772, -3842, -2287, 3947, 3172, -2605, -761, -1459, -763, 200, 393, 3925, -4472, 1332, -5976, 3904, -5339, 1885, -4260, 2138, -4700, 1780, -2874, -4465, -2810, -4701, 221, 3608, 1404, 5442, -3223, 3988, -2309, -6270, -3337, 847, 4611, 5662, -4326, 3530, -540, 4344, 1844, -2527, -2903, 2873, -87, -24, -1251, 4667, -1737, 6061, 4365, -2042, -1185, 4699, 3738, 2931, 9499, 2149, -681, -2899, -2091, 368, 1793, 5375, -1115, -665, -4444, -5969, -88, 2169, -4623, -4578, -9373, 1052, -3891, -459, 1951, 1158, 679, 3347, -1717, 2250, -7099, -5161, 4845, 4589, 2530, 1529, -772, -6, -2097, 682, -892, 3239, 3513, -1031, 1093, 1610, 2188, -363, -3196, 1443, 1296, -675, -4591, 2548, -4581, 2807, -2968, 257, 1304, -365, 286, -7316, -4563, 3555, -3299, -2718, -3357, 1321, 4876, -5775, 2650, -7127, 1259, 5754, -5966, -1050, 894, -3357, -6216, -1221, 4296, 1346, 5856, -3680, -2542, 4164, 4365, 7489, -1795, -1637, -1002, 693, -2910, -1788, -2087, -3390, 4937, 696, 6752, 3577, -2623, 5905, -7995, 2110, -1598, 2837, 4788, 3, -18, 1134, -2531, 6432, -1253, 1118, -316, 7223, 837, -714, 2698, -2379, -2559, 3282, -2781, 627, -1347, 772, -4446, -2082, 2115, 8562, -1420, 363, 672, 6, -2708, 3267, -1565, -2414, 4768, -128, -3146, -556, 5134, -6414, -6207, 572, -1627, 0, -1345, 481, -5530, -4146, 566, 942, 7466, 717, 6556, -3171, 1142, -2640, -122, -3758, -1945, -1712, 4302, 189, 2731, -4787, 6436, -3808, -4491, -2660, -242, -3242, 4872, 570, 1279, 2220, -1257, 5766, 845, 2020, 6267, -3159, 5204, -3222, -2261, 1868, 2028, 1229, -3601, -4396, 2962, -4096, 3002, -2181, 81, 2473, -1004, 2875, -3828, -1114, -1212, -2109, 3998, 2570, 4324, -1701, 3038, -2825, 2691, 693, 370, -6392, 1519, 2625, -2998, -4470, -2377, -984, 1992, 5710, 3618, 1317, -899, 10419, -3432, -2987, 4699, -4124, -1335, -980, 341, -106, 4306, -4088, -1348, 2490, 3870, -5577, 912, 4774, -5535, 1557, 1028, 284, -2756, 535, 5956, 874, -4132, 3248, 1514, -3157, -1555, 146, 2527, 3336, -3809, 3125, -1613, 1081, 2662, 2136, -2426, -2138, -926, 4636, -1623, -3542, 2913, 532, 1797, 3469, -4374, -3857, 1909, 649, -3996, 2587, 6696, -1044, -879, -491, -4090, -5857, 3059, -528, -320, -713, 1101, 4347, -1220, -2087, -6840, 220, 5240, 2570, 2569, 2805, -3368, -561, -2977, -4248, 4410, -682, -2036, 30, 4654, 4383, -2992, 803, -2366, -1346, 407, -825, -4866, -392, -500, -2890, 2747, 3670, 3987, 2239, 662, 1837, -3987, 459, 1559, -4341, 1682, 326, 4294, 313, -1074, 3703, -439, 2560, -334, -3660, -4612, -4983, -7007, 1109, 3148, 1268, 1392, 3280, -618, -4451, -316, -2433, -8701, -523, -612, 875, 3338, 3296, 2189, -523, 2500, 2846, 5759, -445, -1017, -3224, 2650, -8467, -2420, -6571, 742, 8859, 924, -6162, 3611, -856, 2609, -2128, 7, 3514, 153, 1961, 1096, 1314, -673, 1082, 7752, -3926, 2510, 4054, 1605, 5548, -648, 5600, -4254, 2200, 3751, -4120, 1650, 1824, 2387, -3526, 671, 1884, 5573, -681, 5752, -75, -8244, -6603, -824, 4595, -1298, 1505, 5169, -2733, 2344, 1030, 1241, 1506, 1365, -2225, -2144, 2101, -835, -3406, 561, 2374, -2694, -428, -4964, 411, 285, -4281, 1977, -2337, 2090, -2009, -2431, -1594, 3432, 376, -2770, 3238, -2282, -3240, -6035, -1390, 1124, 2301, 1208, 3293, -1865, -4269, -3048, -2137, -4862, -267, -4205, -3947, 3362, 1536, -958, 3595, -2249, 597, -1169, 1845, 757, -2238, 1982, 38, 870, 411, 5765, -1424, -6091, -1032, 909, 3842, -1239, 179, 2848, -292, 2671, -1065, -2144, -2958, -4116, 1128, -700, 3904, -5758, -3863, -950, -5178, -3232, 6707, -4460, -1959, 1114, -5820, 4817, -168, -1323, 1091, 3590, 2353, -1336, 4164, 327, -774, 2135, -3874, 1535, 3372, 5106, 1516, 4613, 3932, 1601, 3061, 5848, -2126, -184, 6624, 1763, 4015, -713, 550, -5870, 208, 1231, 3507, -5636, -1667, -5015, 3549, -1714, -3179, -1666, -4275, -1823, -1543, -487, -1758, -2544, -946, -4528, 1953, 3199, -6087, -2139, -21, -2001, -3699, 2434, -570, -1032, -1486, 2109, -3042, 1742, -1544, -271, 1415, 3123, -4183, -2650, -1448, 1450, -350, 2220, -2708, 1374, 1636, 395, -2728, 2239, 1117, 4829, 470, -1537, -1243, -3900, 1899, -555, -2274, -133, -3752, 2836, 644, 924, -1003, 3150, 242, 2345, -72, 2201, 5662, 2500, 3762, 2587, 532, 3620, -2365, -3071, 5492, 1374, -488, -5972, -3324, 3464, -6381, 963, 2323, -2535, 1182, 3591, -2557, -607, 6896, -3433, -6708, 602, 3642, -7616, -265, -3342, -2016, 378, 1344, -8248, 771, 85, 1589, -1969, -2022, -2283, -1858, -5916, -1095, -4753, 1538, -2025, -1721, -4488, -5072, 270, 665, -1277, -4533, 1453, -2774, -3645, -3023, 6357, -1098, 2699, -2318, -790, -926, -510, 1412, -3940, -3473, 4174, -5220, -1044, 2094, 4928, -3111, 2527, -2940, 1312, 1374, -4048, -992, -7871, 1777, -6397, 2306, 5941, 1648, 2980, 3247, -4813, 4612, -1416, -3626, -928, -4983, 6048, -359, -5346, 292, 1268, 1815, -781, -1922, 2572, -472, -788, 5150, -5507, 5109, -1352, 2292, -3611, 3324, -3594, -9002, 5249, -5254, 4948, 2429, -4638, 7689, 6904, 2655, 10212, 1958, -9329, -11686, -6674, 690, -783, 1138, 5977, -522, -410, -7147, -2004, -884, -4073, 1060, -2122, -1855, -5403, 1256, 1237, -1880, 4939, -6537, -779, -7320, -7289, -2882, 9156, 262, -3898, -21, -4407, -2937, 999, 195, -7838, -6859, 5948, -3925, -87, 1927, 5108, 3567, 8541, 8864, 4842, 7057, -1260, 1117, -5294, -7357, 5140, 1535, -929, 3795, -378, 2401, -2775, 5420, -7398, 4984, -5131, 599, -2210, -9400, -76, -5620, -4484, 1906, -7879, 2931, -2612, 6737, -5078, -588, -1470, -3516, 2472, -2896, 1577, -249, 3853, 1234, -4810, -1598, -6222, 2462, -1148, 4595, 2107, 1830, 3366, 43, 211, -599, 578, 1148, -4355, -2417, -3788, -498, -600, -5, 172, 4835, 1153, 1013, -2749, -2345, 388, -4312, 1719, -2531, -3435, 71, 2228, -614, -3132, 1936, -1856, -5563, 553, 3000, 1790, -1339, -2567, -1032, 784, 325, -988, 445, 60, -1509, -1298, -3787, -220, -684, -2921, 985, 1671, 4120, 1074, -652, 1330, 4385, -2254, 2071, 7097, 781, 7365, 2271, 3554, -3058, -3435, -953, -201, -2189, 4334, 409, -1141, -2657, 4085, -3197, 1171, -2280, 1127, -1408, 670, -851, -690, -2239, -2621, -1842, -4198, 8544, 2447, -1043, 4439, 3399, 325, -1507, 1447, -822, 3582, 3251, -1716, -2027, -1039, 5263, -859, 191, 4161, -4822, -3582, -6914, 3875, 1591, 4678, 652, 1177, -3453, 258, -867, -372, -2568, -91, -5762, 2300, 1230, 6263, -4877, 5143, 5533, -3142, 3073, 3567, 4608, 3041, 952, 3910, -1057, -4584, 4138, 2531, -5041, -3273, 2086, -2976, -2782, -3253, 4453, -835, 773, 4358, 3075, -2550, 1530, 6671, 4738, -2870, 1006, -4100, 3430, 765, -5191, 4561, 1346, 1452, -1761, 1652, -2391, -4798, -1392, -1797, -174, -2371, -3606, 6135, 9728, -662, -621, 1874, 3779, -6009, -2890, -4322, -3561, 4869, -5841, 3201, 610, 786, 1154, 2804, -5761, -9479, 3982, 4128, 5612, -7781, 4593, 4152, -10499, 607, -11425, 587, 8367, -9163, -6945, 11110, 88, 2110, -10251, 7398, -2811, -524, 6366, -4677, 5675, -719, 4298, 2986, 4351, 8741, 2207, -6589, 5387, 577, -1594, 1175, -4437, -1035, 1906, 158, -4835, 7139, 10551, -3449, 3753, 2923, 368, -2390, -1958, -7025, 1980, 2009, -4862, 11613, -6950, 4096, -5069, -7698, -2523, 3290, -517, 13553, -3669, -2737, 4500, 3030, 9571, -392, -5050, 6102, 890, -4607, -1130, 7407, 4319, 2452, 5739, 760, 7917, 1147, 7492, -3788, -7319, 138, -2879, 1049, -6413, -6962, 3767, 5651, 9768, 11428, -10704, 126, -172, 7075, -8955, -694, -6606, -2172, 6672, -3108, 5572, -4011, -2390, -1759, 2523, 1771, 4358, -5305, 2796, 5021, -3854, -7478, 1793, 1405, -2372, -4704, -5355, 5773, 2555, -588, -160, 3013, -1623, -3217, -1121, 1678, 3217, -3527, -1155, 6010, -922, -248, 1929, -6320, 354, 1155, -6095, 2179, 5828, 5847, 2274, 2837, 3987, -4486, -3967, 9744, -35, -421, -2225, 5150, -1918, 3554, 2174, 1960, -3551, 4279, 1075, 3873, 5860, -2055, 1296, -1522, -1790, -3978, 2335, -894, 72, 2462, 3251, -2485, -2628, -2244, 4242, -1612, 1699, -1657, -2349, 4982, 1391, -1846, 2515, 5146, 1828, 6121, -5929, 4116, 3712, -4224, 6126, -4058, -1252, 1048, -5551, -3887, 2527, -1582, 5552, 4590, 3360, 6782, -174, 2008, 4228, 3751, 7375, -1069, -7580, 1632, -4578, 5145, 1864, 5555, -723, -1465, -3081, 29, -12, -5720, -2591, 2878, 4047, -1233, -1228, -4476, 4111, -671, -627, 3258, -2381, 6925, 2017, 2552, -4029, 753, -6183, 3727, -1309, 5467, -4642, 10949, 4957, -163, 1226, -4983, 3576, 3547, -726, 6224, 7474, 2933, -9609, -11795, -908, -788, 6214, 4147, -921, 3718, 2742, -2434, 7684, -3103, 3095, -3427, -3725, 939, 1549, -620, -1646, -4133, 5327, 5528, -4830, 5442, 3161, 232, -2177, 583, -2458, -3835, -5710, 3338, 3500, 1986, 2102, -1138, -2948, 5141, 5399, 3885, 1622, -234, -1633, -1166, 259, -4890, 1466, 731, -472, 829, -3943, 1197, 141, -4449, -3033, -3793, -956, 3000, 2063, 1541, -1704, -4543, 1600, 2010, -1928, 1411, -7629, 2834, -1661, -891, 2843, -447, -3462, -2453, 3885, -2888, 4113, 6903, 534, -2085, 4535, 2647, 2775, -2461, 4710, 5627, -2882, -544, -1138, -2500, -2457, 298, 236, 1674, -2644, -2185, -2808, -879, 101, 1099, 11, -2052, 4479, 5218, 585, 1281, 800, -5765, -1427, 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4641, -2034, -529, 6742, -2829, -1743, -4432, 4615, 169, -1043, -1099, 739, 1335, 9237, -1894, 5348, -3557, 8818, -4945, 4426, 4977, -4615, 454, 1297, -4429, 3039, 10669, -7812, 1805, 9339, 3728, 5094, 419, -1244, -1968, -2101, 3427, -650, -9455, 3652, 5701, -3829, -643, 2336, 9339, 2380, 3989, -1458, 2237, -1426, 5542, -3882, 6163, -797, -313, 2968, 1569, 2394, 7211, 200, -4347, 8082, 1228, -3829, 8965, 2356, -6027, -3411, 3010, -3421, -3389, -1350, 6796, 6530, 8408, 4522, -7491, 2583, 7028, 2494};
+static Q15_T W1[CTEMP] = {17017, 19529, 17179, 18286, 8737, 13563, 15882, 18782, 19230, 19203, 19456, 25471, 12554, 10485, 19418, 13622, 11164, 14686, 16740, 20330, 15084, 24454, 21138, 18955, 15140, 21354, 13947, 17199, 22820, 21448, 21498, 21165, 14533, 16778, 15325, 15593, 18523, 21365, 15671, 17979, 21084, 25756, 22460, 13637, 23945, 15634, 18745, 14041, 23845, 25844, 17189, 22305, 8599, 18819, 10575, 14152, 19962, 17389, 17664, 20796, 20798, 22578, 17279, 26630, 24488, 17586, 22453, 20906, 13527, 16455, 26186, 9836, 25189, 15573, 18342, 17394, 14727, 19176, 14324, 17629, 8642, 13678, 8987, 20371, 20281, 16199, 22043, 13271, 19443, 21668, 19171, 16988, 15005, 17742, 21479, 23528, 19084, 13634, 12271, 22752, 16969, 19306, 22343, 21196, 5418, 18690, 13993, 12758, 16980, 15562, 15264, 16169, 20813, 15180, 15017, 27001, 16917, 12239, 19544, 22506, 23084, 21204, 19130, 20882, 25210, 17332, 24433, 15447};
+static Q15_T W2[CTEMP] = {8535, 10292, 5604, 9277, 10630, 9521, 13822, 8070, 10129, 6732, 14744, 13360, 12231, 13296, 19848, 9294, 10397, 15903, 7895, 14529, 15805, 9358, 6117, 14469, 9985, 13497, 14509, 7510, 14038, 7025, 12413, 16935, 10073, 12142, 13526, 6777, 9707, 13967, 13092, 15507, 12378, 17038, 7935, 9505, 8430, 9915, 10257, 10117, 11709, 6992, 11311, 7528, 15950, 6808, 13814, 9106, 9278, 8031, 11968, 15385, 10298, 11967, 9841, 9242, 14062, 10776, 8999, 10246, 7690, 10579, 12271, 13767, 9685, 10398, 9605, 8170, 16233, 10247, 14005, 8778, 10210, 14752, 8010, 8981, 12800, 5472, 8930, 9337, 12519, 10456, 6350, 10933, 9849, 13346, 9544, 18141, 5637, 12034, 11230, 18919, 16873, 6865, 10485, 8152, 12424, 11561, 12696, 5076, 10348, 10152, 12801, 8833, 11424, 15754, 11842, 12732, 7114, 6708, 9603, 11161, 11218, 8709, 7457, 9017, 10969, 9211, 10775, 11094};
+static Q15_T W3[COUT] = {12368, 13004, 12100, 11959, 13254, 16515, 12059, 13361, 15720, 13710, 18765, 13356, 14064, 13519, 17339, 16531, 14603, 12099, 12376, 13623, 13499, 10513, 10804, 15041, 11999, 10641, 15260, 10878, 13068, 13612, 14244, 11100, 12406, 11941, 13466, 9906, 14022, 13501, 12064, 9390, 8943, 13008, 16716, 11632, 9350, 15337, 11673, 13357, 12354, 14307, 13764, 14733, 14145, 11535, 13445, 17489, 12084, 12721, 11737, 9927, 15752, 14964, 16905, 12186, 13966, 13273, 9645, 12992, 13590, 13313, 10062, 11590, 15541, 13678, 12459, 13440, 10833, 12467, 15060, 9469, 14126, 12190, 11136, 14279, 11990, 14388, 17415, 9278, 13177, 16070, 14818, 13810, 12733, 10381, 11791, 10578};
+static Q15_T B1[CTEMP] = {45, 419, -331, 237, -2862, -475, 777, 1304, -432, -212, 334, 219, -1183, -407, 493, -182, -1737, 838, 373, 866, -548, 194, -727, 390, 554, -113, -531, 423, 151, 618, 974, -291, 144, 995, 287, -493, -405, -245, -632, 217, -58, -141, -544, 612, -494, 870, -18, 1421, -408, 459, 542, -356, -2660, 833, -1213, -652, -80, -573, -31, 188, -159, 448, 1034, 52, -517, 441, -187, 53, -916, 1068, -87, -2072, 329, -647, -326, -107, 783, 664, -827, 906, -3009, -172, -2200, 527, -378, 1285, 518, 75, 775, 888, 927, -913, 1537, 181, -10, 1028, 851, -228, -1876, -623, 677, 477, 313, 774, -6018, 467, -717, 670, 737, -1112, -21, 625, -44, -382, 586, -563, 762, 519, 930, 5, 473, 497, 720, 152, -876, 929, 596, -949};
+static Q15_T B2[CTEMP] = {8981, 4723, -6834, 6407, -4121, -4412, 1483, -3512, 4361, -5743, 2053, 3115, -3249, -3303, -136, -5206, -4473, 2402, -4968, 1258, 2555, 5165, -7390, -2766, 4921, -2583, 579, 10976, 2678, -4358, 6043, 942, -1933, 5302, 889, 11729, 3923, 1018, -3004, 1327, 2478, 627, -6750, 5391, -5388, -5776, 1347, -4478, -3896, 7581, 5740, -6986, -2451, -5816, 1623, -5721, 6780, -5428, 3364, 2706, 3555, -2784, 4682, 2793, 2726, 4879, -5177, 4003, -6290, 2021, -2728, -2189, -2310, -4872, 418, -6413, -1229, -2341, -4847, -1512, -5982, -2168, -6157, -3529, -4030, -8255, -3464, -5022, -322, -2862, -6283, 6, -5371, 1134, -5815, 3716, -8533, -3671, -4925, -82, 3033, -7628, -4947, -783, -2899, -313, 3774, -10015, 2495, -5242, 3984, 6235, -845, -294, -4882, -53, 9152, -6262, -297, 3731, 6412, -37, 2210, 4462, -1914, 6312, 3876, -4445};
+static Q15_T B3[COUT] = {1160, -59, -7167, 4023, 6164, -2833, 3751, -11123, -6620, 1581, -8055, -218, -1753, 58, 10599, -315, 9199, 764, 805, 4847, -7131, 4180, 2173, -3984, 7500, 3829, 3992, 9068, 2585, 2156, 2545, 39, 91, -1073, -1142, -3006, -2796, 8919, -1638, 7959, 1974, -3988, 2952, 1787, 6907, 1175, 9246, 6685, -2396, 3808, -313, 2935, 1082, 5350, 4615, -7950, 2360, 3035, -4500, -12323, 6270, 1183, -429, -2555, 3002, 5455, 242, 749, -2457, 1708, -5855, -6824, -2937, 615, 2145, -2081, 968, 4346, 1115, 3701, -8017, -1853, 2674, -2385, -13135, -2746, -2141, 11876, -4400, -3446, 3710, 3493, -1532, -7569, -9304, -640};
 
-static SCALE_T D1 = 6;
-static SCALE_T D2 = 4;
-static SCALE_T D3 = 7;
-static INTM_T Limit1 = 805306368L;
-static INTM_T Limit2 = 805306368L;
+static Q31_T Limit1 = 805306368L;
+static Q31_T Limit2 = 805306368L;
 
 #ifdef SHIFT
-  static L_SCALE_T ShRU1 = 10; //1024
-  static L_SCALE_T ShRB1 = 2; //4
-  static L_SCALE_T ShRX1 = 15; //32768L
-  static L_SCALE_T ShRU2 = 9; //512
-  static L_SCALE_T ShRB2 = 1; //2
-  static L_SCALE_T ShRX2 = 15; //32768L
-  static L_SCALE_T ShRU3 = 6; //64
-  static L_SCALE_T ShRB3 = 1; //2
-  static L_SCALE_T ShRW3 = 14; //16384
-  static L_SCALE_T ShLU1 = 0; //1
-  static L_SCALE_T ShLB1 = 0; //1
-  static L_SCALE_T ShLX1 = 0; //1
-  static L_SCALE_T ShLU2 = 0; //1
-  static L_SCALE_T ShLB2 = 0; //1
-  static L_SCALE_T ShLX2 = 0; //1
-  static L_SCALE_T ShLU3 = 0; //1
-  static L_SCALE_T ShLB3 = 0; //1
-  static L_SCALE_T ShLW3 = 0; //1
+  static SCALE_T ShRU1 = 10 + 6; //1024 * 64
+  static SCALE_T ShRX1 = 15;     //32768L
+  static SCALE_T ShRU2 = 9 + 4;  //512 * 16
+  static SCALE_T ShRX2 = 15;     //32768L
+  static SCALE_T ShRU3 = 6 + 7;  //64 * 128
+  static SCALE_T ShRW3 = 14;     //16384
+  static SCALE_T ShLU1 = 0;      //1
+  static SCALE_T ShLX1 = 0;      //1
+  static SCALE_T ShLU2 = 0;      //1
+  static SCALE_T ShLX2 = 0;      //1
+  static SCALE_T ShLU3 = 0;      //1
+  static SCALE_T ShLW3 = 0;      //1
 #else
-  static L_SCALE_T ShRU1 = 1024;
-  static L_SCALE_T ShRB1 = 4;
-  static L_SCALE_T ShRX1 = 32768L;
-  static L_SCALE_T ShRU2 = 512;
-  static L_SCALE_T ShRB2 = 2;
-  static L_SCALE_T ShRX2 = 32768L;
-  static L_SCALE_T ShRU3 = 64;
-  static L_SCALE_T ShRB3 = 2;
-  static L_SCALE_T ShRW3 = 16384;
-  static L_SCALE_T ShLU1 = 1;
-  static L_SCALE_T ShLB1 = 1;
-  static L_SCALE_T ShLX1 = 1;
-  static L_SCALE_T ShLU2 = 1;
-  static L_SCALE_T ShLB2 = 1;
-  static L_SCALE_T ShLX2 = 1;
-  static L_SCALE_T ShLU3 = 1;
-  static L_SCALE_T ShLB3 = 1;
-  static L_SCALE_T ShLW3 = 1;
+  static SCALE_T ShRU1 = 1024 * 64;
+  static SCALE_T ShRX1 = 32768L;
+  static SCALE_T ShRU2 = 512 * 16;
+  static SCALE_T ShRX2 = 32768L;
+  static SCALE_T ShRU3 = 64 * 128;
+  static SCALE_T ShRW3 = 16384;
+  static SCALE_T ShLU1 = 1;
+  static SCALE_T ShLX1 = 1;
+  static SCALE_T ShLU2 = 1;
+  static SCALE_T ShLX2 = 1;
+  static SCALE_T ShLU3 = 1;
+  static SCALE_T ShLW3 = 1;
 #endif
 
