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jan24_cds_mushrooms/references/python_env.ipynb

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98 KiB
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  1. {

  2.  "cells": [

  3.   {

  4.    "cell_type": "markdown",

  5.    "metadata": {},

  6.    "source": [

  7.     "# Upgrade pip and deploy requirements.txt"

  8.    ]

  9.   },

  10.   {

  11.    "cell_type": "code",

  12.    "execution_count": 8,

  13.    "metadata": {},

  14.    "outputs": [

  15.     {

  16.      "name": "stdout",

  17.      "output_type": "stream",

  18.      "text": [

  19.       "Requirement already satisfied: pip in /home/heuzef/GIT/jan24_cds_mushrooms/.venv/lib/python3.11/site-packages (24.1.2)\n",

  20.       "Note: you may need to restart the kernel to use updated packages.\n",

  21.       "Requirement already satisfied: ipykernel in /home/heuzef/GIT/jan24_cds_mushrooms/.venv/lib/python3.11/site-packages (from -r ../requirements.txt (line 2)) (6.29.5)\n",

  22.       "Requirement already satisfied: ipython in /home/heuzef/GIT/jan24_cds_mushrooms/.venv/lib/python3.11/site-packages (from -r ../requirements.txt (line 3)) (8.26.0)\n",

  23.       "Collecting numpy (from -r ../requirements.txt (line 6))\n",

  24.       "  Downloading numpy-2.0.1-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.metadata (60 kB)\n",

  25.       "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m60.9/60.9 kB\u001b[0m \u001b[31m1.6 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",

  26.       "\u001b[?25hCollecting pandas (from -r ../requirements.txt (line 7))\n",

  27.       "  Downloading pandas-2.2.2-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.metadata (19 kB)\n",

  28.       "Collecting matplotlib (from -r ../requirements.txt (line 8))\n",

  29.       "  Downloading matplotlib-3.9.1-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.metadata (11 kB)\n",

  30.       "Collecting seaborn (from -r ../requirements.txt (line 9))\n",

  31.       "  Downloading seaborn-0.13.2-py3-none-any.whl.metadata (5.4 kB)\n",

  32.       "Collecting scikit-learn (from -r ../requirements.txt (line 10))\n",

  33.       "  Downloading scikit_learn-1.5.1-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.metadata (12 kB)\n",

  34.       "Collecting statsmodels (from -r ../requirements.txt (line 11))\n",

  35.       "  Downloading statsmodels-0.14.2-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.metadata (9.2 kB)\n",

  36.       "Collecting beautifulsoup4 (from -r ../requirements.txt (line 14))\n",

  37.       "  Downloading beautifulsoup4-4.12.3-py3-none-any.whl.metadata (3.8 kB)\n",

  38.       "Collecting lxml (from -r ../requirements.txt (line 15))\n",

  39.       "  Downloading lxml-5.2.2-cp311-cp311-manylinux_2_28_x86_64.whl.metadata (3.4 kB)\n",

  40.       "Collecting mlflow (from -r ../requirements.txt (line 18))\n",

  41.       "  Downloading mlflow-2.14.3-py3-none-any.whl.metadata (29 kB)\n",

  42.       "Collecting opencv-contrib-python (from -r ../requirements.txt (line 21))\n",

  43.       "  Downloading opencv_contrib_python-4.10.0.84-cp37-abi3-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.metadata (20 kB)\n",

  44.       "Requirement already satisfied: comm>=0.1.1 in /home/heuzef/GIT/jan24_cds_mushrooms/.venv/lib/python3.11/site-packages (from ipykernel->-r ../requirements.txt (line 2)) (0.2.2)\n",

  45.       "Requirement already satisfied: debugpy>=1.6.5 in /home/heuzef/GIT/jan24_cds_mushrooms/.venv/lib/python3.11/site-packages (from ipykernel->-r ../requirements.txt (line 2)) (1.8.2)\n",

  46.       "Requirement already satisfied: jupyter-client>=6.1.12 in /home/heuzef/GIT/jan24_cds_mushrooms/.venv/lib/python3.11/site-packages (from ipykernel->-r ../requirements.txt (line 2)) (8.6.2)\n",

  47.       "Requirement already satisfied: jupyter-core!=5.0.*,>=4.12 in /home/heuzef/GIT/jan24_cds_mushrooms/.venv/lib/python3.11/site-packages (from ipykernel->-r ../requirements.txt (line 2)) (5.7.2)\n",

  48.       "Requirement already satisfied: matplotlib-inline>=0.1 in /home/heuzef/GIT/jan24_cds_mushrooms/.venv/lib/python3.11/site-packages (from ipykernel->-r ../requirements.txt (line 2)) (0.1.7)\n",

  49.       "Requirement already satisfied: nest-asyncio in /home/heuzef/GIT/jan24_cds_mushrooms/.venv/lib/python3.11/site-packages (from ipykernel->-r ../requirements.txt (line 2)) (1.6.0)\n",

  50.       "Requirement already satisfied: packaging in /home/heuzef/GIT/jan24_cds_mushrooms/.venv/lib/python3.11/site-packages (from ipykernel->-r ../requirements.txt (line 2)) (24.1)\n",

  51.       "Requirement already satisfied: psutil in /home/heuzef/GIT/jan24_cds_mushrooms/.venv/lib/python3.11/site-packages (from ipykernel->-r ../requirements.txt (line 2)) (6.0.0)\n",

  52.       "Requirement already satisfied: pyzmq>=24 in /home/heuzef/GIT/jan24_cds_mushrooms/.venv/lib/python3.11/site-packages (from ipykernel->-r ../requirements.txt (line 2)) (26.0.3)\n",

  53.       "Requirement already satisfied: tornado>=6.1 in /home/heuzef/GIT/jan24_cds_mushrooms/.venv/lib/python3.11/site-packages (from ipykernel->-r ../requirements.txt (line 2)) (6.4.1)\n",

  54.       "Requirement already satisfied: traitlets>=5.4.0 in /home/heuzef/GIT/jan24_cds_mushrooms/.venv/lib/python3.11/site-packages (from ipykernel->-r ../requirements.txt (line 2)) (5.14.3)\n",

  55.       "Requirement already satisfied: decorator in /home/heuzef/GIT/jan24_cds_mushrooms/.venv/lib/python3.11/site-packages (from ipython->-r ../requirements.txt (line 3)) (5.1.1)\n",

  56.       "Requirement already satisfied: jedi>=0.16 in /home/heuzef/GIT/jan24_cds_mushrooms/.venv/lib/python3.11/site-packages (from ipython->-r ../requirements.txt (line 3)) (0.19.1)\n",

  57.       "Requirement already satisfied: prompt-toolkit<3.1.0,>=3.0.41 in /home/heuzef/GIT/jan24_cds_mushrooms/.venv/lib/python3.11/site-packages (from ipython->-r ../requirements.txt (line 3)) (3.0.47)\n",

  58.       "Requirement already satisfied: pygments>=2.4.0 in /home/heuzef/GIT/jan24_cds_mushrooms/.venv/lib/python3.11/site-packages (from ipython->-r ../requirements.txt (line 3)) (2.18.0)\n",

  59.       "Requirement already satisfied: stack-data in /home/heuzef/GIT/jan24_cds_mushrooms/.venv/lib/python3.11/site-packages (from ipython->-r ../requirements.txt (line 3)) (0.6.3)\n",

  60.       "Requirement already satisfied: typing-extensions>=4.6 in /home/heuzef/GIT/jan24_cds_mushrooms/.venv/lib/python3.11/site-packages (from ipython->-r ../requirements.txt (line 3)) (4.12.2)\n",

