feat: live semi-fonctionnel

poetry.lock

@@ -1,3 +1,25 @@
+[[package]]
+name = "absl-py"
+version = "1.0.0"
+description = "Abseil Python Common Libraries, see https://github.com/abseil/abseil-py."
+category = "main"
+optional = false
+python-versions = ">=3.6"
+
+[package.dependencies]
+six = "*"
+
+[[package]]
+name = "astunparse"
+version = "1.6.3"
+description = "An AST unparser for Python"
+category = "main"
+optional = false
+python-versions = "*"
+
+[package.dependencies]
+six = ">=1.6.1,<2.0"
+
 [[package]]
 name = "black"
 version = "22.1.0"
@@ -19,6 +41,33 @@ d = ["aiohttp (>=3.7.4)"]
 jupyter = ["ipython (>=7.8.0)", "tokenize-rt (>=3.2.0)"]
 uvloop = ["uvloop (>=0.15.2)"]
 
+[[package]]
+name = "cachetools"
+version = "5.0.0"
+description = "Extensible memoizing collections and decorators"
+category = "main"
+optional = false
+python-versions = "~=3.7"
+
+[[package]]
+name = "certifi"
+version = "2021.10.8"
+description = "Python package for providing Mozilla's CA Bundle."
+category = "main"
+optional = false
+python-versions = "*"
+
+[[package]]
+name = "charset-normalizer"
+version = "2.0.12"
+description = "The Real First Universal Charset Detector. Open, modern and actively maintained alternative to Chardet."
+category = "main"
+optional = false
+python-versions = ">=3.5.0"
+
+[package.extras]
+unicode_backport = ["unicodedata2"]
+
 [[package]]
 name = "click"
 version = "8.0.4"
@@ -38,6 +87,100 @@ category = "dev"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
 
+[[package]]
+name = "flatbuffers"
+version = "2.0"
+description = "The FlatBuffers serialization format for Python"
+category = "main"
+optional = false
+python-versions = "*"
+
+[[package]]
+name = "gast"
+version = "0.5.3"
+description = "Python AST that abstracts the underlying Python version"
+category = "main"
+optional = false
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
+
+[[package]]
+name = "google-auth"
+version = "2.6.4"
+description = "Google Authentication Library"
+category = "main"
+optional = false
+python-versions = ">=2.7,!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*"
+
+[package.dependencies]
+cachetools = ">=2.0.0,<6.0"
+pyasn1-modules = ">=0.2.1"
+rsa = {version = ">=3.1.4,<5", markers = "python_version >= \"3.6\""}
+six = ">=1.9.0"
+
+[package.extras]
+aiohttp = ["requests (>=2.20.0,<3.0.0dev)", "aiohttp (>=3.6.2,<4.0.0dev)"]
+pyopenssl = ["pyopenssl (>=20.0.0)"]
+reauth = ["pyu2f (>=0.1.5)"]
+
+[[package]]
+name = "google-auth-oauthlib"
+version = "0.4.6"
+description = "Google Authentication Library"
+category = "main"
+optional = false
+python-versions = ">=3.6"
+
+[package.dependencies]
+google-auth = ">=1.0.0"
+requests-oauthlib = ">=0.7.0"
+
+[package.extras]
+tool = ["click (>=6.0.0)"]
+
+[[package]]
+name = "google-pasta"
+version = "0.2.0"
+description = "pasta is an AST-based Python refactoring library"
+category = "main"
+optional = false
+python-versions = "*"
+
+[package.dependencies]
+six = "*"
+
+[[package]]
+name = "grpcio"
+version = "1.45.0"
+description = "HTTP/2-based RPC framework"
+category = "main"
+optional = false
+python-versions = ">=3.6"
+
+[package.dependencies]
+six = ">=1.5.2"
+
+[package.extras]
+protobuf = ["grpcio-tools (>=1.45.0)"]
+
+[[package]]
+name = "h5py"
+version = "3.6.0"
+description = "Read and write HDF5 files from Python"
+category = "main"
+optional = false
+python-versions = ">=3.7"
+
+[package.dependencies]
+numpy = ">=1.14.5"
+
+[[package]]
+name = "idna"
+version = "3.3"
+description = "Internationalized Domain Names in Applications (IDNA)"
+category = "main"
+optional = false
+python-versions = ">=3.5"
+
 [[package]]
 name = "isort"
 version = "5.10.1"
@@ -52,6 +195,50 @@ requirements_deprecated_finder = ["pipreqs", "pip-api"]
 colors = ["colorama (>=0.4.3,<0.5.0)"]
 plugins = ["setuptools"]
 
