A lot of stuff working :D. ResNet implemented!

1 files changed, 235 insertions, 149 deletions

diff --git a/poetry.lock b/poetry.lock
index f174cf1..89851d9 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -24,6 +24,23 @@ python-versions = "*"
 version = "0.1.0"
 
 [[package]]
+category = "dev"
+description = "The secure Argon2 password hashing algorithm."
+name = "argon2-cffi"
+optional = false
+python-versions = "*"
+version = "20.1.0"
+
+[package.dependencies]
+cffi = ">=1.0.0"
+six = "*"
+
+[package.extras]
+dev = ["coverage (>=5.0.2)", "hypothesis", "pytest", "sphinx", "wheel", "pre-commit"]
+docs = ["sphinx"]
+tests = ["coverage (>=5.0.2)", "hypothesis", "pytest"]
+
+[[package]]
 category = "main"
 description = "Atomic file writes."
 marker = "sys_platform == \"win32\""
@@ -130,7 +147,7 @@ description = "When they're not builtins, they're boltons."
 name = "boltons"
 optional = false
 python-versions = "*"
-version = "20.2.0"
+version = "20.2.1"
 
 [[package]]
 category = "main"
@@ -141,6 +158,17 @@ python-versions = "*"
 version = "2020.6.20"
 
 [[package]]
+category = "dev"
+description = "Foreign Function Interface for Python calling C code."
+name = "cffi"
+optional = false
+python-versions = "*"
+version = "1.14.2"
+
+[package.dependencies]
+pycparser = "*"
+
+[[package]]
 category = "main"
 description = "Universal encoding detector for Python 2 and 3"
 name = "chardet"
@@ -166,7 +194,7 @@ python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
 version = "0.4.3"
 
 [[package]]
-category = "dev"
+category = "main"
 description = "Updated configparser from Python 3.8 for Python 2.6+."
 name = "configparser"
 optional = false
@@ -254,7 +282,7 @@ typing-inspect = "*"
 dev = ["coverage", "cuvner", "pytest", "tox", "versioneer", "black", "pylint", "pex", "bump2version", "docutils", "check-manifest", "readme-renderer", "pygments", "isort", "mypy", "pytest-sphinx", "towncrier", "marshmallow-union", "marshmallow-enum", "twine", "wheel"]
 
 [[package]]
-category = "dev"
+category = "main"
 description = "Python bindings for the docker credentials store API"
 name = "docker-pycreds"
 optional = false
@@ -418,7 +446,7 @@ python-versions = ">=2.6, !=3.0.*, !=3.1.*, !=3.2.*"
 version = "0.18.2"
 
 [[package]]
-category = "dev"
+category = "main"
 description = "Git Object Database"
 name = "gitdb"
 optional = false
@@ -429,7 +457,7 @@ version = "4.0.5"
 smmap = ">=3.0.1,<4"
 
 [[package]]
-category = "dev"
+category = "main"
 description = "Python Git Library"
 name = "gitpython"
 optional = false
@@ -457,7 +485,7 @@ six = ">=1.7"
 test = ["mock (>=2.0.0)", "pytest (<5.0)"]
 
 [[package]]
-category = "dev"
+category = "main"
 description = "GraphQL client for Python"
 name = "gql"
 optional = false
@@ -471,7 +499,7 @@ requests = ">=2.12,<3"
 six = ">=1.10.0"
 
 [[package]]
-category = "dev"
+category = "main"
 description = "GraphQL implementation for Python"
 name = "graphql-core"
 optional = false
@@ -566,8 +594,8 @@ category = "dev"
 description = "IPython: Productive Interactive Computing"
 name = "ipython"
 optional = false
-python-versions = ">=3.6"
-version = "7.16.1"
+python-versions = ">=3.7"
+version = "7.17.0"
 
 [package.dependencies]
 appnope = "*"
@@ -796,9 +824,10 @@ description = "Python plotting package"
 name = "matplotlib"
 optional = false
 python-versions = ">=3.6"
-version = "3.3.0"
+version = "3.3.1"
 
 [package.dependencies]
+certifi = ">=2020.06.20"
 cycler = ">=0.10"
 kiwisolver = ">=1.0.1"
 numpy = ">=1.15"
@@ -961,10 +990,11 @@ description = "A web-based notebook environment for interactive computing"
 name = "notebook"
 optional = false
 python-versions = ">=3.5"
-version = "6.0.3"
+version = "6.1.3"
 