  61.       "Requirement already satisfied: pexpect>4.3 in /home/heuzef/GIT/jan24_cds_mushrooms/.venv/lib/python3.11/site-packages (from ipython->-r ../requirements.txt (line 3)) (4.9.0)\n",

  62.       "Requirement already satisfied: python-dateutil>=2.8.2 in /home/heuzef/GIT/jan24_cds_mushrooms/.venv/lib/python3.11/site-packages (from pandas->-r ../requirements.txt (line 7)) (2.9.0.post0)\n",

  63.       "Collecting pytz>=2020.1 (from pandas->-r ../requirements.txt (line 7))\n",

  64.       "  Downloading pytz-2024.1-py2.py3-none-any.whl.metadata (22 kB)\n",

  65.       "Collecting tzdata>=2022.7 (from pandas->-r ../requirements.txt (line 7))\n",

  66.       "  Downloading tzdata-2024.1-py2.py3-none-any.whl.metadata (1.4 kB)\n",

  67.       "Collecting contourpy>=1.0.1 (from matplotlib->-r ../requirements.txt (line 8))\n",

  68.       "  Downloading contourpy-1.2.1-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.metadata (5.8 kB)\n",

  69.       "Collecting cycler>=0.10 (from matplotlib->-r ../requirements.txt (line 8))\n",

  70.       "  Downloading cycler-0.12.1-py3-none-any.whl.metadata (3.8 kB)\n",

  71.       "Collecting fonttools>=4.22.0 (from matplotlib->-r ../requirements.txt (line 8))\n",

  72.       "  Downloading fonttools-4.53.1-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.metadata (162 kB)\n",

  73.       "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m162.6/162.6 kB\u001b[0m \u001b[31m4.1 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0ma \u001b[36m0:00:01\u001b[0m\n",

  74.       "\u001b[?25hCollecting kiwisolver>=1.3.1 (from matplotlib->-r ../requirements.txt (line 8))\n",

  75.       "  Downloading kiwisolver-1.4.5-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.metadata (6.4 kB)\n",

  76.       "Collecting pillow>=8 (from matplotlib->-r ../requirements.txt (line 8))\n",

  77.       "  Downloading pillow-10.4.0-cp311-cp311-manylinux_2_28_x86_64.whl.metadata (9.2 kB)\n",

  78.       "Collecting pyparsing>=2.3.1 (from matplotlib->-r ../requirements.txt (line 8))\n",

  79.       "  Downloading pyparsing-3.1.2-py3-none-any.whl.metadata (5.1 kB)\n",

  80.       "Collecting scipy>=1.6.0 (from scikit-learn->-r ../requirements.txt (line 10))\n",

  81.       "  Downloading scipy-1.14.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.metadata (60 kB)\n",

  82.       "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m60.8/60.8 kB\u001b[0m \u001b[31m13.2 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",

  83.       "\u001b[?25hCollecting joblib>=1.2.0 (from scikit-learn->-r ../requirements.txt (line 10))\n",

  84.       "  Downloading joblib-1.4.2-py3-none-any.whl.metadata (5.4 kB)\n",

  85.       "Collecting threadpoolctl>=3.1.0 (from scikit-learn->-r ../requirements.txt (line 10))\n",

  86.       "  Downloading threadpoolctl-3.5.0-py3-none-any.whl.metadata (13 kB)\n",

  87.       "Collecting patsy>=0.5.6 (from statsmodels->-r ../requirements.txt (line 11))\n",

  88.       "  Downloading patsy-0.5.6-py2.py3-none-any.whl.metadata (3.5 kB)\n",

  89.       "Collecting soupsieve>1.2 (from beautifulsoup4->-r ../requirements.txt (line 14))\n",

  90.       "  Downloading soupsieve-2.5-py3-none-any.whl.metadata (4.7 kB)\n",

  91.       "Collecting Flask<4 (from mlflow->-r ../requirements.txt (line 18))\n",

  92.       "  Downloading flask-3.0.3-py3-none-any.whl.metadata (3.2 kB)\n",

  93.       "Collecting alembic!=1.10.0,<2 (from mlflow->-r ../requirements.txt (line 18))\n",

  94.       "  Downloading alembic-1.13.2-py3-none-any.whl.metadata (7.4 kB)\n",

  95.       "Collecting cachetools<6,>=5.0.0 (from mlflow->-r ../requirements.txt (line 18))\n",

  96.       "  Downloading cachetools-5.4.0-py3-none-any.whl.metadata (5.3 kB)\n",

  97.       "Collecting click<9,>=7.0 (from mlflow->-r ../requirements.txt (line 18))\n",

  98.       "  Downloading click-8.1.7-py3-none-any.whl.metadata (3.0 kB)\n",

  99.       "Collecting cloudpickle<4 (from mlflow->-r ../requirements.txt (line 18))\n",

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  101.       "Collecting docker<8,>=4.0.0 (from mlflow->-r ../requirements.txt (line 18))\n",

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  106.       "  Downloading GitPython-3.1.43-py3-none-any.whl.metadata (13 kB)\n",

  107.       "Collecting graphene<4 (from mlflow->-r ../requirements.txt (line 18))\n",

  108.       "  Downloading graphene-3.3-py2.py3-none-any.whl.metadata (7.7 kB)\n",

  109.       "Collecting importlib-metadata!=4.7.0,<8,>=3.7.0 (from mlflow->-r ../requirements.txt (line 18))\n",

  110.       "  Downloading importlib_metadata-7.2.1-py3-none-any.whl.metadata (4.6 kB)\n",

  111.       "Collecting markdown<4,>=3.3 (from mlflow->-r ../requirements.txt (line 18))\n",

  112.       "  Downloading Markdown-3.6-py3-none-any.whl.metadata (7.0 kB)\n",

  113.       "Collecting numpy (from -r ../requirements.txt (line 6))\n",

  114.       "  Downloading numpy-1.26.4-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.metadata (61 kB)\n",

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  116.       "\u001b[?25hCollecting opentelemetry-api<3,>=1.9.0 (from mlflow->-r ../requirements.txt (line 18))\n",

  117.       "  Downloading opentelemetry_api-1.25.0-py3-none-any.whl.metadata (1.4 kB)\n",

  118.       "Collecting opentelemetry-sdk<3,>=1.9.0 (from mlflow->-r ../requirements.txt (line 18))\n",

  119.       "  Downloading opentelemetry_sdk-1.25.0-py3-none-any.whl.metadata (1.4 kB)\n",

  120.       "Collecting protobuf<5,>=3.12.0 (from mlflow->-r ../requirements.txt (line 18))\n",

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  122.       "Collecting pyarrow<16,>=4.0.0 (from mlflow->-r ../requirements.txt (line 18))\n",

  123.       "  Downloading pyarrow-15.0.2-cp311-cp311-manylinux_2_28_x86_64.whl.metadata (3.0 kB)\n",

  124.       "Collecting pyyaml<7,>=5.1 (from mlflow->-r ../requirements.txt (line 18))\n",

  125.       "  Downloading PyYAML-6.0.1-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.metadata (2.1 kB)\n",

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  128.       "Collecting requests<3,>=2.17.3 (from mlflow->-r ../requirements.txt (line 18))\n",

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  130.       "Collecting sqlalchemy<3,>=1.4.0 (from mlflow->-r ../requirements.txt (line 18))\n",

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  134.       "Collecting Jinja2<4,>=2.11 (from mlflow->-r ../requirements.txt (line 18))\n",

