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[simple-HigherHRNet](https://github.com/stefanopini/simple-HigherHRNet) repository.\n", + "\n", + "It includes the conversion to TensorRT and a test of the converted model.\n", + "Please skip the section \"TensorRT\" if not interested." + ], + "metadata": { + "id": "xZqqnmmNfX1d" + } + }, + { + "cell_type": "markdown", + "source": [ + "## Pytorch" + ], + "metadata": { + "id": "ZFihjwzqhA04" + } + }, + { + "cell_type": "markdown", + "source": [ + "### Clone the repo and install the dependencies" + ], + "metadata": { + "id": "X_ugGAxdd6Hu" + } + }, + { + "cell_type": "code", + "source": [ + "# clone the repo\n", + "!git clone https://github.com/stefanopini/simple-HigherHRNet.git" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "FIecXpzEY7IJ", + "outputId": "51ddb584-9a9f-4f36-ecca-9d6ff9f1bf4a" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Cloning into 'simple-HigherHRNet'...\n", + "remote: Enumerating objects: 120, done.\u001b[K\n", + "remote: Counting objects: 100% (120/120), done.\u001b[K\n", + "remote: Compressing objects: 100% (87/87), done.\u001b[K\n", + "remote: Total 120 (delta 47), reused 88 (delta 28), pack-reused 0\u001b[K\n", + "Receiving objects: 100% (120/120), 15.57 MiB | 8.21 MiB/s, done.\n", + "Resolving deltas: 100% (47/47), done.\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "%cd simple-HigherHRNet\n", + "!pwd" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "JDNRl8a8dl7Z", + "outputId": "36e6d64a-ea0b-416d-8a16-f635eb67d0f2" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "/content/simple-HigherHRNet\n", + "/content/simple-HigherHRNet\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "# install requirements\n", + "!pip install -r requirements.txt" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "FGsHqGPNdbHt", + "outputId": "52f6c2d1-62d5-4126-8682-9bbbc5531e36" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/\n", + "Requirement already satisfied: ffmpeg-python>=0.2.0 in /usr/local/lib/python3.7/dist-packages (from -r requirements.txt (line 1)) (0.2.0)\n", + "Requirement already satisfied: matplotlib>=3.0.2 in /usr/local/lib/python3.7/dist-packages (from -r requirements.txt (line 2)) (3.2.2)\n", + "Requirement already satisfied: munkres>=1.1.2 in /usr/local/lib/python3.7/dist-packages (from -r requirements.txt (line 3)) (1.1.4)\n", + "Requirement already satisfied: numpy>=1.16 in /usr/local/lib/python3.7/dist-packages (from -r requirements.txt (line 4)) (1.21.6)\n", + "Requirement already satisfied: opencv-python>=3.4 in /usr/local/lib/python3.7/dist-packages (from -r requirements.txt (line 5)) (4.6.0.66)\n", + "Requirement already satisfied: Pillow>=5.4 in /usr/local/lib/python3.7/dist-packages (from -r requirements.txt (line 6)) (7.1.2)\n", + "Requirement already satisfied: vidgear>=0.1.4 in /usr/local/lib/python3.7/dist-packages (from -r requirements.txt (line 7)) (0.2.6)\n", + "Requirement already satisfied: torch>=1.4.0 in /usr/local/lib/python3.7/dist-packages (from -r requirements.txt (line 8)) (1.12.1+cu113)\n", + "Requirement already satisfied: torchvision>=0.5.0 in /usr/local/lib/python3.7/dist-packages (from -r requirements.txt (line 9)) (0.13.1+cu113)\n", + "Requirement already satisfied: tqdm>=4.26 in /usr/local/lib/python3.7/dist-packages (from -r requirements.txt (line 10)) (4.64.1)\n", + "Requirement already satisfied: future in /usr/local/lib/python3.7/dist-packages (from ffmpeg-python>=0.2.0->-r requirements.txt (line 1)) (0.16.0)\n", + "Requirement already satisfied: python-dateutil>=2.1 in /usr/local/lib/python3.7/dist-packages (from matplotlib>=3.0.2->-r requirements.txt (line 2)) (2.8.2)\n", + "Requirement already satisfied: pyparsing!=2.0.4,!=2.1.2,!=2.1.6,>=2.0.1 in /usr/local/lib/python3.7/dist-packages (from matplotlib>=3.0.2->-r requirements.txt (line 2)) (3.0.9)\n", + "Requirement already satisfied: kiwisolver>=1.0.1 in /usr/local/lib/python3.7/dist-packages (from matplotlib>=3.0.2->-r requirements.txt (line 2)) (1.4.4)\n", + "Requirement already satisfied: cycler>=0.10 in /usr/local/lib/python3.7/dist-packages (from matplotlib>=3.0.2->-r requirements.txt (line 2)) (0.11.0)\n", + "Requirement already satisfied: requests in /usr/local/lib/python3.7/dist-packages (from vidgear>=0.1.4->-r requirements.txt (line 7)) (2.23.0)\n", + "Requirement already satisfied: cython in /usr/local/lib/python3.7/dist-packages (from vidgear>=0.1.4->-r requirements.txt (line 7)) (0.29.32)\n", + "Requirement already satisfied: colorlog in /usr/local/lib/python3.7/dist-packages (from vidgear>=0.1.4->-r requirements.txt (line 7)) (6.7.0)\n", + "Requirement already satisfied: typing-extensions in /usr/local/lib/python3.7/dist-packages (from torch>=1.4.0->-r requirements.txt (line 8)) (4.1.1)\n", + "Requirement already satisfied: six>=1.5 in /usr/local/lib/python3.7/dist-packages (from python-dateutil>=2.1->matplotlib>=3.0.2->-r requirements.txt (line 2)) (1.15.0)\n", + "Requirement already satisfied: idna<3,>=2.5 in /usr/local/lib/python3.7/dist-packages (from requests->vidgear>=0.1.4->-r requirements.txt (line 7)) (2.10)\n", + "Requirement already satisfied: urllib3!=1.25.0,!=1.25.1,<1.26,>=1.21.1 in /usr/local/lib/python3.7/dist-packages (from requests->vidgear>=0.1.4->-r requirements.txt (line 7)) (1.24.3)\n", + "Requirement already satisfied: chardet<4,>=3.0.2 in /usr/local/lib/python3.7/dist-packages (from requests->vidgear>=0.1.4->-r requirements.txt (line 7)) (3.0.4)\n", + "Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.7/dist-packages (from requests->vidgear>=0.1.4->-r requirements.txt (line 7)) (2022.9.24)\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "# install vlc to get video codecs\n", + "!apt install vlc" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "qMynH2IPebr8", + "outputId": "95dc4639-d770-44f6-b877-6e235cc3065b" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Reading package lists... Done\n", + "Building dependency tree \n", + "Reading state information... Done\n", + "The following package was automatically installed and is no longer required:\n", + " libnvidia-common-460\n", + "Use 'apt autoremove' to remove it.\n", + "The following additional packages will be installed:\n", + " fonts-freefont-ttf liba52-0.7.4 libaa1 libaribb24-0\n", + " libbasicusageenvironment1 libcddb2 libdca0 libdvbpsi10 libdvdnav4\n", + " libdvdread4 libebml4v5 libfaad2 libgroupsock8 libkate1 libldb1\n", + " liblirc-client0 liblivemedia62 liblua5.2-0 libmad0 libmatroska6v5\n", + " libmicrodns0 libmpcdec6 libmpeg2-4 libmtp-common libmtp-runtime libmtp9\n", + " libnfs11 libnotify4 libopenmpt-modplug1 libplacebo4 libprotobuf-lite10\n", + " libproxy-tools libqt5svg5 libqt5x11extras5 libresid-builder0c2a\n", + " libsdl-image1.2 libsdl1.2debian libsecret-1-0 libsecret-common libshout3\n", + " libsidplay2 libsmbclient libspeexdsp1 libtag1v5 libtag1v5-vanilla libtalloc2\n", + " libtdb1 libtevent0 libupnp6 libusageenvironment3 libva-wayland2 libvlc-bin\n", + " libvlc5 libvlccore9 libvulkan1 libwbclient0 libxcb-xv0 mesa-vulkan-drivers\n", + " notification-daemon python-talloc samba-libs vlc-bin vlc-data vlc-l10n\n", + " vlc-plugin-base vlc-plugin-notify vlc-plugin-qt vlc-plugin-samba\n", + " vlc-plugin-skins2 vlc-plugin-video-output vlc-plugin-video-splitter\n", + " vlc-plugin-visualization\n", + "Suggested packages:\n", + " libdvdcss2 lirc\n", + "The following NEW packages will be installed:\n", + " fonts-freefont-ttf liba52-0.7.4 libaa1 libaribb24-0\n", + " libbasicusageenvironment1 libcddb2 libdca0 libdvbpsi10 libdvdnav4\n", + " libdvdread4 libebml4v5 libfaad2 libgroupsock8 libkate1 libldb1\n", + " liblirc-client0 liblivemedia62 liblua5.2-0 libmad0 libmatroska6v5\n", + " libmicrodns0 libmpcdec6 libmpeg2-4 libmtp-common libmtp-runtime libmtp9\n", + " libnfs11 libnotify4 libopenmpt-modplug1 libplacebo4 libprotobuf-lite10\n", + " libproxy-tools libqt5svg5 libqt5x11extras5 libresid-builder0c2a\n", + " libsdl-image1.2 libsdl1.2debian libsecret-1-0 libsecret-common libshout3\n", + " libsidplay2 libsmbclient libspeexdsp1 libtag1v5 libtag1v5-vanilla libtalloc2\n", + " libtdb1 libtevent0 libupnp6 libusageenvironment3 libva-wayland2 libvlc-bin\n", + " libvlc5 libvlccore9 libvulkan1 libwbclient0 libxcb-xv0 mesa-vulkan-drivers\n", + " notification-daemon python-talloc samba-libs vlc vlc-bin vlc-data vlc-l10n\n", + " vlc-plugin-base vlc-plugin-notify vlc-plugin-qt vlc-plugin-samba\n", + " vlc-plugin-skins2 vlc-plugin-video-output vlc-plugin-video-splitter\n", + " vlc-plugin-visualization\n", + "0 upgraded, 73 newly installed, 0 to remove and 7 not upgraded.\n", + "Need to get 27.3 MB of archives.\n", + "After this operation, 124 MB of additional disk space will be used.\n", + "Get:1 http://archive.ubuntu.com/ubuntu bionic/main amd64 libmtp-common all 1.1.13-1 [43.6 kB]\n", + "Get:2 http://ppa.launchpad.net/graphics-drivers/ppa/ubuntu bionic/main amd64 libvulkan1 amd64 1.1.126.0-2~gpu18.04.1 [101 kB]\n", + "Get:3 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"cell_type": "code", + "source": [ + "# download weights (pose_higher_hrnet_w32_512.pth)\n", + "!gdown 1V9Iz0ZYy9m8VeaspfKECDW0NKlGsYmO1\n", + "!mkdir weights\n", + "!mv /content/simple-HigherHRNet/pose_higher_hrnet_w32_512.pth /content/simple-HigherHRNet/weights/pose_higher_hrnet_w32_512.pth" + ], + "metadata": { + "id": "3LURZ12cfCcU", + "colab": { + "base_uri": "https://localhost:8080/" + }, + "outputId": "59659ccf-d001-41d5-b0a3-c6f463ba775a" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Downloading...\n", + "From: https://drive.google.com/uc?id=1V9Iz0ZYy9m8VeaspfKECDW0NKlGsYmO1\n", + "To: /content/simple-HigherHRNet/pose_higher_hrnet_w32_512.pth\n", + "100% 115M/115M [00:00<00:00, 220MB/s]\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "# download a publicly available video (or just get your own)\n", + "!wget https://commondatastorage.googleapis.com/gtv-videos-bucket/sample/WeAreGoingOnBullrun.mp4" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "OLIrIc14eUPM", + "outputId": "7d707a13-66e0-4219-afa2-a2a27b29995d" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "--2022-11-21 23:37:17-- https://commondatastorage.googleapis.com/gtv-videos-bucket/sample/WeAreGoingOnBullrun.mp4\n", + "Resolving commondatastorage.googleapis.com (commondatastorage.googleapis.com)... 142.251.10.128, 2404:6800:4003:c0f::80\n", + "Connecting to commondatastorage.googleapis.com (commondatastorage.googleapis.com)|142.251.10.128|:443... connected.\n", + "HTTP request sent, awaiting response... 200 OK\n", + "Length: 13183260 (13M) [video/mp4]\n", + "Saving to: ‘WeAreGoingOnBullrun.mp4’\n", + "\n", + "WeAreGoingOnBullrun 100%[===================>] 12.57M --.-KB/s in 0.07s \n", + "\n", + "2022-11-21 23:37:18 (190 MB/s) - ‘WeAreGoingOnBullrun.mp4’ saved [13183260/13183260]\n", + "\n" + ] + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "### Test the live script\n", + "This step can be skipped if interested in the TensorRT conversion." + ], + "metadata": { + "id": "ZWUN1C5RgGYS" + } + }, + { + "cell_type": "code", + "source": [ + "!python ./scripts/live-demo.py --filename WeAreGoingOnBullrun.mp4 --save_video" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "VEPfVe2bg1dS", + "outputId": "f287bde9-4463-4a54-8896-8e48b8904dbd" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\u001b[32m23:43:27\u001b[0m :: \u001b[1;35m Helper \u001b[0m :: \u001b[1;36m INFO \u001b[0m :: \u001b[1;37mRunning VidGear Version: 0.2.6\u001b[0m\n", + "device: 'cuda' - 1 GPU(s) will be used\n", + "/content/simple-HigherHRNet/misc/HeatmapParser.py:168: UserWarning: __floordiv__ is deprecated, and its behavior will change in a future version of pytorch. It currently rounds toward 0 (like the 'trunc' function NOT 'floor'). This results in incorrect rounding for negative values. To keep the current behavior, use torch.div(a, b, rounding_mode='trunc'), or for actual floor division, use torch.div(a, b, rounding_mode='floor').\n", + " y = (ind // w).long()\n", + "framerate: 8.096502 fps / detected people: 0 /content/simple-HigherHRNet/misc/HeatmapParser.py:236: UserWarning: __floordiv__ is deprecated, and its behavior will change in a future version of pytorch. It currently rounds toward 0 (like the 'trunc' function NOT 'floor'). This results in incorrect rounding for negative values. To keep the current behavior, use torch.div(a, b, rounding_mode='trunc'), or for actual floor division, use torch.div(a, b, rounding_mode='floor').\n", + " index = index // dim\n", + "framerate: 9.491158 fps / detected people: 0 \n", + "Time elapsed == 209.30760788917542\n" + ] + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "Now check out the video output.avi\n" + ], + "metadata": { + "id": "RsTTv7A5gGvF" + } + }, + { + "cell_type": "markdown", + "source": [ + "## TensorRT\n", + "This section install TensorRT 8.5, converts the model to TensorRT (.engine) and tests the converted model.\n", + "\n", + "Tested with TensorRT 8.5.1-1+cuda11.8 and python package tensorrt 8.5.1.7 ." + ], + "metadata": { + "id": "YHj3FQEyf1yD" + } + }, + { + "cell_type": "markdown", + "source": [ + "### Install TensorRT\n", + "A GPU is needed for this step. Please change the runtime type to \"GPU\".\n" + ], + "metadata": { + "id": "VsFWYxaNc-gl" + } + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "LsAlxRGVXhrt", + "outputId": "834363d2-8d74-450a-b6d3-110e8fdeb404" + }, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Mon Nov 21 23:47:24 2022 \n", + "+-----------------------------------------------------------------------------+\n", + "| NVIDIA-SMI 460.32.03 Driver Version: 460.32.03 CUDA Version: 11.2 |\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 67C P8 11W / 70W | 0MiB / 15109MiB | 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": [ + "# check a GPU runtime is selected\n", + "!nvidia-smi" + ] + }, + { + "cell_type": "code", + "source": [ + "%%bash\n", + "wget https://developer.download.nvidia.com/compute/machine-learning/repos/ubuntu1804/x86_64/nvidia-machine-learning-repo-ubuntu1804_1.0.0-1_amd64.deb\n", + "\n", + "dpkg -i nvidia-machine-learning-repo-*.deb\n", + "apt-get update\n", + "\n", + "sudo apt-get install libnvinfer8 python3-libnvinfer" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "9vZ35qN5XkHE", + "outputId": "8d8e9af3-39e8-4edf-8a67-bbc1173156e2" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "(Reading database ... 123994 files and directories currently installed.)\n", + "Preparing to unpack nvidia-machine-learning-repo-ubuntu1804_1.0.0-1_amd64.deb ...\n", + "Unpacking nvidia-machine-learning-repo-ubuntu1804 (1.0.0-1) over (1.0.0-1) ...\n", + "Setting up nvidia-machine-learning-repo-ubuntu1804 (1.0.0-1) ...\n", + "Hit:1 https://cloud.r-project.org/bin/linux/ubuntu bionic-cran40/ InRelease\n", + "Hit:2 http://security.ubuntu.com/ubuntu bionic-security InRelease\n", + "Hit:3 http://ppa.launchpad.net/c2d4u.team/c2d4u4.0+/ubuntu bionic InRelease\n", + "Ign:4 https://developer.download.nvidia.com/compute/machine-learning/repos/ubuntu1804/x86_64 InRelease\n", + "Hit:5 https://developer.download.nvidia.com/compute/cuda/repos/ubuntu1804/x86_64 InRelease\n", + "Hit:6 https://developer.download.nvidia.com/compute/machine-learning/repos/ubuntu1804/x86_64 Release\n", + "Hit:7 http://archive.ubuntu.com/ubuntu bionic InRelease\n", + "Hit:8 http://ppa.launchpad.net/cran/libgit2/ubuntu bionic InRelease\n", + "Hit:9 http://archive.ubuntu.com/ubuntu bionic-updates InRelease\n", + "Hit:10 http://archive.ubuntu.com/ubuntu bionic-backports InRelease\n", + "Hit:11 http://ppa.launchpad.net/deadsnakes/ppa/ubuntu bionic InRelease\n", + "Hit:13 http://ppa.launchpad.net/graphics-drivers/ppa/ubuntu bionic InRelease\n", + "Reading package lists...\n", + "Reading package lists...\n", + "Building dependency tree...\n", + "Reading state information...\n", + "The following package was automatically installed and is no longer required:\n", + " libnvidia-common-460\n", + "Use 'sudo apt autoremove' to remove it.\n", + "The following additional packages will be installed:\n", + " libnvinfer-plugin8 libnvonnxparsers8 libnvparsers8\n", + "The following NEW packages will be installed:\n", + " libnvinfer-plugin8 libnvinfer8 libnvonnxparsers8 libnvparsers8\n", + " python3-libnvinfer\n", + "0 upgraded, 5 newly installed, 0 to remove and 7 not upgraded.\n", + "Need to get 290 MB of archives.\n", + "After this operation, 915 MB of additional disk space will be used.\n", + "Get:1 https://developer.download.nvidia.com/compute/cuda/repos/ubuntu1804/x86_64 libnvinfer8 8.5.1-1+cuda11.8 [274 MB]\n", + "Get:2 https://developer.download.nvidia.com/compute/cuda/repos/ubuntu1804/x86_64 libnvinfer-plugin8 8.5.1-1+cuda11.8 [13.3 MB]\n", + "Get:3 https://developer.download.nvidia.com/compute/cuda/repos/ubuntu1804/x86_64 libnvonnxparsers8 8.5.1-1+cuda11.8 [714 kB]\n", + "Get:4 https://developer.download.nvidia.com/compute/cuda/repos/ubuntu1804/x86_64 libnvparsers8 8.5.1-1+cuda11.8 [804 kB]\n", + "Get:5 https://developer.download.nvidia.com/compute/cuda/repos/ubuntu1804/x86_64 python3-libnvinfer 8.5.1-1+cuda11.8 [610 kB]\n", + "Fetched 290 MB in 5s (62.7 MB/s)\n", + "Selecting previously unselected package libnvinfer8.\r\n", + "(Reading database ... \r(Reading database ... 5%\r(Reading database ... 10%\r(Reading database ... 15%\r(Reading database ... 20%\r(Reading database ... 25%\r(Reading database ... 30%\r(Reading database ... 35%\r(Reading database ... 40%\r(Reading database ... 45%\r(Reading database ... 50%\r(Reading database ... 55%\r(Reading database ... 60%\r(Reading database ... 65%\r(Reading database ... 70%\r(Reading database ... 75%\r(Reading database ... 80%\r(Reading database ... 85%\r(Reading database ... 90%\r(Reading database ... 95%\r(Reading database ... 100%\r(Reading database ... 123994 files and directories currently installed.)\r\n", + "Preparing to unpack .../libnvinfer8_8.5.1-1+cuda11.8_amd64.deb ...\r\n", + "Unpacking libnvinfer8 (8.5.1-1+cuda11.8) ...\r\n", + "Selecting previously unselected package libnvinfer-plugin8.\r\n", + "Preparing to unpack .../libnvinfer-plugin8_8.5.1-1+cuda11.8_amd64.deb ...\r\n", + "Unpacking libnvinfer-plugin8 (8.5.1-1+cuda11.8) ...\r\n", + "Selecting previously unselected package libnvonnxparsers8.\r\n", + "Preparing to unpack .../libnvonnxparsers8_8.5.1-1+cuda11.8_amd64.deb ...\r\n", + "Unpacking libnvonnxparsers8 (8.5.1-1+cuda11.8) ...\r\n", + "Selecting previously unselected package libnvparsers8.\r\n", + "Preparing to unpack .../libnvparsers8_8.5.1-1+cuda11.8_amd64.deb ...\r\n", + "Unpacking libnvparsers8 (8.5.1-1+cuda11.8) ...\r\n", + "Selecting previously unselected package python3-libnvinfer.\r\n", + "Preparing to unpack .../python3-libnvinfer_8.5.1-1+cuda11.8_amd64.deb ...\r\n", + "Unpacking python3-libnvinfer (8.5.1-1+cuda11.8) ...\r\n", + "Setting up libnvinfer8 (8.5.1-1+cuda11.8) ...\r\n", + "Setting up libnvinfer-plugin8 (8.5.1-1+cuda11.8) ...\r\n", + "Setting up libnvparsers8 (8.5.1-1+cuda11.8) ...\r\n", + "Setting up libnvonnxparsers8 (8.5.1-1+cuda11.8) ...\r\n", + "Setting up python3-libnvinfer (8.5.1-1+cuda11.8) ...\r\n", + "Processing triggers for libc-bin (2.27-3ubuntu1.6) ...\r\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "--2022-11-21 23:10:05-- https://developer.download.nvidia.com/compute/machine-learning/repos/ubuntu1804/x86_64/nvidia-machine-learning-repo-ubuntu1804_1.0.0-1_amd64.deb\n", + "Resolving developer.download.nvidia.com (developer.download.nvidia.com)... 152.199.39.144\n", + "Connecting to developer.download.nvidia.com (developer.download.nvidia.com)|152.199.39.144|:443... connected.\n", + "HTTP request sent, awaiting response... 200 OK\n", + "Length: 2926 (2.9K) [application/x-deb]\n", + "Saving to: ‘nvidia-machine-learning-repo-ubuntu1804_1.0.0-1_amd64.deb.1’\n", + "\n", + " 0K .. 100% 180M=0s\n", + "\n", + "2022-11-21 23:10:05 (180 MB/s) - ‘nvidia-machine-learning-repo-ubuntu1804_1.0.0-1_amd64.deb.1’ saved [2926/2926]\n", + "\n", + "W: Target Packages (Packages) is configured multiple times in /etc/apt/sources.list:51 and /etc/apt/sources.list.d/nvidia-machine-learning.list:1\n", + "W: Target Packages (Packages) is configured multiple times in /etc/apt/sources.list:51 and /etc/apt/sources.list.d/nvidia-machine-learning.list:1\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 76, <> line 5.)\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", + "W: Target Packages (Packages) is configured multiple times in /etc/apt/sources.list:51 and /etc/apt/sources.list.d/nvidia-machine-learning.list:1\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "# check TensorRT version\n", + "print(\"TensorRT version: \")\n", + "!dpkg -l | grep nvinfer" + ], + "metadata": { + "id": "GlGh_J2WYH8u", + "colab": { + "base_uri": "https://localhost:8080/" + }, + "outputId": "eb7d90c9-2bed-4a9d-88f7-fdaaf360fa82" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "TensorRT version: \n", + "ii libnvinfer-plugin8 8.5.1-1+cuda11.8 amd64 TensorRT plugin libraries\n", + "ii libnvinfer8 8.5.1-1+cuda11.8 amd64 TensorRT runtime libraries\n", + "ii python3-libnvinfer 8.5.1-1+cuda11.8 amd64 Python 3 bindings for TensorRT\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "!pip install tensorrt onnx" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "NUR0P_HklFbz", + "outputId": "e6542f82-66e4-4043-8b3c-3837ae031505" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/\n", + "Requirement already satisfied: tensorrt in /usr/local/lib/python3.7/dist-packages (8.5.1.7)\n", + "Collecting onnx\n", + " Downloading onnx-1.12.0-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (13.1 MB)\n", + "\u001b[K |████████████████████████████████| 13.1 MB 24.5 MB/s \n", + "\u001b[?25hRequirement already satisfied: nvidia-cudnn-cu11 in /usr/local/lib/python3.7/dist-packages (from tensorrt) (8.6.0.163)\n", + "Requirement already satisfied: nvidia-cublas-cu11 in /usr/local/lib/python3.7/dist-packages (from tensorrt) (11.11.3.6)\n", + "Requirement already satisfied: nvidia-cuda-runtime-cu11 in /usr/local/lib/python3.7/dist-packages (from tensorrt) (11.8.89)\n", + "Requirement already satisfied: numpy>=1.16.6 in /usr/local/lib/python3.7/dist-packages (from onnx) (1.21.6)\n", + "Requirement already satisfied: typing-extensions>=3.6.2.1 in /usr/local/lib/python3.7/dist-packages (from onnx) (4.1.1)\n", + "Requirement already satisfied: protobuf<=3.20.1,>=3.12.2 in /usr/local/lib/python3.7/dist-packages (from onnx) (3.19.6)\n", + "Installing collected packages: onnx\n", + "Successfully installed onnx-1.12.0\n" + ] + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "### Export the model with tensorrt" + ], + "metadata": { + "id": "I2u6Xn72eEBE" + } + }, + { + "cell_type": "code", + "source": [ + "!python scripts/export-tensorrt-model.py --device 0 --half" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "S57JsLacdnoF", + "outputId": "429a5090-4b27-439f-cdb2-d3fe952b9d71" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\u001b[34m\u001b[1mexport-tensorrt-model: \u001b[0mweights=./weights/pose_higher_hrnet_w32_512.pth, hrnet_c=32, hrnet_j=17, imgsz=[512, 960], batch_size=1, device=0, half=True, int8=False, dynamic=False, simplify=False, opset=12, verbose=False, workspace=1, include=['engine']\n", + "YOLOv5 🚀 2022-11-21 Python-3.7.15 torch-1.12.1+cu113 CUDA:0 (Tesla T4, 15110MiB)\n", + "\n", + "\n", + "\u001b[34m\u001b[1mONNX:\u001b[0m starting export with onnx 1.12.0...\n", + "\u001b[34m\u001b[1mONNX:\u001b[0m export success ✅ 52.5s, saved as weights/pose_higher_hrnet_w32_512.onnx (109.3 MB)\n", + "\n", + "\u001b[34m\u001b[1mTensorRT:\u001b[0m starting export with TensorRT 8.5.1.7...\n", + "[11/21/2022-23:54:02] [TRT] [I] [MemUsageChange] Init CUDA: CPU +0, GPU +0, now: CPU 0, GPU 1572 (MiB)\n", + "[11/21/2022-23:54:05] [TRT] [I] [MemUsageChange] Init builder kernel library: CPU +0, GPU +74, now: CPU 0, GPU 1646 (MiB)\n", + "[11/21/2022-23:54:05] [TRT] [W] CUDA lazy loading is not enabled. Enabling it can significantly reduce device memory usage. See `CUDA_MODULE_LOADING` in https://docs.nvidia.com/cuda/cuda-c-programming-guide/index.html#env-vars\n", + "scripts/export-tensorrt-model.py:132: DeprecationWarning: Use set_memory_pool_limit instead.\n", + " config.max_workspace_size = workspace * 1 << 30\n", + "[11/21/2022-23:54:05] [TRT] [I] ----------------------------------------------------------------\n", + "[11/21/2022-23:54:05] [TRT] [I] Input filename: weights/pose_higher_hrnet_w32_512.onnx\n", + "[11/21/2022-23:54:05] [TRT] [I] ONNX IR version: 0.0.7\n", + "[11/21/2022-23:54:05] [TRT] [I] Opset version: 12\n", + "[11/21/2022-23:54:05] [TRT] [I] Producer name: pytorch\n", + "[11/21/2022-23:54:05] [TRT] [I] Producer version: 1.12.1\n", + "[11/21/2022-23:54:05] [TRT] [I] Domain: \n", + "[11/21/2022-23:54:05] [TRT] [I] Model version: 0\n", + "[11/21/2022-23:54:05] [TRT] [I] Doc string: \n", + "[11/21/2022-23:54:05] [TRT] [I] ----------------------------------------------------------------\n", + "[11/21/2022-23:54:06] [TRT] [W] onnx2trt_utils.cpp:377: Your ONNX model has been generated with INT64 weights, while TensorRT does not natively support INT64. Attempting to cast down to INT32.\n", + "\u001b[34m\u001b[1mTensorRT:\u001b[0m input \"images\" with shape(1, 3, 512, 960) DataType.FLOAT\n", + "\u001b[34m\u001b[1mTensorRT:\u001b[0m output \"output0\" with shape(1, 34, 128, 240) DataType.FLOAT\n", + "\u001b[34m\u001b[1mTensorRT:\u001b[0m output \"output1\" with shape(1, 17, 256, 480) DataType.FLOAT\n", + "\u001b[34m\u001b[1mTensorRT:\u001b[0m building FP16 engine as weights/pose_higher_hrnet_w32_512.engine\n", + "scripts/export-tensorrt-model.py:159: DeprecationWarning: Use build_serialized_network instead.\n", + " with builder.build_engine(network, config) as engine, open(f, 'wb') as t:\n", + "[11/21/2022-23:54:10] [TRT] [I] [MemUsageChange] Init cuBLAS/cuBLASLt: CPU +0, GPU +8, now: CPU 0, GPU 1654 (MiB)\n", + "[11/21/2022-23:54:10] [TRT] [I] [MemUsageChange] Init cuDNN: CPU +0, GPU +8, now: CPU 0, GPU 1662 (MiB)\n", + "[11/21/2022-23:54:10] [TRT] [W] TensorRT was linked against cuDNN 8.6.0 but loaded cuDNN 8.3.2\n", + "[11/21/2022-23:54:10] [TRT] [I] Local timing cache in use. Profiling results in this builder pass will not be stored.\n", + "[11/21/2022-23:54:19] [TRT] [I] Some tactics do not have sufficient workspace memory to run. Increasing workspace size will enable more tactics, please check verbose output for requested sizes.\n", + "[11/22/2022-00:00:29] [TRT] [I] Total Activation Memory: 1602586624\n", + "[11/22/2022-00:00:29] [TRT] [I] Detected 1 inputs and 2 output network tensors.\n", + "[11/22/2022-00:00:30] [TRT] [I] Total Host Persistent Memory: 930704\n", + "[11/22/2022-00:00:30] [TRT] [I] Total Device Persistent Memory: 3670528\n", + "[11/22/2022-00:00:30] [TRT] [I] Total Scratch Memory: 0\n", + "[11/22/2022-00:00:30] [TRT] [I] [MemUsageStats] Peak memory usage of TRT CPU/GPU memory allocators: CPU 55 MiB, GPU 574 MiB\n", + "[11/22/2022-00:00:30] [TRT] [I] [BlockAssignment] Started assigning block shifts. This will take 341 steps to complete.\n", + "[11/22/2022-00:00:30] [TRT] [I] [BlockAssignment] Algorithm ShiftNTopDown took 16.2806ms to assign 14 blocks to 341 nodes requiring 51609600 bytes.\n", + "[11/22/2022-00:00:30] [TRT] [I] Total Activation Memory: 51609600\n", + "[11/22/2022-00:00:30] [TRT] [W] TensorRT encountered issues when converting weights between types and that could affect accuracy.\n", + "[11/22/2022-00:00:30] [TRT] [W] If this is not the desired behavior, please modify the weights or retrain with regularization to adjust the magnitude of the weights.\n", + "[11/22/2022-00:00:30] [TRT] [W] Check verbose logs for the list of affected weights.\n", + "[11/22/2022-00:00:30] [TRT] [W] - 317 weights are affected by this issue: Detected subnormal FP16 values.\n", + "[11/22/2022-00:00:30] [TRT] [W] - 88 weights are affected by this issue: Detected values less than smallest positive FP16 subnormal value and converted them to the FP16 minimum subnormalized value.\n", + "[11/22/2022-00:00:30] [TRT] [I] [MemUsageChange] TensorRT-managed allocation in building engine: CPU +55, GPU +58, now: CPU 55, GPU 58 (MiB)\n", + "\u001b[34m\u001b[1mTensorRT:\u001b[0m export success ✅ 440.8s, saved as weights/pose_higher_hrnet_w32_512.engine (56.9 MB)\n", + "\n", + "Export complete (446.1s)\n" + ] + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "### Test the tensorrt model" + ], + "metadata": { + "id": "npgGj4cGemZd" + } + }, + { + "cell_type": "code", + "source": [ + "!python scripts/live-demo.py --enable_tensorrt --filename=WeAreGoingOnBullrun.mp4 --hrnet_weights='weights/pose_higher_hrnet_w32_512.engine' --save_video" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "LnIpbqV0fVps", + "outputId": "fce1e062-c975-421a-be89-51c533f2f879" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\u001b[32m00:02:18\u001b[0m :: \u001b[1;35m Helper \u001b[0m :: \u001b[1;36m INFO \u001b[0m :: \u001b[1;37mRunning VidGear Version: 0.2.6\u001b[0m\n", + "[11/22/2022-00:02:20] [TRT] [I] Loaded engine size: 56 MiB\n", + "[11/22/2022-00:02:21] [TRT] [I] [MemUsageChange] TensorRT-managed allocation in engine deserialization: CPU +0, GPU +58, now: CPU 0, GPU 58 (MiB)\n", + "[11/22/2022-00:02:21] [TRT] [I] [MemUsageChange] TensorRT-managed allocation in IExecutionContext creation: CPU +1, GPU +52, now: CPU 1, GPU 110 (MiB)\n", + "[11/22/2022-00:02:21] [TRT] [W] CUDA lazy loading is not enabled. Enabling it can significantly reduce device memory usage. See `CUDA_MODULE_LOADING` in https://docs.nvidia.com/cuda/cuda-c-programming-guide/index.html#env-vars\n", + "/content/simple-HigherHRNet/misc/HeatmapParser.py:168: UserWarning: __floordiv__ is deprecated, and its behavior will change in a future version of pytorch. It currently rounds toward 0 (like the 'trunc' function NOT 'floor'). This results in incorrect rounding for negative values. To keep the current behavior, use torch.div(a, b, rounding_mode='trunc'), or for actual floor division, use torch.div(a, b, rounding_mode='floor').\n", + " y = (ind // w).long()\n", + "framerate: 22.181639 fps / detected people: 0 /content/simple-HigherHRNet/misc/HeatmapParser.py:236: UserWarning: __floordiv__ is deprecated, and its behavior will change in a future version of pytorch. It currently rounds toward 0 (like the 'trunc' function NOT 'floor'). This results in incorrect rounding for negative values. To keep the current behavior, use torch.div(a, b, rounding_mode='trunc'), or for actual floor division, use torch.div(a, b, rounding_mode='floor').