+[[package]]
+name = "keras"
+version = "2.8.0"
+description = "Deep learning for humans."
+category = "main"
+optional = false
+python-versions = "*"
+
+[[package]]
+name = "keras-preprocessing"
+version = "1.1.2"
+description = "Easy data preprocessing and data augmentation for deep learning models"
+category = "main"
+optional = false
+python-versions = "*"
+
+[package.dependencies]
+numpy = ">=1.9.1"
+six = ">=1.9.0"
+
+[package.extras]
+image = ["scipy (>=0.14)", "Pillow (>=5.2.0)"]
+pep8 = ["flake8"]
+tests = ["pandas", "pillow", "tensorflow", "keras", "pytest", "pytest-xdist", "pytest-cov"]
+
+[[package]]
+name = "libclang"
+version = "13.0.0"
+description = "Clang Python Bindings, mirrored from the official LLVM repo: https://github.com/llvm/llvm-project/tree/main/clang/bindings/python, to make the installation process easier."
+category = "main"
+optional = false
+python-versions = "*"
+
+[[package]]
+name = "markdown"
+version = "3.3.6"
+description = "Python implementation of Markdown."
+category = "main"
+optional = false
+python-versions = ">=3.6"
+
+[package.extras]
+testing = ["coverage", "pyyaml"]
+
 [[package]]
 name = "mypy"
 version = "0.931"
@@ -85,6 +272,34 @@ category = "main"
 optional = false
 python-versions = ">=3.8"
 
+[[package]]
+name = "oauthlib"
+version = "3.2.0"
+description = "A generic, spec-compliant, thorough implementation of the OAuth request-signing logic"
+category = "main"
+optional = false
+python-versions = ">=3.6"
+
+[package.extras]
+rsa = ["cryptography (>=3.0.0)"]
+signals = ["blinker (>=1.4.0)"]
+signedtoken = ["cryptography (>=3.0.0)", "pyjwt (>=2.0.0,<3)"]
+
+[[package]]
+name = "opt-einsum"
+version = "3.3.0"
+description = "Optimizing numpys einsum function"
+category = "main"
+optional = false
+python-versions = ">=3.5"
+
+[package.dependencies]
+numpy = ">=1.7"
+
+[package.extras]
+docs = ["sphinx (==1.2.3)", "sphinxcontrib-napoleon", "sphinx-rtd-theme", "numpydoc"]
+tests = ["pytest", "pytest-cov", "pytest-pep8"]
+
 [[package]]
 name = "pathspec"
 version = "0.9.0"
@@ -113,6 +328,14 @@ python-versions = ">=3.7"
 docs = ["Sphinx (>=4)", "furo (>=2021.7.5b38)", "proselint (>=0.10.2)", "sphinx-autodoc-typehints (>=1.12)"]
 test = ["appdirs (==1.4.4)", "pytest (>=6)", "pytest-cov (>=2.7)", "pytest-mock (>=3.6)"]
 
+[[package]]
+name = "protobuf"
+version = "3.20.0"
+description = "Protocol Buffers"
+category = "main"
+optional = false
+python-versions = ">=3.7"
+
 [[package]]
 name = "pure-python-adb"
 version = "0.3.0.dev0"
@@ -124,6 +347,175 @@ python-versions = "*"
 [package.extras]
 async = ["aiofiles (>=0.4.0)"]
 
