From 619b98b121ffed529ff3e731fba2a76918fbfaa2 Mon Sep 17 00:00:00 2001 From: Neelesh Karthikeyan <121501350+nee1k@users.noreply.github.com> Date: Sat, 1 Feb 2025 12:48:44 -0500 Subject: [PATCH] Delete examples/notebooks/megaDet.ipynb --- examples/notebooks/megaDet.ipynb | 1189 ------------------------------ 1 file changed, 1189 deletions(-) delete mode 100644 examples/notebooks/megaDet.ipynb diff --git a/examples/notebooks/megaDet.ipynb b/examples/notebooks/megaDet.ipynb deleted file mode 100644 index 6e85096..0000000 --- a/examples/notebooks/megaDet.ipynb +++ /dev/null @@ -1,1189 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": { - "id": "view-in-github", - "colab_type": "text" - }, - "source": [ - "\"Open" - ] - }, - { - "cell_type": "markdown", - "id": "b739c0e2", - "metadata": { - "id": "b739c0e2" - }, - "source": [ - "# Image Detection Demo with PytorchWildlife" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "hmVk-Zi1IhGi", - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "hmVk-Zi1IhGi", - "outputId": "30588612-f9c6-4804-b2fb-df78799b55fb" - }, - "outputs": [ - { - "output_type": "stream", - "name": "stdout", - "text": [ - "Tue Jan 28 14:42:34 2025 \n", - "+---------------------------------------------------------------------------------------+\n", - "| NVIDIA-SMI 535.104.05 Driver Version: 535.104.05 CUDA Version: 12.2 |\n", - "|-----------------------------------------+----------------------+----------------------+\n", - "| GPU Name Persistence-M | Bus-Id Disp.A | Volatile Uncorr. ECC |\n", - "| Fan Temp Perf Pwr:Usage/Cap | Memory-Usage | GPU-Util Compute M. |\n", - "| | | MIG M. |\n", - "|=========================================+======================+======================|\n", - "| 0 Tesla T4 Off | 00000000:00:04.0 Off | 0 |\n", - "| N/A 51C P8 12W / 70W | 0MiB / 15360MiB | 0% Default |\n", - "| | | N/A |\n", - "+-----------------------------------------+----------------------+----------------------+\n", - " \n", - "+---------------------------------------------------------------------------------------+\n", - "| Processes: |\n", - "| GPU GI CI PID Type Process name GPU Memory |\n", - "| ID ID Usage |\n", - "|=======================================================================================|\n", - "| No running processes found |\n", - "+---------------------------------------------------------------------------------------+\n" - ] - } - ], - "source": [ - "!nvidia-smi" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "wNOxLWOPWBEU", - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "collapsed": true, - "id": "wNOxLWOPWBEU", - "outputId": "bc077412-05fe-4b63-a247-c8bfc83bb3ee" - }, - "outputs": [ - { - "output_type": "stream", - "name": "stdout", - "text": [ - "\r0% [Working]\r \rGet:1 https://cloud.r-project.org/bin/linux/ubuntu jammy-cran40/ InRelease [3,626 B]\n", - "Get:2 https://developer.download.nvidia.com/compute/cuda/repos/ubuntu2204/x86_64 InRelease [1,581 B]\n", - "Get:3 https://cloud.r-project.org/bin/linux/ubuntu jammy-cran40/ Packages [62.7 kB]\n", - "Get:4 http://security.ubuntu.com/ubuntu jammy-security InRelease [129 kB]\n", - "Get:5 https://developer.download.nvidia.com/compute/cuda/repos/ubuntu2204/x86_64 Packages [1,303 kB]\n", - "Hit:6 http://archive.ubuntu.com/ubuntu jammy InRelease\n", - "Get:7 http://archive.ubuntu.com/ubuntu jammy-updates InRelease [128 kB]\n", - "Get:8 https://r2u.stat.illinois.edu/ubuntu jammy InRelease [6,555 B]\n", - "Hit:9 https://ppa.launchpadcontent.net/deadsnakes/ppa/ubuntu jammy InRelease\n", - "Hit:10 https://ppa.launchpadcontent.net/graphics-drivers/ppa/ubuntu jammy InRelease\n", - "Get:11 http://security.ubuntu.com/ubuntu jammy-security/restricted amd64 Packages [3,601 kB]\n", - "Hit:12 https://ppa.launchpadcontent.net/ubuntugis/ppa/ubuntu jammy InRelease\n", - "Get:13 https://r2u.stat.illinois.edu/ubuntu jammy/main amd64 Packages [2,646 kB]\n", - "Get:14 http://archive.ubuntu.com/ubuntu jammy-backports InRelease [127 kB]\n", - "Get:15 http://security.ubuntu.com/ubuntu jammy-security/universe amd64 Packages [1,229 kB]\n", - "Get:16 http://archive.ubuntu.com/ubuntu jammy-updates/restricted amd64 Packages [3,742 