\n", + " index = index // dim\n", + "framerate: 23.412900 fps / detected people: 0 \n", + "Time elapsed == 134.7310082912445\n" + ] + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "Now check out the video output.avi\n" + ], + "metadata": { + "id": "WbQk0PeNnM5-" + } + } + ] +} \ No newline at end of file diff --git a/models/DeepHRNet-TensorFlow/.gitattributes b/models/DeepHRNet-TensorFlow/.gitattributes new file mode 100644 index 0000000000000000000000000000000000000000..a6344aac8c09253b3b630fb776ae94478aa0275b --- /dev/null +++ b/models/DeepHRNet-TensorFlow/.gitattributes @@ -0,0 +1,35 @@ +*.7z filter=lfs diff=lfs merge=lfs -text +*.arrow filter=lfs diff=lfs merge=lfs -text +*.bin filter=lfs diff=lfs merge=lfs -text +*.bz2 filter=lfs diff=lfs merge=lfs -text +*.ckpt filter=lfs diff=lfs merge=lfs -text +*.ftz filter=lfs diff=lfs 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-text +*tfevents* filter=lfs diff=lfs merge=lfs -text diff --git a/models/Dual-HRNet/dual-hrnet.yaml b/models/Dual-HRNet/dual-hrnet.yaml new file mode 100644 index 0000000000000000000000000000000000000000..df40c150be3c6efa51246bf8e65ff280a160041f --- /dev/null +++ b/models/Dual-HRNet/dual-hrnet.yaml @@ -0,0 +1,119 @@ +OUTPUT_DIR: '' +LOG_DIR: '' +GPUS: [0,] +WORKERS: 4 +PRINT_FREQ: 20 +AUTO_RESUME: False +PIN_MEMORY: True +RANK: 0 + +# Cudnn related params +CUDNN: + BENCHMARK: True + DETERMINISTIC: False + ENABLED: True + +# common params for NETWORK +MODEL: + NAME: 'dual-hrnet' + PRETRAINED: './Checkpoints/HRNet/hrnetv2_w32_imagenet_pretrained.pth' + USE_FPN: False + IS_DISASTER_PRED: False + IS_SPLIT_LOSS: True + FUSE_CONV_K_SIZE: 1 + + # high_resoluton_net related params for segmentation + EXTRA: + PRETRAINED_LAYERS: ['*'] + STEM_INPLANES: 64 + FINAL_CONV_KERNEL: 1 + WITH_HEAD: True + + STAGE1: + NUM_MODULES: 1 + NUM_BRANCHES: 1 + NUM_BLOCKS: [4] + NUM_CHANNELS: [64] + BLOCK: 'BOTTLENECK' + FUSE_METHOD: 'SUM' + + STAGE2: + NUM_MODULES: 1 + NUM_BRANCHES: 2 + NUM_BLOCKS: [4, 4] + NUM_CHANNELS: [32, 64] + BLOCK: 'BASIC' + FUSE_METHOD: 'SUM' + + STAGE3: + NUM_MODULES: 4 + NUM_BRANCHES: 3 + NUM_BLOCKS: [4, 4, 4] + NUM_CHANNELS: [32, 64, 128] + BLOCK: 'BASIC' + FUSE_METHOD: 'SUM' + + STAGE4: + NUM_MODULES: 3 + NUM_BRANCHES: 4 + NUM_BLOCKS: [4, 4, 4, 4] + NUM_CHANNELS: [32, 64, 128, 256] + BLOCK: 'BASIC' + FUSE_METHOD: 'SUM' + +#_C.MODEL.EXTRA= CN(new_allowed=True) + +LOSS: + CLASS_BALANCE: True + +# DATASET related params +DATASET: + NUM_CLASSES: 4 + +# training +TRAIN: + # Augmentation + FLIP: True + MULTI_SCALE: [0.8, 1.2] + CROP_SIZE: [512, 512] + + LR_FACTOR: 0.1 + LR_STEP: [90, 110] + LR: 0.05 + EXTRA_LR: 0.001 + + OPTIMIZER: 'sgd' + MOMENTUM: 0.9 + WD: 0.0001 + NESTEROV: False + IGNORE_LABEL: -1 + + NUM_EPOCHS: 500 + RESUME: False + + BATCH_SIZE_PER_GPU: 16 + SHUFFLE: True +# only using some training samples + NUM_SAMPLES: 0 + CLASS_WEIGHTS: [0.4, 1.2, 1.2, 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https://git-lfs.github.com/spec/v1 +oid sha256:1daf04ac2d732c753c4bd79759d6942d62b55acb4cedc30e22ecbfa7647a5c22 +size 263764409 diff --git a/models/HRNet/README.md b/models/HRNet/README.md new file mode 100644 index 0000000000000000000000000000000000000000..bd35747c89f78c1e2e78141a654d7001d7660ff7 --- /dev/null +++ b/models/HRNet/README.md @@ -0,0 +1,90 @@ +--- +license: apache-2.0 +datasets: +- Chris1/cityscapes +language: +- en +metrics: +- mean_iou +pipeline_tag: image-segmentation +tags: +- Image Segmentation +- Semantic Segmentation +- Computer Vision +- Cityscapes +- HRNet +- ONNX +- Int8 quantization +- RyzenAI +--- + +# HRNet model trained on Cityscapes + +HRNet trained on Cityscapes dataset at resolution 512x1024 for semantic segmentation on images. +It was introduced in the paper [Segmentation Transformer: Object-Contextual Representations for Semantic Segmentation](https://arxiv.org/pdf/1909.11065.pdf) by Yuhui Yuan et al. +The code version we use from [this repository](https://github.com/HRNet/HRNet-Semantic-Segmentation). + +We develop a modified version that could be supported by [AMD Ryzen AI](https://ryzenai.docs.amd.com/en/latest/inst.html). + + +## Model description + +HRNet is an advanced algorithm used for image segmentation. It is based on deep learning techniques and is capable of providing accurate semantic segmentation in images. + + +## Intended uses & limitations + +You can use the raw model for semantic segmentation. See the [model hub](https://huggingface.co/models?sort=trending&search=amd%2Fhrnet) to look for all available HRNet models. + + +## How to use + +### Installation + + Follow [Ryzen AI Installation](https://ryzenai.docs.amd.com/en/latest/inst.html) to prepare the environment for Ryzen AI. + Run the following script to install pre-requisites for this model. + ```bash + pip install -r requirements.txt + ``` + + +### Data Preparation (optional: for accuracy evaluation) +1. Download the [Cityscapes](https://www.cityscapes-dataset.com/) dataset, which includes images and annotations. Download gtFine_trainvaltest.zip (241MB) and leftImg8bit_trainvaltest.zip (11GB). +2. Organise the dataset directory as follows: +```Shell + ./data/cityscapes/ + gtFine + leftImg8bit + train.lst + val.lst + test.lst +``` + +### Test & Evaluation + - Run inference on a single image + ```python + python hrnet_quantized_onnx_inference.py -m HighResolutionNet_int.onnx -idir PATH_TO_IMAGES(like .\data\cityscapes\leftImg8bit\val\frankfurt) --ipu --provider_config Path\To\vaip_config.json + #return segmentaion logits and can visualize the result. + ``` +*Note: __vaip_config.json__ is located at the setup package of Ryzen AI (refer to [Installation](#installation))* + + - Test accuracy of the quantized model on Cityscapes. + ```Shell + python hrnet_quantized_onnx_eval.py -m .\HighResolutionNet_int.onnx -r .\data\cityscapes -l .\val.lst --ipu --provider_config .\vaip_config.json + ``` + +### Performance +| Model | miou| +|:-|:-:| +| HRNet_int8_onnx_model (512x1024) | 72.31% | + + +```bibtex +@article{YuanCW19, + title={Object-Contextual Representations for Semantic Segmentation}, + author={Yuhui Yuan and Xilin Chen and Jingdong Wang}, + booktitle={ECCV}, + year={2020} +} +``` + diff --git a/models/HRNet/color_.png b/models/HRNet/color_.png new file mode 100644 index 0000000000000000000000000000000000000000..e3b429ff29eb760efec9963e279e39ab7d984478 Binary files /dev/null and b/models/HRNet/color_.png differ diff --git a/models/HRNet/data/cityscapes/test.lst b/models/HRNet/data/cityscapes/test.lst new file mode 100644 index 0000000000000000000000000000000000000000..65bb2ad0ca8a393eceaebb95707f04f3b6f69701 --- /dev/null +++ b/models/HRNet/data/cityscapes/test.lst @@ -0,0 +1,1525 @@ +leftImg8bit/test/berlin/berlin_000000_000019_leftImg8bit.png +leftImg8bit/test/berlin/berlin_000001_000019_leftImg8bit.png +leftImg8bit/test/berlin/berlin_000002_000019_leftImg8bit.png +leftImg8bit/test/berlin/berlin_000003_000019_leftImg8bit.png +leftImg8bit/test/berlin/berlin_000004_000019_leftImg8bit.png +leftImg8bit/test/berlin/berlin_000005_000019_leftImg8bit.png 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gtFine/val/munster/munster_000173_000019_gtFine_labelIds.png diff --git a/models/HRNet/hrnet_quantized_onnx_eval.py b/models/HRNet/hrnet_quantized_onnx_eval.py new file mode 100644 index 0000000000000000000000000000000000000000..11a3eacb80edc56e88a0206c3cbdcaffb1e844e5 --- /dev/null +++ b/models/HRNet/hrnet_quantized_onnx_eval.py @@ -0,0 +1,212 @@ +import os +import argparse +import random +import onnxruntime +import numpy as np + +import torch +from torch.nn import functional as F +from torch.utils import data + +import cv2 +from PIL import Image +from tqdm import tqdm + +from utils import input_transform, pad_image, resize_image, preprocess, get_confusion_matrix + +parser = argparse.ArgumentParser(description='HRNet') +parser.add_argument('-m', '--onnx-model', default='', + type=str, help='Path to onnx model.') +parser.add_argument('-r', '--root', default='', + type=str, help='Path to dataset root.') +parser.add_argument('-l', '--list_path', default='', + type=str, help='Path to dataset list.') +parser.add_argument("--ipu", action="store_true", help="Use IPU for inference.") +parser.add_argument("--provider_config", type=str, + default="vaip_config.json", help="Path of the config file for seting provider_options.") +args = parser.parse_args() + +INPUT_SIZE = [512, 1024] +NUM_CLASSES = 19 +IGNORE_LABEL = 255 + + +class Cityscapes(data.Dataset): + def __init__(self, + root, + list_path, + num_classes=19, + downsample_rate=8, + ignore_label=-1): + + self.root = root + self.list_path = list_path + self.num_classes = num_classes + self.downsample_rate = downsample_rate + + self.img_list = [line.strip().split() for line in open(root+list_path)] + + self.files = self.read_files() + + self.label_mapping = {-1: ignore_label, 0: ignore_label, + 1: ignore_label, 2: ignore_label, + 3: ignore_label, 4: ignore_label, + 5: ignore_label, 6: ignore_label, + 7: 0, 8: 1, 9: ignore_label, + 10: ignore_label, 11: 2, 12: 3, + 13: 4, 14: ignore_label, 15: ignore_label, + 16: ignore_label, 17: 5, 18: ignore_label, + 19: 6, 20: 7, 21: 8, 22: 9, 23: 10, 24: 11, + 25: 12, 26: 13, 27: 14, 28: 15, + 29: ignore_label, 30: ignore_label, + 31: 16, 32: 17, 33: 18} + + def read_files(self): + files = [] + for item in self.img_list: + image_path, label_path = item + name = os.path.splitext(os.path.basename(label_path))[0] + files.append({ + "img": image_path, + "label": label_path, + "name": name, + }) + return files + + def __len__(self): + return len(self.files) + + def convert_label(self, label, inverse=False): + temp = label.copy() + if inverse: + for v, k in self.label_mapping.items(): + label[temp == k] = v + else: + for k, v in self.label_mapping.items(): + label[temp == k] = v + return label + + def __getitem__(self, index): + item = self.files[index] + image = cv2.imread(os.path.join(self.root, item["img"]), + cv2.IMREAD_COLOR) + label = cv2.imread(os.path.join(self.root, item["label"]), + cv2.IMREAD_GRAYSCALE) + label = self.convert_label(label) + image, label = self.gen_sample(image, label) + + return image.copy(), label.copy() + + def gen_sample(self, image, label): + label = self.label_transform(label) + # image = image.transpose((2, 0, 1)) + + if self.downsample_rate != 1: + label = cv2.resize( + label, + None, + fx=self.downsample_rate, + fy=self.downsample_rate, + interpolation=cv2.INTER_NEAREST + ) + + return image, label + + def label_transform(self, label): + return np.array(label).astype('int32') + + +def run_onnx_inference(ort_session, img): + """Infer an image with onnx seession + + Args: + ort_session: Onnx session + img (ndarray): Image to be infered. + + Returns: + ndarray: Model inference result. + """ + pre_img, pad_h, pad_w = preprocess(img) + # transform chw into hwc format + + img = np.expand_dims(pre_img, 0) + img = np.transpose(img, (0,2,3,1)) + + ort_inputs = {ort_session.get_inputs()[0].name: img} + o1 = ort_session.run(None, ort_inputs)[0] + h, w = o1.shape[-2:] + h_cut = int(h / INPUT_SIZE[0] * pad_h) + w_cut = int(w / INPUT_SIZE[1] * pad_w) + o1 = o1[..., :h - h_cut, :w - w_cut] + return o1 + + +def testval(ort_session, root, list_path): + + test_dataset = Cityscapes( + root=root, + list_path=list_path, + num_classes=NUM_CLASSES, + ignore_label=IGNORE_LABEL, + downsample_rate=1) + + testloader = torch.utils.data.DataLoader( + test_dataset, + batch_size=1, + shuffle=False, + num_workers=4, + pin_memory=True) + + confusion_matrix = np.zeros( + (NUM_CLASSES, NUM_CLASSES)) + for index, batch in enumerate(tqdm(testloader)): + image, label = batch + image = image.numpy()[0] + out = run_onnx_inference(ort_session, image) + size = label.size() + # for hwc output + out = out.transpose(0, 3, 1, 2) + if out.shape[2] != size[1] or out.shape[3] != size[2]: + out = torch.from_numpy(out).cpu() + pred = F.interpolate( + out, size=size[1:], + mode='bilinear' + ) + + confusion_matrix += get_confusion_matrix( + label, + pred, + size, + NUM_CLASSES, + IGNORE_LABEL) + + pos = confusion_matrix.sum(1) + res = confusion_matrix.sum(0) + tp = np.diag(confusion_matrix) + pixel_acc = tp.sum()/pos.sum() + mean_acc = (tp/np.maximum(1.0, pos)).mean() + IoU_array = (tp / np.maximum(1.0, pos + res - tp)) + mean_IoU = IoU_array.mean() + + return mean_IoU, IoU_array, pixel_acc, mean_acc + + +if __name__ == "__main__": + + onnx_path = args.onnx_model + root = args.root + list_path = args.list_path + if args.ipu: + providers = ["VitisAIExecutionProvider"] + provider_options = [{"config_file": args.provider_config}] + else: + providers = ['CUDAExecutionProvider', 'CPUExecutionProvider'] + provider_options = None + + ort_session = onnxruntime.InferenceSession(onnx_path, providers=providers, provider_options=provider_options) + + mean_IoU, IoU_array, pixel_acc, mean_acc = testval(ort_session, root, list_path) + + msg = 'MeanIU: {: 4.4f}, Pixel_Acc: {: 4.4f}, Mean_Acc: {: 4.4f}'.format(mean_IoU, \ + pixel_acc, mean_acc) + print(msg) diff --git a/models/HRNet/hrnet_quantized_onnx_inference.py b/models/HRNet/hrnet_quantized_onnx_inference.py new file mode 100644 index 0000000000000000000000000000000000000000..683ba340a7862bfc1b9bfc58ac0788aa97c99146 --- /dev/null +++ b/models/HRNet/hrnet_quantized_onnx_inference.py @@ -0,0 +1,90 @@ +import os +import argparse +import random +import onnxruntime +import numpy as np +import cv2 +from PIL import Image + +import torch +import torch.nn.functional as F + +from utils import input_transform, pad_image, resize_image, preprocess, get_confusion_matrix + +parser = argparse.ArgumentParser(description='HRNet') +parser.add_argument('-m', '--onnx-model', default='', + type=str, help='Path to onnx model.') +parser.add_argument('-idir', '--img-dir', default='', + type=str, help='Path to image filehold.') +parser.add_argument("--ipu", action="store_true", help="Use IPU for inference.") +parser.add_argument("--provider_config", type=str, + default="vaip_config.json", help="Path of the config file for seting provider_options.") + +args = parser.parse_args() + +INPUT_SIZE = [512, 1024] + + +def run_onnx_inference(ort_session, img): + """Infer an image with onnx seession + + Args: + ort_session: Onnx session + img (ndarray): Image to be infered. + + Returns: + ndarray: Model inference result. + """ + pre_img, pad_h, pad_w = preprocess(img) + img = np.expand_dims(pre_img, 0) + img = np.transpose(img, (0,2,3,1)) + ort_inputs = {ort_session.get_inputs()[0].name: img} + o1 = ort_session.run(None, ort_inputs)[0] + h, w = o1.shape[-2:] + h_cut = int(h / INPUT_SIZE[0] * pad_h) + w_cut = int(w / INPUT_SIZE[1] * pad_w) + o1 = o1[..., :h - h_cut, :w - w_cut] + return o1 + + +def vis(out, image, save_path='color_.png'): + + pallete = [128, 64, 128, 244, 35, 232, 70, 70, 70, 102, 102, 156, 190, 153, 153, 153, 153, 153, 250, 170, 30, + 220, 220, 0, 107, 142, 35, 152, 251, 152, 70, 130, 180, 220, 20, 60, 255, 0, 0, 0, 0, 142, 0, 0, 70, + 0, 60, 100, 0, 80, 100, 0, 0, 230, 119, 11, 32 ] + # out = out[0] + out = out.transpose(0, 3, 1, 2) + if out.shape[2] != image.shape[0] or out.shape[3] != image.shape[1]: + out = torch.from_numpy(out).cpu() + out = F.interpolate( + out, size=image.shape[:2], + mode='bilinear' + ).numpy() + classMap_numpy = np.argmax(out[0], axis=0) + classMap_numpy = Image.fromarray(classMap_numpy.astype(np.uint8)) + classMap_numpy_color = classMap_numpy.copy() + classMap_numpy_color.putpalette(pallete) + classMap_numpy_color.save(save_path) + + + +if __name__ == "__main__": + + onnx_path = args.onnx_model + if args.ipu: + providers = ["VitisAIExecutionProvider"] + provider_options = [{"config_file": args.provider_config}] + else: + providers = ['CUDAExecutionProvider', 'CPUExecutionProvider'] + provider_options = None + + img_dir = args.img_dir + ort_session = onnxruntime.InferenceSession(onnx_path, providers=providers, provider_options=provider_options) + + img_names = os.listdir(img_dir) + for img_name in img_names: + image_path = os.path.join(img_dir, img_name) + img = cv2.imread(image_path) + img_vis = np.copy(img) + outs = run_onnx_inference(ort_session, img) + vis(outs, img_vis) diff --git a/models/HRNet/pytorch/imagenet/hrnet_w32-36af842e.pth b/models/HRNet/pytorch/imagenet/hrnet_w32-36af842e.pth new file mode 100644 index 0000000000000000000000000000000000000000..6c063b9d004e4f5d6c3841710410a96090cfb376 --- /dev/null +++ b/models/HRNet/pytorch/imagenet/hrnet_w32-36af842e.pth @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:d6c378d1ce08a1d53da1abff673258b6df16d69883cdc3828df04377f76100d3 +size 132594821 diff --git a/models/HRNet/pytorch/imagenet/hrnet_w48-8ef0771d.pth b/models/HRNet/pytorch/imagenet/hrnet_w48-8ef0771d.pth new file mode 100644 index 0000000000000000000000000000000000000000..dab73cfb325e8843168c127e45545075a2ce6fb9 --- /dev/null +++ b/models/HRNet/pytorch/imagenet/hrnet_w48-8ef0771d.pth @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:bedbf1a828968a246e65f155d71e26c302e2138cacf64038551a9d69f75445ae +size 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(https://github.com/vvhj/APRCP-HRNet) \ No newline at end of file diff --git a/models/HRNet/utils.py b/models/HRNet/utils.py new file mode 100644 index 0000000000000000000000000000000000000000..619ab5d07971547d4bb1b15ad375c3d072b6fcbd --- /dev/null +++ b/models/HRNet/utils.py @@ -0,0 +1,96 @@ +import cv2 +import numpy as np +from PIL import Image +from tqdm import tqdm + +INPUT_SIZE = [512, 1024] + + +def input_transform(image): + """Preprocess an image + + Args: + img (ndarray): Image to be normalized. + + Returns: + ndarray: The normalized image. + """ + mean = np.array([0.485, 0.456, 0.406], dtype=np.float32) + std = np.array([0.229, 0.224, 0.225], dtype=np.float32) + image = image.astype(np.float32)[:, :, ::-1] + image = image / 255.0 + image -= mean + image /= std + return image + + +def pad_image(image, h, w, size, padvalue): + pad_image = image.copy() + pad_h = max(size[0] - h, 0) + pad_w = max(size[1] - w, 0) + if pad_h > 0 or pad_w > 0: + pad_image = cv2.copyMakeBorder(image, 0, pad_h, 0, + pad_w, cv2.BORDER_CONSTANT, + value=padvalue) + return pad_image, pad_h, pad_w + + +def resize_image(image, re_size, keep_ratio=True): + if not keep_ratio: + re_image = cv2.resize(image, + (re_size[0], re_size[1])).astype('float32') + return re_image, 0, 0 + ratio = re_size[0] * 1.0 / re_size[1] + h, w = image.shape[0:2] + if h * 1.0 / w <= ratio: + re_h, re_w = int(h * re_size[1] * 1.0 / w), re_size[1] + else: + re_h, re_w = re_size[0], int(w * re_size[0] * 1.0 / h) + + re_image = cv2.resize(image, + (re_w, re_h)).astype('float32') + # print(f're_image shape:{re_image.shape}') + re_image, pad_h, pad_w = pad_image(re_image, re_h, re_w, re_size, (0.0, 0.0, 0.0)) + # print(f're_h: {re_h}, re_w: {re_w}') + return re_image, pad_h, pad_w + + +def preprocess(img): + """Preprocess an image + + Args: + img (ndarray): Image to be normalized. + + Returns: + ndarray: The normalized image. + """ + img, pad_h, pad_w = resize_image(img, INPUT_SIZE) + img = input_transform(img) + + return img.transpose((2, 0, 1)), pad_h, pad_w + + +def get_confusion_matrix(label, pred, size, num_class, ignore=-1): + """ + Calcute the confusion matrix by given label and pred + """ + output = pred.cpu().numpy().transpose(0, 2, 3, 1) + seg_pred = np.asarray(np.argmax(output, axis=3), dtype=np.uint8) + seg_gt = np.asarray( + label.cpu().numpy()[:, :size[-2], :size[-1]], dtype=np.int32) + + ignore_index = seg_gt != ignore + seg_gt = seg_gt[ignore_index] + seg_pred = seg_pred[ignore_index] + + index = (seg_gt * num_class + seg_pred).astype('int32') + label_count = np.bincount(index) + confusion_matrix = np.zeros((num_class, num_class)) + + for i_label in range(num_class): + for i_pred in range(num_class): + cur_index = i_label * num_class + i_pred + if cur_index < len(label_count): + confusion_matrix[i_label, + i_pred] = label_count[cur_index] + return confusion_matrix diff --git a/models/Lite-HRNet/COCO2017/litehrnet_18_coco_256x192.pth 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/dev/null +++ b/models/Lite-HRNet/source.txt @@ -0,0 +1 @@ +https://github.com/HRNet/Lite-HRNet \ No newline at end of file diff --git a/models/hrnet_w18_Opset16/.gitattributes b/models/hrnet_w18_Opset16/.gitattributes new file mode 100644 index 0000000000000000000000000000000000000000..a6344aac8c09253b3b630fb776ae94478aa0275b --- /dev/null +++ b/models/hrnet_w18_Opset16/.gitattributes @@ -0,0 +1,35 @@ +*.7z filter=lfs diff=lfs merge=lfs -text +*.arrow filter=lfs diff=lfs merge=lfs -text +*.bin filter=lfs diff=lfs merge=lfs -text +*.bz2 filter=lfs diff=lfs merge=lfs -text +*.ckpt filter=lfs diff=lfs merge=lfs -text +*.ftz filter=lfs diff=lfs merge=lfs -text +*.gz filter=lfs diff=lfs merge=lfs -text +*.h5 filter=lfs diff=lfs merge=lfs -text +*.joblib filter=lfs diff=lfs merge=lfs -text +*.lfs.* filter=lfs diff=lfs merge=lfs -text +*.mlmodel filter=lfs diff=lfs merge=lfs -text +*.model filter=lfs diff=lfs merge=lfs -text +*.msgpack filter=lfs diff=lfs merge=lfs -text +*.npy filter=lfs 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a/models/hrnet_w18_Opset16/README.md b/models/hrnet_w18_Opset16/README.md new file mode 100644 index 0000000000000000000000000000000000000000..e5628b1879176a95054df3ac3ed5211a67e997c2 --- /dev/null +++ b/models/hrnet_w18_Opset16/README.md @@ -0,0 +1,8 @@ +--- +language: en +license: apache-2.0 +model_name: hrnet_w18_Opset16.onnx +tags: +- Computer_Vision +--- + diff --git a/models/hrnet_w18_Opset16/hrnet_w18_Opset16.onnx b/models/hrnet_w18_Opset16/hrnet_w18_Opset16.onnx new file mode 100644 index 0000000000000000000000000000000000000000..38dbc7f5e42d0410580b5060da95151e619cbbf2 --- /dev/null +++ b/models/hrnet_w18_Opset16/hrnet_w18_Opset16.onnx @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:f1bf1dc72cff66c078c80b1f1ac785a705a869647a6a95d354dd05dc3c32f39c +size 85305310 diff --git a/models/hrnet_w18_Opset16/source.txt b/models/hrnet_w18_Opset16/source.txt new file mode 100644 index 0000000000000000000000000000000000000000..605935858032e3455188685647d3029dd9c1c2c1 --- /dev/null +++ b/models/hrnet_w18_Opset16/source.txt @@ -0,0 +1 @@ +https://huggingface.co/onnxmodelzoo/hrnet_w18_Opset16 \ No newline at end of file diff --git a/models/hrnet_w18_Opset16/turnkey_stats.yaml b/models/hrnet_w18_Opset16/turnkey_stats.yaml new file mode 100644 index 0000000000000000000000000000000000000000..897eec6b35087724f17bc1d22761d14e0d4e856f --- /dev/null +++ b/models/hrnet_w18_Opset16/turnkey_stats.yaml @@ -0,0 +1,201 @@ +author: timm +builds: + x86_ort: + all_build_stages: + - export_pytorch + - set_success + benchmark_status: successful + completed_build_stages: + export_pytorch: 13.17833423614502 + set_success: 0.018718242645263672 + device_type: x86 + iterations: 100 + onnx_file: /home/azureuser/.cache/turnkey/hrnet_w18_timm_3981ef26/onnx/hrnet_w18_timm_3981ef26-op16-base.onnx + runtime: ort +builtin_model_script: https://github.com/onnx/turnkeyml/blob/main/models/timm/hrnet_w18.py +class: HighResolutionNet +hash: 15972cec +model_name: hrnet_w18 +onnx_input_dimensions: + x: + - 1 + - 3 + - 224 + - 224 +onnx_model_information: + ir_version: 8 + opset: 16 + size on disk (KiB): 83305.999 +onnx_ops_counter: + Add: 177 + Constant: 31 + Conv: 325 + Flatten: 1 + Gemm: 1 + GlobalAveragePool: 1 + Relu: 284 + Resize: 31 +parameters: 21299004 +system_info: + Memory Info: 62.79 GB + OEM System: Virtual Machine + OS Version: Linux-5.15.0-1051-azure-x86_64-with-glibc2.17 + Processor: Intel(R) Xeon(R) Platinum 8272CL CPU @ 2.60GHz + Python Packages: + - gitpython==3.1.40 + - jinja2==3.1.2 + - markdown==3.5.1 + - markupsafe==2.1.3 + - pillow==10.1.0 + - pynacl==1.5.0 + - pyyaml==6.0.1 + - pygments==2.16.1 + - absl-py==2.0.0 + - aiohttp==3.8.6 + - aiosignal==1.3.1 + - altair==5.1.2 + - appdirs==1.4.4 + - async-timeout==4.0.3 + - attrs==23.1.0 + - backports.zoneinfo==0.2.1 + - bcrypt==4.0.1 + - blinker==1.7.0 + - boto3==1.28.77 + - botocore==1.31.77 + - cachetools==5.3.2 + - certifi==2023.7.22 + - cffi==1.16.0 + - charset-normalizer==3.3.2 + - click==8.1.7 + - coloredlogs==15.0.1 + - cryptography==41.0.5 + - datasets==2.14.6 + - diffusers==0.12.0 + - dill==0.3.7 + - docker-pycreds==0.4.0 + - fasteners==0.19 + - filelock==3.13.1 + - flatbuffers==23.5.26 + - frozenlist==1.4.0 + - fsspec==2023.10.0 + - fvcore==0.1.5.post20221221 + - gitdb==4.0.11 + - google-auth==2.23.4 + - google-auth-oauthlib==1.0.0 + - grpcio==1.59.2 + - huggingface-hub==0.17.3 + - humanfriendly==10.0 + - hummingbird-ml==0.4.4 + - idna==3.4 + - importlib-metadata==6.8.0 + - importlib-resources==6.1.0 + - invoke==2.2.0 + - iopath==0.1.10 + - jmespath==1.0.1 + - joblib==1.3.2 + - jsonschema==4.19.2 + - jsonschema-specifications==2023.7.1 + - lightgbm==3.3.5 + - markdown-it-py==3.0.0 + - mdurl==0.1.2 + - mpmath==1.3.0 + - multidict==6.0.4 + - multiprocess==0.70.15 + - networkx==3.1 + - nltk==3.8.1 + - numpy==1.24.4 + - nvidia-cublas-cu12==12.1.3.1 + - nvidia-cuda-cupti-cu12==12.1.105 + - nvidia-cuda-nvrtc-cu12==12.1.105 + - nvidia-cuda-runtime-cu12==12.1.105 + - nvidia-cudnn-cu12==8.9.2.26 + - nvidia-cufft-cu12==11.0.2.54 + - nvidia-curand-cu12==10.3.2.106 + - nvidia-cusolver-cu12==11.4.5.107 + - nvidia-cusparse-cu12==12.1.0.106 + - nvidia-nccl-cu12==2.18.1 + - nvidia-nvjitlink-cu12==12.3.52 + - nvidia-nvtx-cu12==12.1.105 + - oauthlib==3.2.2 + - onnx==1.15.0 + - onnxconverter-common==1.14.0 + - onnxmltools==1.10.0 + - onnxruntime==1.15.1 + - packaging==23.2 + - pandas==2.0.3 + - paramiko==2.11.0 + - pathtools==0.1.2 + - pip==23.3 + - pkgutil-resolve-name==1.3.10 + - portalocker==2.8.2 + - protobuf==3.20.2 + - psutil==5.9.6 + - pyarrow==14.0.0 + - pyasn1==0.5.0 + - pyasn1-modules==0.3.0 + - pycparser==2.21 + - pydeck==0.8.1b0 + - pyparsing==3.1.1 + - python-dateutil==2.8.2 + - pytorch-pretrained-biggan==0.1.1 + - pytz==2023.3.post1 + - referencing==0.30.2 + - regex==2023.10.3 + - requests==2.31.0 + - requests-oauthlib==1.3.1 + - rich==13.6.0 + - rjieba==0.1.11 + - roformer==0.4.3 + - rpds-py==0.10.6 + - rsa==4.9 + - s3transfer==0.7.0 + - safetensors==0.4.0 + - scikit-learn==1.1.1 + - scipy==1.10.1 + - sentence-transformers==2.2.2 + - sentencepiece==0.1.99 + - sentry-sdk==1.34.0 + - seqeval==1.2.2 + - setproctitle==1.3.3 + - setuptools==68.0.0 + - simpletransformers==0.64.3 + - six==1.16.0 + - skl2onnx==1.15.0 + - smmap==5.0.1 + - streamlit==1.28.1 + - sympy==1.12 + - tabulate==0.9.0 + - tenacity==8.2.3 + - tensorboard==2.14.0 + - tensorboard-data-server==0.7.2 + - termcolor==2.3.0 + - threadpoolctl==3.2.0 + - timm==0.9.8 + - tokenizers==0.14.1 + - toml==0.10.2 + - toolz==0.12.0 + - torch==2.1.0 + - torch-geometric==2.4.0 + - torchaudio==2.1.0 + - torchvision==0.16.0 + - tornado==6.3.3 + - tqdm==4.66.1 + - transformers==4.35.0 + - triton==2.1.0 + - turnkeyml==0.2.0 + - typeguard==4.1.5 + - typing-extensions==4.8.0 + - tzdata==2023.3 + - tzlocal==5.2 + - urllib3==1.26.18 + - validators==0.22.0 + - wandb==0.15.12 + - watchdog==3.0.0 + - werkzeug==3.0.1 + - wheel==0.41.2 + - xgboost==1.6.1 + - xxhash==3.4.1 + - yacs==0.1.8 + - yarl==1.9.2 + - zipp==3.17.0 +task: Computer_Vision diff --git a/models/hrnet_w18_Opset17/.gitattributes b/models/hrnet_w18_Opset17/.gitattributes new file mode 100644 index 0000000000000000000000000000000000000000..a6344aac8c09253b3b630fb776ae94478aa0275b --- /dev/null +++ b/models/hrnet_w18_Opset17/.gitattributes @@ -0,0 +1,35 @@ +*.7z filter=lfs diff=lfs merge=lfs -text +*.arrow filter=lfs diff=lfs merge=lfs -text +*.bin filter=lfs diff=lfs merge=lfs -text +*.bz2 filter=lfs diff=lfs merge=lfs -text +*.ckpt filter=lfs diff=lfs merge=lfs -text +*.ftz filter=lfs diff=lfs merge=lfs -text +*.gz filter=lfs diff=lfs merge=lfs -text +*.h5 filter=lfs diff=lfs merge=lfs -text +*.joblib filter=lfs diff=lfs merge=lfs -text +*.lfs.* filter=lfs diff=lfs merge=lfs -text +*.mlmodel filter=lfs diff=lfs merge=lfs -text +*.model filter=lfs diff=lfs merge=lfs -text +*.msgpack filter=lfs diff=lfs merge=lfs -text +*.npy filter=lfs diff=lfs merge=lfs -text +*.npz filter=lfs diff=lfs merge=lfs -text +*.onnx filter=lfs diff=lfs merge=lfs -text +*.ot filter=lfs diff=lfs merge=lfs -text +*.parquet filter=lfs diff=lfs merge=lfs -text +*.pb filter=lfs diff=lfs merge=lfs -text +*.pickle filter=lfs diff=lfs merge=lfs -text +*.pkl filter=lfs diff=lfs merge=lfs -text +*.pt filter=lfs diff=lfs merge=lfs -text +*.pth filter=lfs diff=lfs merge=lfs -text +*.rar filter=lfs diff=lfs merge=lfs -text +*.safetensors filter=lfs diff=lfs merge=lfs -text +saved_model/**/* filter=lfs diff=lfs merge=lfs -text +*.tar.* filter=lfs diff=lfs merge=lfs -text +*.tar filter=lfs diff=lfs merge=lfs -text +*.tflite filter=lfs diff=lfs merge=lfs -text +*.tgz filter=lfs diff=lfs merge=lfs -text +*.wasm filter=lfs diff=lfs merge=lfs -text +*.xz filter=lfs diff=lfs merge=lfs -text +*.zip filter=lfs diff=lfs merge=lfs -text +*.zst filter=lfs diff=lfs merge=lfs -text +*tfevents* filter=lfs diff=lfs merge=lfs -text diff --git a/models/hrnet_w18_Opset17/README.md b/models/hrnet_w18_Opset17/README.md new file mode 100644 index 0000000000000000000000000000000000000000..6a98829ba7993c2262f99471e8266f0ae0e9724b --- /dev/null +++ b/models/hrnet_w18_Opset17/README.md @@ -0,0 +1,8 @@ +--- +language: en +license: apache-2.0 +model_name: hrnet_w18_Opset17.onnx +tags: +- Computer_Vision +--- + diff --git a/models/hrnet_w18_Opset17/hrnet_w18_Opset17.onnx b/models/hrnet_w18_Opset17/hrnet_w18_Opset17.onnx new file mode 100644 index 0000000000000000000000000000000000000000..e2fb0113e63970639f2ffb85149078ff5d2470e0 --- /dev/null +++ b/models/hrnet_w18_Opset17/hrnet_w18_Opset17.onnx @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:2b0c36f1a7833ab32061ad916d03e679c0f8722c553f62e43b4f1c5424044a97 +size 85305310 diff --git a/models/hrnet_w18_Opset17/source.txt b/models/hrnet_w18_Opset17/source.txt new file mode 100644 index 0000000000000000000000000000000000000000..a8a90323c3a285e70014ac7a9c29f9880f3b6bf0 --- /dev/null +++ b/models/hrnet_w18_Opset17/source.txt @@ -0,0 +1 @@ +https://huggingface.co/onnxmodelzoo/hrnet_w18_Opset17 \ No newline at end of file diff --git a/models/hrnet_w18_Opset17/turnkey_stats.yaml b/models/hrnet_w18_Opset17/turnkey_stats.yaml new file mode 100644 index 0000000000000000000000000000000000000000..72ef5b78a589f86fb9c063efc94f313cb9c7a55e --- /dev/null +++ b/models/hrnet_w18_Opset17/turnkey_stats.yaml @@ -0,0 +1,201 @@ +author: timm +builds: + x86_ort: + all_build_stages: + - export_pytorch + - set_success + benchmark_status: successful + completed_build_stages: + export_pytorch: 13.65669298171997 + set_success: 0.019671201705932617 + device_type: x86 + iterations: 100 + onnx_file: /home/azureuser/.cache/turnkey/hrnet_w18_timm_3981ef26/onnx/hrnet_w18_timm_3981ef26-op17-base.onnx + runtime: ort +builtin_model_script: https://github.com/onnx/turnkeyml/blob/main/models/timm/hrnet_w18.py +class: HighResolutionNet +hash: 15972cec +model_name: hrnet_w18 +onnx_input_dimensions: + x: + - 1 + - 3 + - 224 + - 224 +onnx_model_information: + ir_version: 8 + opset: 17 + size on disk (KiB): 83305.999 +onnx_ops_counter: + Add: 177 + Constant: 31 + Conv: 325 + Flatten: 1 + Gemm: 1 + GlobalAveragePool: 1 + Relu: 284 + Resize: 31 +parameters: 21299004 +system_info: + Memory Info: 62.79 GB + OEM System: Virtual Machine + OS Version: Linux-5.15.0-1051-azure-x86_64-with-glibc2.17 + Processor: Intel(R) Xeon(R) Platinum 8272CL CPU @ 2.60GHz + Python Packages: + - gitpython==3.1.40 + - jinja2==3.1.2 + - markdown==3.5.1 + - markupsafe==2.1.3 + - pillow==10.1.0 + - pynacl==1.5.0 + - pyyaml==6.0.1 + - pygments==2.16.1 + - absl-py==2.0.0 + - aiohttp==3.8.6 + - aiosignal==1.3.1 + - altair==5.1.2 + - appdirs==1.4.4 + - async-timeout==4.0.3 + - attrs==23.1.0 + - backports.zoneinfo==0.2.1 + - bcrypt==4.0.1 + - blinker==1.7.0 + - boto3==1.28.77 + - botocore==1.31.77 + - cachetools==5.3.2 + - certifi==2023.7.22 + - cffi==1.16.0 + - charset-normalizer==3.3.2 + - click==8.1.7 + - coloredlogs==15.0.1 + - cryptography==41.0.5 + - datasets==2.14.6 + - diffusers==0.12.0 + - dill==0.3.7 + - docker-pycreds==0.4.0 + - fasteners==0.19 + - filelock==3.13.1 + - flatbuffers==23.5.26 + - frozenlist==1.4.0 + - fsspec==2023.10.0 + - fvcore==0.1.5.post20221221 + - gitdb==4.0.11 + - google-auth==2.23.4 + - google-auth-oauthlib==1.0.0 + - grpcio==1.59.2 + - huggingface-hub==0.17.3 + - humanfriendly==10.0 + - hummingbird-ml==0.4.4 + - idna==3.4 + - importlib-metadata==6.8.0 + - importlib-resources==6.1.0 + - invoke==2.2.0 + - iopath==0.1.10 + - jmespath==1.0.1 + - joblib==1.3.2 + - jsonschema==4.19.2 + - jsonschema-specifications==2023.7.1 + - lightgbm==3.3.5 + - markdown-it-py==3.0.0 + - mdurl==0.1.2 + - mpmath==1.3.0 + - multidict==6.0.4 + - multiprocess==0.70.15 + - networkx==3.1 + - nltk==3.8.1 + - numpy==1.24.4 + - nvidia-cublas-cu12==12.1.3.1 + - nvidia-cuda-cupti-cu12==12.1.105 + - nvidia-cuda-nvrtc-cu12==12.1.105 + - nvidia-cuda-runtime-cu12==12.1.105 + - nvidia-cudnn-cu12==8.9.2.26 + - nvidia-cufft-cu12==11.0.2.54 + - nvidia-curand-cu12==10.3.2.106 + - nvidia-cusolver-cu12==11.4.5.107 + - nvidia-cusparse-cu12==12.1.0.106 + - nvidia-nccl-cu12==2.18.1 + - nvidia-nvjitlink-cu12==12.3.52 + - nvidia-nvtx-cu12==12.1.105 + - oauthlib==3.2.2 + - onnx==1.15.0 + - onnxconverter-common==1.14.0 + - onnxmltools==1.10.0 + - onnxruntime==1.15.1 + - packaging==23.2 + - pandas==2.0.3 + - paramiko==2.11.0 + - pathtools==0.1.2 + - pip==23.3 + - pkgutil-resolve-name==1.3.10 + - portalocker==2.8.2 + - protobuf==3.20.2 + - psutil==5.9.6 + - pyarrow==14.0.0 + - pyasn1==0.5.0 + - pyasn1-modules==0.3.0 + - pycparser==2.21 + - pydeck==0.8.1b0 + - pyparsing==3.1.1 + - python-dateutil==2.8.2 + - pytorch-pretrained-biggan==0.1.1 + - pytz==2023.3.post1 + - referencing==0.30.2 + - regex==2023.10.3 + - requests==2.31.0 + - requests-oauthlib==1.3.1 + - rich==13.6.0 + - rjieba==0.1.11 + - roformer==0.4.3 + - rpds-py==0.10.6 + - rsa==4.9 + - s3transfer==0.7.0 + - safetensors==0.4.0 + - scikit-learn==1.1.1 + - scipy==1.10.1 + - sentence-transformers==2.2.2 + - sentencepiece==0.1.99 + - sentry-sdk==1.34.0 + - seqeval==1.2.2 + - setproctitle==1.3.3 + - setuptools==68.0.0 + - simpletransformers==0.64.3 + - six==1.16.0 + - skl2onnx==1.15.0 + - smmap==5.0.1 + - streamlit==1.28.1 + - sympy==1.12 + - tabulate==0.9.0 + - tenacity==8.2.3 + - tensorboard==2.14.0 + - tensorboard-data-server==0.7.2 + - termcolor==2.3.0 + - threadpoolctl==3.2.0 + - timm==0.9.8 + - tokenizers==0.14.1 + - toml==0.10.2 + - toolz==0.12.0 + - torch==2.1.0 + - torch-geometric==2.4.0 + - torchaudio==2.1.0 + - torchvision==0.16.0 + - tornado==6.3.3 + - tqdm==4.66.1 + - transformers==4.35.0 + - triton==2.1.0 + - turnkeyml==0.2.0 + - typeguard==4.1.5 + - typing-extensions==4.8.0 + - tzdata==2023.3 + - tzlocal==5.2 + - urllib3==1.26.18 + - validators==0.22.0 + - wandb==0.15.12 + - watchdog==3.0.0 + - werkzeug==3.0.1 + - wheel==0.41.2 + - xgboost==1.6.1 + - xxhash==3.4.1 + - yacs==0.1.8 + - yarl==1.9.2 + - zipp==3.17.0 +task: Computer_Vision diff --git a/models/hrnet_w18_Opset18/.gitattributes b/models/hrnet_w18_Opset18/.gitattributes new file mode 100644 index 0000000000000000000000000000000000000000..a6344aac8c09253b3b630fb776ae94478aa0275b --- /dev/null +++ b/models/hrnet_w18_Opset18/.gitattributes @@ -0,0 +1,35 @@ +*.7z filter=lfs diff=lfs merge=lfs -text +*.arrow filter=lfs diff=lfs merge=lfs -text +*.bin filter=lfs diff=lfs merge=lfs -text +*.bz2 filter=lfs diff=lfs merge=lfs -text +*.ckpt filter=lfs diff=lfs merge=lfs -text +*.ftz filter=lfs diff=lfs merge=lfs -text +*.gz filter=lfs diff=lfs merge=lfs -text +*.h5 filter=lfs diff=lfs merge=lfs -text +*.joblib filter=lfs diff=lfs merge=lfs -text +*.lfs.