From 5f639fc0be19c8a05dabdd41dfa0eb9febd3608b Mon Sep 17 00:00:00 2001
From: Emmanuel Byrd <25442086+EByrdS@users.noreply.github.com>
Date: Fri, 3 Mar 2023 11:32:42 +0000
Subject: [PATCH 01/20] Instructions to add packages to path

---
 README.md | 5 +++++
 1 file changed, 5 insertions(+)

diff --git a/README.md b/README.md
index a07c25c..51fe00e 100644
--- a/README.md
+++ b/README.md
@@ -32,6 +32,11 @@ To activate this environment run
 make activate
 ```
 
+To add this project's packages to the environment run
+```bash
+make packages
+```
+
 ## Running examples
 Every file in the `cli/` folder is an independent example available through
 CLI commands. Use `python <file>.py --help` to see the available options

From f25f8c16683715023d619cf7f0b89fab6ba44c64 Mon Sep 17 00:00:00 2001
From: Emmanuel Byrd <25442086+EByrdS@users.noreply.github.com>
Date: Fri, 3 Mar 2023 11:33:05 +0000
Subject: [PATCH 02/20] Tensorflow for Apple M1 chips

---
 Pipfile      |    4 +-
 Pipfile.lock | 1486 +++++++++++++++++++++++++++++---------------------
 2 files changed, 862 insertions(+), 628 deletions(-)

diff --git a/Pipfile b/Pipfile
index 4553945..0b74143 100644
--- a/Pipfile
+++ b/Pipfile
@@ -4,7 +4,9 @@ verify_ssl = true
 name = "pypi"
 
 [packages]
-tensorflow = "~=2.8.1"
+tensorflow = {version = "~=2.8.1", markers = "platform_machine != 'arm64'"}
+tensorflow-macos = {version = "~=2.9.0", platform_machine = "=='arm64'"}
+tensorflow-metal = {version = "~=0.5.0", platform_machine = "=='arm64'"}
 matplotlib = "~=3.5.1"
 autopep8 = "~=1.6.0"
 pygame = "~=2.1.2"
diff --git a/Pipfile.lock b/Pipfile.lock
index c6233ca..a22812e 100644
--- a/Pipfile.lock
+++ b/Pipfile.lock
@@ -1,7 +1,7 @@
 {
     "_meta": {
         "hash": {
-            "sha256": "eb83e455e2d8a5c5b10387e4fe5bf0ac5432b1ab81fd79abbe7b444a034f896a"
+            "sha256": "2b473cd524cfabdf8b34bd61a2a6fa04c04ff05cae57adb3b804f101290595c9"
         },
         "pipfile-spec": 6,
         "requires": {
@@ -18,11 +18,11 @@
     "default": {
         "absl-py": {
             "hashes": [
-                "sha256:3aa39f898329c2156ff525dfa69ce709e42d77aab18bf4917719d6f260aa6a08",
-                "sha256:db97287655e30336938f8058d2c81ed2be6af1d9b6ebbcd8df1080a6c7fcd24e"
+                "sha256:0d3fe606adfa4f7db64792dd4c7aee4ee0c38ab75dfd353b7a83ed3e957fcb47",
+                "sha256:d2c244d01048ba476e7c080bd2c6df5e141d211de80223460d5b3b8a2a58433d"
             ],
             "markers": "python_version >= '3.6'",
-            "version": "==1.1.0"
+            "version": "==1.4.0"
         },
         "astunparse": {
             "hashes": [
@@ -41,27 +41,113 @@
         },
         "cachetools": {
             "hashes": [
-                "sha256:6a94c6402995a99c3970cc7e4884bb60b4a8639938157eeed436098bf9831757",
-                "sha256:f9f17d2aec496a9aa6b76f53e3b614c965223c061982d434d160f930c698a9db"
+                "sha256:13dfddc7b8df938c21a940dfa6557ce6e94a2f1cdfa58eb90c805721d58f2c14",
+                "sha256:429e1a1e845c008ea6c85aa35d4b98b65d6a9763eeef3e37e92728a12d1de9d4"
             ],
             "markers": "python_version ~= '3.7'",
-            "version": "==5.2.0"
+            "version": "==5.3.0"
         },
         "certifi": {
             "hashes": [
-                "sha256:84c85a9078b11105f04f3036a9482ae10e4621616db313fe045dd24743a0820d",
-                "sha256:fe86415d55e84719d75f8b69414f6438ac3547d2078ab91b67e779ef69378412"
+                "sha256:35824b4c3a97115964b408844d64aa14db1cc518f6562e8d7261699d1350a9e3",
+                "sha256:4ad3232f5e926d6718ec31cfc1fcadfde020920e278684144551c91769c7bc18"
             ],
             "markers": "python_version >= '3.6'",
-            "version": "==2022.6.15"
+            "version": "==2022.12.7"
         },
         "charset-normalizer": {
             "hashes": [
-                "sha256:2857e29ff0d34db842cd7ca3230549d1a697f96ee6d3fb071cfa6c7393832597",
-                "sha256:6881edbebdb17b39b4eaaa821b438bf6eddffb4468cf344f09f89def34a8b1df"
+                "sha256:00d3ffdaafe92a5dc603cb9bd5111aaa36dfa187c8285c543be562e61b755f6b",
+                "sha256:024e606be3ed92216e2b6952ed859d86b4cfa52cd5bc5f050e7dc28f9b43ec42",
+                "sha256:0298eafff88c99982a4cf66ba2efa1128e4ddaca0b05eec4c456bbc7db691d8d",
+                "sha256:02a51034802cbf38db3f89c66fb5d2ec57e6fe7ef2f4a44d070a593c3688667b",
+                "sha256:083c8d17153ecb403e5e1eb76a7ef4babfc2c48d58899c98fcaa04833e7a2f9a",
+                "sha256:0a11e971ed097d24c534c037d298ad32c6ce81a45736d31e0ff0ad37ab437d59",
+                "sha256:0bf2dae5291758b6f84cf923bfaa285632816007db0330002fa1de38bfcb7154",
+                "sha256:0c0a590235ccd933d9892c627dec5bc7511ce6ad6c1011fdf5b11363022746c1",
+                "sha256:0f438ae3532723fb6ead77e7c604be7c8374094ef4ee2c5e03a3a17f1fca256c",
+                "sha256:109487860ef6a328f3eec66f2bf78b0b72400280d8f8ea05f69c51644ba6521a",
+                "sha256:11b53acf2411c3b09e6af37e4b9005cba376c872503c8f28218c7243582df45d",
+                "sha256:12db3b2c533c23ab812c2b25934f60383361f8a376ae272665f8e48b88e8e1c6",
+                "sha256:14e76c0f23218b8f46c4d87018ca2e441535aed3632ca134b10239dfb6dadd6b",
+                "sha256:16a8663d6e281208d78806dbe14ee9903715361cf81f6d4309944e4d1e59ac5b",
+                "sha256:292d5e8ba896bbfd6334b096e34bffb56161c81408d6d036a7dfa6929cff8783",
+                "sha256:2c03cc56021a4bd59be889c2b9257dae13bf55041a3372d3295416f86b295fb5",
+                "sha256:2e396d70bc4ef5325b72b593a72c8979999aa52fb8bcf03f701c1b03e1166918",
+                "sha256:2edb64ee7bf1ed524a1da60cdcd2e1f6e2b4f66ef7c077680739f1641f62f555",
+                "sha256:31a9ddf4718d10ae04d9b18801bd776693487cbb57d74cc3458a7673f6f34639",
+                "sha256:356541bf4381fa35856dafa6a965916e54bed415ad8a24ee6de6e37deccf2786",
+                "sha256:358a7c4cb8ba9b46c453b1dd8d9e431452d5249072e4f56cfda3149f6ab1405e",
+                "sha256:37f8febc8ec50c14f3ec9637505f28e58d4f66752207ea177c1d67df25da5aed",
+                "sha256:39049da0ffb96c8cbb65cbf5c5f3ca3168990adf3551bd1dee10c48fce8ae820",
+                "sha256:39cf9ed17fe3b1bc81f33c9ceb6ce67683ee7526e65fde1447c772afc54a1bb8",
+                "sha256:3ae1de54a77dc0d6d5fcf623290af4266412a7c4be0b1ff7444394f03f5c54e3",
+                "sha256:3b590df687e3c5ee0deef9fc8c547d81986d9a1b56073d82de008744452d6541",
+                "sha256:3e45867f1f2ab0711d60c6c71746ac53537f1684baa699f4f668d4c6f6ce8e14",
+                "sha256:3fc1c4a2ffd64890aebdb3f97e1278b0cc72579a08ca4de8cd2c04799a3a22be",
+                "sha256:4457ea6774b5611f4bed5eaa5df55f70abde42364d498c5134b7ef4c6958e20e",
+                "sha256:44ba614de5361b3e5278e1241fda3dc1838deed864b50a10d7ce92983797fa76",
+                "sha256:4a8fcf28c05c1f6d7e177a9a46a1c52798bfe2ad80681d275b10dcf317deaf0b",
+                "sha256:4b0d02d7102dd0f997580b51edc4cebcf2ab6397a7edf89f1c73b586c614272c",
+                "sha256:502218f52498a36d6bf5ea77081844017bf7982cdbe521ad85e64cabee1b608b",
+                "sha256:503e65837c71b875ecdd733877d852adbc465bd82c768a067badd953bf1bc5a3",
+                "sha256:5995f0164fa7df59db4746112fec3f49c461dd6b31b841873443bdb077c13cfc",
+                "sha256:59e5686dd847347e55dffcc191a96622f016bc0ad89105e24c14e0d6305acbc6",
+                "sha256:601f36512f9e28f029d9481bdaf8e89e5148ac5d89cffd3b05cd533eeb423b59",
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+                "sha256:70990b9c51340e4044cfc394a81f614f3f90d41397104d226f21e66de668730d",
+                "sha256:71140351489970dfe5e60fc621ada3e0f41104a5eddaca47a7acb3c1b851d6d3",
+                "sha256:72966d1b297c741541ca8cf1223ff262a6febe52481af742036a0b296e35fa5a",
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+                "sha256:772b87914ff1152b92a197ef4ea40efe27a378606c39446ded52c8f80f79702e",
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+                "sha256:7e189e2e1d3ed2f4aebabd2d5b0f931e883676e51c7624826e0a4e5fe8a0bf24",
+                "sha256:7eb33a30d75562222b64f569c642ff3dc6689e09adda43a082208397f016c39a",
+                "sha256:81d6741ab457d14fdedc215516665050f3822d3e56508921cc7239f8c8e66a58",
+                "sha256:8499ca8f4502af841f68135133d8258f7b32a53a1d594aa98cc52013fff55678",
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+                "sha256:87701167f2a5c930b403e9756fab1d31d4d4da52856143b609e30a1ce7160f3c",
+                "sha256:88600c72ef7587fe1708fd242b385b6ed4b8904976d5da0893e31df8b3480cb6",
+                "sha256:8ac7b6a045b814cf0c47f3623d21ebd88b3e8cf216a14790b455ea7ff0135d18",
+                "sha256:8b8af03d2e37866d023ad0ddea594edefc31e827fee64f8de5611a1dbc373174",
+                "sha256:8c7fe7afa480e3e82eed58e0ca89f751cd14d767638e2550c77a92a9e749c317",
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+                "sha256:911d8a40b2bef5b8bbae2e36a0b103f142ac53557ab421dc16ac4aafee6f53dc",
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+                "sha256:95dea361dd73757c6f1c0a1480ac499952c16ac83f7f5f4f84f0658a01b8ef41",
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+                "sha256:9d9153257a3f70d5f69edf2325357251ed20f772b12e593f3b3377b5f78e7ef8",
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+                "sha256:ab5de034a886f616a5668aa5d098af2b5385ed70142090e2a31bcbd0af0fdb3d",
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+                "sha256:c2ac1b08635a8cd4e0cbeaf6f5e922085908d48eb05d44c5ae9eabab148512ca",
+                "sha256:c512accbd6ff0270939b9ac214b84fb5ada5f0409c44298361b2f5e13f9aed9e",
+                "sha256:c75ffc45f25324e68ab238cb4b5c0a38cd1c3d7f1fb1f72b5541de469e2247db",
+                "sha256:c95a03c79bbe30eec3ec2b7f076074f4281526724c8685a42872974ef4d36b72",
+                "sha256:cadaeaba78750d58d3cc6ac4d1fd867da6fc73c88156b7a3212a3cd4819d679d",
+                "sha256:cd6056167405314a4dc3c173943f11249fa0f1b204f8b51ed4bde1a9cd1834dc",
+                "sha256:db72b07027db150f468fbada4d85b3b2729a3db39178abf5c543b784c1254539",
+                "sha256:df2c707231459e8a4028eabcd3cfc827befd635b3ef72eada84ab13b52e1574d",
+                "sha256:e62164b50f84e20601c1ff8eb55620d2ad25fb81b59e3cd776a1902527a788af",
+                "sha256:e696f0dd336161fca9adbb846875d40752e6eba585843c768935ba5c9960722b",
+                "sha256:eaa379fcd227ca235d04152ca6704c7cb55564116f8bc52545ff357628e10602",
+                "sha256:ebea339af930f8ca5d7a699b921106c6e29c617fe9606fa7baa043c1cdae326f",
+                "sha256:f4c39b0e3eac288fedc2b43055cfc2ca7a60362d0e5e87a637beac5d801ef478",
+                "sha256:f5057856d21e7586765171eac8b9fc3f7d44ef39425f85dbcccb13b3ebea806c",
+                "sha256:f6f45710b4459401609ebebdbcfb34515da4fc2aa886f95107f556ac69a9147e",
+                "sha256:f97e83fa6c25693c7a35de154681fcc257c1c41b38beb0304b9c4d2d9e164479",
+                "sha256:f9d0c5c045a3ca9bedfc35dca8526798eb91a07aa7a2c0fee134c6c6f321cbd7",
+                "sha256:ff6f3db31555657f3163b15a6b7c6938d08df7adbfc9dd13d9d19edad678f1e8"
             ],
             "markers": "python_version >= '3.5'",
-            "version": "==2.0.12"
+            "version": "==3.0.1"
         },
         "cycler": {
             "hashes": [
@@ -73,34 +159,34 @@
         },
         "flatbuffers": {
             "hashes": [
-                "sha256:12158ab0272375eab8db2d663ae97370c33f152b27801fa6024e1d6105fd4dd2",
-                "sha256:3751954f0604580d3219ae49a85fafec9d85eec599c0b96226e1bc0b48e57474"
+                "sha256:63bb9a722d5e373701913e226135b28a6f6ac200d5cc7b4d919fa38d73b44610",
+                "sha256:9e9ef47fa92625c4721036e7c4124182668dc6021d9e7c73704edd395648deb9"
             ],
-            "version": "==2.0"
+            "version": "==1.12"
         },
         "fonttools": {
             "hashes": [
-                "sha256:c0fdcfa8ceebd7c1b2021240bd46ef77aa8e7408cf10434be55df52384865f8e",
-                "sha256:f829c579a8678fa939a1d9e9894d01941db869de44390adb49ce67055a06cc2a"
+                "sha256:2bb244009f9bf3fa100fc3ead6aeb99febe5985fa20afbfbaa2f8946c2fbdaf1",
+                "sha256:820466f43c8be8c3009aef8b87e785014133508f0de64ec469e4efb643ae54fb"
             ],
             "markers": "python_version >= '3.7'",
-            "version": "==4.33.3"
+            "version": "==4.38.0"
         },
         "gast": {
             "hashes": [
-                "sha256:211aac1e58c167b25d3504998f2db694454a24bb1fb1225bce99420166f21d6a",
-                "sha256:cfbea25820e653af9c7d1807f659ce0a0a9c64f2439421a7bba4f0983f532dea"