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  299.       "\u001b[?25hInstalling collected packages: pytz, aniso8601, zipp, wrapt, urllib3, tzdata, threadpoolctl, sqlparse, soupsieve, smmap, querystring-parser, pyyaml, pyparsing, protobuf, pillow, numpy, MarkupSafe, markdown, lxml, kiwisolver, joblib, itsdangerous, idna, gunicorn, greenlet, graphql-core, fonttools, entrypoints, cycler, cloudpickle, click, charset-normalizer, certifi, cachetools, blinker, Werkzeug, sqlalchemy, scipy, requests, pyarrow, patsy, pandas, opencv-contrib-python, Mako, Jinja2, importlib-metadata, graphql-relay, gitdb, deprecated, contourpy, beautifulsoup4, statsmodels, scikit-learn, opentelemetry-api, matplotlib, graphene, gitpython, Flask, docker, alembic, seaborn, opentelemetry-semantic-conventions, opentelemetry-sdk, mlflow\n",

  300.       "Successfully installed Flask-3.0.3 Jinja2-3.1.4 Mako-1.3.5 MarkupSafe-2.1.5 Werkzeug-3.0.3 alembic-1.13.2 aniso8601-9.0.1 beautifulsoup4-4.12.3 blinker-1.8.2 cachetools-5.4.0 certifi-2024.7.4 charset-normalizer-3.3.2 click-8.1.7 cloudpickle-3.0.0 contourpy-1.2.1 cycler-0.12.1 deprecated-1.2.14 docker-7.1.0 entrypoints-0.4 fonttools-4.53.1 gitdb-4.0.11 gitpython-3.1.43 graphene-3.3 graphql-core-3.2.3 graphql-relay-3.2.0 greenlet-3.0.3 gunicorn-22.0.0 idna-3.7 importlib-metadata-7.1.0 itsdangerous-2.2.0 joblib-1.4.2 kiwisolver-1.4.5 lxml-5.2.2 markdown-3.6 matplotlib-3.9.1 mlflow-2.14.3 numpy-1.26.4 opencv-contrib-python-4.10.0.84 opentelemetry-api-1.25.0 opentelemetry-sdk-1.25.0 opentelemetry-semantic-conventions-0.46b0 pandas-2.2.2 patsy-0.5.6 pillow-10.4.0 protobuf-4.25.4 pyarrow-15.0.2 pyparsing-3.1.2 pytz-2024.1 pyyaml-6.0.1 querystring-parser-1.2.4 requests-2.32.3 scikit-learn-1.5.1 scipy-1.14.0 seaborn-0.13.2 smmap-5.0.1 soupsieve-2.5 sqlalchemy-2.0.31 sqlparse-0.5.1 statsmodels-0.14.2 threadpoolctl-3.5.0 tzdata-2024.1 urllib3-2.2.2 wrapt-1.16.0 zipp-3.19.2\n",

  301.       "Note: you may need to restart the kernel to use updated packages.\n"

  302.      ]

  303.     }

  304.    ],

  305.    "source": [

  306.     "%pip install --upgrade pip\n",

  307.     "%pip install -r ../requirements.txt"

  308.    ]

  309.   },

  310.   {

  311.    "cell_type": "markdown",

  312.    "metadata": {},

  313.    "source": [

  314.     "# Import somes libs for testing"

  315.    ]

  316.   },

  317.   {

  318.    "cell_type": "code",

  319.    "execution_count": 9,

  320.    "metadata": {},

  321.    "outputs": [],

  322.    "source": [

  323.     "# Tests d'imports\n",

  324.     "import numpy as np\n",

  325.     "import pandas as pd\n",

  326.     "import matplotlib.pyplot as plt\n",

  327.     "import os\n",

  328.     "import pathlib\n",

  329.     "import PIL\n",

  330.     "from PIL import Image"

  331.    ]

  332.   },

  333.   {

  334.    "cell_type": "markdown",

  335.    "metadata": {},

  336.    "source": [

  337.     "# Tensorflow\n",

  338.     "\n",

  339.     "> https://www.tensorflow.org/install/pip"

  340.    ]

  341.   },

  342.   {

  343.    "cell_type": "markdown",

  344.    "metadata": {},

  345.    "source": [

  346.     "## Standard version with CPU"

  347.    ]

  348.   },

  349.   {

  350.    "cell_type": "code",

  351.    "execution_count": 10,

  352.    "metadata": {},

  353.    "outputs": [

  354.     {

  355.      "name": "stdout",

  356.      "output_type": "stream",

  357.      "text": [

  358.       "\u001b[33mWARNING: Skipping tensorflow as it is not installed.\u001b[0m\u001b[33m\n",

  359.       "\u001b[0m\u001b[33mWARNING: Skipping tensorflow-rocm as it is not installed.\u001b[0m\u001b[33m\n",

  360.       "\u001b[0mNote: you may need to restart the kernel to use updated packages.\n",

  361.       "Collecting tensorflow\n",

  362.       "  Downloading tensorflow-2.17.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.metadata (4.2 kB)\n",

  363.       "Collecting absl-py>=1.0.0 (from tensorflow)\n",

  364.       "  Downloading absl_py-2.1.0-py3-none-any.whl.metadata (2.3 kB)\n",

  365.       "Collecting astunparse>=1.6.0 (from tensorflow)\n",

  366.       "  Downloading astunparse-1.6.3-py2.py3-none-any.whl.metadata (4.4 kB)\n",

  367.       "Collecting flatbuffers>=24.3.25 (from tensorflow)\n",

  368.       "  Downloading flatbuffers-24.3.25-py2.py3-none-any.whl.metadata (850 bytes)\n",

  369.       "Collecting gast!=0.5.0,!=0.5.1,!=0.5.2,>=0.2.1 (from tensorflow)\n",

  370.       "  Downloading gast-0.6.0-py3-none-any.whl.metadata (1.3 kB)\n",

  371.       "Collecting google-pasta>=0.1.1 (from tensorflow)\n",

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  373.       "Collecting h5py>=3.10.0 (from tensorflow)\n",

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  375.       "Collecting libclang>=13.0.0 (from tensorflow)\n",

  376.       "  Downloading libclang-18.1.1-py2.py3-none-manylinux2010_x86_64.whl.metadata (5.2 kB)\n",

  377.       "Collecting ml-dtypes<0.5.0,>=0.3.1 (from tensorflow)\n",

  378.       "  Downloading ml_dtypes-0.4.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.metadata (20 kB)\n",

  379.       "Collecting opt-einsum>=2.3.2 (from tensorflow)\n",

  380.       "  Downloading opt_einsum-3.3.0-py3-none-any.whl.metadata (6.5 kB)\n",

  381.       "Requirement already satisfied: packaging in /home/heuzef/GIT/jan24_cds_mushrooms/.venv/lib/python3.11/site-packages (from tensorflow) (24.1)\n",

  382.       "Requirement already satisfied: protobuf!=4.21.0,!=4.21.1,!=4.21.2,!=4.21.3,!=4.21.4,!=4.21.5,<5.0.0dev,>=3.20.3 in /home/heuzef/GIT/jan24_cds_mushrooms/.venv/lib/python3.11/site-packages (from tensorflow) (4.25.4)\n",

  383.       "Requirement already satisfied: requests<3,>=2.21.0 in /home/heuzef/GIT/jan24_cds_mushrooms/.venv/lib/python3.11/site-packages (from tensorflow) (2.32.3)\n",

  384.       "Requirement already satisfied: setuptools in /home/heuzef/GIT/jan24_cds_mushrooms/.venv/lib/python3.11/site-packages (from tensorflow) (65.5.0)\n",