kB]\n", - "Get:17 http://security.ubuntu.com/ubuntu jammy-security/main amd64 Packages [2,601 kB]\n", - "Get:18 https://r2u.stat.illinois.edu/ubuntu jammy/main all Packages [8,631 kB]\n", - "Get:19 http://archive.ubuntu.com/ubuntu jammy-updates/universe amd64 Packages [1,521 kB]\n", - "Get:20 http://archive.ubuntu.com/ubuntu jammy-updates/main amd64 Packages [2,904 kB]\n", - "Fetched 28.6 MB in 8s (3,627 kB/s)\n", - "Reading package lists... Done\n", - "W: Skipping acquire of configured file 'main/source/Sources' as repository 'https://r2u.stat.illinois.edu/ubuntu jammy InRelease' does not seem to provide it (sources.list entry misspelt?)\n", - "Reading package lists... Done\n", - "Building dependency tree... Done\n", - "Reading state information... Done\n", - "python3 is already the newest version (3.10.6-1~22.04.1).\n", - "python3 set to manually installed.\n", - "0 upgraded, 0 newly installed, 0 to remove and 54 not upgraded.\n", - "update-alternatives: error: alternative path /usr/bin/python3.8 doesn't exist\n", - "There are 2 choices for the alternative python3 (providing /usr/bin/python3).\n", - "\n", - " Selection Path Priority Status\n", - "------------------------------------------------------------\n", - "* 0 /usr/bin/python3.11 2 auto mode\n", - " 1 /usr/bin/python3.10 1 manual mode\n", - " 2 /usr/bin/python3.11 2 manual mode\n", - "\n", - "Press to keep the current choice[*], or type selection number: \n" - ] - } - ], - "source": [ - "!sudo apt-get update -y\n", - "!sudo apt-get install python3\n", - "!sudo update-alternatives --install /usr/bin/python3 python3 /usr/bin/python3.8 1\n", - "!sudo update-alternatives --config python3" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "SYbWG-YE7A4_", - "metadata": { - "id": "SYbWG-YE7A4_", - "colab": { - "base_uri": "https://localhost:8080/" - }, - "outputId": "53e0b55b-8309-4927-84af-010b0fe515d7" - }, - "outputs": [ - { - "output_type": "stream", - "name": "stdout", - "text": [ - "3.11.11 (main, Dec 4 2024, 08:55:07) [GCC 11.4.0]\n" - ] - } - ], - "source": [ - "import sys\n", - "print(sys.version)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "ogxTrwjxaILl", - "metadata": { - "collapsed": true, - "id": "ogxTrwjxaILl", - "colab": { - "base_uri": "https://localhost:8080/" - }, - "outputId": "1849f24a-8d07-48a9-a6a2-fd2f5b6e1cd1" - }, - "outputs": [ - { - "output_type": "stream", - "name": "stdout", - "text": [ - "Reading package lists... Done\n", - "Building dependency tree... Done\n", - "Reading state information... Done\n", - "The following additional packages will be installed:\n", - " python3-setuptools python3-wheel\n", - "Suggested packages:\n", - " python-setuptools-doc\n", - "The following NEW packages will be installed:\n", - " python3-pip python3-setuptools python3-wheel\n", - "0 upgraded, 3 newly installed, 0 to remove and 54 not upgraded.\n", - "Need to get 1,677 kB of archives.\n", - "After this operation, 8,968 kB of additional disk space will be used.\n", - "Get:1 http://archive.ubuntu.com/ubuntu jammy-updates/main amd64 python3-setuptools all 59.6.0-1.2ubuntu0.22.04.2 [340 kB]\n", - "Get:2 http://archive.ubuntu.com/ubuntu jammy-updates/universe amd64 python3-wheel all 0.37.1-2ubuntu0.22.04.1 [32.0 kB]\n", - "Get:3 http://archive.ubuntu.com/ubuntu jammy-updates/universe amd64 python3-pip all 22.0.2+dfsg-1ubuntu0.5 [1,306 kB]\n", - "Fetched 1,677 kB in 2s (674 kB/s)\n", - "debconf: unable to initialize frontend: Dialog\n", - "debconf: (No usable dialog-like program is installed, so the dialog based frontend cannot be used. at /usr/share/perl5/Debconf/FrontEnd/Dialog.pm line 78, <> line 3.)\n", - "debconf: falling back to frontend: Readline\n", - "debconf: unable to initialize frontend: Readline\n", - "debconf: (This frontend requires a controlling tty.)\n", - "debconf: falling back to frontend: Teletype\n", - "dpkg-preconfigure: unable to re-open stdin: \n", - "Selecting previously unselected package python3-setuptools.\n", - "(Reading database ... 124788 files and directories currently installed.)\n", - "Preparing to unpack .../python3-setuptools_59.6.0-1.2ubuntu0.22.04.2_all.deb ...\n", - "Unpacking python3-setuptools (59.6.0-1.2ubuntu0.22.04.2) ...