-static INT_T expected[N * HOUT * WOUT * COUT] = {-726, 952, -3886, -4320, -419, -5447, -708, 192, 1170, 2126, 1187, -1411, 2388, -4602, 11102, 1500, 2698, -8034, -4335, -853, -3070, 2686, 1918, -3377, -1704, 2687, -5540, 4147, -4460, 2599, -778, 1399, 4187, -1284, -2798, -4566, 2095, 3006, 2599, 660, 2383, 3851, 6036, -2449, 5683, 4884, -2915, 8476, 656, -2826, -3655, -1933, 4592, 919, 2712, 3410, -1288, -1707, -2891, -2935, 6715, -1470, 2633, 3508, 1109, 834, 1180, 2956, -6079, 1572, 2754, -5195, 5335, -4432, -3784, -2688, 2283, 2828, 8314, 5379, 1599, 1246, 1080, -4991, -8975, -2988, 3197, 5736, 861, 991, -402, -51, 4847, 585, -5091, -3751, 1484, 403, -6199, -6123, 6501, -3793, 5489, -1774, 314, 1743, -7301, 2762, -1466, -2495, 3172, 506, 9364, -5254, -798, -2092, -7907, 1946, 4919, 4233, -343, 5962, -2304, 5520, -1125, 3977, -3531, -927, 1422, -2509, -4970, -350, 3029, 9067, -2616, 2114, 3765, 3494, 59, 3381, 6259, 6505, 616, 5296, -477, 438, -943, 6395, -947, 6173, -3677, -1601, 4029, 4441, -1473, -7239, 529, -85, -1532, -373, 3867, 2255, 2321, 3347, -3421, 732, 2579, -6353, -5088, 1879, -3170, 1348, -618, 1468, -3107, 6879, -598, 2397, -345, 2882, -3683, -2946, -4737, 6338, 4035, 4615, 6565, 6674, -719, -1137, -4065, -4195, 1163, -173, -4460, -5177, 5354, -4038, 5668, -517, -1016, 5029, -8400, 460, -2022, -2848, 3345, -7189, 5471, -4763, -3999, 360, -6997, -1538, 1756, 857, -2674, 6277, 3215, 7871, -1398, 7161, -2810, -357, 3, -892, -176, -3103, 2573, 9364, -4325, 3704, 3112, 2962, -1095, -313, 5589, 2494, -522, 5421, -209, 765, -802, 3340, 783, 2257, -2778, -3604, 4514, 5547, 758, -8772, 1382, 2159, 2573, -2680, 1482, 4090, -2494, 3205, -5728, 4142, -1158, -4670, -5071, -221, -1268, 1499, 2802, 151, -4003, 6272, -2094, -454, -152, -131, -5028, -6365, -4951, 6584, 656, -2182, 1556, 2577, 1265, -937, -5260, 1022, -965, 1915, -1430, -8760, 8509, 707, 12376, 7217, 5861, 1146, -7309, -797, -1314, -8892, -122, -6544, 1878, 132, -2368, -7154, -5162, 202, 3328, 3975, -5672, 7857, -2591, 11271, -3946, 7480, -11855, -1415, 1668, -1244, -1646, -1968, -943, 7778, -6192, 5689, 4778, 10353, -5672, -2697, 8197, 1333, 1186, 5885, 2704, -189, -3893, 7817, -1818, 5528, -4181, -4287, 4004, 10597, 301, -5918, -2965, 2702, -3357, -3381, -2327, 5512, -2262, 7212, -1285, -1460, 1033, -3816, -10287, -307, -2196, 6067, -3333, -1200, -6477, 10435, -1863, 6214, -1723, 3640, -3086, -5128, -4825, 3771, 2359, 3446, -2672, 3865, 122, -993, -3453, -3028, -1768, 425, -2727, -5277, 3534, 285, 8375, 1674, 1939, 5051, -6936, 1096, 4514, -7983, 5613, 1982, 3181, -746, -562, -4330, -1273, -644, -727, 2536, 717, 3074, -841, 6910, -3275, 4868, -6310, 936, 4007, -373, -2162, -2206, -2714, 8604, 565, 7124, 2211, 13686, 4005, 572, 7874, 1356, 6623, 4350, -1561, 3833, -4165, 3257, 2463, -382, -368, -1113, -6103, 5573, -2973, -7407, 3437, -2778, -6112, -724, 405, 2393, 1749, 6729, -2176, 344, -221, -3417, -1924, 4262, -2830, -287, 472, 1021, 398, 6496, 2658, 1266, 2221, -1719, -8071, -4368, 903, 4658, -4576, -6558, 866, 1394, 901, -992, -8474, -2562, -4231, -1057, -3450, -3340, 1020, -2683, 3625, -834, -174, 4709, -10493, 1431, -744, -5252, 5807, 1478, 571, -6794, -2737, -3039, -4854, 234, -1181, 763, -1475, 4754, -4419, 6332, -6538, 1915, -3541, 292, 991, -1429, -2647, -2920, -388, 5907, 1272, 3937, 3083, 3706, 2199, 1873, 8162, 7287, -1553, 10630, -655, 921, -1692, 726, 5451, 3513, 3833, -2181, 916, 2817, -443, -6532, 6908, -3318, 1247, 3325, 1686, 1561, 4219, 2118, -7801, -803, 3946, -3007, -2585, 3012, -2681, -2574, 544, 2520, 3797, 5860, -344, -2432, -1717, -4382, -6441, -3327, -632, 5199, 1534, -1180, 2514, 2028, 1571, -1558, -3262, -1122, -5174, -4178, -2253, -9272, -88, -813, 4659, 449, -578, 6270, -6537, -2366, 2770, -8341, 5871, 1219, 1484, -9060, -4856, 276, -5586, -869, -1014, -3363, 253, 5103, -2649, 9881, -5107, 835, -5680, 1110, 5444, -491, -2387, -316, 6833, 2173, 4726, 4073, 5310, 6492, 3674, -2724, 4813, 4600, -2627, 7864, -2844, -2975, -5222, -2236, 3683, 4551, 1655, 3811, -4920, 8175, 109, -4252, 1225, 1525, -632, 1727, 720, -1696, 4507, 5991, -4597, -1262, 2555, -1475, -2368, 2939, -5096, -3028, 1035, 5733, 6493, 6074, 6599, 190, 301, -227, -10631, -173, -1524, 4727, 4679, -182, 600, 1278, 3675, -811, -10339, -3733, -1330, -1220, -5685, -3857, 2541, -6015, 2902, -2650, -1298, 204, -4174, -2526, 5762, 2771, 9974, 1391, 4387, -6029, -6032, 171, -2428, 2272, 1192, -3585, -1941, 1445, -5726, 128, -2627, 6728, 6471, 176, 4555, -4415, -4380, -3005, 4915, 1878, 3577, 2845, 3726, 532, 6118, 2112, 3332, 6690, -1231, 5895, -2872, 2654, -5821, -86, 7149, 3932, 1508, 5061, -743, -275, -2112, -5420, 9680, 3397, 557, 6101, 1860, -5521, 2832, 449, -6988, -2588, 1836, -2378, 1186, -3760, -5960, -4738, 2145, 1015, 5271, 4758, 4729, 771, 1751, 1721, -7737, -1387, -751, 5492, -229, -1718, 8301, -1629, -2458, -2947, -4397, -2162, -1117, -1246, -5333, -3963, 3453, -564, 6689, 2727, -511, 6455, -9161, 6051, -1151, -3284, 9312, -1848, 1122, 170, -3202, -2296, -4586, 3847, 1226, 1078, -1923, 5702, 880, 5747, -2767, 2928, -3358, -1136, 555, 2308, 297, -3972, -417, 8649, -2951, 6377, 5009, 4149, -3861, 1437, 5703, 395, 864, 5940, 1584, 5879, -1192, 5704, 3068, 1884, -2676, -11216, 2699, 3942, -2379, -4277, 3866, -3129, -2893, 3358, 2171, -138, 1391, 3562, -5274, -2232, 2104, -6725, -5309, -61, -1079, -12, -1153, -1979, 2895, 5765, -3010, 1591, 2045, -2437, -3686, -5978, -2976, 4748, -2001, -2951, -1082, 6252, -875, -2118, -2703, -1100, -4782, -1027, -3884, -5912, 6436, -3397, 6161, 1362, -1178, 4509, -2099, 3436, 20, -4798, 7998, -306, 825, -6817, -4988, -2143, -1726, 2407, -263, -2268, -6420, 5437, -4056, 8146, -4322, 2280, -2566, 1300, 2752, -779, -3084, -1794, -1696, 7202, 319, 3965, 2954, 7399, -2042, 2114, 4252, 7837, -3216, 11887, -1394, 2273, -2756, 610, 2903, -2023, 2352, -3600, 79, 4501, -3346, -5887, 5854, -369, 1486, 5542, 2009, -4987, 2153, 2974, -10796, 869, 4621, -2608, 2566, -3276, -199, -654, 3676, 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7143, 4791, -1007, 8465, 600, -425, -3429, -794, 2006, 570, 1280, 1254, -2976, 4024, -1530, -6079, 4024, 102, -216, 142, -575, -5173, 971, -654, -7737, -645, 827, -1975, -757, 3032, -2499, -1459, 741, 3820, 5515, 7374, 4190, 889, -1475, -1957, -8868, -2292, -2619, 4223, 2963, -261, 684, 507, 174, -3120, -6330, -2311, -1708, -1285, -8388, -5675, 3574, -5413, 4222, 566, 2058, 9353, -7162, -950, -827, -5288, 10232, 755, 2549, -6362, -5766, -2025, -6082, 4154, 58, -5279, -2631, 3236, -2992, 6524, -1621, 6358, 2189, 3238, 2031, -2765, -6591, -3259, 8945, 1051, -5, 4477, 6038, 1581, 2781, 932, 6316, 3591, -2252, 7849, -1102, -1279, -4169, -410, 2443, 4057, 3739, 2016, 787, 2546, -487, -3323, 6026, -404, 142, 4110, -470, -695, 218, 6574, -3879, -937, 2201, -3756, 5632, 732, -6084, -3038, -1125, 2297, 7445, 6567, 2364, 1866, 1328, -911, -7003, -381, -662, 8096, 2410, -854, 2770, 2135, -486, -1468, -7956, -3235, -1900, 754, -5983, -10041, 8008, 477, 4981, 2681, 889, 7032, -7060, 2677, 3544, 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3924, 5768, 5757, -64, -2248, 1069, -3097, 2100, 5205, -1643, 199, 5530, 885, 4454, -887, 1593, -51, 3592, 9958, -2813, 7108, 1177, -761, -4132, 27, 6942, -5723, 1728, -6249, -9592, 1535, 3636, -1750, -7752, -809, 1981, 1335, -5559, -343, 5844, 284, 2780, 1112, 5698, -3632, -4080, -1982, 7634, -5040, -4281, 509, -887, -2383, 2012, -437, 1383, -598, 2614, -6382, -2851, -5653, 3591, 2671, -9338, 155, 419, -1744, -1208, -89, -1328, -4557, -2046, -6364, -4675, 794, -2559, 5027, -3493, 1416, 958, -5875, 2544, -3986, -2439, 2358, 2980, 8334, -4836, -1126, 1039, -4724, 3062, 2819, 1101, 532, 3538, -216, 6392, 1833, 2525, -1231, 2848, 1122, -2042, -1080, -632, 4202, 7685, 1162, 960, 5905, -2385, 7674, 2988, 5629, 2749, 1637, 3547, 2513, 6378, -2279, 2102, 100, 6483, -1001, -4632, 4913, 1950, -1094, -6034, 4510, 4910, -1146, -1033, 1967, -2440, 4386, 5959, 958, 3160, 2061, -6322, -656, 3498, -6179, -3414, 364, 3778, 6534, 5383, -1292, 3882, 2597, 278, -7760, -1634, -5999, 6783, 1427, 5713, 2082, 8361, -2507, -562, -4293, -4644, -3792, -784, -1841, -7015, 674, 3368, -4505, -1566, 5039, 415, -8081, -6503, 7362, -2706, 1459, 2365, 11012, -5328, -4365, 6260, -1237, 3568, -329, -8380, 2787, 3476, 5539, 6367, -468, 4591, -1915, 7971, -1503, -897, 1698, -5182, 10261, 402, -2567, 5786, 6148, 2553, 8402, 1676, 3121, 8233, -225, 5667, -2987, 3419, -4261, 1481, 2563, 8539, 4054, 1789, -3496, 7162, -8020, -6123, 6699, 3151, -3053, -4848, 1680, -400, 1417, 6534, 797, 1469, 3924, -8109, 1390, -114, -5057, 3289, -1606, -971, 1860, 6622, -1989, 5039, -207, -1886, -1814, -1044, -9446, 7171, 185, -2137, 2575, -209, -2597, 2775, -13507, -4593, -3369, 1565, -5223, 8, 5818, -4640, 3419, -3829, 1552, -3514, -7003, -4318, 405, -3041, 2045, 1868, 2468, -329, -795, -90, -3336, 4257, -599, 837, 3071, 481, 2959, 4081, 3032, 6845, 649, 572, 5032, -4577, -3225, -1452, -159, 4224, 1359, 1164, 711, 4999, 2772, 2428, 5121, -2001, 2502, 413, 488, 1816, -145, 1529, 976, 3930, -832, 3210, -3560, 3769, -4106, -1787, 5355, 5904, -1023, 276, 4182, 333, 54, 4343, -3473, 271, 593, -3769, 1102, -761, -250, 410, -1137, 2417, 7632, 960, 2704, 862, 366, 2656, -7115, -513, -552, 4626, -2335, 19, -899, 4747, 889, -2913, -4867, -429, -5393, -158, -7517, 1578, 4494, -2810, -4580, -6525, 135, -1307, -10133, 1695, -2117, -177, 5454, 1190, 6179, -1033, -790, 5460, -1925, 3325, 1770, -1575, -2070, 3507, 2332, 4364, 7067, 1695, 1036, 3548, 369, -970, 1752, -2172, 4716, 8854, -1614, 4583, 4499, -39, 4950, 5010, 1952, 5998, 3361, 2044, -4217, 2275, 1705, -16, -581, 5898, 935, -7940, 4156, 4058, -4924, -8546, 6689, -392, -2943, -1015, -2736, 3145, -141, 1412, -4137, 2316, -518, -3409, -896, -5851, -2726, 1908, -2438, 1103, 219, 2723, -8010, -1568, 1440, -361, -5444, 520, -82, 7200, -3044, -1347, -791, 1963, 875, 680, -7817, -642, -3018, 4238, -2847, -1615, 4841, 4779, 2754, 530, -1876, 600, -10582, 1237, 2262, -1107, 7103, 381, 7108, 1801, 345, 677, -1360, 5759, 2698, -1860, -1330, 4862, 2457, 7633, 667, 4070, 525, 1793, 1257, -782, 1790, -2427, 1630, 6367, -3875, 6189, 4074, 5700, 1937, 2783, 4435, 1726, -32, 3984, -1910, 5306, -2945, 2182, 753, 5015, 2629, -4378, -861, 5414, -11168, -8612, 7714, 2943, -1120, -2453, -2108, -50, 515, 2259, -1874, 5218, 1506, -5212, -2254, -4258, -1429, 3684, -1330, -974, -1589, 4553, -3767, 2619, 1363, -366, -4747, -1127, -5500, 4755, 3, -1531, 2013, 1336, -2600, -2540, -8872, -2348};
+#ifdef SHIFT
+  static Q15_T expected[N * HOUT * WOUT * COUT] = {-728, 951, -3885, -4321, -420, -5448, -709, 193, 1170, 2126, 1185, -1412, 2387, -4604, 11103, 1499, 2697, -8036, -4338, -854, -3071, 2685, 1918, -3378, -1704, 2687, -5541, 4147, -4462, 2597, -779, 1398, 4187, -1286, -2799, -4568, 2094, 3007, 2599, 660, 2383, 3850, 6036, -2451, 5684, 4884, -2916, 8477, 655, -2826, -3657, -1934, 4592, 918, 2712, 3407, -1289, -1709, -2892, -2935, 6714, -1474, 2632, 3508, 1108, 836, 1180, 2956, -6079, 1571, 2753, -5196, 5335, -4435, -3784, -2691, 2283, 2826, 8313, 5380, 1597, 1246, 1078, -4993, -8975, -2992, 3196, 5735, 860, 989, -404, -52, 4847, 586, -5091, -3753, 1484, 402, -6200, -6125, 6499, -3794, 5487, -1776, 316, 1743, -7304, 2761, -1467, -2496, 3171, 506, 9364, -5255, -800, -2093, -7909, 1945, 4920, 4233, -343, 5962, -2306, 5520, -1130, 3977, -3532, -929, 1422, -2511, -4972, -352, 3029, 9067, -2618, 2115, 3764, 3493, 57, 3380, 6259, 6504, 616, 5296, -478, 439, -944, 6392, -950, 6174, -3677, -1603, 4029, 4441, -1474, -7239, 526, -90, -1534, -375, 3868, 2256, 2320, 3349, -3422, 732, 2579, -6356, -5090, 1879, -3171, 1348, -620, 1467, -3110, 6878, -600, 2397, -348, 2881, -3683, -2946, -4740, 6337, 4035, 4615, 6567, 6675, -719, -1138, -4067, -4196, 1164, -175, -4460, -5179, 5352, -4042, 5668, -520, -1017, 5029, -8405, 460, -2025, -2849, 3345, -7191, 5469, -4764, -4002, 359, -6999, -1539, 1756, 857, -2674, 6278, 3213, 7871, -1400, 7160, -2811, -360, 3, -893, -176, -3105, 2571, 9365, -4327, 3704, 3111, 2961, -1097, -314, 5589, 2492, -523, 5422, -210, 764, -804, 3338, 782, 2257, -2779, -3606, 4515, 5546, 758, -8774, 1380, 2157, 2573, -2683, 1479, 4090, -2496, 3205, -5728, 4143, -1161, -4671, -5073, -222, -1270, 1499, 2801, 150, -4006, 6272, -2095, -457, -153, -131, -5030, -6366, -4953, 6584, 655, -2183, 1557, 2578, 1264, -939, -5261, 1023, -965, 1914, -1432, -8761, 8510, 708, 12378, 7214, 5859, 1145, -7311, -798, -1316, -8892, -126, -6546, 1878, 132, -2369, -7157, -5165, 203, 3328, 3972, -5672, 7857, -2592, 11270, -3948, 7480, -11855, -1418, 1666, -1246, -1647, -1970, -944, 7778, -6194, 5690, 4777, 10351, -5673, -2698, 8197, 1333, 1188, 5885, 2703, -190, -3894, 7817, -1820, 5530, -4181, -4289, 4004, 10598, 300, -5919, -2965, 2701, -3360, -3386, -2330, 5513, -2264, 7212, -1285, -1461, 1032, -3817, -10289, -309, -2197, 6068, -3334, -1201, -6480, 10435, -1865, 6213, -1725, 3640, -3088, -5130, -4826, 3770, 2359, 3446, -2671, 3864, 122, -995, -3456, -3029, -1771, 424, -2728, -5276, 3533, 286, 8373, 1674, 1938, 5051, -6937, 1095, 4514, -7983, 5614, 1981, 3180, -748, -563, -4333, -1273, -644, -729, 2534, 718, 3074, -844, 6908, -3275, 4868, -6310, 936, 4005, -375, -2163, -2206, -2716, 8606, 566, 7123, 2211, 13686, 4004, 572, 7873, 1355, 6622, 4350, -1563, 3835, -4166, 3257, 2462, -383, -370, -1117, -6104, 5573, -2976, -7408, 3438, -2778, -6113, -724, 404, 2392, 1750, 6728, -2179, 345, -222, -3419, -1923, 4262, -2831, -288, 474, 1019, 400, 6495, 2659, 1265, 2220, -1718, -8073, -4370, 904, 4658, -4579, -6561, 865, 1392, 901, -993, -8476, -2563, -4234, -1059, -3452, -3341, 1020, -2683, 3624, -835, -174, 4709, -10496, 1430, -744, -5256, 5807, 1479, 572, -6796, -2739, -3042, -4856, 234, -1183, 763, -1477, 4755, -4421, 6333, -6540, 1916, -3542, 293, 992, -1431, -2647, -2922, -388, 5906, 1271, 3938, 3082, 3705, 2197, 1874, 8163, 7285, -1556, 10631, -656, 920, -1692, 725, 5450, 3513, 3835, -2184, 914, 2818, -445, -6533, 6909, -3320, 1248, 3324, 1685, 1561, 4219, 2118, -7803, -804, 3945, -3008, -2584, 3012, -2683, -2576, 542, 2519, 3796, 5860, -347, -2436, -1719, -4384, -6443, -3330, -633, 5199, 1534, -1182, 2514, 2026, 1572, -1559, -3265, -1124, -5179, -4181, -2254, -9273, -88, -814, 4659, 450, -579, 6270, -6536, -2368, 2769, -8343, 5872, 1219, 1484, -9062, -4857, 276, -5586, -869, -1017, -3366, 253, 5104, -2651, 9883, -5108, 833, -5683, 1111, 5445, -492, -2389, -317, 6833, 2174, 4725, 4073, 5309, 6492, 3676, -2727, 4813, 4601, -2628, 7867, -2847, -2978, -5224, -2237, 3683, 4551, 1656, 3809, -4922, 8175, 108, -4253, 1224, 1524, -635, 1727, 718, -1697, 4508, 5992, -4598, -1263, 2554, -1476, -2368, 2937, -5096, -3031, 1034, 5733, 6494, 6074, 6596, 189, 301, -227, -10634, -176, -1525, 4728, 4679, -182, 598, 1276, 3675, -810, -10342, -3735, -1333, -1221, -5686, -3859, 2544, -6018, 2902, -2652, -1301, 205, -4177, -2527, 5763, 2770, 9974, 1389, 4387, -6029, -6032, 170, -2429, 2272, 1192, -3585, -1941, 1444, -5727, 127, -2629, 6726, 6469, 173, 4554, -4415, -4381, -3005, 4913, 1877, 3577, 2844, 3726, 531, 6116, 2111, 3331, 6690, -1232, 5895, -2875, 2653, -5823, -87, 7150, 3932, 1507, 5060, -745, -277, -2113, -5422, 9680, 3397, 555, 6100, 1861, -5521, 2833, 448, -6990, -2590, 1835, -2379, 1184, -3759, -5960, -4739, 2145, 1015, 5270, 4757, 4727, 771, 1750, 1720, -7737, -1388, -753, 5492, -230, -1719, 8300, -1631, -2459, -2949, -4399, -2163, -1118, -1248, -5335, -3964, 3451, -566, 6689, 2726, -512, 6455, -9163, 6051, -1152, -3285, 9311, -1850, 1122, 171, -3204, -2298, -4587, 3847, 1225, 1077, -1924, 5702, 880, 5746, -2768, 2928, -3358, -1138, 554, 2308, 298, -3974, -417, 8647, -2953, 6377, 5009, 4148, -3863, 1436, 5702, 394, 864, 5940, 1584, 5880, -1193, 5702, 3069, 1884, -2678, -11217, 2700, 3942, -2380, -4278, 3865, -3130, -2894, 3358, 2171, -140, 1391, 3562, -5275, -2233, 2103, -6726, -5310, -62, -1081, -14, -1154, -1981, 2895, 5764, -3011, 1591, 2046, -2440, -3687, -5979, -2978, 4748, -2002, -2954, -1084, 6252, -876, -2119, -2704, -1101, -4782, -1028, -3885, -5913, 6436, -3399, 6159, 1361, -1180, 4510, -2101, 3437, 20, -4799, 7997, -307, 826, -6817, -4990, -2144, -1727, 2408, -264, -2270, -6422, 5436, -4056, 8147, -4324, 2281, -2566, 1300, 2751, -778, -3085, -1796, -1698, 7199, 319, 3965, 2954, 7397, -2045, 2112, 4251, 7835, -3217, 11888, -1395, 2273, -2757, 608, 2902, -2024, 2352, -3602, 78, 4501, -3349, -5888, 5851, -369, 1486, 5543, 2009, -4988, 2153, 2974, -10796, 867, 4620, -2608, 2566, -3277, -200, -653, 3676, -1286, 4867, 7311, 1702, 1456, -449, -933, -6969, -3527, 1525, 4465, 1151, 2866, 1487, -3096, 3246, -2750, -5198, -2899, -1454, -744, -5137, -4476, 2902, -2282, 6677, 1613, 1920, 4809, -6523, 816, 2594, -3574, 5936, -3036, 5330, -1206, -893, -1720, -280, 1269, 1188, -3612, -1572, 2966, -4149, 4113, -1746, 7861, -1451, 1306, 24, -1573, -4131, -274, -1347, 5559, 1396, 5403, 2966, 