  385.       "Requirement already satisfied: six>=1.12.0 in /home/heuzef/GIT/jan24_cds_mushrooms/.venv/lib/python3.11/site-packages (from tensorflow) (1.16.0)\n",

  386.       "Collecting termcolor>=1.1.0 (from tensorflow)\n",

  387.       "  Downloading termcolor-2.4.0-py3-none-any.whl.metadata (6.1 kB)\n",

  388.       "Requirement already satisfied: typing-extensions>=3.6.6 in /home/heuzef/GIT/jan24_cds_mushrooms/.venv/lib/python3.11/site-packages (from tensorflow) (4.12.2)\n",

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  390.       "Collecting grpcio<2.0,>=1.24.3 (from tensorflow)\n",

  391.       "  Downloading grpcio-1.65.1-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.metadata (3.3 kB)\n",

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  459.       "\u001b[?25hDownloading mdurl-0.1.2-py3-none-any.whl (10.0 kB)\n",

  460.       "Installing collected packages: namex, libclang, flatbuffers, wheel, termcolor, tensorflow-io-gcs-filesystem, tensorboard-data-server, optree, opt-einsum, ml-dtypes, mdurl, h5py, grpcio, google-pasta, gast, absl-py, tensorboard, markdown-it-py, astunparse, rich, keras, tensorflow\n",

  461.       "Successfully installed absl-py-2.1.0 astunparse-1.6.3 flatbuffers-24.3.25 gast-0.6.0 google-pasta-0.2.0 grpcio-1.65.1 h5py-3.11.0 keras-3.4.1 libclang-18.1.1 markdown-it-py-3.0.0 mdurl-0.1.2 ml-dtypes-0.4.0 namex-0.0.8 opt-einsum-3.3.0 optree-0.12.1 rich-13.7.1 tensorboard-2.17.0 tensorboard-data-server-0.7.2 tensorflow-2.17.0 tensorflow-io-gcs-filesystem-0.37.1 termcolor-2.4.0 wheel-0.43.0\n",

  462.       "Note: you may need to restart the kernel to use updated packages.\n",

  463.       "tensorflow version 2.17.0\n",

  464.       "Num GPUs Available:  0\n"

  465.      ]

  466.     }

  467.    ],

  468.    "source": [

  469.     "%pip uninstall -y tensorflow tensorflow-rocm\n",

  470.     "%pip install --no-cache-dir tensorflow\n",

  471.     "\n",

  472.     "import tensorflow as tf\n",

  473.     "\n",

  474.     "print(\"tensorflow version\",tf.__version__)\n",

  475.     "print(\"Num GPUs Available: \", len(tf.config.list_physical_devices('GPU')))"

  476.    ]

  477.   },

  478.   {

  479.    "cell_type": "markdown",

  480.    "metadata": {},

  481.    "source": [

  482.     "## ROCM version with AMD GPU"

  483.    ]

  484.   },

  485.   {

  486.    "cell_type": "markdown",

  487.    "metadata": {},

  488.    "source": [

  489.     "S'assurer que les drivers du GPU sont bien installé et le GPU bien reconnu `lspci | grep Radeon`, puis installer les librairies ROCM sur l'OS `sudo dnf install rocm-* --skip-broken`\n",

  490.     "\n",

  491.     "Si les librairies ne sont pas trouvés sur le système, il peut-être nécessaire de créer une variable d'environnement sur l'OS, définir la variable LD_LIBRARY_PATH :\n",

  492.     "\n",

  493.     "```\n",

  494.     "%env LD_LIBRARY_PATH=/opt/rocm/lib\n",

  495.     "%env\n",

  496.     "```"

  497.    ]

  498.   },

  499.   {

  500.    "cell_type": "code",

  501.    "execution_count": 5,

  502.    "metadata": {},

  503.    "outputs": [

  504.     {

  505.      "name": "stdout",

  506.      "output_type": "stream",

  507.      "text": [

  508.       "\u001b[33mWARNING: Skipping tensorflow as it is not installed.\u001b[0m\u001b[33m\n",

  509.       "\u001b[0m\u001b[33mWARNING: Skipping tensorflow-rocm as it is not installed.\u001b[0m\u001b[33m\n",

  510.       "\u001b[0mNote: you may need to restart the kernel to use updated packages.\n",

  511.       "Looking in links: [https://repo.radeon.com/rocm/manylinux/rocm-rel-6.1]\n",

  512.       "\u001b[33mWARNING: Location '[https://repo.radeon.com/rocm/manylinux/rocm-rel-6.1]' is ignored: it is either a non-existing path or lacks a specific scheme.\u001b[0m\u001b[33m\n",

  513.       "\u001b[0mCollecting tensorflow-rocm\n",

  514.       "  Downloading tensorflow_rocm-2.14.0.600-cp311-cp311-manylinux2014_x86_64.whl.metadata (4.1 kB)\n",

  515.       "\u001b[33mWARNING: Location '[https://repo.radeon.com/rocm/manylinux/rocm-rel-6.1]' is ignored: it is either a non-existing path or lacks a specific scheme.\u001b[0m\u001b[33m\n",

  516.       "\u001b[0mCollecting absl-py>=1.0.0 (from tensorflow-rocm)\n",

  517.       "  Downloading absl_py-2.1.0-py3-none-any.whl.metadata (2.3 kB)\n",

  518.       "\u001b[33mWARNING: Location '[https://repo.radeon.com/rocm/manylinux/rocm-rel-6.1]' is ignored: it is either a non-existing path or lacks a specific scheme.\u001b[0m\u001b[33m\n",

  519.       "\u001b[0mCollecting astunparse>=1.6.0 (from tensorflow-rocm)\n",

  520.       "  Downloading astunparse-1.6.3-py2.py3-none-any.whl.metadata (4.4 kB)\n",

  521.       "\u001b[33mWARNING: Location '[https://repo.radeon.com/rocm/manylinux/rocm-rel-6.1]' is ignored: it is either a non-existing path or lacks a specific scheme.\u001b[0m\u001b[33m\n",

  522.       "\u001b[0mCollecting flatbuffers>=23.5.26 (from tensorflow-rocm)\n",

  523.       "  Downloading flatbuffers-24.3.25-py2.py3-none-any.whl.metadata (850 bytes)\n",

  524.       "\u001b[33mWARNING: Location '[https://repo.radeon.com/rocm/manylinux/rocm-rel-6.1]' is ignored: it is either a non-existing path or lacks a specific scheme.\u001b[0m\u001b[33m\n",

  525.       "\u001b[0mCollecting gast!=0.5.0,!=0.5.1,!=0.5.2,>=0.2.1 (from tensorflow-rocm)\n",

  526.       "  Downloading gast-0.6.0-py3-none-any.whl.metadata (1.3 kB)\n",

  527.       "\u001b[33mWARNING: Location '[https://repo.radeon.com/rocm/manylinux/rocm-rel-6.1]' is ignored: it is either a non-existing path or lacks a specific scheme.\u001b[0m\u001b[33m\n",

  528.       "\u001b[0mCollecting google-pasta>=0.1.1 (from tensorflow-rocm)\n",

  529.       "  Downloading google_pasta-0.2.0-py3-none-any.whl.metadata (814 bytes)\n",

  530.       "\u001b[33mWARNING: Location '[https://repo.radeon.com/rocm/manylinux/rocm-rel-6.1]' is ignored: it is either a non-existing path or lacks a specific scheme.\u001b[0m\u001b[33m\n",

  531.       "\u001b[0mCollecting h5py>=2.9.0 (from tensorflow-rocm)\n",

  532.       "  Downloading h5py-3.11.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.metadata (2.5 kB)\n",