+                "sha256:40feb7b8b8434785585ab224d1568b857edb18297e5a3047f1ba012bc83b42c1",
+                "sha256:b7adcdd5adbebf1adf17378da5ba3f543684dbec47b1cda1f3997e573cd542c4"
             ],
             "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3'",
-            "version": "==0.5.3"
+            "version": "==0.4.0"
         },
         "google-auth": {
             "hashes": [
-                "sha256:819b70140d05501739e1387291d39f0de3b4dff3b00ae4aff8e7a05369957f89",
-                "sha256:9b1da39ab8731c3061f36fefde9f8bb902dbee9eb28e3a67e8cfa7dc1be76227"
+                "sha256:07e14f34ec288e3f33e00e2e3cc40c8942aa5d4ceac06256a28cd8e786591420",
+                "sha256:2fef3cf94876d1a0e204afece58bb4d83fb57228aaa366c64045039fda6770a2"
             ],
             "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3, 3.4, 3.5'",
-            "version": "==2.8.0"
+            "version": "==2.16.2"
         },
         "google-auth-oauthlib": {
             "hashes": [
@@ -120,103 +206,108 @@
         },
         "grpcio": {
             "hashes": [
-                "sha256:0425b5577be202d0a4024536bbccb1b052c47e0766096e6c3a5789ddfd5f400d",
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@@ -590,11 +819,11 @@
         },
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@@ -606,19 +835,19 @@
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@@ -630,10 +859,10 @@
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@@ -650,57 +879,46 @@
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@@ -712,113 +930,124 @@
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@@ -832,11 +1061,11 @@
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@@ -848,61 +1077,61 @@
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@@ -914,19 +1143,19 @@
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@@ -946,11 +1175,11 @@
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@@ -960,14 +1189,6 @@
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@@ -978,11 +1199,11 @@
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@@ -1002,81 +1223,92 @@
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-                "sha256:ef3f72c9666bba2bab70d2a8b79f2c6d2c1a42a7f7e2b0ec83bb2f9e383950af"
+                "sha256:02fce1852f755f44f95af51f69d22e45080102e9d00258053b79367d07af39c0",
+                "sha256:077ff0d1f9d9e4ce6476c1a924a3332452c1406e59d90a2cf24aeb29eeac9420",
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+                "sha256:38adf7198f8f154502883242f9fe7333ab05a5b02de7d83aa2d88ea621f13364",
+                "sha256:3a8564f283394634a7a7054b7983e47dbf39c07712d7b177b37e03f2467a024e",
+                "sha256:3abbe948c3cbde2689370a262a8d04e32ec2dd4f27103669a45c6929bcdbfe7c",
+                "sha256:3bbe623731d03b186b3d6b0d6f51865bf598587c38d6f7b0be2e27414f7f214e",
+                "sha256:40737a081d7497efea35ab9304b829b857f21558acfc7b3272f908d33b0d9d4c",
+                "sha256:41d07d029dd4157ae27beab04d22b8e261eddfc6ecd64ff7000b10dc8b3a5727",
+                "sha256:46ed616d5fb42f98630ed70c3529541408166c22cdfd4540b88d5f21006b0eff",
+                "sha256:493d389a2b63c88ad56cdc35d0fa5752daac56ca755805b1b0c530f785767d5e",
+                "sha256:4ff0d20f2e670800d3ed2b220d40984162089a6e2c9646fdb09b85e6f9a8fc29",
+                "sha256:54accd4b8bc202966bafafd16e69da9d5640ff92389d33d28555c5fd4f25ccb7",
+                "sha256:56374914b132c702aa9aa9959c550004b8847148f95e1b824772d453ac204a72",
+                "sha256:578383d740457fa790fdf85e6d346fda1416a40549fe8db08e5e9bd281c6a475",
+                "sha256:58d7a75d731e8c63614222bcb21dd992b4ab01a399f1f09dd82af17bbfc2368a",
+                "sha256:5c5aa28df055697d7c37d2099a7bc09f559d5053c3349b1ad0c39000e611d317",
+                "sha256:5fc8e02f5984a55d2c653f5fea93531e9836abbd84342c1d1e17abc4a15084c2",
+                "sha256:63424c681923b9f3bfbc5e3205aafe790904053d42ddcc08542181a30a7a51bd",
+                "sha256:64b1df0f83706b4ef4cfb4fb0e4c2669100fd7ecacfb59e091fad300d4e04640",
+                "sha256:74934ebd71950e3db69960a7da29204f89624dde411afbfb3b4858c1409b1e98",
+                "sha256:75669d77bb2c071333417617a235324a1618dba66f82a750362eccbe5b61d248",
+                "sha256:75760a47c06b5974aa5e01949bf7e66d2af4d08cb8c1d6516af5e39595397f5e",
+                "sha256:76407ab327158c510f44ded207e2f76b657303e17cb7a572ffe2f5a8a48aa04d",
+                "sha256:76e9c727a874b4856d11a32fb0b389afc61ce8aaf281ada613713ddeadd1cfec",
+                "sha256:77d4c1b881076c3ba173484dfa53d3582c1c8ff1f914c6461ab70c8428b796c1",
+                "sha256:780c82a41dc493b62fc5884fb1d3a3b81106642c5c5c78d6a0d4cbe96d62ba7e",
+                "sha256:7dc0713bf81287a00516ef43137273b23ee414fe41a3c14be10dd95ed98a2df9",
+                "sha256:7eebcdbe3677e58dd4c0e03b4f2cfa346ed4049687d839adad68cc38bb559c92",
+                "sha256:896689fddba4f23ef7c718279e42f8834041a21342d95e56922e1c10c0cc7afb",
+                "sha256:96177eb5645b1c6985f5c11d03fc2dbda9ad24ec0f3a46dcce91445747e15094",
+                "sha256:96e25c8603a155559231c19c0349245eeb4ac0096fe3c1d0be5c47e075bd4f46",
+                "sha256:9d37ac69edc5614b90516807de32d08cb8e7b12260a285ee330955604ed9dd29",
+                "sha256:9ed6aa0726b9b60911f4aed8ec5b8dd7bf3491476015819f56473ffaef8959bd",
+                "sha256:a487f72a25904e2b4bbc0817ce7a8de94363bd7e79890510174da9d901c38705",
+                "sha256:a4cbb9ff5795cd66f0066bdf5947f170f5d63a9274f99bdbca02fd973adcf2a8",
+                "sha256:a74d56552ddbde46c246b5b89199cb3fd182f9c346c784e1a93e4dc3f5ec9975",
+                "sha256:a89ce3fd220ff144bd9d54da333ec0de0399b52c9ac3d2ce34b569cf1a5748fb",
+                "sha256:abd52a09d03adf9c763d706df707c343293d5d106aea53483e0ec8d9e310ad5e",
+                "sha256:abd8f36c99512755b8456047b7be10372fca271bf1467a1caa88db991e7c421b",
+                "sha256:af5bd9ccb188f6a5fdda9f1f09d9f4c86cc8a539bd48a0bfdc97723970348418",
+                "sha256:b02f21c1e2074943312d03d243ac4388319f2456576b2c6023041c4d57cd7019",
+                "sha256:b06fa97478a5f478fb05e1980980a7cdf2712015493b44d0c87606c1513ed5b1",
+                "sha256:b0724f05c396b0a4c36a3226c31648385deb6a65d8992644c12a4963c70326ba",
+                "sha256:b130fe77361d6771ecf5a219d8e0817d61b236b7d8b37cc045172e574ed219e6",
+                "sha256:b56d5519e470d3f2fe4aa7585f0632b060d532d0696c5bdfb5e8319e1d0f69a2",
+                "sha256:b67b819628e3b748fd3c2192c15fb951f549d0f47c0449af0764d7647302fda3",
+                "sha256:ba1711cda2d30634a7e452fc79eabcadaffedf241ff206db2ee93dd2c89a60e7",
+                "sha256:bbeccb1aa40ab88cd29e6c7d8585582c99548f55f9b2581dfc5ba68c59a85752",
+                "sha256:bd84395aab8e4d36263cd1b9308cd504f6cf713b7d6d3ce25ea55670baec5416",
+                "sha256:c99f4309f5145b93eca6e35ac1a988f0dc0a7ccf9ccdcd78d3c0adf57224e62f",
+                "sha256:ca1cccf838cd28d5a0883b342474c630ac48cac5df0ee6eacc9c7290f76b11c1",
+                "sha256:cd525e0e52a5ff16653a3fc9e3dd827981917d34996600bbc34c05d048ca35cc",
+                "sha256:cdb4f085756c96a3af04e6eca7f08b1345e94b53af8921b25c72f096e704e145",
+                "sha256:ce42618f67741d4697684e501ef02f29e758a123aa2d669e2d964ff734ee00ee",
+                "sha256:d06730c6aed78cee4126234cf2d071e01b44b915e725a6cb439a879ec9754a3a",
+                "sha256:d5fe3e099cf07d0fb5a1e23d399e5d4d1ca3e6dfcbe5c8570ccff3e9208274f7",
+                "sha256:d6bcbfc99f55655c3d93feb7ef3800bd5bbe963a755687cbf1f490a71fb7794b",
+                "sha256:d787272ed958a05b2c86311d3a4135d3c2aeea4fc655705f074130aa57d71653",
+                "sha256:e169e957c33576f47e21864cf3fc9ff47c223a4ebca8960079b8bd36cb014fd0",
+                "sha256:e20076a211cd6f9b44a6be58f7eeafa7ab5720eb796975d0c03f05b47d89eb90",
+                "sha256:e826aadda3cae59295b95343db8f3d965fb31059da7de01ee8d1c40a60398b29",
+                "sha256:eef4d64c650f33347c1f9266fa5ae001440b232ad9b98f1f43dfe7a79435c0a6",
+                "sha256:f2e69b3ed24544b0d3dbe2c5c0ba5153ce50dcebb576fdc4696d52aa22db6034",
+                "sha256:f87ec75864c37c4c6cb908d282e1969e79763e0d9becdfe9fe5473b7bb1e5f09",
+                "sha256:fbec11614dba0424ca72f4e8ba3c420dba07b4a7c206c8c8e4e73f2e98f4c559",
+                "sha256:fd69666217b62fa5d7c6aa88e507493a34dec4fa20c5bd925e4bc12fce586639"
             ],
             "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3, 3.4'",
-            "version": "==1.14.1"
+            "version": "==1.15.0"
         }
     }
 }

From 926e20c2663c8209914f2154ce3d682c0161ec5e Mon Sep 17 00:00:00 2001
From: Emmanuel Byrd <25442086+EByrdS@users.noreply.github.com>
Date: Fri, 3 Mar 2023 11:33:42 +0000
Subject: [PATCH 03/20] Solves food hovering bug: max height divisible by 40

---
 cli/qlearning_snake.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/cli/qlearning_snake.py b/cli/qlearning_snake.py
index 64fb78a..3b25d3d 100644
--- a/cli/qlearning_snake.py
+++ b/cli/qlearning_snake.py
@@ -51,7 +51,7 @@ def buil_arg_parser():
         help="Maximum board width"
     )
     parser.add_argument(
-        "--max-height", metavar="300", type=int, default=300,
+        "--max-height", metavar="320", type=int, default=320,
         help="Maximum board height"
     )
     return parser

From 3aeb2366c80db4fa7c0d2a19b3c23fdd4b1c15a0 Mon Sep 17 00:00:00 2001
From: Emmanuel Byrd <25442086+EByrdS@users.noreply.github.com>
Date: Fri, 3 Mar 2023 11:34:26 +0000
Subject: [PATCH 04/20] Converts train_step into tf.function

---
 src/reinforcement_learning/q_learning/model.py | 9 ++++-----
 1 file changed, 4 insertions(+), 5 deletions(-)

diff --git a/src/reinforcement_learning/q_learning/model.py b/src/reinforcement_learning/q_learning/model.py
index 16437e4..3b0e387 100644
--- a/src/reinforcement_learning/q_learning/model.py
+++ b/src/reinforcement_learning/q_learning/model.py
@@ -30,18 +30,17 @@ def __init__(self, model, learning_rate=1e-4, gamma=0.9):
         self.loss_object = keras.losses.MeanSquaredError()
 
 
+    @tf.function
     def train_step(self, states, actions, rewards, next_states, dones):
         """
         Updates the model's parameters by calculating their derivatives
         with respect to the loss function
         """
-        future_rewards = self.model.predict(next_states)
+        future_rewards = tf.reduce_max(self.model(next_states), axis=1)
         # Q value = reward + discount factor * expected future reward
-        updated_q_values = rewards + self.gamma * tf.reduce_max(
-            future_rewards, axis=1
-        )
+        updated_q_values = rewards + tf.math.multiply(self.gamma, future_rewards)
 
-        updated_q_values = updated_q_values * (1 - dones)
+        updated_q_values = tf.math.multiply(updated_q_values, (1 - dones))
 
         masks = actions
 

From 6a31f009b229b5ae27c19fbca863122092ecb74e Mon Sep 17 00:00:00 2001
From: Emmanuel Byrd <25442086+EByrdS@users.noreply.github.com>
Date: Fri, 3 Mar 2023 11:34:55 +0000
Subject: [PATCH 05/20] GradientTape automatically watches trainable_variables

---
 src/reinforcement_learning/q_learning/model.py | 1 -
 1 file changed, 1 deletion(-)

diff --git a/src/reinforcement_learning/q_learning/model.py b/src/reinforcement_learning/q_learning/model.py
index 3b0e387..37f1a07 100644
--- a/src/reinforcement_learning/q_learning/model.py
+++ b/src/reinforcement_learning/q_learning/model.py
@@ -45,7 +45,6 @@ def train_step(self, states, actions, rewards, next_states, dones):
         masks = actions
 
         with tf.GradientTape() as tape:
-            tape.watch(self.model.trainable_variables)
             # train the model on the states and updated Q-values
             q_values = self.model(states)  # similar to action_probs
 

From 1d50ffadb552ffce45bda4f589ec2ee8b2fd2240 Mon Sep 17 00:00:00 2001
From: Emmanuel Byrd <25442086+EByrdS@users.noreply.github.com>
Date: Fri, 3 Mar 2023 18:21:48 +0000
Subject: [PATCH 06/20] Removes global Pipfile

---
 Pipfile      |   20 -
 Pipfile.lock | 1314 --------------------------------------------------
 2 files changed, 1334 deletions(-)
 delete mode 100644 Pipfile
 delete mode 100644 Pipfile.lock

diff --git a/Pipfile b/Pipfile
deleted file mode 100644
index 0b74143..0000000
--- a/Pipfile
+++ /dev/null
@@ -1,20 +0,0 @@
-[[source]]
-url = "https://pypi.org/simple"
-verify_ssl = true
-name = "pypi"
-
-[packages]
-tensorflow = {version = "~=2.8.1", markers = "platform_machine != 'arm64'"}
-tensorflow-macos = {version = "~=2.9.0", platform_machine = "=='arm64'"}
-tensorflow-metal = {version = "~=0.5.0", platform_machine = "=='arm64'"}
-matplotlib = "~=3.5.1"
-autopep8 = "~=1.6.0"
-pygame = "~=2.1.2"