 [package.dependencies]
 Send2Trash = "*"
+argon2-cffi = "*"
 ipykernel = "*"
 ipython-genutils = "*"
 jinja2 = "*"
@@ -974,12 +1004,13 @@ nbconvert = "*"
 nbformat = "*"
 prometheus-client = "*"
 pyzmq = ">=17"
-terminado = ">=0.8.1"
+terminado = ">=0.8.3"
 tornado = ">=5.0"
 traitlets = ">=4.2.1"
 
 [package.extras]
-test = ["nose", "coverage", "requests", "nose-warnings-filters", "nbval", "nose-exclude", "selenium", "pytest", "pytest-cov", "nose-exclude"]
+docs = ["sphinx", "nbsphinx", "sphinxcontrib-github-alt"]
+test = ["nose", "coverage", "requests", "nose-warnings-filters", "nbval", "nose-exclude", "selenium", "pytest", "pytest-cov", "requests-unixsocket"]
 
 [[package]]
 category = "main"
@@ -990,7 +1021,7 @@ python-versions = ">=3.6"
 version = "1.19.1"
 
 [[package]]
-category = "dev"
+category = "main"
 description = "Python Bindings for the NVIDIA Management Library"
 name = "nvidia-ml-py3"
 optional = false
@@ -1002,11 +1033,11 @@ category = "main"
 description = "Wrapper package for OpenCV python bindings."
 name = "opencv-python"
 optional = false
-python-versions = "*"
-version = "4.3.0.36"
+python-versions = ">=3.5"
+version = "4.4.0.42"
 
 [package.dependencies]
-numpy = ">=1.11.1"
+numpy = ">=1.13.1"
 
 [[package]]
 category = "main"
@@ -1048,7 +1079,7 @@ python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
 version = "0.8.0"
 
 [[package]]
-category = "dev"
+category = "main"
 description = "File system general utilities"
 name = "pathtools"
 optional = false
@@ -1119,7 +1150,7 @@ version = "0.8.0"
 twisted = ["twisted"]
 
 [[package]]
-category = "dev"
+category = "main"
 description = "Promises/A+ implementation for Python"
 name = "promise"
 optional = false
@@ -1138,13 +1169,13 @@ description = "Library for building powerful interactive command lines in Python
 name = "prompt-toolkit"
 optional = false
 python-versions = ">=3.6.1"
-version = "3.0.5"
+version = "3.0.6"
 
 [package.dependencies]
 wcwidth = "*"
 
 [[package]]
-category = "dev"
+category = "main"
 description = "Cross-platform lib for process and system monitoring in Python."
 name = "psutil"
 optional = false
@@ -1180,6 +1211,14 @@ python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
 version = "2.6.0"
 
 [[package]]
+category = "dev"
+description = "C parser in Python"
+name = "pycparser"
+optional = false
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
+version = "2.20"
+
+[[package]]
 category = "main"
 description = "Python docstring style checker"
 name = "pydocstyle"
@@ -1257,7 +1296,7 @@ description = "Pytest plugin for measuring coverage."
 name = "pytest-cov"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
-version = "2.10.0"
+version = "2.10.1"
 
 [package.dependencies]
 coverage = ">=4.4"
@@ -1298,7 +1337,7 @@ marker = "python_version == \"3.7\""
 name = "pytype"
 optional = false
 python-versions = "<3.9,>=3.5"
-version = "2020.7.24"
+version = "2020.8.10"
 
 [package.dependencies]
 attrs = "*"
@@ -1335,7 +1374,7 @@ python-versions = "*"
 version = "0.5.7"
 
 [[package]]
-category = "dev"
+category = "main"
 description = "YAML parser and emitter for Python"
 name = "pyyaml"
 optional = false
@@ -1348,7 +1387,7 @@ description = "Python bindings for 0MQ"
 name = "pyzmq"
 optional = false
 python-versions = ">=2.7,!=3.0.*,!=3.1.*,!=3.2.*"
-version = "19.0.1"
+version = "19.0.2"
 