  533.       "\u001b[33mWARNING: Location '[https://repo.radeon.com/rocm/manylinux/rocm-rel-6.1]' is ignored: it is either a non-existing path or lacks a specific scheme.\u001b[0m\u001b[33m\n",

  534.       "\u001b[0mCollecting libclang>=13.0.0 (from tensorflow-rocm)\n",

  535.       "  Downloading libclang-18.1.1-py2.py3-none-manylinux2010_x86_64.whl.metadata (5.2 kB)\n",

  536.       "\u001b[33mWARNING: Location '[https://repo.radeon.com/rocm/manylinux/rocm-rel-6.1]' is ignored: it is either a non-existing path or lacks a specific scheme.\u001b[0m\u001b[33m\n",

  537.       "\u001b[0mCollecting ml-dtypes==0.2.0 (from tensorflow-rocm)\n",

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  639.       "\u001b[2K   \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m6.6/6.6 MB\u001b[0m \u001b[31m57.1 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0ma \u001b[36m0:00:01\u001b[0m\n",

  640.       "\u001b[?25hDownloading wheel-0.43.0-py3-none-any.whl (65 kB)\n",

  641.       "\u001b[2K   \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m65.8/65.8 kB\u001b[0m \u001b[31m127.1 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",

  642.       "\u001b[?25hDownloading pyasn1_modules-0.4.0-py3-none-any.whl (181 kB)\n",

  643.       "\u001b[2K   \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m181.2/181.2 kB\u001b[0m \u001b[31m151.1 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",

  644.       "\u001b[?25hDownloading requests_oauthlib-2.0.0-py2.py3-none-any.whl (24 kB)\n",

  645.       "Downloading rsa-4.9-py3-none-any.whl (34 kB)\n",

  646.       "Downloading oauthlib-3.2.2-py3-none-any.whl (151 kB)\n",

  647.       "\u001b[2K   \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m151.7/151.7 kB\u001b[0m \u001b[31m147.5 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",

  648.       "\u001b[?25hDownloading pyasn1-0.6.0-py2.py3-none-any.whl (85 kB)\n",

  649.       "\u001b[2K   \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m85.3/85.3 kB\u001b[0m \u001b[31m87.6 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",

  650.       "\u001b[?25hInstalling collected packages: libclang, flatbuffers, wrapt, wheel, termcolor, tensorflow-io-gcs-filesystem, tensorflow-estimator, tensorboard-data-server, pyasn1, opt-einsum, oauthlib, ml-dtypes, keras, h5py, grpcio, google-pasta, gast, absl-py, rsa, requests-oauthlib, pyasn1-modules, astunparse, google-auth, google-auth-oauthlib, tensorboard, tensorflow-rocm\n",

  651.       "  Attempting uninstall: wrapt\n",

  652.       "    Found existing installation: wrapt 1.16.0\n",

  653.       "    Uninstalling wrapt-1.16.0:\n",

  654.       "      Successfully uninstalled wrapt-1.16.0\n",

  655.       "Successfully installed absl-py-2.1.0 astunparse-1.6.3 flatbuffers-24.3.25 gast-0.6.0 google-auth-2.32.0 google-auth-oauthlib-1.0.0 google-pasta-0.2.0 grpcio-1.65.1 h5py-3.11.0 keras-2.14.0 libclang-18.1.1 ml-dtypes-0.2.0 oauthlib-3.2.2 opt-einsum-3.3.0 pyasn1-0.6.0 pyasn1-modules-0.4.0 requests-oauthlib-2.0.0 rsa-4.9 tensorboard-2.14.1 tensorboard-data-server-0.7.2 tensorflow-estimator-2.14.0 tensorflow-io-gcs-filesystem-0.37.1 tensorflow-rocm-2.14.0.600 termcolor-2.4.0 wheel-0.43.0 wrapt-1.14.1\n",

  656.       "\u001b[33mWARNING: Location '[https://repo.radeon.com/rocm/manylinux/rocm-rel-6.1]' is ignored: it is either a non-existing path or lacks a specific scheme.\u001b[0m\u001b[33m\n",

  657.       "\u001b[0mNote: you may need to restart the kernel to use updated packages.\n"

  658.      ]

  659.     },

  660.     {

  661.      "ename": "ImportError",

  662.      "evalue": "libhsa-runtime64.so.1: cannot open shared object file: No such file or directory",

  663.      "output_type": "error",

  664.      "traceback": [

  665.       "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",

  666.       "\u001b[0;31mImportError\u001b[0m                               Traceback (most recent call last)",

  667.       "Cell \u001b[0;32mIn[5], line 5\u001b[0m\n\u001b[1;32m      2\u001b[0m get_ipython()\u001b[38;5;241m.\u001b[39mrun_line_magic(\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mpip\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124minstall --no-cache-dir tensorflow-rocm -f [https://repo.radeon.com/rocm/manylinux/rocm-rel-6.1] --upgrade\u001b[39m\u001b[38;5;124m'\u001b[39m)\n\u001b[1;32m      3\u001b[0m \u001b[38;5;66;03m# %env LD_LIBRARY_PATH=/opt/rocm/lib\u001b[39;00m\n\u001b[0;32m----> 5\u001b[0m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;21;01mtensorflow\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m \u001b[38;5;21;01mtf\u001b[39;00m\n\u001b[1;32m      7\u001b[0m \u001b[38;5;28mprint\u001b[39m(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mtensorflow version\u001b[39m\u001b[38;5;124m\"\u001b[39m,tf\u001b[38;5;241m.\u001b[39m__version__)\n\u001b[1;32m      8\u001b[0m \u001b[38;5;28mprint\u001b[39m(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mNum GPUs Available: \u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;28mlen\u001b[39m(tf\u001b[38;5;241m.\u001b[39mconfig\u001b[38;5;241m.\u001b[39mlist_physical_devices(\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mGPU\u001b[39m\u001b[38;5;124m'\u001b[39m)))\n",

  668.       "File \u001b[0;32m~/GIT/jan24_cds_mushrooms/.venv/lib/python3.11/site-packages/tensorflow/__init__.py:38\u001b[0m\n\u001b[1;32m     35\u001b[0m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;21;01msys\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m \u001b[38;5;21;01m_sys\u001b[39;00m\n\u001b[1;32m     36\u001b[0m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;21;01mtyping\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m \u001b[38;5;21;01m_typing\u001b[39;00m\n\u001b[0;32m---> 38\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mtensorflow\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mpython\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mtools\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m module_util \u001b[38;5;28;01mas\u001b[39;00m _module_util\n\u001b[1;32m     39\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mtensorflow\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mpython\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mutil\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mlazy_loader\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m LazyLoader \u001b[38;5;28;01mas\u001b[39;00m _LazyLoader\n\u001b[1;32m     41\u001b[0m \u001b[38;5;66;03m# Make sure code inside the TensorFlow codebase can use tf2.enabled() at import.\u001b[39;00m\n",