* filter=lfs diff=lfs merge=lfs -text +*.mlmodel filter=lfs diff=lfs merge=lfs -text +*.model filter=lfs diff=lfs merge=lfs -text +*.msgpack filter=lfs diff=lfs merge=lfs -text +*.npy filter=lfs diff=lfs merge=lfs -text +*.npz filter=lfs diff=lfs merge=lfs -text +*.onnx filter=lfs diff=lfs merge=lfs -text +*.ot filter=lfs diff=lfs merge=lfs -text +*.parquet filter=lfs diff=lfs merge=lfs -text +*.pb filter=lfs diff=lfs merge=lfs -text +*.pickle filter=lfs diff=lfs merge=lfs -text +*.pkl filter=lfs diff=lfs merge=lfs -text +*.pt filter=lfs diff=lfs merge=lfs -text +*.pth filter=lfs diff=lfs merge=lfs -text +*.rar filter=lfs diff=lfs merge=lfs -text +*.safetensors filter=lfs diff=lfs merge=lfs -text +saved_model/**/* filter=lfs diff=lfs merge=lfs -text +*.tar.* filter=lfs diff=lfs merge=lfs -text +*.tar filter=lfs diff=lfs merge=lfs -text +*.tflite filter=lfs diff=lfs merge=lfs -text +*.tgz filter=lfs diff=lfs merge=lfs -text +*.wasm filter=lfs diff=lfs merge=lfs -text +*.xz filter=lfs diff=lfs merge=lfs -text +*.zip filter=lfs diff=lfs merge=lfs -text +*.zst filter=lfs diff=lfs merge=lfs -text +*tfevents* filter=lfs diff=lfs merge=lfs -text diff --git a/models/hrnet_w18_Opset18/README.md b/models/hrnet_w18_Opset18/README.md new file mode 100644 index 0000000000000000000000000000000000000000..08e6c9184fa3d77e54403b3f0f722eabc7442ba7 --- /dev/null +++ b/models/hrnet_w18_Opset18/README.md @@ -0,0 +1,8 @@ +--- +language: en +license: apache-2.0 +model_name: hrnet_w18_Opset18.onnx +tags: +- Computer_Vision +--- + diff --git a/models/hrnet_w18_Opset18/hrnet_w18_Opset18.onnx b/models/hrnet_w18_Opset18/hrnet_w18_Opset18.onnx new file mode 100644 index 0000000000000000000000000000000000000000..5b9d4027377f6ba8aa766fb4f824c1748d6d5273 --- /dev/null +++ b/models/hrnet_w18_Opset18/hrnet_w18_Opset18.onnx @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:92fccbf82bf9bac03570ac4e9fbdb6c94e3ee6ce330a3f2c013a4b553df30a97 +size 85305310 diff --git a/models/hrnet_w18_Opset18/source.txt b/models/hrnet_w18_Opset18/source.txt new file mode 100644 index 0000000000000000000000000000000000000000..71ba568e2390386a3a1240ff4c5e178f598405e5 --- /dev/null +++ b/models/hrnet_w18_Opset18/source.txt @@ -0,0 +1 @@ +https://huggingface.co/onnxmodelzoo/hrnet_w18_Opset18 \ No newline at end of file diff --git a/models/hrnet_w18_Opset18/turnkey_stats.yaml b/models/hrnet_w18_Opset18/turnkey_stats.yaml new file mode 100644 index 0000000000000000000000000000000000000000..c48761aa6bea637dab112804717fe3b941eff7d0 --- /dev/null +++ b/models/hrnet_w18_Opset18/turnkey_stats.yaml @@ -0,0 +1,201 @@ +author: timm +builds: + x86_ort: + all_build_stages: + - export_pytorch + - set_success + benchmark_status: successful + completed_build_stages: + export_pytorch: 14.031683206558228 + set_success: 0.02210235595703125 + device_type: x86 + iterations: 100 + onnx_file: /home/azureuser/.cache/turnkey/hrnet_w18_timm_3981ef26/onnx/hrnet_w18_timm_3981ef26-op18-base.onnx + runtime: ort +builtin_model_script: https://github.com/onnx/turnkeyml/blob/main/models/timm/hrnet_w18.py +class: HighResolutionNet +hash: 15972cec +model_name: hrnet_w18 +onnx_input_dimensions: + x: + - 1 + - 3 + - 224 + - 224 +onnx_model_information: + ir_version: 8 + opset: 18 + size on disk (KiB): 83305.999 +onnx_ops_counter: + Add: 177 + Constant: 31 + Conv: 325 + Flatten: 1 + Gemm: 1 + GlobalAveragePool: 1 + Relu: 284 + Resize: 31 +parameters: 21299004 +system_info: + Memory Info: 62.79 GB + OEM System: Virtual Machine + OS Version: Linux-5.15.0-1051-azure-x86_64-with-glibc2.17 + Processor: Intel(R) Xeon(R) Platinum 8272CL CPU @ 2.60GHz + Python Packages: + - gitpython==3.1.40 + - jinja2==3.1.2 + - markdown==3.5.1 + - markupsafe==2.1.3 + - pillow==10.1.0 + - pynacl==1.5.0 + - pyyaml==6.0.1 + - pygments==2.16.1 + - absl-py==2.0.0 + - aiohttp==3.8.6 + - aiosignal==1.3.1 + - altair==5.1.2 + - appdirs==1.4.4 + - async-timeout==4.0.3 + - attrs==23.1.0 + - backports.zoneinfo==0.2.1 + - bcrypt==4.0.1 + - blinker==1.7.0 + - boto3==1.28.77 + - botocore==1.31.77 + - cachetools==5.3.2 + - certifi==2023.7.22 + - cffi==1.16.0 + - charset-normalizer==3.3.2 + - click==8.1.7 + - coloredlogs==15.0.1 + - cryptography==41.0.5 + - datasets==2.14.6 + - diffusers==0.12.0 + - dill==0.3.7 + - docker-pycreds==0.4.0 + - fasteners==0.19 + - filelock==3.13.1 + - flatbuffers==23.5.26 + - frozenlist==1.4.0 + - fsspec==2023.10.0 + - fvcore==0.1.5.post20221221 + - gitdb==4.0.11 + - google-auth==2.23.4 + - google-auth-oauthlib==1.0.0 + - grpcio==1.59.2 + - huggingface-hub==0.17.3 + - humanfriendly==10.0 + - hummingbird-ml==0.4.4 + - idna==3.4 + - importlib-metadata==6.8.0 + - importlib-resources==6.1.0 + - invoke==2.2.0 + - iopath==0.1.10 + - jmespath==1.0.1 + - joblib==1.3.2 + - jsonschema==4.19.2 + - jsonschema-specifications==2023.7.1 + - lightgbm==3.3.5 + - markdown-it-py==3.0.0 + - mdurl==0.1.2 + - mpmath==1.3.0 + - multidict==6.0.4 + - multiprocess==0.70.15 + - networkx==3.1 + - nltk==3.8.1 + - numpy==1.24.4 + - nvidia-cublas-cu12==12.1.3.1 + - nvidia-cuda-cupti-cu12==12.1.105 + - nvidia-cuda-nvrtc-cu12==12.1.105 + - nvidia-cuda-runtime-cu12==12.1.105 + - nvidia-cudnn-cu12==8.9.2.26 + - nvidia-cufft-cu12==11.0.2.54 + - nvidia-curand-cu12==10.3.2.106 + - nvidia-cusolver-cu12==11.4.5.107 + - nvidia-cusparse-cu12==12.1.0.106 + - nvidia-nccl-cu12==2.18.1 + - nvidia-nvjitlink-cu12==12.3.52 + - nvidia-nvtx-cu12==12.1.105 + - oauthlib==3.2.2 + - onnx==1.15.0 + - onnxconverter-common==1.14.0 + - onnxmltools==1.10.0 + - onnxruntime==1.15.1 + - packaging==23.2 + - pandas==2.0.3 + - paramiko==2.11.0 + - pathtools==0.1.2 + - pip==23.3 + - pkgutil-resolve-name==1.3.10 + - portalocker==2.8.2 + - protobuf==3.20.2 + - psutil==5.9.6 + - pyarrow==14.0.0 + - pyasn1==0.5.0 + - pyasn1-modules==0.3.0 + - pycparser==2.21 + - pydeck==0.8.1b0 + - pyparsing==3.1.1 + - python-dateutil==2.8.2 + - pytorch-pretrained-biggan==0.1.1 + - pytz==2023.3.post1 + - referencing==0.30.2 + - regex==2023.10.3 + - requests==2.31.0 + - requests-oauthlib==1.3.1 + - rich==13.6.0 + - rjieba==0.1.11 + - roformer==0.4.3 + - rpds-py==0.10.6 + - rsa==4.9 + - s3transfer==0.7.0 + - safetensors==0.4.0 + - scikit-learn==1.1.1 + - scipy==1.10.1 + - sentence-transformers==2.2.2 + - sentencepiece==0.1.99 + - sentry-sdk==1.34.0 + - seqeval==1.2.2 + - setproctitle==1.3.3 + - setuptools==68.0.0 + - simpletransformers==0.64.3 + - six==1.16.0 + - skl2onnx==1.15.0 + - smmap==5.0.1 + - streamlit==1.28.1 + - sympy==1.12 + - tabulate==0.9.0 + - tenacity==8.2.3 + - tensorboard==2.14.0 + - tensorboard-data-server==0.7.2 + - termcolor==2.3.0 + - threadpoolctl==3.2.0 + - timm==0.9.8 + - tokenizers==0.14.1 + - toml==0.10.2 + - toolz==0.12.0 + - torch==2.1.0 + - torch-geometric==2.4.0 + - torchaudio==2.1.0 + - torchvision==0.16.0 + - tornado==6.3.3 + - tqdm==4.66.1 + - transformers==4.35.0 + - triton==2.1.0 + - turnkeyml==0.2.0 + - typeguard==4.1.5 + - typing-extensions==4.8.0 + - tzdata==2023.3 + - tzlocal==5.2 + - urllib3==1.26.18 + - validators==0.22.0 + - wandb==0.15.12 + - watchdog==3.0.0 + - werkzeug==3.0.1 + - wheel==0.41.2 + - xgboost==1.6.1 + - xxhash==3.4.1 + - yacs==0.1.8 + - yarl==1.9.2 + - zipp==3.17.0 +task: Computer_Vision diff --git a/models/hrnet_w18_small_Opset16/.gitattributes b/models/hrnet_w18_small_Opset16/.gitattributes new file mode 100644 index 0000000000000000000000000000000000000000..a6344aac8c09253b3b630fb776ae94478aa0275b --- /dev/null +++ b/models/hrnet_w18_small_Opset16/.gitattributes @@ -0,0 +1,35 @@ +*.7z filter=lfs diff=lfs merge=lfs -text +*.arrow filter=lfs diff=lfs merge=lfs -text +*.bin filter=lfs diff=lfs merge=lfs -text +*.bz2 filter=lfs diff=lfs merge=lfs -text +*.ckpt filter=lfs diff=lfs merge=lfs -text +*.ftz filter=lfs diff=lfs merge=lfs -text +*.gz filter=lfs diff=lfs merge=lfs -text +*.h5 filter=lfs diff=lfs merge=lfs -text +*.joblib filter=lfs diff=lfs merge=lfs -text +*.lfs.* filter=lfs diff=lfs merge=lfs -text +*.mlmodel filter=lfs diff=lfs merge=lfs -text +*.model filter=lfs diff=lfs merge=lfs -text +*.msgpack filter=lfs diff=lfs merge=lfs -text +*.npy filter=lfs diff=lfs merge=lfs -text +*.npz filter=lfs diff=lfs merge=lfs -text +*.onnx filter=lfs diff=lfs merge=lfs -text +*.ot filter=lfs diff=lfs merge=lfs -text +*.parquet filter=lfs diff=lfs merge=lfs -text +*.pb filter=lfs diff=lfs merge=lfs -text +*.pickle filter=lfs diff=lfs merge=lfs -text +*.pkl filter=lfs diff=lfs merge=lfs -text +*.pt filter=lfs diff=lfs merge=lfs -text +*.pth filter=lfs diff=lfs merge=lfs -text +*.rar filter=lfs diff=lfs merge=lfs -text +*.safetensors filter=lfs diff=lfs merge=lfs -text +saved_model/**/* filter=lfs diff=lfs merge=lfs -text +*.tar.* filter=lfs diff=lfs merge=lfs -text +*.tar filter=lfs diff=lfs merge=lfs -text +*.tflite filter=lfs diff=lfs merge=lfs -text +*.tgz filter=lfs diff=lfs merge=lfs -text +*.wasm filter=lfs diff=lfs merge=lfs -text +*.xz filter=lfs diff=lfs merge=lfs -text +*.zip filter=lfs diff=lfs merge=lfs -text +*.zst filter=lfs diff=lfs merge=lfs -text +*tfevents* filter=lfs diff=lfs merge=lfs -text diff --git a/models/hrnet_w18_small_Opset16/README.md b/models/hrnet_w18_small_Opset16/README.md new file mode 100644 index 0000000000000000000000000000000000000000..258028a97d36a06a23599f5d266a55cc93daf924 --- /dev/null +++ b/models/hrnet_w18_small_Opset16/README.md @@ -0,0 +1,8 @@ +--- +language: en +license: apache-2.0 +model_name: hrnet_w18_small_Opset16.onnx +tags: +- Computer_Vision +--- + diff --git a/models/hrnet_w18_small_Opset16/hrnet_w18_small_Opset16.onnx b/models/hrnet_w18_small_Opset16/hrnet_w18_small_Opset16.onnx new file mode 100644 index 0000000000000000000000000000000000000000..dba01b72c92351581800b9c0cd06d84c8adc8580 --- /dev/null +++ b/models/hrnet_w18_small_Opset16/hrnet_w18_small_Opset16.onnx @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:7bbcd0b5f325dcbc6cb7aea369f20217bc94135860474baa7f0c2901c08a2a71 +size 52748048 diff --git a/models/hrnet_w18_small_Opset16/source.txt b/models/hrnet_w18_small_Opset16/source.txt new file mode 100644 index 0000000000000000000000000000000000000000..6c865109378432a91d3bda86d3f660c2145f7ad0 --- /dev/null +++ b/models/hrnet_w18_small_Opset16/source.txt @@ -0,0 +1 @@ +https://huggingface.co/onnxmodelzoo/hrnet_w18_small_Opset16 \ No newline at end of file diff --git a/models/hrnet_w18_small_Opset16/turnkey_stats.yaml b/models/hrnet_w18_small_Opset16/turnkey_stats.yaml new file mode 100644 index 0000000000000000000000000000000000000000..bfc028c5e84a851dff1b854d0d3dbc16d51a8039 --- /dev/null +++ b/models/hrnet_w18_small_Opset16/turnkey_stats.yaml @@ -0,0 +1,201 @@ +author: timm +builds: + x86_ort: + all_build_stages: + - export_pytorch + - set_success + benchmark_status: successful + completed_build_stages: + export_pytorch: 1.8931598663330078 + set_success: 0.015190839767456055 + device_type: x86 + iterations: 100 + onnx_file: /home/azureuser/.cache/turnkey/hrnet_w18_small_timm_be95a058/onnx/hrnet_w18_small_timm_be95a058-op16-base.onnx + runtime: ort +builtin_model_script: https://github.com/onnx/turnkeyml/blob/main/models/timm/hrnet_w18_small.py +class: HighResolutionNet +hash: 7e530df2 +model_name: hrnet_w18_small +onnx_input_dimensions: + x: + - 1 + - 3 + - 224 + - 224 +onnx_model_information: + ir_version: 8 + opset: 16 + size on disk (KiB): 51511.7979 +onnx_ops_counter: + Add: 46 + Constant: 10 + Conv: 91 + Flatten: 1 + Gemm: 1 + GlobalAveragePool: 1 + Relu: 75 + Resize: 10 +parameters: 13187464 +system_info: + Memory Info: 62.79 GB + OEM System: Virtual Machine + OS Version: Linux-5.15.0-1051-azure-x86_64-with-glibc2.17 + Processor: Intel(R) Xeon(R) Platinum 8272CL CPU @ 2.60GHz + Python Packages: + - gitpython==3.1.40 + - jinja2==3.1.2 + - markdown==3.5.1 + - markupsafe==2.1.3 + - pillow==10.1.0 + - pynacl==1.5.0 + - pyyaml==6.0.1 + - pygments==2.16.1 + - absl-py==2.0.0 + - aiohttp==3.8.6 + - aiosignal==1.3.1 + - altair==5.1.2 + - appdirs==1.4.4 + - async-timeout==4.0.3 + - attrs==23.1.0 + - backports.zoneinfo==0.2.1 + - bcrypt==4.0.1 + - blinker==1.7.0 + - boto3==1.28.77 + - botocore==1.31.77 + - cachetools==5.3.2 + - certifi==2023.7.22 + - cffi==1.16.0 + - charset-normalizer==3.3.2 + - click==8.1.7 + - coloredlogs==15.0.1 + - cryptography==41.0.5 + - datasets==2.14.6 + - diffusers==0.12.0 + - dill==0.3.7 + - docker-pycreds==0.4.0 + - fasteners==0.19 + - filelock==3.13.1 + - flatbuffers==23.5.26 + - frozenlist==1.4.0 + - fsspec==2023.10.0 + - fvcore==0.1.5.post20221221 + - gitdb==4.0.11 + - google-auth==2.23.4 + - google-auth-oauthlib==1.0.0 + - grpcio==1.59.2 + - huggingface-hub==0.17.3 + - humanfriendly==10.0 + - hummingbird-ml==0.4.4 + - idna==3.4 + - importlib-metadata==6.8.0 + - importlib-resources==6.1.0 + - invoke==2.2.0 + - iopath==0.1.10 + - jmespath==1.0.1 + - joblib==1.3.2 + - jsonschema==4.19.2 + - jsonschema-specifications==2023.7.1 + - lightgbm==3.3.5 + - markdown-it-py==3.0.0 + - mdurl==0.1.2 + - mpmath==1.3.0 + - multidict==6.0.4 + - multiprocess==0.70.15 + - networkx==3.1 + - nltk==3.8.1 + - numpy==1.24.4 + - nvidia-cublas-cu12==12.1.3.1 + - nvidia-cuda-cupti-cu12==12.1.105 + - nvidia-cuda-nvrtc-cu12==12.1.105 + - nvidia-cuda-runtime-cu12==12.1.105 + - nvidia-cudnn-cu12==8.9.2.26 + - nvidia-cufft-cu12==11.0.2.54 + - nvidia-curand-cu12==10.3.2.106 + - nvidia-cusolver-cu12==11.4.5.107 + - nvidia-cusparse-cu12==12.1.0.106 + - nvidia-nccl-cu12==2.18.1 + - nvidia-nvjitlink-cu12==12.3.52 + - nvidia-nvtx-cu12==12.1.105 + - oauthlib==3.2.2 + - onnx==1.15.0 + - onnxconverter-common==1.14.0 + - onnxmltools==1.10.0 + - onnxruntime==1.15.1 + - packaging==23.2 + - pandas==2.0.3 + - paramiko==2.11.0 + - pathtools==0.1.2 + - pip==23.3 + - pkgutil-resolve-name==1.3.10 + - portalocker==2.8.2 + - protobuf==3.20.2 + - psutil==5.9.6 + - pyarrow==14.0.0 + - pyasn1==0.5.0 + - pyasn1-modules==0.3.0 + - pycparser==2.21 + - pydeck==0.8.1b0 + - pyparsing==3.1.1 + - python-dateutil==2.8.2 + - pytorch-pretrained-biggan==0.1.1 + - pytz==2023.3.post1 + - referencing==0.30.2 + - regex==2023.10.3 + - requests==2.31.0 + - requests-oauthlib==1.3.1 + - rich==13.6.0 + - rjieba==0.1.11 + - roformer==0.4.3 + - rpds-py==0.10.6 + - rsa==4.9 + - s3transfer==0.7.0 + - safetensors==0.4.0 + - scikit-learn==1.1.1 + - scipy==1.10.1 + - sentence-transformers==2.2.2 + - sentencepiece==0.1.99 + - sentry-sdk==1.34.0 + - seqeval==1.2.2 + - setproctitle==1.3.3 + - setuptools==68.0.0 + - simpletransformers==0.64.3 + - six==1.16.0 + - skl2onnx==1.15.0 + - smmap==5.0.1 + - streamlit==1.28.1 + - sympy==1.12 + - tabulate==0.9.0 + - tenacity==8.2.3 + - tensorboard==2.14.0 + - tensorboard-data-server==0.7.2 + - termcolor==2.3.0 + - threadpoolctl==3.2.0 + - timm==0.9.8 + - tokenizers==0.14.1 + - toml==0.10.2 + - toolz==0.12.0 + - torch==2.1.0 + - torch-geometric==2.4.0 + - torchaudio==2.1.0 + - torchvision==0.16.0 + - tornado==6.3.3 + - tqdm==4.66.1 + - transformers==4.35.0 + - triton==2.1.0 + - turnkeyml==0.2.0 + - typeguard==4.1.5 + - typing-extensions==4.8.0 + - tzdata==2023.3 + - tzlocal==5.2 + - urllib3==1.26.18 + - validators==0.22.0 + - wandb==0.15.12 + - watchdog==3.0.0 + - werkzeug==3.0.1 + - wheel==0.41.2 + - xgboost==1.6.1 + - xxhash==3.4.1 + - yacs==0.1.8 + - yarl==1.9.2 + - zipp==3.17.0 +task: Computer_Vision diff --git a/models/hrnet_w18_small_Opset17/.gitattributes b/models/hrnet_w18_small_Opset17/.gitattributes new file mode 100644 index 0000000000000000000000000000000000000000..a6344aac8c09253b3b630fb776ae94478aa0275b --- /dev/null +++ b/models/hrnet_w18_small_Opset17/.gitattributes @@ -0,0 +1,35 @@ +*.7z filter=lfs diff=lfs merge=lfs -text +*.arrow filter=lfs diff=lfs merge=lfs -text +*.bin filter=lfs diff=lfs merge=lfs -text +*.bz2 filter=lfs diff=lfs merge=lfs -text +*.ckpt filter=lfs diff=lfs merge=lfs -text +*.ftz filter=lfs diff=lfs merge=lfs -text +*.gz filter=lfs diff=lfs merge=lfs -text +*.h5 filter=lfs diff=lfs merge=lfs -text +*.joblib filter=lfs diff=lfs merge=lfs -text +*.lfs.* filter=lfs diff=lfs merge=lfs -text +*.mlmodel filter=lfs diff=lfs merge=lfs -text +*.model filter=lfs diff=lfs merge=lfs -text +*.msgpack filter=lfs diff=lfs merge=lfs -text +*.npy filter=lfs diff=lfs merge=lfs -text +*.npz filter=lfs diff=lfs merge=lfs -text +*.onnx filter=lfs diff=lfs merge=lfs -text +*.ot filter=lfs diff=lfs merge=lfs -text +*.parquet filter=lfs diff=lfs merge=lfs -text +*.pb filter=lfs diff=lfs merge=lfs -text +*.pickle filter=lfs diff=lfs merge=lfs -text +*.pkl filter=lfs diff=lfs merge=lfs -text +*.pt filter=lfs diff=lfs merge=lfs -text +*.pth filter=lfs diff=lfs merge=lfs -text +*.rar filter=lfs diff=lfs merge=lfs -text +*.safetensors filter=lfs diff=lfs merge=lfs -text +saved_model/**/* filter=lfs diff=lfs merge=lfs -text +*.tar.* filter=lfs diff=lfs merge=lfs -text +*.tar filter=lfs diff=lfs merge=lfs -text +*.tflite filter=lfs diff=lfs merge=lfs -text +*.tgz filter=lfs diff=lfs merge=lfs -text +*.wasm filter=lfs diff=lfs merge=lfs -text +*.xz filter=lfs diff=lfs merge=lfs -text +*.zip filter=lfs diff=lfs merge=lfs -text +*.zst filter=lfs diff=lfs merge=lfs -text +*tfevents* filter=lfs diff=lfs merge=lfs -text diff --git a/models/hrnet_w18_small_Opset17/README.md b/models/hrnet_w18_small_Opset17/README.md new file mode 100644 index 0000000000000000000000000000000000000000..63c9836ce1a7ccce5d2ccc1009f3dc07818868b1 --- /dev/null +++ b/models/hrnet_w18_small_Opset17/README.md @@ -0,0 +1,8 @@ +--- +language: en +license: apache-2.0 +model_name: hrnet_w18_small_Opset17.onnx +tags: +- Computer_Vision +--- + diff --git a/models/hrnet_w18_small_Opset17/hrnet_w18_small_Opset17.onnx b/models/hrnet_w18_small_Opset17/hrnet_w18_small_Opset17.onnx new file mode 100644 index 0000000000000000000000000000000000000000..4b6bb234fa1732833b0d5b4f44094082b3ff7f90 --- /dev/null +++ b/models/hrnet_w18_small_Opset17/hrnet_w18_small_Opset17.onnx @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:af0c4ac84fd69484defbc1ab042fd00eded9b878661ab7ca2269ad4ffba03fe3 +size 52748048 diff --git a/models/hrnet_w18_small_Opset17/source.txt b/models/hrnet_w18_small_Opset17/source.txt new file mode 100644 index 0000000000000000000000000000000000000000..626741d6182a29dec0c3caca0ca96993ce07749d --- /dev/null +++ b/models/hrnet_w18_small_Opset17/source.txt @@ -0,0 +1 @@ +https://huggingface.co/onnxmodelzoo/hrnet_w18_small_Opset17 \ No newline at end of file diff --git a/models/hrnet_w18_small_Opset17/turnkey_stats.yaml b/models/hrnet_w18_small_Opset17/turnkey_stats.yaml new file mode 100644 index 0000000000000000000000000000000000000000..09871493bcf933cecfa6664623703c33dc87ccdf --- /dev/null +++ b/models/hrnet_w18_small_Opset17/turnkey_stats.yaml @@ -0,0 +1,201 @@ +author: timm +builds: + x86_ort: + all_build_stages: + - export_pytorch + - set_success + benchmark_status: successful + completed_build_stages: + export_pytorch: 1.9919488430023193 + set_success: 0.01625847816467285 + device_type: x86 + iterations: 100 + onnx_file: /home/azureuser/.cache/turnkey/hrnet_w18_small_timm_be95a058/onnx/hrnet_w18_small_timm_be95a058-op17-base.onnx + runtime: ort +builtin_model_script: https://github.com/onnx/turnkeyml/blob/main/models/timm/hrnet_w18_small.py +class: HighResolutionNet +hash: 7e530df2 +model_name: hrnet_w18_small +onnx_input_dimensions: + x: + - 1 + - 3 + - 224 + - 224 +onnx_model_information: + ir_version: 8 + opset: 17 + size on disk (KiB): 51511.7979 +onnx_ops_counter: + Add: 46 + Constant: 10 + Conv: 91 + Flatten: 1 + Gemm: 1 + GlobalAveragePool: 1 + Relu: 75 + Resize: 10 +parameters: 13187464 +system_info: + Memory Info: 62.79 GB + OEM System: Virtual Machine + OS Version: Linux-5.15.0-1051-azure-x86_64-with-glibc2.17 + Processor: Intel(R) Xeon(R) Platinum 8272CL CPU @ 2.60GHz + Python Packages: + - gitpython==3.1.40 + - jinja2==3.1.2 + - markdown==3.5.1 + - markupsafe==2.1.3 + - pillow==10.1.0 + - pynacl==1.5.0 + - pyyaml==6.0.1 + - pygments==2.16.1 + - absl-py==2.0.0 + - aiohttp==3.8.6 + - aiosignal==1.3.1 + - altair==5.1.2 + - appdirs==1.4.4 + - async-timeout==4.0.3 + - attrs==23.1.0 + - backports.zoneinfo==0.2.1 + - bcrypt==4.0.1 + - blinker==1.7.0 + - boto3==1.28.77 + - botocore==1.31.77 + - cachetools==5.3.2 + - certifi==2023.7.22 + - cffi==1.16.0 + - charset-normalizer==3.3.2 + - click==8.1.7 + - coloredlogs==15.0.1 + - cryptography==41.0.5 + - datasets==2.14.6 + - diffusers==0.12.0 + - dill==0.3.7 + - docker-pycreds==0.4.0 + - fasteners==0.19 + - filelock==3.13.1 + - flatbuffers==23.5.26 + - frozenlist==1.4.0 + - fsspec==2023.10.0 + - fvcore==0.1.5.post20221221 + - gitdb==4.0.11 + - google-auth==2.23.4 + - google-auth-oauthlib==1.0.0 + - grpcio==1.59.2 + - huggingface-hub==0.17.3 + - humanfriendly==10.0 + - hummingbird-ml==0.4.4 + - idna==3.4 + - importlib-metadata==6.8.0 + - importlib-resources==6.1.0 + - invoke==2.2.0 + - iopath==0.1.10 + - jmespath==1.0.1 + - joblib==1.3.2 + - jsonschema==4.19.2 + - jsonschema-specifications==2023.7.1 + - lightgbm==3.3.5 + - markdown-it-py==3.0.0 + - mdurl==0.1.2 + - mpmath==1.3.0 + - multidict==6.0.4 + - multiprocess==0.70.15 + - networkx==3.1 + - nltk==3.8.1 + - numpy==1.24.4 + - nvidia-cublas-cu12==12.1.3.1 + - nvidia-cuda-cupti-cu12==12.1.105 + - nvidia-cuda-nvrtc-cu12==12.1.105 + - nvidia-cuda-runtime-cu12==12.1.105 + - nvidia-cudnn-cu12==8.9.2.26 + - nvidia-cufft-cu12==11.0.2.54 + - nvidia-curand-cu12==10.3.2.106 + - nvidia-cusolver-cu12==11.4.5.107 + - nvidia-cusparse-cu12==12.1.0.106 + - nvidia-nccl-cu12==2.18.1 + - nvidia-nvjitlink-cu12==12.3.52 + - nvidia-nvtx-cu12==12.1.105 + - oauthlib==3.2.2 + - onnx==1.15.0 + - onnxconverter-common==1.14.0 + - onnxmltools==1.10.0 + - onnxruntime==1.15.1 + - packaging==23.2 + - pandas==2.0.3 + - paramiko==2.11.0 + - pathtools==0.1.2 + - pip==23.3 + - pkgutil-resolve-name==1.3.10 + - portalocker==2.8.2 + - protobuf==3.20.2 + - psutil==5.9.6 + - pyarrow==14.0.0 + - pyasn1==0.5.0 + - pyasn1-modules==0.3.0 + - pycparser==2.21 + - pydeck==0.8.1b0 + - pyparsing==3.1.1 + - python-dateutil==2.8.2 + - pytorch-pretrained-biggan==0.1.1 + - pytz==2023.3.post1 + - referencing==0.30.2 + - regex==2023.10.3 + - requests==2.31.0 + - requests-oauthlib==1.3.1 + - rich==13.6.0 + - rjieba==0.1.11 + - roformer==0.4.3 + - rpds-py==0.10.6 + - rsa==4.9 + - s3transfer==0.7.0 + - safetensors==0.4.0 + - scikit-learn==1.1.1 + - scipy==1.10.1 + - sentence-transformers==2.2.2 + - sentencepiece==0.1.99 + - sentry-sdk==1.34.0 + - seqeval==1.2.2 + - setproctitle==1.3.3 + - setuptools==68.0.0 + - simpletransformers==0.64.3 + - six==1.16.0 + - skl2onnx==1.15.0 + - smmap==5.0.1 + - streamlit==1.28.1 + - sympy==1.12 + - tabulate==0.9.0 + - tenacity==8.2.3 + - tensorboard==2.14.0 + - tensorboard-data-server==0.7.2 + - termcolor==2.3.0 + - threadpoolctl==3.2.0 + - timm==0.9.8 + - tokenizers==0.14.1 + - toml==0.10.2 + - toolz==0.12.0 + - torch==2.1.0 + - torch-geometric==2.4.0 + - torchaudio==2.1.0 + - torchvision==0.16.0 + - tornado==6.3.3 + - tqdm==4.66.1 + - transformers==4.35.0 + - triton==2.1.0 + - turnkeyml==0.2.0 + - typeguard==4.1.5 + - typing-extensions==4.8.0 + - tzdata==2023.3 + - tzlocal==5.2 + - urllib3==1.26.18 + - validators==0.22.0 + - wandb==0.15.12 + - watchdog==3.0.0 + - werkzeug==3.0.1 + - wheel==0.41.2 + - xgboost==1.6.1 + - xxhash==3.4.1 + - yacs==0.1.8 + - yarl==1.9.2 + - zipp==3.17.0 +task: Computer_Vision diff --git a/models/hrnet_w18_small_Opset18/.gitattributes b/models/hrnet_w18_small_Opset18/.gitattributes new file mode 100644 index 0000000000000000000000000000000000000000..a6344aac8c09253b3b630fb776ae94478aa0275b --- /dev/null +++ b/models/hrnet_w18_small_Opset18/.gitattributes @@ -0,0 +1,35 @@ +*.7z filter=lfs diff=lfs merge=lfs -text +*.arrow filter=lfs diff=lfs merge=lfs -text +*.bin filter=lfs diff=lfs merge=lfs -text +*.bz2 filter=lfs diff=lfs merge=lfs -text +*.ckpt filter=lfs diff=lfs merge=lfs -text +*.ftz filter=lfs diff=lfs merge=lfs -text +*.gz filter=lfs diff=lfs merge=lfs -text +*.h5 filter=lfs diff=lfs merge=lfs -text +*.joblib filter=lfs diff=lfs merge=lfs -text +*.lfs.* filter=lfs diff=lfs merge=lfs -text +*.mlmodel filter=lfs diff=lfs merge=lfs -text +*.model filter=lfs diff=lfs merge=lfs -text +*.msgpack filter=lfs diff=lfs merge=lfs -text +*.npy filter=lfs diff=lfs merge=lfs -text +*.npz filter=lfs diff=lfs merge=lfs -text +*.onnx filter=lfs diff=lfs merge=lfs -text +*.ot filter=lfs diff=lfs merge=lfs -text +*.parquet filter=lfs diff=lfs merge=lfs -text +*.pb filter=lfs diff=lfs merge=lfs -text +*.pickle filter=lfs diff=lfs merge=lfs -text +*.pkl filter=lfs diff=lfs merge=lfs -text +*.pt filter=lfs diff=lfs merge=lfs -text +*.pth filter=lfs diff=lfs merge=lfs -text +*.rar filter=lfs diff=lfs merge=lfs -text +*.safetensors filter=lfs diff=lfs merge=lfs -text +saved_model/**/* filter=lfs diff=lfs merge=lfs -text +*.tar.* filter=lfs diff=lfs merge=lfs -text +*.tar filter=lfs diff=lfs merge=lfs -text +*.tflite filter=lfs diff=lfs merge=lfs -text +*.tgz filter=lfs diff=lfs merge=lfs -text +*.wasm filter=lfs diff=lfs merge=lfs -text +*.xz filter=lfs diff=lfs merge=lfs -text +*.zip filter=lfs diff=lfs merge=lfs -text +*.zst filter=lfs diff=lfs merge=lfs -text +*tfevents* filter=lfs diff=lfs merge=lfs -text diff --git a/models/hrnet_w18_small_Opset18/README.md b/models/hrnet_w18_small_Opset18/README.md new file mode 100644 index 0000000000000000000000000000000000000000..bf0f659183f8cc19ec632330d368306156c7bfb3 --- /dev/null +++ b/models/hrnet_w18_small_Opset18/README.md @@ -0,0 +1,8 @@ +--- +language: en +license: apache-2.0 +model_name: hrnet_w18_small_Opset18.onnx +tags: +- Computer_Vision +--- + diff --git a/models/hrnet_w18_small_Opset18/hrnet_w18_small_Opset18.onnx b/models/hrnet_w18_small_Opset18/hrnet_w18_small_Opset18.onnx new file mode 100644 index 0000000000000000000000000000000000000000..be32058ac24869a92063382adffbb8ad626fb9d8 --- /dev/null +++ b/models/hrnet_w18_small_Opset18/hrnet_w18_small_Opset18.onnx @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:97a3595c8c6a4dc69e4f385108a487c567f3c9555c19e6261ea1ff0f3ce027be +size 52748048 diff --git a/models/hrnet_w18_small_Opset18/source.txt b/models/hrnet_w18_small_Opset18/source.txt new file mode 100644 index 0000000000000000000000000000000000000000..240f1da4482a142be5ba07e4d9554814d9eddd8d --- /dev/null +++ b/models/hrnet_w18_small_Opset18/source.txt @@ -0,0 +1 @@ +https://huggingface.co/onnxmodelzoo/hrnet_w18_small_Opset18 \ No newline at end of file diff --git a/models/hrnet_w18_small_Opset18/turnkey_stats.yaml b/models/hrnet_w18_small_Opset18/turnkey_stats.yaml new file mode 100644 index 0000000000000000000000000000000000000000..b5700080513f98a0785084b9d864c1433f0888ce --- /dev/null +++ b/models/hrnet_w18_small_Opset18/turnkey_stats.yaml @@ -0,0 +1,201 @@ +author: timm +builds: + x86_ort: + all_build_stages: + - export_pytorch + - set_success + benchmark_status: successful + completed_build_stages: + export_pytorch: 1.889397382736206 + set_success: 0.017097949981689453 + device_type: x86 + iterations: 100 + onnx_file: /home/azureuser/.cache/turnkey/hrnet_w18_small_timm_be95a058/onnx/hrnet_w18_small_timm_be95a058-op18-base.onnx + runtime: ort +builtin_model_script: https://github.com/onnx/turnkeyml/blob/main/models/timm/hrnet_w18_small.py +class: HighResolutionNet +hash: 7e530df2 +model_name: hrnet_w18_small +onnx_input_dimensions: + x: + - 1 + - 3 + - 224 + - 224 +onnx_model_information: + ir_version: 8 + opset: 18 + size on disk (KiB): 51511.7979 +onnx_ops_counter: + Add: 46 + Constant: 10 + Conv: 91 + Flatten: 1 + Gemm: 1 + GlobalAveragePool: 1 + Relu: 75 + Resize: 10 +parameters: 13187464 +system_info: + Memory Info: 62.79 GB + OEM System: Virtual Machine + OS Version: Linux-5.15.0-1051-azure-x86_64-with-glibc2.17 + Processor: Intel(R) Xeon(R) Platinum 8272CL CPU @ 2.60GHz + Python Packages: + - gitpython==3.1.40 + - jinja2==3.1.2 + - markdown==3.5.1 + - markupsafe==2.1.3 + - pillow==10.1.0 + - pynacl==1.5.0 + - pyyaml==6.0.1 + - pygments==2.16.1 + - absl-py==2.0.0 + - aiohttp==3.8.6 + - aiosignal==1.3.1 + - altair==5.1.2 + - appdirs==1.4.4 + - async-timeout==4.0.3 + - attrs==23.1.0 + - backports.zoneinfo==0.2.1 + - bcrypt==4.0.1 + - blinker==1.7.0 + - boto3==1.28.77 + - botocore==1.31.77 + - cachetools==5.3.2 + - certifi==2023.7.22 + - cffi==1.16.0 + - charset-normalizer==3.3.2 + - click==8.1.7 + - coloredlogs==15.0.1 + - cryptography==41.0.5 + - datasets==2.14.6 + - diffusers==0.12.0 + - dill==0.3.7 + - docker-pycreds==0.4.0 + - fasteners==0.19 + - filelock==3.13.1 + - flatbuffers==23.5.26 + - frozenlist==1.4.0 + - fsspec==2023.10.0 + - fvcore==0.1.5.post20221221 + - gitdb==4.0.11 + - google-auth==2.23.4 + - google-auth-oauthlib==1.0.0 + - grpcio==1.59.2 + - huggingface-hub==0.17.3 + - humanfriendly==10.0 + - hummingbird-ml==0.4.4 + - idna==3.4 + - importlib-metadata==6.8.0 + - importlib-resources==6.1.0 + - invoke==2.2.0 + - iopath==0.1.10 + - jmespath==1.0.1 + - joblib==1.3.2 + - jsonschema==4.19.2 + - jsonschema-specifications==2023.7.1 + - lightgbm==3.3.5 + - markdown-it-py==3.0.0 + - mdurl==0.1.2 + - mpmath==1.3.0 + - multidict==6.0.4 + - multiprocess==0.70.15 + - networkx==3.1 + - nltk==3.8.1 + - numpy==1.24.4 + - nvidia-cublas-cu12==12.1.3.1 + - nvidia-cuda-cupti-cu12==12.1.105 + - nvidia-cuda-nvrtc-cu12==12.1.105 + - nvidia-cuda-runtime-cu12==12.1.105 + - nvidia-cudnn-cu12==8.9.2.26 + - nvidia-cufft-cu12==11.0.2.54 + - nvidia-curand-cu12==10.3.2.106 + - nvidia-cusolver-cu12==11.4.5.107 + - nvidia-cusparse-cu12==12.1.0.106 + - nvidia-nccl-cu12==2.18.1 + - nvidia-nvjitlink-cu12==12.3.52 + - nvidia-nvtx-cu12==12.1.105 + - oauthlib==3.2.2 + - onnx==1.15.0 + - onnxconverter-common==1.14.0 + - onnxmltools==1.10.0 + - onnxruntime==1.15.1 + - packaging==23.2 + - pandas==2.0.3 + - paramiko==2.11.0 + - pathtools==0.1.2 + - pip==23.3 + - pkgutil-resolve-name==1.3.10 + - portalocker==2.8.2 + - protobuf==3.20.2 + - psutil==5.9.6 + - pyarrow==14.0.0 + - pyasn1==0.5.0 + - pyasn1-modules==0.3.0 + - pycparser==2.21 + - pydeck==0.8.1b0 + - pyparsing==3.1.1 + - python-dateutil==2.8.2 + - pytorch-pretrained-biggan==0.1.1 + - pytz==2023.3.post1 + - referencing==0.30.2 + - regex==2023.10.3 + - requests==2.31.0 + - requests-oauthlib==1.3.1 + - rich==13.6.0 + - rjieba==0.1.11 + - roformer==0.4.3 + - rpds-py==0.10.6 + - rsa==4.9 + - s3transfer==0.7.0 + - safetensors==0.4.0 + - scikit-learn==1.1.1 + - scipy==1.10.1 + - sentence-transformers==2.2.2 + - sentencepiece==0.1.99 + - sentry-sdk==1.34.0 + - seqeval==1.2.2 + - setproctitle==1.3.3 + - setuptools==68.0.0 + - simpletransformers==0.64.3 + - six==1.16.0 + - skl2onnx==1.15.0 + - smmap==5.0.1 + - streamlit==1.28.1 + - sympy==1.12 + - tabulate==0.9.0 + - tenacity==8.2.3 + - tensorboard==2.14.0 + - tensorboard-data-server==0.7.2 + - termcolor==2.3.0 + - threadpoolctl==3.2.0 + - timm==0.9.8 + - tokenizers==0.14.1 + - toml==0.10.2 + - toolz==0.12.0 + - torch==2.1.0 + - torch-geometric==2.4.0 + - torchaudio==2.1.0 + - torchvision==0.16.0 + - tornado==6.3.3 + - tqdm==4.66.1 + - transformers==4.35.0 + - triton==2.1.0 + - turnkeyml==0.2.0 + - typeguard==4.1.5 + - typing-extensions==4.8.0 + - tzdata==2023.3 + - tzlocal==5.2 + - urllib3==1.26.18 + - validators==0.22.0 + - wandb==0.15.12 + - watchdog==3.0.0 + - werkzeug==3.0.1 + - wheel==0.41.2 + - xgboost==1.6.1 + - xxhash==3.4.1 + - yacs==0.1.8 + - yarl==1.9.2 + - zipp==3.17.0 +task: Computer_Vision diff --git a/models/hrnet_w18_small_v2_Opset16/.gitattributes b/models/hrnet_w18_small_v2_Opset16/.gitattributes new file mode 100644 index 0000000000000000000000000000000000000000..a6344aac8c09253b3b630fb776ae94478aa0275b --- /dev/null +++ b/models/hrnet_w18_small_v2_Opset16/.gitattributes @@ -0,0 +1,35 @@ +*.7z filter=lfs diff=lfs merge=lfs -text +*.arrow filter=lfs diff=lfs merge=lfs -text +*.bin filter=lfs diff=lfs merge=lfs -text +*.bz2 filter=lfs diff=lfs merge=lfs -text +*.ckpt filter=lfs diff=lfs merge=lfs -text +*.ftz filter=lfs diff=lfs merge=lfs -text +*.gz filter=lfs diff=lfs merge=lfs -text +*.h5 filter=lfs diff=lfs merge=lfs -text +*.joblib filter=lfs diff=lfs merge=lfs -text +*.lfs.* filter=lfs diff=lfs merge=lfs -text +*.mlmodel filter=lfs diff=lfs merge=lfs -text +*.model filter=lfs diff=lfs merge=lfs -text +*.msgpack filter=lfs diff=lfs merge=lfs -text +*.npy filter=lfs diff=lfs merge=lfs -text +*.npz filter=lfs diff=lfs merge=lfs -text +*.onnx filter=lfs diff=lfs merge=lfs -text +*.ot filter=lfs diff=lfs merge=lfs -text +*.parquet filter=lfs diff=lfs merge=lfs -text +*.pb filter=lfs diff=lfs merge=lfs -text +*.pickle filter=lfs diff=lfs merge=lfs -text +*.pkl filter=lfs diff=lfs merge=lfs -text +*.pt filter=lfs diff=lfs merge=lfs -text +*.pth filter=lfs diff=lfs merge=lfs -text +*.rar filter=lfs diff=lfs merge=lfs -text +*.safetensors filter=lfs diff=lfs merge=lfs -text +saved_model/**/* filter=lfs diff=lfs merge=lfs -text +*.tar.