\n", - "Selecting previously unselected package python3-wheel.\n", - "Preparing to unpack .../python3-wheel_0.37.1-2ubuntu0.22.04.1_all.deb ...\n", - "Unpacking python3-wheel (0.37.1-2ubuntu0.22.04.1) ...\n", - "Selecting previously unselected package python3-pip.\n", - "Preparing to unpack .../python3-pip_22.0.2+dfsg-1ubuntu0.5_all.deb ...\n", - "Unpacking python3-pip (22.0.2+dfsg-1ubuntu0.5) ...\n", - "Setting up python3-setuptools (59.6.0-1.2ubuntu0.22.04.2) ...\n", - "Setting up python3-wheel (0.37.1-2ubuntu0.22.04.1) ...\n", - "Setting up python3-pip (22.0.2+dfsg-1ubuntu0.5) ...\n", - "Processing triggers for man-db (2.10.2-1) ...\n" - ] - } - ], - "source": [ - "!sudo apt install python3-pip" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "Q0FvMS2hfGNr", - "metadata": { - "id": "Q0FvMS2hfGNr", - "colab": { - "base_uri": "https://localhost:8080/" - }, - "outputId": "7cce4b26-e080-48f7-8c65-f5ca2625269c" - }, - "outputs": [ - { - "output_type": "stream", - "name": "stdout", - "text": [ - "Name: torch\n", - "Version: 2.5.1+cu121\n", - "Summary: Tensors and Dynamic neural networks in Python with strong GPU acceleration\n", - "Home-page: https://pytorch.org/\n", - "Author: PyTorch Team\n", - "Author-email: packages@pytorch.org\n", - "License: BSD-3-Clause\n", - "Location: /usr/local/lib/python3.11/dist-packages\n", - "Requires: filelock, fsspec, jinja2, networkx, nvidia-cublas-cu12, nvidia-cuda-cupti-cu12, nvidia-cuda-nvrtc-cu12, nvidia-cuda-runtime-cu12, nvidia-cudnn-cu12, nvidia-cufft-cu12, nvidia-curand-cu12, nvidia-cusolver-cu12, nvidia-cusparse-cu12, nvidia-nccl-cu12, nvidia-nvtx-cu12, sympy, triton, typing-extensions\n", - "Required-by: accelerate, fastai, peft, sentence-transformers, timm, torchaudio, torchvision\n" - ] - } - ], - "source": [ - "!pip show torch" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "WGoB82wyt3oY", - "metadata": { - "id": "WGoB82wyt3oY", - "colab": { - "base_uri": "https://localhost:8080/" - }, - "outputId": "cfd0c1e5-5c5e-48bf-9994-6c8c451cfe2b" - }, - "outputs": [ - { - "output_type": "stream", - "name": "stdout", - "text": [ - "2.5.1+cu121\n", - "0.20.1+cu121\n", - "2.5.1+cu121\n" - ] - } - ], - "source": [ - "import torch, torchvision, torchaudio\n", - "print(torch.__version__)\n", - "print(torchvision.__version__)\n", - "print(torchaudio.__version__)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "wu5UIVFVvbHQ", - "metadata": { - "id": "wu5UIVFVvbHQ", - "colab": { - "base_uri": "https://localhost:8080/", - "height": 1000 - }, - "outputId": "b82fe1a2-2cb1-4cba-9b86-6eecf4e25320" - }, - "outputs": [ - { - "output_type": "stream", - "name": "stdout", - "text": [ - "Collecting torch==2.2.1\n", - " Downloading torch-2.2.1-cp311-cp311-manylinux1_x86_64.whl.metadata (26 kB)\n", - "Collecting torchvision==0.17.1\n", - " Downloading torchvision-0.17.1-cp311-cp311-manylinux1_x86_64.whl.metadata (6.6 kB)\n", - "Collecting torchaudio==2.2.1\n", - " Downloading torchaudio-2.2.1-cp311-cp311-manylinux1_x86_64.whl.metadata (6.4 kB)\n", - "Requirement already satisfied: filelock in /usr/local/lib/python3.11/dist-packages (from torch==2.2.1) (3.17.0)\n", - "Requirement already satisfied: typing-extensions>=4.8.0 in /usr/local/lib/python3.11/dist-packages (from torch==2.2.1) (4.12.2)\n", - "Requirement already satisfied: sympy in /usr/local/lib/python3.11/dist-packages (from torch==2.2.1) (1.13.1)\n", - "Requirement already satisfied: networkx in /usr/local/lib/python3.11/dist-packages (from torch==2.2.1) (3.4.2)\n", - "Requirement already satisfied: jinja2 in /usr/local/lib/python3.11/dist-packages (from torch==2.2.1) (3.1.5)\n", - 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"\u001b[?25hInstalling collected packages: triton, nvidia-nccl-cu12, nvidia-cudnn-cu12, torch, torchvision, torchaudio\n", - " Attempting uninstall: triton\n", - " Found existing installation: triton 3.1.0\n", - " Uninstalling triton-3.1.0:\n", - " Successfully uninstalled triton-3.1.0\n", - " Attempting uninstall: nvidia-nccl-cu12\n", - " Found existing installation: nvidia-nccl-cu12 2.21.5\n", - " Uninstalling nvidia-nccl-cu12-2.21.5:\n", - " Successfully uninstalled