6429, 3260, 917, 5423, 5208, 3153, 4571, -3772, 1226, -1282, -152, 2324, 2023, 1634, 1174, -2395, 7353, 1627, -5515, 7472, -2715, -3474, 2897, -533, 2828, 882, 5450, -3207, 912, 2564, -931, 2009, 2397, -4086, 585, 1568, 2450, 601, 6312, 2349, 320, 448, -3233, -4416, -2010, 7058, 5817, -1532, -3556, 2330, -470, 2050, -820, -7427, -2394, -894, 1224, -3102, -3899, 4438, -4211, 6493, 3451, -2728, 6233, -1552, -291, -1095, -7341, 7624, 2509, 5002, -4931, 544, -3810, -3716, -2126, -1036, -5450, 265, 4819, -2576, 8278, -2779, 1819, -6261, 265, 4278, 2454, -1085, -2397, 5532, 5304, 201, 3615, 4933, 5815, -2566, -778, 7144, 4790, -1005, 8463, 600, -425, -3430, -795, 2007, 570, 1277, 1255, -2977, 4025, -1531, -6081, 4024, 102, -217, 139, -577, -5176, 971, -655, -7737, -646, 826, -1976, -760, 3034, -2501, -1460, 743, 3822, 5514, 7374, 4190, 889, -1477, -1957, -8869, -2293, -2621, 4222, 2964, -263, 685, 508, 173, -3123, -6330, -2311, -1710, -1289, -8392, -5678, 3573, -5417, 4222, 567, 2059, 9353, -7165, -952, -828, -5290, 10231, 755, 2549, -6363, -5769, -2026, -6083, 4155, 58, -5283, -2633, 3238, -2993, 6523, -1621, 6359, 2186, 3239, 2030, -2767, -6594, -3261, 8946, 1049, -6, 4477, 6038, 1581, 2780, 932, 6316, 3590, -2253, 7850, -1104, -1281, -4172, -412, 2441, 4057, 3739, 2014, 787, 2545, -488, -3324, 6024, -407, 143, 4110, -470, -696, 218, 6573, -3883, -937, 2201, -3757, 5634, 731, -6086, -3038, -1126, 2296, 7445, 6567, 2363, 1865, 1328, -912, -7003, -380, -663, 8096, 2408, -854, 2770, 2135, -488, -1468, -7959, -3236, -1901, 754, -5986, -10043, 8010, 478, 4982, 2682, 889, 7032, -7060, 2677, 3545, 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-4107, -1790, 5354, 5904, -1026, 277, 4183, 333, 54, 4340, -3475, 268, 592, -3770, 1101, -764, -251, 410, -1137, 2415, 7632, 961, 2703, 860, 365, 2656, -7116, -515, -553, 4625, -2337, 19, -900, 4745, 888, -2914, -4869, -430, -5394, -160, -7517, 1578, 4493, -2811, -4582, -6528, 135, -1308, -10137, 1693, -2119, -179, 5454, 1187, 6179, -1034, -792, 5461, -1926, 3325, 1769, -1578, -2070, 3506, 2330, 4362, 7067, 1692, 1036, 3546, 368, -971, 1750, -2175, 4715, 8854, -1617, 4584, 4498, -42, 4952, 5009, 1951, 5997, 3361, 2045, -4219, 2276, 1705, -18, -582, 5898, 935, -7944, 4157, 4056, -4926, -8547, 6688, -395, -2943, -1016, -2737, 3145, -143, 1411, -4139, 2316, -520, -3410, -896, -5853, -2727, 1907, -2439, 1101, 216, 2723, -8014, -1570, 1439, -362, -5445, 522, -87, 7199, -3045, -1348, -791, 1963, 874, 679, -7818, -643, -3019, 4237, -2848, -1615, 4840, 4781, 2753, 529, -1877, 599, -10588, 1238, 2261, -1108, 7100, 381, 7108, 1801, 343, 676, -1362, 5759, 2699, -1860, -1331, 4862, 2458, 7634, 666, 4071, 525, 1793, 1257, -783, 1792, -2429, 1631, 6367, -3877, 6189, 4074, 5699, 1935, 2784, 4436, 1726, -33, 3981, -1910, 5307, -2947, 2182, 751, 5015, 2627, -4381, -862, 5415, -11169, -8614, 7714, 2943, -1123, -2454, -2109, -51, 514, 2258, -1875, 5217, 1507, -5214, -2257, -4258, -1430, 3684, -1331, -976, -1593, 4552, -3770, 2618, 1362, -367, -4746, -1127, -5504, 4753, 2, -1532, 2012, 1335, -2602, -2541, -8874, -2348};
+#else
+  static Q15_T expected[N * HOUT * WOUT * COUT] = {-726, 952, -3886, -4320, -419, -5447, -708, 192, 1170, 2126, 1187, -1411, 2388, -4602, 11102, 1500, 2698, -8034, -4335, -853, -3070, 2686, 1918, -3377, -1704, 2687, -5540, 4147, -4460, 2599, -778, 1399, 4187, -1284, -2798, -4566, 2095, 3006, 2599, 660, 2383, 3851, 6036, -2449, 5683, 4884, -2915, 8476, 656, -2826, -3655, -1933, 4592, 919, 2712, 3410, -1288, -1707, -2891, -2934, 6715, -1470, 2633, 3508, 1109, 834, 1180, 2956, -6079, 1572, 2754, -5195, 5335, -4432, -3784, -2688, 2283, 2828, 8314, 5379, 1599, 1246, 1080, -4991, -8975, -2988, 3197, 5736, 861, 991, -402, -51, 4847, 585, -5091, -3751, 1484, 403, -6199, -6123, 6501, -3793, 5489, -1774, 314, 1743, -7301, 2762, -1466, -2495, 3172, 506, 9364, -5254, -798, -2092, -7907, 1946, 4919, 4233, -343, 5962, -2304, 5520, -1125, 3977, -3531, -927, 1422, -2509, -4970, -350, 3029, 9067, -2616, 2114, 3765, 3494, 59, 3381, 6259, 6505, 616, 5296, -477, 438, -943, 6395, -947, 6173, -3677, -1601, 4029, 4441, -1473, -7239, 529, -85, -1532, -373, 3867, 2255, 2321, 3347, -3421, 732, 2579, -6353, -5088, 1879, -3170, 1348, -618, 1468, -3107, 6879, -598, 2397, -345, 2882, -3683, -2946, -4737, 6338, 4035, 4615, 6565, 6674, -719, -1137, -4065, -4195, 1163, -173, -4460, -5177, 5354, -4038, 5668, -517, -1016, 5029, -8400, 460, -2022, -2848, 3345, -7189, 5471, -4763, -3999, 360, -6997, -1538, 1756, 857, -2674, 6277, 3215, 7871, -1398, 7161, -2810, -357, 3, -892, -176, -3103, 2573, 9364, -4325, 3704, 3112, 2962, -1095, -313, 5589, 2494, -522, 5421, -209, 765, -802, 3340, 783, 2257, -2778, -3604, 4514, 5547, 758, -8772, 1382, 2159, 2573, -2680, 1482, 4090, -2494, 3205, -5728, 4142, -1158, -4670, -5071, -221, -1268, 1499, 2802, 151, -4003, 6272, -2094, -454, -152, -131, -5028, -6365, -4951, 6584, 656, -2182, 1556, 2577, 1265, -937, -5260, 1022, -965, 1915, -1430, -8760, 8509, 707, 12376, 7217, 5861, 1146, -7309, -797, -1314, -8892, -122, -6544, 1878, 132, -2368, -7154, -5162, 202, 3328, 3975, -5672, 7857, -2591, 11271, -3946, 7480, -11855, -1415, 1668, -1244, -1646, -1968, -943, 7778, -6192, 5689, 4778, 10353, -5672, -2697, 8197, 1333, 1186, 5884, 2704, -189, -3893, 7817, -1818, 5528, -4181, -4287, 4004, 10597, 301, -5918, -2965, 2702, -3357, -3381, -2327, 5512, -2262, 7212, -1285, -1460, 1033, -3816, -10287, -307, -2196, 6067, -3333, -1200, -6477, 10435, -1863, 6214, -1723, 3640, -3086, -5128, -4825, 3771, 2359, 3446, -2672, 3865, 122, -993, -3453, -3028, -1768, 425, -2727, -5277, 3534, 285, 8375, 1674, 1939, 5051, -6936, 1096, 4514, -7983, 5613, 1982, 3181, -746, -562, -4330, -1273, -644, -727, 2536, 717, 3074, -841, 6910, -3275, 4868, -6310, 936, 4007, -373, -2162, -2206, -2714, 8604, 565, 7124, 2211, 13686, 4005, 572, 7874, 1356, 6623, 4350, -1561, 3833, -4165, 3257, 2463, -382, -368, -1113, -6103, 5573, -2973, -7407, 3437, -2778, -6112, -724, 405, 2393, 1749, 6729, -2176, 344, -221, -3417, -1924, 4262, -2830, -287, 472, 1021, 398, 6496, 2658, 1266, 2221, -1719, -8071, -4368, 903, 4658, -4576, -6558, 866, 1394, 901, -992, -8474, -2562, -4231, -1057, -3450, -3340, 1020, -2683, 3625, -834, -174, 4709, -10493, 1431, -744, -5252, 5807, 1478, 571, -6794, -2737, -3039, -4854, 234, -1181, 763, -1475, 4754, -4419, 6332, -6538, 1915, -3541, 292, 992, -1429, -2647, -2920, -388, 5907, 1272, 3937, 3083, 3706, 2199, 1873, 8162, 7287, -1553, 10630, -655, 921, -1692, 726, 5451, 3513, 3833, -2181, 916, 2817, -443, -6532, 6908, -3318, 1247, 3325, 1686, 1561, 4219, 2118, -7801, -803, 3946, -3007, -2585, 3012, -2681, -2574, 544, 2520, 3797, 5860, -344, -2432, -1717, -4382, -6441, -3327, -632, 5199, 1534, -1180, 2514, 2028, 1571, -1558, -3262, -1122, -5174, -4178, -2253, -9272, -88, -813, 4659, 449, -578, 6270, -6537, -2366, 2770, -8341, 5871, 1219, 1484, -9060, -4856, 276, -5586, -869, -1014, -3363, 253, 5103, -2649, 9881, -5107, 835, -5680, 1110, 5444, -491, -2387, -316, 6833, 2173, 4726, 4073, 5310, 6492, 3674, -2724, 4813, 4600, -2627, 7864, -2844, -2975, -5222, -2236, 3683, 4551, 1655, 3811, -4920, 8175, 109, -4252, 1225, 1525, -632, 1727, 720, -1696, 4507, 5991, -4597, -1262, 2555, -1475, -2368, 2939, -5096, -3028, 1035, 5733, 6493, 6074, 6599, 190, 301, -227, -10631, -173, -1524, 4727, 4679, -182, 600, 1278, 3675, -811, -10339, -3733, -1330, -1220, -5685, -3857, 2541, -6015, 2902, -2650, -1298, 204, -4174, -2526, 5762, 2771, 9974, 1391, 4387, -6029, -6032, 171, -2428, 2272, 1192, -3585, -1941, 1445, -5726, 128, -2627, 6728, 6471, 176, 4555, -4415, -4380, -3005, 4915, 1878, 3577, 2845, 3726, 532, 6118, 2112, 3332, 6690, -1231, 5895, -2872, 2654, -5821, -86, 7149, 3932, 1508, 5061, -743, -275, -2112, -5420, 9680, 3397, 557, 6101, 1860, -5521, 2832, 449, -6988, -2588, 1836, -2378, 1186, -3760, -5960, -4738, 2145, 1015, 5271, 4758, 4729, 771, 1751, 1721, -7737, -1387, -751, 5492, -229, -1718, 8301, -1629, -2458, -2947, -4397, -2162, -1117, -1246, -5333, -3963, 3453, -564, 6689, 2727, -511, 6455, -9161, 6051, -1151, -3284, 9312, -1848, 1122, 170, -3202, -2296, -4586, 3847, 1226, 1078, -1923, 5702, 880, 5747, -2767, 2928, -3358, -1136, 555, 2308, 297, -3972, -417, 8649, -2951, 6377, 5009, 4149, -3861, 1437, 5703, 395, 864, 5940, 1584, 5879, -1192, 5704, 3068, 1884, -2676, -11216, 2699, 3942, -2379, -4277, 3866, -3129, -2893, 3358, 2171, -138, 1391, 3562, -5274, -2232, 2104, -6725, -5309, -61, -1079, -12, -1153, -1979, 2895, 5765, -3010, 1591, 2045, -2437, -3686, -5978, -2976, 4748, -2001, -2951, -1082, 6252, -875, -2118, -2703, -1100, -4782, -1027, -3884, -5912, 6436, -3397, 6161, 1362, -1178, 4509, -2099, 3436, 20, -4798, 7998, -306, 825, -6817, -4988, -2143, -1726, 2407, -263, -2268, -6420, 5437, -4056, 8146, -4323, 2280, -2566, 1300, 2752, -779, -3084, -1794, -1696, 7202, 319, 3965, 2954, 7399, -2042, 2114, 4252, 7837, -3216, 11887, -1394, 2273, -2756, 610, 2903, -2023, 2352, -3600, 79, 4501, -3346, -5887, 5854, -369, 1486, 5542, 2009, -4987, 2153, 2974, -10796, 869, 4621, -2608, 2566, -3276, -199, -654, 3676, -1285, 4868, 7313, 1704, 1456, -448, -930, -6968, -3526, 1527, 4466, 1154, 2869, 1486, -3095, 3246, -2749, -5196, -2898, -1452, -741, -5137, -4474, 2900, -2281, 6675, 1616, 1921, 4807, -6522, 816, 2594, -3573, 5936, -3033, 5331, -1205, -892, -1719, -280, 1270, 1191, -3610, -1572, 2965, -4150, 4113, -1746, 7860, -1448, 1306, 27, -1569, -4129, -275, -1345, 5559, 1396, 5402, 2966, 6429, 3258, 918, 5423, 5209, 3152, 4569, -3770, 1226, -1282, -151, 2325, 2025, 1635, 1177, -2394, 7352, 1628, -5513, 7473, -2711, -3473, 2900, -531, 2828, 883, 5447, -3204, 912, 2564, -930, 2010, 2397, -4086, 586, 1566, 2450, 602, 6312, 2351, 322, 449, -3232, -4413, -2009, 7056, 5818, -1531, -3553, 2329, -468, 2050, -819, -7423, -2393, -893, 1225, -3100, -3897, 4438, -4210, 6490, 3451, -2727, 6234, -1551, -287, -1096, -7340, 7624, 2508, 5001, -4929, 544, -3809, -3715, -2125, -1033, -5450, 264, 4819, -2575, 8278, -2778, 1820, -6263, 266, 4278, 2454, -1083, -2395, 5532, 5303, 201, 3615, 4933, 5815, -2566, -777, 7143, 4791, -1007, 8465, 600, -425, -3429, -794, 2006, 570, 1280, 1254, -2976, 4024, -1530, -6079, 4024, 102, -216, 142, -575, -5173, 971, -654, -7737, -645, 827, -1975, -757, 3032, -2499, -1459, 741, 3820, 5515, 7374, 4190, 889, -1475, -1957, -8868, -2292, -2619, 4223, 2963, -261, 684, 507, 174, -3120, -6330, -2311, -1708, -1285, -8388, -5675, 3574, -5413, 4222, 566, 2058, 9353, -7162, -950, -827, -5288, 10232, 755, 2549, -6362, -5766, -2025, -6082, 4154, 58, -5279, -2631, 3236, -2992, 6524, -1621, 6358, 2189, 3238, 2031, -2765, -6591, -3259, 8945, 1051, -5, 4477, 6038, 1581, 2781, 932, 6316, 3591, -2252, 7849, -1102, -1279, -4169, -410, 2443, 4057, 3739, 2016, 787, 2546, -487, -3323, 6026, -404, 142, 4110, -470, -695, 218, 6574, -3880, -937, 2201, -3756, 5632, 732, -6084, -3038, -1125, 2297, 7445, 6567, 2364, 1866, 1328, -911, -7003, -381, -662, 8096, 2410, -854, 2770, 2135, -486, -1468, -7956, -3235, -1900, 754, -5983, -10041, 8008, 477, 4981, 2681, 889, 7032, -7060, 2677, 3544, -3841, 1626, -1451, 2421, -4582, -2061, -1608, -9039, 378, 2966, 5263, -2728, 5726, 2019, 6477, -2694, 4850, -5394, 199, 1571, 425, -2401, -1922, 2095, 3930, -955, 3668, 3122, 5595, -4285, 711, 6462, 29, -2669, 6239, 709, -2437, -4348, 1954, 453, 2401, -4094, -5694, 4010, 7160, 63, -4513, -815, 3586, 2221, 2191, 5862, 2499, 408, 4285, -4780, 1158, 3687, -6986, -755, -30, -1027, 1291, -653, 2318, 2357, 4878, 1533, 2412, 432, 2790, -7079, -5318, -4110, 6330, 1372, -1831, 3265, 1884, 952, -2142, -4645, -832, -975, -3441, -5518, -4634, 533, -3059, 3544, 742, 2964, 331, -7505, -445, -818, -2680, 4591, -527, 6697, -8643, -6580, -2917, -8466, 729, 1053, -4390, -5127, 1321, -3382, 2737, -139, 5979, 406, 931, 3787, -3335, -5750, -2143, 5016, 3371, 970, 4494, 5997, 5399, 6219, -226, 3838, 1840, -533, 3649, 245, 6023, -7906, -2819, 4611, 5292, 320, 8382, 1351, 5239, -5505, -3991, 3236, 1929, -2611, 355, 141, -4197, -115, 2288, -4611, -3880, 1042, -5044, 320, 2447, -1284, 493, -509, 859, -814, 4298, 5448, -182, 3753, 1875, -4949, -2432, -2140, 4044, 2128, 2824, 5024, 2298, -2272, -5069, -8435, -3399, -614, -586, -3042, -3961, 2991, -3715, 7148, -2608, -220, 4183, -5742, 1614, -1885, -3491, 133, 1988, 10809, -6419, -4489, 2714, -5231, -1126, 4198, 3050, -2142, 4106, 875, 6928, -3449, 5330, -1559, 1536, 680, -1887, 1056, -2468, 6057, 7085, -1595, 3477, 846, 5482, 3578, 2198, 8678, 5265, 193, 6233, 716, 2856, -1218, 1810, 25, 4424, 1742, 278, 3108, 6723, -767, -5666, 4048, 3190, 985, -290, 2407, 429, -1064, 4509, -3803, 3684, 1338, -3726, -4032, 4129, -4552, 127, 4625, 3607, 2577, 7751, 346, 854, -2194, -5824, -3814, -2496, -1953, 5839, 2626, 3367, 4432, 5963, 1370, -927, -5487, -1007, -1229, 1965, -4797, -2489, 3330, -3564, 5049, -2018, -3288, 3218, -8839, 1204, -4716, -900, 630, 888, 4709, -3402, -3878, 1098, -6588, -155, 1136, -2030, -1433, 5412, 184, 3798, -1867, 7717, -3016, 2215, -169, -1730, -1680, -1622, 2726, 5776, -185, 715, 1169, 3211, -1488, 1150, 4811, 6365, -1533, 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3924, 5768, 5757, -64, -2248, 1069, -3097, 2100, 5205, -1643, 200, 5530, 885, 4454, -887, 1593, -51, 3592, 9958, -2813, 7108, 1177, -761, -4132, 27, 6942, -5723, 1728, -6249, -9590, 1535, 3636, -1750, -7752, -809, 1981, 1335, -5559, -343, 5844, 284, 2780, 1112, 5698, -3632, -4080, -1982, 7634, -5040, -4281, 509, -887, -2383, 2012, -437, 1383, -598, 2614, -6382, -2851, -5653, 3591, 2671, -9338, 155, 419, -1744, -1208, -89, -1328, -4557, -2046, -6364, -4675, 794, -2559, 5027, -3493, 1416, 958, -5875, 2544, -3986, -2439, 2358, 2980, 8334, -4836, -1126, 1039, -4724, 3062, 2819, 1101, 532, 3538, -216, 6392, 1833, 2525, -1231, 2848, 1122, -2042, -1080, -632, 4202, 7685, 1162, 960, 5905, -2385, 7674, 2988, 5629, 2749, 1637, 3546, 2513, 6378, -2279, 2102, 100, 6483, -1001, -4632, 4913, 1950, -1094, -6034, 4510, 4910, -1146, -1033, 1967, -2440, 4386, 5959, 958, 3160, 2061, -6322, -656, 3498, -6179, -3414, 364, 3778, 6534, 5383, -1292, 3882, 2597, 278, -7760, -1634, -5999, 6783, 1427, 5713, 2082, 8361, -2507, -562, -4293, -4644, -3792, -784, -1841, -7015, 674, 3368, -4505, -1566, 5039, 415, -8081, -6503, 7362, -2705, 1459, 2365, 11012, -5328, -4365, 6260, -1237, 3568, -329, -8380, 2787, 3476, 5539, 6367, -468, 4591, -1915, 7971, -1503, -897, 1698, -5182, 10261, 402, -2567, 5786, 6148, 2553, 8402, 1676, 3121, 8233, -225, 5667, -2987, 3419, -4261, 1481, 2563, 8539, 4054, 1789, -3496, 7162, -8020, -6123, 6699, 3151, -3053, -4848, 1680, -400, 1417, 6534, 797, 1469, 3924, -8109, 1390, -114, -5057, 3289, -1606, -971, 1860, 6622, -1989, 5039, -207, -1886, -1814, -1044, -9446, 7171, 185, -2137, 2575, -209, -2597, 2775, -13507, -4593, -3369, 1565, -5223, 8, 5818, -4640, 3419, -3829, 1552, -3514, -7003, -4318, 405, -3041, 2045, 1868, 2468, -329, -795, -90, -3336, 4257, -599, 837, 3071, 481, 2959, 4081, 3032, 6845, 649, 572, 5032, -4577, -3225, -1452, -159, 4224, 1359, 1164, 711, 4999, 2772, 2428, 5121, -2001, 2502, 413, 488, 1816, -145, 1529, 976, 3930, -832, 3210, -3560, 3769, -4106, -1787, 5355, 5904, -1023, 276, 4182, 333, 54, 4343, -3473, 271, 593, -3769, 1102, -761, -250, 410, -1137, 2417, 7632, 960, 2704, 862, 366, 2656, -7115, -513, -552, 4626, -2335, 19, -900, 4747, 889, -2913, -4867, -429, -5393, -158, -7517, 1578, 4494, -2810, -4580, -6525, 135, -1307, -10133, 1695, -2117, -177, 5454, 1190, 6179, -1033, -790, 5460, -1925, 3325, 1770, -1575, -2070, 3507, 2332, 4364, 7067, 1695, 1036, 3548, 369, -970, 1752, -2172, 4716, 8854, -1614, 4583, 4499, -39, 4950, 5010, 1952, 5998, 3361, 2044, -4217, 2275, 1705, -16, -581, 5898, 935, -7940, 4156, 4058, -4924, -8546, 6689, -392, -2943, -1015, -2736, 3145, -141, 1412, -4137, 2316, -518, -3409, -896, -5851, -2726, 1908, -2438, 1103, 219, 2723, -8010, -1568, 1440, -361, -5444, 520, -82, 7200, -3044, -1347, -791, 1963, 875, 680, -7817, -642, -3018, 4238, -2847, -1615, 4841, 4780, 2754, 530, -1876, 600, -10582, 1237, 2262, -1107, 7103, 381, 7108, 1801, 345, 677, -1360, 5759, 2698, -1860, -1330, 4862, 2457, 7633, 667, 4070, 525, 1793, 1257, -782, 1790, -2427, 1630, 6367, -3875, 6189, 4074, 5700, 1937, 2783, 4435, 1726, -32, 3984, -1910, 5306, -2945, 2182, 753, 5015, 2629, -4378, -861, 5414, -11168, -8612, 7714, 2943, -1120, -2453, -2108, -50, 515, 2259, -1874, 5218, 1506, -5212, -2254, -4258, -1429, 3684, -1330, -974, -1589, 4553, -3767, 2619, 1363, -366, -4747, -1127, -5500, 4755, 3, -1531, 2013, 1336, -2600, -2540, -8872, -2348};
+#endif
diff --git a/c_reference/tests/mbconv/test_quantized_mbconv.c b/c_reference/tests/mbconv/test_quantized_mbconv.c
index f86525b8b..dd1d31376 100644
--- a/c_reference/tests/mbconv/test_quantized_mbconv.c
+++ b/c_reference/tests/mbconv/test_quantized_mbconv.c
@@ -19,7 +19,7 @@ int compare_floats(const void *a, const void *b) {
 