* filter=lfs diff=lfs merge=lfs -text +*.tar filter=lfs diff=lfs merge=lfs -text +*.tflite filter=lfs diff=lfs merge=lfs -text +*.tgz filter=lfs diff=lfs merge=lfs -text +*.wasm filter=lfs diff=lfs merge=lfs -text +*.xz filter=lfs diff=lfs merge=lfs -text +*.zip filter=lfs diff=lfs merge=lfs -text +*.zst filter=lfs diff=lfs merge=lfs -text +*tfevents* filter=lfs diff=lfs merge=lfs -text diff --git a/models/hrnet_w18_small_v2_Opset16/README.md b/models/hrnet_w18_small_v2_Opset16/README.md new file mode 100644 index 0000000000000000000000000000000000000000..8bd7d87ecbd7b839c4639903c849dc23cd21762b --- /dev/null +++ b/models/hrnet_w18_small_v2_Opset16/README.md @@ -0,0 +1,8 @@ +--- +language: en +license: apache-2.0 +model_name: hrnet_w18_small_v2_Opset16.onnx +tags: +- Computer_Vision +--- + diff --git a/models/hrnet_w18_small_v2_Opset16/hrnet_w18_small_v2_Opset16.onnx b/models/hrnet_w18_small_v2_Opset16/hrnet_w18_small_v2_Opset16.onnx new file mode 100644 index 0000000000000000000000000000000000000000..09cf38807d69b8e60f83b0be1d8872906bf5fc80 --- /dev/null +++ b/models/hrnet_w18_small_v2_Opset16/hrnet_w18_small_v2_Opset16.onnx @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:764f3d336d69549c22cf30d2f1b71e6345f08308f3a94319b51b63888f486139 +size 62424017 diff --git a/models/hrnet_w18_small_v2_Opset16/source.txt b/models/hrnet_w18_small_v2_Opset16/source.txt new file mode 100644 index 0000000000000000000000000000000000000000..cc375c9f7e46e70c7e15c1503c873f5566f02b2d --- /dev/null +++ b/models/hrnet_w18_small_v2_Opset16/source.txt @@ -0,0 +1 @@ +https://huggingface.co/onnxmodelzoo/hrnet_w18_small_v2_Opset16 \ No newline at end of file diff --git a/models/hrnet_w18_small_v2_Opset16/turnkey_stats.yaml b/models/hrnet_w18_small_v2_Opset16/turnkey_stats.yaml new file mode 100644 index 0000000000000000000000000000000000000000..056b96fc021ece907fbf530dc690af5f87b19c8f --- /dev/null +++ b/models/hrnet_w18_small_v2_Opset16/turnkey_stats.yaml @@ -0,0 +1,201 @@ +author: timm +builds: + x86_ort: + all_build_stages: + - export_pytorch + - set_success + benchmark_status: successful + completed_build_stages: + export_pytorch: 4.11855149269104 + set_success: 0.0173490047454834 + device_type: x86 + iterations: 100 + onnx_file: /home/azureuser/.cache/turnkey/hrnet_w18_small_v2_timm_e4762a73/onnx/hrnet_w18_small_v2_timm_e4762a73-op16-base.onnx + runtime: ort +builtin_model_script: https://github.com/onnx/turnkeyml/blob/main/models/timm/hrnet_w18_small_v2.py +class: HighResolutionNet +hash: ca883476 +model_name: hrnet_w18_small_v2 +onnx_input_dimensions: + x: + - 1 + - 3 + - 224 + - 224 +onnx_model_information: + ir_version: 8 + opset: 16 + size on disk (KiB): 60960.9863 +onnx_ops_counter: + Add: 91 + Constant: 22 + Conv: 164 + Flatten: 1 + Gemm: 1 + GlobalAveragePool: 1 + Relu: 134 + Resize: 22 +parameters: 15597464 +system_info: + Memory Info: 62.79 GB + OEM System: Virtual Machine + OS Version: Linux-5.15.0-1051-azure-x86_64-with-glibc2.17 + Processor: Intel(R) Xeon(R) Platinum 8272CL CPU @ 2.60GHz + Python Packages: + - gitpython==3.1.40 + - jinja2==3.1.2 + - markdown==3.5.1 + - markupsafe==2.1.3 + - pillow==10.1.0 + - pynacl==1.5.0 + - pyyaml==6.0.1 + - pygments==2.16.1 + - absl-py==2.0.0 + - aiohttp==3.8.6 + - aiosignal==1.3.1 + - altair==5.1.2 + - appdirs==1.4.4 + - async-timeout==4.0.3 + - attrs==23.1.0 + - backports.zoneinfo==0.2.1 + - bcrypt==4.0.1 + - blinker==1.7.0 + - boto3==1.28.77 + - botocore==1.31.77 + - cachetools==5.3.2 + - certifi==2023.7.22 + - cffi==1.16.0 + - charset-normalizer==3.3.2 + - click==8.1.7 + - coloredlogs==15.0.1 + - cryptography==41.0.5 + - datasets==2.14.6 + - diffusers==0.12.0 + - dill==0.3.7 + - docker-pycreds==0.4.0 + - fasteners==0.19 + - filelock==3.13.1 + - flatbuffers==23.5.26 + - frozenlist==1.4.0 + - fsspec==2023.10.0 + - fvcore==0.1.5.post20221221 + - gitdb==4.0.11 + - google-auth==2.23.4 + - google-auth-oauthlib==1.0.0 + - grpcio==1.59.2 + - huggingface-hub==0.17.3 + - humanfriendly==10.0 + - hummingbird-ml==0.4.4 + - idna==3.4 + - importlib-metadata==6.8.0 + - importlib-resources==6.1.0 + - invoke==2.2.0 + - iopath==0.1.10 + - jmespath==1.0.1 + - joblib==1.3.2 + - jsonschema==4.19.2 + - jsonschema-specifications==2023.7.1 + - lightgbm==3.3.5 + - markdown-it-py==3.0.0 + - mdurl==0.1.2 + - mpmath==1.3.0 + - multidict==6.0.4 + - multiprocess==0.70.15 + - networkx==3.1 + - nltk==3.8.1 + - numpy==1.24.4 + - nvidia-cublas-cu12==12.1.3.1 + - nvidia-cuda-cupti-cu12==12.1.105 + - nvidia-cuda-nvrtc-cu12==12.1.105 + - nvidia-cuda-runtime-cu12==12.1.105 + - nvidia-cudnn-cu12==8.9.2.26 + - nvidia-cufft-cu12==11.0.2.54 + - nvidia-curand-cu12==10.3.2.106 + - nvidia-cusolver-cu12==11.4.5.107 + - nvidia-cusparse-cu12==12.1.0.106 + - nvidia-nccl-cu12==2.18.1 + - nvidia-nvjitlink-cu12==12.3.52 + - nvidia-nvtx-cu12==12.1.105 + - oauthlib==3.2.2 + - onnx==1.15.0 + - onnxconverter-common==1.14.0 + - onnxmltools==1.10.0 + - onnxruntime==1.15.1 + - packaging==23.2 + - pandas==2.0.3 + - paramiko==2.11.0 + - pathtools==0.1.2 + - pip==23.3 + - pkgutil-resolve-name==1.3.10 + - portalocker==2.8.2 + - protobuf==3.20.2 + - psutil==5.9.6 + - pyarrow==14.0.0 + - pyasn1==0.5.0 + - pyasn1-modules==0.3.0 + - pycparser==2.21 + - pydeck==0.8.1b0 + - pyparsing==3.1.1 + - python-dateutil==2.8.2 + - pytorch-pretrained-biggan==0.1.1 + - pytz==2023.3.post1 + - referencing==0.30.2 + - regex==2023.10.3 + - requests==2.31.0 + - requests-oauthlib==1.3.1 + - rich==13.6.0 + - rjieba==0.1.11 + - roformer==0.4.3 + - rpds-py==0.10.6 + - rsa==4.9 + - s3transfer==0.7.0 + - safetensors==0.4.0 + - scikit-learn==1.1.1 + - scipy==1.10.1 + - sentence-transformers==2.2.2 + - sentencepiece==0.1.99 + - sentry-sdk==1.34.0 + - seqeval==1.2.2 + - setproctitle==1.3.3 + - setuptools==68.0.0 + - simpletransformers==0.64.3 + - six==1.16.0 + - skl2onnx==1.15.0 + - smmap==5.0.1 + - streamlit==1.28.1 + - sympy==1.12 + - tabulate==0.9.0 + - tenacity==8.2.3 + - tensorboard==2.14.0 + - tensorboard-data-server==0.7.2 + - termcolor==2.3.0 + - threadpoolctl==3.2.0 + - timm==0.9.8 + - tokenizers==0.14.1 + - toml==0.10.2 + - toolz==0.12.0 + - torch==2.1.0 + - torch-geometric==2.4.0 + - torchaudio==2.1.0 + - torchvision==0.16.0 + - tornado==6.3.3 + - tqdm==4.66.1 + - transformers==4.35.0 + - triton==2.1.0 + - turnkeyml==0.2.0 + - typeguard==4.1.5 + - typing-extensions==4.8.0 + - tzdata==2023.3 + - tzlocal==5.2 + - urllib3==1.26.18 + - validators==0.22.0 + - wandb==0.15.12 + - watchdog==3.0.0 + - werkzeug==3.0.1 + - wheel==0.41.2 + - xgboost==1.6.1 + - xxhash==3.4.1 + - yacs==0.1.8 + - yarl==1.9.2 + - zipp==3.17.0 +task: Computer_Vision diff --git a/models/hrnet_w18_small_v2_Opset17/.gitattributes b/models/hrnet_w18_small_v2_Opset17/.gitattributes new file mode 100644 index 0000000000000000000000000000000000000000..a6344aac8c09253b3b630fb776ae94478aa0275b --- /dev/null +++ b/models/hrnet_w18_small_v2_Opset17/.gitattributes @@ -0,0 +1,35 @@ +*.7z filter=lfs diff=lfs merge=lfs -text +*.arrow filter=lfs diff=lfs merge=lfs -text +*.bin filter=lfs diff=lfs merge=lfs -text +*.bz2 filter=lfs diff=lfs merge=lfs -text +*.ckpt filter=lfs diff=lfs merge=lfs -text +*.ftz filter=lfs diff=lfs merge=lfs -text +*.gz filter=lfs diff=lfs merge=lfs -text +*.h5 filter=lfs diff=lfs merge=lfs -text +*.joblib filter=lfs diff=lfs merge=lfs -text +*.lfs.* filter=lfs diff=lfs merge=lfs -text +*.mlmodel filter=lfs diff=lfs merge=lfs -text +*.model filter=lfs diff=lfs merge=lfs -text +*.msgpack filter=lfs diff=lfs merge=lfs -text +*.npy filter=lfs diff=lfs merge=lfs -text +*.npz filter=lfs diff=lfs merge=lfs -text +*.onnx filter=lfs diff=lfs merge=lfs -text +*.ot filter=lfs diff=lfs merge=lfs -text +*.parquet filter=lfs diff=lfs merge=lfs -text +*.pb filter=lfs diff=lfs merge=lfs -text +*.pickle filter=lfs diff=lfs merge=lfs -text +*.pkl filter=lfs diff=lfs merge=lfs -text +*.pt filter=lfs diff=lfs merge=lfs -text +*.pth filter=lfs diff=lfs merge=lfs -text +*.rar filter=lfs diff=lfs merge=lfs -text +*.safetensors filter=lfs diff=lfs merge=lfs -text +saved_model/**/* filter=lfs diff=lfs merge=lfs -text +*.tar.* filter=lfs diff=lfs merge=lfs -text +*.tar filter=lfs diff=lfs merge=lfs -text +*.tflite filter=lfs diff=lfs merge=lfs -text +*.tgz filter=lfs diff=lfs merge=lfs -text +*.wasm filter=lfs diff=lfs merge=lfs -text +*.xz filter=lfs diff=lfs merge=lfs -text +*.zip filter=lfs diff=lfs merge=lfs -text +*.zst filter=lfs diff=lfs merge=lfs -text +*tfevents* filter=lfs diff=lfs merge=lfs -text diff --git a/models/hrnet_w18_small_v2_Opset17/README.md b/models/hrnet_w18_small_v2_Opset17/README.md new file mode 100644 index 0000000000000000000000000000000000000000..ef473728ebc61755ce8cd519ea6e2fe322541479 --- /dev/null +++ b/models/hrnet_w18_small_v2_Opset17/README.md @@ -0,0 +1,8 @@ +--- +language: en +license: apache-2.0 +model_name: hrnet_w18_small_v2_Opset17.onnx +tags: +- Computer_Vision +--- + diff --git a/models/hrnet_w18_small_v2_Opset17/hrnet_w18_small_v2_Opset17.onnx b/models/hrnet_w18_small_v2_Opset17/hrnet_w18_small_v2_Opset17.onnx new file mode 100644 index 0000000000000000000000000000000000000000..6f3c42649963c3c0000b32dba8912dee94434f8a --- /dev/null +++ b/models/hrnet_w18_small_v2_Opset17/hrnet_w18_small_v2_Opset17.onnx @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:33761362ee01f252115bd6f25bf439613fe4fdf99dcc1a9e21cca8914b2cf679 +size 62424017 diff --git a/models/hrnet_w18_small_v2_Opset17/source.txt b/models/hrnet_w18_small_v2_Opset17/source.txt new file mode 100644 index 0000000000000000000000000000000000000000..35f85a1fb4ee3686a49e3ee23f4f18925fc018da --- /dev/null +++ b/models/hrnet_w18_small_v2_Opset17/source.txt @@ -0,0 +1 @@ +https://huggingface.co/onnxmodelzoo/hrnet_w18_small_v2_Opset17 \ No newline at end of file diff --git a/models/hrnet_w18_small_v2_Opset17/turnkey_stats.yaml b/models/hrnet_w18_small_v2_Opset17/turnkey_stats.yaml new file mode 100644 index 0000000000000000000000000000000000000000..11ce213cd006fd88dc2ce92a0650dfb369b87577 --- /dev/null +++ b/models/hrnet_w18_small_v2_Opset17/turnkey_stats.yaml @@ -0,0 +1,201 @@ +author: timm +builds: + x86_ort: + all_build_stages: + - export_pytorch + - set_success + benchmark_status: successful + completed_build_stages: + export_pytorch: 4.21736741065979 + set_success: 0.016898393630981445 + device_type: x86 + iterations: 100 + onnx_file: /home/azureuser/.cache/turnkey/hrnet_w18_small_v2_timm_e4762a73/onnx/hrnet_w18_small_v2_timm_e4762a73-op17-base.onnx + runtime: ort +builtin_model_script: https://github.com/onnx/turnkeyml/blob/main/models/timm/hrnet_w18_small_v2.py +class: HighResolutionNet +hash: ca883476 +model_name: hrnet_w18_small_v2 +onnx_input_dimensions: + x: + - 1 + - 3 + - 224 + - 224 +onnx_model_information: + ir_version: 8 + opset: 17 + size on disk (KiB): 60960.9863 +onnx_ops_counter: + Add: 91 + Constant: 22 + Conv: 164 + Flatten: 1 + Gemm: 1 + GlobalAveragePool: 1 + Relu: 134 + Resize: 22 +parameters: 15597464 +system_info: + Memory Info: 62.79 GB + OEM System: Virtual Machine + OS Version: Linux-5.15.0-1051-azure-x86_64-with-glibc2.17 + Processor: Intel(R) Xeon(R) Platinum 8272CL CPU @ 2.60GHz + Python Packages: + - gitpython==3.1.40 + - jinja2==3.1.2 + - markdown==3.5.1 + - markupsafe==2.1.3 + - pillow==10.1.0 + - pynacl==1.5.0 + - pyyaml==6.0.1 + - pygments==2.16.1 + - absl-py==2.0.0 + - aiohttp==3.8.6 + - aiosignal==1.3.1 + - altair==5.1.2 + - appdirs==1.4.4 + - async-timeout==4.0.3 + - attrs==23.1.0 + - backports.zoneinfo==0.2.1 + - bcrypt==4.0.1 + - blinker==1.7.0 + - boto3==1.28.77 + - botocore==1.31.77 + - cachetools==5.3.2 + - certifi==2023.7.22 + - cffi==1.16.0 + - charset-normalizer==3.3.2 + - click==8.1.7 + - coloredlogs==15.0.1 + - cryptography==41.0.5 + - datasets==2.14.6 + - diffusers==0.12.0 + - dill==0.3.7 + - docker-pycreds==0.4.0 + - fasteners==0.19 + - filelock==3.13.1 + - flatbuffers==23.5.26 + - frozenlist==1.4.0 + - fsspec==2023.10.0 + - fvcore==0.1.5.post20221221 + - gitdb==4.0.11 + - google-auth==2.23.4 + - google-auth-oauthlib==1.0.0 + - grpcio==1.59.2 + - huggingface-hub==0.17.3 + - humanfriendly==10.0 + - hummingbird-ml==0.4.4 + - idna==3.4 + - importlib-metadata==6.8.0 + - importlib-resources==6.1.0 + - invoke==2.2.0 + - iopath==0.1.10 + - jmespath==1.0.1 + - joblib==1.3.2 + - jsonschema==4.19.2 + - jsonschema-specifications==2023.7.1 + - lightgbm==3.3.5 + - markdown-it-py==3.0.0 + - mdurl==0.1.2 + - mpmath==1.3.0 + - multidict==6.0.4 + - multiprocess==0.70.15 + - networkx==3.1 + - nltk==3.8.1 + - numpy==1.24.4 + - nvidia-cublas-cu12==12.1.3.1 + - nvidia-cuda-cupti-cu12==12.1.105 + - nvidia-cuda-nvrtc-cu12==12.1.105 + - nvidia-cuda-runtime-cu12==12.1.105 + - nvidia-cudnn-cu12==8.9.2.26 + - nvidia-cufft-cu12==11.0.2.54 + - nvidia-curand-cu12==10.3.2.106 + - nvidia-cusolver-cu12==11.4.5.107 + - nvidia-cusparse-cu12==12.1.0.106 + - nvidia-nccl-cu12==2.18.1 + - nvidia-nvjitlink-cu12==12.3.52 + - nvidia-nvtx-cu12==12.1.105 + - oauthlib==3.2.2 + - onnx==1.15.0 + - onnxconverter-common==1.14.0 + - onnxmltools==1.10.0 + - onnxruntime==1.15.1 + - packaging==23.2 + - pandas==2.0.3 + - paramiko==2.11.0 + - pathtools==0.1.2 + - pip==23.3 + - pkgutil-resolve-name==1.3.10 + - portalocker==2.8.2 + - protobuf==3.20.2 + - psutil==5.9.6 + - pyarrow==14.0.0 + - pyasn1==0.5.0 + - pyasn1-modules==0.3.0 + - pycparser==2.21 + - pydeck==0.8.1b0 + - pyparsing==3.1.1 + - python-dateutil==2.8.2 + - pytorch-pretrained-biggan==0.1.1 + - pytz==2023.3.post1 + - referencing==0.30.2 + - regex==2023.10.3 + - requests==2.31.0 + - requests-oauthlib==1.3.1 + - rich==13.6.0 + - rjieba==0.1.11 + - roformer==0.4.3 + - rpds-py==0.10.6 + - rsa==4.9 + - s3transfer==0.7.0 + - safetensors==0.4.0 + - scikit-learn==1.1.1 + - scipy==1.10.1 + - sentence-transformers==2.2.2 + - sentencepiece==0.1.99 + - sentry-sdk==1.34.0 + - seqeval==1.2.2 + - setproctitle==1.3.3 + - setuptools==68.0.0 + - simpletransformers==0.64.3 + - six==1.16.0 + - skl2onnx==1.15.0 + - smmap==5.0.1 + - streamlit==1.28.1 + - sympy==1.12 + - tabulate==0.9.0 + - tenacity==8.2.3 + - tensorboard==2.14.0 + - tensorboard-data-server==0.7.2 + - termcolor==2.3.0 + - threadpoolctl==3.2.0 + - timm==0.9.8 + - tokenizers==0.14.1 + - toml==0.10.2 + - toolz==0.12.0 + - torch==2.1.0 + - torch-geometric==2.4.0 + - torchaudio==2.1.0 + - torchvision==0.16.0 + - tornado==6.3.3 + - tqdm==4.66.1 + - transformers==4.35.0 + - triton==2.1.0 + - turnkeyml==0.2.0 + - typeguard==4.1.5 + - typing-extensions==4.8.0 + - tzdata==2023.3 + - tzlocal==5.2 + - urllib3==1.26.18 + - validators==0.22.0 + - wandb==0.15.12 + - watchdog==3.0.0 + - werkzeug==3.0.1 + - wheel==0.41.2 + - xgboost==1.6.1 + - xxhash==3.4.1 + - yacs==0.1.8 + - yarl==1.9.2 + - zipp==3.17.0 +task: Computer_Vision diff --git a/models/hrnet_w18_small_v2_Opset18/.gitattributes b/models/hrnet_w18_small_v2_Opset18/.gitattributes new file mode 100644 index 0000000000000000000000000000000000000000..a6344aac8c09253b3b630fb776ae94478aa0275b --- /dev/null +++ b/models/hrnet_w18_small_v2_Opset18/.gitattributes @@ -0,0 +1,35 @@ +*.7z filter=lfs diff=lfs merge=lfs -text +*.arrow filter=lfs diff=lfs merge=lfs -text +*.bin filter=lfs diff=lfs merge=lfs -text +*.bz2 filter=lfs diff=lfs merge=lfs -text +*.ckpt filter=lfs diff=lfs merge=lfs -text +*.ftz filter=lfs diff=lfs merge=lfs -text +*.gz filter=lfs diff=lfs merge=lfs -text +*.h5 filter=lfs diff=lfs merge=lfs -text +*.joblib filter=lfs diff=lfs merge=lfs -text +*.lfs.* filter=lfs diff=lfs merge=lfs -text +*.mlmodel filter=lfs diff=lfs merge=lfs -text +*.model filter=lfs diff=lfs merge=lfs -text +*.msgpack filter=lfs diff=lfs merge=lfs -text +*.npy filter=lfs diff=lfs merge=lfs -text +*.npz filter=lfs diff=lfs merge=lfs -text +*.onnx filter=lfs diff=lfs merge=lfs -text +*.ot filter=lfs diff=lfs merge=lfs -text +*.parquet filter=lfs diff=lfs merge=lfs -text +*.pb filter=lfs diff=lfs merge=lfs -text +*.pickle filter=lfs diff=lfs merge=lfs -text +*.pkl filter=lfs diff=lfs merge=lfs -text +*.pt filter=lfs diff=lfs merge=lfs -text +*.pth filter=lfs diff=lfs merge=lfs -text +*.rar filter=lfs diff=lfs merge=lfs -text +*.safetensors filter=lfs diff=lfs merge=lfs -text +saved_model/**/* filter=lfs diff=lfs merge=lfs -text +*.tar.* filter=lfs diff=lfs merge=lfs -text +*.tar filter=lfs diff=lfs merge=lfs -text +*.tflite filter=lfs diff=lfs merge=lfs -text +*.tgz filter=lfs diff=lfs merge=lfs -text +*.wasm filter=lfs diff=lfs merge=lfs -text +*.xz filter=lfs diff=lfs merge=lfs -text +*.zip filter=lfs diff=lfs merge=lfs -text +*.zst filter=lfs diff=lfs merge=lfs -text +*tfevents* filter=lfs diff=lfs merge=lfs -text diff --git a/models/hrnet_w18_small_v2_Opset18/README.md b/models/hrnet_w18_small_v2_Opset18/README.md new file mode 100644 index 0000000000000000000000000000000000000000..cb31f3bc1961e557a1cc5f9457f36b3d27c2264a --- /dev/null +++ b/models/hrnet_w18_small_v2_Opset18/README.md @@ -0,0 +1,8 @@ +--- +language: en +license: apache-2.0 +model_name: hrnet_w18_small_v2_Opset18.onnx +tags: +- Computer_Vision +--- + diff --git a/models/hrnet_w18_small_v2_Opset18/hrnet_w18_small_v2_Opset18.onnx b/models/hrnet_w18_small_v2_Opset18/hrnet_w18_small_v2_Opset18.onnx new file mode 100644 index 0000000000000000000000000000000000000000..dcd9ea2a507e49813adfb3aaaca9c84376479dfc --- /dev/null +++ b/models/hrnet_w18_small_v2_Opset18/hrnet_w18_small_v2_Opset18.onnx @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:1c0fc89cab7b0c13996ec2339a90d8ab3dc6c7476ad178fdc8410cc168edc18c +size 62424017 diff --git a/models/hrnet_w18_small_v2_Opset18/source.txt b/models/hrnet_w18_small_v2_Opset18/source.txt new file mode 100644 index 0000000000000000000000000000000000000000..a5dcfb10365aa9f71d14132423c13f828ad647a4 --- /dev/null +++ b/models/hrnet_w18_small_v2_Opset18/source.txt @@ -0,0 +1 @@ +https://huggingface.co/onnxmodelzoo/hrnet_w18_small_v2_Opset18 \ No newline at end of file diff --git a/models/hrnet_w18_small_v2_Opset18/turnkey_stats.yaml b/models/hrnet_w18_small_v2_Opset18/turnkey_stats.yaml new file mode 100644 index 0000000000000000000000000000000000000000..5d42ce3a36c555b011ebea68840edc7531f8501d --- /dev/null +++ b/models/hrnet_w18_small_v2_Opset18/turnkey_stats.yaml @@ -0,0 +1,201 @@ +author: timm +builds: + x86_ort: + all_build_stages: + - export_pytorch + - set_success + benchmark_status: successful + completed_build_stages: + export_pytorch: 4.26270866394043 + set_success: 0.016906023025512695 + device_type: x86 + iterations: 100 + onnx_file: /home/azureuser/.cache/turnkey/hrnet_w18_small_v2_timm_e4762a73/onnx/hrnet_w18_small_v2_timm_e4762a73-op18-base.onnx + runtime: ort +builtin_model_script: https://github.com/onnx/turnkeyml/blob/main/models/timm/hrnet_w18_small_v2.py +class: HighResolutionNet +hash: ca883476 +model_name: hrnet_w18_small_v2 +onnx_input_dimensions: + x: + - 1 + - 3 + - 224 + - 224 +onnx_model_information: + ir_version: 8 + opset: 18 + size on disk (KiB): 60960.9863 +onnx_ops_counter: + Add: 91 + Constant: 22 + Conv: 164 + Flatten: 1 + Gemm: 1 + GlobalAveragePool: 1 + Relu: 134 + Resize: 22 +parameters: 15597464 +system_info: + Memory Info: 62.79 GB + OEM System: Virtual Machine + OS Version: Linux-5.15.0-1051-azure-x86_64-with-glibc2.17 + Processor: Intel(R) Xeon(R) Platinum 8272CL CPU @ 2.60GHz + Python Packages: + - gitpython==3.1.40 + - jinja2==3.1.2 + - markdown==3.5.1 + - markupsafe==2.1.3 + - pillow==10.1.0 + - pynacl==1.5.0 + - pyyaml==6.0.1 + - pygments==2.16.1 + - absl-py==2.0.0 + - aiohttp==3.8.6 + - aiosignal==1.3.1 + - altair==5.1.2 + - appdirs==1.4.4 + - async-timeout==4.0.3 + - attrs==23.1.0 + - backports.zoneinfo==0.2.1 + - bcrypt==4.0.1 + - blinker==1.7.0 + - boto3==1.28.77 + - botocore==1.31.77 + - cachetools==5.3.2 + - certifi==2023.7.22 + - cffi==1.16.0 + - charset-normalizer==3.3.2 + - click==8.1.7 + - coloredlogs==15.0.1 + - cryptography==41.0.5 + - datasets==2.14.6 + - diffusers==0.12.0 + - dill==0.3.7 + - docker-pycreds==0.4.0 + - fasteners==0.19 + - filelock==3.13.1 + - flatbuffers==23.5.26 + - frozenlist==1.4.0 + - fsspec==2023.10.0 + - fvcore==0.1.5.post20221221 + - gitdb==4.0.11 + - google-auth==2.23.4 + - google-auth-oauthlib==1.0.0 + - grpcio==1.59.2 + - huggingface-hub==0.17.3 + - humanfriendly==10.0 + - hummingbird-ml==0.4.4 + - idna==3.4 + - importlib-metadata==6.8.0 + - importlib-resources==6.1.0 + - invoke==2.2.0 + - iopath==0.1.10 + - jmespath==1.0.1 + - joblib==1.3.2 + - jsonschema==4.19.2 + - jsonschema-specifications==2023.7.1 + - lightgbm==3.3.5 + - markdown-it-py==3.0.0 + - mdurl==0.1.2 + - mpmath==1.3.0 + - multidict==6.0.4 + - multiprocess==0.70.15 + - networkx==3.1 + - nltk==3.8.1 + - numpy==1.24.4 + - nvidia-cublas-cu12==12.1.3.1 + - nvidia-cuda-cupti-cu12==12.1.105 + - nvidia-cuda-nvrtc-cu12==12.1.105 + - nvidia-cuda-runtime-cu12==12.1.105 + - nvidia-cudnn-cu12==8.9.2.26 + - nvidia-cufft-cu12==11.0.2.54 + - nvidia-curand-cu12==10.3.2.106 + - nvidia-cusolver-cu12==11.4.5.107 + - nvidia-cusparse-cu12==12.1.0.106 + - nvidia-nccl-cu12==2.18.1 + - nvidia-nvjitlink-cu12==12.3.52 + - nvidia-nvtx-cu12==12.1.105 + - oauthlib==3.2.2 + - onnx==1.15.0 + - onnxconverter-common==1.14.0 + - onnxmltools==1.10.0 + - onnxruntime==1.15.1 + - packaging==23.2 + - pandas==2.0.3 + - paramiko==2.11.0 + - pathtools==0.1.2 + - pip==23.3 + - pkgutil-resolve-name==1.3.10 + - portalocker==2.8.2 + - protobuf==3.20.2 + - psutil==5.9.6 + - pyarrow==14.0.0 + - pyasn1==0.5.0 + - pyasn1-modules==0.3.0 + - pycparser==2.21 + - pydeck==0.8.1b0 + - pyparsing==3.1.1 + - python-dateutil==2.8.2 + - pytorch-pretrained-biggan==0.1.1 + - pytz==2023.3.post1 + - referencing==0.30.2 + - regex==2023.10.3 + - requests==2.31.0 + - requests-oauthlib==1.3.1 + - rich==13.6.0 + - rjieba==0.1.11 + - roformer==0.4.3 + - rpds-py==0.10.6 + - rsa==4.9 + - s3transfer==0.7.0 + - safetensors==0.4.0 + - scikit-learn==1.1.1 + - scipy==1.10.1 + - sentence-transformers==2.2.2 + - sentencepiece==0.1.99 + - sentry-sdk==1.34.0 + - seqeval==1.2.2 + - setproctitle==1.3.3 + - setuptools==68.0.0 + - simpletransformers==0.64.3 + - six==1.16.0 + - skl2onnx==1.15.0 + - smmap==5.0.1 + - streamlit==1.28.1 + - sympy==1.12 + - tabulate==0.9.0 + - tenacity==8.2.3 + - tensorboard==2.14.0 + - tensorboard-data-server==0.7.2 + - termcolor==2.3.0 + - threadpoolctl==3.2.0 + - timm==0.9.8 + - tokenizers==0.14.1 + - toml==0.10.2 + - toolz==0.12.0 + - torch==2.1.0 + - torch-geometric==2.4.0 + - torchaudio==2.1.0 + - torchvision==0.16.0 + - tornado==6.3.3 + - tqdm==4.66.1 + - transformers==4.35.0 + - triton==2.1.0 + - turnkeyml==0.2.0 + - typeguard==4.1.5 + - typing-extensions==4.8.0 + - tzdata==2023.3 + - tzlocal==5.2 + - urllib3==1.26.18 + - validators==0.22.0 + - wandb==0.15.12 + - watchdog==3.0.0 + - werkzeug==3.0.1 + - wheel==0.41.2 + - xgboost==1.6.1 + - xxhash==3.4.1 + - yacs==0.1.8 + - yarl==1.9.2 + - zipp==3.17.0 +task: Computer_Vision diff --git a/models/hrnet_w30_Opset16/.gitattributes b/models/hrnet_w30_Opset16/.gitattributes new file mode 100644 index 0000000000000000000000000000000000000000..a6344aac8c09253b3b630fb776ae94478aa0275b --- /dev/null +++ b/models/hrnet_w30_Opset16/.gitattributes @@ -0,0 +1,35 @@ +*.7z filter=lfs diff=lfs merge=lfs -text +*.arrow filter=lfs diff=lfs merge=lfs -text +*.bin filter=lfs diff=lfs merge=lfs -text +*.bz2 filter=lfs diff=lfs merge=lfs -text +*.ckpt filter=lfs diff=lfs merge=lfs -text +*.ftz filter=lfs diff=lfs merge=lfs -text +*.gz filter=lfs diff=lfs merge=lfs -text +*.h5 filter=lfs diff=lfs merge=lfs -text +*.joblib filter=lfs diff=lfs merge=lfs -text +*.lfs.* filter=lfs diff=lfs merge=lfs -text +*.mlmodel filter=lfs diff=lfs merge=lfs -text +*.model filter=lfs diff=lfs merge=lfs -text +*.msgpack filter=lfs diff=lfs merge=lfs -text +*.npy filter=lfs diff=lfs merge=lfs -text +*.npz filter=lfs diff=lfs merge=lfs -text +*.onnx filter=lfs diff=lfs merge=lfs -text +*.ot filter=lfs diff=lfs merge=lfs -text +*.parquet filter=lfs diff=lfs merge=lfs -text +*.pb filter=lfs diff=lfs merge=lfs -text +*.pickle filter=lfs diff=lfs merge=lfs -text +*.pkl filter=lfs diff=lfs merge=lfs -text +*.pt filter=lfs diff=lfs merge=lfs -text +*.pth filter=lfs diff=lfs merge=lfs -text +*.rar filter=lfs diff=lfs merge=lfs -text +*.safetensors filter=lfs diff=lfs merge=lfs -text +saved_model/**/* filter=lfs diff=lfs merge=lfs -text +*.tar.* filter=lfs diff=lfs merge=lfs -text +*.tar filter=lfs diff=lfs merge=lfs -text +*.tflite filter=lfs diff=lfs merge=lfs -text +*.tgz filter=lfs diff=lfs merge=lfs -text +*.wasm filter=lfs diff=lfs merge=lfs -text +*.xz filter=lfs diff=lfs merge=lfs -text +*.zip filter=lfs diff=lfs merge=lfs -text +*.zst filter=lfs diff=lfs merge=lfs -text +*tfevents* filter=lfs diff=lfs merge=lfs -text diff --git a/models/hrnet_w30_Opset16/README.md b/models/hrnet_w30_Opset16/README.md new file mode 100644 index 0000000000000000000000000000000000000000..c85c47d2330288cda5db27152d209463062809e6 --- /dev/null +++ b/models/hrnet_w30_Opset16/README.md @@ -0,0 +1,8 @@ +--- +language: en +license: apache-2.0 +model_name: hrnet_w30_Opset16.onnx +tags: +- Computer_Vision +--- + diff --git a/models/hrnet_w30_Opset16/hrnet_w30_Opset16.onnx b/models/hrnet_w30_Opset16/hrnet_w30_Opset16.onnx new file mode 100644 index 0000000000000000000000000000000000000000..2fd0c2551f1c702f09d54c7e27899e50745e8b2e --- /dev/null +++ b/models/hrnet_w30_Opset16/hrnet_w30_Opset16.onnx @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:85d5ae213b0f60251da322fd0f2a92d95a1229251f5eb56eb0528bf13bd0b0dd +size 150918316 diff --git a/models/hrnet_w30_Opset16/source.txt b/models/hrnet_w30_Opset16/source.txt new file mode 100644 index 0000000000000000000000000000000000000000..6cb25da870dbf4dc797e557ca753224a9a3c8df5 --- /dev/null +++ b/models/hrnet_w30_Opset16/source.txt @@ -0,0 +1 @@ +https://huggingface.co/onnxmodelzoo/hrnet_w30_Opset16 \ No newline at end of file diff --git a/models/hrnet_w30_Opset16/turnkey_stats.yaml b/models/hrnet_w30_Opset16/turnkey_stats.yaml new file mode 100644 index 0000000000000000000000000000000000000000..f603c1b182b018a887dddd4fdc7650fdee94000f --- /dev/null +++ b/models/hrnet_w30_Opset16/turnkey_stats.yaml @@ -0,0 +1,201 @@ +author: timm +builds: + x86_ort: + all_build_stages: + - export_pytorch + - set_success + benchmark_status: successful + completed_build_stages: + export_pytorch: 14.610790014266968 + set_success: 0.022602558135986328 + device_type: x86 + iterations: 100 + onnx_file: /home/azureuser/.cache/turnkey/hrnet_w30_timm_de2aa6b8/onnx/hrnet_w30_timm_de2aa6b8-op16-base.onnx + runtime: ort +builtin_model_script: https://github.com/onnx/turnkeyml/blob/main/models/timm/hrnet_w30.py +class: HighResolutionNet +hash: 21545d6f +model_name: hrnet_w30 +onnx_input_dimensions: + x: + - 1 + - 3 + - 224 + - 224 +onnx_model_information: + ir_version: 8 + opset: 16 + size on disk (KiB): 147381.2002 +onnx_ops_counter: + Add: 177 + Constant: 31 + Conv: 325 + Flatten: 1 + Gemm: 1 + GlobalAveragePool: 1 + Relu: 284 + Resize: 31 +parameters: 37712220 +system_info: + Memory Info: 62.79 GB + OEM System: Virtual Machine + OS Version: Linux-5.15.0-1051-azure-x86_64-with-glibc2.17 + Processor: Intel(R) Xeon(R) Platinum 8272CL CPU @ 2.60GHz + Python Packages: + - gitpython==3.1.40 + - jinja2==3.1.2 + - markdown==3.5.1 + - markupsafe==2.1.3 + - pillow==10.1.0 + - pynacl==1.5.0 + - pyyaml==6.0.1 + - pygments==2.16.1 + - absl-py==2.0.0 + - aiohttp==3.8.6 + - aiosignal==1.3.1 + - altair==5.1.2 + - appdirs==1.4.4 + - async-timeout==4.0.3 + - attrs==23.1.0 + - backports.zoneinfo==0.2.1 + - bcrypt==4.0.1 + - blinker==1.7.0 + - boto3==1.28.77 + - botocore==1.31.77 + - cachetools==5.3.2 + - certifi==2023.7.22 + - cffi==1.16.0 + - charset-normalizer==3.3.2 + - click==8.1.7 + - coloredlogs==15.0.1 + - cryptography==41.0.5 + - datasets==2.14.6 + - diffusers==0.12.0 + - dill==0.3.7 + - docker-pycreds==0.4.0 + - fasteners==0.19 + - filelock==3.13.1 + - flatbuffers==23.5.26 + - frozenlist==1.4.0 + - fsspec==2023.10.0 + - fvcore==0.1.5.post20221221 + - gitdb==4.0.11 + - google-auth==2.23.4 + - google-auth-oauthlib==1.0.0 + - grpcio==1.59.2 + - huggingface-hub==0.17.3 + - humanfriendly==10.0 + - hummingbird-ml==0.4.4 + - idna==3.4 + - importlib-metadata==6.8.0 + - importlib-resources==6.1.0 + - invoke==2.2.0 + - iopath==0.1.10 + - jmespath==1.0.1 + - joblib==1.3.2 + - jsonschema==4.19.2 + - jsonschema-specifications==2023.7.1 + - lightgbm==3.3.5 + - markdown-it-py==3.0.0 + - mdurl==0.1.2 + - mpmath==1.3.0 + - multidict==6.0.4 + - multiprocess==0.70.15 + - networkx==3.1 + - nltk==3.8.1 + - numpy==1.24.4 + - nvidia-cublas-cu12==12.1.3.1 + - nvidia-cuda-cupti-cu12==12.1.105 + - nvidia-cuda-nvrtc-cu12==12.1.105 + - nvidia-cuda-runtime-cu12==12.1.105 + - nvidia-cudnn-cu12==8.9.2.26 + - nvidia-cufft-cu12==11.0.2.54 + - nvidia-curand-cu12==10.3.2.106 + - nvidia-cusolver-cu12==11.4.5.107 + - nvidia-cusparse-cu12==12.1.0.106 + - nvidia-nccl-cu12==2.18.1 + - nvidia-nvjitlink-cu12==12.3.52 + - nvidia-nvtx-cu12==12.1.105 + - oauthlib==3.2.2 + - onnx==1.15.0 + - onnxconverter-common==1.14.0 + - onnxmltools==1.10.0 + - onnxruntime==1.15.1 + - packaging==23.2 + - pandas==2.0.3 + - paramiko==2.11.0 + - pathtools==0.1.2 + - pip==23.3 + - pkgutil-resolve-name==1.3.10 + - portalocker==2.8.2 + - protobuf==3.20.2 + - psutil==5.9.6 + - pyarrow==14.0.0 + - pyasn1==0.5.0 + - pyasn1-modules==0.3.0 + - pycparser==2.21 + - pydeck==0.8.1b0 + - pyparsing==3.1.1 + - python-dateutil==2.8.2 + - pytorch-pretrained-biggan==0.1.1 + - pytz==2023.3.post1 + - referencing==0.30.2 + - regex==2023.10.3 + - requests==2.31.0 + - requests-oauthlib==1.3.1 + - rich==13.6.0 + - rjieba==0.1.11 + - roformer==0.4.3 + - rpds-py==0.10.6 + - rsa==4.9 + - s3transfer==0.7.0 + - safetensors==0.4.0 + - scikit-learn==1.1.1 + - scipy==1.10.1 + - sentence-transformers==2.2.2 + - sentencepiece==0.1.99 + - sentry-sdk==1.34.0 + - seqeval==1.2.2 + - setproctitle==1.3.3 + - setuptools==68.0.0 + - simpletransformers==0.64.3 + - six==1.16.0 + - skl2onnx==1.15.0 + - smmap==5.0.1 + - streamlit==1.28.1 + - sympy==1.12 + - tabulate==0.9.0 + - tenacity==8.2.3 + - tensorboard==2.14.0 + - tensorboard-data-server==0.7.2 + - termcolor==2.3.0 + - threadpoolctl==3.2.0 + - timm==0.9.8 + - tokenizers==0.14.1 + - toml==0.10.2 + - toolz==0.12.0 + - torch==2.1.0 + - torch-geometric==2.4.0 + - torchaudio==2.1.0 + - torchvision==0.16.0 + - tornado==6.3.3 + - tqdm==4.66.1 + - transformers==4.35.0 + - triton==2.1.0 + - turnkeyml==0.2.0 + - typeguard==4.1.5 + - typing-extensions==4.8.0 + - tzdata==2023.3 + - tzlocal==5.2 + - urllib3==1.26.18 + - validators==0.22.0 + - wandb==0.15.12 + - watchdog==3.0.0 + - werkzeug==3.0.1 + - wheel==0.41.2 + - xgboost==1.6.1 + - xxhash==3.4.1 + - yacs==0.1.8 + - yarl==1.9.2 + - zipp==3.17.0 +task: Computer_Vision diff --git a/models/hrnet_w30_Opset17/.gitattributes b/models/hrnet_w30_Opset17/.gitattributes new file mode 100644 index 0000000000000000000000000000000000000000..a6344aac8c09253b3b630fb776ae94478aa0275b --- /dev/null +++ b/models/hrnet_w30_Opset17/.gitattributes @@ -0,0 +1,35 @@ +*.7z filter=lfs diff=lfs merge=lfs -text +*.arrow filter=lfs diff=lfs merge=lfs -text +*.bin filter=lfs diff=lfs merge=lfs -text +*.bz2 filter=lfs diff=lfs merge=lfs -text +*.ckpt filter=lfs diff=lfs merge=lfs -text +*.ftz filter=lfs diff=lfs merge=lfs -text +*.gz filter=lfs diff=lfs merge=lfs -text +*.h5 filter=lfs diff=lfs merge=lfs -text +*.joblib filter=lfs diff=lfs merge=lfs -text +*.lfs.* filter=lfs diff=lfs merge=lfs -text +*.mlmodel filter=lfs diff=lfs merge=lfs -text +*.model filter=lfs diff=lfs merge=lfs -text +*.msgpack filter=lfs diff=lfs merge=lfs -text +*.npy filter=lfs diff=lfs merge=lfs -text +*.npz filter=lfs diff=lfs merge=lfs -text +*.onnx filter=lfs diff=lfs merge=lfs -text +*.ot filter=lfs diff=lfs merge=lfs -text +*.parquet filter=lfs diff=lfs merge=lfs -text +*.pb filter=lfs diff=lfs merge=lfs -text +*.pickle filter=lfs diff=lfs merge=lfs -text +*.pkl filter=lfs diff=lfs merge=lfs -text +*.pt filter=lfs diff=lfs merge=lfs -text +*.pth filter=lfs diff=lfs merge=lfs -text +*.rar filter=lfs diff=lfs merge=lfs -text +*.safetensors filter=lfs diff=lfs merge=lfs -text +saved_model/**/* filter=lfs diff=lfs merge=lfs -text +*.tar.