nvidia-nccl-cu12-2.21.5\n", - " Attempting uninstall: nvidia-cudnn-cu12\n", - " Found existing installation: nvidia-cudnn-cu12 9.1.0.70\n", - " Uninstalling nvidia-cudnn-cu12-9.1.0.70:\n", - " Successfully uninstalled nvidia-cudnn-cu12-9.1.0.70\n", - " Attempting uninstall: torch\n", - " Found existing installation: torch 2.5.1+cu121\n", - " Uninstalling torch-2.5.1+cu121:\n", - " Successfully uninstalled torch-2.5.1+cu121\n", - " Attempting uninstall: torchvision\n", - " Found existing installation: torchvision 0.20.1+cu121\n", - " Uninstalling torchvision-0.20.1+cu121:\n", - " Successfully uninstalled torchvision-0.20.1+cu121\n", - " Attempting uninstall: torchaudio\n", - " Found existing installation: torchaudio 2.5.1+cu121\n", - " Uninstalling torchaudio-2.5.1+cu121:\n", - " Successfully uninstalled torchaudio-2.5.1+cu121\n", - "Successfully installed nvidia-cudnn-cu12-8.9.2.26 nvidia-nccl-cu12-2.19.3 torch-2.2.1 torchaudio-2.2.1 torchvision-0.17.1 triton-2.2.0\n" - ] - }, - { - "output_type": "display_data", - "data": { - "application/vnd.colab-display-data+json": { - "pip_warning": { - "packages": [ - "torch", - "torchaudio", - "torchgen", - "torchvision", - "torio", - "triton" - ] - }, - "id": "c4bc2dd0f38e4626bd1dae8bac2ae342" - } - }, - "metadata": {} - }, - { - "output_type": "stream", - "name": "stdout", - "text": [ - "2.5.1+cu121\n" - ] - } - ], - "source": [ - " !pip install torch==2.2.1 torchvision==0.17.1 torchaudio==2.2.1\n", - " print(torch.__version__)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "YUziw_XOfU0Z", - "metadata": { - "id": "YUziw_XOfU0Z", - "colab": { - "base_uri": "https://localhost:8080/" - }, - "outputId": "a2d8c3b4-6784-476b-ac27-c7e8244fc44e" - }, - "outputs": [ - { - "output_type": "stream", - "name": "stdout", - "text": [ - "\u001b[33mWARNING: Package(s) not found: PytorchWildlife\u001b[0m\u001b[33m\n", - "\u001b[0m" - ] - } - ], - "source": [ - "!pip show PytorchWildlife" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "VTB_vmHhaaGj", - "metadata": { - "collapsed": true, - "id": "VTB_vmHhaaGj", - "colab": { - "base_uri": "https://localhost:8080/", - "height": 1000 - }, - "outputId": "9ab593f1-51d0-4c00-f5e1-d2954529858b" - }, - "outputs": [ - { - "output_type": "stream", - "name": "stdout", - "text": [ - "Reading package lists... Done\n", - "Building dependency tree... Done\n", - "Reading state information... 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"\u001b[?25hBuilding wheels for collected packages: PytorchWildlife, ultralytics-yolov5, wget, fire\n", - " Building wheel for PytorchWildlife (setup.py) ... \u001b[?25l\u001b[?25hdone\n", - " Created wheel for PytorchWildlife: filename=PytorchWildlife-1.2.0-py3-none-any.whl size=61205 sha256=577066db4bab170fe39b2be823d341786cfc723632496fa015b8514eb9e60a20\n", - " Stored in directory: /root/.cache/pip/wheels/40/07/6b/c1aba410c6ff0ce5c1743b48e9e50075c14c43b2653c0f620e\n", - " Building wheel for ultralytics-yolov5 (pyproject.toml) ... \u001b[?25l\u001b[?25hdone\n", - " Created wheel for ultralytics-yolov5: filename=ultralytics_yolov5-0.1.1-py3-none-any.whl size=861719 sha256=fad57d2bbcf5f3db6c153cc6fb19dfceeb48fac1f46c5f1347742ab3103c21c6\n", - " Stored in directory: /root/.cache/pip/wheels/5a/cc/de/9cf3e09352897d22b767f47d4ba35049fed1e7b3404b91c0dd\n", - " Building wheel for wget (setup.py) ... \u001b[?25l\u001b[?25hdone\n", - " Created wheel for wget: filename=wget-3.2-py3-none-any.whl size=9656 sha256=6867dc3459705147a84192d1f2828c747d058e5a8af446280d9f9ca01bebf8ba\n", - " Stored in directory: /root/.cache/pip/wheels/40/b3/0f/a40dbd1c6861731779f62cc4babcb234387e11d697df70ee97\n", - " Building wheel for fire (setup.py) ... \u001b[?25l\u001b[?25hdone\n", - " Created wheel for fire: filename=fire-0.7.0-py3-none-any.whl size=114249 sha256=3efeec798f4f3f4035794c71223ec6d2221210df972f6c50fe54092a46a0e23f\n", - " Stored in directory: /root/.cache/pip/wheels/46/54/24/1624fd5b8674eb1188623f7e8e17cdf7c0f6c24b609dfb8a89\n", - "Successfully built PytorchWildlife ultralytics-yolov5 wget fire\n", - "Installing collected packages: wget, pydub, uvicorn, tomlkit, semantic-version, ruff, python-multipart, protobuf, markupsafe, jedi, fire, ffmpy, aiofiles, starlette, supervision, safehttpx, gradio-client, fastapi, ultralytics-thop, thop, gradio, ultralytics-yolov5, ultralytics, PytorchWildlife\n", - " Attempting uninstall: protobuf\n", - " Found existing installation: protobuf 4.25.5\n", - " Uninstalling protobuf-4.25.5:\n", - " Successfully uninstalled protobuf-4.25.5\n", - " Attempting uninstall: markupsafe\n", - " Found existing installation: MarkupSafe 3.0.2\n", - " Uninstalling MarkupSafe-3.0.2:\n", - " Successfully uninstalled MarkupSafe-3.0.2\n", - "\u001b[31mERROR: pip's dependency resolver does not currently take into account all the packages that are installed. This behaviour is the source of the following dependency conflicts.\n", - "google-cloud-pubsub 2.25.0 requires protobuf!=4.21.0,!=4.21.1,!=4.21.2,!=4.21.3,!=4.21.4,!=4.21.5,<6.0.0dev,>=3.20.2, but you have protobuf 3.20.1 which is incompatible.\n", - "google-cloud-bigtable 2.28.1 requires protobuf!=4.21.0,!=4.21.1,!=4.21.2,!=4.21.3,!=4.21.4,!=4.21.5,<6.0.0dev,>=3.20.2, but you have protobuf 3.20.1 which is incompatible.\n", - "google-cloud-aiplatform 1.74.0 requires protobuf!=4.21.0,!=4.21.1,!=4.21.2,!=4.21.3,!=4.21.4,!=4.21.5,<6.0.0dev,>=3.20.2, but you have protobuf 3.20.1 which is incompatible.\n", - "google-cloud-bigquery-connection 1.17.0 requires protobuf!=4.21.0,!=4.21.1,!=4.21.2,!=4.21.3,!=4.21.4,!=4.21.5,<6.0.0dev,>=3.20.2, but you have protobuf 3.20.1 which is incompatible.\n", - "google-cloud-resource-manager 1.14.0 requires protobuf!=4.21.0,!=4.21.1,!=4.21.2,!=4.21.3,!=4.21.4,!=4.21.5,<6.0.0dev,>=3.20.2, but you have protobuf 3.20.1 which is incompatible.\n", - "google-cloud-bigquery-storage 2.27.0 requires protobuf!=3.20.0,!=3.20.1,!=4.21.0,!=4.21.1,!=4.21.2,!=4.21.3,!=4.21.4,!=4.21.5,<6.0.0dev,>=3.20.2, but you have protobuf 3.20.1 which is incompatible.\n", - "tensorflow-metadata 1.16.1 requires protobuf<6.0.0dev,>=4.25.2; python_version >= \"3.11\", but you have protobuf 3.20.1 which is incompatible.\n", - "google-cloud-translate 3.19.0 requires protobuf!=4.21.0,!=4.21.1,!=4.21.2,!=4.21.3,!=4.21.4,!=4.21.5,<6.0.0dev,>=3.20.2, but you have protobuf 3.20.1 which is incompatible.\n", - "google-cloud-firestore 2.19.0 requires protobuf!=3.20.0,!=3.20.1,!=4.21.0,!=4.21.1,!=4.21.2,!=4.21.3,!=4.21.4,!=4.21.5,<6.0.0dev,>=3.20.2, but you have protobuf 3.20.1 which is incompatible.\n", - "google-cloud-functions 1.19.0 requires protobuf!=4.21.0,!=4.21.1,!=4.21.2,!=4.21.3,!=4.21.4,!=4.21.5,<6.0.0dev,>=3.20.2, but you have protobuf 3.20.1 which is incompatible.\n", - "googleapis-common-protos 1.66.0 requires protobuf!=3.20.0,!=3.20.1,!=4.21.1,!=4.21.2,!=4.21.3,!=4.21.4,!=4.21.5,<6.0.0.dev0,>=3.20.2, but you have protobuf 3.20.1 which is incompatible.\n", - "grpcio-status 1.62.3 requires protobuf>=4.21.6, but you have protobuf 3.20.1 which is incompatible.\n", - "google-cloud-language 2.16.0 requires protobuf!=4.21.0,!=4.21.1,!=4.21.2,!=4.21.3,!=4.21.4,!=4.21.5,<6.0.0dev,>=3.20.2, but you have protobuf 3.20.1 which is incompatible.\n", - "google-ai-generativelanguage 0.6.15 requires protobuf!=4.21.0,!=4.21.1,!=4.21.2,!=4.21.3,!=4.21.4,!=4.21.5,<6.0.0dev,>=3.20.2, but you have protobuf 3.20.1 which is incompatible.\n", - "google-cloud-iam 2.17.0 requires protobuf!=4.21.0,!=4.21.1,!=4.21.2,!=4.21.3,!=4.21.4,!=4.21.5,<6.0.0dev,>=3.20.2, but you have protobuf 3.20.1 which is incompatible.\n", - "google-cloud-datastore 2.20.2 requires protobuf!=3.20.0,!=3.20.1,!=4.21.0,!=4.21.1,!=4.21.2,!=4.21.3,!=4.21.4,!=4.21.5,<6.0.0dev,>=3.20.2, but you have protobuf 3.20.1 which is incompatible.\n", - "google-api-core 2.19.2 requires protobuf!=3.20.0,!=3.20.1,!=4.21.0,!=4.21.1,!=4.21.2,!=4.21.3,!=4.21.4,!=4.21.5,<6.0.0.dev0,>=3.19.5, but you have protobuf 3.20.1 which is incompatible.\n", - "tensorflow 2.17.1 requires 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, but you have protobuf 3.20.1 which is incompatible.\n", - "grpc-google-iam-v1 0.14.0 requires protobuf!=4.21.1,!=4.21.2,!=4.21.3,!=4.21.4,!=4.21.5,<6.0.0dev,>=3.20.2, but you have protobuf 3.20.1 which is incompatible.