 // Function for computing the deviation from the expected floating point
 // result and returning the largest such deviation found.
-float compute_error(const INT_T* const pred, const float* const label,
+float compute_error(const Q15_T* const pred, const float* const label,
                     float* const errors, SCALE_T scl) {
   float epsilon = 0.00001;
   float agg_diff = 0.0;
@@ -41,18 +41,20 @@ float aggregate_error(float* errors, unsigned len) {
   return errors[index];
 }
 
-/** Run this test using the following command:
- * $: ./test_quantized_mbconv <input.npy> <output.npy> <expected_output.npy>
- *    <log.txt>
+/**
  *  By default, all tests run without using bit-shifting operations.
  */
 int main(int argc, char **argv) {
   SCALE_T XScale = 12, YScale = 14;
-
   FILE *xFile, *yFile, *floatResFile, *outputLog;
 
   if (argc != 5) {
     printf("Improper Number of Arguments Provided!\n");
+    fprintf(stderr, "Usage: %s <input_file.npy> <output_file.npy> <expected_output_file.npy> <log_file.txt>\n\n", argv[0]);
+    fprintf(stderr, "<input_file.npy> : File containing a single input image in a numpy array of dimension (1, input_channels * input_width * input_height).\n");
+    fprintf(stderr, "<output_file.npy> : File to write the generated output in a numpy array of dimension (1, output_channels * output_width * output_height).\n");
+    fprintf(stderr, "<expected_output_file.npy> : File containing the expected output in a numpy array of dimension (1, output_channels * output_width * output_height).\n");
+    fprintf(stderr, "<log_file.txt> : File to write the error metrics and the results from the runtime analysis of the layer.\n");
     return -1;
   } else {
     xFile = fopen(argv[1], "rb");
@@ -62,19 +64,19 @@ int main(int argc, char **argv) {
   }
 
   if (xFile == NULL) {
-    printf("An error occured while opening the input file.\n");
+    fprintf(stderr, "An error occured while opening the input file.\n");
     return -1;
   }
   if (yFile == NULL) {
-    printf("An error occured while opening the predicted output file.\n");
+    fprintf(stderr, "An error occured while opening the predicted output file.\n");
     return -1;
   }
   if (floatResFile == NULL) {
-    printf("An error occured while opening the expected output file.\n");
+    fprintf(stderr, "An error occured while opening the expected output file.\n");
     return -1;
   }
   if (outputLog == NULL) {
-    printf("An error occured while opening the output log file.\n");
+    fprintf(stderr, "An error occured while opening the output log file.\n");
     return -1;
   }
 
@@ -131,11 +133,10 @@ int main(int argc, char **argv) {
   fputs(numpyHeader3, yFile);
   fputs(numpyHeader4, yFile);
 
-  INT_T* reshapedXLine = malloc(N * H * W * CIN * sizeof(INT_T));
-  INT_T* output_test = malloc(N * HOUT * WOUT * COUT * sizeof(INT_T));
-  INT_T* X = malloc(HF * W * CTEMP * sizeof(INT_T));
-  INT_T* T = malloc(CTEMP * sizeof(INT_T));
-  INTM_T* U = malloc(CTEMP * sizeof(INTM_T));
+  Q15_T* reshapedXLine = malloc(N * H * W * CIN * sizeof(Q15_T));
+  Q15_T* output_test = malloc(N * HOUT * WOUT * COUT * sizeof(Q15_T));
+  Q15_T* X = malloc(HF * W * CTEMP * sizeof(Q15_T));
+  Q15_T* T = malloc(CTEMP * sizeof(Q15_T));
   float* xLine = malloc(N * H * W * CIN * sizeof(float));
   float* yLine = malloc(N * HOUT * WOUT * COUT * sizeof(float));
   float* allErrors = malloc(N * HOUT * WOUT * COUT * (sizeof(float)));
@@ -144,18 +145,16 @@ int main(int argc, char **argv) {
   fread(yLine, sizeof(float), N * HOUT * WOUT * COUT, floatResFile);
 
   for (unsigned i = 0; i < N * H * W * CIN; i++) {
-    reshapedXLine[i] = (INT_T)((xLine[i]) * pow(2, XScale));
+    reshapedXLine[i] = (Q15_T)((xLine[i]) * pow(2, XScale));
   }
 
   fprintf(outputLog, "Running Quantized MBConv\n");
   double time_spent = 0.0;
   clock_t begin = clock();
-  q_mbconv_block(reshapedXLine, F1, W1, B1, F2, W2, B2, F3, W3, B3,
-                 output_test, X, T, U, N, H, W, CIN, CTEMP, HF, WF,
-                 COUT, HOUT, WOUT, HPADL, HPADR, WPADL, WPADR, HSTRIDE,
-                 WSTRIDE, D1, D2, D3, Limit1, Limit2, ShRU1, ShRB1, ShRX1,
-                 ShRU2, ShRB2, ShRX2, ShRU3, ShRB3, ShRW3, ShLU1, ShLB1,
-                 ShLX1, ShLU2, ShLB2, ShLX2, ShLU3, ShLB3, ShLW3);
+  q15_mbconv_block(reshapedXLine, F1, W1, B1, F2, W2, B2, F3, W3, B3,
+    output_test, X, T, N, H, W, CIN, CTEMP, HF, WF, COUT, HOUT, WOUT, HPADL,
+    HPADR, WPADL, WPADR, HSTRIDE, WSTRIDE, Limit1, Limit2, ShRU1, ShRX1, ShRU2,
+    ShRX2, ShRU3, ShRW3, ShLU1, ShLX1, ShLU2, ShLX2, ShLU3, ShLW3);
   clock_t end = clock();
   time_spent += (double)(end - begin) / CLOCKS_PER_SEC;
   fprintf(outputLog, "Time elapsed is %f seconds\n", time_spent);
@@ -173,7 +172,7 @@ int main(int argc, char **argv) {
 
   float aggregate = aggregate_error(allErrors, N * HOUT * WOUT * COUT);
   fprintf(outputLog, "Aggregated 95th Percentile Error: %f\n", aggregate);
-  if (aggregate < 1.419) {
+  if (aggregate < 1.415) {
     fprintf(outputLog, "Quantized MBConv Numerical Test Passed!\n");
   } else {
     fprintf(outputLog, "Quantized MBConv Numerical Test Failed!\n");
@@ -194,7 +193,6 @@ int main(int argc, char **argv) {
   free(output_test);
   free(X);
   free(T);
-  free(U);
   free(xLine);
   free(yLine);
   free(allErrors);
diff --git a/c_reference/tests/rnnpool/q_wider_regression_model/rnn1.h b/c_reference/tests/rnnpool/q_wider_regression_model/rnn1.h
index e0ef84cfe..75283a474 100644
--- a/c_reference/tests/rnnpool/q_wider_regression_model/rnn1.h
+++ b/c_reference/tests/rnnpool/q_wider_regression_model/rnn1.h
@@ -5,87 +5,144 @@
 #define PATCH_DIM 8
 #define HIDDEN_DIM1 8
 
-static INT_T W1[HIDDEN_DIM1 * INPUT_CHANNELS] = {7069, -10389, 1562, -1992, 3262, -37, -1143, -995, 5513, -17035, -14615, -6636, 4733, -403, 4106, -1104, -2707, -1287, -18128, -1832, -10108, -137, 2064, 1207, 5233, 226, 831, -1909, 4489, -1099, 2845, -1261};
-static INT_T U1[HIDDEN_DIM1 * HIDDEN_DIM1] = {15238, -1371, -930, -310, 3195, -4774, -434, 16, -4080, -2624, -10159, 3353, -2368, 5477, 4946, 3484, -18972, 23200, -4141, 10395, -20747, -4430, 11025, 10337, -1467, 5474, -3772, -409, -7005, 2161, 4571, 5800, 3401, 7390, 1400, 2437, 5303, 829, 1986, 2855, 12650, -3378, 1952, 426, -2543, 18282, -2558, 549, -910, 5065, -7026, 5921, -1008, 1428, -1212, 5397, -1587, 7849, -4936, 4664, -11563, 3197, 4943, 561};
-static INT_T Bg1[HIDDEN_DIM1] = {-18777, -9518, 4055, -7309, 8584, -17257, -5280, -7933};
-static INT_T Bh1[HIDDEN_DIM1] = {9658, 19740, -10057, 19114, 17227, 12226, 19080, 15855};
-static INT_T sigmoid_zeta1 = 32522;
-static INT_T sigmoid_nu1 = 30111;
+static const Q15_T W1[HIDDEN_DIM1 * INPUT_CHANNELS] = {7069, -10389, 1562, -1992, 3262, -37, -1143, -995, 5513, -17035, -14615, -6636, 4733, -403, 4106, -1104, -2707, -1287, -18128, -1832, -10108, -137, 2064, 1207, 5233, 226, 831, -1909, 4489, -1099, 2845, -1261};
+static const Q15_T U1[HIDDEN_DIM1 * HIDDEN_DIM1] = {15238, -1371, -930, -310, 3195, -4774, -434, 16, -4080, -2624, -10159, 3353, -2368, 5477, 4946, 3484, -18972, 23200, -4141, 10395, -20747, -4430, 11025, 10337, -1467, 5474, -3772, -409, -7005, 2161, 4571, 5800, 3401, 7390, 1400, 2437, 5303, 829, 1986, 2855, 12650, -3378, 1952, 426, -2543, 18282, -2558, 549, -910, 5065, -7026, 5921, -1008, 1428, -1212, 5397, -1587, 7849, -4936, 4664, -11563, 3197, 4943, 561};
+static const Q15_T Bg1[HIDDEN_DIM1] = {-18777, -9518, 4055, -7309, 8584, -17257, -5280, -7933};
+static const Q15_T Bh1[HIDDEN_DIM1] = {9658, 19740, -10057, 19114, 17227, 12226, 19080, 15855};
 
-static SCALE_T input1 = 0;
-static SCALE_T meanScale1 = 0;
-static SCALE_T meanSub1 = 0;
-static SCALE_T stdDevScale1 = 0;
-static SCALE_T normFeaturesHDStdDev1 = 0;
-static SCALE_T H1W1 = 2;
-static SCALE_T H2W1 = 0;
-static SCALE_T H1U1 = 3;
-static SCALE_T H2U1 = 0;
-static INT_T div1 = 2;
-static INT_T add1 = 1024;
-static INT_T sigmoidLimit1 = 2048;
-static SCALE_T sigmoidScaleIn1 = 11; //2048
-static SCALE_T sigmoidScaleOut1 = 14; //16384
-static SCALE_T tanhScaleIn1 = 11; //2048
-static SCALE_T tanhScaleOut1 = 11; //2048
-static INT_T qOne1 = 16384;
+static Q15_FastGRNN_Params rnn1_params = {
+  .mean = NULL,
+  .stdDev = NULL,
+  .W = W1,
+  .U = U1,
+  .Bg = Bg1,
+  .Bh = Bh1,
+  .sigmoid_zeta = 32522,
+  .sigmoid_nu = 30111
+};
+
+static Q15_T preComp11[HIDDEN_DIM1] = {};
+static Q15_T preComp12[HIDDEN_DIM1] = {};
+static Q15_T preComp13[HIDDEN_DIM1] = {};
+static Q15_T normFeatures1[HIDDEN_DIM1] = {};
+
+static Q15_FastGRNN_Buffers rnn1_buffers = {
+  .preComp1 = preComp11,
+  .preComp2 = preComp12,
+  .preComp3 = preComp13,
+  .normFeatures = normFeatures1
+};
 
 #ifdef SHIFT
-  static SCALE_T WScale1 = 7; //128
-  static SCALE_T normFeaturesMVW1 = 6; //64
-  static SCALE_T UScale1 = 7; //128
-  static SCALE_T hiddenStateMVU1 = 6; //64
-  static SCALE_T mV1AddMV21 = 0; //1
-  static SCALE_T mV2AddMV11 = 2; //4
-  static SCALE_T mV1AddMV2Out1 = 0; //1
-  static SCALE_T pC1AddBg1 = 0; //1
-  static SCALE_T BgScale1 = 3; //8
-  static SCALE_T pC1AddBgOut1 = 0; //1
-  static SCALE_T pC1AddBh1 = 0; //1
-  static SCALE_T BhScale1 = 4; //16
-  static SCALE_T pC1AddBhOut1 = 0; //1
-  static SCALE_T gateHDHiddenState1 = 7; //128
-  static SCALE_T hiddenStateHDGate1 = 7; //128
-  static SCALE_T qOneScale1 = 0; //1
-  static SCALE_T qOneSubGate1 = 0; //1
-  static SCALE_T qOneSubGateOut1 = 0; //1
-  static SCALE_T sigmoidZetaScale1 = 7; //128
-  static SCALE_T sigmoidZetaMulQOneSubGate1 = 8; //256
-  static SCALE_T sigmoidNuScale1 = 8; //256
-  static SCALE_T sigmoidNuAddQOneSubGate1 = 0; //1
-  static SCALE_T sigmoidNuAddQOneSubGateOut1 = 0; //1
-  static SCALE_T sigmoidNuAddQOneSubGateHDUpdate1 = 5; //32
-  static SCALE_T updateHDSigmoidNuAddQOneSubGate1 = 6; //64
-  static SCALE_T pC3AddPC11 = 0; //1
-  static SCALE_T pC1AddPC31 = 0; //1
-  static SCALE_T hiddenStateOut1 = 0; //1
+  static Q15_FastGRNN_Scales rnn1_scales = {
+    .input = 0,
+    .mean = 0,
+    .meanSub = 0,
+    .stdDev = 0,
+    .normFeaturesHDStdDev = 0,
+    .W = 7, //128
+    .normFeaturesMVW = 6, //64
+    .H1W = 2,
+    .H2W = 0,
+    .U = 7, //128
+    .hiddenStateMVU = 6, //64
+    .H1U = 3,
+    .H2U = 0,
+    .mV1AddMV2 = 0, //1
+    .mV2AddMV1 = 2, //4
+    .mV1AddMV2Out = 0, //1
+    .mV1AddMV2Demote = 0, //1
+    .pC1AddBg = 0, //1
+    .Bg = 3, //8
+    .pC1AddBgOut = 0, //1
+    .pC1AddBgDemote = 0, //1
+    .sigmoidLimit = 2048,
+    .sigmoidScaleIn = 11, //2048
+    .sigmoidScaleOut = 14, //16384
+    .pC1AddBh = 0, //1
+    .Bh = 4, //16
+    .pC1AddBhOut = 0, //1
+    .pC1AddBhDemote = 0, //1
+    .tanhScaleIn = 11, //2048
+    .tanhScaleOut = 11, //2048
+    .gateHDHiddenState = 7, //128
+    .hiddenStateHDGate = 7, //128
+    .qOneScale = 0, //1
+    .qOneSubGate = 0, //1
+    .qOneSubGateOut = 0, //1
+    .sigmoidZeta = 7, //128
+    .sigmoidZetaMulQOneSubGate = 8, //256
+    .sigmoidNu = 8, //256
+    .sigmoidNuAddQOneSubGate = 0, //1
+    .sigmoidNuAddQOneSubGateOut = 0, //1
+    .sigmoidNuAddQOneSubGateHDUpdate = 5, //32
+    .updateHDSigmoidNuAddQOneSubGate = 6, //64
+    .pC3AddPC1 = 0, //1
+    .pC1AddPC3 = 0, //1
+    .hiddenStateOut = 0, //1
+    .hiddenStateDemote = 0, //1
+    .div = 2,
+    .add = 1024,
+    .qOne = 16384,
+    .useTableSigmoid = 0,
+    .useTableTanH = 0
+  };
+  static SCALE_T ShR1 = 0; //1
+  static SCALE_T ShL1 = 0; //1
 #else
-  static SCALE_T WScale1 = 128;
-  static SCALE_T normFeaturesMVW1 = 64;
-  static SCALE_T UScale1 = 128;
-  static SCALE_T hiddenStateMVU1 = 64;
-  static SCALE_T mV1AddMV21 = 1;
-  static SCALE_T mV2AddMV11 = 4;
-  static SCALE_T mV1AddMV2Out1 = 1;
-  static SCALE_T pC1AddBg1 = 1;
-  static SCALE_T BgScale1 = 8;
-  static SCALE_T pC1AddBgOut1 = 1;
-  static SCALE_T pC1AddBh1 = 1;
-  static SCALE_T BhScale1 = 16;
-  static SCALE_T pC1AddBhOut1 = 1;
-  static SCALE_T gateHDHiddenState1 = 128;
-  static SCALE_T hiddenStateHDGate1 = 128;
-  static SCALE_T qOneScale1 = 1;
-  static SCALE_T qOneSubGate1 = 1;
-  static SCALE_T qOneSubGateOut1 = 1;
-  static SCALE_T sigmoidZetaScale1 = 128;
-  static SCALE_T sigmoidZetaMulQOneSubGate1 = 256;
-  static SCALE_T sigmoidNuScale1 = 256;
-  static SCALE_T sigmoidNuAddQOneSubGate1 = 1;
-  static SCALE_T sigmoidNuAddQOneSubGateOut1 = 1;
-  static SCALE_T sigmoidNuAddQOneSubGateHDUpdate1 = 32;
-  static SCALE_T updateHDSigmoidNuAddQOneSubGate1 = 64;
-  static SCALE_T pC3AddPC11 = 1;
-  static SCALE_T pC1AddPC31 = 1;
-  static SCALE_T hiddenStateOut1 = 1;
+  static Q15_FastGRNN_Scales rnn1_scales = {
+    .input = 0,
+    .mean = 0,
+    .meanSub = 0,
+    .stdDev = 0,
+    .normFeaturesHDStdDev = 0,
+    .W = 128,
+    .normFeaturesMVW = 64,
+    .H1W = 4,
+    .H2W = 0,
+    .U = 128,
+    .hiddenStateMVU = 64,
+    .H1U = 8,
+    .H2U = 0,
+    .mV1AddMV2 = 1,
+    .mV2AddMV1 = 4,
+    .mV1AddMV2Out = 1,
+    .mV1AddMV2Demote = 1,
+    .pC1AddBg = 1,
+    .Bg = 8,
+    .pC1AddBgOut = 1,
+    .pC1AddBgDemote = 1,
+    .sigmoidLimit = 2048,
+    .sigmoidScaleIn = 11, //2048
+    .sigmoidScaleOut = 14, //16384
+    .pC1AddBh = 1,
+    .Bh = 16,
+    .pC1AddBhOut = 1,
+    .pC1AddBhDemote = 1,
+    .tanhScaleIn = 11, //2048
+    .tanhScaleOut = 11, //2048
+    .gateHDHiddenState = 128,
+    .hiddenStateHDGate = 128,
+    .qOneScale = 1,
+    .qOneSubGate = 1,
+    .qOneSubGateOut = 1,
+    .sigmoidZeta = 128,
+    .sigmoidZetaMulQOneSubGate = 256,
+    .sigmoidNu = 256,
+    .sigmoidNuAddQOneSubGate = 1,
+    .sigmoidNuAddQOneSubGateOut = 1,
+    .sigmoidNuAddQOneSubGateHDUpdate = 32,
+    .updateHDSigmoidNuAddQOneSubGate = 64,
+    .pC3AddPC1 = 1,
+    .pC1AddPC3 = 1,
+    .hiddenStateOut = 1,
+    .hiddenStateDemote = 1,
+    .div = 2,
+    .add = 1024,
+    .qOne = 16384,
+    .useTableSigmoid = 0,
+    .useTableTanH = 0
+  };
+  static SCALE_T ShR1 = 1;
+  static SCALE_T ShL1 = 1;
 #endif
diff --git a/c_reference/tests/rnnpool/q_wider_regression_model/rnn2.h b/c_reference/tests/rnnpool/q_wider_regression_model/rnn2.h
index 13aa0fb73..bf8be869c 100644
--- a/c_reference/tests/rnnpool/q_wider_regression_model/rnn2.h
+++ b/c_reference/tests/rnnpool/q_wider_regression_model/rnn2.h
@@ -3,87 +3,144 @@
 