-
-[requires]
-python_version = "3.9"
-
-[dev-packages]
-pylint = "~=2.12.2"
-pytest = "~=7.0.1"
-autopep8 = "~=1.6.0"
diff --git a/Pipfile.lock b/Pipfile.lock
deleted file mode 100644
index a22812e..0000000
--- a/Pipfile.lock
+++ /dev/null
@@ -1,1314 +0,0 @@
-{
-    "_meta": {
-        "hash": {
-            "sha256": "2b473cd524cfabdf8b34bd61a2a6fa04c04ff05cae57adb3b804f101290595c9"
-        },
-        "pipfile-spec": 6,
-        "requires": {
-            "python_version": "3.9"
-        },
-        "sources": [
-            {
-                "name": "pypi",
-                "url": "https://pypi.org/simple",
-                "verify_ssl": true
-            }
-        ]
-    },
-    "default": {
-        "absl-py": {
-            "hashes": [
-                "sha256:0d3fe606adfa4f7db64792dd4c7aee4ee0c38ab75dfd353b7a83ed3e957fcb47",
-                "sha256:d2c244d01048ba476e7c080bd2c6df5e141d211de80223460d5b3b8a2a58433d"
-            ],
-            "markers": "python_version >= '3.6'",
-            "version": "==1.4.0"
-        },
-        "astunparse": {
-            "hashes": [
-                "sha256:5ad93a8456f0d084c3456d059fd9a92cce667963232cbf763eac3bc5b7940872",
-                "sha256:c2652417f2c8b5bb325c885ae329bdf3f86424075c4fd1a128674bc6fba4b8e8"
-            ],
-            "version": "==1.6.3"
-        },
-        "autopep8": {
-            "hashes": [
-                "sha256:44f0932855039d2c15c4510d6df665e4730f2b8582704fa48f9c55bd3e17d979",
-                "sha256:ed77137193bbac52d029a52c59bec1b0629b5a186c495f1eb21b126ac466083f"
-            ],
-            "index": "pypi",
-            "version": "==1.6.0"
-        },
-        "cachetools": {
-            "hashes": [
-                "sha256:13dfddc7b8df938c21a940dfa6557ce6e94a2f1cdfa58eb90c805721d58f2c14",
-                "sha256:429e1a1e845c008ea6c85aa35d4b98b65d6a9763eeef3e37e92728a12d1de9d4"
-            ],
-            "markers": "python_version ~= '3.7'",
-            "version": "==5.3.0"
-        },
-        "certifi": {
-            "hashes": [
-                "sha256:35824b4c3a97115964b408844d64aa14db1cc518f6562e8d7261699d1350a9e3",
-                "sha256:4ad3232f5e926d6718ec31cfc1fcadfde020920e278684144551c91769c7bc18"
-            ],
-            "markers": "python_version >= '3.6'",
-            "version": "==2022.12.7"
-        },
-        "charset-normalizer": {
-            "hashes": [
-                "sha256:00d3ffdaafe92a5dc603cb9bd5111aaa36dfa187c8285c543be562e61b755f6b",
-                "sha256:024e606be3ed92216e2b6952ed859d86b4cfa52cd5bc5f050e7dc28f9b43ec42",
-                "sha256:0298eafff88c99982a4cf66ba2efa1128e4ddaca0b05eec4c456bbc7db691d8d",
-                "sha256:02a51034802cbf38db3f89c66fb5d2ec57e6fe7ef2f4a44d070a593c3688667b",
-                "sha256:083c8d17153ecb403e5e1eb76a7ef4babfc2c48d58899c98fcaa04833e7a2f9a",
-                "sha256:0a11e971ed097d24c534c037d298ad32c6ce81a45736d31e0ff0ad37ab437d59",
-                "sha256:0bf2dae5291758b6f84cf923bfaa285632816007db0330002fa1de38bfcb7154",
-                "sha256:0c0a590235ccd933d9892c627dec5bc7511ce6ad6c1011fdf5b11363022746c1",
-                "sha256:0f438ae3532723fb6ead77e7c604be7c8374094ef4ee2c5e03a3a17f1fca256c",
-                "sha256:109487860ef6a328f3eec66f2bf78b0b72400280d8f8ea05f69c51644ba6521a",
-                "sha256:11b53acf2411c3b09e6af37e4b9005cba376c872503c8f28218c7243582df45d",
-                "sha256:12db3b2c533c23ab812c2b25934f60383361f8a376ae272665f8e48b88e8e1c6",
-                "sha256:14e76c0f23218b8f46c4d87018ca2e441535aed3632ca134b10239dfb6dadd6b",
-                "sha256:16a8663d6e281208d78806dbe14ee9903715361cf81f6d4309944e4d1e59ac5b",
-                "sha256:292d5e8ba896bbfd6334b096e34bffb56161c81408d6d036a7dfa6929cff8783",
-                "sha256:2c03cc56021a4bd59be889c2b9257dae13bf55041a3372d3295416f86b295fb5",
-                "sha256:2e396d70bc4ef5325b72b593a72c8979999aa52fb8bcf03f701c1b03e1166918",
-                "sha256:2edb64ee7bf1ed524a1da60cdcd2e1f6e2b4f66ef7c077680739f1641f62f555",
-                "sha256:31a9ddf4718d10ae04d9b18801bd776693487cbb57d74cc3458a7673f6f34639",
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-                "sha256:2fbfbca668dd15b744418265a9607baa970c347eefd0db6a518aaf0cfbd153c0",
-                "sha256:38adf7198f8f154502883242f9fe7333ab05a5b02de7d83aa2d88ea621f13364",
-                "sha256:3a8564f283394634a7a7054b7983e47dbf39c07712d7b177b37e03f2467a024e",
-                "sha256:3abbe948c3cbde2689370a262a8d04e32ec2dd4f27103669a45c6929bcdbfe7c",
-                "sha256:3bbe623731d03b186b3d6b0d6f51865bf598587c38d6f7b0be2e27414f7f214e",
-                "sha256:40737a081d7497efea35ab9304b829b857f21558acfc7b3272f908d33b0d9d4c",
-                "sha256:41d07d029dd4157ae27beab04d22b8e261eddfc6ecd64ff7000b10dc8b3a5727",
-                "sha256:46ed616d5fb42f98630ed70c3529541408166c22cdfd4540b88d5f21006b0eff",
-                "sha256:493d389a2b63c88ad56cdc35d0fa5752daac56ca755805b1b0c530f785767d5e",
-                "sha256:4ff0d20f2e670800d3ed2b220d40984162089a6e2c9646fdb09b85e6f9a8fc29",
-                "sha256:54accd4b8bc202966bafafd16e69da9d5640ff92389d33d28555c5fd4f25ccb7",
-                "sha256:56374914b132c702aa9aa9959c550004b8847148f95e1b824772d453ac204a72",
-                "sha256:578383d740457fa790fdf85e6d346fda1416a40549fe8db08e5e9bd281c6a475",
-                "sha256:58d7a75d731e8c63614222bcb21dd992b4ab01a399f1f09dd82af17bbfc2368a",
-                "sha256:5c5aa28df055697d7c37d2099a7bc09f559d5053c3349b1ad0c39000e611d317",
-                "sha256:5fc8e02f5984a55d2c653f5fea93531e9836abbd84342c1d1e17abc4a15084c2",
-                "sha256:63424c681923b9f3bfbc5e3205aafe790904053d42ddcc08542181a30a7a51bd",
-                "sha256:64b1df0f83706b4ef4cfb4fb0e4c2669100fd7ecacfb59e091fad300d4e04640",
-                "sha256:74934ebd71950e3db69960a7da29204f89624dde411afbfb3b4858c1409b1e98",
-                "sha256:75669d77bb2c071333417617a235324a1618dba66f82a750362eccbe5b61d248",
-                "sha256:75760a47c06b5974aa5e01949bf7e66d2af4d08cb8c1d6516af5e39595397f5e",
-                "sha256:76407ab327158c510f44ded207e2f76b657303e17cb7a572ffe2f5a8a48aa04d",
-                "sha256:76e9c727a874b4856d11a32fb0b389afc61ce8aaf281ada613713ddeadd1cfec",
-                "sha256:77d4c1b881076c3ba173484dfa53d3582c1c8ff1f914c6461ab70c8428b796c1",
-                "sha256:780c82a41dc493b62fc5884fb1d3a3b81106642c5c5c78d6a0d4cbe96d62ba7e",
-                "sha256:7dc0713bf81287a00516ef43137273b23ee414fe41a3c14be10dd95ed98a2df9",
-                "sha256:7eebcdbe3677e58dd4c0e03b4f2cfa346ed4049687d839adad68cc38bb559c92",
-                "sha256:896689fddba4f23ef7c718279e42f8834041a21342d95e56922e1c10c0cc7afb",
-                "sha256:96177eb5645b1c6985f5c11d03fc2dbda9ad24ec0f3a46dcce91445747e15094",
-                "sha256:96e25c8603a155559231c19c0349245eeb4ac0096fe3c1d0be5c47e075bd4f46",
-                "sha256:9d37ac69edc5614b90516807de32d08cb8e7b12260a285ee330955604ed9dd29",
-                "sha256:9ed6aa0726b9b60911f4aed8ec5b8dd7bf3491476015819f56473ffaef8959bd",
-                "sha256:a487f72a25904e2b4bbc0817ce7a8de94363bd7e79890510174da9d901c38705",
-                "sha256:a4cbb9ff5795cd66f0066bdf5947f170f5d63a9274f99bdbca02fd973adcf2a8",
-                "sha256:a74d56552ddbde46c246b5b89199cb3fd182f9c346c784e1a93e4dc3f5ec9975",
-                "sha256:a89ce3fd220ff144bd9d54da333ec0de0399b52c9ac3d2ce34b569cf1a5748fb",
-                "sha256:abd52a09d03adf9c763d706df707c343293d5d106aea53483e0ec8d9e310ad5e",
-                "sha256:abd8f36c99512755b8456047b7be10372fca271bf1467a1caa88db991e7c421b",
-                "sha256:af5bd9ccb188f6a5fdda9f1f09d9f4c86cc8a539bd48a0bfdc97723970348418",
-                "sha256:b02f21c1e2074943312d03d243ac4388319f2456576b2c6023041c4d57cd7019",
-                "sha256:b06fa97478a5f478fb05e1980980a7cdf2712015493b44d0c87606c1513ed5b1",
-                "sha256:b0724f05c396b0a4c36a3226c31648385deb6a65d8992644c12a4963c70326ba",
-                "sha256:b130fe77361d6771ecf5a219d8e0817d61b236b7d8b37cc045172e574ed219e6",
-                "sha256:b56d5519e470d3f2fe4aa7585f0632b060d532d0696c5bdfb5e8319e1d0f69a2",
-                "sha256:b67b819628e3b748fd3c2192c15fb951f549d0f47c0449af0764d7647302fda3",
-                "sha256:ba1711cda2d30634a7e452fc79eabcadaffedf241ff206db2ee93dd2c89a60e7",
-                "sha256:bbeccb1aa40ab88cd29e6c7d8585582c99548f55f9b2581dfc5ba68c59a85752",
-                "sha256:bd84395aab8e4d36263cd1b9308cd504f6cf713b7d6d3ce25ea55670baec5416",
-                "sha256:c99f4309f5145b93eca6e35ac1a988f0dc0a7ccf9ccdcd78d3c0adf57224e62f",
-                "sha256:ca1cccf838cd28d5a0883b342474c630ac48cac5df0ee6eacc9c7290f76b11c1",
-                "sha256:cd525e0e52a5ff16653a3fc9e3dd827981917d34996600bbc34c05d048ca35cc",
-                "sha256:cdb4f085756c96a3af04e6eca7f08b1345e94b53af8921b25c72f096e704e145",
-                "sha256:ce42618f67741d4697684e501ef02f29e758a123aa2d669e2d964ff734ee00ee",
-                "sha256:d06730c6aed78cee4126234cf2d071e01b44b915e725a6cb439a879ec9754a3a",
-                "sha256:d5fe3e099cf07d0fb5a1e23d399e5d4d1ca3e6dfcbe5c8570ccff3e9208274f7",
-                "sha256:d6bcbfc99f55655c3d93feb7ef3800bd5bbe963a755687cbf1f490a71fb7794b",
-                "sha256:d787272ed958a05b2c86311d3a4135d3c2aeea4fc655705f074130aa57d71653",
-                "sha256:e169e957c33576f47e21864cf3fc9ff47c223a4ebca8960079b8bd36cb014fd0",
-                "sha256:e20076a211cd6f9b44a6be58f7eeafa7ab5720eb796975d0c03f05b47d89eb90",
-                "sha256:e826aadda3cae59295b95343db8f3d965fb31059da7de01ee8d1c40a60398b29",
-                "sha256:eef4d64c650f33347c1f9266fa5ae001440b232ad9b98f1f43dfe7a79435c0a6",
-                "sha256:f2e69b3ed24544b0d3dbe2c5c0ba5153ce50dcebb576fdc4696d52aa22db6034",
-                "sha256:f87ec75864c37c4c6cb908d282e1969e79763e0d9becdfe9fe5473b7bb1e5f09",
-                "sha256:fbec11614dba0424ca72f4e8ba3c420dba07b4a7c206c8c8e4e73f2e98f4c559",
-                "sha256:fd69666217b62fa5d7c6aa88e507493a34dec4fa20c5bd925e4bc12fce586639"
-            ],
-            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3, 3.4'",
-            "version": "==1.15.0"
-        }
-    }
-}

From 1b2b8db8c560c84e7d953cc072cec88d0eff66d5 Mon Sep 17 00:00:00 2001
From: Emmanuel Byrd <25442086+EByrdS@users.noreply.github.com>
Date: Fri, 3 Mar 2023 18:22:04 +0000
Subject: [PATCH 07/20] Ignoes Pipfile and Pipfile.lock

---
 .gitignore | 6 +++++-
 1 file changed, 5 insertions(+), 1 deletion(-)

diff --git a/.gitignore b/.gitignore
index c7725be..3462a65 100644
--- a/.gitignore
+++ b/.gitignore
@@ -128,4 +128,8 @@ dmypy.json
 # Pyre type checker
 .pyre/
 
-*.DS_Store
\ No newline at end of file
+*.DS_Store
+
+# Ignore until pip has multi-platform support
+./Pipfile
+./Pipfile.lock

From 18c0ec6a6af0c0ea3278052f2d4f1a77cd553233 Mon Sep 17 00:00:00 2001
From: Emmanuel Byrd <25442086+EByrdS@users.noreply.github.com>
Date: Fri, 3 Mar 2023 18:24:31 +0000
Subject: [PATCH 08/20] Makefile handles different platforms for Pipfile and
 Pipfile.lock

---
 Makefile  | 23 +++++++++++++++++++++--
 README.md |  3 +++
 2 files changed, 24 insertions(+), 2 deletions(-)

diff --git a/Makefile b/Makefile
index 748af9b..77c99a6 100644
--- a/Makefile
+++ b/Makefile
@@ -12,6 +12,14 @@ PY_FILES := src/ cli/
 
 init: activate packages install test
 
+platform_specific:
+	@echo "Checking platform"
+	PLATFORM=$$(pipenv --support | grep platform_machine | sed -n "s/.*_machine': '\(.*\)'.*/\1/p"); \
+	echo "Platform is $$PLATFORM"
+
+devvv: platform_specific
+	echo "My platform s $$PLATFORM"
+
 activate:
 	pipenv shell
 
@@ -30,10 +38,21 @@ lintfix-hard:
 pipfile: install
 
 install:
-	pipenv install --dev
+	@PLATFORM=$$(pipenv --support | grep platform_machine | sed -n "s/.*_machine': '\(.*\)'.*/\1/p"); \
+	cp platforms/$$PLATFORM/Pipfile Pipfile; \
+	cp platforms/$$PLATFORM/Pipfile.lock Pipfile.lock; \
+	echo "Installing for platform $$PLATFORM"; \
+	pipenv install --dev;
+
+mmm:
+	cp Pipfile platforms/arm64/Pipfile; \
 
 lock:
-	pipenv lock
+	@PLATFORM=$$(pipenv --support | grep platform_machine | sed -n "s/.*_machine': '\(.*\)'.*/\1/p"); \
+	pipenv lock; \
+	cp Pipfile platforms/$$PLATFORM/Pipfile; \
+	cp Pipfile.lock platforms/$$PLATFORM/Pipfile.lock; \
+	echo "Locking for platform $$PLATFORM";
 
 clean:
 	pipenv clean
diff --git a/README.md b/README.md
index 51fe00e..dcceaac 100644
--- a/README.md
+++ b/README.md
@@ -37,6 +37,9 @@ To add this project's packages to the environment run
 make packages
 ```
 