\u001b[0m\u001b[31m\n", - "\u001b[0mSuccessfully installed PytorchWildlife-1.2.0 aiofiles-23.2.1 fastapi-0.115.7 ffmpy-0.5.0 fire-0.7.0 gradio-5.13.1 gradio-client-1.6.0 jedi-0.19.2 markupsafe-2.1.5 protobuf-3.20.1 pydub-0.25.1 python-multipart-0.0.20 ruff-0.9.3 safehttpx-0.1.6 semantic-version-2.10.0 starlette-0.45.3 supervision-0.23.0 thop-0.1.1.post2209072238 tomlkit-0.13.2 ultralytics-8.3.68 ultralytics-thop-2.0.14 ultralytics-yolov5-0.1.1 uvicorn-0.34.0 wget-3.2\n" - ] - }, - { - "output_type": "display_data", - "data": { - "application/vnd.colab-display-data+json": { - "pip_warning": { - "packages": [ - "google" - ] - }, - "id": "bd77490f30e34da7984c182933e8a72f" - } - }, - "metadata": {} - } - ], - "source": [ - " #restart 1\n", - " !sudo apt-get install python3-distutils\n", - " !pip install PytorchWildlife" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "LdcriN_jp6B4", - "metadata": { - "id": "LdcriN_jp6B4", - "colab": { - "base_uri": "https://localhost:8080/", - "height": 992 - }, - "outputId": "c2f2b64f-803b-488f-c752-46b28c80f296" - }, - "outputs": [ - { - "output_type": "stream", - "name": "stdout", - "text": [ - "Requirement already satisfied: ipython in /usr/local/lib/python3.11/dist-packages (7.34.0)\n", - "Collecting ipython\n", - " Downloading ipython-8.31.0-py3-none-any.whl.metadata (4.9 kB)\n", - "Requirement already satisfied: decorator in /usr/local/lib/python3.11/dist-packages (from ipython) (4.4.2)\n", - "Requirement already satisfied: jedi>=0.16 in /usr/local/lib/python3.11/dist-packages (from ipython) (0.19.2)\n", - "Requirement already satisfied: matplotlib-inline in /usr/local/lib/python3.11/dist-packages (from ipython) (0.1.7)\n", - "Requirement already satisfied: pexpect>4.3 in /usr/local/lib/python3.11/dist-packages (from ipython) (4.9.0)\n", - "Requirement already satisfied: prompt_toolkit<3.1.0,>=3.0.41 in /usr/local/lib/python3.11/dist-packages (from ipython) (3.0.50)\n", - 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"Collecting asttokens>=2.1.0 (from stack_data->ipython)\n", - " Downloading asttokens-3.0.0-py3-none-any.whl.metadata (4.7 kB)\n", - "Collecting pure-eval (from stack_data->ipython)\n", - " Downloading pure_eval-0.2.3-py3-none-any.whl.metadata (6.3 kB)\n", - "Downloading ipython-8.31.0-py3-none-any.whl (821 kB)\n", - "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m821.6/821.6 kB\u001b[0m \u001b[31m39.7 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", - "\u001b[?25hDownloading traitlets-5.14.3-py3-none-any.whl (85 kB)\n", - "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m85.4/85.4 kB\u001b[0m \u001b[31m8.7 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", - "\u001b[?25hDownloading stack_data-0.6.3-py3-none-any.whl (24 kB)\n", - "Downloading asttokens-3.0.0-py3-none-any.whl (26 kB)\n", - "Downloading executing-2.2.0-py2.py3-none-any.whl (26 kB)\n", - "Downloading pure_eval-0.2.3-py3-none-any.whl (11 kB)\n", - "Installing collected packages: pure-eval, traitlets, executing, asttokens, stack_data, ipython\n", - " Attempting uninstall: traitlets\n", - " Found existing installation: traitlets 5.7.1\n", - " Uninstalling traitlets-5.7.1:\n", - " Successfully uninstalled traitlets-5.7.1\n", - " Attempting uninstall: ipython\n", - " Found existing installation: ipython 7.34.0\n", - " Uninstalling ipython-7.34.0:\n", - " Successfully uninstalled ipython-7.34.0\n", - "\u001b[31mERROR: pip's dependency resolver does not currently take into account all the packages that are installed. This behaviour is the source of the following dependency conflicts.\n", - "google-colab 1.0.0 requires ipython==7.34.0, but you have ipython 8.31.0 which is incompatible.