+[[package]]
+name = "pyasn1"
+version = "0.4.8"
+description = "ASN.1 types and codecs"
+category = "main"
+optional = false
+python-versions = "*"
+
+[[package]]
+name = "pyasn1-modules"
+version = "0.2.8"
+description = "A collection of ASN.1-based protocols modules."
+category = "main"
+optional = false
+python-versions = "*"
+
+[package.dependencies]
+pyasn1 = ">=0.4.6,<0.5.0"
+
+[[package]]
+name = "requests"
+version = "2.27.1"
+description = "Python HTTP for Humans."
+category = "main"
+optional = false
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*, !=3.5.*"
+
+[package.dependencies]
+certifi = ">=2017.4.17"
+charset-normalizer = {version = ">=2.0.0,<2.1.0", markers = "python_version >= \"3\""}
+idna = {version = ">=2.5,<4", markers = "python_version >= \"3\""}
+urllib3 = ">=1.21.1,<1.27"
+
+[package.extras]
+socks = ["PySocks (>=1.5.6,!=1.5.7)", "win-inet-pton"]
+use_chardet_on_py3 = ["chardet (>=3.0.2,<5)"]
+
+[[package]]
+name = "requests-oauthlib"
+version = "1.3.1"
+description = "OAuthlib authentication support for Requests."
+category = "main"
+optional = false
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
+
+[package.dependencies]
+oauthlib = ">=3.0.0"
+requests = ">=2.0.0"
+
+[package.extras]
+rsa = ["oauthlib[signedtoken] (>=3.0.0)"]
+
+[[package]]
+name = "rsa"
+version = "4.8"
+description = "Pure-Python RSA implementation"
+category = "main"
+optional = false
+python-versions = ">=3.6,<4"
+
+[package.dependencies]
+pyasn1 = ">=0.1.3"
+
+[[package]]
+name = "six"
+version = "1.16.0"
+description = "Python 2 and 3 compatibility utilities"
+category = "main"
+optional = false
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*"
+
+[[package]]
+name = "tensorboard"
+version = "2.8.0"
+description = "TensorBoard lets you watch Tensors Flow"
+category = "main"
+optional = false
+python-versions = ">=3.6"
+
+[package.dependencies]
+absl-py = ">=0.4"
+google-auth = ">=1.6.3,<3"
+google-auth-oauthlib = ">=0.4.1,<0.5"
+grpcio = ">=1.24.3"
+markdown = ">=2.6.8"
+numpy = ">=1.12.0"
+protobuf = ">=3.6.0"
+requests = ">=2.21.0,<3"
+tensorboard-data-server = ">=0.6.0,<0.7.0"
+tensorboard-plugin-wit = ">=1.6.0"
+werkzeug = ">=0.11.15"
+
+[[package]]
+name = "tensorboard-data-server"
+version = "0.6.1"
+description = "Fast data loading for TensorBoard"
+category = "main"
+optional = false
+python-versions = ">=3.6"
+
+[[package]]
+name = "tensorboard-plugin-wit"
+version = "1.8.1"
+description = "What-If Tool TensorBoard plugin."
+category = "main"
+optional = false
+python-versions = "*"
+
+[[package]]
+name = "tensorflow"
+version = "2.8.0"
+description = "TensorFlow is an open source machine learning framework for everyone."
+category = "main"
+optional = false
+python-versions = "*"
+
+[package.dependencies]
+absl-py = ">=0.4.0"
+astunparse = ">=1.6.0"
+flatbuffers = ">=1.12"
+gast = ">=0.2.1"
+google-pasta = ">=0.1.1"
+grpcio = ">=1.24.3,<2.0"
+h5py = ">=2.9.0"
+keras = ">=2.8.0rc0,<2.9"
+keras-preprocessing = ">=1.1.1"
+libclang = ">=9.0.1"
+numpy = ">=1.20"
+opt-einsum = ">=2.3.2"
+protobuf = ">=3.9.2"
+six = ">=1.12.0"
+tensorboard = ">=2.8,<2.9"
+tensorflow-io-gcs-filesystem = ">=0.23.1"
+termcolor = ">=1.1.0"
+tf-estimator-nightly = "2.8.0.dev2021122109"
+typing-extensions = ">=3.6.6"
+wrapt = ">=1.11.0"
+
+[[package]]
+name = "tensorflow-io-gcs-filesystem"
+version = "0.24.0"
+description = "TensorFlow IO"
+category = "main"
+optional = false
+python-versions = ">=3.7, <3.11"
+
+[package.extras]
+tensorflow = ["tensorflow (>=2.8.0,<2.9.0)"]
+tensorflow-aarch64 = ["tensorflow-aarch64 (>=2.8.0,<2.9.0)"]
+tensorflow-cpu = ["tensorflow-cpu (>=2.8.0,<2.9.0)"]
+tensorflow-gpu = ["tensorflow-gpu (>=2.8.0,<2.9.0)"]
+tensorflow-rocm = ["tensorflow-rocm (>=2.8.0,<2.9.0)"]
+
+[[package]]
+name = "termcolor"
+version = "1.1.0"
+description = "ANSII Color formatting for output in terminal."
+category = "main"
+optional = false
+python-versions = "*"
+
+[[package]]
+name = "tf-estimator-nightly"
+version = "2.8.0.dev2021122109"
+description = "TensorFlow Estimator."
+category = "main"
+optional = false
+python-versions = "*"
+
 [[package]]
 name = "tomli"
 version = "2.0.1"
@@ -136,16 +528,56 @@ python-versions = ">=3.7"
 name = "typing-extensions"
 version = "4.1.1"
 description = "Backported and Experimental Type Hints for Python 3.6+"
-category = "dev"
+category = "main"
 optional = false
 python-versions = ">=3.6"
 