+Install and lock packages always through `make`, as it will handle different platforms for you.
+If a new platform is not supported, please update the Makefile appropriately, or create a new platform directory if necessary. This should be a temporary fix, as Pipenv creates multi-platform Pipfile.lock [support](https://github.com/pypa/pipenv/issues/5130).
+
 ## Running examples
 Every file in the `cli/` folder is an independent example available through
 CLI commands. Use `python <file>.py --help` to see the available options

From b8a80749e17d954df89322991e5b8c9b24b35fbb Mon Sep 17 00:00:00 2001
From: Emmanuel Byrd <25442086+EByrdS@users.noreply.github.com>
Date: Fri, 3 Mar 2023 18:24:49 +0000
Subject: [PATCH 09/20] Adds arm64 and x86_64 platforms

---
 platforms/arm64/Pipfile       |   19 +
 platforms/arm64/Pipfile.lock  | 1314 +++++++++++++++++++++++++++++++++
 platforms/x86_64/Pipfile      |   18 +
 platforms/x86_64/Pipfile.lock | 1082 +++++++++++++++++++++++++++
 4 files changed, 2433 insertions(+)
 create mode 100644 platforms/arm64/Pipfile
 create mode 100644 platforms/arm64/Pipfile.lock
 create mode 100644 platforms/x86_64/Pipfile
 create mode 100644 platforms/x86_64/Pipfile.lock