* filter=lfs diff=lfs merge=lfs -text +*.tar filter=lfs diff=lfs merge=lfs -text +*.tflite filter=lfs diff=lfs merge=lfs -text +*.tgz filter=lfs diff=lfs merge=lfs -text +*.wasm filter=lfs diff=lfs merge=lfs -text +*.xz filter=lfs diff=lfs merge=lfs -text +*.zip filter=lfs diff=lfs merge=lfs -text +*.zst filter=lfs diff=lfs merge=lfs -text +*tfevents* filter=lfs diff=lfs merge=lfs -text diff --git a/models/hrnet_w30_Opset17/README.md b/models/hrnet_w30_Opset17/README.md new file mode 100644 index 0000000000000000000000000000000000000000..73599ffafdded34253ead5a1648785df25fd6bf2 --- /dev/null +++ b/models/hrnet_w30_Opset17/README.md @@ -0,0 +1,8 @@ +--- +language: en +license: apache-2.0 +model_name: hrnet_w30_Opset17.onnx +tags: +- Computer_Vision +--- + diff --git a/models/hrnet_w30_Opset17/hrnet_w30_Opset17.onnx b/models/hrnet_w30_Opset17/hrnet_w30_Opset17.onnx new file mode 100644 index 0000000000000000000000000000000000000000..41d6feba8f887e96533dd9f2929b27b578a6e76b --- /dev/null +++ b/models/hrnet_w30_Opset17/hrnet_w30_Opset17.onnx @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:562f0f03e2c1ecf6525cbcde5d4262909e40c3c14402cff714703bff0bb26316 +size 150918316 diff --git a/models/hrnet_w30_Opset17/source.txt b/models/hrnet_w30_Opset17/source.txt new file mode 100644 index 0000000000000000000000000000000000000000..ef8643efa9c6e63f04df18aab1810d97809dc84b --- /dev/null +++ b/models/hrnet_w30_Opset17/source.txt @@ -0,0 +1 @@ +https://huggingface.co/onnxmodelzoo/hrnet_w30_Opset17 \ No newline at end of file diff --git a/models/hrnet_w30_Opset17/turnkey_stats.yaml b/models/hrnet_w30_Opset17/turnkey_stats.yaml new file mode 100644 index 0000000000000000000000000000000000000000..cbb2145347788a93541999d5b6127af8ba6fbc5c --- /dev/null +++ b/models/hrnet_w30_Opset17/turnkey_stats.yaml @@ -0,0 +1,201 @@ +author: timm +builds: + x86_ort: + all_build_stages: + - export_pytorch + - set_success + benchmark_status: successful + completed_build_stages: + export_pytorch: 14.605347633361816 + set_success: 0.02088165283203125 + device_type: x86 + iterations: 100 + onnx_file: /home/azureuser/.cache/turnkey/hrnet_w30_timm_de2aa6b8/onnx/hrnet_w30_timm_de2aa6b8-op17-base.onnx + runtime: ort +builtin_model_script: https://github.com/onnx/turnkeyml/blob/main/models/timm/hrnet_w30.py +class: HighResolutionNet +hash: 21545d6f +model_name: hrnet_w30 +onnx_input_dimensions: + x: + - 1 + - 3 + - 224 + - 224 +onnx_model_information: + ir_version: 8 + opset: 17 + size on disk (KiB): 147381.2002 +onnx_ops_counter: + Add: 177 + Constant: 31 + Conv: 325 + Flatten: 1 + Gemm: 1 + GlobalAveragePool: 1 + Relu: 284 + Resize: 31 +parameters: 37712220 +system_info: + Memory Info: 62.79 GB + OEM System: Virtual Machine + OS Version: Linux-5.15.0-1051-azure-x86_64-with-glibc2.17 + Processor: Intel(R) Xeon(R) Platinum 8272CL CPU @ 2.60GHz + Python Packages: + - gitpython==3.1.40 + - jinja2==3.1.2 + - markdown==3.5.1 + - markupsafe==2.1.3 + - pillow==10.1.0 + - pynacl==1.5.0 + - pyyaml==6.0.1 + - pygments==2.16.1 + - absl-py==2.0.0 + - aiohttp==3.8.6 + - aiosignal==1.3.1 + - altair==5.1.2 + - appdirs==1.4.4 + - async-timeout==4.0.3 + - attrs==23.1.0 + - backports.zoneinfo==0.2.1 + - bcrypt==4.0.1 + - blinker==1.7.0 + - boto3==1.28.77 + - botocore==1.31.77 + - cachetools==5.3.2 + - certifi==2023.7.22 + - cffi==1.16.0 + - charset-normalizer==3.3.2 + - click==8.1.7 + - coloredlogs==15.0.1 + - cryptography==41.0.5 + - datasets==2.14.6 + - diffusers==0.12.0 + - dill==0.3.7 + - docker-pycreds==0.4.0 + - fasteners==0.19 + - filelock==3.13.1 + - flatbuffers==23.5.26 + - frozenlist==1.4.0 + - fsspec==2023.10.0 + - fvcore==0.1.5.post20221221 + - gitdb==4.0.11 + - google-auth==2.23.4 + - google-auth-oauthlib==1.0.0 + - grpcio==1.59.2 + - huggingface-hub==0.17.3 + - humanfriendly==10.0 + - hummingbird-ml==0.4.4 + - idna==3.4 + - importlib-metadata==6.8.0 + - importlib-resources==6.1.0 + - invoke==2.2.0 + - iopath==0.1.10 + - jmespath==1.0.1 + - joblib==1.3.2 + - jsonschema==4.19.2 + - jsonschema-specifications==2023.7.1 + - lightgbm==3.3.5 + - markdown-it-py==3.0.0 + - mdurl==0.1.2 + - mpmath==1.3.0 + - multidict==6.0.4 + - multiprocess==0.70.15 + - networkx==3.1 + - nltk==3.8.1 + - numpy==1.24.4 + - nvidia-cublas-cu12==12.1.3.1 + - nvidia-cuda-cupti-cu12==12.1.105 + - nvidia-cuda-nvrtc-cu12==12.1.105 + - nvidia-cuda-runtime-cu12==12.1.105 + - nvidia-cudnn-cu12==8.9.2.26 + - nvidia-cufft-cu12==11.0.2.54 + - nvidia-curand-cu12==10.3.2.106 + - nvidia-cusolver-cu12==11.4.5.107 + - nvidia-cusparse-cu12==12.1.0.106 + - nvidia-nccl-cu12==2.18.1 + - nvidia-nvjitlink-cu12==12.3.52 + - nvidia-nvtx-cu12==12.1.105 + - oauthlib==3.2.2 + - onnx==1.15.0 + - onnxconverter-common==1.14.0 + - onnxmltools==1.10.0 + - onnxruntime==1.15.1 + - packaging==23.2 + - pandas==2.0.3 + - paramiko==2.11.0 + - pathtools==0.1.2 + - pip==23.3 + - pkgutil-resolve-name==1.3.10 + - portalocker==2.8.2 + - protobuf==3.20.2 + - psutil==5.9.6 + - pyarrow==14.0.0 + - pyasn1==0.5.0 + - pyasn1-modules==0.3.0 + - pycparser==2.21 + - pydeck==0.8.1b0 + - pyparsing==3.1.1 + - python-dateutil==2.8.2 + - pytorch-pretrained-biggan==0.1.1 + - pytz==2023.3.post1 + - referencing==0.30.2 + - regex==2023.10.3 + - requests==2.31.0 + - requests-oauthlib==1.3.1 + - rich==13.6.0 + - rjieba==0.1.11 + - roformer==0.4.3 + - rpds-py==0.10.6 + - rsa==4.9 + - s3transfer==0.7.0 + - safetensors==0.4.0 + - scikit-learn==1.1.1 + - scipy==1.10.1 + - sentence-transformers==2.2.2 + - sentencepiece==0.1.99 + - sentry-sdk==1.34.0 + - seqeval==1.2.2 + - setproctitle==1.3.3 + - setuptools==68.0.0 + - simpletransformers==0.64.3 + - six==1.16.0 + - skl2onnx==1.15.0 + - smmap==5.0.1 + - streamlit==1.28.1 + - sympy==1.12 + - tabulate==0.9.0 + - tenacity==8.2.3 + - tensorboard==2.14.0 + - tensorboard-data-server==0.7.2 + - termcolor==2.3.0 + - threadpoolctl==3.2.0 + - timm==0.9.8 + - tokenizers==0.14.1 + - toml==0.10.2 + - toolz==0.12.0 + - torch==2.1.0 + - torch-geometric==2.4.0 + - torchaudio==2.1.0 + - torchvision==0.16.0 + - tornado==6.3.3 + - tqdm==4.66.1 + - transformers==4.35.0 + - triton==2.1.0 + - turnkeyml==0.2.0 + - typeguard==4.1.5 + - typing-extensions==4.8.0 + - tzdata==2023.3 + - tzlocal==5.2 + - urllib3==1.26.18 + - validators==0.22.0 + - wandb==0.15.12 + - watchdog==3.0.0 + - werkzeug==3.0.1 + - wheel==0.41.2 + - xgboost==1.6.1 + - xxhash==3.4.1 + - yacs==0.1.8 + - yarl==1.9.2 + - zipp==3.17.0 +task: Computer_Vision diff --git a/models/hrnet_w30_Opset18/.gitattributes b/models/hrnet_w30_Opset18/.gitattributes new file mode 100644 index 0000000000000000000000000000000000000000..a6344aac8c09253b3b630fb776ae94478aa0275b --- /dev/null +++ b/models/hrnet_w30_Opset18/.gitattributes @@ -0,0 +1,35 @@ +*.7z filter=lfs diff=lfs merge=lfs -text +*.arrow filter=lfs diff=lfs merge=lfs -text +*.bin filter=lfs diff=lfs merge=lfs -text +*.bz2 filter=lfs diff=lfs merge=lfs -text +*.ckpt filter=lfs diff=lfs merge=lfs -text +*.ftz filter=lfs diff=lfs merge=lfs -text +*.gz filter=lfs diff=lfs merge=lfs -text +*.h5 filter=lfs diff=lfs merge=lfs -text +*.joblib filter=lfs diff=lfs merge=lfs -text +*.lfs.* filter=lfs diff=lfs merge=lfs -text +*.mlmodel filter=lfs diff=lfs merge=lfs -text +*.model filter=lfs diff=lfs merge=lfs -text +*.msgpack filter=lfs diff=lfs merge=lfs -text +*.npy filter=lfs diff=lfs merge=lfs -text +*.npz filter=lfs diff=lfs merge=lfs -text +*.onnx filter=lfs diff=lfs merge=lfs -text +*.ot filter=lfs diff=lfs merge=lfs -text +*.parquet filter=lfs diff=lfs merge=lfs -text +*.pb filter=lfs diff=lfs merge=lfs -text +*.pickle filter=lfs diff=lfs merge=lfs -text +*.pkl filter=lfs diff=lfs merge=lfs -text +*.pt filter=lfs diff=lfs merge=lfs -text +*.pth filter=lfs diff=lfs merge=lfs -text +*.rar filter=lfs diff=lfs merge=lfs -text +*.safetensors filter=lfs diff=lfs merge=lfs -text +saved_model/**/* filter=lfs diff=lfs merge=lfs -text +*.tar.* filter=lfs diff=lfs merge=lfs -text +*.tar filter=lfs diff=lfs merge=lfs -text +*.tflite filter=lfs diff=lfs merge=lfs -text +*.tgz filter=lfs diff=lfs merge=lfs -text +*.wasm filter=lfs diff=lfs merge=lfs -text +*.xz filter=lfs diff=lfs merge=lfs -text +*.zip filter=lfs diff=lfs merge=lfs -text +*.zst filter=lfs diff=lfs merge=lfs -text +*tfevents* filter=lfs diff=lfs merge=lfs -text diff --git a/models/hrnet_w30_Opset18/README.md b/models/hrnet_w30_Opset18/README.md new file mode 100644 index 0000000000000000000000000000000000000000..52f198bb1281fa1a25bc8b6232f9044a2cf72339 --- /dev/null +++ b/models/hrnet_w30_Opset18/README.md @@ -0,0 +1,8 @@ +--- +language: en +license: apache-2.0 +model_name: hrnet_w30_Opset18.onnx +tags: +- Computer_Vision +--- + diff --git a/models/hrnet_w30_Opset18/hrnet_w30_Opset18.onnx b/models/hrnet_w30_Opset18/hrnet_w30_Opset18.onnx new file mode 100644 index 0000000000000000000000000000000000000000..aa19d09f060ee378174b95236ce1b39d05bd88de --- /dev/null +++ b/models/hrnet_w30_Opset18/hrnet_w30_Opset18.onnx @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:90807389227bf6ff54b22c9f3cbccd323a6c129c191775e7cf0aede101178062 +size 150918316 diff --git a/models/hrnet_w30_Opset18/source.txt b/models/hrnet_w30_Opset18/source.txt new file mode 100644 index 0000000000000000000000000000000000000000..f4ffe99292ca14ffcbe01511f06164126d703247 --- /dev/null +++ b/models/hrnet_w30_Opset18/source.txt @@ -0,0 +1 @@ +https://huggingface.co/onnxmodelzoo/hrnet_w30_Opset18 \ No newline at end of file diff --git a/models/hrnet_w30_Opset18/turnkey_stats.yaml b/models/hrnet_w30_Opset18/turnkey_stats.yaml new file mode 100644 index 0000000000000000000000000000000000000000..0acc7398a33a0dd24a4a76d762cdbd44d8c1fe26 --- /dev/null +++ b/models/hrnet_w30_Opset18/turnkey_stats.yaml @@ -0,0 +1,201 @@ +author: timm +builds: + x86_ort: + all_build_stages: + - export_pytorch + - set_success + benchmark_status: successful + completed_build_stages: + export_pytorch: 14.859827041625977 + set_success: 0.023681640625 + device_type: x86 + iterations: 100 + onnx_file: /home/azureuser/.cache/turnkey/hrnet_w30_timm_de2aa6b8/onnx/hrnet_w30_timm_de2aa6b8-op18-base.onnx + runtime: ort +builtin_model_script: https://github.com/onnx/turnkeyml/blob/main/models/timm/hrnet_w30.py +class: HighResolutionNet +hash: 21545d6f +model_name: hrnet_w30 +onnx_input_dimensions: + x: + - 1 + - 3 + - 224 + - 224 +onnx_model_information: + ir_version: 8 + opset: 18 + size on disk (KiB): 147381.2002 +onnx_ops_counter: + Add: 177 + Constant: 31 + Conv: 325 + Flatten: 1 + Gemm: 1 + GlobalAveragePool: 1 + Relu: 284 + Resize: 31 +parameters: 37712220 +system_info: + Memory Info: 62.79 GB + OEM System: Virtual Machine + OS Version: Linux-5.15.0-1051-azure-x86_64-with-glibc2.17 + Processor: Intel(R) Xeon(R) Platinum 8272CL CPU @ 2.60GHz + Python Packages: + - gitpython==3.1.40 + - jinja2==3.1.2 + - markdown==3.5.1 + - markupsafe==2.1.3 + - pillow==10.1.0 + - pynacl==1.5.0 + - pyyaml==6.0.1 + - pygments==2.16.1 + - absl-py==2.0.0 + - aiohttp==3.8.6 + - aiosignal==1.3.1 + - altair==5.1.2 + - appdirs==1.4.4 + - async-timeout==4.0.3 + - attrs==23.1.0 + - backports.zoneinfo==0.2.1 + - bcrypt==4.0.1 + - blinker==1.7.0 + - boto3==1.28.77 + - botocore==1.31.77 + - cachetools==5.3.2 + - certifi==2023.7.22 + - cffi==1.16.0 + - charset-normalizer==3.3.2 + - click==8.1.7 + - coloredlogs==15.0.1 + - cryptography==41.0.5 + - datasets==2.14.6 + - diffusers==0.12.0 + - dill==0.3.7 + - docker-pycreds==0.4.0 + - fasteners==0.19 + - filelock==3.13.1 + - flatbuffers==23.5.26 + - frozenlist==1.4.0 + - fsspec==2023.10.0 + - fvcore==0.1.5.post20221221 + - gitdb==4.0.11 + - google-auth==2.23.4 + - google-auth-oauthlib==1.0.0 + - grpcio==1.59.2 + - huggingface-hub==0.17.3 + - humanfriendly==10.0 + - hummingbird-ml==0.4.4 + - idna==3.4 + - importlib-metadata==6.8.0 + - importlib-resources==6.1.0 + - invoke==2.2.0 + - iopath==0.1.10 + - jmespath==1.0.1 + - joblib==1.3.2 + - jsonschema==4.19.2 + - jsonschema-specifications==2023.7.1 + - lightgbm==3.3.5 + - markdown-it-py==3.0.0 + - mdurl==0.1.2 + - mpmath==1.3.0 + - multidict==6.0.4 + - multiprocess==0.70.15 + - networkx==3.1 + - nltk==3.8.1 + - numpy==1.24.4 + - nvidia-cublas-cu12==12.1.3.1 + - nvidia-cuda-cupti-cu12==12.1.105 + - nvidia-cuda-nvrtc-cu12==12.1.105 + - nvidia-cuda-runtime-cu12==12.1.105 + - nvidia-cudnn-cu12==8.9.2.26 + - nvidia-cufft-cu12==11.0.2.54 + - nvidia-curand-cu12==10.3.2.106 + - nvidia-cusolver-cu12==11.4.5.107 + - nvidia-cusparse-cu12==12.1.0.106 + - nvidia-nccl-cu12==2.18.1 + - nvidia-nvjitlink-cu12==12.3.52 + - nvidia-nvtx-cu12==12.1.105 + - oauthlib==3.2.2 + - onnx==1.15.0 + - onnxconverter-common==1.14.0 + - onnxmltools==1.10.0 + - onnxruntime==1.15.1 + - packaging==23.2 + - pandas==2.0.3 + - paramiko==2.11.0 + - pathtools==0.1.2 + - pip==23.3 + - pkgutil-resolve-name==1.3.10 + - portalocker==2.8.2 + - protobuf==3.20.2 + - psutil==5.9.6 + - pyarrow==14.0.0 + - pyasn1==0.5.0 + - pyasn1-modules==0.3.0 + - pycparser==2.21 + - pydeck==0.8.1b0 + - pyparsing==3.1.1 + - python-dateutil==2.8.2 + - pytorch-pretrained-biggan==0.1.1 + - pytz==2023.3.post1 + - referencing==0.30.2 + - regex==2023.10.3 + - requests==2.31.0 + - requests-oauthlib==1.3.1 + - rich==13.6.0 + - rjieba==0.1.11 + - roformer==0.4.3 + - rpds-py==0.10.6 + - rsa==4.9 + - s3transfer==0.7.0 + - safetensors==0.4.0 + - scikit-learn==1.1.1 + - scipy==1.10.1 + - sentence-transformers==2.2.2 + - sentencepiece==0.1.99 + - sentry-sdk==1.34.0 + - seqeval==1.2.2 + - setproctitle==1.3.3 + - setuptools==68.0.0 + - simpletransformers==0.64.3 + - six==1.16.0 + - skl2onnx==1.15.0 + - smmap==5.0.1 + - streamlit==1.28.1 + - sympy==1.12 + - tabulate==0.9.0 + - tenacity==8.2.3 + - tensorboard==2.14.0 + - tensorboard-data-server==0.7.2 + - termcolor==2.3.0 + - threadpoolctl==3.2.0 + - timm==0.9.8 + - tokenizers==0.14.1 + - toml==0.10.2 + - toolz==0.12.0 + - torch==2.1.0 + - torch-geometric==2.4.0 + - torchaudio==2.1.0 + - torchvision==0.16.0 + - tornado==6.3.3 + - tqdm==4.66.1 + - transformers==4.35.0 + - triton==2.1.0 + - turnkeyml==0.2.0 + - typeguard==4.1.5 + - typing-extensions==4.8.0 + - tzdata==2023.3 + - tzlocal==5.2 + - urllib3==1.26.18 + - validators==0.22.0 + - wandb==0.15.12 + - watchdog==3.0.0 + - werkzeug==3.0.1 + - wheel==0.41.2 + - xgboost==1.6.1 + - xxhash==3.4.1 + - yacs==0.1.8 + - yarl==1.9.2 + - zipp==3.17.0 +task: Computer_Vision diff --git a/models/hrnet_w32_Opset16/.gitattributes b/models/hrnet_w32_Opset16/.gitattributes new file mode 100644 index 0000000000000000000000000000000000000000..a6344aac8c09253b3b630fb776ae94478aa0275b --- /dev/null +++ b/models/hrnet_w32_Opset16/.gitattributes @@ -0,0 +1,35 @@ +*.7z filter=lfs diff=lfs merge=lfs -text +*.arrow filter=lfs diff=lfs merge=lfs -text +*.bin filter=lfs diff=lfs merge=lfs -text +*.bz2 filter=lfs diff=lfs merge=lfs -text +*.ckpt filter=lfs diff=lfs merge=lfs -text +*.ftz filter=lfs diff=lfs merge=lfs -text +*.gz filter=lfs diff=lfs merge=lfs -text +*.h5 filter=lfs diff=lfs merge=lfs -text +*.joblib filter=lfs diff=lfs merge=lfs -text +*.lfs.* filter=lfs diff=lfs merge=lfs -text +*.mlmodel filter=lfs diff=lfs merge=lfs -text +*.model filter=lfs diff=lfs merge=lfs -text +*.msgpack filter=lfs diff=lfs merge=lfs -text +*.npy filter=lfs diff=lfs merge=lfs -text +*.npz filter=lfs diff=lfs merge=lfs -text +*.onnx filter=lfs diff=lfs merge=lfs -text +*.ot filter=lfs diff=lfs merge=lfs -text +*.parquet filter=lfs diff=lfs merge=lfs -text +*.pb filter=lfs diff=lfs merge=lfs -text +*.pickle filter=lfs diff=lfs merge=lfs -text +*.pkl filter=lfs diff=lfs merge=lfs -text +*.pt filter=lfs diff=lfs merge=lfs -text +*.pth filter=lfs diff=lfs merge=lfs -text +*.rar filter=lfs diff=lfs merge=lfs -text +*.safetensors filter=lfs diff=lfs merge=lfs -text +saved_model/**/* filter=lfs diff=lfs merge=lfs -text +*.tar.* filter=lfs diff=lfs merge=lfs -text +*.tar filter=lfs diff=lfs merge=lfs -text +*.tflite filter=lfs diff=lfs merge=lfs -text +*.tgz filter=lfs diff=lfs merge=lfs -text +*.wasm filter=lfs diff=lfs merge=lfs -text +*.xz filter=lfs diff=lfs merge=lfs -text +*.zip filter=lfs diff=lfs merge=lfs -text +*.zst filter=lfs diff=lfs merge=lfs -text +*tfevents* filter=lfs diff=lfs merge=lfs -text diff --git a/models/hrnet_w32_Opset16/README.md b/models/hrnet_w32_Opset16/README.md new file mode 100644 index 0000000000000000000000000000000000000000..48b2f6060630816cd07c871dda81954d1185b44b --- /dev/null +++ b/models/hrnet_w32_Opset16/README.md @@ -0,0 +1,8 @@ +--- +language: en +license: apache-2.0 +model_name: hrnet_w32_Opset16.onnx +tags: +- Computer_Vision +--- + diff --git a/models/hrnet_w32_Opset16/hrnet_w32_Opset16.onnx b/models/hrnet_w32_Opset16/hrnet_w32_Opset16.onnx new file mode 100644 index 0000000000000000000000000000000000000000..512f7cb25405b78e3edb8def5bdae977f5e59241 --- /dev/null +++ b/models/hrnet_w32_Opset16/hrnet_w32_Opset16.onnx @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:4328950705f63282cff68065e838912d1d50355bb3c0c00f98dae23d08857fd0 +size 164993854 diff --git a/models/hrnet_w32_Opset16/source.txt b/models/hrnet_w32_Opset16/source.txt new file mode 100644 index 0000000000000000000000000000000000000000..71ea0cd6d34d0b702a81c545c2b6e5d7140f1749 --- /dev/null +++ b/models/hrnet_w32_Opset16/source.txt @@ -0,0 +1 @@ +https://huggingface.co/onnxmodelzoo/hrnet_w32_Opset16 \ No newline at end of file diff --git a/models/hrnet_w32_Opset16/turnkey_stats.yaml b/models/hrnet_w32_Opset16/turnkey_stats.yaml new file mode 100644 index 0000000000000000000000000000000000000000..981b441f35e907bede17103098d398e2766e0245 --- /dev/null +++ b/models/hrnet_w32_Opset16/turnkey_stats.yaml @@ -0,0 +1,201 @@ +author: timm +builds: + x86_ort: + all_build_stages: + - export_pytorch + - set_success + benchmark_status: successful + completed_build_stages: + export_pytorch: 15.769994258880615 + set_success: 0.026305437088012695 + device_type: x86 + iterations: 100 + onnx_file: /home/azureuser/.cache/turnkey/hrnet_w32_timm_442e97f3/onnx/hrnet_w32_timm_442e97f3-op16-base.onnx + runtime: ort +builtin_model_script: https://github.com/onnx/turnkeyml/blob/main/models/timm/hrnet_w32.py +class: HighResolutionNet +hash: 305f9cda +model_name: hrnet_w32 +onnx_input_dimensions: + x: + - 1 + - 3 + - 224 + - 224 +onnx_model_information: + ir_version: 8 + opset: 16 + size on disk (KiB): 161126.8428 +onnx_ops_counter: + Add: 177 + Constant: 31 + Conv: 325 + Flatten: 1 + Gemm: 1 + GlobalAveragePool: 1 + Relu: 284 + Resize: 31 +parameters: 41232680 +system_info: + Memory Info: 62.79 GB + OEM System: Virtual Machine + OS Version: Linux-5.15.0-1051-azure-x86_64-with-glibc2.17 + Processor: Intel(R) Xeon(R) Platinum 8272CL CPU @ 2.60GHz + Python Packages: + - gitpython==3.1.40 + - jinja2==3.1.2 + - markdown==3.5.1 + - markupsafe==2.1.3 + - pillow==10.1.0 + - pynacl==1.5.0 + - pyyaml==6.0.1 + - pygments==2.16.1 + - absl-py==2.0.0 + - aiohttp==3.8.6 + - aiosignal==1.3.1 + - altair==5.1.2 + - appdirs==1.4.4 + - async-timeout==4.0.3 + - attrs==23.1.0 + - backports.zoneinfo==0.2.1 + - bcrypt==4.0.1 + - blinker==1.7.0 + - boto3==1.28.77 + - botocore==1.31.77 + - cachetools==5.3.2 + - certifi==2023.7.22 + - cffi==1.16.0 + - charset-normalizer==3.3.2 + - click==8.1.7 + - coloredlogs==15.0.1 + - cryptography==41.0.5 + - datasets==2.14.6 + - diffusers==0.12.0 + - dill==0.3.7 + - docker-pycreds==0.4.0 + - fasteners==0.19 + - filelock==3.13.1 + - flatbuffers==23.5.26 + - frozenlist==1.4.0 + - fsspec==2023.10.0 + - fvcore==0.1.5.post20221221 + - gitdb==4.0.11 + - google-auth==2.23.4 + - google-auth-oauthlib==1.0.0 + - grpcio==1.59.2 + - huggingface-hub==0.17.3 + - humanfriendly==10.0 + - hummingbird-ml==0.4.4 + - idna==3.4 + - importlib-metadata==6.8.0 + - importlib-resources==6.1.0 + - invoke==2.2.0 + - iopath==0.1.10 + - jmespath==1.0.1 + - joblib==1.3.2 + - jsonschema==4.19.2 + - jsonschema-specifications==2023.7.1 + - lightgbm==3.3.5 + - markdown-it-py==3.0.0 + - mdurl==0.1.2 + - mpmath==1.3.0 + - multidict==6.0.4 + - multiprocess==0.70.15 + - networkx==3.1 + - nltk==3.8.1 + - numpy==1.24.4 + - nvidia-cublas-cu12==12.1.3.1 + - nvidia-cuda-cupti-cu12==12.1.105 + - nvidia-cuda-nvrtc-cu12==12.1.105 + - nvidia-cuda-runtime-cu12==12.1.105 + - nvidia-cudnn-cu12==8.9.2.26 + - nvidia-cufft-cu12==11.0.2.54 + - nvidia-curand-cu12==10.3.2.106 + - nvidia-cusolver-cu12==11.4.5.107 + - nvidia-cusparse-cu12==12.1.0.106 + - nvidia-nccl-cu12==2.18.1 + - nvidia-nvjitlink-cu12==12.3.52 + - nvidia-nvtx-cu12==12.1.105 + - oauthlib==3.2.2 + - onnx==1.15.0 + - onnxconverter-common==1.14.0 + - onnxmltools==1.10.0 + - onnxruntime==1.15.1 + - packaging==23.2 + - pandas==2.0.3 + - paramiko==2.11.0 + - pathtools==0.1.2 + - pip==23.3 + - pkgutil-resolve-name==1.3.10 + - portalocker==2.8.2 + - protobuf==3.20.2 + - psutil==5.9.6 + - pyarrow==14.0.0 + - pyasn1==0.5.0 + - pyasn1-modules==0.3.0 + - pycparser==2.21 + - pydeck==0.8.1b0 + - pyparsing==3.1.1 + - python-dateutil==2.8.2 + - pytorch-pretrained-biggan==0.1.1 + - pytz==2023.3.post1 + - referencing==0.30.2 + - regex==2023.10.3 + - requests==2.31.0 + - requests-oauthlib==1.3.1 + - rich==13.6.0 + - rjieba==0.1.11 + - roformer==0.4.3 + - rpds-py==0.10.6 + - rsa==4.9 + - s3transfer==0.7.0 + - safetensors==0.4.0 + - scikit-learn==1.1.1 + - scipy==1.10.1 + - sentence-transformers==2.2.2 + - sentencepiece==0.1.99 + - sentry-sdk==1.34.0 + - seqeval==1.2.2 + - setproctitle==1.3.3 + - setuptools==68.0.0 + - simpletransformers==0.64.3 + - six==1.16.0 + - skl2onnx==1.15.0 + - smmap==5.0.1 + - streamlit==1.28.1 + - sympy==1.12 + - tabulate==0.9.0 + - tenacity==8.2.3 + - tensorboard==2.14.0 + - tensorboard-data-server==0.7.2 + - termcolor==2.3.0 + - threadpoolctl==3.2.0 + - timm==0.9.8 + - tokenizers==0.14.1 + - toml==0.10.2 + - toolz==0.12.0 + - torch==2.1.0 + - torch-geometric==2.4.0 + - torchaudio==2.1.0 + - torchvision==0.16.0 + - tornado==6.3.3 + - tqdm==4.66.1 + - transformers==4.35.0 + - triton==2.1.0 + - turnkeyml==0.2.0 + - typeguard==4.1.5 + - typing-extensions==4.8.0 + - tzdata==2023.3 + - tzlocal==5.2 + - urllib3==1.26.18 + - validators==0.22.0 + - wandb==0.15.12 + - watchdog==3.0.0 + - werkzeug==3.0.1 + - wheel==0.41.2 + - xgboost==1.6.1 + - xxhash==3.4.1 + - yacs==0.1.8 + - yarl==1.9.2 + - zipp==3.17.0 +task: Computer_Vision diff --git a/models/hrnet_w32_Opset17/.gitattributes b/models/hrnet_w32_Opset17/.gitattributes new file mode 100644 index 0000000000000000000000000000000000000000..a6344aac8c09253b3b630fb776ae94478aa0275b --- /dev/null +++ b/models/hrnet_w32_Opset17/.gitattributes @@ -0,0 +1,35 @@ +*.7z filter=lfs diff=lfs merge=lfs -text +*.arrow filter=lfs diff=lfs merge=lfs -text +*.bin filter=lfs diff=lfs merge=lfs -text +*.bz2 filter=lfs diff=lfs merge=lfs -text +*.ckpt filter=lfs diff=lfs merge=lfs -text +*.ftz filter=lfs diff=lfs merge=lfs -text +*.gz filter=lfs diff=lfs merge=lfs -text +*.h5 filter=lfs diff=lfs merge=lfs -text +*.joblib filter=lfs diff=lfs merge=lfs -text +*.lfs.* filter=lfs diff=lfs merge=lfs -text +*.mlmodel filter=lfs diff=lfs merge=lfs -text +*.model filter=lfs diff=lfs merge=lfs -text +*.msgpack filter=lfs diff=lfs merge=lfs -text +*.npy filter=lfs diff=lfs merge=lfs -text +*.npz filter=lfs diff=lfs merge=lfs -text +*.onnx filter=lfs diff=lfs merge=lfs -text +*.ot filter=lfs diff=lfs merge=lfs -text +*.parquet filter=lfs diff=lfs merge=lfs -text +*.pb filter=lfs diff=lfs merge=lfs -text +*.pickle filter=lfs diff=lfs merge=lfs -text +*.pkl filter=lfs diff=lfs merge=lfs -text +*.pt filter=lfs diff=lfs merge=lfs -text +*.pth filter=lfs diff=lfs merge=lfs -text +*.rar filter=lfs diff=lfs merge=lfs -text +*.safetensors filter=lfs diff=lfs merge=lfs -text +saved_model/**/* filter=lfs diff=lfs merge=lfs -text +*.tar.* filter=lfs diff=lfs merge=lfs -text +*.tar filter=lfs diff=lfs merge=lfs -text +*.tflite filter=lfs diff=lfs merge=lfs -text +*.tgz filter=lfs diff=lfs merge=lfs -text +*.wasm filter=lfs diff=lfs merge=lfs -text +*.xz filter=lfs diff=lfs merge=lfs -text +*.zip filter=lfs diff=lfs merge=lfs -text +*.zst filter=lfs diff=lfs merge=lfs -text +*tfevents* filter=lfs diff=lfs merge=lfs -text diff --git a/models/hrnet_w32_Opset17/README.md b/models/hrnet_w32_Opset17/README.md new file mode 100644 index 0000000000000000000000000000000000000000..349fc65f4f9f37638e7c12eb7d88496da95263c0 --- /dev/null +++ b/models/hrnet_w32_Opset17/README.md @@ -0,0 +1,8 @@ +--- +language: en +license: apache-2.0 +model_name: hrnet_w32_Opset17.onnx +tags: +- Computer_Vision +--- + diff --git a/models/hrnet_w32_Opset17/hrnet_w32_Opset17.onnx b/models/hrnet_w32_Opset17/hrnet_w32_Opset17.onnx new file mode 100644 index 0000000000000000000000000000000000000000..5d6168df45627eea1330afbb8368b3f88c899b77 --- /dev/null +++ b/models/hrnet_w32_Opset17/hrnet_w32_Opset17.onnx @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:cc133c180f1c1f0d3ac870900ad0a74cfb46464619d00b22955f1be089ad7c22 +size 164993854 diff --git a/models/hrnet_w32_Opset17/source.txt b/models/hrnet_w32_Opset17/source.txt new file mode 100644 index 0000000000000000000000000000000000000000..6d6823cb88a7ca55cb54f56a77d54e9e10275ed7 --- /dev/null +++ b/models/hrnet_w32_Opset17/source.txt @@ -0,0 +1 @@ +https://huggingface.co/onnxmodelzoo/hrnet_w32_Opset17 \ No newline at end of file diff --git a/models/hrnet_w32_Opset17/turnkey_stats.yaml b/models/hrnet_w32_Opset17/turnkey_stats.yaml new file mode 100644 index 0000000000000000000000000000000000000000..2c39d7ffe29acc85dbbb9831c49ba3a9fcc2526d --- /dev/null +++ b/models/hrnet_w32_Opset17/turnkey_stats.yaml @@ -0,0 +1,201 @@ +author: timm +builds: + x86_ort: + all_build_stages: + - export_pytorch + - set_success + benchmark_status: successful + completed_build_stages: + export_pytorch: 14.125114679336548 + set_success: 0.019273996353149414 + device_type: x86 + iterations: 100 + onnx_file: /home/azureuser/.cache/turnkey/hrnet_w32_timm_442e97f3/onnx/hrnet_w32_timm_442e97f3-op17-base.onnx + runtime: ort +builtin_model_script: https://github.com/onnx/turnkeyml/blob/main/models/timm/hrnet_w32.py +class: HighResolutionNet +hash: 305f9cda +model_name: hrnet_w32 +onnx_input_dimensions: + x: + - 1 + - 3 + - 224 + - 224 +onnx_model_information: + ir_version: 8 + opset: 17 + size on disk (KiB): 161126.8428 +onnx_ops_counter: + Add: 177 + Constant: 31 + Conv: 325 + Flatten: 1 + Gemm: 1 + GlobalAveragePool: 1 + Relu: 284 + Resize: 31 +parameters: 41232680 +system_info: + Memory Info: 62.79 GB + OEM System: Virtual Machine + OS Version: Linux-5.15.0-1051-azure-x86_64-with-glibc2.17 + Processor: Intel(R) Xeon(R) Platinum 8272CL CPU @ 2.60GHz + Python Packages: + - gitpython==3.1.40 + - jinja2==3.1.2 + - markdown==3.5.1 + - markupsafe==2.1.3 + - pillow==10.1.0 + - pynacl==1.5.0 + - pyyaml==6.0.1 + - pygments==2.16.1 + - absl-py==2.0.0 + - aiohttp==3.8.6 + - aiosignal==1.3.1 + - altair==5.1.2 + - appdirs==1.4.4 + - async-timeout==4.0.3 + - attrs==23.1.0 + - backports.zoneinfo==0.2.1 + - bcrypt==4.0.1 + - blinker==1.7.0 + - boto3==1.28.77 + - botocore==1.31.77 + - cachetools==5.3.2 + - certifi==2023.7.22 + - cffi==1.16.0 + - charset-normalizer==3.3.2 + - click==8.1.7 + - coloredlogs==15.0.1 + - cryptography==41.0.5 + - datasets==2.14.6 + - diffusers==0.12.0 + - dill==0.3.7 + - docker-pycreds==0.4.0 + - fasteners==0.19 + - filelock==3.13.1 + - flatbuffers==23.5.26 + - frozenlist==1.4.0 + - fsspec==2023.10.0 + - fvcore==0.1.5.post20221221 + - gitdb==4.0.11 + - google-auth==2.23.4 + - google-auth-oauthlib==1.0.0 + - grpcio==1.59.2 + - huggingface-hub==0.17.3 + - humanfriendly==10.0 + - hummingbird-ml==0.4.4 + - idna==3.4 + - importlib-metadata==6.8.0 + - importlib-resources==6.1.0 + - invoke==2.2.0 + - iopath==0.1.10 + - jmespath==1.0.1 + - joblib==1.3.2 + - jsonschema==4.19.2 + - jsonschema-specifications==2023.7.1 + - lightgbm==3.3.5 + - markdown-it-py==3.0.0 + - mdurl==0.1.2 + - mpmath==1.3.0 + - multidict==6.0.4 + - multiprocess==0.70.15 + - networkx==3.1 + - nltk==3.8.1 + - numpy==1.24.4 + - nvidia-cublas-cu12==12.1.3.1 + - nvidia-cuda-cupti-cu12==12.1.105 + - nvidia-cuda-nvrtc-cu12==12.1.105 + - nvidia-cuda-runtime-cu12==12.1.105 + - nvidia-cudnn-cu12==8.9.2.26 + - nvidia-cufft-cu12==11.0.2.54 + - nvidia-curand-cu12==10.3.2.106 + - nvidia-cusolver-cu12==11.4.5.107 + - nvidia-cusparse-cu12==12.1.0.106 + - nvidia-nccl-cu12==2.18.1 + - nvidia-nvjitlink-cu12==12.3.52 + - nvidia-nvtx-cu12==12.1.105 + - oauthlib==3.2.2 + - onnx==1.15.0 + - onnxconverter-common==1.14.0 + - onnxmltools==1.10.0 + - onnxruntime==1.15.1 + - packaging==23.2 + - pandas==2.0.3 + - paramiko==2.11.0 + - pathtools==0.1.2 + - pip==23.3 + - pkgutil-resolve-name==1.3.10 + - portalocker==2.8.2 + - protobuf==3.20.2 + - psutil==5.9.6 + - pyarrow==14.0.0 + - pyasn1==0.5.0 + - pyasn1-modules==0.3.0 + - pycparser==2.21 + - pydeck==0.8.1b0 + - pyparsing==3.1.1 + - python-dateutil==2.8.2 + - pytorch-pretrained-biggan==0.1.1 + - pytz==2023.3.post1 + - referencing==0.30.2 + - regex==2023.10.3 + - requests==2.31.0 + - requests-oauthlib==1.3.1 + - rich==13.6.0 + - rjieba==0.1.11 + - roformer==0.4.3 + - rpds-py==0.10.6 + - rsa==4.9 + - s3transfer==0.7.0 + - safetensors==0.4.0 + - scikit-learn==1.1.1 + - scipy==1.10.1 + - sentence-transformers==2.2.2 + - sentencepiece==0.1.99 + - sentry-sdk==1.34.0 + - seqeval==1.2.2 + - setproctitle==1.3.3 + - setuptools==68.0.0 + - simpletransformers==0.64.3 + - six==1.16.0 + - skl2onnx==1.15.0 + - smmap==5.0.1 + - streamlit==1.28.1 + - sympy==1.12 + - tabulate==0.9.0 + - tenacity==8.2.3 + - tensorboard==2.14.0 + - tensorboard-data-server==0.7.2 + - termcolor==2.3.0 + - threadpoolctl==3.2.0 + - timm==0.9.8 + - tokenizers==0.14.1 + - toml==0.10.2 + - toolz==0.12.0 + - torch==2.1.0 + - torch-geometric==2.4.0 + - torchaudio==2.1.0 + - torchvision==0.16.0 + - tornado==6.3.3 + - tqdm==4.66.1 + - transformers==4.35.0 + - triton==2.1.0 + - turnkeyml==0.2.0 + - typeguard==4.1.5 + - typing-extensions==4.8.0 + - tzdata==2023.3 + - tzlocal==5.2 + - urllib3==1.26.18 + - validators==0.22.0 + - wandb==0.15.12 + - watchdog==3.0.0 + - werkzeug==3.0.1 + - wheel==0.41.2 + - xgboost==1.6.1 + - xxhash==3.4.1 + - yacs==0.1.8 + - yarl==1.9.2 + - zipp==3.17.0 +task: Computer_Vision diff --git a/models/hrnet_w32_Opset18/.gitattributes b/models/hrnet_w32_Opset18/.gitattributes new file mode 100644 index 0000000000000000000000000000000000000000..a6344aac8c09253b3b630fb776ae94478aa0275b --- /dev/null +++ b/models/hrnet_w32_Opset18/.gitattributes @@ -0,0 +1,35 @@ +*.7z filter=lfs diff=lfs merge=lfs -text +*.arrow filter=lfs diff=lfs merge=lfs -text +*.bin filter=lfs diff=lfs merge=lfs -text +*.bz2 filter=lfs diff=lfs merge=lfs -text +*.ckpt filter=lfs diff=lfs merge=lfs -text +*.ftz filter=lfs diff=lfs merge=lfs -text +*.gz filter=lfs diff=lfs merge=lfs -text +*.h5 filter=lfs diff=lfs merge=lfs -text +*.joblib filter=lfs diff=lfs merge=lfs -text +*.lfs.* filter=lfs diff=lfs merge=lfs -text +*.mlmodel filter=lfs diff=lfs merge=lfs -text +*.model filter=lfs diff=lfs merge=lfs -text +*.msgpack filter=lfs diff=lfs merge=lfs -text +*.npy filter=lfs diff=lfs merge=lfs -text +*.npz filter=lfs diff=lfs merge=lfs -text +*.onnx filter=lfs diff=lfs merge=lfs -text +*.ot filter=lfs diff=lfs merge=lfs -text +*.parquet filter=lfs diff=lfs merge=lfs -text +*.pb filter=lfs diff=lfs merge=lfs -text +*.pickle filter=lfs diff=lfs merge=lfs -text +*.pkl filter=lfs diff=lfs merge=lfs -text +*.pt filter=lfs diff=lfs merge=lfs -text +*.pth filter=lfs diff=lfs merge=lfs -text +*.rar filter=lfs diff=lfs merge=lfs -text +*.safetensors filter=lfs diff=lfs merge=lfs -text +saved_model/**/* filter=lfs diff=lfs merge=lfs -text +*.tar.