+[[package]]
+name = "urllib3"
+version = "1.26.9"
+description = "HTTP library with thread-safe connection pooling, file post, and more."
+category = "main"
+optional = false
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*, <4"
+
+[package.extras]
+brotli = ["brotlicffi (>=0.8.0)", "brotli (>=1.0.9)", "brotlipy (>=0.6.0)"]
+secure = ["pyOpenSSL (>=0.14)", "cryptography (>=1.3.4)", "idna (>=2.0.0)", "certifi", "ipaddress"]
+socks = ["PySocks (>=1.5.6,!=1.5.7,<2.0)"]
+
+[[package]]
+name = "werkzeug"
+version = "2.1.1"
+description = "The comprehensive WSGI web application library."
+category = "main"
+optional = false
+python-versions = ">=3.7"
+
+[package.extras]
+watchdog = ["watchdog"]
+
+[[package]]
+name = "wrapt"
+version = "1.14.0"
+description = "Module for decorators, wrappers and monkey patching."
+category = "main"
+optional = false
+python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,>=2.7"
+
 [metadata]
 lock-version = "1.1"
-python-versions = "^3.10"
+python-versions = ">=3.10,<3.11"
-content-hash = "dcb08a5c001cdea5bfcf3cb67d6b880690064b31ba7b499fdbbde4b3119f8632"
+content-hash = "a89369cab63e7550d543db63b111e5c9a9f658df4cdea51dbaecd5ff809d95d5"
 
 [metadata.files]
+absl-py = [
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+    {file = "absl_py-1.0.0-py3-none-any.whl", hash = "sha256:84e6dcdc69c947d0c13e5457d056bd43cade4c2393dce00d684aedea77ddc2a3"},
+]
+astunparse = [
+    {file = "astunparse-1.6.3-py2.py3-none-any.whl", hash = "sha256:c2652417f2c8b5bb325c885ae329bdf3f86424075c4fd1a128674bc6fba4b8e8"},
+    {file = "astunparse-1.6.3.tar.gz", hash = "sha256:5ad93a8456f0d084c3456d059fd9a92cce667963232cbf763eac3bc5b7940872"},
+]
 black = [
     {file = "black-22.1.0-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:1297c63b9e1b96a3d0da2d85d11cd9bf8664251fd69ddac068b98dc4f34f73b6"},
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@@ -171,6 +603,18 @@ black = [
     {file = "black-22.1.0-py3-none-any.whl", hash = "sha256:3524739d76b6b3ed1132422bf9d82123cd1705086723bc3e235ca39fd21c667d"},
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 ]
+cachetools = [
+    {file = "cachetools-5.0.0-py3-none-any.whl", hash = "sha256:8fecd4203a38af17928be7b90689d8083603073622229ca7077b72d8e5a976e4"},
+    {file = "cachetools-5.0.0.tar.gz", hash = "sha256:486471dfa8799eb7ec503a8059e263db000cdda20075ce5e48903087f79d5fd6"},
+]
+certifi = [
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+    {file = "certifi-2021.10.8.tar.gz", hash = "sha256:78884e7c1d4b00ce3cea67b44566851c4343c120abd683433ce934a68ea58872"},
+]
+charset-normalizer = [
+    {file = "charset-normalizer-2.0.12.tar.gz", hash = "sha256:2857e29ff0d34db842cd7ca3230549d1a697f96ee6d3fb071cfa6c7393832597"},
+    {file = "charset_normalizer-2.0.12-py3-none-any.whl", hash = "sha256:6881edbebdb17b39b4eaaa821b438bf6eddffb4468cf344f09f89def34a8b1df"},
+]
 click = [
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@@ -179,10 +623,130 @@ colorama = [
     {file = "colorama-0.4.4-py2.py3-none-any.whl", hash = "sha256:9f47eda37229f68eee03b24b9748937c7dc3868f906e8ba69fbcbdd3bc5dc3e2"},
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 ]
+flatbuffers = [
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+    {file = "flatbuffers-2.0.tar.gz", hash = "sha256:12158ab0272375eab8db2d663ae97370c33f152b27801fa6024e1d6105fd4dd2"},
+]
+gast = [
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+    {file = "gast-0.5.3.tar.gz", hash = "sha256:cfbea25820e653af9c7d1807f659ce0a0a9c64f2439421a7bba4f0983f532dea"},
+]
+google-auth = [
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+]
+google-auth-oauthlib = [
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+    {file = "google_auth_oauthlib-0.4.6-py2.py3-none-any.whl", hash = "sha256:3f2a6e802eebbb6fb736a370fbf3b055edcb6b52878bf2f26330b5e041316c73"},
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+    {file = "google_pasta-0.2.0-py2-none-any.whl", hash = "sha256:4612951da876b1a10fe3960d7226f0c7682cf901e16ac06e473b267a5afa8954"},
+    {file = "google_pasta-0.2.0-py3-none-any.whl", hash = "sha256:b32482794a366b5366a32c92a9a9201b107821889935a02b3e51f6b432ea84ed"},
+]
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 ]
+urllib3 = [
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+]
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+    {file = "wrapt-1.14.0.tar.gz", hash = "sha256:8323a43bd9c91f62bb7d4be74cc9ff10090e7ef820e27bfe8815c57e68261311"},
+]