diff --git a/platforms/arm64/Pipfile b/platforms/arm64/Pipfile
new file mode 100644
index 0000000..3aea1c0
--- /dev/null
+++ b/platforms/arm64/Pipfile
@@ -0,0 +1,19 @@
+[[source]]
+url = "https://pypi.org/simple"
+verify_ssl = true
+name = "pypi"
+
+[packages]
+tensorflow-macos = "~=2.9.0"
+tensorflow-metal = "~=0.5.0"
+matplotlib = "~=3.5.1"
+autopep8 = "~=1.6.0"
+pygame = "~=2.1.2"
+
+[requires]
+python_version = "3.9"
+
+[dev-packages]
+pylint = "~=2.12.2"
+pytest = "~=7.0.1"
+autopep8 = "~=1.6.0"
diff --git a/platforms/arm64/Pipfile.lock b/platforms/arm64/Pipfile.lock
new file mode 100644
index 0000000..0936ae8
--- /dev/null
+++ b/platforms/arm64/Pipfile.lock
@@ -0,0 +1,1314 @@
+{
+    "_meta": {
+        "hash": {
+            "sha256": "2b473cd524cfabdf8b34bd61a2a6fa04c04ff05cae57adb3b804f101290595c9"
+        },
+        "pipfile-spec": 6,
+        "requires": {
+            "python_version": "3.9"
+        },
+        "sources": [
+            {
+                "name": "pypi",
+                "url": "https://pypi.org/simple",
+                "verify_ssl": true
+            }
+        ]
+    },
+    "default": {
+        "absl-py": {
+            "hashes": [
+                "sha256:0d3fe606adfa4f7db64792dd4c7aee4ee0c38ab75dfd353b7a83ed3e957fcb47",
+                "sha256:d2c244d01048ba476e7c080bd2c6df5e141d211de80223460d5b3b8a2a58433d"
+            ],
+            "markers": "python_version >= '3.6'",
+            "version": "==1.4.0"
+        },
+        "astunparse": {
+            "hashes": [
+                "sha256:5ad93a8456f0d084c3456d059fd9a92cce667963232cbf763eac3bc5b7940872",
+                "sha256:c2652417f2c8b5bb325c885ae329bdf3f86424075c4fd1a128674bc6fba4b8e8"
+            ],
+            "version": "==1.6.3"
+        },
+        "autopep8": {
+            "hashes": [
+                "sha256:44f0932855039d2c15c4510d6df665e4730f2b8582704fa48f9c55bd3e17d979",
+                "sha256:ed77137193bbac52d029a52c59bec1b0629b5a186c495f1eb21b126ac466083f"
+            ],
+            "index": "pypi",
+            "version": "==1.6.0"
+        },
+        "cachetools": {
+            "hashes": [
+                "sha256:13dfddc7b8df938c21a940dfa6557ce6e94a2f1cdfa58eb90c805721d58f2c14",
+                "sha256:429e1a1e845c008ea6c85aa35d4b98b65d6a9763eeef3e37e92728a12d1de9d4"
+            ],
+            "markers": "python_version ~= '3.7'",
+            "version": "==5.3.0"
+        },
+        "certifi": {
+            "hashes": [
+                "sha256:35824b4c3a97115964b408844d64aa14db1cc518f6562e8d7261699d1350a9e3",
+                "sha256:4ad3232f5e926d6718ec31cfc1fcadfde020920e278684144551c91769c7bc18"
+            ],
+            "markers": "python_version >= '3.6'",
+            "version": "==2022.12.7"
+        },
+        "charset-normalizer": {
+            "hashes": [
+                "sha256:00d3ffdaafe92a5dc603cb9bd5111aaa36dfa187c8285c543be562e61b755f6b",
+                "sha256:024e606be3ed92216e2b6952ed859d86b4cfa52cd5bc5f050e7dc28f9b43ec42",
+                "sha256:0298eafff88c99982a4cf66ba2efa1128e4ddaca0b05eec4c456bbc7db691d8d",
+                "sha256:02a51034802cbf38db3f89c66fb5d2ec57e6fe7ef2f4a44d070a593c3688667b",
+                "sha256:083c8d17153ecb403e5e1eb76a7ef4babfc2c48d58899c98fcaa04833e7a2f9a",
+                "sha256:0a11e971ed097d24c534c037d298ad32c6ce81a45736d31e0ff0ad37ab437d59",
+                "sha256:0bf2dae5291758b6f84cf923bfaa285632816007db0330002fa1de38bfcb7154",
+                "sha256:0c0a590235ccd933d9892c627dec5bc7511ce6ad6c1011fdf5b11363022746c1",
+                "sha256:0f438ae3532723fb6ead77e7c604be7c8374094ef4ee2c5e03a3a17f1fca256c",
+                "sha256:109487860ef6a328f3eec66f2bf78b0b72400280d8f8ea05f69c51644ba6521a",
+                "sha256:11b53acf2411c3b09e6af37e4b9005cba376c872503c8f28218c7243582df45d",
+                "sha256:12db3b2c533c23ab812c2b25934f60383361f8a376ae272665f8e48b88e8e1c6",
+                "sha256:14e76c0f23218b8f46c4d87018ca2e441535aed3632ca134b10239dfb6dadd6b",
+                "sha256:16a8663d6e281208d78806dbe14ee9903715361cf81f6d4309944e4d1e59ac5b",
+                "sha256:292d5e8ba896bbfd6334b096e34bffb56161c81408d6d036a7dfa6929cff8783",
+                "sha256:2c03cc56021a4bd59be889c2b9257dae13bf55041a3372d3295416f86b295fb5",
+                "sha256:2e396d70bc4ef5325b72b593a72c8979999aa52fb8bcf03f701c1b03e1166918",
+                "sha256:2edb64ee7bf1ed524a1da60cdcd2e1f6e2b4f66ef7c077680739f1641f62f555",
+                "sha256:31a9ddf4718d10ae04d9b18801bd776693487cbb57d74cc3458a7673f6f34639",
+                "sha256:356541bf4381fa35856dafa6a965916e54bed415ad8a24ee6de6e37deccf2786",
+                "sha256:358a7c4cb8ba9b46c453b1dd8d9e431452d5249072e4f56cfda3149f6ab1405e",
+                "sha256:37f8febc8ec50c14f3ec9637505f28e58d4f66752207ea177c1d67df25da5aed",
+                "sha256:39049da0ffb96c8cbb65cbf5c5f3ca3168990adf3551bd1dee10c48fce8ae820",
+                "sha256:39cf9ed17fe3b1bc81f33c9ceb6ce67683ee7526e65fde1447c772afc54a1bb8",
+                "sha256:3ae1de54a77dc0d6d5fcf623290af4266412a7c4be0b1ff7444394f03f5c54e3",
+                "sha256:3b590df687e3c5ee0deef9fc8c547d81986d9a1b56073d82de008744452d6541",
+                "sha256:3e45867f1f2ab0711d60c6c71746ac53537f1684baa699f4f668d4c6f6ce8e14",
+                "sha256:3fc1c4a2ffd64890aebdb3f97e1278b0cc72579a08ca4de8cd2c04799a3a22be",
+                "sha256:4457ea6774b5611f4bed5eaa5df55f70abde42364d498c5134b7ef4c6958e20e",
+                "sha256:44ba614de5361b3e5278e1241fda3dc1838deed864b50a10d7ce92983797fa76",
+                "sha256:4a8fcf28c05c1f6d7e177a9a46a1c52798bfe2ad80681d275b10dcf317deaf0b",
+                "sha256:4b0d02d7102dd0f997580b51edc4cebcf2ab6397a7edf89f1c73b586c614272c",
+                "sha256:502218f52498a36d6bf5ea77081844017bf7982cdbe521ad85e64cabee1b608b",
+                "sha256:503e65837c71b875ecdd733877d852adbc465bd82c768a067badd953bf1bc5a3",
+                "sha256:5995f0164fa7df59db4746112fec3f49c461dd6b31b841873443bdb077c13cfc",
+                "sha256:59e5686dd847347e55dffcc191a96622f016bc0ad89105e24c14e0d6305acbc6",
+                "sha256:601f36512f9e28f029d9481bdaf8e89e5148ac5d89cffd3b05cd533eeb423b59",
+                "sha256:608862a7bf6957f2333fc54ab4399e405baad0163dc9f8d99cb236816db169d4",
+                "sha256:62595ab75873d50d57323a91dd03e6966eb79c41fa834b7a1661ed043b2d404d",
+                "sha256:70990b9c51340e4044cfc394a81f614f3f90d41397104d226f21e66de668730d",
+                "sha256:71140351489970dfe5e60fc621ada3e0f41104a5eddaca47a7acb3c1b851d6d3",
+                "sha256:72966d1b297c741541ca8cf1223ff262a6febe52481af742036a0b296e35fa5a",
+                "sha256:74292fc76c905c0ef095fe11e188a32ebd03bc38f3f3e9bcb85e4e6db177b7ea",
+                "sha256:761e8904c07ad053d285670f36dd94e1b6ab7f16ce62b9805c475b7aa1cffde6",
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+                "sha256:e826aadda3cae59295b95343db8f3d965fb31059da7de01ee8d1c40a60398b29",
+                "sha256:eef4d64c650f33347c1f9266fa5ae001440b232ad9b98f1f43dfe7a79435c0a6",
+                "sha256:f2e69b3ed24544b0d3dbe2c5c0ba5153ce50dcebb576fdc4696d52aa22db6034",
+                "sha256:f87ec75864c37c4c6cb908d282e1969e79763e0d9becdfe9fe5473b7bb1e5f09",
+                "sha256:fbec11614dba0424ca72f4e8ba3c420dba07b4a7c206c8c8e4e73f2e98f4c559",
+                "sha256:fd69666217b62fa5d7c6aa88e507493a34dec4fa20c5bd925e4bc12fce586639"
+            ],
+            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3, 3.4'",
+            "version": "==1.15.0"
+        }
+    }
+}
diff --git a/platforms/x86_64/Pipfile b/platforms/x86_64/Pipfile
new file mode 100644
index 0000000..4553945
--- /dev/null
+++ b/platforms/x86_64/Pipfile
@@ -0,0 +1,18 @@
+[[source]]
+url = "https://pypi.org/simple"
+verify_ssl = true
+name = "pypi"
+
+[packages]
+tensorflow = "~=2.8.1"
+matplotlib = "~=3.5.1"
+autopep8 = "~=1.6.0"
+pygame = "~=2.1.2"
+
+[requires]
+python_version = "3.9"
+
+[dev-packages]
+pylint = "~=2.12.2"
+pytest = "~=7.0.1"
+autopep8 = "~=1.6.0"
diff --git a/platforms/x86_64/Pipfile.lock b/platforms/x86_64/Pipfile.lock
new file mode 100644
index 0000000..c6233ca
--- /dev/null
+++ b/platforms/x86_64/Pipfile.lock
@@ -0,0 +1,1082 @@
+{
+    "_meta": {
+        "hash": {
+            "sha256": "eb83e455e2d8a5c5b10387e4fe5bf0ac5432b1ab81fd79abbe7b444a034f896a"
+        },
+        "pipfile-spec": 6,
+        "requires": {
+            "python_version": "3.9"
+        },
+        "sources": [
+            {
+                "name": "pypi",
+                "url": "https://pypi.org/simple",
+                "verify_ssl": true
+            }
+        ]
+    },
+    "default": {
+        "absl-py": {
+            "hashes": [
+                "sha256:3aa39f898329c2156ff525dfa69ce709e42d77aab18bf4917719d6f260aa6a08",
+                "sha256:db97287655e30336938f8058d2c81ed2be6af1d9b6ebbcd8df1080a6c7fcd24e"
+            ],
+            "markers": "python_version >= '3.6'",
+            "version": "==1.1.0"
+        },
+        "astunparse": {
+            "hashes": [
+                "sha256:5ad93a8456f0d084c3456d059fd9a92cce667963232cbf763eac3bc5b7940872",
+                "sha256:c2652417f2c8b5bb325c885ae329bdf3f86424075c4fd1a128674bc6fba4b8e8"
+            ],
+            "version": "==1.6.3"
+        },
+        "autopep8": {
+            "hashes": [
+                "sha256:44f0932855039d2c15c4510d6df665e4730f2b8582704fa48f9c55bd3e17d979",
+                "sha256:ed77137193bbac52d029a52c59bec1b0629b5a186c495f1eb21b126ac466083f"
+            ],
+            "index": "pypi",
+            "version": "==1.6.0"
+        },
+        "cachetools": {
+            "hashes": [
+                "sha256:6a94c6402995a99c3970cc7e4884bb60b4a8639938157eeed436098bf9831757",
+                "sha256:f9f17d2aec496a9aa6b76f53e3b614c965223c061982d434d160f930c698a9db"
+            ],
+            "markers": "python_version ~= '3.7'",
+            "version": "==5.2.0"
+        },
+        "certifi": {
+            "hashes": [
+                "sha256:84c85a9078b11105f04f3036a9482ae10e4621616db313fe045dd24743a0820d",
+                "sha256:fe86415d55e84719d75f8b69414f6438ac3547d2078ab91b67e779ef69378412"
+            ],
+            "markers": "python_version >= '3.6'",
+            "version": "==2022.6.15"
+        },
+        "charset-normalizer": {
+            "hashes": [
+                "sha256:2857e29ff0d34db842cd7ca3230549d1a697f96ee6d3fb071cfa6c7393832597",
+                "sha256:6881edbebdb17b39b4eaaa821b438bf6eddffb4468cf344f09f89def34a8b1df"
+            ],
+            "markers": "python_version >= '3.5'",
+            "version": "==2.0.12"
+        },
+        "cycler": {
+            "hashes": [
+                "sha256:3a27e95f763a428a739d2add979fa7494c912a32c17c4c38c4d5f082cad165a3",
+                "sha256:9c87405839a19696e837b3b818fed3f5f69f16f1eec1a1ad77e043dcea9c772f"
+            ],
+            "markers": "python_version >= '3.6'",
+            "version": "==0.11.0"
+        },
+        "flatbuffers": {
+            "hashes": [
+                "sha256:12158ab0272375eab8db2d663ae97370c33f152b27801fa6024e1d6105fd4dd2",
+                "sha256:3751954f0604580d3219ae49a85fafec9d85eec599c0b96226e1bc0b48e57474"
+            ],
+            "version": "==2.0"
+        },
+        "fonttools": {
+            "hashes": [
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+                "sha256:f829c579a8678fa939a1d9e9894d01941db869de44390adb49ce67055a06cc2a"
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+            "markers": "python_version >= '3.7'",
+            "version": "==4.33.3"
+        },
+        "gast": {
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+                "sha256:cfbea25820e653af9c7d1807f659ce0a0a9c64f2439421a7bba4f0983f532dea"
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+            "version": "==0.5.3"
+        },
+        "google-auth": {
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+                "sha256:9b1da39ab8731c3061f36fefde9f8bb902dbee9eb28e3a67e8cfa7dc1be76227"
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+            "version": "==2.8.0"
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+        "google-auth-oauthlib": {
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+                "sha256:4224373bacce55f955a878bf9cfa763c1e360858e330072059e10bad68531159",
+                "sha256:74134bbf457f031a36d68416e1509f34bd5ccc019f0bcc952c7b909d06b37bd3"
+            ],
+            "markers": "python_version >= '3.6'",
+            "version": "==1.0.0"
+        },
+        "py": {
+            "hashes": [
+                "sha256:51c75c4126074b472f746a24399ad32f6053d1b34b68d2fa41e558e6f4a98719",
+                "sha256:607c53218732647dff4acdfcd50cb62615cedf612e72d1724fb1a0cc6405b378"
+            ],
+            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3, 3.4'",
+            "version": "==1.11.0"
+        },
+        "pycodestyle": {
+            "hashes": [
+                "sha256:720f8b39dde8b293825e7ff02c475f3077124006db4f440dcbc9a20b76548a20",
+                "sha256:eddd5847ef438ea1c7870ca7eb78a9d47ce0cdb4851a5523949f2601d0cbbe7f"
+            ],
+            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3, 3.4'",
+            "version": "==2.8.0"
+        },
+        "pylint": {
+            "hashes": [
+                "sha256:9d945a73640e1fec07ee34b42f5669b770c759acd536ec7b16d7e4b87a9c9ff9",
+                "sha256:daabda3f7ed9d1c60f52d563b1b854632fd90035bcf01443e234d3dc794e3b74"
+            ],
+            "index": "pypi",
+            "version": "==2.12.2"
+        },
+        "pyparsing": {
+            "hashes": [
+                "sha256:2b020ecf7d21b687f219b71ecad3631f644a47f01403fa1d1036b0c6416d70fb",
+                "sha256:5026bae9a10eeaefb61dab2f09052b9f4307d44aee4eda64b309723d8d206bbc"
+            ],
+            "markers": "python_full_version >= '3.6.8'",
+            "version": "==3.0.9"
+        },
+        "pytest": {
+            "hashes": [
+                "sha256:9ce3ff477af913ecf6321fe337b93a2c0dcf2a0a1439c43f5452112c1e4280db",
+                "sha256:e30905a0c131d3d94b89624a1cc5afec3e0ba2fbdb151867d8e0ebd49850f171"
+            ],
+            "index": "pypi",
+            "version": "==7.0.1"
+        },
+        "setuptools": {
+            "hashes": [
+                "sha256:990a4f7861b31532871ab72331e755b5f14efbe52d336ea7f6118144dd478741",
+                "sha256:c1848f654aea2e3526d17fc3ce6aeaa5e7e24e66e645b5be2171f3f6b4e5a178"
+            ],
+            "markers": "python_version >= '3.7'",
+            "version": "==62.6.0"
+        },
+        "toml": {
+            "hashes": [
+                "sha256:806143ae5bfb6a3c6e736a764057db0e6a0e05e338b5630894a5f779cabb4f9b",
+                "sha256:b3bda1d108d5dd99f4a20d24d9c348e91c4db7ab1b749200bded2f839ccbe68f"
+            ],
+            "markers": "python_version >= '2.6' and python_version not in '3.0, 3.1, 3.2, 3.3'",
+            "version": "==0.10.2"
+        },
+        "tomli": {
+            "hashes": [
+                "sha256:939de3e7a6161af0c887ef91b7d41a53e7c5a1ca976325f429cb46ea9bc30ecc",
+                "sha256:de526c12914f0c550d15924c62d72abc48d6fe7364aa87328337a31007fe8a4f"
+            ],
+            "markers": "python_version >= '3.7'",
+            "version": "==2.0.1"
+        },
+        "typing-extensions": {
+            "hashes": [
+                "sha256:6657594ee297170d19f67d55c05852a874e7eb634f4f753dbd667855e07c1708",
+                "sha256:f1c24655a0da0d1b67f07e17a5e6b2a105894e6824b92096378bb3668ef02376"
+            ],
+            "markers": "python_version >= '3.7'",
+            "version": "==4.2.0"
+        },
+        "wrapt": {
+            "hashes": [
+                "sha256:00b6d4ea20a906c0ca56d84f93065b398ab74b927a7a3dbd470f6fc503f95dc3",
+                "sha256:01c205616a89d09827986bc4e859bcabd64f5a0662a7fe95e0d359424e0e071b",
+                "sha256:02b41b633c6261feff8ddd8d11c711df6842aba629fdd3da10249a53211a72c4",
+                "sha256:07f7a7d0f388028b2df1d916e94bbb40624c59b48ecc6cbc232546706fac74c2",
+                "sha256:11871514607b15cfeb87c547a49bca19fde402f32e2b1c24a632506c0a756656",
+                "sha256:1b376b3f4896e7930f1f772ac4b064ac12598d1c38d04907e696cc4d794b43d3",
+                "sha256:21ac0156c4b089b330b7666db40feee30a5d52634cc4560e1905d6529a3897ff",
+                "sha256:257fd78c513e0fb5cdbe058c27a0624c9884e735bbd131935fd49e9fe719d310",
+                "sha256:2b39d38039a1fdad98c87279b48bc5dce2c0ca0d73483b12cb72aa9609278e8a",
+                "sha256:2cf71233a0ed05ccdabe209c606fe0bac7379fdcf687f39b944420d2a09fdb57",
+                "sha256:2fe803deacd09a233e4762a1adcea5db5d31e6be577a43352936179d14d90069",
+                "sha256:3232822c7d98d23895ccc443bbdf57c7412c5a65996c30442ebe6ed3df335383",
+                "sha256:34aa51c45f28ba7f12accd624225e2b1e5a3a45206aa191f6f9aac931d9d56fe",
+                "sha256:36f582d0c6bc99d5f39cd3ac2a9062e57f3cf606ade29a0a0d6b323462f4dd87",
+                "sha256:380a85cf89e0e69b7cfbe2ea9f765f004ff419f34194018a6827ac0e3edfed4d",
+                "sha256:40e7bc81c9e2b2734ea4bc1aceb8a8f0ceaac7c5299bc5d69e37c44d9081d43b",
+                "sha256:43ca3bbbe97af00f49efb06e352eae40434ca9d915906f77def219b88e85d907",
+                "sha256:4fcc4649dc762cddacd193e6b55bc02edca674067f5f98166d7713b193932b7f",
+                "sha256:5a0f54ce2c092aaf439813735584b9537cad479575a09892b8352fea5e988dc0",
+                "sha256:5a9a0d155deafd9448baff28c08e150d9b24ff010e899311ddd63c45c2445e28",
+                "sha256:5b02d65b9ccf0ef6c34cba6cf5bf2aab1bb2f49c6090bafeecc9cd81ad4ea1c1",
+                "sha256:60db23fa423575eeb65ea430cee741acb7c26a1365d103f7b0f6ec412b893853",
+                "sha256:642c2e7a804fcf18c222e1060df25fc210b9c58db7c91416fb055897fc27e8cc",
+                "sha256:6a9a25751acb379b466ff6be78a315e2b439d4c94c1e99cb7266d40a537995d3",
+                "sha256:6b1a564e6cb69922c7fe3a678b9f9a3c54e72b469875aa8018f18b4d1dd1adf3",
+                "sha256:6d323e1554b3d22cfc03cd3243b5bb815a51f5249fdcbb86fda4bf62bab9e164",
+                "sha256:6e743de5e9c3d1b7185870f480587b75b1cb604832e380d64f9504a0535912d1",
+                "sha256:709fe01086a55cf79d20f741f39325018f4df051ef39fe921b1ebe780a66184c",
+                "sha256:7b7c050ae976e286906dd3f26009e117eb000fb2cf3533398c5ad9ccc86867b1",
+                "sha256:7d2872609603cb35ca513d7404a94d6d608fc13211563571117046c9d2bcc3d7",
+                "sha256:7ef58fb89674095bfc57c4069e95d7a31cfdc0939e2a579882ac7d55aadfd2a1",
+                "sha256:80bb5c256f1415f747011dc3604b59bc1f91c6e7150bd7db03b19170ee06b320",
+                "sha256:81b19725065dcb43df02b37e03278c011a09e49757287dca60c5aecdd5a0b8ed",
+                "sha256:833b58d5d0b7e5b9832869f039203389ac7cbf01765639c7309fd50ef619e0b1",
+                "sha256:88bd7b6bd70a5b6803c1abf6bca012f7ed963e58c68d76ee20b9d751c74a3248",
+                "sha256:8ad85f7f4e20964db4daadcab70b47ab05c7c1cf2a7c1e51087bfaa83831854c",
+                "sha256:8c0ce1e99116d5ab21355d8ebe53d9460366704ea38ae4d9f6933188f327b456",
+                "sha256:8d649d616e5c6a678b26d15ece345354f7c2286acd6db868e65fcc5ff7c24a77",
+                "sha256:903500616422a40a98a5a3c4ff4ed9d0066f3b4c951fa286018ecdf0750194ef",
+                "sha256:9736af4641846491aedb3c3f56b9bc5568d92b0692303b5a305301a95dfd38b1",
+                "sha256:988635d122aaf2bdcef9e795435662bcd65b02f4f4c1ae37fbee7401c440b3a7",
+                "sha256:9cca3c2cdadb362116235fdbd411735de4328c61425b0aa9f872fd76d02c4e86",
+                "sha256:9e0fd32e0148dd5dea6af5fee42beb949098564cc23211a88d799e434255a1f4",
+                "sha256:9f3e6f9e05148ff90002b884fbc2a86bd303ae847e472f44ecc06c2cd2fcdb2d",
+                "sha256:a85d2b46be66a71bedde836d9e41859879cc54a2a04fad1191eb50c2066f6e9d",
+                "sha256:a9a52172be0b5aae932bef82a79ec0a0ce87288c7d132946d645eba03f0ad8a8",
+                "sha256:aa31fdcc33fef9eb2552cbcbfee7773d5a6792c137b359e82879c101e98584c5",
+                "sha256:b014c23646a467558be7da3d6b9fa409b2c567d2110599b7cf9a0c5992b3b471",
+                "sha256:b21bb4c09ffabfa0e85e3a6b623e19b80e7acd709b9f91452b8297ace2a8ab00",
+                "sha256:b5901a312f4d14c59918c221323068fad0540e34324925c8475263841dbdfe68",
+                "sha256:b9b7a708dd92306328117d8c4b62e2194d00c365f18eff11a9b53c6f923b01e3",
+                "sha256:d1967f46ea8f2db647c786e78d8cc7e4313dbd1b0aca360592d8027b8508e24d",
+                "sha256:d52a25136894c63de15a35bc0bdc5adb4b0e173b9c0d07a2be9d3ca64a332735",
+                "sha256:d77c85fedff92cf788face9bfa3ebaa364448ebb1d765302e9af11bf449ca36d",
+                "sha256:d79d7d5dc8a32b7093e81e97dad755127ff77bcc899e845f41bf71747af0c569",
+                "sha256:dbcda74c67263139358f4d188ae5faae95c30929281bc6866d00573783c422b7",
+                "sha256:ddaea91abf8b0d13443f6dac52e89051a5063c7d014710dcb4d4abb2ff811a59",
+                "sha256:dee0ce50c6a2dd9056c20db781e9c1cfd33e77d2d569f5d1d9321c641bb903d5",
+                "sha256:dee60e1de1898bde3b238f18340eec6148986da0455d8ba7848d50470a7a32fb",
+                "sha256:e2f83e18fe2f4c9e7db597e988f72712c0c3676d337d8b101f6758107c42425b",
+                "sha256:e3fb1677c720409d5f671e39bac6c9e0e422584e5f518bfd50aa4cbbea02433f",
+                "sha256:ee2b1b1769f6707a8a445162ea16dddf74285c3964f605877a20e38545c3c462",
+                "sha256:ee6acae74a2b91865910eef5e7de37dc6895ad96fa23603d1d27ea69df545015",
+                "sha256:ef3f72c9666bba2bab70d2a8b79f2c6d2c1a42a7f7e2b0ec83bb2f9e383950af"
+            ],
+            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3, 3.4'",
+            "version": "==1.14.1"
+        }
+    }
+}