\u001b[0m\u001b[31m\n", - "\u001b[0mSuccessfully installed asttokens-3.0.0 executing-2.2.0 ipython-8.31.0 pure-eval-0.2.3 stack_data-0.6.3 traitlets-5.14.3\n" - ] - }, - { - "output_type": "display_data", - "data": { - "application/vnd.colab-display-data+json": { - "pip_warning": { - "packages": [ - "IPython" - ] - }, - "id": "a4e08109536e46b1bc8347066bfbfc28" - } - }, - "metadata": {} - } - ], - "source": [ - "!pip install -U ipython" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "NJt-E0I63pYe", - "metadata": { - "id": "NJt-E0I63pYe", - "colab": { - "base_uri": "https://localhost:8080/", - "height": 1000 - }, - "outputId": "73c256fc-f645-4025-fec8-adf72621e6ec" - }, - "outputs": [ - { - "output_type": "stream", - "name": "stdout", - "text": [ - "Requirement already satisfied: pytorchWildlife in /usr/local/lib/python3.11/dist-packages (1.2.0)\n", - 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] - }, - { - "output_type": "error", - "ename": "ModuleNotFoundError", - "evalue": "No module named 'pytorchWildlife'", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mModuleNotFoundError\u001b[0m Traceback (most recent call last)", - "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[0mget_ipython\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msystem\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'pip install pytorchWildlife'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 2\u001b[0;31m \u001b[0;32mimport\u001b[0m \u001b[0mpytorchWildlife\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 3\u001b[0m \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mPytorchWildlife\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m__version__\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 4\u001b[0m \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mPytorchWildlife\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m__file__\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;31mModuleNotFoundError\u001b[0m: No module named 'pytorchWildlife'", - "", - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0;32m\nNOTE: If your import is failing due to a missing package, you can\nmanually install dependencies using either !pip or !apt.\n\nTo view examples of installing some common dependencies, click the\n\"Open Examples\" button below.\n\u001b[0;31m---------------------------------------------------------------------------\u001b[0m\n" - ], - "errorDetails": { - "actions": [ - { - "action": "open_url", - "actionText": "Open Examples", - "url": "/notebooks/snippets/importing_libraries.ipynb" - } - ] - } - } - ], - "source": [ - "!pip install pytorchWildlife\n", - "import pytorchWildlife\n", - "print(PytorchWildlife.__version__)\n", - "print(PytorchWildlife.__file__)" - ] - }, - { - "cell_type": "markdown", - "id": "1197e180", - "metadata": { - "id": "1197e180" - }, - "source": [ - "This tutorial guides you on how to use PyTorchWildlife for image detection. We will go through the process of setting up the environment, defining the detection model, as well as performing inference and saving the results in different ways.\n", - "\n", - "## Prerequisites\n", - "Install PytorchWildlife running the following commands:\n", - "```bash\n", - "conda create -n pytorch_wildlife python=3.8 -y\n", - "conda activate pytorch_wildlife\n", - "pip install PytorchWildlife\n", - "```\n", - "Also, make sure you have a CUDA-capable GPU if you intend to run the model on a GPU. This notebook can also run on CPU.\n", - "\n", - "## Importing libraries\n", - "First, we'll start by importing the necessary libraries and modules." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "c44e7713", - "metadata": { - "id": "c44e7713" - }, - "outputs": [], - "source": [ - "import numpy as np\n", - "from PIL import Image\n", - "import torch\n", - "from torch.utils.data import DataLoader\n", - "from PytorchWildlife.models import detection as pw_detection\n", - "from PytorchWildlife.models import classification as pw_classification\n", - "\n", - "from PytorchWildlife.data import transforms as pw_trans\n", - "from PytorchWildlife.data import datasets as pw_data\n", - "from PytorchWildlife import utils as pw_utils" - ] - }, - { - "cell_type": "markdown", - "id": "3a23982f", - "metadata": { - "id": "3a23982f" - }, - "source": [ - "## Setting GPU\n", - "If you are using a GPU for this exercise, please specify which GPU to use for the computations. By default, GPU number 0 is used. Adjust this as per your setup. You don't need to run this cell if you are using a CPU." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "8f622040", - "metadata": { - "id": "8f622040" - }, - "outputs": [], - "source": [ - "torch.cuda.set_device(0) # Only use if you are running on GPU." - ] - }, - { - "cell_type": "markdown", - "id": "6abd07b5", - "metadata": { - "id": "6abd07b5" - }, - "source": [ - "## Model Initialization\n", - "We will initialize the MegaDetectorV5 model for image detection. This model is designed for detecting animals in images." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "bnRqmMVf-N0q", - "metadata": { - "id": "bnRqmMVf-N0q" - }, - "outputs": [], - "source": [ - "!venv export" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "ufjnWYWUwwGf", - "metadata": { - "collapsed": true, - "id": "ufjnWYWUwwGf" - }, - "outputs": [], - "source": [ - "# new RR, 240926\n", - "# !pip show ultralytics\n", - "!pip install ultralytics" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "UInvY5lRjRjs", - "metadata": { - "id": "UInvY5lRjRjs" - }, - "outputs": [], - "source": [ - "# from yolov8_base import *\n", - "# from megadetectorv6 import *\n", - "\n", - "#%%\n", - "# Initializing the MegaDetectorV5 model for image detection\n", - "# detection_model = pw_detection.MegaDetectorV5(device=DEVICE, pretrained=True)\n", - "#detection_model = pw_detection.MegaDetectorV5(device=DEVICE, weights='https://zenodo.org/records/11192829/files/MDV6b-yolov9c.pt', pretrained=False) # For beta testing, you need to specify the path to the weights file." - ] - }, - { - "cell_type": "markdown", - "id": "umnCY0tcdQ2T", - "metadata": { - "id": "umnCY0tcdQ2T" - }, - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "ilTFFWPqw9C2", - "metadata": { - "id": "ilTFFWPqw9C2" - }, - "outputs": [], - "source": [ - "#DEVICE = \"cpu\" # Use \"cuda\" if GPU is available \"cpu\" if no GPU is available\n", - "\n", - "#detection_model = pw_detection.MegaDetectorV6(device=DEVICE, weights='../MDV6b-yolov9c.pt', pretrained=False)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "2fYOIiEKnrJ2", - "metadata": { - "id": "2fYOIiEKnrJ2" - }, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "eb25db43", - "metadata": { - "id": "eb25db43" - }, - "outputs": [], - "source": [ - "DEVICE = \"cuda\" # Use \"cuda\" if GPU is available \"cpu\" if no GPU is available\n", - "detection_model = pw_detection.MegaDetectorV6(device = DEVICE)\n", - "#detection_model = pw_detection.MegaDetectorV5(device=DEVICE, weights='https://zenodo.org/records/11192829/files/MDV6b-yolov9c.pt', pretrained=False) # For beta testing, you need to specify the path to the weights file." - ] - }, - { - "cell_type": "markdown", - "id": "1e57dcca", - "metadata": { - "id": "1e57dcca" - }, - "source": [ - "## Single Image Detection\n", - "We will first perform detection on a single image. Make sure to verify that you have the image in the specified path." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "0d730b20", - "metadata": { - "id": "0d730b20" - }, - "outputs": [], - "source": [ - "tgt_img_path = \"/content/Screenshot 2025-01-28 at 3.27.56 PM.png\"\n", - "img = np.array(Image.open(tgt_img_path).convert(\"RGB\"))\n", - "transform = pw_trans.MegaDetector_v5_Transform(target_size=detection_model.IMAGE_SIZE,\n", - " stride=detection_model.STRIDE)\n", - "results = detection_model.single_image_detection(transform(img), img.shape, tgt_img_path)\n", - "pw_utils.save_detection_images(results, \"./demo_output\")\n", - "\n", - "# results 객체에서 detections 객체를 가져옵니다.\n", - "detections = results['detections']\n", - "\n", - "# confidence 값을 추출하는 코드를 작성합니다.\n", - "# 이는 detections 객체의 구현에 따라 다를 수 있으므로, 다음 라인은 예시일 뿐입니다.\n", - "# 실제 구현에서는 detections.confidence 또는 비슷한 메소드가 필요할 수 있습니다.\n", - "confidence_scores = detections.confidence # 가정된 접근 방법\n", - "\n", - "# 점수가 0.7 이상인지 검사하여 출력합니다.\n", - "output = 1 if any(score > 0.7 for score in confidence_scores) else 0\n", - "\n", - "print(output)" - ] - }, - { - "cell_type": "code", - "source": [], - "metadata": { - "id": "rYl54P3WwXMy" - }, - "id": "rYl54P3WwXMy", - "execution_count": null, - "outputs": [] - } - ], - "metadata": { - "accelerator": "GPU", - "colab": { - "gpuType": "T4", - "provenance": [], - "include_colab_link": true - }, - "kernelspec": { - "display_name": "Python 3", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.8.18" - } - }, - "nbformat": 4, - "nbformat_minor": 5 -} \ No newline at end of file