* filter=lfs diff=lfs merge=lfs -text +*.tar filter=lfs diff=lfs merge=lfs -text +*.tflite filter=lfs diff=lfs merge=lfs -text +*.tgz filter=lfs diff=lfs merge=lfs -text +*.wasm filter=lfs diff=lfs merge=lfs -text +*.xz filter=lfs diff=lfs merge=lfs -text +*.zip filter=lfs diff=lfs merge=lfs -text +*.zst filter=lfs diff=lfs merge=lfs -text +*tfevents* filter=lfs diff=lfs merge=lfs -text diff --git a/models/hrnet_w32_Opset18/README.md b/models/hrnet_w32_Opset18/README.md new file mode 100644 index 0000000000000000000000000000000000000000..a28d412034ad5e165c285dd0febdbd117175d67f --- /dev/null +++ b/models/hrnet_w32_Opset18/README.md @@ -0,0 +1,8 @@ +--- +language: en +license: apache-2.0 +model_name: hrnet_w32_Opset18.onnx +tags: +- Computer_Vision +--- + diff --git a/models/hrnet_w32_Opset18/hrnet_w32_Opset18.onnx b/models/hrnet_w32_Opset18/hrnet_w32_Opset18.onnx new file mode 100644 index 0000000000000000000000000000000000000000..5fdadd2601a7bd6613a926e9c95633f97cd9e5ef --- /dev/null +++ b/models/hrnet_w32_Opset18/hrnet_w32_Opset18.onnx @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:e0601e0868a255f8a20c80953829b33b6f22ce9956c46216ca1ad94f6761de95 +size 164993854 diff --git a/models/hrnet_w32_Opset18/source.txt b/models/hrnet_w32_Opset18/source.txt new file mode 100644 index 0000000000000000000000000000000000000000..a7a98ccb7def22a82f10ce3510f3ee17e314f028 --- /dev/null +++ b/models/hrnet_w32_Opset18/source.txt @@ -0,0 +1 @@ +https://huggingface.co/onnxmodelzoo/hrnet_w32_Opset18 \ No newline at end of file diff --git a/models/hrnet_w32_Opset18/turnkey_stats.yaml b/models/hrnet_w32_Opset18/turnkey_stats.yaml new file mode 100644 index 0000000000000000000000000000000000000000..af4555e337a994d637cd8eb12ef84d3e26c5fc2b --- /dev/null +++ b/models/hrnet_w32_Opset18/turnkey_stats.yaml @@ -0,0 +1,201 @@ +author: timm +builds: + x86_ort: + all_build_stages: + - export_pytorch + - set_success + benchmark_status: successful + completed_build_stages: + export_pytorch: 14.432778596878052 + set_success: 0.022072553634643555 + device_type: x86 + iterations: 100 + onnx_file: /home/azureuser/.cache/turnkey/hrnet_w32_timm_442e97f3/onnx/hrnet_w32_timm_442e97f3-op18-base.onnx + runtime: ort +builtin_model_script: https://github.com/onnx/turnkeyml/blob/main/models/timm/hrnet_w32.py +class: HighResolutionNet +hash: 305f9cda +model_name: hrnet_w32 +onnx_input_dimensions: + x: + - 1 + - 3 + - 224 + - 224 +onnx_model_information: + ir_version: 8 + opset: 18 + size on disk (KiB): 161126.8428 +onnx_ops_counter: + Add: 177 + Constant: 31 + Conv: 325 + Flatten: 1 + Gemm: 1 + GlobalAveragePool: 1 + Relu: 284 + Resize: 31 +parameters: 41232680 +system_info: + Memory Info: 62.79 GB + OEM System: Virtual Machine + OS Version: Linux-5.15.0-1051-azure-x86_64-with-glibc2.17 + Processor: Intel(R) Xeon(R) Platinum 8272CL CPU @ 2.60GHz + Python Packages: + - gitpython==3.1.40 + - jinja2==3.1.2 + - markdown==3.5.1 + - markupsafe==2.1.3 + - pillow==10.1.0 + - pynacl==1.5.0 + - pyyaml==6.0.1 + - pygments==2.16.1 + - absl-py==2.0.0 + - aiohttp==3.8.6 + - aiosignal==1.3.1 + - altair==5.1.2 + - appdirs==1.4.4 + - async-timeout==4.0.3 + - attrs==23.1.0 + - backports.zoneinfo==0.2.1 + - bcrypt==4.0.1 + - blinker==1.7.0 + - boto3==1.28.77 + - botocore==1.31.77 + - cachetools==5.3.2 + - certifi==2023.7.22 + - cffi==1.16.0 + - charset-normalizer==3.3.2 + - click==8.1.7 + - coloredlogs==15.0.1 + - cryptography==41.0.5 + - datasets==2.14.6 + - diffusers==0.12.0 + - dill==0.3.7 + - docker-pycreds==0.4.0 + - fasteners==0.19 + - filelock==3.13.1 + - flatbuffers==23.5.26 + - frozenlist==1.4.0 + - fsspec==2023.10.0 + - fvcore==0.1.5.post20221221 + - gitdb==4.0.11 + - google-auth==2.23.4 + - google-auth-oauthlib==1.0.0 + - grpcio==1.59.2 + - huggingface-hub==0.17.3 + - humanfriendly==10.0 + - hummingbird-ml==0.4.4 + - idna==3.4 + - importlib-metadata==6.8.0 + - importlib-resources==6.1.0 + - invoke==2.2.0 + - iopath==0.1.10 + - jmespath==1.0.1 + - joblib==1.3.2 + - jsonschema==4.19.2 + - jsonschema-specifications==2023.7.1 + - lightgbm==3.3.5 + - markdown-it-py==3.0.0 + - mdurl==0.1.2 + - mpmath==1.3.0 + - multidict==6.0.4 + - multiprocess==0.70.15 + - networkx==3.1 + - nltk==3.8.1 + - numpy==1.24.4 + - nvidia-cublas-cu12==12.1.3.1 + - nvidia-cuda-cupti-cu12==12.1.105 + - nvidia-cuda-nvrtc-cu12==12.1.105 + - nvidia-cuda-runtime-cu12==12.1.105 + - nvidia-cudnn-cu12==8.9.2.26 + - nvidia-cufft-cu12==11.0.2.54 + - nvidia-curand-cu12==10.3.2.106 + - nvidia-cusolver-cu12==11.4.5.107 + - nvidia-cusparse-cu12==12.1.0.106 + - nvidia-nccl-cu12==2.18.1 + - nvidia-nvjitlink-cu12==12.3.52 + - nvidia-nvtx-cu12==12.1.105 + - oauthlib==3.2.2 + - onnx==1.15.0 + - onnxconverter-common==1.14.0 + - onnxmltools==1.10.0 + - onnxruntime==1.15.1 + - packaging==23.2 + - pandas==2.0.3 + - paramiko==2.11.0 + - pathtools==0.1.2 + - pip==23.3 + - pkgutil-resolve-name==1.3.10 + - portalocker==2.8.2 + - protobuf==3.20.2 + - psutil==5.9.6 + - pyarrow==14.0.0 + - pyasn1==0.5.0 + - pyasn1-modules==0.3.0 + - pycparser==2.21 + - pydeck==0.8.1b0 + - pyparsing==3.1.1 + - python-dateutil==2.8.2 + - pytorch-pretrained-biggan==0.1.1 + - pytz==2023.3.post1 + - referencing==0.30.2 + - regex==2023.10.3 + - requests==2.31.0 + - requests-oauthlib==1.3.1 + - rich==13.6.0 + - rjieba==0.1.11 + - roformer==0.4.3 + - rpds-py==0.10.6 + - rsa==4.9 + - s3transfer==0.7.0 + - safetensors==0.4.0 + - scikit-learn==1.1.1 + - scipy==1.10.1 + - sentence-transformers==2.2.2 + - sentencepiece==0.1.99 + - sentry-sdk==1.34.0 + - seqeval==1.2.2 + - setproctitle==1.3.3 + - setuptools==68.0.0 + - simpletransformers==0.64.3 + - six==1.16.0 + - skl2onnx==1.15.0 + - smmap==5.0.1 + - streamlit==1.28.1 + - sympy==1.12 + - tabulate==0.9.0 + - tenacity==8.2.3 + - tensorboard==2.14.0 + - tensorboard-data-server==0.7.2 + - termcolor==2.3.0 + - threadpoolctl==3.2.0 + - timm==0.9.8 + - tokenizers==0.14.1 + - toml==0.10.2 + - toolz==0.12.0 + - torch==2.1.0 + - torch-geometric==2.4.0 + - torchaudio==2.1.0 + - torchvision==0.16.0 + - tornado==6.3.3 + - tqdm==4.66.1 + - transformers==4.35.0 + - triton==2.1.0 + - turnkeyml==0.2.0 + - typeguard==4.1.5 + - typing-extensions==4.8.0 + - tzdata==2023.3 + - tzlocal==5.2 + - urllib3==1.26.18 + - validators==0.22.0 + - wandb==0.15.12 + - watchdog==3.0.0 + - werkzeug==3.0.1 + - wheel==0.41.2 + - xgboost==1.6.1 + - xxhash==3.4.1 + - yacs==0.1.8 + - yarl==1.9.2 + - zipp==3.17.0 +task: Computer_Vision diff --git a/models/hrnet_w40_Opset16/.gitattributes b/models/hrnet_w40_Opset16/.gitattributes new file mode 100644 index 0000000000000000000000000000000000000000..a6344aac8c09253b3b630fb776ae94478aa0275b --- /dev/null +++ b/models/hrnet_w40_Opset16/.gitattributes @@ -0,0 +1,35 @@ +*.7z filter=lfs diff=lfs merge=lfs -text +*.arrow filter=lfs diff=lfs merge=lfs -text +*.bin filter=lfs diff=lfs merge=lfs -text +*.bz2 filter=lfs diff=lfs merge=lfs -text +*.ckpt filter=lfs diff=lfs merge=lfs -text +*.ftz filter=lfs diff=lfs merge=lfs -text +*.gz filter=lfs diff=lfs merge=lfs -text +*.h5 filter=lfs diff=lfs merge=lfs -text +*.joblib filter=lfs diff=lfs merge=lfs -text +*.lfs.* filter=lfs diff=lfs merge=lfs -text +*.mlmodel filter=lfs diff=lfs merge=lfs -text +*.model filter=lfs diff=lfs merge=lfs -text +*.msgpack filter=lfs diff=lfs merge=lfs -text +*.npy filter=lfs diff=lfs merge=lfs -text +*.npz filter=lfs diff=lfs merge=lfs -text +*.onnx filter=lfs diff=lfs merge=lfs -text +*.ot filter=lfs diff=lfs merge=lfs -text +*.parquet filter=lfs diff=lfs merge=lfs -text +*.pb filter=lfs diff=lfs merge=lfs -text +*.pickle filter=lfs diff=lfs merge=lfs -text +*.pkl filter=lfs diff=lfs merge=lfs -text +*.pt filter=lfs diff=lfs merge=lfs -text +*.pth filter=lfs diff=lfs merge=lfs -text +*.rar filter=lfs diff=lfs merge=lfs -text +*.safetensors filter=lfs diff=lfs merge=lfs -text +saved_model/**/* filter=lfs diff=lfs merge=lfs -text +*.tar.* filter=lfs diff=lfs merge=lfs -text +*.tar filter=lfs diff=lfs merge=lfs -text +*.tflite filter=lfs diff=lfs merge=lfs -text +*.tgz filter=lfs diff=lfs merge=lfs -text +*.wasm filter=lfs diff=lfs merge=lfs -text +*.xz filter=lfs diff=lfs merge=lfs -text +*.zip filter=lfs diff=lfs merge=lfs -text +*.zst filter=lfs diff=lfs merge=lfs -text +*tfevents* filter=lfs diff=lfs merge=lfs -text diff --git a/models/hrnet_w40_Opset16/README.md b/models/hrnet_w40_Opset16/README.md new file mode 100644 index 0000000000000000000000000000000000000000..5224ddf7198fb6937d19e28b2cf257f7ff77e4b8 --- /dev/null +++ b/models/hrnet_w40_Opset16/README.md @@ -0,0 +1,8 @@ +--- +language: en +license: apache-2.0 +model_name: hrnet_w40_Opset16.onnx +tags: +- Computer_Vision +--- + diff --git a/models/hrnet_w40_Opset16/hrnet_w40_Opset16.onnx b/models/hrnet_w40_Opset16/hrnet_w40_Opset16.onnx new file mode 100644 index 0000000000000000000000000000000000000000..0a9c3d159016bf0e0b3b9702340a25a9f6f5e5fc --- /dev/null +++ b/models/hrnet_w40_Opset16/hrnet_w40_Opset16.onnx @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:08ad5c17bc75923c9492e6c5b3a01cc94d02981995f158947d0e6dc7d39f4c4e +size 230265022 diff --git a/models/hrnet_w40_Opset16/source.txt b/models/hrnet_w40_Opset16/source.txt new file mode 100644 index 0000000000000000000000000000000000000000..cc2f26a61fce8ddbe47b3987bc80ce006ad62a05 --- /dev/null +++ b/models/hrnet_w40_Opset16/source.txt @@ -0,0 +1 @@ +https://huggingface.co/onnxmodelzoo/hrnet_w40_Opset16 \ No newline at end of file diff --git a/models/hrnet_w40_Opset16/turnkey_stats.yaml b/models/hrnet_w40_Opset16/turnkey_stats.yaml new file mode 100644 index 0000000000000000000000000000000000000000..c2a2c211f412c68faddaa43c5833c9977451f26d --- /dev/null +++ b/models/hrnet_w40_Opset16/turnkey_stats.yaml @@ -0,0 +1,201 @@ +author: timm +builds: + x86_ort: + all_build_stages: + - export_pytorch + - set_success + benchmark_status: successful + completed_build_stages: + export_pytorch: 14.82178544998169 + set_success: 0.018790721893310547 + device_type: x86 + iterations: 100 + onnx_file: /home/azureuser/.cache/turnkey/hrnet_w40_timm_2c734eea/onnx/hrnet_w40_timm_2c734eea-op16-base.onnx + runtime: ort +builtin_model_script: https://github.com/onnx/turnkeyml/blob/main/models/timm/hrnet_w40.py +class: HighResolutionNet +hash: 1678f194 +model_name: hrnet_w40 +onnx_input_dimensions: + x: + - 1 + - 3 + - 224 + - 224 +onnx_model_information: + ir_version: 8 + opset: 16 + size on disk (KiB): 224868.2178 +onnx_ops_counter: + Add: 177 + Constant: 31 + Conv: 325 + Flatten: 1 + Gemm: 1 + GlobalAveragePool: 1 + Relu: 284 + Resize: 31 +parameters: 57557160 +system_info: + Memory Info: 62.79 GB + OEM System: Virtual Machine + OS Version: Linux-5.15.0-1051-azure-x86_64-with-glibc2.17 + Processor: Intel(R) Xeon(R) Platinum 8272CL CPU @ 2.60GHz + Python Packages: + - gitpython==3.1.40 + - jinja2==3.1.2 + - markdown==3.5.1 + - markupsafe==2.1.3 + - pillow==10.1.0 + - pynacl==1.5.0 + - pyyaml==6.0.1 + - pygments==2.16.1 + - absl-py==2.0.0 + - aiohttp==3.8.6 + - aiosignal==1.3.1 + - altair==5.1.2 + - appdirs==1.4.4 + - async-timeout==4.0.3 + - attrs==23.1.0 + - backports.zoneinfo==0.2.1 + - bcrypt==4.0.1 + - blinker==1.7.0 + - boto3==1.28.77 + - botocore==1.31.77 + - cachetools==5.3.2 + - certifi==2023.7.22 + - cffi==1.16.0 + - charset-normalizer==3.3.2 + - click==8.1.7 + - coloredlogs==15.0.1 + - cryptography==41.0.5 + - datasets==2.14.6 + - diffusers==0.12.0 + - dill==0.3.7 + - docker-pycreds==0.4.0 + - fasteners==0.19 + - filelock==3.13.1 + - flatbuffers==23.5.26 + - frozenlist==1.4.0 + - fsspec==2023.10.0 + - fvcore==0.1.5.post20221221 + - gitdb==4.0.11 + - google-auth==2.23.4 + - google-auth-oauthlib==1.0.0 + - grpcio==1.59.2 + - huggingface-hub==0.17.3 + - humanfriendly==10.0 + - hummingbird-ml==0.4.4 + - idna==3.4 + - importlib-metadata==6.8.0 + - importlib-resources==6.1.0 + - invoke==2.2.0 + - iopath==0.1.10 + - jmespath==1.0.1 + - joblib==1.3.2 + - jsonschema==4.19.2 + - jsonschema-specifications==2023.7.1 + - lightgbm==3.3.5 + - markdown-it-py==3.0.0 + - mdurl==0.1.2 + - mpmath==1.3.0 + - multidict==6.0.4 + - multiprocess==0.70.15 + - networkx==3.1 + - nltk==3.8.1 + - numpy==1.24.4 + - nvidia-cublas-cu12==12.1.3.1 + - nvidia-cuda-cupti-cu12==12.1.105 + - nvidia-cuda-nvrtc-cu12==12.1.105 + - nvidia-cuda-runtime-cu12==12.1.105 + - nvidia-cudnn-cu12==8.9.2.26 + - nvidia-cufft-cu12==11.0.2.54 + - nvidia-curand-cu12==10.3.2.106 + - nvidia-cusolver-cu12==11.4.5.107 + - nvidia-cusparse-cu12==12.1.0.106 + - nvidia-nccl-cu12==2.18.1 + - nvidia-nvjitlink-cu12==12.3.52 + - nvidia-nvtx-cu12==12.1.105 + - oauthlib==3.2.2 + - onnx==1.15.0 + - onnxconverter-common==1.14.0 + - onnxmltools==1.10.0 + - onnxruntime==1.15.1 + - packaging==23.2 + - pandas==2.0.3 + - paramiko==2.11.0 + - pathtools==0.1.2 + - pip==23.3 + - pkgutil-resolve-name==1.3.10 + - portalocker==2.8.2 + - protobuf==3.20.2 + - psutil==5.9.6 + - pyarrow==14.0.0 + - pyasn1==0.5.0 + - pyasn1-modules==0.3.0 + - pycparser==2.21 + - pydeck==0.8.1b0 + - pyparsing==3.1.1 + - python-dateutil==2.8.2 + - pytorch-pretrained-biggan==0.1.1 + - pytz==2023.3.post1 + - referencing==0.30.2 + - regex==2023.10.3 + - requests==2.31.0 + - requests-oauthlib==1.3.1 + - rich==13.6.0 + - rjieba==0.1.11 + - roformer==0.4.3 + - rpds-py==0.10.6 + - rsa==4.9 + - s3transfer==0.7.0 + - safetensors==0.4.0 + - scikit-learn==1.1.1 + - scipy==1.10.1 + - sentence-transformers==2.2.2 + - sentencepiece==0.1.99 + - sentry-sdk==1.34.0 + - seqeval==1.2.2 + - setproctitle==1.3.3 + - setuptools==68.0.0 + - simpletransformers==0.64.3 + - six==1.16.0 + - skl2onnx==1.15.0 + - smmap==5.0.1 + - streamlit==1.28.1 + - sympy==1.12 + - tabulate==0.9.0 + - tenacity==8.2.3 + - tensorboard==2.14.0 + - tensorboard-data-server==0.7.2 + - termcolor==2.3.0 + - threadpoolctl==3.2.0 + - timm==0.9.8 + - tokenizers==0.14.1 + - toml==0.10.2 + - toolz==0.12.0 + - torch==2.1.0 + - torch-geometric==2.4.0 + - torchaudio==2.1.0 + - torchvision==0.16.0 + - tornado==6.3.3 + - tqdm==4.66.1 + - transformers==4.35.0 + - triton==2.1.0 + - turnkeyml==0.2.0 + - typeguard==4.1.5 + - typing-extensions==4.8.0 + - tzdata==2023.3 + - tzlocal==5.2 + - urllib3==1.26.18 + - validators==0.22.0 + - wandb==0.15.12 + - watchdog==3.0.0 + - werkzeug==3.0.1 + - wheel==0.41.2 + - xgboost==1.6.1 + - xxhash==3.4.1 + - yacs==0.1.8 + - yarl==1.9.2 + - zipp==3.17.0 +task: Computer_Vision diff --git a/models/hrnet_w40_Opset17/.gitattributes b/models/hrnet_w40_Opset17/.gitattributes new file mode 100644 index 0000000000000000000000000000000000000000..a6344aac8c09253b3b630fb776ae94478aa0275b --- /dev/null +++ b/models/hrnet_w40_Opset17/.gitattributes @@ -0,0 +1,35 @@ +*.7z filter=lfs diff=lfs merge=lfs -text +*.arrow filter=lfs diff=lfs merge=lfs -text +*.bin filter=lfs diff=lfs merge=lfs -text +*.bz2 filter=lfs diff=lfs merge=lfs -text +*.ckpt filter=lfs diff=lfs merge=lfs -text +*.ftz filter=lfs diff=lfs merge=lfs -text +*.gz filter=lfs diff=lfs merge=lfs -text +*.h5 filter=lfs diff=lfs merge=lfs -text +*.joblib filter=lfs diff=lfs merge=lfs -text +*.lfs.* filter=lfs diff=lfs merge=lfs -text +*.mlmodel filter=lfs diff=lfs merge=lfs -text +*.model filter=lfs diff=lfs merge=lfs -text +*.msgpack filter=lfs diff=lfs merge=lfs -text +*.npy filter=lfs diff=lfs merge=lfs -text +*.npz filter=lfs diff=lfs merge=lfs -text +*.onnx filter=lfs diff=lfs merge=lfs -text +*.ot filter=lfs diff=lfs merge=lfs -text +*.parquet filter=lfs diff=lfs merge=lfs -text +*.pb filter=lfs diff=lfs merge=lfs -text +*.pickle filter=lfs diff=lfs merge=lfs -text +*.pkl filter=lfs diff=lfs merge=lfs -text +*.pt filter=lfs diff=lfs merge=lfs -text +*.pth filter=lfs diff=lfs merge=lfs -text +*.rar filter=lfs diff=lfs merge=lfs -text +*.safetensors filter=lfs diff=lfs merge=lfs -text +saved_model/**/* filter=lfs diff=lfs merge=lfs -text +*.tar.* filter=lfs diff=lfs merge=lfs -text +*.tar filter=lfs diff=lfs merge=lfs -text +*.tflite filter=lfs diff=lfs merge=lfs -text +*.tgz filter=lfs diff=lfs merge=lfs -text +*.wasm filter=lfs diff=lfs merge=lfs -text +*.xz filter=lfs diff=lfs merge=lfs -text +*.zip filter=lfs diff=lfs merge=lfs -text +*.zst filter=lfs diff=lfs merge=lfs -text +*tfevents* filter=lfs diff=lfs merge=lfs -text diff --git a/models/hrnet_w40_Opset17/README.md b/models/hrnet_w40_Opset17/README.md new file mode 100644 index 0000000000000000000000000000000000000000..2d24636722d86ce758b8630bc00167fce61f9e96 --- /dev/null +++ b/models/hrnet_w40_Opset17/README.md @@ -0,0 +1,8 @@ +--- +language: en +license: apache-2.0 +model_name: hrnet_w40_Opset17.onnx +tags: +- Computer_Vision +--- + diff --git a/models/hrnet_w40_Opset17/hrnet_w40_Opset17.onnx b/models/hrnet_w40_Opset17/hrnet_w40_Opset17.onnx new file mode 100644 index 0000000000000000000000000000000000000000..fcad3b5f2a7d62f8a5abfd61ee0296d688eead44 --- /dev/null +++ b/models/hrnet_w40_Opset17/hrnet_w40_Opset17.onnx @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:fc6ad9d547a35c3ac65c8c3dbfc21aece445936cb3b974543d1a252fd82b7fc3 +size 230265022 diff --git a/models/hrnet_w40_Opset17/source.txt b/models/hrnet_w40_Opset17/source.txt new file mode 100644 index 0000000000000000000000000000000000000000..296f8deda404a70660b2dcc8a6a1123abd89524f --- /dev/null +++ b/models/hrnet_w40_Opset17/source.txt @@ -0,0 +1 @@ +https://huggingface.co/onnxmodelzoo/hrnet_w40_Opset17 \ No newline at end of file diff --git a/models/hrnet_w40_Opset17/turnkey_stats.yaml b/models/hrnet_w40_Opset17/turnkey_stats.yaml new file mode 100644 index 0000000000000000000000000000000000000000..94dec2e9f983775c0b0ade0d95b189dc0b7d87e5 --- /dev/null +++ b/models/hrnet_w40_Opset17/turnkey_stats.yaml @@ -0,0 +1,201 @@ +author: timm +builds: + x86_ort: + all_build_stages: + - export_pytorch + - set_success + benchmark_status: successful + completed_build_stages: + export_pytorch: 14.701706886291504 + set_success: 0.019053936004638672 + device_type: x86 + iterations: 100 + onnx_file: /home/azureuser/.cache/turnkey/hrnet_w40_timm_2c734eea/onnx/hrnet_w40_timm_2c734eea-op17-base.onnx + runtime: ort +builtin_model_script: https://github.com/onnx/turnkeyml/blob/main/models/timm/hrnet_w40.py +class: HighResolutionNet +hash: 1678f194 +model_name: hrnet_w40 +onnx_input_dimensions: + x: + - 1 + - 3 + - 224 + - 224 +onnx_model_information: + ir_version: 8 + opset: 17 + size on disk (KiB): 224868.2178 +onnx_ops_counter: + Add: 177 + Constant: 31 + Conv: 325 + Flatten: 1 + Gemm: 1 + GlobalAveragePool: 1 + Relu: 284 + Resize: 31 +parameters: 57557160 +system_info: + Memory Info: 62.79 GB + OEM System: Virtual Machine + OS Version: Linux-5.15.0-1051-azure-x86_64-with-glibc2.17 + Processor: Intel(R) Xeon(R) Platinum 8272CL CPU @ 2.60GHz + Python Packages: + - gitpython==3.1.40 + - jinja2==3.1.2 + - markdown==3.5.1 + - markupsafe==2.1.3 + - pillow==10.1.0 + - pynacl==1.5.0 + - pyyaml==6.0.1 + - pygments==2.16.1 + - absl-py==2.0.0 + - aiohttp==3.8.6 + - aiosignal==1.3.1 + - altair==5.1.2 + - appdirs==1.4.4 + - async-timeout==4.0.3 + - attrs==23.1.0 + - backports.zoneinfo==0.2.1 + - bcrypt==4.0.1 + - blinker==1.7.0 + - boto3==1.28.77 + - botocore==1.31.77 + - cachetools==5.3.2 + - certifi==2023.7.22 + - cffi==1.16.0 + - charset-normalizer==3.3.2 + - click==8.1.7 + - coloredlogs==15.0.1 + - cryptography==41.0.5 + - datasets==2.14.6 + - diffusers==0.12.0 + - dill==0.3.7 + - docker-pycreds==0.4.0 + - fasteners==0.19 + - filelock==3.13.1 + - flatbuffers==23.5.26 + - frozenlist==1.4.0 + - fsspec==2023.10.0 + - fvcore==0.1.5.post20221221 + - gitdb==4.0.11 + - google-auth==2.23.4 + - google-auth-oauthlib==1.0.0 + - grpcio==1.59.2 + - huggingface-hub==0.17.3 + - humanfriendly==10.0 + - hummingbird-ml==0.4.4 + - idna==3.4 + - importlib-metadata==6.8.0 + - importlib-resources==6.1.0 + - invoke==2.2.0 + - iopath==0.1.10 + - jmespath==1.0.1 + - joblib==1.3.2 + - jsonschema==4.19.2 + - jsonschema-specifications==2023.7.1 + - lightgbm==3.3.5 + - markdown-it-py==3.0.0 + - mdurl==0.1.2 + - mpmath==1.3.0 + - multidict==6.0.4 + - multiprocess==0.70.15 + - networkx==3.1 + - nltk==3.8.1 + - numpy==1.24.4 + - nvidia-cublas-cu12==12.1.3.1 + - nvidia-cuda-cupti-cu12==12.1.105 + - nvidia-cuda-nvrtc-cu12==12.1.105 + - nvidia-cuda-runtime-cu12==12.1.105 + - nvidia-cudnn-cu12==8.9.2.26 + - nvidia-cufft-cu12==11.0.2.54 + - nvidia-curand-cu12==10.3.2.106 + - nvidia-cusolver-cu12==11.4.5.107 + - nvidia-cusparse-cu12==12.1.0.106 + - nvidia-nccl-cu12==2.18.1 + - nvidia-nvjitlink-cu12==12.3.52 + - nvidia-nvtx-cu12==12.1.105 + - oauthlib==3.2.2 + - onnx==1.15.0 + - onnxconverter-common==1.14.0 + - onnxmltools==1.10.0 + - onnxruntime==1.15.1 + - packaging==23.2 + - pandas==2.0.3 + - paramiko==2.11.0 + - pathtools==0.1.2 + - pip==23.3 + - pkgutil-resolve-name==1.3.10 + - portalocker==2.8.2 + - protobuf==3.20.2 + - psutil==5.9.6 + - pyarrow==14.0.0 + - pyasn1==0.5.0 + - pyasn1-modules==0.3.0 + - pycparser==2.21 + - pydeck==0.8.1b0 + - pyparsing==3.1.1 + - python-dateutil==2.8.2 + - pytorch-pretrained-biggan==0.1.1 + - pytz==2023.3.post1 + - referencing==0.30.2 + - regex==2023.10.3 + - requests==2.31.0 + - requests-oauthlib==1.3.1 + - rich==13.6.0 + - rjieba==0.1.11 + - roformer==0.4.3 + - rpds-py==0.10.6 + - rsa==4.9 + - s3transfer==0.7.0 + - safetensors==0.4.0 + - scikit-learn==1.1.1 + - scipy==1.10.1 + - sentence-transformers==2.2.2 + - sentencepiece==0.1.99 + - sentry-sdk==1.34.0 + - seqeval==1.2.2 + - setproctitle==1.3.3 + - setuptools==68.0.0 + - simpletransformers==0.64.3 + - six==1.16.0 + - skl2onnx==1.15.0 + - smmap==5.0.1 + - streamlit==1.28.1 + - sympy==1.12 + - tabulate==0.9.0 + - tenacity==8.2.3 + - tensorboard==2.14.0 + - tensorboard-data-server==0.7.2 + - termcolor==2.3.0 + - threadpoolctl==3.2.0 + - timm==0.9.8 + - tokenizers==0.14.1 + - toml==0.10.2 + - toolz==0.12.0 + - torch==2.1.0 + - torch-geometric==2.4.0 + - torchaudio==2.1.0 + - torchvision==0.16.0 + - tornado==6.3.3 + - tqdm==4.66.1 + - transformers==4.35.0 + - triton==2.1.0 + - turnkeyml==0.2.0 + - typeguard==4.1.5 + - typing-extensions==4.8.0 + - tzdata==2023.3 + - tzlocal==5.2 + - urllib3==1.26.18 + - validators==0.22.0 + - wandb==0.15.12 + - watchdog==3.0.0 + - werkzeug==3.0.1 + - wheel==0.41.2 + - xgboost==1.6.1 + - xxhash==3.4.1 + - yacs==0.1.8 + - yarl==1.9.2 + - zipp==3.17.0 +task: Computer_Vision diff --git a/models/hrnet_w40_Opset18/.gitattributes b/models/hrnet_w40_Opset18/.gitattributes new file mode 100644 index 0000000000000000000000000000000000000000..a6344aac8c09253b3b630fb776ae94478aa0275b --- /dev/null +++ b/models/hrnet_w40_Opset18/.gitattributes @@ -0,0 +1,35 @@ +*.7z filter=lfs diff=lfs merge=lfs -text +*.arrow filter=lfs diff=lfs merge=lfs -text +*.bin filter=lfs diff=lfs merge=lfs -text +*.bz2 filter=lfs diff=lfs merge=lfs -text +*.ckpt filter=lfs diff=lfs merge=lfs -text +*.ftz filter=lfs diff=lfs merge=lfs -text +*.gz filter=lfs diff=lfs merge=lfs -text +*.h5 filter=lfs diff=lfs merge=lfs -text +*.joblib filter=lfs diff=lfs merge=lfs -text +*.lfs.* filter=lfs diff=lfs merge=lfs -text +*.mlmodel filter=lfs diff=lfs merge=lfs -text +*.model filter=lfs diff=lfs merge=lfs -text +*.msgpack filter=lfs diff=lfs merge=lfs -text +*.npy filter=lfs diff=lfs merge=lfs -text +*.npz filter=lfs diff=lfs merge=lfs -text +*.onnx filter=lfs diff=lfs merge=lfs -text +*.ot filter=lfs diff=lfs merge=lfs -text +*.parquet filter=lfs diff=lfs merge=lfs -text +*.pb filter=lfs diff=lfs merge=lfs -text +*.pickle filter=lfs diff=lfs merge=lfs -text +*.pkl filter=lfs diff=lfs merge=lfs -text +*.pt filter=lfs diff=lfs merge=lfs -text +*.pth filter=lfs diff=lfs merge=lfs -text +*.rar filter=lfs diff=lfs merge=lfs -text +*.safetensors filter=lfs diff=lfs merge=lfs -text +saved_model/**/* filter=lfs diff=lfs merge=lfs -text +*.tar.* filter=lfs diff=lfs merge=lfs -text +*.tar filter=lfs diff=lfs merge=lfs -text +*.tflite filter=lfs diff=lfs merge=lfs -text +*.tgz filter=lfs diff=lfs merge=lfs -text +*.wasm filter=lfs diff=lfs merge=lfs -text +*.xz filter=lfs diff=lfs merge=lfs -text +*.zip filter=lfs diff=lfs merge=lfs -text +*.zst filter=lfs diff=lfs merge=lfs -text +*tfevents* filter=lfs diff=lfs merge=lfs -text diff --git a/models/hrnet_w40_Opset18/README.md b/models/hrnet_w40_Opset18/README.md new file mode 100644 index 0000000000000000000000000000000000000000..6a2176b26248b54a3e7cc6ddd3e9fb74972786c2 --- /dev/null +++ b/models/hrnet_w40_Opset18/README.md @@ -0,0 +1,8 @@ +--- +language: en +license: apache-2.0 +model_name: hrnet_w40_Opset18.onnx +tags: +- Computer_Vision +--- + diff --git a/models/hrnet_w40_Opset18/hrnet_w40_Opset18.onnx b/models/hrnet_w40_Opset18/hrnet_w40_Opset18.onnx new file mode 100644 index 0000000000000000000000000000000000000000..14147afe2c36ca0d3a914fda390025f6c6087d4d --- /dev/null +++ b/models/hrnet_w40_Opset18/hrnet_w40_Opset18.onnx @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:a8dab109828986fa69a49b2652c49c802ef60a33c14e671d4398fb8bac2693b1 +size 230265022 diff --git a/models/hrnet_w40_Opset18/source.txt b/models/hrnet_w40_Opset18/source.txt new file mode 100644 index 0000000000000000000000000000000000000000..91f7089b8980c4d0c743c65484dc498cd4e0daa5 --- /dev/null +++ b/models/hrnet_w40_Opset18/source.txt @@ -0,0 +1 @@ +https://huggingface.co/onnxmodelzoo/hrnet_w40_Opset18 \ No newline at end of file diff --git a/models/hrnet_w40_Opset18/turnkey_stats.yaml b/models/hrnet_w40_Opset18/turnkey_stats.yaml new file mode 100644 index 0000000000000000000000000000000000000000..a287578bdcbb8c29b73ba68390352877972cb3e9 --- /dev/null +++ b/models/hrnet_w40_Opset18/turnkey_stats.yaml @@ -0,0 +1,201 @@ +author: timm +builds: + x86_ort: + all_build_stages: + - export_pytorch + - set_success + benchmark_status: successful + completed_build_stages: + export_pytorch: 15.447518348693848 + set_success: 0.02859640121459961 + device_type: x86 + iterations: 100 + onnx_file: /home/azureuser/.cache/turnkey/hrnet_w40_timm_2c734eea/onnx/hrnet_w40_timm_2c734eea-op18-base.onnx + runtime: ort +builtin_model_script: https://github.com/onnx/turnkeyml/blob/main/models/timm/hrnet_w40.py +class: HighResolutionNet +hash: 1678f194 +model_name: hrnet_w40 +onnx_input_dimensions: + x: + - 1 + - 3 + - 224 + - 224 +onnx_model_information: + ir_version: 8 + opset: 18 + size on disk (KiB): 224868.2178 +onnx_ops_counter: + Add: 177 + Constant: 31 + Conv: 325 + Flatten: 1 + Gemm: 1 + GlobalAveragePool: 1 + Relu: 284 + Resize: 31 +parameters: 57557160 +system_info: + Memory Info: 62.79 GB + OEM System: Virtual Machine + OS Version: Linux-5.15.0-1051-azure-x86_64-with-glibc2.17 + Processor: Intel(R) Xeon(R) Platinum 8272CL CPU @ 2.60GHz + Python Packages: + - gitpython==3.1.40 + - jinja2==3.1.2 + - markdown==3.5.1 + - markupsafe==2.1.3 + - pillow==10.1.0 + - pynacl==1.5.0 + - pyyaml==6.0.1 + - pygments==2.16.1 + - absl-py==2.0.0 + - aiohttp==3.8.6 + - aiosignal==1.3.1 + - altair==5.1.2 + - appdirs==1.4.4 + - async-timeout==4.0.3 + - attrs==23.1.0 + - backports.zoneinfo==0.2.1 + - bcrypt==4.0.1 + - blinker==1.7.0 + - boto3==1.28.77 + - botocore==1.31.77 + - cachetools==5.3.2 + - certifi==2023.7.22 + - cffi==1.16.0 + - charset-normalizer==3.3.2 + - click==8.1.7 + - coloredlogs==15.0.1 + - cryptography==41.0.5 + - datasets==2.14.6 + - diffusers==0.12.0 + - dill==0.3.7 + - docker-pycreds==0.4.0 + - fasteners==0.19 + - filelock==3.13.1 + - flatbuffers==23.5.26 + - frozenlist==1.4.0 + - fsspec==2023.10.0 + - fvcore==0.1.5.post20221221 + - gitdb==4.0.11 + - google-auth==2.23.4 + - google-auth-oauthlib==1.0.0 + - grpcio==1.59.2 + - huggingface-hub==0.17.3 + - humanfriendly==10.0 + - hummingbird-ml==0.4.4 + - idna==3.4 + - importlib-metadata==6.8.0 + - importlib-resources==6.1.0 + - invoke==2.2.0 + - iopath==0.1.10 + - jmespath==1.0.1 + - joblib==1.3.2 + - jsonschema==4.19.2 + - jsonschema-specifications==2023.7.1 + - lightgbm==3.3.5 + - markdown-it-py==3.0.0 + - mdurl==0.1.2 + - mpmath==1.3.0 + - multidict==6.0.4 + - multiprocess==0.70.15 + - networkx==3.1 + - nltk==3.8.1 + - numpy==1.24.4 + - nvidia-cublas-cu12==12.1.3.1 + - nvidia-cuda-cupti-cu12==12.1.105 + - nvidia-cuda-nvrtc-cu12==12.1.105 + - nvidia-cuda-runtime-cu12==12.1.105 + - nvidia-cudnn-cu12==8.9.2.26 + - nvidia-cufft-cu12==11.0.2.54 + - nvidia-curand-cu12==10.3.2.106 + - nvidia-cusolver-cu12==11.4.5.107 + - nvidia-cusparse-cu12==12.1.0.106 + - nvidia-nccl-cu12==2.18.1 + - nvidia-nvjitlink-cu12==12.3.52 + - nvidia-nvtx-cu12==12.1.105 + - oauthlib==3.2.2 + - onnx==1.15.0 + - onnxconverter-common==1.14.0 + - onnxmltools==1.10.0 + - onnxruntime==1.15.1 + - packaging==23.2 + - pandas==2.0.3 + - paramiko==2.11.0 + - pathtools==0.1.2 + - pip==23.3 + - pkgutil-resolve-name==1.3.10 + - portalocker==2.8.2 + - protobuf==3.20.2 + - psutil==5.9.6 + - pyarrow==14.0.0 + - pyasn1==0.5.0 + - pyasn1-modules==0.3.0 + - pycparser==2.21 + - pydeck==0.8.1b0 + - pyparsing==3.1.1 + - python-dateutil==2.8.2 + - pytorch-pretrained-biggan==0.1.1 + - pytz==2023.3.post1 + - referencing==0.30.2 + - regex==2023.10.3 + - requests==2.31.0 + - requests-oauthlib==1.3.1 + - rich==13.6.0 + - rjieba==0.1.11 + - roformer==0.4.3 + - rpds-py==0.10.6 + - rsa==4.9 + - s3transfer==0.7.0 + - safetensors==0.4.0 + - scikit-learn==1.1.1 + - scipy==1.10.1 + - sentence-transformers==2.2.2 + - sentencepiece==0.1.99 + - sentry-sdk==1.34.0 + - seqeval==1.2.2 + - setproctitle==1.3.3 + - setuptools==68.0.0 + - simpletransformers==0.64.3 + - six==1.16.0 + - skl2onnx==1.15.0 + - smmap==5.0.1 + - streamlit==1.28.1 + - sympy==1.12 + - tabulate==0.9.0 + - tenacity==8.2.3 + - tensorboard==2.14.0 + - tensorboard-data-server==0.7.2 + - termcolor==2.3.0 + - threadpoolctl==3.2.0 + - timm==0.9.8 + - tokenizers==0.14.1 + - toml==0.10.2 + - toolz==0.12.0 + - torch==2.1.0 + - torch-geometric==2.4.0 + - torchaudio==2.1.0 + - torchvision==0.16.0 + - tornado==6.3.3 + - tqdm==4.66.1 + - transformers==4.35.0 + - triton==2.1.0 + - turnkeyml==0.2.0 + - typeguard==4.1.5 + - typing-extensions==4.8.0 + - tzdata==2023.3 + - tzlocal==5.2 + - urllib3==1.26.18 + - validators==0.22.0 + - wandb==0.15.12 + - watchdog==3.0.0 + - werkzeug==3.0.1 + - wheel==0.41.2 + - xgboost==1.6.1 + - xxhash==3.4.1 + - yacs==0.1.8 + - yarl==1.9.2 + - zipp==3.17.0 +task: Computer_Vision diff --git a/models/hrnet_w44_Opset16/.gitattributes b/models/hrnet_w44_Opset16/.gitattributes new file mode 100644 index 0000000000000000000000000000000000000000..a6344aac8c09253b3b630fb776ae94478aa0275b --- /dev/null +++ b/models/hrnet_w44_Opset16/.gitattributes @@ -0,0 +1,35 @@ +*.7z filter=lfs diff=lfs merge=lfs -text +*.arrow filter=lfs diff=lfs merge=lfs -text +*.bin filter=lfs diff=lfs merge=lfs -text +*.bz2 filter=lfs diff=lfs merge=lfs -text +*.ckpt filter=lfs diff=lfs merge=lfs -text +*.ftz filter=lfs diff=lfs merge=lfs -text +*.gz filter=lfs diff=lfs merge=lfs -text +*.h5 filter=lfs diff=lfs merge=lfs -text +*.joblib filter=lfs diff=lfs merge=lfs -text +*.lfs.* filter=lfs diff=lfs merge=lfs -text +*.mlmodel filter=lfs diff=lfs merge=lfs -text +*.model filter=lfs diff=lfs merge=lfs -text +*.msgpack filter=lfs diff=lfs merge=lfs -text +*.npy filter=lfs diff=lfs merge=lfs -text +*.npz filter=lfs diff=lfs merge=lfs -text +*.onnx filter=lfs diff=lfs merge=lfs -text +*.ot filter=lfs diff=lfs merge=lfs -text +*.parquet filter=lfs diff=lfs merge=lfs -text +*.pb filter=lfs diff=lfs merge=lfs -text +*.pickle filter=lfs diff=lfs merge=lfs -text +*.pkl filter=lfs diff=lfs merge=lfs -text +*.pt filter=lfs diff=lfs merge=lfs -text +*.pth filter=lfs diff=lfs merge=lfs -text +*.rar filter=lfs diff=lfs merge=lfs -text +*.safetensors filter=lfs diff=lfs merge=lfs -text +saved_model/**/* filter=lfs diff=lfs merge=lfs -text +*.tar.