From a9d1bc4db658aaa723314be1188dae9edd534697 Mon Sep 17 00:00:00 2001
From: Emmanuel Byrd <25442086+EByrdS@users.noreply.github.com>
Date: Fri, 3 Mar 2023 18:25:42 +0000
Subject: [PATCH 10/20] Uses make install in .travis.yml

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

diff --git a/.travis.yml b/.travis.yml
index 31ccd22..25886d9 100644
--- a/.travis.yml
+++ b/.travis.yml
@@ -6,7 +6,7 @@ before_install:
 
 install:
   - pip install pipenv
-  - pipenv install --dev
+  - make install
 
 stages:
   - style

From 8c355b5e2790c6eb36f31f0f0c205c27b9647cf0 Mon Sep 17 00:00:00 2001
From: Emmanuel Byrd <25442086+EByrdS@users.noreply.github.com>
Date: Fri, 3 Mar 2023 18:32:00 +0000
Subject: [PATCH 11/20] Uses travis CI on amd64 and arm64

---
 .travis.yml | 5 +++++
 1 file changed, 5 insertions(+)

diff --git a/.travis.yml b/.travis.yml
index 25886d9..8c6c928 100644
--- a/.travis.yml
+++ b/.travis.yml
@@ -4,6 +4,11 @@ python:
 before_install:
   - export PYTHONPATH=$PYTHONPATH:$(pwd)/src
 
+os: linux
+arch:
+  - amd64
+  - arm64
+
 install:
   - pip install pipenv
   - make install

From d51a9e2cf914533656345ef89f236b0e145c61ec Mon Sep 17 00:00:00 2001
From: Emmanuel Byrd <25442086+EByrdS@users.noreply.github.com>
Date: Fri, 3 Mar 2023 18:41:59 +0000
Subject: [PATCH 12/20] removes os key

---
 .travis.yml | 1 -
 1 file changed, 1 deletion(-)

diff --git a/.travis.yml b/.travis.yml
index 8c6c928..e2dad13 100644
--- a/.travis.yml
+++ b/.travis.yml
@@ -4,7 +4,6 @@ python:
 before_install:
   - export PYTHONPATH=$PYTHONPATH:$(pwd)/src
 
-os: linux
 arch:
   - amd64
   - arm64

From eb510bb702ecd6bb0b24d5c9b38bb50a0f8429db Mon Sep 17 00:00:00 2001
From: Emmanuel Byrd <25442086+EByrdS@users.noreply.github.com>
Date: Fri, 3 Mar 2023 18:48:03 +0000
Subject: [PATCH 13/20] Fail if platform is not supported

---
 Makefile | 16 ++++++++--------
 1 file changed, 8 insertions(+), 8 deletions(-)

diff --git a/Makefile b/Makefile
index 77c99a6..74e1101 100644
--- a/Makefile
+++ b/Makefile
@@ -38,20 +38,20 @@ lintfix-hard:
 pipfile: install
 
 install:
-	@PLATFORM=$$(pipenv --support | grep platform_machine | sed -n "s/.*_machine': '\(.*\)'.*/\1/p"); \
-	cp platforms/$$PLATFORM/Pipfile Pipfile; \
-	cp platforms/$$PLATFORM/Pipfile.lock Pipfile.lock; \
-	echo "Installing for platform $$PLATFORM"; \
+	@PLATFORM=$$(pipenv --support | grep platform_machine | sed -n "s/.*_machine': '\(.*\)'.*/\1/p") && \
+	cp platforms/$$PLATFORM/Pipfile Pipfile && \
+	cp platforms/$$PLATFORM/Pipfile.lock Pipfile.lock && \
+	echo "Installing for platform $$PLATFORM" && \
 	pipenv install --dev;
 
 mmm:
 	cp Pipfile platforms/arm64/Pipfile; \
 
 lock:
-	@PLATFORM=$$(pipenv --support | grep platform_machine | sed -n "s/.*_machine': '\(.*\)'.*/\1/p"); \
-	pipenv lock; \
-	cp Pipfile platforms/$$PLATFORM/Pipfile; \
-	cp Pipfile.lock platforms/$$PLATFORM/Pipfile.lock; \
+	@PLATFORM=$$(pipenv --support | grep platform_machine | sed -n "s/.*_machine': '\(.*\)'.*/\1/p") && \
+	pipenv lock && \
+	cp Pipfile platforms/$$PLATFORM/Pipfile && \
+	cp Pipfile.lock platforms/$$PLATFORM/Pipfile.lock && \
 	echo "Locking for platform $$PLATFORM";
 
 clean:

From 1aab93d48b552962752d5a416996cf52e86fc9d9 Mon Sep 17 00:00:00 2001
From: Emmanuel Byrd <25442086+EByrdS@users.noreply.github.com>
Date: Fri, 3 Mar 2023 18:48:45 +0000
Subject: [PATCH 14/20] Removes debug code

---
 Makefile | 8 --------
 1 file changed, 8 deletions(-)

diff --git a/Makefile b/Makefile
index 74e1101..2daf501 100644
--- a/Makefile
+++ b/Makefile
@@ -12,14 +12,6 @@ PY_FILES := src/ cli/
 
 init: activate packages install test
 
-platform_specific:
-	@echo "Checking platform"
-	PLATFORM=$$(pipenv --support | grep platform_machine | sed -n "s/.*_machine': '\(.*\)'.*/\1/p"); \
-	echo "Platform is $$PLATFORM"
-
-devvv: platform_specific
-	echo "My platform s $$PLATFORM"
-
 activate:
 	pipenv shell
 

From 4e591afe6ce8b815675cbed592963fb426b715cd Mon Sep 17 00:00:00 2001
From: Emmanuel Byrd <25442086+EByrdS@users.noreply.github.com>
Date: Fri, 3 Mar 2023 18:53:30 +0000
Subject: [PATCH 15/20] Proper .gitignore syntax

---
 .gitignore | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/.gitignore b/.gitignore
index 3462a65..969ca99 100644
--- a/.gitignore
+++ b/.gitignore
@@ -131,5 +131,5 @@ dmypy.json
 *.DS_Store
 
 # Ignore until pip has multi-platform support
-./Pipfile
-./Pipfile.lock
+/Pipfile
+/Pipfile.lock

From 055a98f736e5ca8968d0481ece0890d4796c637a Mon Sep 17 00:00:00 2001
From: Emmanuel Byrd <25442086+EByrdS@users.noreply.github.com>
Date: Fri, 3 Mar 2023 19:11:39 +0000
Subject: [PATCH 16/20] Uses python script to get correct CPU architecture
 folder

---
 Makefile            |  4 ++--
 README.md           |  2 +-
 platform_pipfile.py | 36 ++++++++++++++++++++++++++++++++++++
 3 files changed, 39 insertions(+), 3 deletions(-)
 create mode 100644 platform_pipfile.py

diff --git a/Makefile b/Makefile
index 2daf501..4d9f1d7 100644
--- a/Makefile
+++ b/Makefile
@@ -30,7 +30,7 @@ lintfix-hard:
 pipfile: install
 
 install:
-	@PLATFORM=$$(pipenv --support | grep platform_machine | sed -n "s/.*_machine': '\(.*\)'.*/\1/p") && \
+	@PLATFORM=$$(python platform_pipfile.py) && \
 	cp platforms/$$PLATFORM/Pipfile Pipfile && \
 	cp platforms/$$PLATFORM/Pipfile.lock Pipfile.lock && \
 	echo "Installing for platform $$PLATFORM" && \
@@ -40,7 +40,7 @@ mmm:
 	cp Pipfile platforms/arm64/Pipfile; \
 