pyproject.toml

@@ -13,7 +13,8 @@ version = "0.1.0"
 Pillow = "^9.0.1"
 numpy = "^1.22.3"
 pure-python-adb = "^0.3.0-alpha.0"
-python = "^3.10"
+python = ">=3.10,<3.11"
+tensorflow = "^2.8.0"
 
 [tool.poetry.dev-dependencies]
 black = "^22.1"

src/live.py

@@ -1,4 +1,5 @@
 import subprocess
+import time
 
 import numpy as np
 import PIL
@@ -11,29 +12,39 @@ from keras import models
 import utils
 
 RESIZED_SIZE = (100, 50, 3)
-LABELS = ['octane', 'werewolf', 'breakout', 'aftershock']
+LABELS = ["octane", "werewolf", "breakout", "aftershock"]
 
-MODELS_PATH = '../models'
+MODELS_PATH = "models"
-MODEL_FILENAME = 'rot_25e'
+MODEL_FILENAME = "rot_25e"
 
 # Load model
-model = models.load_model(MODELS_PATH + '/' + MODEL_FILENAME)
+model = models.load_model(MODELS_PATH + "/" + MODEL_FILENAME)
 
 utils.startup(need_focus=False)
 
 running = True
 
+X = np.zeros((1, RESIZED_SIZE[1], RESIZED_SIZE[0], RESIZED_SIZE[2]))
+
 while running:
-    utils.screenshot(filename='live', folder=MODELS_PATH)
+    utils.screenshot(filename="live", folder=MODELS_PATH)
+
+    time.sleep(1)
 
     # Lecture de l'image
-    img = PIL.Image.open(MODELS_PATH + '/live')
+    img = PIL.Image.open(MODELS_PATH + "/live.jpg")
 
     # Redimensionnement de l'image
     img = img.resize(RESIZED_SIZE[:-1], PIL.Image.ANTIALIAS)
 
-    X = np.asarray(img)
+    X[0] = np.asarray(img)
 
-    Y = model.evaluate(X)
+    Y = model.predict(X)
 
-    print(f"Model detected : {LABELS[Y]}")
+    index = int(np.dot(Y, np.array([0, 1, 2, 3]).T))
+
+    print()
+    print()
+    print(f"Model detected : {LABELS[index]}")
+    for i in range(len(LABELS)):
+        print(f"\t- {LABELS[i]} {Y[0,i]:.03f}")

src/notebook.ipynb

@@ -157,11 +157,7 @@
   },
   {
    "cell_type": "code",
-<<<<<<< HEAD
-   "execution_count": null,
-=======
    "execution_count": 9,
->>>>>>> 8aa27ce006de9183272889e3100881120309d130
    "metadata": {},
    "outputs": [
     {

src/utils.py

@@ -1,4 +1,5 @@
 import logging
+import os
 import re
 import sqlite3
 import subprocess
@@ -140,7 +141,7 @@ def screenshot(filename=None, folder=DATA_FOLDER) -> uuid.UUID:
         filename = uuid.uuid1()
 
     subprocess.Popen(
-        f"ffmpeg -f video4linux2 -i /dev/video2 -frames:v 1 -filter:v crop=400:150:45:30 {folder}/{filename}.jpg".split(),
+        f"ffmpeg -f video4linux2 -i /dev/video2 -frames:v 1 -filter:v crop=400:150:45:30 -y {folder}/{filename}.jpg".split(),
         stdout=subprocess.PIPE,
         stderr=subprocess.STDOUT,
     )