{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Create Orpheus Onnx model from Huggingface model" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## First install all the prerequisits" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "executionInfo": { "elapsed": 8904, "status": "ok", "timestamp": 1747420141583, "user": { "displayName": "NEWTON MALLICK", "userId": "15864046187659147429" }, "user_tz": -330 }, "id": "7J-7mJxnUBCB", "outputId": "5cc5a178-724a-49ef-952f-6e35db18e6a4" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Hit:1 https://cloud.r-project.org/bin/linux/ubuntu jammy-cran40/ InRelease\n", "Hit:2 https://developer.download.nvidia.com/compute/cuda/repos/ubuntu2204/x86_64 InRelease\n", "Hit:3 http://archive.ubuntu.com/ubuntu jammy InRelease\n", "Get:4 http://security.ubuntu.com/ubuntu jammy-security InRelease [129 kB]\n", "Hit:5 http://archive.ubuntu.com/ubuntu jammy-updates InRelease\n", "Hit:6 http://archive.ubuntu.com/ubuntu jammy-backports InRelease\n", "Hit:7 https://r2u.stat.illinois.edu/ubuntu jammy InRelease\n", "Hit:8 https://ppa.launchpadcontent.net/deadsnakes/ppa/ubuntu jammy InRelease\n", "Hit:9 https://ppa.launchpadcontent.net/graphics-drivers/ppa/ubuntu jammy InRelease\n", "Hit:10 https://ppa.launchpadcontent.net/ubuntugis/ppa/ubuntu jammy InRelease\n", "Fetched 129 kB in 2s (77.8 kB/s)\n", "Reading package lists...\n", "W: Skipping acquire of configured file 'main/source/Sources' as repository 'https://r2u.stat.illinois.edu/ubuntu jammy InRelease' does not seem to provide it (sources.list entry misspelt?)\n", "Reading package lists...\n", "Building dependency tree...\n", "Reading state information...\n", "Calculating upgrade...\n", "The following packages were automatically installed and are no longer required:\n", " libgdal32 libgeos3.11.1 libspatialite7 linux-headers-5.15.0-139\n", " linux-headers-5.15.0-139-generic\n", "Use 'sudo apt autoremove' to remove them.\n", "The following packages have been kept back:\n", " libcudnn9-cuda-12 libnccl-dev libnccl2\n", "0 upgraded, 0 newly installed, 0 to remove and 3 not upgraded.\n" ] } ], "source": [ "!sudo apt-get update -q && sudo apt-get dist-upgrade -y -q" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "executionInfo": { "elapsed": 6213, "status": "ok", "timestamp": 1747420164405, "user": { "displayName": "NEWTON MALLICK", "userId": "15864046187659147429" }, "user_tz": -330 }, "id": "cKYHT5uUmrkw", "outputId": "11d08fc7-21ca-4e77-f63f-6ef3b8631d99" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Requirement already satisfied: torch in /usr/local/lib/python3.11/dist-packages (2.6.0+cu124)\n", "Requirement already satisfied: torchvision in /usr/local/lib/python3.11/dist-packages (0.21.0+cu124)\n", "Requirement already satisfied: torchaudio in /usr/local/lib/python3.11/dist-packages (2.6.0+cu124)\n", "Requirement already satisfied: filelock in /usr/local/lib/python3.11/dist-packages (from torch) (3.18.0)\n", "Requirement already satisfied: typing-extensions>=4.10.0 in /usr/local/lib/python3.11/dist-packages (from torch) (4.13.2)\n", "Requirement already satisfied: networkx in /usr/local/lib/python3.11/dist-packages (from torch) (3.4.2)\n", "Requirement already satisfied: jinja2 in /usr/local/lib/python3.11/dist-packages (from torch) (3.1.6)\n", "Requirement already satisfied: fsspec in /usr/local/lib/python3.11/dist-packages (from torch) (2025.3.2)\n", "Requirement already satisfied: nvidia-cuda-nvrtc-cu12==12.4.127 in /usr/local/lib/python3.11/dist-packages (from torch) (12.4.127)\n", "Requirement already satisfied: nvidia-cuda-runtime-cu12==12.4.127 in /usr/local/lib/python3.11/dist-packages (from torch) (12.4.127)\n", "Requirement already