 #define HIDDEN_DIM2 8
 
-static INT_T W2[HIDDEN_DIM2 * HIDDEN_DIM1] = {-849, -1535, 10036, -3592, -286, -6119, -5622, -3760, 359, -6106, -339, -1294, -220, -4337, -2852, -841, -9841, -1977, 745, -996, -1397, -1678, -861, -712, 5701, -5419, -3624, 0, 439, -9575, -3738, 396, 7390, -1214, 1684, 1441, -1650, 13070, 2595, 1405, -4589, -5064, -1926, 2806, 3409, -12783, -284, 3339, -3958, 77, 2312, -1717, -19971, -55, -672, -1476, 2759, -4657, 2028, -3686, -192, -5647, -5103, -3669};
-static INT_T U2[HIDDEN_DIM2 * HIDDEN_DIM2] = {8755, -905, -2432, -2758, -3162, -4223, 181, 312, 2010, 9661, 1688, 2240, 5634, 5383, -1084, 996, -3641, -1874, 1328, 1795, 15468, -15323, 863, -3599, -912, -327, -1492, 6117, -1188, -2615, 1111, -866, 5998, 4034, 4122, 6542, 704, 19957, -4613, 2397, -2311, -3909, 769, -6010, -1738, 2042, 4177, -1213, -388, -354, -176, 710, 483, -578, 3342, -916, -1570, -5116, 9988, 283, 3409, -318, 4059, 8633};
-static INT_T Bg2[HIDDEN_DIM2] = {-5410, -15414, -13002, -12121, -18930, -17922, -8692, -12150};
-static INT_T Bh2[HIDDEN_DIM2] = {21417, 6457, 6421, 8970, 6601, 836, 3060, 8468};
-static INT_T sigmoid_zeta2 = 32520;
-static INT_T sigmoid_nu2 = 16387;
+static const Q15_T W2[HIDDEN_DIM2 * HIDDEN_DIM1] = {-849, -1535, 10036, -3592, -286, -6119, -5622, -3760, 359, -6106, -339, -1294, -220, -4337, -2852, -841, -9841, -1977, 745, -996, -1397, -1678, -861, -712, 5701, -5419, -3624, 0, 439, -9575, -3738, 396, 7390, -1214, 1684, 1441, -1650, 13070, 2595, 1405, -4589, -5064, -1926, 2806, 3409, -12783, -284, 3339, -3958, 77, 2312, -1717, -19971, -55, -672, -1476, 2759, -4657, 2028, -3686, -192, -5647, -5103, -3669};
+static const Q15_T U2[HIDDEN_DIM2 * HIDDEN_DIM2] = {8755, -905, -2432, -2758, -3162, -4223, 181, 312, 2010, 9661, 1688, 2240, 5634, 5383, -1084, 996, -3641, -1874, 1328, 1795, 15468, -15323, 863, -3599, -912, -327, -1492, 6117, -1188, -2615, 1111, -866, 5998, 4034, 4122, 6542, 704, 19957, -4613, 2397, -2311, -3909, 769, -6010, -1738, 2042, 4177, -1213, -388, -354, -176, 710, 483, -578, 3342, -916, -1570, -5116, 9988, 283, 3409, -318, 4059, 8633};
+static const Q15_T Bg2[HIDDEN_DIM2] = {-5410, -15414, -13002, -12121, -18930, -17922, -8692, -12150};
+static const Q15_T Bh2[HIDDEN_DIM2] = {21417, 6457, 6421, 8970, 6601, 836, 3060, 8468};
 
-static SCALE_T input2 = 0;
-static SCALE_T meanScale2 = 0;
-static SCALE_T meanSub2 = 0;
-static SCALE_T stdDevScale2 = 0;
-static SCALE_T normFeaturesHDStdDev2 = 0;
-static SCALE_T H1W2 = 3;
-static SCALE_T H2W2 = 0;
-static SCALE_T H1U2 = 3;
-static SCALE_T H2U2 = 0;
-static INT_T div2 = 2;
-static INT_T add2 = 4096;
-static INT_T sigmoidLimit2 = 8192;
-static SCALE_T sigmoidScaleIn2 = 13; //8192
-static SCALE_T sigmoidScaleOut2 = 14; //16384
-static SCALE_T tanhScaleIn2 = 13; //8192
-static SCALE_T tanhScaleOut2 = 13; //8192
-static INT_T qOne2 = 16384;
+static Q15_FastGRNN_Params rnn2_params = {
+  .mean = NULL,
+  .stdDev = NULL,
+  .W = W2,
+  .U = U2,
+  .Bg = Bg2,
+  .Bh = Bh2,
+  .sigmoid_zeta = 32520,
+  .sigmoid_nu = 16387
+};
+
+static Q15_T preComp21[HIDDEN_DIM2] = {};
+static Q15_T preComp22[HIDDEN_DIM2] = {};
+static Q15_T preComp23[HIDDEN_DIM2] = {};
+static Q15_T normFeatures2[HIDDEN_DIM1] = {};
+
+static Q15_FastGRNN_Buffers rnn2_buffers = {
+  .preComp1 = preComp21,
+  .preComp2 = preComp22,
+  .preComp3 = preComp23,
+  .normFeatures = normFeatures2
+};
 
 #ifdef SHIFT
-  static SCALE_T WScale2 = 6; //64
-  static SCALE_T normFeaturesMVW2 = 5; //32
-  static SCALE_T UScale2 = 6; //64
-  static SCALE_T hiddenStateMVU2 = 6; //64
-  static SCALE_T mV1AddMV22 = 1; //2
-  static SCALE_T mV2AddMV12 = 0; //1
-  static SCALE_T mV1AddMV2Out2 = 0; //1
-  static SCALE_T pC1AddBg2 = 0; //1
-  static SCALE_T BgScale2 = 1; //2
-  static SCALE_T pC1AddBgOut2 = 0; //1
-  static SCALE_T pC1AddBh2 = 0; //1
-  static SCALE_T BhScale2 = 1; //2
-  static SCALE_T pC1AddBhOut2 = 0; //1
-  static SCALE_T gateHDHiddenState2 = 6; //64
-  static SCALE_T hiddenStateHDGate2 = 7; //128
-  static SCALE_T qOneScale2 = 0; //1
-  static SCALE_T qOneSubGate2 = 0; //1
-  static SCALE_T qOneSubGateOut2 = 0; //1
-  static SCALE_T sigmoidZetaScale2 = 7; //128
-  static SCALE_T sigmoidZetaMulQOneSubGate2 = 8; //256
-  static SCALE_T sigmoidNuScale2 = 7; //128
-  static SCALE_T sigmoidNuAddQOneSubGate2 = 0; //1
-  static SCALE_T sigmoidNuAddQOneSubGateOut2 = 0; //1
-  static SCALE_T sigmoidNuAddQOneSubGateHDUpdate2 = 6; //64
-  static SCALE_T updateHDSigmoidNuAddQOneSubGate2 = 7; //128
-  static SCALE_T pC3AddPC12 = 1; //2
-  static SCALE_T pC1AddPC32 = 0; //1
-  static SCALE_T hiddenStateOut2 = 0; //1
+  static Q15_FastGRNN_Scales rnn2_scales = {
+    .input = 0,
+    .mean = 0,
+    .meanSub = 0,
+    .stdDev = 0,
+    .normFeaturesHDStdDev = 0,
+    .W = 6, //64
+    .normFeaturesMVW = 5, //32
+    .H1W = 3,
+    .H2W = 0,
+    .U = 6, //64
+    .hiddenStateMVU = 6, //64
+    .H1U = 3,
+    .H2U = 0,
+    .mV1AddMV2 = 1, //2
+    .mV2AddMV1 = 0, //1
+    .mV1AddMV2Out = 0, //1
+    .mV1AddMV2Demote = 0, //1
+    .pC1AddBg = 0, //1
+    .Bg = 1, //2
+    .pC1AddBgOut = 0, //1
+    .pC1AddBgDemote = 0, //1
+    .sigmoidLimit = 8192,
+    .sigmoidScaleIn = 13, //8192
+    .sigmoidScaleOut = 14, //16384
+    .pC1AddBh = 0, //1
+    .Bh = 1, //2
+    .pC1AddBhOut = 0, //1
+    .pC1AddBhDemote = 0, //1
+    .tanhScaleIn = 13, //8192
+    .tanhScaleOut = 13, //8192
+    .gateHDHiddenState = 6, //64
+    .hiddenStateHDGate = 7, //128
+    .qOneScale = 0, //1
+    .qOneSubGate = 0, //1
+    .qOneSubGateOut = 0, //1
+    .sigmoidZeta = 7, //128
+    .sigmoidZetaMulQOneSubGate = 8, //256
+    .sigmoidNu = 7, //128
+    .sigmoidNuAddQOneSubGate = 0, //1
+    .sigmoidNuAddQOneSubGateOut = 0, //1
+    .sigmoidNuAddQOneSubGateHDUpdate = 6, //64
+    .updateHDSigmoidNuAddQOneSubGate = 7, //128
+    .pC3AddPC1 = 1, //2
+    .pC1AddPC3 = 0, //1
+    .hiddenStateOut = 0, //1
+    .hiddenStateDemote = 0, //1
+    .div = 2,
+    .add = 4096,
+    .qOne = 16384,
+    .useTableSigmoid = 0,
+    .useTableTanH = 0
+  };
+  static SCALE_T ShR2 = 0; //1
+  static SCALE_T ShL2 = 0; //1
 #else
-  static SCALE_T WScale2 = 64;
-  static SCALE_T normFeaturesMVW2 = 32;
-  static SCALE_T UScale2 = 64;
-  static SCALE_T hiddenStateMVU2 = 64;
-  static SCALE_T mV1AddMV22 = 2;
-  static SCALE_T mV2AddMV12 = 1;
-  static SCALE_T mV1AddMV2Out2 = 1;
-  static SCALE_T pC1AddBg2 = 1;
-  static SCALE_T BgScale2 = 2;
-  static SCALE_T pC1AddBgOut2 = 1;
-  static SCALE_T pC1AddBh2 = 1;
-  static SCALE_T BhScale2 = 2;
-  static SCALE_T pC1AddBhOut2 = 1;
-  static SCALE_T gateHDHiddenState2 = 64;
-  static SCALE_T hiddenStateHDGate2 = 128;
-  static SCALE_T qOneScale2 = 1;
-  static SCALE_T qOneSubGate2 = 1;
-  static SCALE_T qOneSubGateOut2 = 1;
-  static SCALE_T sigmoidZetaScale2 = 128;
-  static SCALE_T sigmoidZetaMulQOneSubGate2 = 256;
-  static SCALE_T sigmoidNuScale2 = 128;
-  static SCALE_T sigmoidNuAddQOneSubGate2 = 1;
-  static SCALE_T sigmoidNuAddQOneSubGateOut2 = 1;
-  static SCALE_T sigmoidNuAddQOneSubGateHDUpdate2 = 64;
-  static SCALE_T updateHDSigmoidNuAddQOneSubGate2 = 128;
-  static SCALE_T pC3AddPC12 = 2;
-  static SCALE_T pC1AddPC32 = 1;
-  static SCALE_T hiddenStateOut2 = 1;
+  static Q15_FastGRNN_Scales rnn2_scales = {
+    .input = 0,
+    .mean = 0,
+    .meanSub = 0,
+    .stdDev = 0,
+    .normFeaturesHDStdDev = 0,
+    .W = 64,
+    .normFeaturesMVW = 32,
+    .H1W = 8,
+    .H2W = 0,
+    .U = 64,
+    .hiddenStateMVU = 64,
+    .H1U = 8,
+    .H2U = 0,
+    .mV1AddMV2 = 2,
+    .mV2AddMV1 = 1,
+    .mV1AddMV2Out = 1,
+    .mV1AddMV2Demote = 1,
+    .pC1AddBg = 1,
+    .Bg = 2,
+    .pC1AddBgOut = 1,
+    .pC1AddBgDemote = 1,
+    .sigmoidLimit = 8192,
+    .sigmoidScaleIn = 13, //8192
+    .sigmoidScaleOut = 14, //16384
+    .pC1AddBh = 1,
+    .Bh = 2,
+    .pC1AddBhOut = 1,
+    .pC1AddBhDemote = 1,
+    .tanhScaleIn = 13, //8192
+    .tanhScaleOut = 13, //8192
+    .gateHDHiddenState = 64,
+    .hiddenStateHDGate = 128,
+    .qOneScale = 1,
+    .qOneSubGate = 1,
+    .qOneSubGateOut = 1,
+    .sigmoidZeta = 128,
+    .sigmoidZetaMulQOneSubGate = 256,
+    .sigmoidNu = 128,
+    .sigmoidNuAddQOneSubGate = 1,
+    .sigmoidNuAddQOneSubGateOut = 1,
+    .sigmoidNuAddQOneSubGateHDUpdate = 64,
+    .updateHDSigmoidNuAddQOneSubGate = 128,
+    .pC3AddPC1 = 2,
+    .pC1AddPC3 = 1,
+    .hiddenStateOut = 1,
+    .hiddenStateDemote = 1,
+    .div = 2,
+    .add = 4096,
+    .qOne = 16384,
+    .useTableSigmoid = 0,
+    .useTableTanH = 0
+  };
+  static SCALE_T ShR2 = 1;
+  static SCALE_T ShL2 = 1;
 #endif
diff --git a/c_reference/tests/rnnpool/test_quantized_rnnpool.c b/c_reference/tests/rnnpool/test_quantized_rnnpool.c
index ad57f4a65..183a4fd44 100644
--- a/c_reference/tests/rnnpool/test_quantized_rnnpool.c
+++ b/c_reference/tests/rnnpool/test_quantized_rnnpool.c
@@ -22,7 +22,7 @@ int compare_floats(const void *a, const void *b) {
 
 // Function for computing the deviation from the expected floating point
 // result and returning the largest such deviation found.
-float compute_error(INT_T pred[4 * HIDDEN_DIM2], float label[4 * HIDDEN_DIM2],
+float compute_error(Q15_T pred[4 * HIDDEN_DIM2], float label[4 * HIDDEN_DIM2],
                    float* const errors, SCALE_T scl) {
   float epsilon = 0.01;
   float agg_diff = 0.0;
@@ -44,19 +44,22 @@ float aggregate_error(float* errors, unsigned len) {
   return errors[index];
 }
 
-/** Run this test using the following command:
- * $: ./test_quantized_rnnpool <num_patches> <input.npy> <output.npy>
- *    <expected_output.npy> <log.txt>
+/**
  *  By default, all tests run without using bit-shifting operations.
  */
 int main(int argc, char **argv) {
   unsigned patches;
   SCALE_T XScale = 12, YScale = 14;
-
   FILE *xFile, *yFile, *floatResFile, *outputLog;
 
   if (argc != 6) {
-    printf("Improper Number of Arguments Provided!\n");
+    fprintf(stderr, "Improper Number of Arguments Provided!\n");
+    fprintf(stderr, "Usage : %s <num_patches> <input_file.npy> <output_file.npy> <expected_output_file.npy> <log_file.txt>\n\n", argv[0]);
+    fprintf(stderr, "<num_patches> : Number of image patches in the input file. RNNPool operator is run individually on each patch.\n");
+    fprintf(stderr, "<input_file.npy> : File containing the image patches in a numpy array of dimension (num_patches, input_channels, input_width, input_height).\n");
+    fprintf(stderr, "<output_file.npy> : File to write the generated output in a numpy array of dimension (num_patches, 1, 4 * hidden_dimension_2).\n");
+    fprintf(stderr, "<expected_output_file.npy> : File containing the expected output in a numpy array of dimension (num_patches, 1, 4 * hidden_dimension_2).\n");
+    fprintf(stderr, "<log_file.txt> : File to write the error metrics and the results from the runtime analysis of the layer.\n");
     return -1;
   } else {
     patches = atoi(argv[1]);
@@ -67,19 +70,19 @@ int main(int argc, char **argv) {
   }
 
   if (xFile == NULL) {
-    printf("An error occured while opening the input file.\n");
+    fprintf(stderr, "An error occured while opening the input file.\n");
     return -1;
   }
   if (yFile == NULL) {
-    printf("An error occured while opening the predicted output file.\n");
+    fprintf(stderr, "An error occured while opening the predicted output file.\n");
     return -1;
   }
   if (floatResFile == NULL) {
-    printf("An error occured while opening the expected output file.\n");
+    fprintf(stderr, "An error occured while opening the expected output file.\n");
     return -1;
   }
   if (outputLog == NULL) {
-    printf("An error occured while opening the output log file.\n");
+    fprintf(stderr, "An error occured while opening the output log file.\n");
     return -1;
   }
 
@@ -136,156 +139,8 @@ int main(int argc, char **argv) {
   fputs(numpyHeader3, yFile);
   fputs(numpyHeader4, yFile);
 
-  Q_FastGRNN_Params rnn1_params = {
-    .mean = NULL,
-    .stdDev = NULL,
-    .W = W1,
-    .U = U1,
-    .Bg = Bg1,
-    .Bh = Bh1,
-    .sigmoid_zeta = sigmoid_zeta1,
-    .sigmoid_nu = sigmoid_nu1
-  };
-
-  Q_FastGRNN_Params rnn2_params = {
-    .mean = NULL,
-    .stdDev = NULL,
-    .W = W2,
-    .U = U2,
-    .Bg = Bg2,
-    .Bh = Bh2,
-    .sigmoid_zeta = sigmoid_zeta2,
-    .sigmoid_nu = sigmoid_nu2
-  };
-
-  INT_T preComp11[HIDDEN_DIM1];
-  INT_T preComp12[HIDDEN_DIM1];
-  INT_T preComp13[HIDDEN_DIM1];
-  INT_T normFeatures1[INPUT_CHANNELS];
-  memset(preComp11, 0, sizeof(INT_T) * HIDDEN_DIM1);
-  memset(preComp12, 0, sizeof(INT_T) * HIDDEN_DIM1);
-  memset(preComp13, 0, sizeof(INT_T) * HIDDEN_DIM1);
-  memset(normFeatures1, 0, sizeof(INT_T) * INPUT_CHANNELS);
-  Q_FastGRNN_Buffers rnn1_buffers = {
-  	.preComp1 = preComp11,
-    .preComp2 = preComp12,
-    .preComp3 = preComp13,
-    .normFeatures = normFeatures1
-  };
-
-  INT_T preComp21[HIDDEN_DIM2];
-  INT_T preComp22[HIDDEN_DIM2];
-  INT_T preComp23[HIDDEN_DIM2];
-  INT_T normFeatures2[HIDDEN_DIM1];
-  memset(preComp21, 0, sizeof(INT_T) * HIDDEN_DIM2);
-  memset(preComp22, 0, sizeof(INT_T) * HIDDEN_DIM2);
-  memset(preComp23, 0, sizeof(INT_T) * HIDDEN_DIM2);
-  memset(normFeatures2, 0, sizeof(INT_T) * HIDDEN_DIM1);
-  Q_FastGRNN_Buffers rnn2_buffers = {
-    .preComp1 = preComp21,
-    .preComp2 = preComp22,
-    .preComp3 = preComp23,
-    .normFeatures = normFeatures2
-  };
-
-  Q_FastGRNN_Scales rnn1_scales = {
-    .input = input1,
-    .mean = meanScale1,
-    .meanSub = meanSub1,
-    .stdDev = stdDevScale1,
-    .normFeaturesHDStdDev = normFeaturesHDStdDev1,
-    .W = WScale1,
-    .normFeaturesMVW = normFeaturesMVW1,
-    .H1W = H1W1,
-    .H2W = H2W1,
-    .U = UScale1,
-    .hiddenStateMVU = hiddenStateMVU1,
-    .H1U = H1U1,
-    .H2U = H2U1,
-    .mV1AddMV2 = mV1AddMV21,
-    .mV2AddMV1 = mV2AddMV11,
-    .mV1AddMV2Out = mV1AddMV2Out1,
-    .pC1AddBg = pC1AddBg1,
-    .Bg = BgScale1,
-    .pC1AddBgOut = pC1AddBgOut1,
-    .sigmoidLimit = sigmoidLimit1,
-    .sigmoidScaleIn = sigmoidScaleIn1,
-    .sigmoidScaleOut = sigmoidScaleOut1,
-    .pC1AddBh = pC1AddBh1,
-    .Bh = BhScale1,
-    .pC1AddBhOut = pC1AddBhOut1,
-    .tanhScaleIn = tanhScaleIn1,
-    .tanhScaleOut = tanhScaleOut1,
-    .gateHDHiddenState = gateHDHiddenState1,
-    .hiddenStateHDGate = hiddenStateHDGate1,
-    .qOneScale = qOneScale1,
-    .qOneSubGate = qOneSubGate1,
-    .qOneSubGateOut = qOneSubGateOut1,
-    .sigmoidZeta = sigmoidZetaScale1,
-    .sigmoidZetaMulQOneSubGate = sigmoidZetaMulQOneSubGate1,
-    .sigmoidNu = sigmoidNuScale1,
-    .sigmoidNuAddQOneSubGate = sigmoidNuAddQOneSubGate1,
-    .sigmoidNuAddQOneSubGateOut = sigmoidNuAddQOneSubGateOut1,
-    .sigmoidNuAddQOneSubGateHDUpdate = sigmoidNuAddQOneSubGateHDUpdate1,
-    .updateHDSigmoidNuAddQOneSubGate = updateHDSigmoidNuAddQOneSubGate1,
-    .pC3AddPC1 = pC3AddPC11,
-    .pC1AddPC3 = pC1AddPC31,
-    .hiddenStateOut = hiddenStateOut1,
-    .div = div1,
-    .add = add1,
-    .qOne = qOne1
-  };
-
-  Q_FastGRNN_Scales rnn2_scales = {
-    .input = input2,
-    .mean = meanScale2,
-    .meanSub = meanSub2,
-    .stdDev = stdDevScale2,
-    .normFeaturesHDStdDev = normFeaturesHDStdDev2,
-    .W = WScale2,
-    .normFeaturesMVW = normFeaturesMVW2,
-    .H1W = H1W2,
-    .H2W = H2W2,
-    .U = UScale2,
-    .hiddenStateMVU = hiddenStateMVU2,
-    .H1U = H1U2,
-    .H2U = H2U2,
-    .mV1AddMV2 = mV1AddMV22,
-    .mV2AddMV1 = mV2AddMV12,
-    .mV1AddMV2Out = mV1AddMV2Out2,
-    .pC1AddBg = pC1AddBg2,
-    .Bg = BgScale2,
-    .pC1AddBgOut = pC1AddBgOut2,
-    .sigmoidLimit = sigmoidLimit2,
-    .sigmoidScaleIn = sigmoidScaleIn2,
-    .sigmoidScaleOut = sigmoidScaleOut2,
-    .pC1AddBh = pC1AddBh2,
-    .Bh = BhScale2,
-    .pC1AddBhOut = pC1AddBhOut2,
-    .tanhScaleIn = tanhScaleIn2,
-    .tanhScaleOut = tanhScaleOut2,
-    .gateHDHiddenState = gateHDHiddenState2,
-    .hiddenStateHDGate = hiddenStateHDGate2,
-    .qOneScale = qOneScale2,
-    .qOneSubGate = qOneSubGate2,
-    .qOneSubGateOut = qOneSubGateOut2,
-    .sigmoidZeta = sigmoidZetaScale2,
-    .sigmoidZetaMulQOneSubGate = sigmoidZetaMulQOneSubGate2,
-    .sigmoidNu = sigmoidNuScale2,
-    .sigmoidNuAddQOneSubGate = sigmoidNuAddQOneSubGate2,
-    .sigmoidNuAddQOneSubGateOut = sigmoidNuAddQOneSubGateOut2,
-    .sigmoidNuAddQOneSubGateHDUpdate = sigmoidNuAddQOneSubGateHDUpdate2,
-    .updateHDSigmoidNuAddQOneSubGate = updateHDSigmoidNuAddQOneSubGate2,
-    .pC3AddPC1 = pC3AddPC12,
-    .pC1AddPC3 = pC1AddPC32,
-    .hiddenStateOut = hiddenStateOut2,
-    .div = div2,
-    .add = add2,
-    .qOne = qOne2
-  };
-
-  INT_T output_test[4 * HIDDEN_DIM2];
-  INT_T buffer[HIDDEN_DIM1 * PATCH_DIM];
+  Q15_T output_test[4 * HIDDEN_DIM2];
+  Q15_T buffer[HIDDEN_DIM1 * PATCH_DIM];
   float xLine[INPUT_CHANNELS * PATCH_DIM * PATCH_DIM];
   float yLine[4 * HIDDEN_DIM2];
   float* allErrors = malloc(patches * 4 * HIDDEN_DIM2 * (sizeof(float)));
@@ -294,25 +149,25 @@ int main(int argc, char **argv) {
   for (unsigned i = 0; i < patches; i++) {
     fread(&xLine[0], sizeof(float), INPUT_CHANNELS * PATCH_DIM * PATCH_DIM, xFile);
     fread(&yLine[0], sizeof(float), 4 * HIDDEN_DIM2, floatResFile);
-    INT_T reshapedXLine[INPUT_CHANNELS * PATCH_DIM * PATCH_DIM];
+    Q15_T reshapedXLine[INPUT_CHANNELS * PATCH_DIM * PATCH_DIM];
 