 lock:
-	@PLATFORM=$$(pipenv --support | grep platform_machine | sed -n "s/.*_machine': '\(.*\)'.*/\1/p") && \
+	@PLATFORM=$$(python platform_pipfile.py) && \
 	pipenv lock && \
 	cp Pipfile platforms/$$PLATFORM/Pipfile && \
 	cp Pipfile.lock platforms/$$PLATFORM/Pipfile.lock && \
diff --git a/README.md b/README.md
index dcceaac..6ac788a 100644
--- a/README.md
+++ b/README.md
@@ -38,7 +38,7 @@ make packages
 ```
 
 Install and lock packages always through `make`, as it will handle different platforms for you.
-If a new platform is not supported, please update the Makefile appropriately, or create a new platform directory if necessary. This should be a temporary fix, as Pipenv creates multi-platform Pipfile.lock [support](https://github.com/pypa/pipenv/issues/5130).
+If a new platform is not supported, please update the `platform_pipfile.py` appropriately, or create a new platform directory if necessary. This should be a temporary fix, as Pipenv creates multi-platform Pipfile.lock [support](https://github.com/pypa/pipenv/issues/5130).
 
 ## Running examples
 Every file in the `cli/` folder is an independent example available through
diff --git a/platform_pipfile.py b/platform_pipfile.py
new file mode 100644
index 0000000..f84aa68
--- /dev/null
+++ b/platform_pipfile.py
@@ -0,0 +1,36 @@
+"""Prints the platform name for the current architecture
+as needed by the Pipfile files under /platforms/ directory
+
+If a new architecture is added, this script should be updated.
+
+If a new architecture is compatible with an existing platform,
+make sure it is mapped to the correct platform name.
+
+If a new architecture is incompatible with an existing platform,
+create a new platform directory, add a new Pipfile file, and
+add a new entry to the if-else statement below.
+
+Usage:
+  python platform_pipfile.py
+
+Example:
+  $ python platform_pipfile.py
+  x86_64
+
+  $ python platform_pipfile.py
+  arm64
+"""
+import platform
+
+def main():
+  machine = platform.machine()
+
+  if machine == "arm64" or machine == "aarch64":
+    print("arm64")
+  elif machine == "x86_64":
+    print("x86_64")
+  else:
+    raise Exception("Unsupported architecture: " + machine)
+
+if __name__ == "__main__":
+  main()

From 20a572a5dc4c35a7b70d4999f4ddf23d4cf5bfa0 Mon Sep 17 00:00:00 2001
From: Emmanuel Byrd <25442086+EByrdS@users.noreply.github.com>
Date: Fri, 3 Mar 2023 19:11:51 +0000
Subject: [PATCH 17/20] Updates arm64 Pipfile.lock

---
 platforms/arm64/Pipfile.lock | 4 +---
 1 file changed, 1 insertion(+), 3 deletions(-)

diff --git a/platforms/arm64/Pipfile.lock b/platforms/arm64/Pipfile.lock
index 0936ae8..f40f61e 100644
--- a/platforms/arm64/Pipfile.lock
+++ b/platforms/arm64/Pipfile.lock
@@ -1,7 +1,7 @@
 {
     "_meta": {
         "hash": {
-            "sha256": "2b473cd524cfabdf8b34bd61a2a6fa04c04ff05cae57adb3b804f101290595c9"
+            "sha256": "7e67df1417adbabbce1fd6a97e239a785e49d9afa4886df8a841cb9996274efb"
         },
         "pipfile-spec": 6,
         "requires": {
@@ -896,7 +896,6 @@
                 "sha256:d6badc2586040fedc6ef03cffa5cdabb0e0733995742bc88bee5b25522dcf0ef"
             ],
             "index": "pypi",
-            "markers": "platform_machine == 'arm64'",
             "version": "==2.9.2"
         },
         "tensorflow-metal": {
@@ -909,7 +908,6 @@
                 "sha256:fe3ac70a44ca4448029b373e429650935b4c1e6b6a2046146845f6f97834910e"
             ],
             "index": "pypi",
-            "markers": "platform_machine == 'arm64'",
             "version": "==0.5.1"
         },
         "termcolor": {

From fcbe3b58da1526533c7f3256f639957c5e410eab Mon Sep 17 00:00:00 2001
From: Emmanuel Byrd <25442086+EByrdS@users.noreply.github.com>
Date: Fri, 3 Mar 2023 19:23:52 +0000
Subject: [PATCH 18/20] Removes arm64 CPU from Travis

---
 .travis.yml | 1 -
 1 file changed, 1 deletion(-)

diff --git a/.travis.yml b/.travis.yml
index e2dad13..7d2ced1 100644
--- a/.travis.yml
+++ b/.travis.yml
@@ -6,7 +6,6 @@ before_install:
 
 arch:
   - amd64
-  - arm64
 
 install:
   - pip install pipenv

From 6c0f8cc308538044228e72111d8493788536148d Mon Sep 17 00:00:00 2001
From: Emmanuel Byrd <25442086+EByrdS@users.noreply.github.com>
Date: Mon, 20 Mar 2023 10:00:01 +0000
Subject: [PATCH 19/20] Installs dependencies to show tf graph

---
 README.md                    |   4 +
 platforms/arm64/Pipfile      |   2 +-
 platforms/arm64/Pipfile.lock | 255 ++++++++++++++++-------------------
 3 files changed, 122 insertions(+), 139 deletions(-)

diff --git a/README.md b/README.md
index 6ac788a..6ec9dd0 100644
--- a/README.md
+++ b/README.md
@@ -40,6 +40,10 @@ make packages
 Install and lock packages always through `make`, as it will handle different platforms for you.
 If a new platform is not supported, please update the `platform_pipfile.py` appropriately, or create a new platform directory if necessary. This should be a temporary fix, as Pipenv creates multi-platform Pipfile.lock [support](https://github.com/pypa/pipenv/issues/5130).
 
+To see graphs of ML models using `tf.keras.utils.plot_model`, you will also need [graphviz](https://graphviz.gitlab.io/download/).
+
+The `[packages]` and `[dev-packages]` sections of the Pipfiles correspond to dependencies imported in the code, and those used through the cli respectively.
+
 ## Running examples
 Every file in the `cli/` folder is an independent example available through
 CLI commands. Use `python <file>.py --help` to see the available options
diff --git a/platforms/arm64/Pipfile b/platforms/arm64/Pipfile
index 3aea1c0..7faeca2 100644
--- a/platforms/arm64/Pipfile
+++ b/platforms/arm64/Pipfile
@@ -7,13 +7,13 @@ name = "pypi"
 tensorflow-macos = "~=2.9.0"
 tensorflow-metal = "~=0.5.0"
 matplotlib = "~=3.5.1"
-autopep8 = "~=1.6.0"
 pygame = "~=2.1.2"
 
 [requires]
 python_version = "3.9"
 
 [dev-packages]
+pydot = "~=1.4.2"
 pylint = "~=2.12.2"
 pytest = "~=7.0.1"
 autopep8 = "~=1.6.0"
diff --git a/platforms/arm64/Pipfile.lock b/platforms/arm64/Pipfile.lock
index f40f61e..2b6bc39 100644
--- a/platforms/arm64/Pipfile.lock
+++ b/platforms/arm64/Pipfile.lock
@@ -1,7 +1,7 @@
 {
     "_meta": {
         "hash": {
-            "sha256": "7e67df1417adbabbce1fd6a97e239a785e49d9afa4886df8a841cb9996274efb"
+            "sha256": "68011786e1be3b95d597a5e61603af78f0024245f308fc3a809606a16441dd04"
         },
         "pipfile-spec": 6,
         "requires": {
@@ -31,14 +31,6 @@
             ],
             "version": "==1.6.3"
         },
-        "autopep8": {
-            "hashes": [
-                "sha256:44f0932855039d2c15c4510d6df665e4730f2b8582704fa48f9c55bd3e17d979",
-                "sha256:ed77137193bbac52d029a52c59bec1b0629b5a186c495f1eb21b126ac466083f"
-            ],
-            "index": "pypi",
-            "version": "==1.6.0"
-        },
         "cachetools": {
             "hashes": [
                 "sha256:13dfddc7b8df938c21a940dfa6557ce6e94a2f1cdfa58eb90c805721d58f2c14",
@@ -57,97 +49,84 @@
         },
         "charset-normalizer": {
             "hashes": [
-                "sha256:00d3ffdaafe92a5dc603cb9bd5111aaa36dfa187c8285c543be562e61b755f6b",
-                "sha256:024e606be3ed92216e2b6952ed859d86b4cfa52cd5bc5f050e7dc28f9b43ec42",
-                "sha256:0298eafff88c99982a4cf66ba2efa1128e4ddaca0b05eec4c456bbc7db691d8d",
-                "sha256:02a51034802cbf38db3f89c66fb5d2ec57e6fe7ef2f4a44d070a593c3688667b",
-                "sha256:083c8d17153ecb403e5e1eb76a7ef4babfc2c48d58899c98fcaa04833e7a2f9a",
-                "sha256:0a11e971ed097d24c534c037d298ad32c6ce81a45736d31e0ff0ad37ab437d59",
-                "sha256:0bf2dae5291758b6f84cf923bfaa285632816007db0330002fa1de38bfcb7154",
-                "sha256:0c0a590235ccd933d9892c627dec5bc7511ce6ad6c1011fdf5b11363022746c1",
-                "sha256:0f438ae3532723fb6ead77e7c604be7c8374094ef4ee2c5e03a3a17f1fca256c",
-                "sha256:109487860ef6a328f3eec66f2bf78b0b72400280d8f8ea05f69c51644ba6521a",
-                "sha256:11b53acf2411c3b09e6af37e4b9005cba376c872503c8f28218c7243582df45d",
-                "sha256:12db3b2c533c23ab812c2b25934f60383361f8a376ae272665f8e48b88e8e1c6",
-                "sha256:14e76c0f23218b8f46c4d87018ca2e441535aed3632ca134b10239dfb6dadd6b",
-                "sha256:16a8663d6e281208d78806dbe14ee9903715361cf81f6d4309944e4d1e59ac5b",
-                "sha256:292d5e8ba896bbfd6334b096e34bffb56161c81408d6d036a7dfa6929cff8783",
-                "sha256:2c03cc56021a4bd59be889c2b9257dae13bf55041a3372d3295416f86b295fb5",
-                "sha256:2e396d70bc4ef5325b72b593a72c8979999aa52fb8bcf03f701c1b03e1166918",
-                "sha256:2edb64ee7bf1ed524a1da60cdcd2e1f6e2b4f66ef7c077680739f1641f62f555",
-                "sha256:31a9ddf4718d10ae04d9b18801bd776693487cbb57d74cc3458a7673f6f34639",
-                "sha256:356541bf4381fa35856dafa6a965916e54bed415ad8a24ee6de6e37deccf2786",
-                "sha256:358a7c4cb8ba9b46c453b1dd8d9e431452d5249072e4f56cfda3149f6ab1405e",
-                "sha256:37f8febc8ec50c14f3ec9637505f28e58d4f66752207ea177c1d67df25da5aed",
-                "sha256:39049da0ffb96c8cbb65cbf5c5f3ca3168990adf3551bd1dee10c48fce8ae820",
-                "sha256:39cf9ed17fe3b1bc81f33c9ceb6ce67683ee7526e65fde1447c772afc54a1bb8",
-                "sha256:3ae1de54a77dc0d6d5fcf623290af4266412a7c4be0b1ff7444394f03f5c54e3",
-                "sha256:3b590df687e3c5ee0deef9fc8c547d81986d9a1b56073d82de008744452d6541",
-                "sha256:3e45867f1f2ab0711d60c6c71746ac53537f1684baa699f4f668d4c6f6ce8e14",
-                "sha256:3fc1c4a2ffd64890aebdb3f97e1278b0cc72579a08ca4de8cd2c04799a3a22be",
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+                "sha256:aaf53a6cebad0eae578f062c7d462155eada9c172bd8c4d250b8c1d8eb7f916a",
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+                "sha256:ac0aa6cd53ab9a31d397f8303f92c42f534693528fafbdb997c82bae6e477ad9",
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+                "sha256:b116502087ce8a6b7a5f1814568ccbd0e9f6cfd99948aa59b0e241dc57cf739f",
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+                "sha256:bd7163182133c0c7701b25e604cf1611c0d87712e56e88e7ee5d72deab3e76b5",
+                "sha256:c36bcbc0d5174a80d6cccf43a0ecaca44e81d25be4b7f90f0ed7bcfbb5a00909",
+                "sha256:c3af8e0f07399d3176b179f2e2634c3ce9c1301379a6b8c9c9aeecd481da494f",
+                "sha256:c84132a54c750fda57729d1e2599bb598f5fa0344085dbde5003ba429a4798c0",
+                "sha256:cb7b2ab0188829593b9de646545175547a70d9a6e2b63bf2cd87a0a391599324",
+                "sha256:cca4def576f47a09a943666b8f829606bcb17e2bc2d5911a46c8f8da45f56755",
+                "sha256:cf6511efa4801b9b38dc5546d7547d5b5c6ef4b081c60b23e4d941d0eba9cbeb",
+                "sha256:d16fd5252f883eb074ca55cb622bc0bee49b979ae4e8639fff6ca3ff44f9f854",
+                "sha256:d2686f91611f9e17f4548dbf050e75b079bbc2a82be565832bc8ea9047b61c8c",
+                "sha256:d7fc3fca01da18fbabe4625d64bb612b533533ed10045a2ac3dd194bfa656b60",
+                "sha256:dd5653e67b149503c68c4018bf07e42eeed6b4e956b24c00ccdf93ac79cdff84",
+                "sha256:de5695a6f1d8340b12a5d6d4484290ee74d61e467c39ff03b39e30df62cf83a0",
+                "sha256:e0ac8959c929593fee38da1c2b64ee9778733cdf03c482c9ff1d508b6b593b2b",
+                "sha256:e1b25e3ad6c909f398df8921780d6a3d120d8c09466720226fc621605b6f92b1",
+                "sha256:e633940f28c1e913615fd624fcdd72fdba807bf53ea6925d6a588e84e1151531",
+                "sha256:e89df2958e5159b811af9ff0f92614dabf4ff617c03a4c1c6ff53bf1c399e0e1",
+                "sha256:ea9f9c6034ea2d93d9147818f17c2a0860d41b71c38b9ce4d55f21b6f9165a11",
+                "sha256:f645caaf0008bacf349875a974220f1f1da349c5dbe7c4ec93048cdc785a3326",
+                "sha256:f8303414c7b03f794347ad062c0516cee0e15f7a612abd0ce1e25caf6ceb47df",
+                "sha256:fca62a8301b605b954ad2e9c3666f9d97f63872aa4efcae5492baca2056b74ab"
+            ],
+            "markers": "python_full_version >= '3.7.0'",
+            "version": "==3.1.0"
         },
         "cycler": {
             "hashes": [
@@ -166,11 +145,11 @@
         },
         "fonttools": {
             "hashes": [
-                "sha256:2bb244009f9bf3fa100fc3ead6aeb99febe5985fa20afbfbaa2f8946c2fbdaf1",
-                "sha256:820466f43c8be8c3009aef8b87e785014133508f0de64ec469e4efb643ae54fb"
+                "sha256:85245aa2fd4cf502a643c9a9a2b5a393703e150a6eaacc3e0e84bb448053f061",
+                "sha256:e2d9f10337c9e3b17f9bce17a60a16a885a7d23b59b7f45ce07ea643e5580439"
             ],
-            "markers": "python_version >= '3.7'",
-            "version": "==4.38.0"
+            "markers": "python_version >= '3.8'",
+            "version": "==4.39.2"
         },
         "gast": {
             "hashes": [
@@ -296,11 +275,11 @@
         },
         "importlib-metadata": {
             "hashes": [
-                "sha256:7efb448ec9a5e313a57655d35aa54cd3e01b7e1fbcf72dce1bf06119420f5bad",
-                "sha256:e354bedeb60efa6affdcc8ae121b73544a7aa74156d047311948f6d711cd378d"
+                "sha256:43ce9281e097583d758c2c708c4376371261a02c34682491a8e98352365aad20",
+                "sha256:ff80f3b5394912eb1b108fcfd444dc78b7f1f3e16b16188054bd01cb9cb86f09"
             ],
             "markers": "python_version < '3.10'",
-            "version": "==6.0.0"
+            "version": "==6.1.0"
         },
         "keras": {
             "hashes": [
@@ -716,14 +695,6 @@
             ],
             "version": "==0.2.8"
         },
-        "pycodestyle": {
-            "hashes": [
-                "sha256:347187bdb476329d98f695c213d7295a846d1152ff4fe9bacb8a9590b8ee7053",
-                "sha256:8a4eaf0d0495c7395bdab3589ac2db602797d76207242c17d470186815706610"
-            ],
-            "markers": "python_version >= '3.6'",
-            "version": "==2.10.0"
-        },
         "pygame": {
             "hashes": [
                 "sha256:009e9886a463f4cb86e5d11024fafb6b9a5f5808d21c4df66938922adc6ee90b",
@@ -843,11 +814,11 @@
         },
         "setuptools": {
             "hashes": [
-                "sha256:e5fd0a713141a4a105412233c63dc4e17ba0090c8e8334594ac790ec97792330",
-                "sha256:f106dee1b506dee5102cc3f3e9e68137bbad6d47b616be7991714b0c62204251"
+                "sha256:2ee892cd5f29f3373097f5a814697e397cf3ce313616df0af11231e2ad118077",
+                "sha256:b78aaa36f6b90a074c1fa651168723acbf45d14cb1196b6f02c0fd07f17623b2"
             ],
             "markers": "python_version >= '3.7'",
-            "version": "==67.4.0"
+            "version": "==67.6.0"
         },
         "six": {
             "hashes": [
@@ -918,14 +889,6 @@
             "markers": "python_version >= '3.7'",
             "version": "==2.2.0"
         },
-        "toml": {
-            "hashes": [
-                "sha256:806143ae5bfb6a3c6e736a764057db0e6a0e05e338b5630894a5f779cabb4f9b",
-                "sha256:b3bda1d108d5dd99f4a20d24d9c348e91c4db7ab1b749200bded2f839ccbe68f"
-            ],
-            "markers": "python_version >= '2.6' and python_version not in '3.0, 3.1, 3.2, 3.3'",
-            "version": "==0.10.2"
-        },
         "typing-extensions": {
             "hashes": [
                 "sha256:5cb5f4a79139d699607b3ef622a1dedafa84e115ab0024e0d9c044a9479ca7cb",
@@ -936,11 +899,11 @@
         },
         "urllib3": {
             "hashes": [
-                "sha256:076907bf8fd355cde77728471316625a4d2f7e713c125f51953bb5b3eecf4f72",
-                "sha256:75edcdc2f7d85b137124a6c3c9fc3933cdeaa12ecb9a6a959f22797a0feca7e1"
+                "sha256:8a388717b9476f934a21484e8c8e61875ab60644d29b9b39e11e4b9dc1c6b305",
+                "sha256:aa751d169e23c7479ce47a0cb0da579e3ede798f994f5816a74e4f4500dcea42"
             ],
             "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3, 3.4, 3.5'",
-            "version": "==1.26.14"
+            "version": "==1.26.15"
         },
         "werkzeug": {
             "hashes": [
@@ -952,11 +915,11 @@
         },
         "wheel": {
             "hashes": [
-                "sha256:965f5259b566725405b05e7cf774052044b1ed30119b5d586b2703aafe8719ac",
-                "sha256:b60533f3f5d530e971d6737ca6d58681ee434818fab630c83a734bb10c083ce8"
+                "sha256:cd1196f3faee2b31968d626e1731c94f99cbdb67cf5a46e4f5656cbee7738873",
+                "sha256:d236b20e7cb522daf2390fa84c55eea81c5c30190f90f29ae2ca1ad8355bf247"
             ],
             "markers": "python_version >= '3.7'",
-            "version": "==0.38.4"
+            "version": "==0.40.0"
         },
         "wrapt": {
             "hashes": [
@@ -1149,11 +1112,11 @@
         },
         "platformdirs": {
             "hashes": [
-                "sha256:13b08a53ed71021350c9e300d4ea8668438fb0046ab3937ac9a29913a1a1350a",
-                "sha256:accc3665857288317f32c7bebb5a8e482ba717b474f3fc1d18ca7f9214be0cef"
+                "sha256:024996549ee88ec1a9aa99ff7f8fc819bb59e2c3477b410d90a16d32d6e707aa",
+                "sha256:e5986afb596e4bb5bde29a79ac9061aa955b94fca2399b7aaac4090860920dd8"
             ],
             "markers": "python_version >= '3.7'",
-            "version": "==3.1.0"
+            "version": "==3.1.1"
         },
         "pluggy": {
             "hashes": [
@@ -1179,6 +1142,14 @@
             "markers": "python_version >= '3.6'",
             "version": "==2.10.0"
         },
+        "pydot": {
+            "hashes": [
+                "sha256:248081a39bcb56784deb018977e428605c1c758f10897a339fce1dd728ff007d",
+                "sha256:66c98190c65b8d2e2382a441b4c0edfdb4f4c025ef9cb9874de478fb0793a451"
+            ],
+            "index": "pypi",
+            "version": "==1.4.2"
+        },
         "pylint": {
             "hashes": [
                 "sha256:9d945a73640e1fec07ee34b42f5669b770c759acd536ec7b16d7e4b87a9c9ff9",
@@ -1187,6 +1158,14 @@
             "index": "pypi",
             "version": "==2.12.2"
         },
+        "pyparsing": {
+            "hashes": [
+                "sha256:2b020ecf7d21b687f219b71ecad3631f644a47f01403fa1d1036b0c6416d70fb",
+                "sha256:5026bae9a10eeaefb61dab2f09052b9f4307d44aee4eda64b309723d8d206bbc"
+            ],
+            "markers": "python_full_version >= '3.6.8'",
+            "version": "==3.0.9"
+        },
         "pytest": {
             "hashes": [
                 "sha256:9ce3ff477af913ecf6321fe337b93a2c0dcf2a0a1439c43f5452112c1e4280db",
@@ -1197,11 +1176,11 @@
         },
         "setuptools": {
             "hashes": [
-                "sha256:e5fd0a713141a4a105412233c63dc4e17ba0090c8e8334594ac790ec97792330",
-                "sha256:f106dee1b506dee5102cc3f3e9e68137bbad6d47b616be7991714b0c62204251"
+                "sha256:2ee892cd5f29f3373097f5a814697e397cf3ce313616df0af11231e2ad118077",
+                "sha256:b78aaa36f6b90a074c1fa651168723acbf45d14cb1196b6f02c0fd07f17623b2"
             ],
             "markers": "python_version >= '3.7'",
-            "version": "==67.4.0"
+            "version": "==67.6.0"
         },
         "toml": {
             "hashes": [

From 523c9289403a5d572f0bd1587150f6b3f900a5ed Mon Sep 17 00:00:00 2001
From: Emmanuel Byrd <25442086+EByrdS@users.noreply.github.com>
Date: Mon, 20 Mar 2023 10:00:22 +0000
Subject: [PATCH 20/20] Properly places Backpropagation comment

---
 src/reinforcement_learning/q_learning/model.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/reinforcement_learning/q_learning/model.py b/src/reinforcement_learning/q_learning/model.py
index 37f1a07..0859fd2 100644
--- a/src/reinforcement_learning/q_learning/model.py
+++ b/src/reinforcement_learning/q_learning/model.py
@@ -54,7 +54,7 @@ def train_step(self, states, actions, rewards, next_states, dones):
             # calculate loss between new Q-value and old Q-value
             loss = self.loss_object(updated_q_values, q_action)
 
-            # Backpropagation
+        # Backpropagation
         grads = tape.gradient(loss, self.model.trainable_variables)
         self.optimizer.apply_gradients(
             zip(grads, self.model.trainable_variables))