 [[package]]
 category = "dev"
@@ -1452,12 +1491,12 @@ python-versions = "*"
 version = "1.5.0"
 
 [[package]]
-category = "dev"
+category = "main"
 description = "Python client for Sentry (https://sentry.io)"
 name = "sentry-sdk"
 optional = false
 python-versions = "*"
-version = "0.16.2"
+version = "0.16.5"
 
 [package.dependencies]
 certifi = "*"
@@ -1479,7 +1518,7 @@ sqlalchemy = ["sqlalchemy (>=1.2)"]
 tornado = ["tornado (>=5)"]
 
 [[package]]
-category = "dev"
+category = "main"
 description = "A generator library for concise, unambiguous and URL-safe UUIDs."
 name = "shortuuid"
 optional = false
@@ -1495,7 +1534,7 @@ python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*"
 version = "1.15.0"
 
 [[package]]
-category = "dev"
+category = "main"
 description = "A pure Python implementation of a sliding window memory map manager"
 name = "smmap"
 optional = false
@@ -1516,7 +1555,7 @@ description = "Python documentation generator"
 name = "sphinx"
 optional = false
 python-versions = ">=3.5"
-version = "3.1.2"
+version = "3.2.1"
 
 [package.dependencies]
 Jinja2 = ">=2.3"
@@ -1655,7 +1694,7 @@ python = "<3.8"
 version = ">=1.7.0"
 
 [[package]]
-category = "dev"
+category = "main"
 description = "A backport of the subprocess module from Python 3 for use on 2.x."
 name = "subprocess32"
 optional = false
@@ -1699,8 +1738,8 @@ category = "main"
 description = "Tensors and Dynamic neural networks in Python with strong GPU acceleration"
 name = "torch"
 optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*, !=3.6.0"
-version = "1.5.1"
+python-versions = ">=3.6.1"
+version = "1.6.0"
 
 [package.dependencies]
 future = "*"
@@ -1720,12 +1759,12 @@ description = "image and video datasets and models for torch deep learning"
 name = "torchvision"
 optional = false
 python-versions = "*"
-version = "0.6.1"
+version = "0.7.0"
 
 [package.dependencies]
 numpy = "*"
 pillow = ">=4.1.1"
-torch = "1.5.1"
+torch = "1.6.0"
 
 [package.extras]
 scipy = ["scipy"]
@@ -1744,7 +1783,7 @@ description = "Fast, Extensible Progress Meter"
 name = "tqdm"
 optional = false
 python-versions = ">=2.6, !=3.0.*, !=3.1.*"
-version = "4.48.0"
+version = "4.48.2"
 
 [package.extras]
 dev = ["py-make (>=0.1.0)", "twine", "argopt", "pydoc-markdown"]
@@ -1819,12 +1858,12 @@ secure = ["certifi", "cryptography (>=1.3.4)", "idna (>=2.0.0)", "pyOpenSSL (>=0
 socks = ["PySocks (>=1.5.6,<1.5.7 || >1.5.7,<2.0)"]
 
 [[package]]
-category = "dev"
+category = "main"
 description = "A CLI and library for interacting with the Weights and Biases API."
 name = "wandb"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
-version = "0.9.4"
+version = "0.9.5"
 
 [package.dependencies]
 Click = ">=7.0"
@@ -1849,7 +1888,7 @@ gcp = ["google-cloud-storage"]
 kubeflow = ["kubernetes", "minio", "google-cloud-storage", "sh"]
 
 [[package]]
-category = "dev"
+category = "main"
 description = "Filesystem events monitoring"
 name = "watchdog"
 optional = false
@@ -1931,7 +1970,7 @@ docs = ["sphinx", "jaraco.packaging (>=3.2)", "rst.linker (>=1.9)"]
 testing = ["jaraco.itertools", "func-timeout"]
 
 [metadata]
-content-hash = "90078f3c0d16b4e2e67b4f5ad22219067d8936dfca527d130ec0a179d2c55cb0"
+content-hash = "8aea4adc15683cb4bdd650d199725418e7778687d311bcb6a02db94fa05719f7"
 lock-version = "1.0"
 python-versions = "^3.7"
 