     for (unsigned a = 0; a < INPUT_CHANNELS; a ++) {
       for (unsigned b = 0; b < PATCH_DIM; b++) {
         for (unsigned c = 0; c < PATCH_DIM; c++) {
           reshapedXLine[b * PATCH_DIM * INPUT_CHANNELS + c * INPUT_CHANNELS + a] =
-          (INT_T)((xLine[a * PATCH_DIM * PATCH_DIM + b * PATCH_DIM + c]) * pow(2, XScale));
+          (Q15_T)((xLine[a * PATCH_DIM * PATCH_DIM + b * PATCH_DIM + c]) * pow(2, XScale));
         }
       }
     }
 
     fprintf(outputLog, "Running Quantized RNNPool on Patch %d\n", i + 1);
     clock_t begin = clock();
-    q_rnnpool_block(reshapedXLine, INPUT_CHANNELS, PATCH_DIM, PATCH_DIM,
-                    q_fastgrnn, HIDDEN_DIM1, (const void*)(&rnn1_params),
-                    (void*)(&rnn1_buffers), (const void*)(&rnn1_scales),
-                    q_fastgrnn, HIDDEN_DIM2, (const void*)(&rnn2_params),
-                    (void*)(&rnn2_buffers), (const void*)(&rnn2_scales),
-                    output_test, buffer);
+    q15_rnnpool_block(reshapedXLine, INPUT_CHANNELS, PATCH_DIM, PATCH_DIM,
+                      q15_fastgrnn, HIDDEN_DIM1, (const void*)(&rnn1_params),
+                      (void*)(&rnn1_buffers), (const void*)(&rnn1_scales),
+                      q15_fastgrnn, HIDDEN_DIM2, (const void*)(&rnn2_params),
+                      (void*)(&rnn2_buffers), (const void*)(&rnn2_scales),
+                      output_test, buffer, ShR1, ShL1, ShR2, ShL2);
     clock_t end = clock();
     time_spent += (double)(end - begin) / CLOCKS_PER_SEC;
     fprintf(outputLog, "Time elapsed is %f seconds\n", time_spent);
diff --git a/c_reference/tests/utils/test_quantized_utils.c b/c_reference/tests/utils/test_quantized_utils.c
index 3a0fc2400..97c6776e8 100644
--- a/c_reference/tests/utils/test_quantized_utils.c
+++ b/c_reference/tests/utils/test_quantized_utils.c
@@ -7,8 +7,8 @@
 // All values generated from Seedot on Wider Regression dataset.
 // By default, all tests run without using bit-shifting operations.
 // Function for matching the predicted and expected quantized outputs.
-static int check_output(const INT_T* const pred, const INT_T* const expected,
-                        unsigned len) {
+static int check_output_q7(const Q7_T* const pred, const Q7_T* const expected,
+                           unsigned len) {
   for (unsigned i = 0; i < len; i++)
   {
     if (pred[i] != expected[i]) {
@@ -19,316 +19,387 @@ static int check_output(const INT_T* const pred, const INT_T* const expected,
   return 0;
 }
 
-// Test v_q_treesum() function.
-int test_v_q_treesum() {
-  INTM_T qvec_A[128] = {3038976, 0, 0, 1514478, 0, 0, 778261, 32670, -2619599, 0, 3849336, 5310900, 0, 0, 0, 0, 0, 0, 0, 0, -142898, 1510353, 0, -6888482, 0, -760720, 1296384, -6749490, -9687275, -686501, -743600, -2112105, 0, 8962408, 0, -17460547, -1477630, 0, 0, -2195694, -860184, -214912, 0, -1389548, 0, 0, 2081898, 0, 0, 23544, -3351768, 0, 0, 0, 3886614, 0, -5839384, 0, 842100, 4051917, 0, 0, 1459796, 2006850, 517867, 3044471, 0, 2578300, 0, 0, -1921101, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 4709000, 0, 0, 0, 0, -65664, 0, 0, 4313415, -1126680, 0, 0, -8524140, 0, 6248088, 0, 0, 0, 0, 2273558, 0, 0, -738913, 0, 0, -13912800, 0, 0, 0, -5329773, 5346088, 0, 113245, 0, 0, 8590397, 0, 2224368, 1020225, 489580, 0, -185584, -86475, 0, -2013258, -2417536, 0};
-
-  #ifdef SHIFT
-    INTM_T expected = {-135840};
-  #else
-    INTM_T expected = {-135837};
-  #endif
-
-  v_q_treesum(&qvec_A[0], 128, 7, 0);
-  if (qvec_A[0] != expected) {
-      printf("TreeSum Output: %d, Expected: %d\n", qvec_A[0], expected);
+static int check_output_q15(const Q15_T* const pred, const Q15_T* const expected,
+                            unsigned len) {
+  for (unsigned i = 0; i < len; i++)
+  {
+    if (pred[i] != expected[i]) {
+      printf("Output: %d, Expected: %d at Index: %d\n", pred[i], expected[i], i);
       return 1;
+    }
   }
   return 0;
 }
 
-// Test v_q_add() function.
-int test_v_q_add() {
-  const INT_T qvec_A[8] = {-425, -169, -3534, 524, -2739, 87, 52, 292};
-  const INT_T qvec_B[8] = {-18777, -9518, 4055, -7309, 8584, -17257, -5280, -7933};
-  INT_T pred[8];
+// Test q15_v_add() function.
+int test_q15_v_add() {
+  const Q15_T qvec_A[8] = {-425, -169, -3534, 524, -2739, 87, 52, 292};
+  const Q15_T qvec_B[8] = {-18777, -9518, 4055, -7309, 8584, -17257, -5280, -7933};
+  Q15_T pred[8];
 
   #ifdef SHIFT
-    const INT_T expected[8] = {-2773, -1359, -3028, -390, -1666, -2071, -608, -700};
-    v_q_add(&qvec_A[0], &qvec_B[0], 8, &pred[0], 0, 3, 0);
+    const Q15_T expected[8] = {-2773, -1359, -3028, -390, -1666, -2071, -608, -700};
+    q15_v_add(&qvec_A[0], &qvec_B[0], 8, &pred[0], 0, 3, 0, 0);
   #else
-    const INT_T expected[8] = {-2772, -1358, -3028, -389, -1666, -2070, -608, -699};
-    v_q_add(&qvec_A[0], &qvec_B[0], 8, &pred[0], 1, 8, 1);
+    const Q15_T expected[8] = {-2772, -1358, -3028, -389, -1666, -2070, -608, -699};
+    q15_v_add(&qvec_A[0], &qvec_B[0], 8, &pred[0], 1, 8, 1, 1);
   #endif
 
-  return check_output(pred, expected, 8);
+  return check_output_q15(pred, expected, 8);
 }
 
-// Test v_q_sub() function.
-int test_v_q_sub() {
-  const INT_T qvec_A[8] = {-425, -169, -3534, 524, -2739, 87, 52, 292};
-  const INT_T qvec_B[8] = {-18777, -9518, 4055, -7309, 8584, -17257, -5280, -7933};
-  INT_T pred[8];
+// Test q7_v_sub() function.
+int test_q7_v_sub() {
+  const Q7_T qvec_A[8] = {-42, -16, -35, 54, -29, 87, 52, 22};
+  const Q7_T qvec_B[8] = {-17, -98, 40, -73, 85, -125, -80, -79};
+  Q7_T pred[8];
 
   #ifdef SHIFT
-    const INT_T expected[8] = {1923, 1021, -4040, 1438, -3812, 2245, 712, 1284};
-    v_q_sub(&qvec_A[0], &qvec_B[0], 8, &pred[0], 0, 3, 0);
+    const Q7_T expected[8] = {-39, -3, -40, 64, -39, 103, 62, 32};
+    q7_v_sub(&qvec_A[0], &qvec_B[0], 8, &pred[0], 0, 3, 0);
   #else
-    const INT_T expected[8] = {1922, 1020, -4040, 1437, -3812, 2244, 712, 1283};
-    v_q_sub(&qvec_A[0], &qvec_B[0], 8, &pred[0], 1, 8, 1);
+    const Q7_T expected[8] = {-40, -4, -40, 63, -39, 102, 62, 31};
+    q7_v_sub(&qvec_A[0], &qvec_B[0], 8, &pred[0], 1, 8, 1);
   #endif
 
-  return check_output(pred, expected, 8);
+  return check_output_q7(pred, expected, 8);
 }
 
-// Test v_q_hadamard() function.
-int test_v_q_hadamard() {
-  const INT_T qvec_A[8] = {16378, 13638, 16378, 9787, 14861, 16378, 10661, 11018};
-  const INT_T qvec_B[8] = {178, 1064, -2048, 1718, -1663, 851, 1244, 1282};
-  INT_T pred[8];
+// Test q15_v_sub() function.
+int test_q15_v_sub() {
+  const Q15_T qvec_A[8] = {-425, -169, -3534, 524, -2739, 87, 52, 292};
+  const Q15_T qvec_B[8] = {-18777, -9518, 4055, -7309, 8584, -17257, -5280, -7933};
+  Q15_T pred[8];
 
   #ifdef SHIFT
-    const INT_T expected[8] = {1423, 7085, -16378, 8209, -12068, 6805, 6475, 6897};
-    v_q_hadamard(&qvec_A[0], &qvec_B[0], 8, &pred[0], 5, 6);
+    const Q15_T expected[8] = {1923, 1021, -4040, 1438, -3812, 2245, 712, 1284};
+    q15_v_sub(&qvec_A[0], &qvec_B[0], 8, &pred[0], 0, 3, 0);
   #else
-    const INT_T expected[8] = {1423, 7085, -16378, 8209, -12067, 6805, 6475, 6897};
-    v_q_hadamard(&qvec_A[0], &qvec_B[0], 8, &pred[0], 32, 64);
+    const Q15_T expected[8] = {1922, 1020, -4040, 1437, -3812, 2244, 712, 1283};
+    q15_v_sub(&qvec_A[0], &qvec_B[0], 8, &pred[0], 1, 8, 1);
   #endif
 
-  return check_output(pred, expected, 8);
+  return check_output_q15(pred, expected, 8);
 }
 
-// Test v_q_sigmoid() function.
-int test_v_q_sigmoid() {
-  const INT_T qvec_A[8] = {-2772, -1358, -3028, -389, -1666, -2070, -608, -699};
-  const INT_T expected[8] = {0, 2760, 0, 6640, 1528, 0, 5760, 5400};
-  INT_T pred[8];
-
-  v_q_sigmoid(&qvec_A[0], 8, &pred[0], 2, 1024, 2048, 11, 14);
-  return check_output(pred, expected, 8);
-}
+// Test q7_v_hadamard() function.
+int test_q7_v_hadamard() {
+  const Q7_T qvec_A[8] = {64, 57, 64, 37, 60, 64, 40, 43};
+  const Q7_T qvec_B[8] = {18, 14, -48, 118, -16, 85, 124, 122};
+  Q7_T pred[8];
 
-// Test v_q_tanh() function.
-int test_v_q_tanh() {
-  const INT_T qvec_A[8] = {178, 1064, -4162, 1718, -1663, 851, 1244, 1282};
-  const INT_T expected[8] = {178, 1064, -2048, 1718, -1663, 851, 1244, 1282};
-  INT_T pred[8];
+  #ifdef SHIFT
+    const Q7_T expected[8] = {18, 12, -48, 68, -15, 85, 77, 81};
+    q7_v_hadamard(&qvec_A[0], &qvec_B[0], 8, &pred[0], 3, 3);
+  #else
+    const Q7_T expected[8] = {18, 12, -48, 68, -15, 85, 77, 81};
+    q7_v_hadamard(&qvec_A[0], &qvec_B[0], 8, &pred[0], 8, 8);
+  #endif
 
-  v_q_tanh(&qvec_A[0], 8, &pred[0], 11, 11);
-  return check_output(pred, expected, 8);
+  return check_output_q7(pred, expected, 8);
 }
 
-// Test v_q_scalar_add() function.
-int test_v_q_scalar_add() {
-  const INT_T qscalar_A = 30111;
-  const INT_T qvec_B[8] = {16261, 13521, 16261, 9670, 14744, 16261, 10544, 10901};
-  const INT_T expected[8] = {16378, 13638, 16378, 9787, 14861, 16378, 10661, 11018};
-  INT_T pred[8];
+// Test q15_v_hadamard() function.
+int test_q15_v_hadamard() {
+  const Q15_T qvec_A[8] = {16378, 13638, 16378, 9787, 14861, 16378, 10661, 11018};
+  const Q15_T qvec_B[8] = {178, 1064, -2048, 1718, -1663, 851, 1244, 1282};
+  Q15_T pred[8];
 
   #ifdef SHIFT
-    v_q_scalar_add(qscalar_A, &qvec_B[0], 8, &pred[0], 8, 0, 0);
+    const Q15_T expected[8] = {1423, 7085, -16378, 8209, -12068, 6805, 6475, 6897};
+    q15_v_hadamard(&qvec_A[0], &qvec_B[0], 8, &pred[0], 5, 6);
   #else
-    v_q_scalar_add(qscalar_A, &qvec_B[0], 8, &pred[0], 256, 1, 1);
+    const Q15_T expected[8] = {1423, 7085, -16378, 8209, -12067, 6805, 6475, 6897};
+    q15_v_hadamard(&qvec_A[0], &qvec_B[0], 8, &pred[0], 32, 64);
   #endif
 
-  return check_output(pred, expected, 8);
+  return check_output_q15(pred, expected, 8);
+}
+
+// Test q15_v_sigmoid() function.
+int test_q15_v_sigmoid() {
+  const Q15_T qvec_A[8] = {-2772, -1358, -3028, -389, -1666, -2070, -608, -699};
+  const Q15_T expected_A[8] = {0, 2760, 0, 6640, 1528, 0, 5760, 5400};
+  const Q15_T expected_B[8] = {3363, 5571, 3041, 7416, 5031, 4371, 6984, 6807};
+  Q15_T pred_A[8], pred_B[8];
+
+  q15_v_sigmoid(&qvec_A[0], 8, &pred_A[0], 2, 1024, 2048, 11, 14, 0);
+  q15_v_sigmoid(&qvec_A[0], 8, &pred_B[0], 2, 1024, 2048, 11, 14, 1);
+  return (check_output_q15(pred_A, expected_A, 8) || check_output_q15(pred_B, expected_B, 8));
+}
+
+// Test q15_v_tanh() function.
+int test_q15_v_tanh() {
+  const Q15_T qvec_A[8] = {178, 1064, -4162, 1718, -1663, 853, 1244, 1282};
+  const Q15_T expected_A[8] = {178, 1064, -2048, 1718, -1663, 853, 1244, 1282};
+  const Q15_T expected_B[8] = {1420, 7822, -15831, 11227, -10989, 6455, 8885, 9098};
+  Q15_T pred_A[8], pred_B[8];
+
+  q15_v_tanh(&qvec_A[0], 8, &pred_A[0], 11, 11, 0);
+  q15_v_tanh(&qvec_A[0], 8, &pred_B[0], 11, 11, 1);
+  return (check_output_q15(pred_A, expected_A, 8) || check_output_q15(pred_B, expected_B, 8));
 }
 
-// Test v_q_scalar_sub() function.
-int test_v_q_scalar_sub() {
-  const INT_T qscalar_A = 16384;
-  const INT_T qvec_B[8] = {0, 2760, 0, 6640, 1528, 0, 5760, 5400};
-  const INT_T expected[8] = {16384, 13624, 16384, 9744, 14856, 16384, 10624, 10984};
-  INT_T pred[8];
+// Test q15_v_scalar_add() function.
+int test_q15_v_scalar_add() {
+  const Q15_T qscalar_A = 30111;
+  const Q15_T qvec_B[8] = {16261, 13521, 16261, 9670, 14744, 16261, 10544, 10901};
+  const Q15_T expected[8] = {16378, 13638, 16378, 9787, 14861, 16378, 10661, 11018};
+  Q15_T pred[8];
 
   #ifdef SHIFT
-    v_q_scalar_sub(qscalar_A, &qvec_B[0], 8, &pred[0], 0, 0, 0);
+    q15_v_scalar_add(qscalar_A, &qvec_B[0], 8, &pred[0], 8, 0, 0);
   #else
-    v_q_scalar_sub(qscalar_A, &qvec_B[0], 8, &pred[0], 1, 1, 1);
+    q15_v_scalar_add(qscalar_A, &qvec_B[0], 8, &pred[0], 256, 1, 1);
   #endif
 
-  return check_output(pred, expected, 8);
+  return check_output_q15(pred, expected, 8);
 }
 
-// Test v_q_sub_scalar() function.
-int test_v_q_sub_scalar() {
-  const INT_T qvec_A[8] = {0, 2760, 0, 6640, 1528, 0, 5760, 5400};
-  const INT_T qscalar_B = 16384;
-  const INT_T expected[8] = {-16384, -13624, -16384, -9744, -14856, -16384, -10624, -10984};
-  INT_T pred[8];
+// Test q15_v_scalar_sub() function.
+int test_q15_v_scalar_sub() {
+  const Q15_T qscalar_A = 16384;
+  const Q15_T qvec_B[8] = {0, 2760, 0, 6640, 1528, 0, 5760, 5400};
+  const Q15_T expected[8] = {16384, 13624, 16384, 9744, 14856, 16384, 10624, 10984};
+  Q15_T pred[8];
 
   #ifdef SHIFT
-    v_q_sub_scalar(&qvec_A[0], qscalar_B, 8, &pred[0], 0, 0, 0);
+    q15_v_scalar_sub(qscalar_A, &qvec_B[0], 8, &pred[0], 0, 0, 0);
   #else
-    v_q_sub_scalar(&qvec_A[0], qscalar_B, 8, &pred[0], 1, 1, 1);
+    q15_v_scalar_sub(qscalar_A, &qvec_B[0], 8, &pred[0], 1, 1, 1);
   #endif
 
-  return check_output(pred, expected, 8);
+  return check_output_q15(pred, expected, 8);
 }
 
-// Test v_q_scalar_mul() function.
-int test_v_q_scalar_mul() {
-  const INT_T qscalar_A = 32522;
-  const INT_T qvec_B[8] = {16384, 13624, 16384, 9744, 14856, 16384, 10624, 10984};
-  const INT_T expected[8] = {16261, 13521, 16261, 9670, 14744, 16261, 10544, 10901};
-  INT_T pred[8];
+// Test q15_v_scalar_mul() function.
+int test_q15_v_scalar_mul() {
+  const Q15_T qscalar_A = 32522;
+  const Q15_T qvec_B[8] = {16384, 13624, 16384, 9744, 14856, 16384, 10624, 10984};
+  const Q15_T expected[8] = {16261, 13521, 16261, 9670, 14744, 16261, 10544, 10901};
+  Q15_T pred[8];
 
   #ifdef SHIFT
-    v_q_scalar_mul(qscalar_A, &qvec_B[0], 8, &pred[0], 7, 8);
+    q15_v_scalar_mul(qscalar_A, &qvec_B[0], 8, &pred[0], 7, 8);
   #else
-    v_q_scalar_mul(qscalar_A, &qvec_B[0], 8, &pred[0], 128, 256);
+    q15_v_scalar_mul(qscalar_A, &qvec_B[0], 8, &pred[0], 128, 256);
   #endif
 
-  return check_output(pred, expected, 8);
+  return check_output_q15(pred, expected, 8);
 }
 
-// Test v_q_argmax() function.
-int test_v_q_argmax() {
-  const INT_T qvec_A[8] = {1675, 9870, -9876, -1234, 5674, 28765, 9876, 12654};
+// Test q15_v_argmax() function.
+int test_q15_v_argmax() {
+  const Q15_T qvec_A[8] = {1675, 9870, -9876, -1234, 5674, 28765, 9876, 12654};
   const ITER_T expected[1] = {5};
   ITER_T pred[1];
 