* filter=lfs diff=lfs merge=lfs -text +*.tar filter=lfs diff=lfs merge=lfs -text +*.tflite filter=lfs diff=lfs merge=lfs -text +*.tgz filter=lfs diff=lfs merge=lfs -text +*.wasm filter=lfs diff=lfs merge=lfs -text +*.xz filter=lfs diff=lfs merge=lfs -text +*.zip filter=lfs diff=lfs merge=lfs -text +*.zst filter=lfs diff=lfs merge=lfs -text +*tfevents* filter=lfs diff=lfs merge=lfs -text diff --git a/models/hrnet_w44_Opset16/README.md b/models/hrnet_w44_Opset16/README.md new file mode 100644 index 0000000000000000000000000000000000000000..9d259a77a2fe1ddf0347a8be69e32005ff642ad5 --- /dev/null +++ b/models/hrnet_w44_Opset16/README.md @@ -0,0 +1,8 @@ +--- +language: en +license: apache-2.0 +model_name: hrnet_w44_Opset16.onnx +tags: +- Computer_Vision +--- + diff --git a/models/hrnet_w44_Opset16/hrnet_w44_Opset16.onnx b/models/hrnet_w44_Opset16/hrnet_w44_Opset16.onnx new file mode 100644 index 0000000000000000000000000000000000000000..6d65887504d9f487d3f868a54bff6b3bc829e6fe --- /dev/null +++ b/models/hrnet_w44_Opset16/hrnet_w44_Opset16.onnx @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:f3f974d101f0d15a57599db451fdb080b58ec01bd5a0bcb0b884e9a7e6c050b2 +size 268282950 diff --git a/models/hrnet_w44_Opset16/source.txt b/models/hrnet_w44_Opset16/source.txt new file mode 100644 index 0000000000000000000000000000000000000000..29ec2f0a2fd34045e4ff5c94f52eb2eb3c9ad3de --- /dev/null +++ b/models/hrnet_w44_Opset16/source.txt @@ -0,0 +1 @@ +https://huggingface.co/onnxmodelzoo/hrnet_w44_Opset16 \ No newline at end of file diff --git a/models/hrnet_w44_Opset16/turnkey_stats.yaml b/models/hrnet_w44_Opset16/turnkey_stats.yaml new file mode 100644 index 0000000000000000000000000000000000000000..4d898a9c022558f2ffcbb7b6edf99a558357e92d --- /dev/null +++ b/models/hrnet_w44_Opset16/turnkey_stats.yaml @@ -0,0 +1,201 @@ +author: timm +builds: + x86_ort: + all_build_stages: + - export_pytorch + - set_success + benchmark_status: successful + completed_build_stages: + export_pytorch: 15.020885944366455 + set_success: 0.019356966018676758 + device_type: x86 + iterations: 100 + onnx_file: /home/azureuser/.cache/turnkey/hrnet_w44_timm_afadb577/onnx/hrnet_w44_timm_afadb577-op16-base.onnx + runtime: ort +builtin_model_script: https://github.com/onnx/turnkeyml/blob/main/models/timm/hrnet_w44.py +class: HighResolutionNet +hash: a0eb99ec +model_name: hrnet_w44 +onnx_input_dimensions: + x: + - 1 + - 3 + - 224 + - 224 +onnx_model_information: + ir_version: 8 + opset: 16 + size on disk (KiB): 261995.1006 +onnx_ops_counter: + Add: 177 + Constant: 31 + Conv: 325 + Flatten: 1 + Gemm: 1 + GlobalAveragePool: 1 + Relu: 284 + Resize: 31 +parameters: 67064984 +system_info: + Memory Info: 62.79 GB + OEM System: Virtual Machine + OS Version: Linux-5.15.0-1051-azure-x86_64-with-glibc2.17 + Processor: Intel(R) Xeon(R) Platinum 8272CL CPU @ 2.60GHz + Python Packages: + - gitpython==3.1.40 + - jinja2==3.1.2 + - markdown==3.5.1 + - markupsafe==2.1.3 + - pillow==10.1.0 + - pynacl==1.5.0 + - pyyaml==6.0.1 + - pygments==2.16.1 + - absl-py==2.0.0 + - aiohttp==3.8.6 + - aiosignal==1.3.1 + - altair==5.1.2 + - appdirs==1.4.4 + - async-timeout==4.0.3 + - attrs==23.1.0 + - backports.zoneinfo==0.2.1 + - bcrypt==4.0.1 + - blinker==1.7.0 + - boto3==1.28.77 + - botocore==1.31.77 + - cachetools==5.3.2 + - certifi==2023.7.22 + - cffi==1.16.0 + - charset-normalizer==3.3.2 + - click==8.1.7 + - coloredlogs==15.0.1 + - cryptography==41.0.5 + - datasets==2.14.6 + - diffusers==0.12.0 + - dill==0.3.7 + - docker-pycreds==0.4.0 + - fasteners==0.19 + - filelock==3.13.1 + - flatbuffers==23.5.26 + - frozenlist==1.4.0 + - fsspec==2023.10.0 + - fvcore==0.1.5.post20221221 + - gitdb==4.0.11 + - google-auth==2.23.4 + - google-auth-oauthlib==1.0.0 + - grpcio==1.59.2 + - huggingface-hub==0.17.3 + - humanfriendly==10.0 + - hummingbird-ml==0.4.4 + - idna==3.4 + - importlib-metadata==6.8.0 + - importlib-resources==6.1.0 + - invoke==2.2.0 + - iopath==0.1.10 + - jmespath==1.0.1 + - joblib==1.3.2 + - jsonschema==4.19.2 + - jsonschema-specifications==2023.7.1 + - lightgbm==3.3.5 + - markdown-it-py==3.0.0 + - mdurl==0.1.2 + - mpmath==1.3.0 + - multidict==6.0.4 + - multiprocess==0.70.15 + - networkx==3.1 + - nltk==3.8.1 + - numpy==1.24.4 + - nvidia-cublas-cu12==12.1.3.1 + - nvidia-cuda-cupti-cu12==12.1.105 + - nvidia-cuda-nvrtc-cu12==12.1.105 + - nvidia-cuda-runtime-cu12==12.1.105 + - nvidia-cudnn-cu12==8.9.2.26 + - nvidia-cufft-cu12==11.0.2.54 + - nvidia-curand-cu12==10.3.2.106 + - nvidia-cusolver-cu12==11.4.5.107 + - nvidia-cusparse-cu12==12.1.0.106 + - nvidia-nccl-cu12==2.18.1 + - nvidia-nvjitlink-cu12==12.3.52 + - nvidia-nvtx-cu12==12.1.105 + - oauthlib==3.2.2 + - onnx==1.15.0 + - onnxconverter-common==1.14.0 + - onnxmltools==1.10.0 + - onnxruntime==1.15.1 + - packaging==23.2 + - pandas==2.0.3 + - paramiko==2.11.0 + - pathtools==0.1.2 + - pip==23.3 + - pkgutil-resolve-name==1.3.10 + - portalocker==2.8.2 + - protobuf==3.20.2 + - psutil==5.9.6 + - pyarrow==14.0.0 + - pyasn1==0.5.0 + - pyasn1-modules==0.3.0 + - pycparser==2.21 + - pydeck==0.8.1b0 + - pyparsing==3.1.1 + - python-dateutil==2.8.2 + - pytorch-pretrained-biggan==0.1.1 + - pytz==2023.3.post1 + - referencing==0.30.2 + - regex==2023.10.3 + - requests==2.31.0 + - requests-oauthlib==1.3.1 + - rich==13.6.0 + - rjieba==0.1.11 + - roformer==0.4.3 + - rpds-py==0.10.6 + - rsa==4.9 + - s3transfer==0.7.0 + - safetensors==0.4.0 + - scikit-learn==1.1.1 + - scipy==1.10.1 + - sentence-transformers==2.2.2 + - sentencepiece==0.1.99 + - sentry-sdk==1.34.0 + - seqeval==1.2.2 + - setproctitle==1.3.3 + - setuptools==68.0.0 + - simpletransformers==0.64.3 + - six==1.16.0 + - skl2onnx==1.15.0 + - smmap==5.0.1 + - streamlit==1.28.1 + - sympy==1.12 + - tabulate==0.9.0 + - tenacity==8.2.3 + - tensorboard==2.14.0 + - tensorboard-data-server==0.7.2 + - termcolor==2.3.0 + - threadpoolctl==3.2.0 + - timm==0.9.8 + - tokenizers==0.14.1 + - toml==0.10.2 + - toolz==0.12.0 + - torch==2.1.0 + - torch-geometric==2.4.0 + - torchaudio==2.1.0 + - torchvision==0.16.0 + - tornado==6.3.3 + - tqdm==4.66.1 + - transformers==4.35.0 + - triton==2.1.0 + - turnkeyml==0.2.0 + - typeguard==4.1.5 + - typing-extensions==4.8.0 + - tzdata==2023.3 + - tzlocal==5.2 + - urllib3==1.26.18 + - validators==0.22.0 + - wandb==0.15.12 + - watchdog==3.0.0 + - werkzeug==3.0.1 + - wheel==0.41.2 + - xgboost==1.6.1 + - xxhash==3.4.1 + - yacs==0.1.8 + - yarl==1.9.2 + - zipp==3.17.0 +task: Computer_Vision diff --git a/models/hrnet_w44_Opset17/.gitattributes b/models/hrnet_w44_Opset17/.gitattributes new file mode 100644 index 0000000000000000000000000000000000000000..a6344aac8c09253b3b630fb776ae94478aa0275b --- /dev/null +++ b/models/hrnet_w44_Opset17/.gitattributes @@ -0,0 +1,35 @@ +*.7z filter=lfs diff=lfs merge=lfs -text +*.arrow filter=lfs diff=lfs merge=lfs -text +*.bin filter=lfs diff=lfs merge=lfs -text +*.bz2 filter=lfs diff=lfs merge=lfs -text +*.ckpt filter=lfs diff=lfs merge=lfs -text +*.ftz filter=lfs diff=lfs merge=lfs -text +*.gz filter=lfs diff=lfs merge=lfs -text +*.h5 filter=lfs diff=lfs merge=lfs -text +*.joblib filter=lfs diff=lfs merge=lfs -text +*.lfs.* filter=lfs diff=lfs merge=lfs -text +*.mlmodel filter=lfs diff=lfs merge=lfs -text +*.model filter=lfs diff=lfs merge=lfs -text +*.msgpack filter=lfs diff=lfs merge=lfs -text +*.npy filter=lfs diff=lfs merge=lfs -text +*.npz filter=lfs diff=lfs merge=lfs -text +*.onnx filter=lfs diff=lfs merge=lfs -text +*.ot filter=lfs diff=lfs merge=lfs -text +*.parquet filter=lfs diff=lfs merge=lfs -text +*.pb filter=lfs diff=lfs merge=lfs -text +*.pickle filter=lfs diff=lfs merge=lfs -text +*.pkl filter=lfs diff=lfs merge=lfs -text +*.pt filter=lfs diff=lfs merge=lfs -text +*.pth filter=lfs diff=lfs merge=lfs -text +*.rar filter=lfs diff=lfs merge=lfs -text +*.safetensors filter=lfs diff=lfs merge=lfs -text +saved_model/**/* filter=lfs diff=lfs merge=lfs -text +*.tar.* filter=lfs diff=lfs merge=lfs -text +*.tar filter=lfs diff=lfs merge=lfs -text +*.tflite filter=lfs diff=lfs merge=lfs -text +*.tgz filter=lfs diff=lfs merge=lfs -text +*.wasm filter=lfs diff=lfs merge=lfs -text +*.xz filter=lfs diff=lfs merge=lfs -text +*.zip filter=lfs diff=lfs merge=lfs -text +*.zst filter=lfs diff=lfs merge=lfs -text +*tfevents* filter=lfs diff=lfs merge=lfs -text diff --git a/models/hrnet_w44_Opset17/README.md b/models/hrnet_w44_Opset17/README.md new file mode 100644 index 0000000000000000000000000000000000000000..140cedbd3ba4d96abcaad32d2eb8ba33eac3737d --- /dev/null +++ b/models/hrnet_w44_Opset17/README.md @@ -0,0 +1,8 @@ +--- +language: en +license: apache-2.0 +model_name: hrnet_w44_Opset17.onnx +tags: +- Computer_Vision +--- + diff --git a/models/hrnet_w44_Opset17/hrnet_w44_Opset17.onnx b/models/hrnet_w44_Opset17/hrnet_w44_Opset17.onnx new file mode 100644 index 0000000000000000000000000000000000000000..274d6bbce05cf697e4b567536412e6e9fedd70e5 --- /dev/null +++ b/models/hrnet_w44_Opset17/hrnet_w44_Opset17.onnx @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:6b24a50e9e636a8de363944666d564deefd0ee6dee8bfcdcd0b8f181db4e5f74 +size 268282950 diff --git a/models/hrnet_w44_Opset17/source.txt b/models/hrnet_w44_Opset17/source.txt new file mode 100644 index 0000000000000000000000000000000000000000..6dd888fb366682ed078a1edda0dd61329a32d0b0 --- /dev/null +++ b/models/hrnet_w44_Opset17/source.txt @@ -0,0 +1 @@ +https://huggingface.co/onnxmodelzoo/hrnet_w44_Opset17 \ No newline at end of file diff --git a/models/hrnet_w44_Opset17/turnkey_stats.yaml b/models/hrnet_w44_Opset17/turnkey_stats.yaml new file mode 100644 index 0000000000000000000000000000000000000000..f10259f0c39f4234ff0ca79c2b376e3debbb1308 --- /dev/null +++ b/models/hrnet_w44_Opset17/turnkey_stats.yaml @@ -0,0 +1,201 @@ +author: timm +builds: + x86_ort: + all_build_stages: + - export_pytorch + - set_success + benchmark_status: successful + completed_build_stages: + export_pytorch: 17.159247159957886 + set_success: 0.028981924057006836 + device_type: x86 + iterations: 100 + onnx_file: /home/azureuser/.cache/turnkey/hrnet_w44_timm_afadb577/onnx/hrnet_w44_timm_afadb577-op17-base.onnx + runtime: ort +builtin_model_script: https://github.com/onnx/turnkeyml/blob/main/models/timm/hrnet_w44.py +class: HighResolutionNet +hash: a0eb99ec +model_name: hrnet_w44 +onnx_input_dimensions: + x: + - 1 + - 3 + - 224 + - 224 +onnx_model_information: + ir_version: 8 + opset: 17 + size on disk (KiB): 261995.1006 +onnx_ops_counter: + Add: 177 + Constant: 31 + Conv: 325 + Flatten: 1 + Gemm: 1 + GlobalAveragePool: 1 + Relu: 284 + Resize: 31 +parameters: 67064984 +system_info: + Memory Info: 62.79 GB + OEM System: Virtual Machine + OS Version: Linux-5.15.0-1051-azure-x86_64-with-glibc2.17 + Processor: Intel(R) Xeon(R) Platinum 8272CL CPU @ 2.60GHz + Python Packages: + - gitpython==3.1.40 + - jinja2==3.1.2 + - markdown==3.5.1 + - markupsafe==2.1.3 + - pillow==10.1.0 + - pynacl==1.5.0 + - pyyaml==6.0.1 + - pygments==2.16.1 + - absl-py==2.0.0 + - aiohttp==3.8.6 + - aiosignal==1.3.1 + - altair==5.1.2 + - appdirs==1.4.4 + - async-timeout==4.0.3 + - attrs==23.1.0 + - backports.zoneinfo==0.2.1 + - bcrypt==4.0.1 + - blinker==1.7.0 + - boto3==1.28.77 + - botocore==1.31.77 + - cachetools==5.3.2 + - certifi==2023.7.22 + - cffi==1.16.0 + - charset-normalizer==3.3.2 + - click==8.1.7 + - coloredlogs==15.0.1 + - cryptography==41.0.5 + - datasets==2.14.6 + - diffusers==0.12.0 + - dill==0.3.7 + - docker-pycreds==0.4.0 + - fasteners==0.19 + - filelock==3.13.1 + - flatbuffers==23.5.26 + - frozenlist==1.4.0 + - fsspec==2023.10.0 + - fvcore==0.1.5.post20221221 + - gitdb==4.0.11 + - google-auth==2.23.4 + - google-auth-oauthlib==1.0.0 + - grpcio==1.59.2 + - huggingface-hub==0.17.3 + - humanfriendly==10.0 + - hummingbird-ml==0.4.4 + - idna==3.4 + - importlib-metadata==6.8.0 + - importlib-resources==6.1.0 + - invoke==2.2.0 + - iopath==0.1.10 + - jmespath==1.0.1 + - joblib==1.3.2 + - jsonschema==4.19.2 + - jsonschema-specifications==2023.7.1 + - lightgbm==3.3.5 + - markdown-it-py==3.0.0 + - mdurl==0.1.2 + - mpmath==1.3.0 + - multidict==6.0.4 + - multiprocess==0.70.15 + - networkx==3.1 + - nltk==3.8.1 + - numpy==1.24.4 + - nvidia-cublas-cu12==12.1.3.1 + - nvidia-cuda-cupti-cu12==12.1.105 + - nvidia-cuda-nvrtc-cu12==12.1.105 + - nvidia-cuda-runtime-cu12==12.1.105 + - nvidia-cudnn-cu12==8.9.2.26 + - nvidia-cufft-cu12==11.0.2.54 + - nvidia-curand-cu12==10.3.2.106 + - nvidia-cusolver-cu12==11.4.5.107 + - nvidia-cusparse-cu12==12.1.0.106 + - nvidia-nccl-cu12==2.18.1 + - nvidia-nvjitlink-cu12==12.3.52 + - nvidia-nvtx-cu12==12.1.105 + - oauthlib==3.2.2 + - onnx==1.15.0 + - onnxconverter-common==1.14.0 + - onnxmltools==1.10.0 + - onnxruntime==1.15.1 + - packaging==23.2 + - pandas==2.0.3 + - paramiko==2.11.0 + - pathtools==0.1.2 + - pip==23.3 + - pkgutil-resolve-name==1.3.10 + - portalocker==2.8.2 + - protobuf==3.20.2 + - psutil==5.9.6 + - pyarrow==14.0.0 + - pyasn1==0.5.0 + - pyasn1-modules==0.3.0 + - pycparser==2.21 + - pydeck==0.8.1b0 + - pyparsing==3.1.1 + - python-dateutil==2.8.2 + - pytorch-pretrained-biggan==0.1.1 + - pytz==2023.3.post1 + - referencing==0.30.2 + - regex==2023.10.3 + - requests==2.31.0 + - requests-oauthlib==1.3.1 + - rich==13.6.0 + - rjieba==0.1.11 + - roformer==0.4.3 + - rpds-py==0.10.6 + - rsa==4.9 + - s3transfer==0.7.0 + - safetensors==0.4.0 + - scikit-learn==1.1.1 + - scipy==1.10.1 + - sentence-transformers==2.2.2 + - sentencepiece==0.1.99 + - sentry-sdk==1.34.0 + - seqeval==1.2.2 + - setproctitle==1.3.3 + - setuptools==68.0.0 + - simpletransformers==0.64.3 + - six==1.16.0 + - skl2onnx==1.15.0 + - smmap==5.0.1 + - streamlit==1.28.1 + - sympy==1.12 + - tabulate==0.9.0 + - tenacity==8.2.3 + - tensorboard==2.14.0 + - tensorboard-data-server==0.7.2 + - termcolor==2.3.0 + - threadpoolctl==3.2.0 + - timm==0.9.8 + - tokenizers==0.14.1 + - toml==0.10.2 + - toolz==0.12.0 + - torch==2.1.0 + - torch-geometric==2.4.0 + - torchaudio==2.1.0 + - torchvision==0.16.0 + - tornado==6.3.3 + - tqdm==4.66.1 + - transformers==4.35.0 + - triton==2.1.0 + - turnkeyml==0.2.0 + - typeguard==4.1.5 + - typing-extensions==4.8.0 + - tzdata==2023.3 + - tzlocal==5.2 + - urllib3==1.26.18 + - validators==0.22.0 + - wandb==0.15.12 + - watchdog==3.0.0 + - werkzeug==3.0.1 + - wheel==0.41.2 + - xgboost==1.6.1 + - xxhash==3.4.1 + - yacs==0.1.8 + - yarl==1.9.2 + - zipp==3.17.0 +task: Computer_Vision diff --git a/models/hrnet_w44_Opset18/.gitattributes b/models/hrnet_w44_Opset18/.gitattributes new file mode 100644 index 0000000000000000000000000000000000000000..a6344aac8c09253b3b630fb776ae94478aa0275b --- /dev/null +++ b/models/hrnet_w44_Opset18/.gitattributes @@ -0,0 +1,35 @@ +*.7z filter=lfs diff=lfs merge=lfs -text +*.arrow filter=lfs diff=lfs merge=lfs -text +*.bin filter=lfs diff=lfs merge=lfs -text +*.bz2 filter=lfs diff=lfs merge=lfs -text +*.ckpt filter=lfs diff=lfs merge=lfs -text +*.ftz filter=lfs diff=lfs merge=lfs -text +*.gz filter=lfs diff=lfs merge=lfs -text +*.h5 filter=lfs diff=lfs merge=lfs -text +*.joblib filter=lfs diff=lfs merge=lfs -text +*.lfs.* filter=lfs diff=lfs merge=lfs -text +*.mlmodel filter=lfs diff=lfs merge=lfs -text +*.model filter=lfs diff=lfs merge=lfs -text +*.msgpack filter=lfs diff=lfs merge=lfs -text +*.npy filter=lfs diff=lfs merge=lfs -text +*.npz filter=lfs diff=lfs merge=lfs -text +*.onnx filter=lfs diff=lfs merge=lfs -text +*.ot filter=lfs diff=lfs merge=lfs -text +*.parquet filter=lfs diff=lfs merge=lfs -text +*.pb filter=lfs diff=lfs merge=lfs -text +*.pickle filter=lfs diff=lfs merge=lfs -text +*.pkl filter=lfs diff=lfs merge=lfs -text +*.pt filter=lfs diff=lfs merge=lfs -text +*.pth filter=lfs diff=lfs merge=lfs -text +*.rar filter=lfs diff=lfs merge=lfs -text +*.safetensors filter=lfs diff=lfs merge=lfs -text +saved_model/**/* filter=lfs diff=lfs merge=lfs -text +*.tar.* filter=lfs diff=lfs merge=lfs -text +*.tar filter=lfs diff=lfs merge=lfs -text +*.tflite filter=lfs diff=lfs merge=lfs -text +*.tgz filter=lfs diff=lfs merge=lfs -text +*.wasm filter=lfs diff=lfs merge=lfs -text +*.xz filter=lfs diff=lfs merge=lfs -text +*.zip filter=lfs diff=lfs merge=lfs -text +*.zst filter=lfs diff=lfs merge=lfs -text +*tfevents* filter=lfs diff=lfs merge=lfs -text diff --git a/models/hrnet_w44_Opset18/README.md b/models/hrnet_w44_Opset18/README.md new file mode 100644 index 0000000000000000000000000000000000000000..ca2d5c4a33245971d7a768d242f1a8826d15c267 --- /dev/null +++ b/models/hrnet_w44_Opset18/README.md @@ -0,0 +1,8 @@ +--- +language: en +license: apache-2.0 +model_name: hrnet_w44_Opset18.onnx +tags: +- Computer_Vision +--- + diff --git a/models/hrnet_w44_Opset18/hrnet_w44_Opset18.onnx b/models/hrnet_w44_Opset18/hrnet_w44_Opset18.onnx new file mode 100644 index 0000000000000000000000000000000000000000..2be93e1c1ab4f8f8f6ce6fe75fc036443dca5dbe --- /dev/null +++ b/models/hrnet_w44_Opset18/hrnet_w44_Opset18.onnx @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:22783b5f4ab57a3c317a50fa750ce663c295185a59b017e1ef4edfd3d9133e4d +size 268282950 diff --git a/models/hrnet_w44_Opset18/source.txt b/models/hrnet_w44_Opset18/source.txt new file mode 100644 index 0000000000000000000000000000000000000000..61010ee5d1bfbbcf69458b64da06abddc96aa33e --- /dev/null +++ b/models/hrnet_w44_Opset18/source.txt @@ -0,0 +1 @@ +https://huggingface.co/onnxmodelzoo/hrnet_w44_Opset18 \ No newline at end of file diff --git a/models/hrnet_w44_Opset18/turnkey_stats.yaml b/models/hrnet_w44_Opset18/turnkey_stats.yaml new file mode 100644 index 0000000000000000000000000000000000000000..8141cfabba42e9baf66f4ae72276e7e0ea813281 --- /dev/null +++ b/models/hrnet_w44_Opset18/turnkey_stats.yaml @@ -0,0 +1,201 @@ +author: timm +builds: + x86_ort: + all_build_stages: + - export_pytorch + - set_success + benchmark_status: successful + completed_build_stages: + export_pytorch: 16.02227282524109 + set_success: 0.02480292320251465 + device_type: x86 + iterations: 100 + onnx_file: /home/azureuser/.cache/turnkey/hrnet_w44_timm_afadb577/onnx/hrnet_w44_timm_afadb577-op18-base.onnx + runtime: ort +builtin_model_script: https://github.com/onnx/turnkeyml/blob/main/models/timm/hrnet_w44.py +class: HighResolutionNet +hash: a0eb99ec +model_name: hrnet_w44 +onnx_input_dimensions: + x: + - 1 + - 3 + - 224 + - 224 +onnx_model_information: + ir_version: 8 + opset: 18 + size on disk (KiB): 261995.1006 +onnx_ops_counter: + Add: 177 + Constant: 31 + Conv: 325 + Flatten: 1 + Gemm: 1 + GlobalAveragePool: 1 + Relu: 284 + Resize: 31 +parameters: 67064984 +system_info: + Memory Info: 62.79 GB + OEM System: Virtual Machine + OS Version: Linux-5.15.0-1051-azure-x86_64-with-glibc2.17 + Processor: Intel(R) Xeon(R) Platinum 8272CL CPU @ 2.60GHz + Python Packages: + - gitpython==3.1.40 + - jinja2==3.1.2 + - markdown==3.5.1 + - markupsafe==2.1.3 + - pillow==10.1.0 + - pynacl==1.5.0 + - pyyaml==6.0.1 + - pygments==2.16.1 + - absl-py==2.0.0 + - aiohttp==3.8.6 + - aiosignal==1.3.1 + - altair==5.1.2 + - appdirs==1.4.4 + - async-timeout==4.0.3 + - attrs==23.1.0 + - backports.zoneinfo==0.2.1 + - bcrypt==4.0.1 + - blinker==1.7.0 + - boto3==1.28.77 + - botocore==1.31.77 + - cachetools==5.3.2 + - certifi==2023.7.22 + - cffi==1.16.0 + - charset-normalizer==3.3.2 + - click==8.1.7 + - coloredlogs==15.0.1 + - cryptography==41.0.5 + - datasets==2.14.6 + - diffusers==0.12.0 + - dill==0.3.7 + - docker-pycreds==0.4.0 + - fasteners==0.19 + - filelock==3.13.1 + - flatbuffers==23.5.26 + - frozenlist==1.4.0 + - fsspec==2023.10.0 + - fvcore==0.1.5.post20221221 + - gitdb==4.0.11 + - google-auth==2.23.4 + - google-auth-oauthlib==1.0.0 + - grpcio==1.59.2 + - huggingface-hub==0.17.3 + - humanfriendly==10.0 + - hummingbird-ml==0.4.4 + - idna==3.4 + - importlib-metadata==6.8.0 + - importlib-resources==6.1.0 + - invoke==2.2.0 + - iopath==0.1.10 + - jmespath==1.0.1 + - joblib==1.3.2 + - jsonschema==4.19.2 + - jsonschema-specifications==2023.7.1 + - lightgbm==3.3.5 + - markdown-it-py==3.0.0 + - mdurl==0.1.2 + - mpmath==1.3.0 + - multidict==6.0.4 + - multiprocess==0.70.15 + - networkx==3.1 + - nltk==3.8.1 + - numpy==1.24.4 + - nvidia-cublas-cu12==12.1.3.1 + - nvidia-cuda-cupti-cu12==12.1.105 + - nvidia-cuda-nvrtc-cu12==12.1.105 + - nvidia-cuda-runtime-cu12==12.1.105 + - nvidia-cudnn-cu12==8.9.2.26 + - nvidia-cufft-cu12==11.0.2.54 + - nvidia-curand-cu12==10.3.2.106 + - nvidia-cusolver-cu12==11.4.5.107 + - nvidia-cusparse-cu12==12.1.0.106 + - nvidia-nccl-cu12==2.18.1 + - nvidia-nvjitlink-cu12==12.3.52 + - nvidia-nvtx-cu12==12.1.105 + - oauthlib==3.2.2 + - onnx==1.15.0 + - onnxconverter-common==1.14.0 + - onnxmltools==1.10.0 + - onnxruntime==1.15.1 + - packaging==23.2 + - pandas==2.0.3 + - paramiko==2.11.0 + - pathtools==0.1.2 + - pip==23.3 + - pkgutil-resolve-name==1.3.10 + - portalocker==2.8.2 + - protobuf==3.20.2 + - psutil==5.9.6 + - pyarrow==14.0.0 + - pyasn1==0.5.0 + - pyasn1-modules==0.3.0 + - pycparser==2.21 + - pydeck==0.8.1b0 + - pyparsing==3.1.1 + - python-dateutil==2.8.2 + - pytorch-pretrained-biggan==0.1.1 + - pytz==2023.3.post1 + - referencing==0.30.2 + - regex==2023.10.3 + - requests==2.31.0 + - requests-oauthlib==1.3.1 + - rich==13.6.0 + - rjieba==0.1.11 + - roformer==0.4.3 + - rpds-py==0.10.6 + - rsa==4.9 + - s3transfer==0.7.0 + - safetensors==0.4.0 + - scikit-learn==1.1.1 + - scipy==1.10.1 + - sentence-transformers==2.2.2 + - sentencepiece==0.1.99 + - sentry-sdk==1.34.0 + - seqeval==1.2.2 + - setproctitle==1.3.3 + - setuptools==68.0.0 + - simpletransformers==0.64.3 + - six==1.16.0 + - skl2onnx==1.15.0 + - smmap==5.0.1 + - streamlit==1.28.1 + - sympy==1.12 + - tabulate==0.9.0 + - tenacity==8.2.3 + - tensorboard==2.14.0 + - tensorboard-data-server==0.7.2 + - termcolor==2.3.0 + - threadpoolctl==3.2.0 + - timm==0.9.8 + - tokenizers==0.14.1 + - toml==0.10.2 + - toolz==0.12.0 + - torch==2.1.0 + - torch-geometric==2.4.0 + - torchaudio==2.1.0 + - torchvision==0.16.0 + - tornado==6.3.3 + - tqdm==4.66.1 + - transformers==4.35.0 + - triton==2.1.0 + - turnkeyml==0.2.0 + - typeguard==4.1.5 + - typing-extensions==4.8.0 + - tzdata==2023.3 + - tzlocal==5.2 + - urllib3==1.26.18 + - validators==0.22.0 + - wandb==0.15.12 + - watchdog==3.0.0 + - werkzeug==3.0.1 + - wheel==0.41.2 + - xgboost==1.6.1 + - xxhash==3.4.1 + - yacs==0.1.8 + - yarl==1.9.2 + - zipp==3.17.0 +task: Computer_Vision diff --git a/models/hrnet_w48_Opset16/.gitattributes b/models/hrnet_w48_Opset16/.gitattributes new file mode 100644 index 0000000000000000000000000000000000000000..a6344aac8c09253b3b630fb776ae94478aa0275b --- /dev/null +++ b/models/hrnet_w48_Opset16/.gitattributes @@ -0,0 +1,35 @@ +*.7z filter=lfs diff=lfs merge=lfs -text +*.arrow filter=lfs diff=lfs merge=lfs -text +*.bin filter=lfs diff=lfs merge=lfs -text +*.bz2 filter=lfs diff=lfs merge=lfs -text +*.ckpt filter=lfs diff=lfs merge=lfs -text +*.ftz filter=lfs diff=lfs merge=lfs -text +*.gz filter=lfs diff=lfs merge=lfs -text +*.h5 filter=lfs diff=lfs merge=lfs -text +*.joblib filter=lfs diff=lfs merge=lfs -text +*.lfs.* filter=lfs diff=lfs merge=lfs -text +*.mlmodel filter=lfs diff=lfs merge=lfs -text +*.model filter=lfs diff=lfs merge=lfs -text +*.msgpack filter=lfs diff=lfs merge=lfs -text +*.npy filter=lfs diff=lfs merge=lfs -text +*.npz filter=lfs diff=lfs merge=lfs -text +*.onnx filter=lfs diff=lfs merge=lfs -text +*.ot filter=lfs diff=lfs merge=lfs -text +*.parquet filter=lfs diff=lfs merge=lfs -text +*.pb filter=lfs diff=lfs merge=lfs -text +*.pickle filter=lfs diff=lfs merge=lfs -text +*.pkl filter=lfs diff=lfs merge=lfs -text +*.pt filter=lfs diff=lfs merge=lfs -text +*.pth filter=lfs diff=lfs merge=lfs -text +*.rar filter=lfs diff=lfs merge=lfs -text +*.safetensors filter=lfs diff=lfs merge=lfs -text +saved_model/**/* filter=lfs diff=lfs merge=lfs -text +*.tar.* filter=lfs diff=lfs merge=lfs -text +*.tar filter=lfs diff=lfs merge=lfs -text +*.tflite filter=lfs diff=lfs merge=lfs -text +*.tgz filter=lfs diff=lfs merge=lfs -text +*.wasm filter=lfs diff=lfs merge=lfs -text +*.xz filter=lfs diff=lfs merge=lfs -text +*.zip filter=lfs diff=lfs merge=lfs -text +*.zst filter=lfs diff=lfs merge=lfs -text +*tfevents* filter=lfs diff=lfs merge=lfs -text diff --git a/models/hrnet_w48_Opset16/README.md b/models/hrnet_w48_Opset16/README.md new file mode 100644 index 0000000000000000000000000000000000000000..d2c0ce8341a061252864c4276f85a35fe531eb4f --- /dev/null +++ b/models/hrnet_w48_Opset16/README.md @@ -0,0 +1,8 @@ +--- +language: en +license: apache-2.0 +model_name: hrnet_w48_Opset16.onnx +tags: +- Computer_Vision +--- + diff --git a/models/hrnet_w48_Opset16/hrnet_w48_Opset16.onnx b/models/hrnet_w48_Opset16/hrnet_w48_Opset16.onnx new file mode 100644 index 0000000000000000000000000000000000000000..6e5d720b0cccf265ab37e0646cf2ba3be6202a0d --- /dev/null +++ b/models/hrnet_w48_Opset16/hrnet_w48_Opset16.onnx @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:601114e739e2911ebdb78b53d3fef61ac73d2fcbdec284d7f4f579ae5df43a8f +size 309889111 diff --git a/models/hrnet_w48_Opset16/source.txt b/models/hrnet_w48_Opset16/source.txt new file mode 100644 index 0000000000000000000000000000000000000000..865616e25383d53110f711f5d8cd88c6ac35c4fc --- /dev/null +++ b/models/hrnet_w48_Opset16/source.txt @@ -0,0 +1 @@ +https://huggingface.co/onnxmodelzoo/hrnet_w48_Opset16 \ No newline at end of file diff --git a/models/hrnet_w48_Opset16/turnkey_stats.yaml b/models/hrnet_w48_Opset16/turnkey_stats.yaml new file mode 100644 index 0000000000000000000000000000000000000000..4c4363c4457f77f4aab7ccae4af2a7edc62864d6 --- /dev/null +++ b/models/hrnet_w48_Opset16/turnkey_stats.yaml @@ -0,0 +1,201 @@ +author: timm +builds: + x86_ort: + all_build_stages: + - export_pytorch + - set_success + benchmark_status: successful + completed_build_stages: + export_pytorch: 15.413119792938232 + set_success: 0.02274918556213379 + device_type: x86 + iterations: 100 + onnx_file: /home/azureuser/.cache/turnkey/hrnet_w48_timm_67967af1/onnx/hrnet_w48_timm_67967af1-op16-base.onnx + runtime: ort +builtin_model_script: https://github.com/onnx/turnkeyml/blob/main/models/timm/hrnet_w48.py +class: HighResolutionNet +hash: 6ae9aeaa +model_name: hrnet_w48 +onnx_input_dimensions: + x: + - 1 + - 3 + - 224 + - 224 +onnx_model_information: + ir_version: 8 + opset: 16 + size on disk (KiB): 302626.1172 +onnx_ops_counter: + Add: 177 + Constant: 31 + Conv: 325 + Flatten: 1 + Gemm: 1 + GlobalAveragePool: 1 + Relu: 284 + Resize: 31 +parameters: 77469864 +system_info: + Memory Info: 62.79 GB + OEM System: Virtual Machine + OS Version: Linux-5.15.0-1051-azure-x86_64-with-glibc2.17 + Processor: Intel(R) Xeon(R) Platinum 8272CL CPU @ 2.60GHz + Python Packages: + - gitpython==3.1.40 + - jinja2==3.1.2 + - markdown==3.5.1 + - markupsafe==2.1.3 + - pillow==10.1.0 + - pynacl==1.5.0 + - pyyaml==6.0.1 + - pygments==2.16.1 + - absl-py==2.0.0 + - aiohttp==3.8.6 + - aiosignal==1.3.1 + - altair==5.1.2 + - appdirs==1.4.4 + - async-timeout==4.0.3 + - attrs==23.1.0 + - backports.zoneinfo==0.2.1 + - bcrypt==4.0.1 + - blinker==1.7.0 + - boto3==1.28.77 + - botocore==1.31.77 + - cachetools==5.3.2 + - certifi==2023.7.22 + - cffi==1.16.0 + - charset-normalizer==3.3.2 + - click==8.1.7 + - coloredlogs==15.0.1 + - cryptography==41.0.5 + - datasets==2.14.6 + - diffusers==0.12.0 + - dill==0.3.7 + - docker-pycreds==0.4.0 + - fasteners==0.19 + - filelock==3.13.1 + - flatbuffers==23.5.26 + - frozenlist==1.4.0 + - fsspec==2023.10.0 + - fvcore==0.1.5.post20221221 + - gitdb==4.0.11 + - google-auth==2.23.4 + - google-auth-oauthlib==1.0.0 + - grpcio==1.59.2 + - huggingface-hub==0.17.3 + - humanfriendly==10.0 + - hummingbird-ml==0.4.4 + - idna==3.4 + - importlib-metadata==6.8.0 + - importlib-resources==6.1.0 + - invoke==2.2.0 + - iopath==0.1.10 + - jmespath==1.0.1 + - joblib==1.3.2 + - jsonschema==4.19.2 + - jsonschema-specifications==2023.7.1 + - lightgbm==3.3.5 + - markdown-it-py==3.0.0 + - mdurl==0.1.2 + - mpmath==1.3.0 + - multidict==6.0.4 + - multiprocess==0.70.15 + - networkx==3.1 + - nltk==3.8.1 + - numpy==1.24.4 + - nvidia-cublas-cu12==12.1.3.1 + - nvidia-cuda-cupti-cu12==12.1.105 + - nvidia-cuda-nvrtc-cu12==12.1.105 + - nvidia-cuda-runtime-cu12==12.1.105 + - nvidia-cudnn-cu12==8.9.2.26 + - nvidia-cufft-cu12==11.0.2.54 + - nvidia-curand-cu12==10.3.2.106 + - nvidia-cusolver-cu12==11.4.5.107 + - nvidia-cusparse-cu12==12.1.0.106 + - nvidia-nccl-cu12==2.18.1 + - nvidia-nvjitlink-cu12==12.3.52 + - nvidia-nvtx-cu12==12.1.105 + - oauthlib==3.2.2 + - onnx==1.15.0 + - onnxconverter-common==1.14.0 + - onnxmltools==1.10.0 + - onnxruntime==1.15.1 + - packaging==23.2 + - pandas==2.0.3 + - paramiko==2.11.0 + - pathtools==0.1.2 + - pip==23.3 + - pkgutil-resolve-name==1.3.10 + - portalocker==2.8.2 + - protobuf==3.20.2 + - psutil==5.9.6 + - pyarrow==14.0.0 + - pyasn1==0.5.0 + - pyasn1-modules==0.3.0 + - pycparser==2.21 + - pydeck==0.8.1b0 + - pyparsing==3.1.1 + - python-dateutil==2.8.2 + - pytorch-pretrained-biggan==0.1.1 + - pytz==2023.3.post1 + - referencing==0.30.2 + - regex==2023.10.3 + - requests==2.31.0 + - requests-oauthlib==1.3.1 + - rich==13.6.0 + - rjieba==0.1.11 + - roformer==0.4.3 + - rpds-py==0.10.6 + - rsa==4.9 + - s3transfer==0.7.0 + - safetensors==0.4.0 + - scikit-learn==1.1.1 + - scipy==1.10.1 + - sentence-transformers==2.2.2 + - sentencepiece==0.1.99 + - sentry-sdk==1.34.0 + - seqeval==1.2.2 + - setproctitle==1.3.3 + - setuptools==68.0.0 + - simpletransformers==0.64.3 + - six==1.16.0 + - skl2onnx==1.15.0 + - smmap==5.0.1 + - streamlit==1.28.1 + - sympy==1.12 + - tabulate==0.9.0 + - tenacity==8.2.3 + - tensorboard==2.14.0 + - tensorboard-data-server==0.7.2 + - termcolor==2.3.0 + - threadpoolctl==3.2.0 + - timm==0.9.8 + - tokenizers==0.14.1 + - toml==0.10.2 + - toolz==0.12.0 + - torch==2.1.0 + - torch-geometric==2.4.0 + - torchaudio==2.1.0 + - torchvision==0.16.0 + - tornado==6.3.3 + - tqdm==4.66.1 + - transformers==4.35.0 + - triton==2.1.0 + - turnkeyml==0.2.0 + - typeguard==4.1.5 + - typing-extensions==4.8.0 + - tzdata==2023.3 + - tzlocal==5.2 + - urllib3==1.26.18 + - validators==0.22.0 + - wandb==0.15.12 + - watchdog==3.0.0 + - werkzeug==3.0.1 + - wheel==0.41.2 + - xgboost==1.6.1 + - xxhash==3.4.1 + - yacs==0.1.8 + - yarl==1.9.2 + - zipp==3.17.0 +task: Computer_Vision diff --git a/models/hrnet_w48_Opset17/.gitattributes b/models/hrnet_w48_Opset17/.gitattributes new file mode 100644 index 0000000000000000000000000000000000000000..a6344aac8c09253b3b630fb776ae94478aa0275b --- /dev/null +++ b/models/hrnet_w48_Opset17/.gitattributes @@ -0,0 +1,35 @@ +*.7z filter=lfs diff=lfs merge=lfs -text +*.arrow filter=lfs diff=lfs merge=lfs -text +*.bin filter=lfs diff=lfs merge=lfs -text +*.bz2 filter=lfs diff=lfs merge=lfs -text +*.ckpt filter=lfs diff=lfs merge=lfs -text +*.ftz filter=lfs diff=lfs merge=lfs -text +*.gz filter=lfs diff=lfs merge=lfs -text +*.h5 filter=lfs diff=lfs merge=lfs -text +*.joblib filter=lfs diff=lfs merge=lfs -text +*.lfs.* filter=lfs diff=lfs merge=lfs -text +*.mlmodel filter=lfs diff=lfs merge=lfs -text +*.model filter=lfs diff=lfs merge=lfs -text +*.msgpack filter=lfs diff=lfs merge=lfs -text +*.npy filter=lfs diff=lfs merge=lfs -text +*.npz filter=lfs diff=lfs merge=lfs -text +*.onnx filter=lfs diff=lfs merge=lfs -text +*.ot filter=lfs diff=lfs merge=lfs -text +*.parquet filter=lfs diff=lfs merge=lfs -text +*.pb filter=lfs diff=lfs merge=lfs -text +*.pickle filter=lfs diff=lfs merge=lfs -text +*.pkl filter=lfs diff=lfs merge=lfs -text +*.pt filter=lfs diff=lfs merge=lfs -text +*.pth filter=lfs diff=lfs merge=lfs -text +*.rar filter=lfs diff=lfs merge=lfs -text +*.safetensors filter=lfs diff=lfs merge=lfs -text +saved_model/**/* filter=lfs diff=lfs merge=lfs -text +*.tar.* filter=lfs diff=lfs merge=lfs -text +*.tar filter=lfs diff=lfs merge=lfs -text +*.tflite filter=lfs diff=lfs merge=lfs -text +*.tgz filter=lfs diff=lfs merge=lfs -text +*.wasm filter=lfs diff=lfs merge=lfs -text +*.xz filter=lfs diff=lfs merge=lfs -text +*.zip filter=lfs diff=lfs merge=lfs -text +*.zst filter=lfs diff=lfs merge=lfs -text +*tfevents* filter=lfs diff=lfs merge=lfs -text diff --git a/models/hrnet_w48_Opset17/README.md b/models/hrnet_w48_Opset17/README.md new file mode 100644 index 0000000000000000000000000000000000000000..bcad6950109de0912728e39019cfd2a9d111bf17 --- /dev/null +++ b/models/hrnet_w48_Opset17/README.md @@ -0,0 +1,8 @@ +--- +language: en +license: apache-2.0 +model_name: hrnet_w48_Opset17.onnx +tags: +- Computer_Vision +--- + diff --git a/models/hrnet_w48_Opset17/hrnet_w48_Opset17.onnx b/models/hrnet_w48_Opset17/hrnet_w48_Opset17.onnx new file mode 100644 index 0000000000000000000000000000000000000000..3de16ae6f46dc293afab5421198fcbc0aaf8878b --- /dev/null +++ b/models/hrnet_w48_Opset17/hrnet_w48_Opset17.onnx @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:924d3d861b3e2d1e0c1c6e9a6c4e2a6729b5d884ebbce6cd7cc59b75cb8d1ce9 +size 309889111 diff --git a/models/hrnet_w48_Opset17/source.txt b/models/hrnet_w48_Opset17/source.txt new file mode 100644 index 0000000000000000000000000000000000000000..b61f924fcd8e4f65cbf55f452f1da8a136851669 --- /dev/null +++ b/models/hrnet_w48_Opset17/source.txt @@ -0,0 +1 @@ +https://huggingface.co/onnxmodelzoo/hrnet_w48_Opset17 \ No newline at end of file diff --git a/models/hrnet_w48_Opset17/turnkey_stats.yaml b/models/hrnet_w48_Opset17/turnkey_stats.yaml new file mode 100644 index 0000000000000000000000000000000000000000..4c427a46306b7e1ec4093ec784e46501d2cfad3b --- /dev/null +++ b/models/hrnet_w48_Opset17/turnkey_stats.yaml @@ -0,0 +1,201 @@ +author: timm +builds: + x86_ort: + all_build_stages: + - export_pytorch + - set_success + benchmark_status: successful + completed_build_stages: + export_pytorch: 15.85234260559082 + set_success: 0.02104783058166504 + device_type: x86 + iterations: 100 + onnx_file: /home/azureuser/.cache/turnkey/hrnet_w48_timm_67967af1/onnx/hrnet_w48_timm_67967af1-op17-base.onnx + runtime: ort +builtin_model_script: https://github.com/onnx/turnkeyml/blob/main/models/timm/hrnet_w48.py +class: HighResolutionNet +hash: 6ae9aeaa +model_name: hrnet_w48 +onnx_input_dimensions: + x: + - 1 + - 3 + - 224 + - 224 +onnx_model_information: + ir_version: 8 + opset: 17 + size on disk (KiB): 302626.1172 +onnx_ops_counter: + Add: 177 + Constant: 31 + Conv: 325 + Flatten: 1 + Gemm: 1 + GlobalAveragePool: 1 + Relu: 284 + Resize: 31 +parameters: 77469864 +system_info: + Memory Info: 62.79 GB + OEM System: Virtual Machine + OS Version: Linux-5.15.0-1051-azure-x86_64-with-glibc2.17 + Processor: Intel(R) Xeon(R) Platinum 8272CL CPU @ 2.60GHz + Python Packages: + - gitpython==3.1.40 + - jinja2==3.1.2 + - markdown==3.5.1 + - markupsafe==2.1.3 + - pillow==10.1.0 + - pynacl==1.5.0 + - pyyaml==6.0.1 + - pygments==2.16.1 + - absl-py==2.0.0 + - aiohttp==3.8.6 + - aiosignal==1.3.1 + - altair==5.1.2 + - appdirs==1.4.4 + - async-timeout==4.0.3 + - attrs==23.1.0 + - backports.zoneinfo==0.2.1 + - bcrypt==4.0.1 + - blinker==1.7.0 + - boto3==1.28.77 + - botocore==1.31.77 + - cachetools==5.3.2 + - certifi==2023.7.22 + - cffi==1.16.0 + - charset-normalizer==3.3.2 + - click==8.1.7 + - coloredlogs==15.0.1 + - cryptography==41.0.5 + - datasets==2.14.6 + - diffusers==0.12.0 + - dill==0.3.7 + - docker-pycreds==0.4.0 + - fasteners==0.19 + - filelock==3.13.1 + - flatbuffers==23.5.26 + - frozenlist==1.4.0 + - fsspec==2023.10.0 + - fvcore==0.1.5.post20221221 + - gitdb==4.0.11 + - google-auth==2.23.4 + - google-auth-oauthlib==1.0.0 + - grpcio==1.59.2 + - huggingface-hub==0.17.3 + - humanfriendly==10.0 + - hummingbird-ml==0.4.4 + - idna==3.4 + - importlib-metadata==6.8.0 + - importlib-resources==6.1.0 + - invoke==2.2.0 + - iopath==0.1.10 + - jmespath==1.0.1 + - joblib==1.3.2 + - jsonschema==4.19.2 + - jsonschema-specifications==2023.7.1 + - lightgbm==3.3.5 + - markdown-it-py==3.0.0 + - mdurl==0.1.2 + - mpmath==1.3.0 + - multidict==6.0.4 + - multiprocess==0.70.15 + - networkx==3.1 + - nltk==3.8.1 + - numpy==1.24.4 + - nvidia-cublas-cu12==12.1.3.1 + - nvidia-cuda-cupti-cu12==12.1.105 + - nvidia-cuda-nvrtc-cu12==12.1.105 + - nvidia-cuda-runtime-cu12==12.1.105 + - nvidia-cudnn-cu12==8.9.2.26 + - nvidia-cufft-cu12==11.0.2.54 + - nvidia-curand-cu12==10.3.2.106 + - nvidia-cusolver-cu12==11.4.5.107 + - nvidia-cusparse-cu12==12.1.0.106 + - nvidia-nccl-cu12==2.18.1 + - nvidia-nvjitlink-cu12==12.3.52 + - nvidia-nvtx-cu12==12.1.105 + - oauthlib==3.2.2 + - onnx==1.15.0 + - onnxconverter-common==1.14.0 + - onnxmltools==1.10.0 + - onnxruntime==1.15.1 + - packaging==23.2 + - pandas==2.0.3 + - paramiko==2.11.0 + - pathtools==0.1.2 + - pip==23.3 + - pkgutil-resolve-name==1.3.10 + - portalocker==2.8.2 + - protobuf==3.20.2 + - psutil==5.9.6 + - pyarrow==14.0.0 + - pyasn1==0.5.0 + - pyasn1-modules==0.3.0 + - pycparser==2.21 + - pydeck==0.8.1b0 + - pyparsing==3.1.1 + - python-dateutil==2.8.2 + - pytorch-pretrained-biggan==0.1.1 + - pytz==2023.3.post1 + - referencing==0.30.2 + - regex==2023.10.3 + - requests==2.31.0 + - requests-oauthlib==1.3.1 + - rich==13.6.0 + - rjieba==0.1.11 + - roformer==0.4.3 + - rpds-py==0.10.6 + - rsa==4.9 + - s3transfer==0.7.0 + - safetensors==0.4.0 + - scikit-learn==1.1.1 + - scipy==1.10.1 + - sentence-transformers==2.2.2 + - sentencepiece==0.1.99 + - sentry-sdk==1.34.0 + - seqeval==1.2.2 + - setproctitle==1.3.3 + - setuptools==68.0.0 + - simpletransformers==0.64.3 + - six==1.16.0 + - skl2onnx==1.15.0 + - smmap==5.0.1 + - streamlit==1.28.1 + - sympy==1.12 + - tabulate==0.9.0 + - tenacity==8.2.3 + - tensorboard==2.14.0 + - tensorboard-data-server==0.7.2 + - termcolor==2.3.0 + - threadpoolctl==3.2.0 + - timm==0.9.8 + - tokenizers==0.14.1 + - toml==0.10.2 + - toolz==0.12.0 + - torch==2.1.0 + - torch-geometric==2.4.0 + - torchaudio==2.1.0 + - torchvision==0.16.0 + - tornado==6.3.3 + - tqdm==4.66.1 + - transformers==4.35.0 + - triton==2.1.0 + - turnkeyml==0.2.0 + - typeguard==4.1.5 + - typing-extensions==4.8.0 + - tzdata==2023.3 + - tzlocal==5.2 + - urllib3==1.26.18 + - validators==0.22.0 + - wandb==0.15.12 + - watchdog==3.0.0 + - werkzeug==3.0.1 + - wheel==0.41.2 + - xgboost==1.6.1 + - xxhash==3.4.1 + - yacs==0.1.8 + - yarl==1.9.2 + - zipp==3.17.0 +task: Computer_Vision diff --git a/models/hrnet_w48_Opset18/.gitattributes b/models/hrnet_w48_Opset18/.gitattributes new file mode 100644 index 0000000000000000000000000000000000000000..a6344aac8c09253b3b630fb776ae94478aa0275b --- /dev/null +++ b/models/hrnet_w48_Opset18/.gitattributes @@ -0,0 +1,35 @@ +*.7z filter=lfs diff=lfs merge=lfs -text +*.arrow filter=lfs diff=lfs merge=lfs -text +*.bin filter=lfs diff=lfs merge=lfs -text +*.bz2 filter=lfs diff=lfs merge=lfs -text +*.ckpt filter=lfs diff=lfs merge=lfs -text +*.ftz filter=lfs diff=lfs merge=lfs -text +*.gz filter=lfs diff=lfs merge=lfs -text +*.h5 filter=lfs diff=lfs merge=lfs -text +*.joblib filter=lfs diff=lfs merge=lfs -text +*.lfs.