@@ -1948,6 +1987,24 @@ appnope = [
     {file = "appnope-0.1.0-py2.py3-none-any.whl", hash = "sha256:5b26757dc6f79a3b7dc9fab95359328d5747fcb2409d331ea66d0272b90ab2a0"},
     {file = "appnope-0.1.0.tar.gz", hash = "sha256:8b995ffe925347a2138d7ac0fe77155e4311a0ea6d6da4f5128fe4b3cbe5ed71"},
 ]
+argon2-cffi = [
+    {file = "argon2-cffi-20.1.0.tar.gz", hash = "sha256:d8029b2d3e4b4cea770e9e5a0104dd8fa185c1724a0f01528ae4826a6d25f97d"},
+    {file = "argon2_cffi-20.1.0-cp27-cp27m-macosx_10_6_intel.whl", hash = "sha256:6ea92c980586931a816d61e4faf6c192b4abce89aa767ff6581e6ddc985ed003"},
+    {file = "argon2_cffi-20.1.0-cp27-cp27m-manylinux1_x86_64.whl", hash = "sha256:05a8ac07c7026542377e38389638a8a1e9b78f1cd8439cd7493b39f08dd75fbf"},
+    {file = "argon2_cffi-20.1.0-cp27-cp27m-win32.whl", hash = "sha256:0bf066bc049332489bb2d75f69216416329d9dc65deee127152caeb16e5ce7d5"},
+    {file = "argon2_cffi-20.1.0-cp27-cp27m-win_amd64.whl", hash = "sha256:57358570592c46c420300ec94f2ff3b32cbccd10d38bdc12dc6979c4a8484fbc"},
+    {file = "argon2_cffi-20.1.0-cp27-cp27mu-manylinux1_x86_64.whl", hash = "sha256:7d455c802727710e9dfa69b74ccaab04568386ca17b0ad36350b622cd34606fe"},
+    {file = "argon2_cffi-20.1.0-cp35-abi3-manylinux1_x86_64.whl", hash = "sha256:b160416adc0f012fb1f12588a5e6954889510f82f698e23ed4f4fa57f12a0647"},
+    {file = "argon2_cffi-20.1.0-cp35-cp35m-win32.whl", hash = "sha256:9bee3212ba4f560af397b6d7146848c32a800652301843df06b9e8f68f0f7361"},
+    {file = "argon2_cffi-20.1.0-cp35-cp35m-win_amd64.whl", hash = "sha256:392c3c2ef91d12da510cfb6f9bae52512a4552573a9e27600bdb800e05905d2b"},
+    {file = "argon2_cffi-20.1.0-cp36-cp36m-win32.whl", hash = "sha256:ba7209b608945b889457f949cc04c8e762bed4fe3fec88ae9a6b7765ae82e496"},
+    {file = "argon2_cffi-20.1.0-cp36-cp36m-win_amd64.whl", hash = "sha256:da7f0445b71db6d3a72462e04f36544b0de871289b0bc8a7cc87c0f5ec7079fa"},
+    {file = "argon2_cffi-20.1.0-cp37-abi3-macosx_10_6_intel.whl", hash = "sha256:cc0e028b209a5483b6846053d5fd7165f460a1f14774d79e632e75e7ae64b82b"},
+    {file = "argon2_cffi-20.1.0-cp37-cp37m-win32.whl", hash = "sha256:18dee20e25e4be86680b178b35ccfc5d495ebd5792cd00781548d50880fee5c5"},
+    {file = "argon2_cffi-20.1.0-cp37-cp37m-win_amd64.whl", hash = "sha256:6678bb047373f52bcff02db8afab0d2a77d83bde61cfecea7c5c62e2335cb203"},
+    {file = "argon2_cffi-20.1.0-cp38-cp38-win32.whl", hash = "sha256:77e909cc756ef81d6abb60524d259d959bab384832f0c651ed7dcb6e5ccdbb78"},
+    {file = "argon2_cffi-20.1.0-cp38-cp38-win_amd64.whl", hash = "sha256:9dfd5197852530294ecb5795c97a823839258dfd5eb9420233c7cfedec2058f2"},
+]
 atomicwrites = [
     {file = "atomicwrites-1.4.0-py2.py3-none-any.whl", hash = "sha256:6d1784dea7c0c8d4a5172b6c620f40b6e4cbfdf96d783691f2e1302a7b88e197"},
     {file = "atomicwrites-1.4.0.tar.gz", hash = "sha256:ae70396ad1a434f9c7046fd2dd196fc04b12f9e91ffb859164193be8b6168a7a"},