-  v_q_argmax(&qvec_A[0], 8, &pred[0]);
-  return check_output((const INT_T*)pred, (const INT_T*)expected, 1);
+  q15_v_argmax(&qvec_A[0], 8, &pred[0]);
+  return check_output_q15((const Q15_T*)pred, (const Q15_T*)expected, 1);
 }
 
-// Test v_q_relu() function.
-int test_v_q_relu() {
-  INT_T qvec_A[16] = {-3648, 648, -2147, -2348, 1468, -4348, 3648, 3648, -648, 9648, 3778, 4743, 7483, -243, 8, -21};
-  const INT_T expected[16] = {0, 648, 0, 0, 1468, 0, 3648, 3648, 0, 9648, 3778, 4743, 7483, 0, 8, 0};
+// Test q15_v_scale_up() function.
+int test_q15_v_scale_up() {
+  Q15_T qvec_A[16] = {423, -987, -2342, 1232, -324, 843, 982, 2342, 343, 654, 987, 654, 567, 2876, 987, 1265};
+  Q15_T expected[16] = {846, -1974, -4684, 2464, -648, 1686, 1964, 4684, 686, 1308, 1974, 1308, 1134, 5752, 1974, 2530};
+
+  #ifdef SHIFT
+    q15_v_scale_up(&qvec_A[0], 16, &qvec_A[0], 1);
+  #else
+    q15_v_scale_up(&qvec_A[0], 16, &qvec_A[0], 2);
+  #endif
 
-  v_q_relu(&qvec_A[0], 16);
-  return check_output(qvec_A, expected, 16);
+  return check_output_q15(qvec_A, expected, 16);
 }
 
-// Test v_q_exp() function.
-int test_v_q_exp() {
-  const INT_T qvec_A[16] = {13, 54, 34, 35, 87, 11, 41, 93, 89, 11, 90, 25, 76, 39, 48, 93};
-  const INT_T expected[16] = {40, 6832, 560, 635, 29493, 31, 1345, -22628, 18482, 31, 25215, 182, -24195, 1047, 3227, -22628};
-  INT_T pred[16];
+// Test q15_v_scale_down() function.
+int test_q15_v_scale_down() {
+  Q15_T qvec_A[16] = {4232, -9879, -2342, 1232, -3242, 8432, 9823, 2342, 343, 6543, 9876, 6542, 5674, 28765, 9876, 12654};
+
+  #ifdef SHIFT
+    const Q15_T expected[16] = {2116, -4940, -1171, 616, -1621, 4216, 4911, 1171, 171, 3271, 4938, 3271, 2837, 14382, 4938, 6327};
+    q15_v_scale_down(&qvec_A[0], 16, &qvec_A[0], 1);
+  #else
+    const Q15_T expected[16] = {2116, -4939, -1171, 616, -1621, 4216, 4911, 1171, 171, 3271, 4938, 3271, 2837, 14382, 4938, 6327};
+    q15_v_scale_down(&qvec_A[0], 16, &qvec_A[0], 2);
+  #endif
 
-  v_q_exp(&qvec_A[0], 16, &pred[0], 8, 8);
-  return check_output(pred, expected, 16);
+  return check_output_q15(qvec_A, expected, 16);
 }
 
-// Test v_q_scale_up() function.
-int test_v_q_scale_up() {
-  INT_T qvec_A[16] = {423, -987, -2342, 1232, -324, 843, 982, 2342, 343, 654, 987, 654, 567, 2876, 987, 1265};
-  INT_T expected[16] = {846, -1974, -4684, 2464, -648, 1686, 1964, 4684, 686, 1308, 1974, 1308, 1134, 5752, 1974, 2530};
+// Test q15xq7_q15_m_mulvec() function.
+int test_q15xq7_q15_m_mulvec() {
+  const Q15_T qmat_A[8 * 4] = {7069, -10389, 1562, -1992, 3262, -37, -1143, -995, 5513, -17035, -14615, -6636, 4733, -403, 4106, -1104, -2707, -1287, -18128, -1832, -10108, -137, 2064, 1207, 5233, 226, 831, -1909, 4489, -1099, 2845, -1261};
+  const Q7_T qvec_B[4] = {104, 119, 42, 24};
+  Q15_T pred[8];
 
   #ifdef SHIFT
-    v_q_scale_up(&qvec_A[0], 16, 1);
+    const Q15_T expected[8] = {-15, 8, -68, 18, -38, -30, 17, 12};
+    q15xq7_q15_m_mulvec(&qmat_A[0], &qvec_B[0], 8, 4, &pred[0], 7, 6, 2, 0);
   #else
-    v_q_scale_up(&qvec_A[0], 16, 2);
+    const Q15_T expected[8] = {-14, 8, -67, 18, -37, -29, 17, 12};
+    q15xq7_q15_m_mulvec(&qmat_A[0], &qvec_B[0], 8, 4, &pred[0], 128, 64, 4, 0);
   #endif
 
-  return check_output(qvec_A, expected, 16);
+  return check_output_q15(pred, expected, 8);
 }
 
-// Test v_q_scale_down() function.
-int test_v_q_scale_down() {
-  INT_T qvec_A[16] = {4232, -9879, -2342, 1232, -3242, 8432, 9823, 2342, 343, 6543, 9876, 6542, 5674, 28765, 9876, 12654};
+// Test q15_m_mulvec() function.
+int test_q15_m_mulvec() {
+  const Q15_T qmat_A[8 * 4] = {7069, -10389, 1562, -1992, 3262, -37, -1143, -995, 5513, -17035, -14615, -6636, 4733, -403, 4106, -1104, -2707, -1287, -18128, -1832, -10108, -137, 2064, 1207, 5233, 226, 831, -1909, 4489, -1099, 2845, -1261};
+  const Q15_T qvec_B[4] = {1040, 1919, 4254, 4024};
+  Q15_T pred[8];
 
   #ifdef SHIFT
-    const INT_T expected[16] = {2116, -4940, -1171, 616, -1621, 4216, 4911, 1171, 171, 3271, 4938, 3271, 2837, 14382, 4938, 6327};
-    v_q_scale_down(&qvec_A[0], 16, 1);
+    const Q15_T expected[8] = {-426, -170, -3535, 524, -2740, 87, 52, 292};
+    q15_m_mulvec(&qmat_A[0], &qvec_B[0], 8, 4, &pred[0], 7, 6, 2, 0);
   #else
-    const INT_T expected[16] = {2116, -4939, -1171, 616, -1621, 4216, 4911, 1171, 171, 3271, 4938, 3271, 2837, 14382, 4938, 6327};
-    v_q_scale_down(&qvec_A[0], 16, 2);
+    const Q15_T expected[8] = {-425, -169, -3534, 524, -2739, 87, 52, 292};
+    q15_m_mulvec(&qmat_A[0], &qvec_B[0], 8, 4, &pred[0], 128, 64, 4, 0);
   #endif
 
-  return check_output(qvec_A, expected, 16);
+  return check_output_q15(pred, expected, 8);
 }
 
-// Test m_q_transpose() function.
-int test_m_q_transpose() {
-  const INT_T qmat_A[4 * 3] = {1238, 5432, 1834, 6543, -5698, -2342, 9876, 5674, 8435, 6542, 7824, 3924};
-  const INT_T expected_A[3 * 4] = {1238, 6543, 9876, 6542, 5432, -5698, 5674, 7824, 1834, -2342, 8435, 3924};
-  INT_T pred_A[12];
+// Test q7_t_add() function.
+int test_q7_t_add() {
+  const Q7_T qten_A[2 * 2 * 2 * 2] = {124, 55,
+                                      45, 43,
 
-  const INT_T qmat_B[3 * 3] = {1238, 5432, 1834, 6543, -5698, -2342, 9876, 5674, 8435};
-  const INT_T expected_B[3 * 3] = {1238, 6543, 9876, 5432, -5698, 5674, 1834, -2342, 8435};
-  INT_T pred_B[9];
+                                      87, 41,
+                                      54, 89,
 
-  m_q_transpose(&qmat_A[0], 3, 4, &pred_A[0]);
-  m_q_transpose(&qmat_B[0], 3, 3, &pred_B[0]);
 
-  return (check_output(pred_A, expected_A, 12) || check_output(pred_B, expected_B, 9));
-}
+                                      69, 12,
+                                      60, 54,
 
-// Test m_q_reverse() function.
-int test_m_q_reverse() {
-  const INT_T qmat_A[4 * 4]= {4232, -9879, -2342, 1232, -3242, 8432, 9823, 2342, 343, 6543, 9876, 6542, 5674, 28765, 9876, 12654};
-  const INT_T expected_A[4 * 4] = {1232, -2342, -9879, 4232, 2342, 9823, 8432, -3242, 6542, 9876, 6543, 343, 12654, 9876, 28765, 5674};
-  const INT_T expected_B[4 * 4] = {5674, 28765, 9876, 12654, 343, 6543, 9876, 6542, -3242, 8432, 9823, 2342, 4232, -9879, -2342, 1232};
-  INT_T pred_A[16];
-  INT_T pred_B[16];
+                                      76, 49,
+                                      93, 32};
+  const Q7_T qten_B[2 * 2 * 2 * 2] = {27, 31,
+                                      38, 22,
 
-  m_q_reverse(&qmat_A[0], 4, 4, 1, &pred_A[0]);
-  m_q_reverse(&qmat_A[0], 4, 4, 0, &pred_B[0]);
+                                      65, 29,
+                                      81, 55,
 
-  return check_output(pred_A, expected_A, 16) || check_output(pred_B, expected_B, 16);
-}
 
-// Test m_q_add_vec() function.
-int test_m_q_add_vec() {
-  const INT_T qmat_A[4 * 4] = {1324, 5453, 3454, 3435, 8789, 3411, 5412, 8934, 6895, 1211, 6790, 5425, 8976, 4539, 9348, 9321};
-  const INT_T qvec_B[4] = {8452, 2341, 9383, 2353};
-  const INT_T expected[16] = {2775, 3311, 4072, 2305, 6507, 2290, 5051, 5055, 5560, 1190, 5740, 3300, 6601, 2854, 7019, 5248};
-  INT_T pred[16];
+                                      60, 119,
+                                      8, 29,
 
-  #ifdef SHIFT
-    m_q_add_vec(&qmat_A[0], &qvec_B[0], 4, 4, &pred[0], 0, 1, 1);
-  #else
-    m_q_add_vec(&qmat_A[0], &qvec_B[0], 4, 4, &pred[0], 1, 2, 2);
-  #endif
+                                      66, 85,
+                                      87, 24};
+  const Q7_T expected[2 * 2 * 2 * 2] = {68, 34,
+                                        31, 26,
+
+                                        59, 27,
+                                        47, 57,
 
-  return check_output(pred, expected, 16);
-}
 
-// Test m_q_sub_vec() function.
-int test_m_q_sub_vec() {
-  const INT_T qmat_A[4 * 4] = {1324, 5453, 3454, 3435, 8789, 3411, 5412, 8934, 6895, 1211, 6790, 5425, 8976, 4539, 9348, 9321};
-  const INT_T qvec_B[4] = {8452, 2341, 9383, 2353};
-  const INT_T expected[16] = {-1451, 2141, -618, 1129, 2281, 1120, 361, 3879, 1334, 20, 1050, 2124, 2375, 1684, 2329, 4072};
-  INT_T pred[16];
+                                        49, 35,
+                                        32, 34,
+
+                                        54, 45,
+                                        67, 22};
+  Q7_T pred[16];
 
   #ifdef SHIFT
-    m_q_sub_vec(&qmat_A[0], &qvec_B[0], 4, 4, &pred[0], 0, 1, 1);
+    q7_t_add(&qten_A[0], &qten_B[0], 2, 2, 2, 2, &pred[0], 0, 1, 1);
   #else
-    m_q_sub_vec(&qmat_A[0], &qvec_B[0], 4, 4, &pred[0], 1, 2, 2);
+    q7_t_add(&qten_A[0], &qten_B[0], 2, 2, 2, 2, &pred[0], 1, 2, 2);
   #endif
 
-  return check_output(pred, expected, 16);
+  return check_output_q7(pred, expected, 16);
 }
 
-// Test m_q_mulvec() function.
-int test_m_q_mulvec() {
-  const INT_T qmat_A[8 * 4] = {7069, -10389, 1562, -1992, 3262, -37, -1143, -995, 5513, -17035, -14615, -6636, 4733, -403, 4106, -1104, -2707, -1287, -18128, -1832, -10108, -137, 2064, 1207, 5233, 226, 831, -1909, 4489, -1099, 2845, -1261};
-  const INT_T qvec_B[4] = {1040, 1919, 4254, 4024};
-  INT_T pred[8];
+// Test q15_t_add() function.
+int test_q15_t_add() {
+  const Q15_T qten_A[2 * 2 * 2 * 2] = {1324, 5453,
+                                       3454, 3435,
+
+                                       8789, 3411,
+                                       5412, 8934,
+
+
+                                       6895, 1211,
+                                       6790, 5425,
+
+                                       8976, 4539,
+                                       9348, 9321};
+  const Q15_T qten_B[2 * 2 * 2 * 2] = {2775, 3311,
+                                       3840, 2302,
+
+                                       6507, 2290,
+                                       4819, 5052,
+
+
+                                       5560, 1190,
+                                       5508, 3297,
+
+                                       6601, 2854,
+                                       6787, 5245};
+  const Q15_T expected[2 * 2 * 2 * 2] = {1355, 3553,
+                                         2687, 2292,
+
+                                         6020, 2277,
+                                         3910, 5730,
+
+
+                                         4837, 902,
+                                         4772, 3536,
+
+                                         6138, 2982,
+                                         6370, 5971};
+  Q15_T pred[16];
 
   #ifdef SHIFT
-    const INT_T expected[8] = {-426, -170, -3535, 524, -2740, 87, 52, 292};
-    m_q_mulvec(&qmat_A[0], &qvec_B[0], 8, 4, &pred[0], 7, 6, 2, 0);
+    q15_t_add(&qten_A[0], &qten_B[0], 2, 2, 2, 2, &pred[0], 0, 1, 1);
   #else
-    const INT_T expected[8] = {-425, -169, -3534, 524, -2739, 87, 52, 292};
-    m_q_mulvec(&qmat_A[0], &qvec_B[0], 8, 4, &pred[0], 128, 64, 2, 0);
+    q15_t_add(&qten_A[0], &qten_B[0], 2, 2, 2, 2, &pred[0], 1, 2, 2);
   #endif
 
-  return check_output(pred, expected, 8);
+  return check_output_q15(pred, expected, 16);
 }
 
-// Test m_q_sparse_mulvec() function.
-int test_m_q_sparse_mulvec() {
-  const ITER_T qmat_A[16] = {1, 2, 3, 4, 5, 6, 7, 0, 2, 4, 6, 8, 10, 12, 14, 0};
-  const INT_T qmat_B[14] = {10, 20, 30, 40, 50, 60, 70, 80, 90, 100, 110, 120, 130, 140};
-  const INT_T qvec_C[2] = {1, 2};
-  const INT_T expected[14] = {1, 22, 3, 27, 6, 32, 8, 27, 0, 30, 0, 32, 0, 35};
-  INT_T pred[14] = {};
+// Test q7xq15_q7_t_add_vec() function.
+int test_q7xq15_q7_t_add_vec() {
+  const Q7_T qten_A[2 * 2 * 2 * 2] = {24, 43,
+                                      54, 33,
+
+                                      89, 31,
+                                      12, 93,
+
+
+                                      68, 121,
+                                      90, 25,
+
+                                      76, 45,
+                                      34, 21};
+  const Q15_T qvec_B[2] = {8452, 2341};
+  const Q7_T expected[2 * 2 * 2 * 2] = {45, 30,
+                                        60, 25,
+
+                                        77, 24,
+                                        39, 55,
+
+
+                                        67, 69,
+                                        78, 21,
+
+                                        71, 31,
+                                        50, 19};
+  Q7_T pred[16];
 
   #ifdef SHIFT
-    m_q_sparse_mulvec(&qmat_A[0], &qmat_B[0], &qvec_C[0], 2, &pred[0], 0, 1, 2);
+    q7xq15_q7_t_add_vec(&qten_A[0], &qvec_B[0], 2, 2, 2, 2, &pred[0], 0, 7, 1);
   #else
-    m_q_sparse_mulvec(&qmat_A[0], &qmat_B[0], &qvec_C[0], 2, &pred[0], 1, 2, 4);
+    q7xq15_q7_t_add_vec(&qten_A[0], &qvec_B[0], 2, 2, 2, 2, &pred[0], 1, 128, 2);
   #endif
 
-  return check_output(pred, expected, 14);
+  return check_output_q7(pred, expected, 16);
 }
 
-// Test t_q_add_vec() function.
-int test_t_q_add_vec() {
-  const INT_T qmat_A[2 * 2 * 2 * 2] = {1324, 5453,
+// Test q15_t_add_vec() function.
+int test_q15_t_add_vec() {
+  const Q15_T qten_A[2 * 2 * 2 * 2] = {1324, 5453,
                                        3454, 3435,
 
                                        8789, 3411,
@@ -340,8 +411,8 @@ int test_t_q_add_vec() {
 
                                        8976, 4539,
                                        9348, 9321};
-  const INT_T qvec_B[2] = {8452, 2341};
-  const INT_T expected[2 * 2 * 2 * 2] = {2775, 3311,
+  const Q15_T qvec_B[2] = {8452, 2341};
+  const Q15_T expected[2 * 2 * 2 * 2] = {2775, 3311,
                                          3840, 2302,
 
                                          6507, 2290,
@@ -353,20 +424,52 @@ int test_t_q_add_vec() {
 
                                          6601, 2854,
                                          6787, 5245};
-  INT_T pred[16];
+  Q15_T pred[16];
 
   #ifdef SHIFT
-    t_q_add_vec(&qmat_A[0], &qvec_B[0], 2, 2, 2, 2, &pred[0], 0, 1, 1);
+    q15_t_add_vec(&qten_A[0], &qvec_B[0], 2, 2, 2, 2, &pred[0], 0, 1, 1);
   #else
-    t_q_add_vec(&qmat_A[0], &qvec_B[0], 2, 2, 2, 2, &pred[0], 1, 2, 2);
+    q15_t_add_vec(&qten_A[0], &qvec_B[0], 2, 2, 2, 2, &pred[0], 1, 2, 2);
   #endif
 
-  return check_output(pred, expected, 16);
+  return check_output_q15(pred, expected, 16);
+}
+
+// Test q7_v_relu() function.
+int test_q7_t_relu() {
+  const Q7_T qten_A[2 * 2 * 2 * 2] = {124, 53,
+                                      45, 35,
+
+                                      87, -11,
+                                      54, 89,
+
+
+                                      95, -12,
+                                      90, 42,
+
+                                      76, 39,
+                                      93, 21};
+  const Q7_T expected[2 * 2 * 2 * 2] = {64, 53,
+                                        45, 35,
+
+                                        64, 0,
+                                        54, 64,
+
+
+                                        64, 0,
+                                        64, 42,
+
+                                        64, 39,
+                                        64, 21};
+  Q7_T pred[16];
+
+  q7_t_relu(&qten_A[0], 2, 2, 2, 2, &pred[0], 64, 1);
+  return check_output_q7(pred, expected, 16);
 }
 
-// Test t_q_sub_vec() function.
-int test_t_q_sub_vec() {
-  const INT_T qmat_A[2 * 2 * 2 * 2] = {1324, 5453,
+// Test q15_t_l2_norm() function.
+int test_q15_t_l2_norm() {
+  const Q15_T qten_A[2 * 2 * 2 * 2] = {1324, 5453,
                                        3454, 3435,
 
                                        8789, 3411,
@@ -378,139 +481,219 @@ int test_t_q_sub_vec() {
 
                                        8976, 4539,
                                        9348, 9321};
-  const INT_T qvec_B[2] = {8452, 2341};
-  const INT_T expected[2 * 2 * 2 * 2] = {-1451, 2141,
-                                         -386, 1132,
+  const Q15_T expected[2 * 2 * 2 * 2] = {662, 2726,
+                                         1727, 1717,
+
+                                         4394, 1705,
+                                         2706, 4467,
+
+
+                                         3447, 605,
+                                         3395, 2712,
+
+                                         4488, 2269,
+                                         4674, 4660};
+  Q15_T pred[16];
+
+  q15_t_l2_norm(&qten_A[0], 2, 2, 2, 2, &pred[0], 1, 1);
+  return check_output_q15(pred, expected, 16);
+}
+
+// Test q7xq15_q7_convolution() function.
+int test_q7xq15_q7_convolution() {
+  const Q7_T qmat_A[2 * 2 * 2 * 2] = {11, 22,
+                                      13, 40,
+
+                                      50, 60,
+                                      66, 76,
+
+
+                                      86, 91,
+                                      11, 31,
+
+                                      53, 14,
+                                      71, 16};
+  //Convolution Filters
+  const Q15_T qmat_B[2 * 2 * 2 * 1 * 1] = {0, 1,
+                                           1, 0,
+
+
+                                           0, 1,
+                                           1, 0,};
+  const Q15_T qmat_C[1 * 2 * 2 * 2 * 1] = {0, 1,
+                                           1, 0,
+
+                                           1, 0,
+                                           0, 1};
+  const Q15_T qmat_D[2 * 3 * 3 * 1 * 1] = {0, 0, 1,
+                                           0, 1, 0,
+                                           1, 0, 0,
+
+
+                                           0, 0, 1,
+                                           0, 1, 0,
+                                           1, 0, 0};
+
+  const Q7_T expected_A[2 * 1 * 1 * 2] = {15, 25,
+
 
-                                         2281, 1120,
-                                         593, 3882,
+                                          16, 11};
+  const Q7_T expected_B[2 * 1 * 1 * 1] = {20,
 
 
-                                         1334, 20,
-                                         1282, 2127,
+                                          21};
+  const Q7_T expected_C[2 * 2 * 2 * 2] = {1, 2,
+                                          7, 12,
 
-                                         2375, 1684,
-                                         2561, 4075};
-  INT_T pred[16];
+                                          7, 12,
+                                          8, 9,
+
+
+                                          10, 11,
+                                          8, 5,
+
+                                          8, 5,
+                                          8, 2};
+  const Q7_T expected_D[2 * 3 * 3 * 2] = {0, 0,
+                                          0, 0,
+                                          1, 1,
+
+                                          0, 0,
+                                          0, 0,
+                                          0, 0,
+
+                                          0, 1,
+                                          0, 0,
+                                          0, 0,
+
+
+                                          0, 0,
+                                          0, 0,
+                                          1, 0,
+
+                                          0, 0,
+                                          0, 0,
+                                          0, 0,
+
+                                          0, 0,
+                                          0, 0,
+                                          0, 0};
+  Q7_T pred_A[2 * 1 * 1 * 2], pred_B[2 * 1 * 1 * 1], pred_C[2 * 2 * 2 * 2], pred_D[2 * 3 * 3 * 2];
 