* filter=lfs diff=lfs merge=lfs -text +*.mlmodel filter=lfs diff=lfs merge=lfs -text +*.model filter=lfs diff=lfs merge=lfs -text +*.msgpack filter=lfs diff=lfs merge=lfs -text +*.npy filter=lfs diff=lfs merge=lfs -text +*.npz filter=lfs diff=lfs merge=lfs -text +*.onnx filter=lfs diff=lfs merge=lfs -text +*.ot filter=lfs diff=lfs merge=lfs -text +*.parquet filter=lfs diff=lfs merge=lfs -text +*.pb filter=lfs diff=lfs merge=lfs -text +*.pickle filter=lfs diff=lfs merge=lfs -text +*.pkl filter=lfs diff=lfs merge=lfs -text +*.pt filter=lfs diff=lfs merge=lfs -text +*.pth filter=lfs diff=lfs merge=lfs -text +*.rar filter=lfs diff=lfs merge=lfs -text +*.safetensors filter=lfs diff=lfs merge=lfs -text +saved_model/**/* filter=lfs diff=lfs merge=lfs -text +*.tar.* filter=lfs diff=lfs merge=lfs -text +*.tar filter=lfs diff=lfs merge=lfs -text +*.tflite filter=lfs diff=lfs merge=lfs -text +*.tgz filter=lfs diff=lfs merge=lfs -text +*.wasm filter=lfs diff=lfs merge=lfs -text +*.xz filter=lfs diff=lfs merge=lfs -text +*.zip filter=lfs diff=lfs merge=lfs -text +*.zst filter=lfs diff=lfs merge=lfs -text +*tfevents* filter=lfs diff=lfs merge=lfs -text diff --git a/models/hrnet_w48_Opset18/README.md b/models/hrnet_w48_Opset18/README.md new file mode 100644 index 0000000000000000000000000000000000000000..c4f7e56f52a1c9cc12f6122cb9d7867e4f59a576 --- /dev/null +++ b/models/hrnet_w48_Opset18/README.md @@ -0,0 +1,8 @@ +--- +language: en +license: apache-2.0 +model_name: hrnet_w48_Opset18.onnx +tags: +- Computer_Vision +--- + diff --git a/models/hrnet_w48_Opset18/hrnet_w48_Opset18.onnx b/models/hrnet_w48_Opset18/hrnet_w48_Opset18.onnx new file mode 100644 index 0000000000000000000000000000000000000000..0857a410eec6d4c1b2b3ae57b2b8bf0d0fbb14d1 --- /dev/null +++ b/models/hrnet_w48_Opset18/hrnet_w48_Opset18.onnx @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:882599e6695ede0a659c45e5f6fa3912dc912364d547fb18ef3c9a0f23b281f5 +size 309889111 diff --git a/models/hrnet_w48_Opset18/source.txt b/models/hrnet_w48_Opset18/source.txt new file mode 100644 index 0000000000000000000000000000000000000000..2520d1c40b0502703394b4fc94ad6c54b1319769 --- /dev/null +++ b/models/hrnet_w48_Opset18/source.txt @@ -0,0 +1 @@ +https://huggingface.co/onnxmodelzoo/hrnet_w48_Opset18 \ No newline at end of file diff --git a/models/hrnet_w48_Opset18/turnkey_stats.yaml b/models/hrnet_w48_Opset18/turnkey_stats.yaml new file mode 100644 index 0000000000000000000000000000000000000000..e5fe85c1694bf083fccdd9de8de553a0405d911a --- /dev/null +++ b/models/hrnet_w48_Opset18/turnkey_stats.yaml @@ -0,0 +1,201 @@ +author: timm +builds: + x86_ort: + all_build_stages: + - export_pytorch + - set_success + benchmark_status: successful + completed_build_stages: + export_pytorch: 15.778239727020264 + set_success: 0.0217130184173584 + device_type: x86 + iterations: 100 + onnx_file: /home/azureuser/.cache/turnkey/hrnet_w48_timm_67967af1/onnx/hrnet_w48_timm_67967af1-op18-base.onnx + runtime: ort +builtin_model_script: https://github.com/onnx/turnkeyml/blob/main/models/timm/hrnet_w48.py +class: HighResolutionNet +hash: 6ae9aeaa +model_name: hrnet_w48 +onnx_input_dimensions: + x: + - 1 + - 3 + - 224 + - 224 +onnx_model_information: + ir_version: 8 + opset: 18 + size on disk (KiB): 302626.1172 +onnx_ops_counter: + Add: 177 + Constant: 31 + Conv: 325 + Flatten: 1 + Gemm: 1 + GlobalAveragePool: 1 + Relu: 284 + Resize: 31 +parameters: 77469864 +system_info: + Memory Info: 62.79 GB + OEM System: Virtual Machine + OS Version: Linux-5.15.0-1051-azure-x86_64-with-glibc2.17 + Processor: Intel(R) Xeon(R) Platinum 8272CL CPU @ 2.60GHz + Python Packages: + - gitpython==3.1.40 + - jinja2==3.1.2 + - markdown==3.5.1 + - markupsafe==2.1.3 + - pillow==10.1.0 + - pynacl==1.5.0 + - pyyaml==6.0.1 + - pygments==2.16.1 + - absl-py==2.0.0 + - aiohttp==3.8.6 + - aiosignal==1.3.1 + - altair==5.1.2 + - appdirs==1.4.4 + - async-timeout==4.0.3 + - attrs==23.1.0 + - backports.zoneinfo==0.2.1 + - bcrypt==4.0.1 + - blinker==1.7.0 + - boto3==1.28.77 + - botocore==1.31.77 + - cachetools==5.3.2 + - certifi==2023.7.22 + - cffi==1.16.0 + - charset-normalizer==3.3.2 + - click==8.1.7 + - coloredlogs==15.0.1 + - cryptography==41.0.5 + - datasets==2.14.6 + - diffusers==0.12.0 + - dill==0.3.7 + - docker-pycreds==0.4.0 + - fasteners==0.19 + - filelock==3.13.1 + - flatbuffers==23.5.26 + - frozenlist==1.4.0 + - fsspec==2023.10.0 + - fvcore==0.1.5.post20221221 + - gitdb==4.0.11 + - google-auth==2.23.4 + - google-auth-oauthlib==1.0.0 + - grpcio==1.59.2 + - huggingface-hub==0.17.3 + - humanfriendly==10.0 + - hummingbird-ml==0.4.4 + - idna==3.4 + - importlib-metadata==6.8.0 + - importlib-resources==6.1.0 + - invoke==2.2.0 + - iopath==0.1.10 + - jmespath==1.0.1 + - joblib==1.3.2 + - jsonschema==4.19.2 + - jsonschema-specifications==2023.7.1 + - lightgbm==3.3.5 + - markdown-it-py==3.0.0 + - mdurl==0.1.2 + - mpmath==1.3.0 + - multidict==6.0.4 + - multiprocess==0.70.15 + - networkx==3.1 + - nltk==3.8.1 + - numpy==1.24.4 + - nvidia-cublas-cu12==12.1.3.1 + - nvidia-cuda-cupti-cu12==12.1.105 + - nvidia-cuda-nvrtc-cu12==12.1.105 + - nvidia-cuda-runtime-cu12==12.1.105 + - nvidia-cudnn-cu12==8.9.2.26 + - nvidia-cufft-cu12==11.0.2.54 + - nvidia-curand-cu12==10.3.2.106 + - nvidia-cusolver-cu12==11.4.5.107 + - nvidia-cusparse-cu12==12.1.0.106 + - nvidia-nccl-cu12==2.18.1 + - nvidia-nvjitlink-cu12==12.3.52 + - nvidia-nvtx-cu12==12.1.105 + - oauthlib==3.2.2 + - onnx==1.15.0 + - onnxconverter-common==1.14.0 + - onnxmltools==1.10.0 + - onnxruntime==1.15.1 + - packaging==23.2 + - pandas==2.0.3 + - paramiko==2.11.0 + - pathtools==0.1.2 + - pip==23.3 + - pkgutil-resolve-name==1.3.10 + - portalocker==2.8.2 + - protobuf==3.20.2 + - psutil==5.9.6 + - pyarrow==14.0.0 + - pyasn1==0.5.0 + - pyasn1-modules==0.3.0 + - pycparser==2.21 + - pydeck==0.8.1b0 + - pyparsing==3.1.1 + - python-dateutil==2.8.2 + - pytorch-pretrained-biggan==0.1.1 + - pytz==2023.3.post1 + - referencing==0.30.2 + - regex==2023.10.3 + - requests==2.31.0 + - requests-oauthlib==1.3.1 + - rich==13.6.0 + - rjieba==0.1.11 + - roformer==0.4.3 + - rpds-py==0.10.6 + - rsa==4.9 + - s3transfer==0.7.0 + - safetensors==0.4.0 + - scikit-learn==1.1.1 + - scipy==1.10.1 + - sentence-transformers==2.2.2 + - sentencepiece==0.1.99 + - sentry-sdk==1.34.0 + - seqeval==1.2.2 + - setproctitle==1.3.3 + - setuptools==68.0.0 + - simpletransformers==0.64.3 + - six==1.16.0 + - skl2onnx==1.15.0 + - smmap==5.0.1 + - streamlit==1.28.1 + - sympy==1.12 + - tabulate==0.9.0 + - tenacity==8.2.3 + - tensorboard==2.14.0 + - tensorboard-data-server==0.7.2 + - termcolor==2.3.0 + - threadpoolctl==3.2.0 + - timm==0.9.8 + - tokenizers==0.14.1 + - toml==0.10.2 + - toolz==0.12.0 + - torch==2.1.0 + - torch-geometric==2.4.0 + - torchaudio==2.1.0 + - torchvision==0.16.0 + - tornado==6.3.3 + - tqdm==4.66.1 + - transformers==4.35.0 + - triton==2.1.0 + - turnkeyml==0.2.0 + - typeguard==4.1.5 + - typing-extensions==4.8.0 + - tzdata==2023.3 + - tzlocal==5.2 + - urllib3==1.26.18 + - validators==0.22.0 + - wandb==0.15.12 + - watchdog==3.0.0 + - werkzeug==3.0.1 + - wheel==0.41.2 + - xgboost==1.6.1 + - xxhash==3.4.1 + - yacs==0.1.8 + - yarl==1.9.2 + - zipp==3.17.0 +task: Computer_Vision diff --git a/models/hrnet_w64_Opset16/.gitattributes b/models/hrnet_w64_Opset16/.gitattributes new file mode 100644 index 0000000000000000000000000000000000000000..a6344aac8c09253b3b630fb776ae94478aa0275b --- /dev/null +++ b/models/hrnet_w64_Opset16/.gitattributes @@ -0,0 +1,35 @@ +*.7z filter=lfs diff=lfs merge=lfs -text +*.arrow filter=lfs diff=lfs merge=lfs -text +*.bin filter=lfs diff=lfs merge=lfs -text +*.bz2 filter=lfs diff=lfs merge=lfs -text +*.ckpt filter=lfs diff=lfs merge=lfs -text +*.ftz filter=lfs diff=lfs merge=lfs -text +*.gz filter=lfs diff=lfs merge=lfs -text +*.h5 filter=lfs diff=lfs merge=lfs -text +*.joblib filter=lfs diff=lfs merge=lfs -text +*.lfs.* filter=lfs diff=lfs merge=lfs -text +*.mlmodel filter=lfs diff=lfs merge=lfs -text +*.model filter=lfs diff=lfs merge=lfs -text +*.msgpack filter=lfs diff=lfs merge=lfs -text +*.npy filter=lfs diff=lfs merge=lfs -text +*.npz filter=lfs diff=lfs merge=lfs -text +*.onnx filter=lfs diff=lfs merge=lfs -text +*.ot filter=lfs diff=lfs merge=lfs -text +*.parquet filter=lfs diff=lfs merge=lfs -text +*.pb filter=lfs diff=lfs merge=lfs -text +*.pickle filter=lfs diff=lfs merge=lfs -text +*.pkl filter=lfs diff=lfs merge=lfs -text +*.pt filter=lfs diff=lfs merge=lfs -text +*.pth filter=lfs diff=lfs merge=lfs -text +*.rar filter=lfs diff=lfs merge=lfs -text +*.safetensors filter=lfs diff=lfs merge=lfs -text +saved_model/**/* filter=lfs diff=lfs merge=lfs -text +*.tar.* filter=lfs diff=lfs merge=lfs -text +*.tar filter=lfs diff=lfs merge=lfs -text +*.tflite filter=lfs diff=lfs merge=lfs -text +*.tgz filter=lfs diff=lfs merge=lfs -text +*.wasm filter=lfs diff=lfs merge=lfs -text +*.xz filter=lfs diff=lfs merge=lfs -text +*.zip filter=lfs diff=lfs merge=lfs -text +*.zst filter=lfs diff=lfs merge=lfs -text +*tfevents* filter=lfs diff=lfs merge=lfs -text diff --git a/models/hrnet_w64_Opset16/README.md b/models/hrnet_w64_Opset16/README.md new file mode 100644 index 0000000000000000000000000000000000000000..c6a91b70fcf76147b9c40008a47951465cfe9369 --- /dev/null +++ b/models/hrnet_w64_Opset16/README.md @@ -0,0 +1,8 @@ +--- +language: en +license: apache-2.0 +model_name: hrnet_w64_Opset16.onnx +tags: +- Computer_Vision +--- + diff --git a/models/hrnet_w64_Opset16/hrnet_w64_Opset16.onnx b/models/hrnet_w64_Opset16/hrnet_w64_Opset16.onnx new file mode 100644 index 0000000000000000000000000000000000000000..5ec6bdfc9b937dfb9ddbd3d16f0899ab8ddbbd32 --- /dev/null +++ b/models/hrnet_w64_Opset16/hrnet_w64_Opset16.onnx @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:6711b00fda15e6de9dbb046fd7bd967d5a783cf30e460a2dc494b09ba30f0fd2 +size 512196307 diff --git a/models/hrnet_w64_Opset16/source.txt b/models/hrnet_w64_Opset16/source.txt new file mode 100644 index 0000000000000000000000000000000000000000..37f789b5362132e8468aaefcc3f80c911694cd21 --- /dev/null +++ b/models/hrnet_w64_Opset16/source.txt @@ -0,0 +1 @@ +https://huggingface.co/onnxmodelzoo/hrnet_w64_Opset16 \ No newline at end of file diff --git a/models/hrnet_w64_Opset16/turnkey_stats.yaml b/models/hrnet_w64_Opset16/turnkey_stats.yaml new file mode 100644 index 0000000000000000000000000000000000000000..f1572a16e6e4f0f642b82acf04caf532d3ee9249 --- /dev/null +++ b/models/hrnet_w64_Opset16/turnkey_stats.yaml @@ -0,0 +1,201 @@ +author: timm +builds: + x86_ort: + all_build_stages: + - export_pytorch + - set_success + benchmark_status: successful + completed_build_stages: + export_pytorch: 17.050368309020996 + set_success: 0.022350788116455078 + device_type: x86 + iterations: 100 + onnx_file: /home/azureuser/.cache/turnkey/hrnet_w64_timm_b837f80e/onnx/hrnet_w64_timm_b837f80e-op16-base.onnx + runtime: ort +builtin_model_script: https://github.com/onnx/turnkeyml/blob/main/models/timm/hrnet_w64.py +class: HighResolutionNet +hash: c3bffa4f +model_name: hrnet_w64 +onnx_input_dimensions: + x: + - 1 + - 3 + - 224 + - 224 +onnx_model_information: + ir_version: 8 + opset: 16 + size on disk (KiB): 500191.7383 +onnx_ops_counter: + Add: 177 + Constant: 31 + Conv: 325 + Flatten: 1 + Gemm: 1 + GlobalAveragePool: 1 + Relu: 284 + Resize: 31 +parameters: 128059944 +system_info: + Memory Info: 62.79 GB + OEM System: Virtual Machine + OS Version: Linux-5.15.0-1051-azure-x86_64-with-glibc2.17 + Processor: Intel(R) Xeon(R) Platinum 8272CL CPU @ 2.60GHz + Python Packages: + - gitpython==3.1.40 + - jinja2==3.1.2 + - markdown==3.5.1 + - markupsafe==2.1.3 + - pillow==10.1.0 + - pynacl==1.5.0 + - pyyaml==6.0.1 + - pygments==2.16.1 + - absl-py==2.0.0 + - aiohttp==3.8.6 + - aiosignal==1.3.1 + - altair==5.1.2 + - appdirs==1.4.4 + - async-timeout==4.0.3 + - attrs==23.1.0 + - backports.zoneinfo==0.2.1 + - bcrypt==4.0.1 + - blinker==1.7.0 + - boto3==1.28.77 + - botocore==1.31.77 + - cachetools==5.3.2 + - certifi==2023.7.22 + - cffi==1.16.0 + - charset-normalizer==3.3.2 + - click==8.1.7 + - coloredlogs==15.0.1 + - cryptography==41.0.5 + - datasets==2.14.6 + - diffusers==0.12.0 + - dill==0.3.7 + - docker-pycreds==0.4.0 + - fasteners==0.19 + - filelock==3.13.1 + - flatbuffers==23.5.26 + - frozenlist==1.4.0 + - fsspec==2023.10.0 + - fvcore==0.1.5.post20221221 + - gitdb==4.0.11 + - google-auth==2.23.4 + - google-auth-oauthlib==1.0.0 + - grpcio==1.59.2 + - huggingface-hub==0.17.3 + - humanfriendly==10.0 + - hummingbird-ml==0.4.4 + - idna==3.4 + - importlib-metadata==6.8.0 + - importlib-resources==6.1.0 + - invoke==2.2.0 + - iopath==0.1.10 + - jmespath==1.0.1 + - joblib==1.3.2 + - jsonschema==4.19.2 + - jsonschema-specifications==2023.7.1 + - lightgbm==3.3.5 + - markdown-it-py==3.0.0 + - mdurl==0.1.2 + - mpmath==1.3.0 + - multidict==6.0.4 + - multiprocess==0.70.15 + - networkx==3.1 + - nltk==3.8.1 + - numpy==1.24.4 + - nvidia-cublas-cu12==12.1.3.1 + - nvidia-cuda-cupti-cu12==12.1.105 + - nvidia-cuda-nvrtc-cu12==12.1.105 + - nvidia-cuda-runtime-cu12==12.1.105 + - nvidia-cudnn-cu12==8.9.2.26 + - nvidia-cufft-cu12==11.0.2.54 + - nvidia-curand-cu12==10.3.2.106 + - nvidia-cusolver-cu12==11.4.5.107 + - nvidia-cusparse-cu12==12.1.0.106 + - nvidia-nccl-cu12==2.18.1 + - nvidia-nvjitlink-cu12==12.3.52 + - nvidia-nvtx-cu12==12.1.105 + - oauthlib==3.2.2 + - onnx==1.15.0 + - onnxconverter-common==1.14.0 + - onnxmltools==1.10.0 + - onnxruntime==1.15.1 + - packaging==23.2 + - pandas==2.0.3 + - paramiko==2.11.0 + - pathtools==0.1.2 + - pip==23.3 + - pkgutil-resolve-name==1.3.10 + - portalocker==2.8.2 + - protobuf==3.20.2 + - psutil==5.9.6 + - pyarrow==14.0.0 + - pyasn1==0.5.0 + - pyasn1-modules==0.3.0 + - pycparser==2.21 + - pydeck==0.8.1b0 + - pyparsing==3.1.1 + - python-dateutil==2.8.2 + - pytorch-pretrained-biggan==0.1.1 + - pytz==2023.3.post1 + - referencing==0.30.2 + - regex==2023.10.3 + - requests==2.31.0 + - requests-oauthlib==1.3.1 + - rich==13.6.0 + - rjieba==0.1.11 + - roformer==0.4.3 + - rpds-py==0.10.6 + - rsa==4.9 + - s3transfer==0.7.0 + - safetensors==0.4.0 + - scikit-learn==1.1.1 + - scipy==1.10.1 + - sentence-transformers==2.2.2 + - sentencepiece==0.1.99 + - sentry-sdk==1.34.0 + - seqeval==1.2.2 + - setproctitle==1.3.3 + - setuptools==68.0.0 + - simpletransformers==0.64.3 + - six==1.16.0 + - skl2onnx==1.15.0 + - smmap==5.0.1 + - streamlit==1.28.1 + - sympy==1.12 + - tabulate==0.9.0 + - tenacity==8.2.3 + - tensorboard==2.14.0 + - tensorboard-data-server==0.7.2 + - termcolor==2.3.0 + - threadpoolctl==3.2.0 + - timm==0.9.8 + - tokenizers==0.14.1 + - toml==0.10.2 + - toolz==0.12.0 + - torch==2.1.0 + - torch-geometric==2.4.0 + - torchaudio==2.1.0 + - torchvision==0.16.0 + - tornado==6.3.3 + - tqdm==4.66.1 + - transformers==4.35.0 + - triton==2.1.0 + - turnkeyml==0.2.0 + - typeguard==4.1.5 + - typing-extensions==4.8.0 + - tzdata==2023.3 + - tzlocal==5.2 + - urllib3==1.26.18 + - validators==0.22.0 + - wandb==0.15.12 + - watchdog==3.0.0 + - werkzeug==3.0.1 + - wheel==0.41.2 + - xgboost==1.6.1 + - xxhash==3.4.1 + - yacs==0.1.8 + - yarl==1.9.2 + - zipp==3.17.0 +task: Computer_Vision diff --git a/models/hrnet_w64_Opset17/.gitattributes b/models/hrnet_w64_Opset17/.gitattributes new file mode 100644 index 0000000000000000000000000000000000000000..a6344aac8c09253b3b630fb776ae94478aa0275b --- /dev/null +++ b/models/hrnet_w64_Opset17/.gitattributes @@ -0,0 +1,35 @@ +*.7z filter=lfs diff=lfs merge=lfs -text +*.arrow filter=lfs diff=lfs merge=lfs -text +*.bin filter=lfs diff=lfs merge=lfs -text +*.bz2 filter=lfs diff=lfs merge=lfs -text +*.ckpt filter=lfs diff=lfs merge=lfs -text +*.ftz filter=lfs diff=lfs merge=lfs -text +*.gz filter=lfs diff=lfs merge=lfs -text +*.h5 filter=lfs diff=lfs merge=lfs -text +*.joblib filter=lfs diff=lfs merge=lfs -text +*.lfs.* filter=lfs diff=lfs merge=lfs -text +*.mlmodel filter=lfs diff=lfs merge=lfs -text +*.model filter=lfs diff=lfs merge=lfs -text +*.msgpack filter=lfs diff=lfs merge=lfs -text +*.npy filter=lfs diff=lfs merge=lfs -text +*.npz filter=lfs diff=lfs merge=lfs -text +*.onnx filter=lfs diff=lfs merge=lfs -text +*.ot filter=lfs diff=lfs merge=lfs -text +*.parquet filter=lfs diff=lfs merge=lfs -text +*.pb filter=lfs diff=lfs merge=lfs -text +*.pickle filter=lfs diff=lfs merge=lfs -text +*.pkl filter=lfs diff=lfs merge=lfs -text +*.pt filter=lfs diff=lfs merge=lfs -text +*.pth filter=lfs diff=lfs merge=lfs -text +*.rar filter=lfs diff=lfs merge=lfs -text +*.safetensors filter=lfs diff=lfs merge=lfs -text +saved_model/**/* filter=lfs diff=lfs merge=lfs -text +*.tar.* filter=lfs diff=lfs merge=lfs -text +*.tar filter=lfs diff=lfs merge=lfs -text +*.tflite filter=lfs diff=lfs merge=lfs -text +*.tgz filter=lfs diff=lfs merge=lfs -text +*.wasm filter=lfs diff=lfs merge=lfs -text +*.xz filter=lfs diff=lfs merge=lfs -text +*.zip filter=lfs diff=lfs merge=lfs -text +*.zst filter=lfs diff=lfs merge=lfs -text +*tfevents* filter=lfs diff=lfs merge=lfs -text diff --git a/models/hrnet_w64_Opset17/README.md b/models/hrnet_w64_Opset17/README.md new file mode 100644 index 0000000000000000000000000000000000000000..1a990769be8c3ccecd4894a01439eb48c48e8476 --- /dev/null +++ b/models/hrnet_w64_Opset17/README.md @@ -0,0 +1,8 @@ +--- +language: en +license: apache-2.0 +model_name: hrnet_w64_Opset17.onnx +tags: +- Computer_Vision +--- + diff --git a/models/hrnet_w64_Opset17/hrnet_w64_Opset17.onnx b/models/hrnet_w64_Opset17/hrnet_w64_Opset17.onnx new file mode 100644 index 0000000000000000000000000000000000000000..2b872e506ea6cb224b5eb940d64b7de2663b4f4e --- /dev/null +++ b/models/hrnet_w64_Opset17/hrnet_w64_Opset17.onnx @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:3a0e64bdf0ed1365ba5bfabdf3b65b57d3550a971678c0c1a218dbd397f071e4 +size 512196307 diff --git a/models/hrnet_w64_Opset17/source.txt b/models/hrnet_w64_Opset17/source.txt new file mode 100644 index 0000000000000000000000000000000000000000..4f39de656b6685f016425d7e9654693001f28dbd --- /dev/null +++ b/models/hrnet_w64_Opset17/source.txt @@ -0,0 +1 @@ +https://huggingface.co/onnxmodelzoo/hrnet_w64_Opset17 \ No newline at end of file diff --git a/models/hrnet_w64_Opset17/turnkey_stats.yaml b/models/hrnet_w64_Opset17/turnkey_stats.yaml new file mode 100644 index 0000000000000000000000000000000000000000..8a42b9dc8a336610ef7456456565b668137aa98a --- /dev/null +++ b/models/hrnet_w64_Opset17/turnkey_stats.yaml @@ -0,0 +1,201 @@ +author: timm +builds: + x86_ort: + all_build_stages: + - export_pytorch + - set_success + benchmark_status: successful + completed_build_stages: + export_pytorch: 17.42947268486023 + set_success: 0.022595882415771484 + device_type: x86 + iterations: 100 + onnx_file: /home/azureuser/.cache/turnkey/hrnet_w64_timm_b837f80e/onnx/hrnet_w64_timm_b837f80e-op17-base.onnx + runtime: ort +builtin_model_script: https://github.com/onnx/turnkeyml/blob/main/models/timm/hrnet_w64.py +class: HighResolutionNet +hash: c3bffa4f +model_name: hrnet_w64 +onnx_input_dimensions: + x: + - 1 + - 3 + - 224 + - 224 +onnx_model_information: + ir_version: 8 + opset: 17 + size on disk (KiB): 500191.7383 +onnx_ops_counter: + Add: 177 + Constant: 31 + Conv: 325 + Flatten: 1 + Gemm: 1 + GlobalAveragePool: 1 + Relu: 284 + Resize: 31 +parameters: 128059944 +system_info: + Memory Info: 62.79 GB + OEM System: Virtual Machine + OS Version: Linux-5.15.0-1051-azure-x86_64-with-glibc2.17 + Processor: Intel(R) Xeon(R) Platinum 8272CL CPU @ 2.60GHz + Python Packages: + - gitpython==3.1.40 + - jinja2==3.1.2 + - markdown==3.5.1 + - markupsafe==2.1.3 + - pillow==10.1.0 + - pynacl==1.5.0 + - pyyaml==6.0.1 + - pygments==2.16.1 + - absl-py==2.0.0 + - aiohttp==3.8.6 + - aiosignal==1.3.1 + - altair==5.1.2 + - appdirs==1.4.4 + - async-timeout==4.0.3 + - attrs==23.1.0 + - backports.zoneinfo==0.2.1 + - bcrypt==4.0.1 + - blinker==1.7.0 + - boto3==1.28.77 + - botocore==1.31.77 + - cachetools==5.3.2 + - certifi==2023.7.22 + - cffi==1.16.0 + - charset-normalizer==3.3.2 + - click==8.1.7 + - coloredlogs==15.0.1 + - cryptography==41.0.5 + - datasets==2.14.6 + - diffusers==0.12.0 + - dill==0.3.7 + - docker-pycreds==0.4.0 + - fasteners==0.19 + - filelock==3.13.1 + - flatbuffers==23.5.26 + - frozenlist==1.4.0 + - fsspec==2023.10.0 + - fvcore==0.1.5.post20221221 + - gitdb==4.0.11 + - google-auth==2.23.4 + - google-auth-oauthlib==1.0.0 + - grpcio==1.59.2 + - huggingface-hub==0.17.3 + - humanfriendly==10.0 + - hummingbird-ml==0.4.4 + - idna==3.4 + - importlib-metadata==6.8.0 + - importlib-resources==6.1.0 + - invoke==2.2.0 + - iopath==0.1.10 + - jmespath==1.0.1 + - joblib==1.3.2 + - jsonschema==4.19.2 + - jsonschema-specifications==2023.7.1 + - lightgbm==3.3.5 + - markdown-it-py==3.0.0 + - mdurl==0.1.2 + - mpmath==1.3.0 + - multidict==6.0.4 + - multiprocess==0.70.15 + - networkx==3.1 + - nltk==3.8.1 + - numpy==1.24.4 + - nvidia-cublas-cu12==12.1.3.1 + - nvidia-cuda-cupti-cu12==12.1.105 + - nvidia-cuda-nvrtc-cu12==12.1.105 + - nvidia-cuda-runtime-cu12==12.1.105 + - nvidia-cudnn-cu12==8.9.2.26 + - nvidia-cufft-cu12==11.0.2.54 + - nvidia-curand-cu12==10.3.2.106 + - nvidia-cusolver-cu12==11.4.5.107 + - nvidia-cusparse-cu12==12.1.0.106 + - nvidia-nccl-cu12==2.18.1 + - nvidia-nvjitlink-cu12==12.3.52 + - nvidia-nvtx-cu12==12.1.105 + - oauthlib==3.2.2 + - onnx==1.15.0 + - onnxconverter-common==1.14.0 + - onnxmltools==1.10.0 + - onnxruntime==1.15.1 + - packaging==23.2 + - pandas==2.0.3 + - paramiko==2.11.0 + - pathtools==0.1.2 + - pip==23.3 + - pkgutil-resolve-name==1.3.10 + - portalocker==2.8.2 + - protobuf==3.20.2 + - psutil==5.9.6 + - pyarrow==14.0.0 + - pyasn1==0.5.0 + - pyasn1-modules==0.3.0 + - pycparser==2.21 + - pydeck==0.8.1b0 + - pyparsing==3.1.1 + - python-dateutil==2.8.2 + - pytorch-pretrained-biggan==0.1.1 + - pytz==2023.3.post1 + - referencing==0.30.2 + - regex==2023.10.3 + - requests==2.31.0 + - requests-oauthlib==1.3.1 + - rich==13.6.0 + - rjieba==0.1.11 + - roformer==0.4.3 + - rpds-py==0.10.6 + - rsa==4.9 + - s3transfer==0.7.0 + - safetensors==0.4.0 + - scikit-learn==1.1.1 + - scipy==1.10.1 + - sentence-transformers==2.2.2 + - sentencepiece==0.1.99 + - sentry-sdk==1.34.0 + - seqeval==1.2.2 + - setproctitle==1.3.3 + - setuptools==68.0.0 + - simpletransformers==0.64.3 + - six==1.16.0 + - skl2onnx==1.15.0 + - smmap==5.0.1 + - streamlit==1.28.1 + - sympy==1.12 + - tabulate==0.9.0 + - tenacity==8.2.3 + - tensorboard==2.14.0 + - tensorboard-data-server==0.7.2 + - termcolor==2.3.0 + - threadpoolctl==3.2.0 + - timm==0.9.8 + - tokenizers==0.14.1 + - toml==0.10.2 + - toolz==0.12.0 + - torch==2.1.0 + - torch-geometric==2.4.0 + - torchaudio==2.1.0 + - torchvision==0.16.0 + - tornado==6.3.3 + - tqdm==4.66.1 + - transformers==4.35.0 + - triton==2.1.0 + - turnkeyml==0.2.0 + - typeguard==4.1.5 + - typing-extensions==4.8.0 + - tzdata==2023.3 + - tzlocal==5.2 + - urllib3==1.26.18 + - validators==0.22.0 + - wandb==0.15.12 + - watchdog==3.0.0 + - werkzeug==3.0.1 + - wheel==0.41.2 + - xgboost==1.6.1 + - xxhash==3.4.1 + - yacs==0.1.8 + - yarl==1.9.2 + - zipp==3.17.0 +task: Computer_Vision diff --git a/models/hrnet_w64_Opset18/.gitattributes b/models/hrnet_w64_Opset18/.gitattributes new file mode 100644 index 0000000000000000000000000000000000000000..a6344aac8c09253b3b630fb776ae94478aa0275b --- /dev/null +++ b/models/hrnet_w64_Opset18/.gitattributes @@ -0,0 +1,35 @@ +*.7z filter=lfs diff=lfs merge=lfs -text +*.arrow filter=lfs diff=lfs merge=lfs -text +*.bin filter=lfs diff=lfs merge=lfs -text +*.bz2 filter=lfs diff=lfs merge=lfs -text +*.ckpt filter=lfs diff=lfs merge=lfs -text +*.ftz filter=lfs diff=lfs merge=lfs -text +*.gz filter=lfs diff=lfs merge=lfs -text +*.h5 filter=lfs diff=lfs merge=lfs -text +*.joblib filter=lfs diff=lfs merge=lfs -text +*.lfs.* filter=lfs diff=lfs merge=lfs -text +*.mlmodel filter=lfs diff=lfs merge=lfs -text +*.model filter=lfs diff=lfs merge=lfs -text +*.msgpack filter=lfs diff=lfs merge=lfs -text +*.npy filter=lfs diff=lfs merge=lfs -text +*.npz filter=lfs diff=lfs merge=lfs -text +*.onnx filter=lfs diff=lfs merge=lfs -text +*.ot filter=lfs diff=lfs merge=lfs -text +*.parquet filter=lfs diff=lfs merge=lfs -text +*.pb filter=lfs diff=lfs merge=lfs -text +*.pickle filter=lfs diff=lfs merge=lfs -text +*.pkl filter=lfs diff=lfs merge=lfs -text +*.pt filter=lfs diff=lfs merge=lfs -text +*.pth filter=lfs diff=lfs merge=lfs -text +*.rar filter=lfs diff=lfs merge=lfs -text +*.safetensors filter=lfs diff=lfs merge=lfs -text +saved_model/**/* filter=lfs diff=lfs merge=lfs -text +*.tar.* filter=lfs diff=lfs merge=lfs -text +*.tar filter=lfs diff=lfs merge=lfs -text +*.tflite filter=lfs diff=lfs merge=lfs -text +*.tgz filter=lfs diff=lfs merge=lfs -text +*.wasm filter=lfs diff=lfs merge=lfs -text +*.xz filter=lfs diff=lfs merge=lfs -text +*.zip filter=lfs diff=lfs merge=lfs -text +*.zst filter=lfs diff=lfs merge=lfs -text +*tfevents* filter=lfs diff=lfs merge=lfs -text diff --git a/models/hrnet_w64_Opset18/README.md b/models/hrnet_w64_Opset18/README.md new file mode 100644 index 0000000000000000000000000000000000000000..eac8451741b2d5690076a39781403a1dffa6f46c --- /dev/null +++ b/models/hrnet_w64_Opset18/README.md @@ -0,0 +1,8 @@ +--- +language: en +license: apache-2.0 +model_name: hrnet_w64_Opset18.onnx +tags: +- Computer_Vision +--- + diff --git a/models/hrnet_w64_Opset18/hrnet_w64_Opset18.onnx b/models/hrnet_w64_Opset18/hrnet_w64_Opset18.onnx new file mode 100644 index 0000000000000000000000000000000000000000..dd1966d34966f3cbe88e386f8923510582149b2a --- /dev/null +++ b/models/hrnet_w64_Opset18/hrnet_w64_Opset18.onnx @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:ce6c9afc811d647e4a19d3d797d1eef5a81d43b9e9169c337131a51b92c86b41 +size 512196307 diff --git a/models/hrnet_w64_Opset18/source.txt b/models/hrnet_w64_Opset18/source.txt new file mode 100644 index 0000000000000000000000000000000000000000..b8b2a766e062a7258ccf326abc494cc902c3e719 --- /dev/null +++ b/models/hrnet_w64_Opset18/source.txt @@ -0,0 +1 @@ +https://huggingface.co/onnxmodelzoo/hrnet_w64_Opset18 \ No newline at end of file diff --git a/models/hrnet_w64_Opset18/turnkey_stats.yaml b/models/hrnet_w64_Opset18/turnkey_stats.yaml new file mode 100644 index 0000000000000000000000000000000000000000..aa74fe2fe521aad9002e484f776c48e4b983ca74 --- /dev/null +++ b/models/hrnet_w64_Opset18/turnkey_stats.yaml @@ -0,0 +1,201 @@ +author: timm +builds: + x86_ort: + all_build_stages: + - export_pytorch + - set_success + benchmark_status: successful + completed_build_stages: + export_pytorch: 17.33573007583618 + set_success: 0.021355152130126953 + device_type: x86 + iterations: 100 + onnx_file: /home/azureuser/.cache/turnkey/hrnet_w64_timm_b837f80e/onnx/hrnet_w64_timm_b837f80e-op18-base.onnx + runtime: ort +builtin_model_script: https://github.com/onnx/turnkeyml/blob/main/models/timm/hrnet_w64.py +class: HighResolutionNet +hash: c3bffa4f +model_name: hrnet_w64 +onnx_input_dimensions: + x: + - 1 + - 3 + - 224 + - 224 +onnx_model_information: + ir_version: 8 + opset: 18 + size on disk (KiB): 500191.7383 +onnx_ops_counter: + Add: 177 + Constant: 31 + Conv: 325 + Flatten: 1 + Gemm: 1 + GlobalAveragePool: 1 + Relu: 284 + Resize: 31 +parameters: 128059944 +system_info: + Memory Info: 62.79 GB + OEM System: Virtual Machine + OS Version: Linux-5.15.0-1051-azure-x86_64-with-glibc2.17 + Processor: Intel(R) Xeon(R) Platinum 8272CL CPU @ 2.60GHz + Python Packages: + - gitpython==3.1.40 + - jinja2==3.1.2 + - markdown==3.5.1 + - markupsafe==2.1.3 + - pillow==10.1.0 + - pynacl==1.5.0 + - pyyaml==6.0.1 + - pygments==2.16.1 + - absl-py==2.0.0 + - aiohttp==3.8.6 + - aiosignal==1.3.1 + - altair==5.1.2 + - appdirs==1.4.4 + - async-timeout==4.0.3 + - attrs==23.1.0 + - backports.zoneinfo==0.2.1 + - bcrypt==4.0.1 + - blinker==1.7.0 + - boto3==1.28.77 + - botocore==1.31.77 + - cachetools==5.3.2 + - certifi==2023.7.22 + - cffi==1.16.0 + - charset-normalizer==3.3.2 + - click==8.1.7 + - coloredlogs==15.0.1 + - cryptography==41.0.5 + - datasets==2.14.6 + - diffusers==0.12.0 + - dill==0.3.7 + - docker-pycreds==0.4.0 + - fasteners==0.19 + - filelock==3.13.1 + - flatbuffers==23.5.26 + - frozenlist==1.4.0 + - fsspec==2023.10.0 + - fvcore==0.1.5.post20221221 + - gitdb==4.0.11 + - google-auth==2.23.4 + - google-auth-oauthlib==1.0.0 + - grpcio==1.59.2 + - huggingface-hub==0.17.3 + - humanfriendly==10.0 + - hummingbird-ml==0.4.4 + - idna==3.4 + - importlib-metadata==6.8.0 + - importlib-resources==6.1.0 + - invoke==2.2.0 + - iopath==0.1.10 + - jmespath==1.0.1 + - joblib==1.3.2 + - jsonschema==4.19.2 + - jsonschema-specifications==2023.7.1 + - lightgbm==3.3.5 + - markdown-it-py==3.0.0 + - mdurl==0.1.2 + - mpmath==1.3.0 + - multidict==6.0.4 + - multiprocess==0.70.15 + - networkx==3.1 + - nltk==3.8.1 + - numpy==1.24.4 + - nvidia-cublas-cu12==12.1.3.1 + - nvidia-cuda-cupti-cu12==12.1.105 + - nvidia-cuda-nvrtc-cu12==12.1.105 + - nvidia-cuda-runtime-cu12==12.1.105 + - nvidia-cudnn-cu12==8.9.2.26 + - nvidia-cufft-cu12==11.0.2.54 + - nvidia-curand-cu12==10.3.2.106 + - nvidia-cusolver-cu12==11.4.5.107 + - nvidia-cusparse-cu12==12.1.0.106 + - nvidia-nccl-cu12==2.18.1 + - nvidia-nvjitlink-cu12==12.3.52 + - nvidia-nvtx-cu12==12.1.105 + - oauthlib==3.2.2 + - onnx==1.15.0 + - onnxconverter-common==1.14.0 + - onnxmltools==1.10.0 + - onnxruntime==1.15.1 + - packaging==23.2 + - pandas==2.0.3 + - paramiko==2.11.0 + - pathtools==0.1.2 + - pip==23.3 + - pkgutil-resolve-name==1.3.10 + - portalocker==2.8.2 + - protobuf==3.20.2 + - psutil==5.9.6 + - pyarrow==14.0.0 + - pyasn1==0.5.0 + - pyasn1-modules==0.3.0 + - pycparser==2.21 + - pydeck==0.8.1b0 + - pyparsing==3.1.1 + - python-dateutil==2.8.2 + - pytorch-pretrained-biggan==0.1.1 + - pytz==2023.3.post1 + - referencing==0.30.2 + - regex==2023.10.3 + - requests==2.31.0 + - requests-oauthlib==1.3.1 + - rich==13.6.0 + - rjieba==0.1.11 + - roformer==0.4.3 + - rpds-py==0.10.6 + - rsa==4.9 + - s3transfer==0.7.0 + - safetensors==0.4.0 + - scikit-learn==1.1.1 + - scipy==1.10.1 + - sentence-transformers==2.2.2 + - sentencepiece==0.1.99 + - sentry-sdk==1.34.0 + - seqeval==1.2.2 + - setproctitle==1.3.3 + - setuptools==68.0.0 + - simpletransformers==0.64.3 + - six==1.16.0 + - skl2onnx==1.15.0 + - smmap==5.0.1 + - streamlit==1.28.1 + - sympy==1.12 + - tabulate==0.9.0 + - tenacity==8.2.3 + - tensorboard==2.14.0 + - tensorboard-data-server==0.7.2 + - termcolor==2.3.0 + - threadpoolctl==3.2.0 + - timm==0.9.8 + - tokenizers==0.14.1 + - toml==0.10.2 + - toolz==0.12.0 + - torch==2.1.0 + - torch-geometric==2.4.0 + - torchaudio==2.1.0 + - torchvision==0.16.0 + - tornado==6.3.3 + - tqdm==4.66.1 + - transformers==4.35.0 + - triton==2.1.0 + - turnkeyml==0.2.0 + - typeguard==4.1.5 + - typing-extensions==4.8.0 + - tzdata==2023.3 + - tzlocal==5.2 + - urllib3==1.26.18 + - validators==0.22.0 + - wandb==0.15.12 + - watchdog==3.0.0 + - werkzeug==3.0.1 + - wheel==0.41.2 + - xgboost==1.6.1 + - xxhash==3.4.1 + - yacs==0.1.8 + - yarl==1.9.2 + - zipp==3.17.0 +task: Computer_Vision