  669.       "File \u001b[0;32m~/GIT/jan24_cds_mushrooms/.venv/lib/python3.11/site-packages/tensorflow/python/__init__.py:36\u001b[0m\n\u001b[1;32m     27\u001b[0m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;21;01mtraceback\u001b[39;00m\n\u001b[1;32m     29\u001b[0m \u001b[38;5;66;03m# We aim to keep this file minimal and ideally remove completely.\u001b[39;00m\n\u001b[1;32m     30\u001b[0m \u001b[38;5;66;03m# If you are adding a new file with @tf_export decorators,\u001b[39;00m\n\u001b[1;32m     31\u001b[0m \u001b[38;5;66;03m# import it in modules_with_exports.py instead.\u001b[39;00m\n\u001b[1;32m     32\u001b[0m \n\u001b[1;32m     33\u001b[0m \u001b[38;5;66;03m# go/tf-wildcard-import\u001b[39;00m\n\u001b[1;32m     34\u001b[0m \u001b[38;5;66;03m# pylint: disable=wildcard-import,g-bad-import-order,g-import-not-at-top\u001b[39;00m\n\u001b[0;32m---> 36\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mtensorflow\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mpython\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m pywrap_tensorflow \u001b[38;5;28;01mas\u001b[39;00m _pywrap_tensorflow\n\u001b[1;32m     38\u001b[0m \u001b[38;5;66;03m# pylint: enable=wildcard-import\u001b[39;00m\n\u001b[1;32m     39\u001b[0m \n\u001b[1;32m     40\u001b[0m \u001b[38;5;66;03m# from tensorflow.python import keras\u001b[39;00m\n\u001b[1;32m     41\u001b[0m \u001b[38;5;66;03m# from tensorflow.python.layers import layers\u001b[39;00m\n\u001b[1;32m     42\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mtensorflow\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mpython\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01msaved_model\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m saved_model\n",

  670.       "File \u001b[0;32m~/GIT/jan24_cds_mushrooms/.venv/lib/python3.11/site-packages/tensorflow/python/pywrap_tensorflow.py:26\u001b[0m\n\u001b[1;32m     21\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mtensorflow\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mpython\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mplatform\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m self_check\n\u001b[1;32m     23\u001b[0m \u001b[38;5;66;03m# TODO(mdan): Cleanup antipattern: import for side effects.\u001b[39;00m\n\u001b[1;32m     24\u001b[0m \n\u001b[1;32m     25\u001b[0m \u001b[38;5;66;03m# Perform pre-load sanity checks in order to produce a more actionable error.\u001b[39;00m\n\u001b[0;32m---> 26\u001b[0m \u001b[43mself_check\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mpreload_check\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m     28\u001b[0m \u001b[38;5;66;03m# pylint: disable=wildcard-import,g-import-not-at-top,unused-import,line-too-long\u001b[39;00m\n\u001b[1;32m     30\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[1;32m     31\u001b[0m   \u001b[38;5;66;03m# This import is expected to fail if there is an explicit shared object\u001b[39;00m\n\u001b[1;32m     32\u001b[0m   \u001b[38;5;66;03m# dependency (with_framework_lib=true), since we do not need RTLD_GLOBAL.\u001b[39;00m\n",

  671.       "File \u001b[0;32m~/GIT/jan24_cds_mushrooms/.venv/lib/python3.11/site-packages/tensorflow/python/platform/self_check.py:63\u001b[0m, in \u001b[0;36mpreload_check\u001b[0;34m()\u001b[0m\n\u001b[1;32m     50\u001b[0m       \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mImportError\u001b[39;00m(\n\u001b[1;32m     51\u001b[0m           \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mCould not find the DLL(s) \u001b[39m\u001b[38;5;132;01m%r\u001b[39;00m\u001b[38;5;124m. TensorFlow requires that these DLLs \u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m     52\u001b[0m           \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mbe installed in a directory that is named in your \u001b[39m\u001b[38;5;132;01m%%\u001b[39;00m\u001b[38;5;124mPATH\u001b[39m\u001b[38;5;132;01m%%\u001b[39;00m\u001b[38;5;124m \u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[0;32m   (...)\u001b[0m\n\u001b[1;32m     56\u001b[0m           \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mhttps://support.microsoft.com/help/2977003/the-latest-supported-visual-c-downloads\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m     57\u001b[0m           \u001b[38;5;241m%\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m or \u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;241m.\u001b[39mjoin(missing))\n\u001b[1;32m     58\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m     59\u001b[0m   \u001b[38;5;66;03m# Load a library that performs CPU feature guard checking.  Doing this here\u001b[39;00m\n\u001b[1;32m     60\u001b[0m   \u001b[38;5;66;03m# as a preload check makes it more likely that we detect any CPU feature\u001b[39;00m\n\u001b[1;32m     61\u001b[0m   \u001b[38;5;66;03m# incompatibilities before we trigger them (which would typically result in\u001b[39;00m\n\u001b[1;32m     62\u001b[0m   \u001b[38;5;66;03m# SIGILL).\u001b[39;00m\n\u001b[0;32m---> 63\u001b[0m   \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mtensorflow\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mpython\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mplatform\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m _pywrap_cpu_feature_guard\n\u001b[1;32m     64\u001b[0m   _pywrap_cpu_feature_guard\u001b[38;5;241m.\u001b[39mInfoAboutUnusedCPUFeatures()\n",

  672.       "\u001b[0;31mImportError\u001b[0m: libhsa-runtime64.so.1: cannot open shared object file: No such file or directory"

  673.      ]

  674.     }

  675.    ],

  676.    "source": [

  677.     "%pip uninstall -y tensorflow tensorflow-rocm\n",

  678.     "%pip install --no-cache-dir tensorflow-rocm -f [https://repo.radeon.com/rocm/manylinux/rocm-rel-6.1] --upgrade\n",

  679.     "# %env LD_LIBRARY_PATH=/opt/rocm/lib\n",

  680.     "\n",

  681.     "import tensorflow as tf\n",

  682.     "\n",

  683.     "print(\"tensorflow version\",tf.__version__)\n",

  684.     "print(\"Num GPUs Available: \", len(tf.config.list_physical_devices('GPU')))"

  685.    ]

  686.   },

  687.   {

  688.    "cell_type": "markdown",

  689.    "metadata": {},

  690.    "source": [

  691.     "# Pytorch\n",

  692.     "\n",

  693.     "> https://pytorch.org"

  694.    ]

  695.   },

  696.   {

  697.    "cell_type": "markdown",

  698.    "metadata": {},

  699.    "source": [

  700.     "## Standard version with CPU"

  701.    ]

  702.   },

  703.   {

  704.    "cell_type": "code",

  705.    "execution_count": 11,

  706.    "metadata": {},

  707.    "outputs": [

  708.     {

  709.      "name": "stdout",

  710.      "output_type": "stream",

  711.      "text": [

  712.       "\u001b[33mWARNING: Skipping torch as it is not installed.\u001b[0m\u001b[33m\n",

  713.       "\u001b[0m\u001b[33mWARNING: Skipping torchvision as it is not installed.\u001b[0m\u001b[33m\n",

  714.       "\u001b[0m\u001b[33mWARNING: Skipping torchaudio as it is not installed.\u001b[0m\u001b[33m\n",

  715.       "\u001b[0mNote: you may need to restart the kernel to use updated packages.\n",

  716.       "Looking in indexes: https://download.pytorch.org/whl/cpu\n",

  717.       "Collecting torch\n",

  718.       "  Downloading https://download.pytorch.org/whl/cpu/torch-2.4.0%2Bcpu-cp311-cp311-linux_x86_64.whl (195.1 MB)\n",

  719.       "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m195.1/195.1 MB\u001b[0m \u001b[31m109.7 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m00:01\u001b[0m00:01\u001b[0m\n",

  720.       "\u001b[?25hCollecting torchvision\n",

  721.       "  Downloading https://download.pytorch.org/whl/cpu/torchvision-0.19.0%2Bcpu-cp311-cp311-linux_x86_64.whl (1.6 MB)\n",

  722.       "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m1.6/1.6 MB\u001b[0m \u001b[31m126.1 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",