   #ifdef SHIFT
-    t_q_sub_vec(&qmat_A[0], &qvec_B[0], 2, 2, 2, 2, &pred[0], 0, 1, 1);
+    q7xq15_q7_convolution(qmat_A, qmat_B, pred_A, 2, 2, 2, 2, 2, 2, 1, 1, 1, 1, 2, 0, 0, 0, 0, 1, 1, 1, 1, 0, 0, 2);
+    q7xq15_q7_convolution(qmat_A, qmat_C, pred_B, 2, 2, 2, 2, 2, 2, 2, 1, 1, 1, 1, 0, 0, 0, 0, 1, 1, 1, 1, 0, 0, 3);
+    q7xq15_q7_convolution(qmat_A, qmat_D, pred_C, 2, 2, 2, 2, 3, 3, 1, 1, 2, 2, 2, 1, 1, 1, 1, 1, 1, 1, 1, 0, 0, 3);
+    q7xq15_q7_convolution(qmat_A, qmat_B, pred_D, 2, 2, 2, 2, 2, 2, 1, 1, 3, 3, 2, 2, 2, 2, 2, 1, 1, 3, 3, 1, 1, 3);
   #else
-    t_q_sub_vec(&qmat_A[0], &qvec_B[0], 2, 2, 2, 2, &pred[0], 1, 2, 2);
+    q7xq15_q7_convolution(qmat_A, qmat_B, pred_A, 2, 2, 2, 2, 2, 2, 1, 1, 1, 1, 2, 0, 0, 0, 0, 1, 1, 1, 1, 1, 1, 4);
+    q7xq15_q7_convolution(qmat_A, qmat_C, pred_B, 2, 2, 2, 2, 2, 2, 2, 1, 1, 1, 1, 0, 0, 0, 0, 1, 1, 1, 1, 1, 1, 8);
+    q7xq15_q7_convolution(qmat_A, qmat_D, pred_C, 2, 2, 2, 2, 3, 3, 1, 1, 2, 2, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 8);
+    q7xq15_q7_convolution(qmat_A, qmat_B, pred_D, 2, 2, 2, 2, 2, 2, 1, 1, 3, 3, 2, 2, 2, 2, 2, 1, 1, 3, 3, 2, 2, 8);
   #endif
 
-  return check_output(pred, expected, 16);
+  return (check_output_q7(pred_A, expected_A, 4) || check_output_q7(pred_B, expected_B, 2) || check_output_q7(pred_C, expected_C, 16) || check_output_q7(pred_D, expected_D, 36));
 }
 
-// Test q_maxpool() function.
-int test_q_maxpool() {
-  const INT_T qmat_A[2 * 2 * 2 * 2] = {11, 220,
-                                       130, 40,
+// Test q7xq15_q15_convolution() function.
+int test_q7xq15_q15_convolution() {
+  const Q7_T qmat_A[2 * 2 * 2 * 2] = {11, 22,
+                                      13, 40,
 
-                                       50, 60,
-                                       66, 76,
+                                      50, 60,
+                                      66, 76,
 
 
-                                       86, 910,
-                                       411, 312,
-
-                                       513, 514,
-                                       715, 716};
-  const INT_T qmat_B[2 * 2 * 2 * 2] = {100, 992,
-                                       15, 26,
-
-                                       27, 8,
-                                       3, 4,
+                                      86, 91,
+                                      41, 31,
 
+                                      53, 51,
+                                      75, 71};
+  //Convolution Filters
+  const Q15_T qmat_B[2 * 2 * 2 * 1 * 1] = {0, 1,
+                                           1, 0,
 
-                                       5, 2,
-                                       2, 2,
 
-                                       7, 8,
-                                       29, 140};
-  const INT_T expected_A[2 * 1 * 1 * 2] = {32, 55,
+                                           0, 1,
+                                           1, 0,};
+  const Q15_T qmat_C[1 * 2 * 2 * 2 * 1] = {0, 1,
+                                           1, 0,
 
+                                           1, 0,
+                                           0, 1};
+  const Q15_T qmat_D[2 * 3 * 3 * 1 * 1] = {0, 0, 1,
+                                           0, 1, 0,
+                                           1, 0, 0,
 
-                                           178, 227};
-  const INT_T expected_B[2 * 3 * 3 * 2] = {100, 992,
-                                           100, 992,
-                                           15, 26,
 
-                                           100, 992,
-                                           100, 992,
-                                           15, 26,
+                                           0, 0, 1,
+                                           0, 1, 0,
+                                           1, 0, 0};
 
-                                           27, 8,
-                                           27, 8,
-                                           3, 4,
+  const Q15_T expected_A[2 * 1 * 1 * 2] = {15, 25,
 
 
-                                           5, 2,
-                                           5, 2,
-                                           2, 2,
+                                           23, 20};
+  const Q15_T expected_B[2 * 1 * 1 * 1] = {20,
 
-                                           7, 8,
-                                           29, 140,
-                                           29, 140,
 
-                                           7, 8,
-                                           29, 140,
-                                           29, 140};
-  const INT_T expected_C[2 * 2 * 2 * 2] = {100, 992,
-                                           100, 992,
+                                           32};
+  const Q15_T expected_C[2 * 2 * 2 * 2] = {1, 2,
+                                           7, 12,
 
-                                           100, 992,
-                                           100, 992,
+                                           7, 12,
+                                           8, 9,
 
 
-                                           29, 140,
-                                           29, 140,
+                                           10, 11,
+                                           11, 10,
 
-                                           29, 140,
-                                           29, 140};
-  const INT_T expected_D[2 * 3 * 3 * 2] = {16, 19,
+                                           11, 10,
+                                           9, 8};
+  const Q15_T expected_D[2 * 3 * 3 * 2] = {0, 0,
                                            0, 0,
-                                           12, 15,
+                                           1, 1,
 
                                            0, 0,
                                            0, 0,
                                            0, 0,
 
-                                           32, 10,
+                                           0, 1,
+                                           0, 0,
                                            0, 0,
-                                           2, 55,
 
 
-                                           178, 179,
                                            0, 0,
-                                           128, 128,
+                                           0, 0,
+                                           1, 1,
 
                                            0, 0,
                                            0, 0,
                                            0, 0,
 
-                                           102, 78,
+                                           1, 0,
                                            0, 0,
-                                           21, 227};
-  INT_T pred_A[2 * 1 * 1 * 2], pred_B[2 * 3 * 3 * 2], pred_C[2 * 2 * 2 * 2], pred_D[2 * 3 * 3 * 2];
+                                           0, 0};
+  Q15_T pred_A[2 * 1 * 1 * 2], pred_B[2 * 1 * 1 * 1], pred_C[2 * 2 * 2 * 2], pred_D[2 * 3 * 3 * 2];
 
   #ifdef SHIFT
-    q_maxpool(qmat_A, pred_A, 2, 2, 2, 2, 2, 2, 1, 1, 1, 1, 2, 0, 0, 0, 0, 1, 1, 1, 1, 1, 1);
-    q_maxpool(qmat_B, pred_B, 2, 2, 2, 2, 2, 2, 1, 1, 3, 3, 2, 1, 1, 1, 1, 1, 1, 1, 1, 0, 0);
-    q_maxpool(qmat_B, pred_C, 2, 2, 2, 2, 3, 3, 1, 1, 2, 2, 2, 1, 1, 1, 1, 1, 1, 1, 1, 0, 0);
-    q_maxpool(qmat_A, pred_D, 2, 2, 2, 2, 2, 2, 1, 1, 3, 3, 2, 2, 2, 2, 2, 1, 1, 3, 3, 1, 1);
+    q7xq15_q15_convolution(qmat_A, qmat_B, pred_A, 2, 2, 2, 2, 2, 2, 1, 1, 1, 1, 2, 0, 0, 0, 0, 1, 1, 1, 1, 0, 0, 2);
+    q7xq15_q15_convolution(qmat_A, qmat_C, pred_B, 2, 2, 2, 2, 2, 2, 2, 1, 1, 1, 1, 0, 0, 0, 0, 1, 1, 1, 1, 0, 0, 3);
+    q7xq15_q15_convolution(qmat_A, qmat_D, pred_C, 2, 2, 2, 2, 3, 3, 1, 1, 2, 2, 2, 1, 1, 1, 1, 1, 1, 1, 1, 0, 0, 3);
+    q7xq15_q15_convolution(qmat_A, qmat_B, pred_D, 2, 2, 2, 2, 2, 2, 1, 1, 3, 3, 2, 2, 2, 2, 2, 1, 1, 3, 3, 1, 1, 3);
   #else
-    q_maxpool(qmat_A, pred_A, 2, 2, 2, 2, 2, 2, 1, 1, 1, 1, 2, 0, 0, 0, 0, 1, 1, 1, 1, 2, 2);
-    q_maxpool(qmat_B, pred_B, 2, 2, 2, 2, 2, 2, 1, 1, 3, 3, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1);
-    q_maxpool(qmat_B, pred_C, 2, 2, 2, 2, 3, 3, 1, 1, 2, 2, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1);
-    q_maxpool(qmat_A, pred_D, 2, 2, 2, 2, 2, 2, 1, 1, 3, 3, 2, 2, 2, 2, 2, 1, 1, 3, 3, 2, 2);
+    q7xq15_q15_convolution(qmat_A, qmat_B, pred_A, 2, 2, 2, 2, 2, 2, 1, 1, 1, 1, 2, 0, 0, 0, 0, 1, 1, 1, 1, 1, 1, 4);
+    q7xq15_q15_convolution(qmat_A, qmat_C, pred_B, 2, 2, 2, 2, 2, 2, 2, 1, 1, 1, 1, 0, 0, 0, 0, 1, 1, 1, 1, 1, 1, 8);
+    q7xq15_q15_convolution(qmat_A, qmat_D, pred_C, 2, 2, 2, 2, 3, 3, 1, 1, 2, 2, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 8);
+    q7xq15_q15_convolution(qmat_A, qmat_B, pred_D, 2, 2, 2, 2, 2, 2, 1, 1, 3, 3, 2, 2, 2, 2, 2, 1, 1, 3, 3, 2, 2, 8);
   #endif
-  return (check_output(pred_A, expected_A, 4) || check_output(pred_B, expected_B, 36) || check_output(pred_C, expected_C, 8) || check_output(pred_D, expected_D, 36));
+
+  return (check_output_q15(pred_A, expected_A, 4) || check_output_q15(pred_B, expected_B, 2) || check_output_q15(pred_C, expected_C, 16) || check_output_q15(pred_D, expected_D, 36));
 }
 
-// Test q_convolution() function.
-int test_q_convolution() {
-  const INT_T qmat_A[2 * 2 * 2 * 2] = {11, 220,
+// Test q15_convolution() function.
+int test_q15_convolution() {
+  const Q15_T qmat_A[2 * 2 * 2 * 2] = {11, 220,
                                        130, 40,
 
                                        50, 60,
@@ -523,26 +706,35 @@ int test_q_convolution() {
                                        513, 514,
                                        715, 716};
   //Convolution Filters
-  const INT_T qmat_B[2 * 2 * 1 * 1] = {0, 1,
-                                       1, 0};
-  const INT_T qmat_C[2 * 2 * 2 * 1] = {0, 1,
-                                       1, 0,
+  const Q15_T qmat_B[2 * 2 * 2 * 1 * 1] = {0, 1,
+                                           1, 0,
+
+
+                                           0, 1,
+                                           1, 0,};
+  const Q15_T qmat_C[1 * 2 * 2 * 2 * 1] = {0, 1,
+                                           1, 0,
 
-                                       1, 0,
-                                       0, 1};
-  const INT_T qmat_D[3 * 3 * 1 * 1] = {0, 0, 1,
-                                       0, 1, 0,
-                                       1, 0, 0};
+                                           1, 0,
+                                           0, 1};
+  const Q15_T qmat_D[2 * 3 * 3 * 1 * 1] = {0, 0, 1,
+                                           0, 1, 0,
+                                           1, 0, 0,
 
-  const INT_T expected_A[2 * 1 * 1 * 2] = {44, 25,
 
+                                           0, 0, 1,
+                                           0, 1, 0,
+                                           1, 0, 0};
 
-                                           230, 206};
-  const INT_T expected_B[2 * 1 * 1 * 1] = {58,
+  const Q15_T expected_A[2 * 1 * 1 * 2] = {45, 25,
 
 
-                                           317};
-  const INT_T expected_C[2 * 2 * 2 * 2] = {1, 27,
+                                           231, 206};
+  const Q15_T expected_B[2 * 1 * 1 * 1] = {59,
+
+
+                                           318};
+  const Q15_T expected_C[2 * 2 * 2 * 2] = {1, 27,
                                            22, 12,
 
                                            22, 12,
@@ -554,7 +746,7 @@ int test_q_convolution() {
 
                                            115, 103,
                                            89, 89};
-  const INT_T expected_D[2 * 3 * 3 * 2] = {0, 0,
+  const Q15_T expected_D[2 * 3 * 3 * 2] = {0, 0,
                                            0, 0,
                                            1, 1,
 
@@ -578,74 +770,72 @@ int test_q_convolution() {
                                            12, 9,
                                            0, 0,
                                            0, 0};
-  INT_T pred_A[2 * 1 * 1 * 2], pred_B[2 * 1 * 1 * 1], pred_C[2 * 2 * 2 * 2], pred_D[2 * 3 * 3 * 2];
-  INTM_T temp[16];
+  Q15_T pred_A[2 * 1 * 1 * 2], pred_B[2 * 1 * 1 * 1], pred_C[2 * 2 * 2 * 2], pred_D[2 * 3 * 3 * 2];
 
   #ifdef SHIFT
-    q_convolution(qmat_A, qmat_B, pred_A, temp, 2, 2, 2, 2, 2, 2, 1, 1, 1, 1, 2, 0, 0, 0, 0, 1, 1, 1, 1, 2, 0, 0, 0);
-    q_convolution(qmat_A, qmat_C, pred_B, temp, 2, 2, 2, 2, 2, 2, 2, 1, 1, 1, 1, 0, 0, 0, 0, 1, 1, 1, 1, 3, 0, 0, 0);
-    q_convolution(qmat_A, qmat_D, pred_C, temp, 2, 2, 2, 2, 3, 3, 1, 1, 2, 2, 2, 1, 1, 1, 1, 1, 1, 1, 1, 3, 0, 0, 0);
-    q_convolution(qmat_A, qmat_B, pred_D, temp, 2, 2, 2, 2, 2, 2, 1, 1, 3, 3, 2, 2, 2, 2, 2, 1, 1, 3, 3, 3, 0, 1, 1);
+    q15_convolution(qmat_A, qmat_B, pred_A, 2, 2, 2, 2, 2, 2, 1, 1, 1, 1, 2, 0, 0, 0, 0, 1, 1, 1, 1, 0, 0, 2);
+    q15_convolution(qmat_A, qmat_C, pred_B, 2, 2, 2, 2, 2, 2, 2, 1, 1, 1, 1, 0, 0, 0, 0, 1, 1, 1, 1, 0, 0, 3);
+    q15_convolution(qmat_A, qmat_D, pred_C, 2, 2, 2, 2, 3, 3, 1, 1, 2, 2, 2, 1, 1, 1, 1, 1, 1, 1, 1, 0, 0, 3);
+    q15_convolution(qmat_A, qmat_B, pred_D, 2, 2, 2, 2, 2, 2, 1, 1, 3, 3, 2, 2, 2, 2, 2, 1, 1, 3, 3, 1, 1, 3);
   #else
-    q_convolution(qmat_A, qmat_B, pred_A, temp, 2, 2, 2, 2, 2, 2, 1, 1, 1, 1, 2, 0, 0, 0, 0, 1, 1, 1, 1, 2, 0, 1, 1);
-    q_convolution(qmat_A, qmat_C, pred_B, temp, 2, 2, 2, 2, 2, 2, 2, 1, 1, 1, 1, 0, 0, 0, 0, 1, 1, 1, 1, 3, 0, 1, 1);
-    q_convolution(qmat_A, qmat_D, pred_C, temp, 2, 2, 2, 2, 3, 3, 1, 1, 2, 2, 2, 1, 1, 1, 1, 1, 1, 1, 1, 3, 0, 1, 1);
-    q_convolution(qmat_A, qmat_B, pred_D, temp, 2, 2, 2, 2, 2, 2, 1, 1, 3, 3, 2, 2, 2, 2, 2, 1, 1, 3, 3, 3, 0, 2, 2);
+    q15_convolution(qmat_A, qmat_B, pred_A, 2, 2, 2, 2, 2, 2, 1, 1, 1, 1, 2, 0, 0, 0, 0, 1, 1, 1, 1, 1, 1, 4);
+    q15_convolution(qmat_A, qmat_C, pred_B, 2, 2, 2, 2, 2, 2, 2, 1, 1, 1, 1, 0, 0, 0, 0, 1, 1, 1, 1, 1, 1, 8);
+    q15_convolution(qmat_A, qmat_D, pred_C, 2, 2, 2, 2, 3, 3, 1, 1, 2, 2, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 8);
+    q15_convolution(qmat_A, qmat_B, pred_D, 2, 2, 2, 2, 2, 2, 1, 1, 3, 3, 2, 2, 2, 2, 2, 1, 1, 3, 3, 2, 2, 8);
   #endif
-  return (check_output(pred_A, expected_A, 4) || check_output(pred_B, expected_B, 2) || check_output(pred_C, expected_C, 16) || check_output(pred_D, expected_D, 36));
+
+  return (check_output_q15(pred_A, expected_A, 4) || check_output_q15(pred_B, expected_B, 2) || check_output_q15(pred_C, expected_C, 16) || check_output_q15(pred_D, expected_D, 36));
 }
 
 int main() {
-  if (test_v_q_treesum()) {
-    printf("Test Failure for v_q_treesum()!\n");
-  } else if (test_v_q_add()) {
-    printf("Test Failure for v_q_add()!\n");
-  } else if (test_v_q_sub()) {
-    printf("Test Failure for v_q_sub()!\n");
-  } else if (test_v_q_hadamard()) {
-    printf("Test Failure for v_q_hadamard()!\n");
-  } else if (test_v_q_sigmoid()) {
-    printf("Test Failure for v_q_sigmoid()!\n");
-  } else if (test_v_q_tanh()) {
-    printf("Test Failure for v_q_tanh()!\n");
-  } else if (test_v_q_scalar_add()) {
-    printf("Test Failure for v_q_scalar_add()!\n");
-  } else if (test_v_q_scalar_sub()) {
-    printf("Test Failure for v_q_scalar_sub()!\n");
-  } else if (test_v_q_sub_scalar()) {
-    printf("Test Failure for v_q_sub_scalar()!\n");
-  } else if (test_v_q_scalar_mul()) {
-    printf("Test Failure for v_q_scalar_mul()!\n");
-  } else if (test_v_q_argmax()) {
-    printf("Test Failure for v_q_argmax()!\n");
-  } else if (test_v_q_relu()) {
-    printf("Test Failure for v_q_relu()!\n");
-  } else if (test_v_q_exp()) {
-    printf("Test Failure for v_q_exp()!\n");
-  } else if (test_v_q_scale_up()) {
-    printf("Test Failure for v_q_scale_up()!\n");
-  } else if (test_v_q_scale_down()) {
-    printf("Test Failure for v_q_scale_down()!\n");
-  } else if (test_m_q_transpose()) {
-    printf("Test Failure for m_q_transpose()!\n");
-  } else if (test_m_q_reverse()) {
-    printf("Test Failure for m_q_reverse()!\n");
-  } else if (test_m_q_add_vec()) {
-    printf("Test Failure for m_q_add_vec()!\n");
-  } else if (test_m_q_sub_vec()) {
-    printf("Test Failure for m_q_sub_vec()!\n");
-  } else if (test_m_q_mulvec()) {
-    printf("Test Failure for m_q_mulvec()!\n");
-  } else if (test_m_q_sparse_mulvec()) {
-    printf("Test Failure for m_q_sparse_mulvec()!\n");
-  } else if (test_t_q_add_vec()) {
-    printf("Test Failure for t_q_add_vec()!\n");
-  } else if (test_t_q_sub_vec()) {
-    printf("Test Failure for t_q_sub_vec()!\n");
-  } else if (test_q_maxpool()) {
-    printf("Test Failure for q_maxpool()!\n");
-  } else if (test_q_convolution()) {
-    printf("Test Failure for q_convolution()!\n");
+  if (test_q15_v_add()) {
+    printf("Test Failure for q15_v_add()!\n");
+  } else if (test_q7_v_sub()) {
+    printf("Test Failure for q7_v_sub()!\n");
+  } else if (test_q15_v_sub()) {
+    printf("Test Failure for q15_v_sub()!\n");
+  } else if (test_q7_v_hadamard()) {
+    printf("Test Failure for q7_v_hadamard()!\n");
+  } else if (test_q15_v_hadamard()) {
+    printf("Test Failure for q15_v_hadamard()!\n");
+  } else if (test_q15_v_sigmoid()) {
+    printf("Test Failure for q15_v_sigmoid()!\n");
+  } else if (test_q15_v_tanh()) {
+    printf("Test Failure for q15_v_tanh()!\n");
+  } else if (test_q15_v_scalar_add()) {
+    printf("Test Failure for q15_v_scalar_add()!\n");
+  } else if (test_q15_v_scalar_sub()) {
+    printf("Test Failure for q15_v_scalar_sub()!\n");
+  } else if (test_q15_v_scalar_mul()) {
+    printf("Test Failure for q15_v_scalar_mul()!\n");
+  } else if (test_q15_v_argmax()) {
+    printf("Test Failure for q15_v_argmax()!\n");
+  } else if (test_q15_v_scale_up()) {
+    printf("Test Failure for q15_v_scale_up()!\n");
+  } else if (test_q15_v_scale_down()) {
+    printf("Test Failure for q15_v_scale_down()!\n");
+  } else if (test_q15xq7_q15_m_mulvec()) {
+    printf("Test Failure for q15xq7_q15_m_mulvec()!\n");
+  }  else if (test_q15_m_mulvec()) {
+    printf("Test Failure for q15_m_mulvec()!\n");
+  } else if (test_q7_t_add()) {
+    printf("Test Failure for q7_t_add()!\n");
+  } else if (test_q15_t_add()) {
+    printf("Test Failure for q15_t_add()!\n");
+  } else if (test_q7xq15_q7_t_add_vec()) {
+    printf("Test Failure for q7xq15_q7_t_add_vec()!\n");
+  } else if (test_q15_t_add_vec()) {
+    printf("Test Failure for q15_t_add_vec()!\n");
+  } else if (test_q7_t_relu()) {
+    printf("Test Failure for q7_t_relu()!\n");
+  } else if (test_q15_t_l2_norm()) {
+    printf("Test Failure for q15_t_l2_norm()!\n");
+  } else if (test_q7xq15_q7_convolution()) {
+    printf("Test Failure for q7xq15_q7_convolution()!\n");
+  } else if (test_q7xq15_q15_convolution()) {
+    printf("Test Failure for q7xq15_q15_convolution()!\n");
+  } else if (test_q15_convolution()) {
+    printf("Test Failure for q15_convolution()!\n");
   } else {
     printf("All Tests Passed!\n");
     return 0;