@@ -1982,13 +2039,43 @@ blessings = [
     {file = "blessings-1.7.tar.gz", hash = "sha256:98e5854d805f50a5b58ac2333411b0482516a8210f23f43308baeb58d77c157d"},
 ]
 boltons = [
-    {file = "boltons-20.2.0-py2.py3-none-any.whl", hash = "sha256:1567a4ab991a52be4e9a778c6c433e50237018b322759146b07732b71e57ef67"},
-    {file = "boltons-20.2.0.tar.gz", hash = "sha256:d367506c0b32042bb1ee3bf7899f2dcc8492dceb42ce3727b89e174d85bffe6e"},
+    {file = "boltons-20.2.1-py2.py3-none-any.whl", hash = "sha256:3dd8a8e3c1886e7f7ba3422b50f55a66e1700161bf01b919d098e7d96dd2d9b6"},
+    {file = "boltons-20.2.1.tar.gz", hash = "sha256:dd362291a460cc1e0c2e91cc6a60da3036ced77099b623112e8f833e6734bdc5"},
 ]
 certifi = [
     {file = "certifi-2020.6.20-py2.py3-none-any.whl", hash = "sha256:8fc0819f1f30ba15bdb34cceffb9ef04d99f420f68eb75d901e9560b8749fc41"},
     {file = "certifi-2020.6.20.tar.gz", hash = "sha256:5930595817496dd21bb8dc35dad090f1c2cd0adfaf21204bf6732ca5d8ee34d3"},
 ]
+cffi = [
+    {file = "cffi-1.14.2-cp27-cp27m-macosx_10_9_x86_64.whl", hash = "sha256:da9d3c506f43e220336433dffe643fbfa40096d408cb9b7f2477892f369d5f82"},
+    {file = "cffi-1.14.2-cp27-cp27m-manylinux1_i686.whl", hash = "sha256:23e44937d7695c27c66a54d793dd4b45889a81b35c0751ba91040fe825ec59c4"},
+    {file = "cffi-1.14.2-cp27-cp27m-manylinux1_x86_64.whl", hash = "sha256:0da50dcbccd7cb7e6c741ab7912b2eff48e85af217d72b57f80ebc616257125e"},
+    {file = "cffi-1.14.2-cp27-cp27m-win32.whl", hash = "sha256:76ada88d62eb24de7051c5157a1a78fd853cca9b91c0713c2e973e4196271d0c"},
+    {file = "cffi-1.14.2-cp27-cp27m-win_amd64.whl", hash = "sha256:15a5f59a4808f82d8ec7364cbace851df591c2d43bc76bcbe5c4543a7ddd1bf1"},
+    {file = "cffi-1.14.2-cp27-cp27mu-manylinux1_i686.whl", hash = "sha256:e4082d832e36e7f9b2278bc774886ca8207346b99f278e54c9de4834f17232f7"},
+    {file = "cffi-1.14.2-cp27-cp27mu-manylinux1_x86_64.whl", hash = "sha256:57214fa5430399dffd54f4be37b56fe22cedb2b98862550d43cc085fb698dc2c"},
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+    {file = "cffi-1.14.2-cp35-cp35m-win32.whl", hash = "sha256:837398c2ec00228679513802e3744d1e8e3cb1204aa6ad408b6aff081e99a487"},
+    {file = "cffi-1.14.2-cp35-cp35m-win_amd64.whl", hash = "sha256:bf44a9a0141a082e89c90e8d785b212a872db793a0080c20f6ae6e2a0ebf82ad"},
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+    {file = "cffi-1.14.2-cp36-cp36m-win_amd64.whl", hash = "sha256:7057613efefd36cacabbdbcef010e0a9c20a88fc07eb3e616019ea1692fa5df4"},
+    {file = "cffi-1.14.2-cp37-cp37m-macosx_10_9_x86_64.whl", hash = "sha256:6539314d84c4d36f28d73adc1b45e9f4ee2a89cdc7e5d2b0a6dbacba31906798"},
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@@ -2807,8 +2893,8 @@ tornado = [
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