  723.       "\u001b[?25hCollecting torchaudio\n",

  724.       "  Downloading https://download.pytorch.org/whl/cpu/torchaudio-2.4.0%2Bcpu-cp311-cp311-linux_x86_64.whl (1.7 MB)\n",

  725.       "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m1.7/1.7 MB\u001b[0m \u001b[31m127.3 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",

  726.       "\u001b[?25hCollecting filelock (from torch)\n",

  727.       "  Downloading https://download.pytorch.org/whl/filelock-3.13.1-py3-none-any.whl (11 kB)\n",

  728.       "Requirement already satisfied: typing-extensions>=4.8.0 in /home/heuzef/GIT/jan24_cds_mushrooms/.venv/lib/python3.11/site-packages (from torch) (4.12.2)\n",

  729.       "Collecting sympy (from torch)\n",

  730.       "  Downloading https://download.pytorch.org/whl/sympy-1.12-py3-none-any.whl (5.7 MB)\n",

  731.       "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m5.7/5.7 MB\u001b[0m \u001b[31m86.4 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0ma \u001b[36m0:00:01\u001b[0m\n",

  732.       "\u001b[?25hCollecting networkx (from torch)\n",

  733.       "  Downloading https://download.pytorch.org/whl/networkx-3.2.1-py3-none-any.whl (1.6 MB)\n",

  734.       "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m1.6/1.6 MB\u001b[0m \u001b[31m89.7 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",

  735.       "\u001b[?25hRequirement already satisfied: jinja2 in /home/heuzef/GIT/jan24_cds_mushrooms/.venv/lib/python3.11/site-packages (from torch) (3.1.4)\n",

  736.       "Collecting fsspec (from torch)\n",

  737.       "  Downloading https://download.pytorch.org/whl/fsspec-2024.2.0-py3-none-any.whl (170 kB)\n",

  738.       "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m170.9/170.9 kB\u001b[0m \u001b[31m143.6 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",

  739.       "\u001b[?25hRequirement already satisfied: numpy in /home/heuzef/GIT/jan24_cds_mushrooms/.venv/lib/python3.11/site-packages (from torchvision) (1.26.4)\n",

  740.       "Requirement already satisfied: pillow!=8.3.*,>=5.3.0 in /home/heuzef/GIT/jan24_cds_mushrooms/.venv/lib/python3.11/site-packages (from torchvision) (10.4.0)\n",

  741.       "Requirement already satisfied: MarkupSafe>=2.0 in /home/heuzef/GIT/jan24_cds_mushrooms/.venv/lib/python3.11/site-packages (from jinja2->torch) (2.1.5)\n",

  742.       "Collecting mpmath>=0.19 (from sympy->torch)\n",

  743.       "  Downloading https://download.pytorch.org/whl/mpmath-1.3.0-py3-none-any.whl (536 kB)\n",

  744.       "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m536.2/536.2 kB\u001b[0m \u001b[31m167.2 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",

  745.       "\u001b[?25hInstalling collected packages: mpmath, sympy, networkx, fsspec, filelock, torch, torchvision, torchaudio\n",

  746.       "Successfully installed filelock-3.13.1 fsspec-2024.2.0 mpmath-1.3.0 networkx-3.2.1 sympy-1.12 torch-2.4.0+cpu torchaudio-2.4.0+cpu torchvision-0.19.0+cpu\n",

  747.       "Note: you may need to restart the kernel to use updated packages.\n",

  748.       "2.4.0+cpu\n"

  749.      ]

  750.     }

  751.    ],

  752.    "source": [

  753.     "%pip uninstall -y torch torchvision torchaudio\n",

  754.     "%pip install --no-cache-dir torch torchvision torchaudio --index-url https://download.pytorch.org/whl/cpu\n",

  755.     "\n",

  756.     "import torch\n",

  757.     "\n",

  758.     "print(torch.__version__)"

  759.    ]

  760.   },

  761.   {

  762.    "cell_type": "markdown",

  763.    "metadata": {},

  764.    "source": [

  765.     "## ROCM version with AMD GPU"

  766.    ]

  767.   },

  768.   {

  769.    "cell_type": "code",

  770.    "execution_count": 28,

  771.    "metadata": {},

  772.    "outputs": [

  773.     {

  774.      "name": "stdout",

  775.      "output_type": "stream",

  776.      "text": [

  777.       "Found existing installation: torch 2.4.0+rocm6.0\n",

  778.       "Uninstalling torch-2.4.0+rocm6.0:\n",

  779.       "  Successfully uninstalled torch-2.4.0+rocm6.0\n",

  780.       "Found existing installation: torchvision 0.19.0+rocm6.0\n",

  781.       "Uninstalling torchvision-0.19.0+rocm6.0:\n",

  782.       "  Successfully uninstalled torchvision-0.19.0+rocm6.0\n",

  783.       "Found existing installation: torchaudio 2.4.0+rocm6.0\n",

  784.       "Uninstalling torchaudio-2.4.0+rocm6.0:\n",

  785.       "  Successfully uninstalled torchaudio-2.4.0+rocm6.0\n",

  786.       "Note: you may need to restart the kernel to use updated packages.\n",

  787.       "Looking in indexes: https://download.pytorch.org/whl/rocm6.1\n",

  788.       "Collecting torch\n",

  789.       "  Downloading https://download.pytorch.org/whl/rocm6.1/torch-2.4.0%2Brocm6.1-cp311-cp311-linux_x86_64.whl (2662.2 MB)\n",

  790.       "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m2.7/2.7 GB\u001b[0m \u001b[31m16.1 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m00:01\u001b[0m00:03\u001b[0m\n",

  791.       "\u001b[?25hCollecting torchvision\n",

  792.       "  Downloading https://download.pytorch.org/whl/rocm6.1/torchvision-0.19.0%2Brocm6.1-cp311-cp311-linux_x86_64.whl (72.6 MB)\n",

  793.       "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m72.6/72.6 MB\u001b[0m \u001b[31m31.3 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m00:01\u001b[0m00:01\u001b[0m\n",

  794.       "\u001b[?25hCollecting torchaudio\n",

  795.       "  Downloading https://download.pytorch.org/whl/rocm6.1/torchaudio-2.4.0%2Brocm6.1-cp311-cp311-linux_x86_64.whl (1.7 MB)\n",

  796.       "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m1.7/1.7 MB\u001b[0m \u001b[31m4.0 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0ma \u001b[36m0:00:01\u001b[0m0m\n",

  797.       "\u001b[?25hRequirement already satisfied: filelock in /home/heuzef/GIT/jan24_cds_mushrooms/.venv/lib/python3.11/site-packages (from torch) (3.13.1)\n",

  798.       "Requirement already satisfied: typing-extensions>=4.8.0 in /home/heuzef/GIT/jan24_cds_mushrooms/.venv/lib/python3.11/site-packages (from torch) (4.12.2)\n",

  799.       "Requirement already satisfied: sympy in /home/heuzef/GIT/jan24_cds_mushrooms/.venv/lib/python3.11/site-packages (from torch) (1.12)\n",

  800.       "Requirement already satisfied: networkx in /home/heuzef/GIT/jan24_cds_mushrooms/.venv/lib/python3.11/site-packages (from torch) (3.2.1)\n",

  801.       "Requirement already satisfied: jinja2 in /home/heuzef/GIT/jan24_cds_mushrooms/.venv/lib/python3.11/site-packages (from torch) (3.1.4)\n",

  802.       "Requirement already satisfied: fsspec in /home/heuzef/GIT/jan24_cds_mushrooms/.venv/lib/python3.11/site-packages (from torch) (2024.2.0)\n",

  803.       "Requirement already satisfied: pytorch-triton-rocm==3.0.0 in /home/heuzef/GIT/jan24_cds_mushrooms/.venv/lib/python3.11/site-packages (from torch) (3.0.0)\n",

  804.       "Requirement already satisfied: numpy in /home/heuzef/GIT/jan24_cds_mushrooms/.venv/lib/python3.11/site-packages (from torchvision) (1.26.4)\n",

  805.       "Requirement already satisfied: pillow!=8.3.*,>=5.3.0 in /home/heuzef/GIT/jan24_cds_mushrooms/.venv/lib/python3.11/site-packages (from torchvision) (10.4.0)\n",

  806.       "Requirement already satisfied: MarkupSafe>=2.0 in /home/heuzef/GIT/jan24_cds_mushrooms/.venv/lib/python3.11/site-packages (from jinja2->torch) (2.1.5)\n",

  807.       "Requirement already satisfied: mpmath>=0.19 in /home/heuzef/GIT/jan24_cds_mushrooms/.venv/lib/python3.11/site-packages (from sympy->torch) (1.3.0)\n",

  808.       "Installing collected packages: torch, torchvision, torchaudio\n",

  809.       "Successfully installed torch-2.4.0+rocm6.1 torchaudio-2.4.0+rocm6.1 torchvision-0.19.0+rocm6.1\n",

  810.       "Note: you may need to restart the kernel to use updated packages.\n",

  811.       "Looking in indexes: https://test.pypi.org/simple\n",

  812.       "Requirement already satisfied: hip-python in /home/heuzef/GIT/jan24_cds_mushrooms/.venv/lib/python3.11/site-packages (6.1.2.495.17)\n",

  813.       "Note: you may need to restart the kernel to use updated packages.\n",

  814.       "2.4.0+cpu\n"

  815.      ]

  816.     }

  817.    ],

  818.    "source": [

  819.     "%pip uninstall -y torch torchvision torchaudio\n",

  820.     "%pip install --no-cache-dir torch torchvision torchaudio --index-url https://download.pytorch.org/whl/rocm6.1\n",

  821.     "%pip install -i https://test.pypi.org/simple hip-python\n",

  822.     "\n",

  823.     "import torch\n",

  824.     "from hip import hip\n",

  825.     "from hip import hiprtc\n",

  826.     "\n",

  827.     "print(torch.__version__)"

  828.    ]

  829.   },

  830.   {

  831.    "cell_type": "code",

  832.    "execution_count": 32,

  833.    "metadata": {},

  834.    "outputs": [

  835.     {

  836.      "ename": "RuntimeError",

  837.      "evalue": "failed to dlopen 'b'libamdhip64.so'': b'libamdhip64.so: cannot open shared object file: No such file or directory'",

  838.      "output_type": "error",

  839.      "traceback": [

  840.       "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",

  841.       "\u001b[0;31mRuntimeError\u001b[0m                              Traceback (most recent call last)",

  842.       "Cell \u001b[0;32mIn[32], line 13\u001b[0m\n\u001b[1;32m     10\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m result\n\u001b[1;32m     12\u001b[0m props \u001b[38;5;241m=\u001b[39m hip\u001b[38;5;241m.\u001b[39mhipDeviceProp_t()\n\u001b[0;32m---> 13\u001b[0m hip_check(\u001b[43mhip\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mhipGetDeviceProperties\u001b[49m\u001b[43m(\u001b[49m\u001b[43mprops\u001b[49m\u001b[43m,\u001b[49m\u001b[38;5;241;43m0\u001b[39;49m\u001b[43m)\u001b[49m)\n\u001b[1;32m     15\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m attrib \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28msorted\u001b[39m(props\u001b[38;5;241m.\u001b[39mPROPERTIES()):\n\u001b[1;32m     16\u001b[0m     \u001b[38;5;28mprint\u001b[39m(\u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mprops.\u001b[39m\u001b[38;5;132;01m{\u001b[39;00mattrib\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m=\u001b[39m\u001b[38;5;132;01m{\u001b[39;00m\u001b[38;5;28mgetattr\u001b[39m(props,attrib)\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m\"\u001b[39m)\n",

  843.       "File \u001b[0;32m~/GIT/jan24_cds_mushrooms/.venv/lib/python3.11/site-packages/hip/hip.pyx:44218\u001b[0m, in \u001b[0;36mhip.hip.hipGetDeviceProperties\u001b[0;34m()\u001b[0m\n",

  844.       "File \u001b[0;32m~/GIT/jan24_cds_mushrooms/.venv/lib/python3.11/site-packages/hip/chip.pyx:470\u001b[0m, in \u001b[0;36mhip.chip.hipGetDeviceProperties\u001b[0;34m()\u001b[0m\n",

  845.       "File \u001b[0;32m~/GIT/jan24_cds_mushrooms/.venv/lib/python3.11/site-packages/hip/chip.pyx:44\u001b[0m, in \u001b[0;36mhip.chip.__init_symbol\u001b[0;34m()\u001b[0m\n",

  846.       "File \u001b[0;32m~/GIT/jan24_cds_mushrooms/.venv/lib/python3.11/site-packages/hip/chip.pyx:37\u001b[0m, in \u001b[0;36mhip.chip.__init\u001b[0;34m()\u001b[0m\n",

  847.       "File \u001b[0;32m~/GIT/jan24_cds_mushrooms/.venv/lib/python3.11/site-packages/hip/_util/posixloader.pyx:41\u001b[0m, in \u001b[0;36mhip._util.posixloader.open_library\u001b[0;34m()\u001b[0m\n",

  848.       "\u001b[0;31mRuntimeError\u001b[0m: failed to dlopen 'b'libamdhip64.so'': b'libamdhip64.so: cannot open shared object file: No such file or directory'"

  849.      ]

  850.     }

  851.    ],

  852.    "source": [

  853.     "torch.device(\"hip\")\n",

  854.     "\n",

  855.     "def hip_check(call_result):\n",

  856.     "    err = call_result[0]\n",

  857.     "    result = call_result[1:]\n",

  858.     "    if len(result) == 1:\n",

  859.     "        result = result[0]\n",

  860.     "    if isinstance(err, hip.hipError_t) and err != hip.hipError_t.hipSuccess:\n",

  861.     "        raise RuntimeError(str(err))\n",

  862.     "    return result\n",

  863.     "\n",

  864.     "props = hip.hipDeviceProp_t()\n",

  865.     "hip_check(hip.hipGetDeviceProperties(props,0))\n",

  866.     "\n",

  867.     "for attrib in sorted(props.PROPERTIES()):\n",

  868.     "    print(f\"props.{attrib}={getattr(props,attrib)}\")\n",

  869.     "print(\"ok\")\n",

  870.     "\n",

  871.     "# Create a tensor on the HIP device\n",

  872.     "x = torch.randn(2, 3, device=device)\n",

  873.     "print(x)"

  874.    ]

  875.   }

  876.  ],

  877.  "metadata": {

  878.   "kernelspec": {

  879.    "display_name": "Python 3",

  880.    "language": "python",

  881.    "name": "python3"

  882.   },

  883.   "language_info": {

  884.    "codemirror_mode": {

  885.     "name": "ipython",

  886.     "version": 3

  887.    },

  888.    "file_extension": ".py",

  889.    "mimetype": "text/x-python",

  890.    "name": "python",

  891.    "nbconvert_exporter": "python",

  892.    "pygments_lexer": "ipython3",

  893.    "version": "3.11.9"

  894.   }

  895.  },

  896.  "nbformat": 4,

  897.  "nbformat_minor": 2

  898. }