satisfied: nvidia-cuda-cupti-cu12==12.4.127 in /usr/local/lib/python3.11/dist-packages (from torch) (12.4.127)\n", "Requirement already satisfied: nvidia-cudnn-cu12==9.1.0.70 in /usr/local/lib/python3.11/dist-packages (from torch) (9.1.0.70)\n", "Requirement already satisfied: nvidia-cublas-cu12==12.4.5.8 in /usr/local/lib/python3.11/dist-packages (from torch) (12.4.5.8)\n", "Requirement already satisfied: nvidia-cufft-cu12==11.2.1.3 in /usr/local/lib/python3.11/dist-packages (from torch) (11.2.1.3)\n", "Requirement already satisfied: nvidia-curand-cu12==10.3.5.147 in /usr/local/lib/python3.11/dist-packages (from torch) (10.3.5.147)\n", "Requirement already satisfied: nvidia-cusolver-cu12==11.6.1.9 in /usr/local/lib/python3.11/dist-packages (from torch) (11.6.1.9)\n", "Requirement already satisfied: nvidia-cusparse-cu12==12.3.1.170 in /usr/local/lib/python3.11/dist-packages (from torch) (12.3.1.170)\n", "Requirement already satisfied: nvidia-cusparselt-cu12==0.6.2 in /usr/local/lib/python3.11/dist-packages (from torch) (0.6.2)\n", "Requirement already satisfied: nvidia-nccl-cu12==2.21.5 in /usr/local/lib/python3.11/dist-packages (from torch) (2.21.5)\n", "Requirement already satisfied: nvidia-nvtx-cu12==12.4.127 in /usr/local/lib/python3.11/dist-packages (from torch) (12.4.127)\n", "Requirement already satisfied: nvidia-nvjitlink-cu12==12.4.127 in /usr/local/lib/python3.11/dist-packages (from torch) (12.4.127)\n", "Requirement already satisfied: triton==3.2.0 in /usr/local/lib/python3.11/dist-packages (from torch) (3.2.0)\n", "Requirement already satisfied: sympy==1.13.1 in /usr/local/lib/python3.11/dist-packages (from torch) (1.13.1)\n", "Requirement already satisfied: mpmath<1.4,>=1.1.0 in /usr/local/lib/python3.11/dist-packages (from sympy==1.13.1->torch) (1.3.0)\n", "Requirement already satisfied: numpy in /usr/local/lib/python3.11/dist-packages (from torchvision) (2.0.2)\n", "Requirement already satisfied: pillow!=8.3.*,>=5.3.0 in /usr/local/lib/python3.11/dist-packages (from torchvision) (11.2.1)\n", "Requirement already satisfied: MarkupSafe>=2.0 in /usr/local/lib/python3.11/dist-packages (from jinja2->torch) (3.0.2)\n" ] } ], "source": [ "%pip install torch torchvision torchaudio" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "executionInfo": { "elapsed": 6238, "status": "ok", "timestamp": 1747420170636, "user": { "displayName": "NEWTON MALLICK", "userId": "15864046187659147429" }, "user_tz": -330 }, "id": "EQfPq6O5TV5k", "outputId": "32bef9b0-d4d5-4640-e2a1-e0d521bf51ac" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Requirement already satisfied: onnx in /usr/local/lib/python3.11/dist-packages (1.18.0)\n", "Requirement already satisfied: onnxruntime in /usr/local/lib/python3.11/dist-packages (1.22.0)\n", "Requirement already satisfied: onnxruntime-genai in /usr/local/lib/python3.11/dist-packages (0.7.1)\n", "Requirement already satisfied: numpy>=1.22 in /usr/local/lib/python3.11/dist-packages (from onnx) (2.0.2)\n", "Requirement already satisfied: protobuf>=4.25.1 in /usr/local/lib/python3.11/dist-packages (from onnx) (5.29.4)\n", "Requirement already satisfied: typing_extensions>=4.7.1 in /usr/local/lib/python3.11/dist-packages (from onnx) (4.13.2)\n", "Requirement already satisfied: coloredlogs in /usr/local/lib/python3.11/dist-packages (from onnxruntime) (15.0.1)\n", "Requirement already satisfied: flatbuffers in /usr/local/lib/python3.11/dist-packages (from onnxruntime) (25.2.10)\n", "Requirement already satisfied: packaging in /usr/local/lib/python3.11/dist-packages (from onnxruntime) (24.2)\n", "Requirement already satisfied: sympy in /usr/local/lib/python3.11/dist-packages (from onnxruntime) (1.13.1)\n", "Requirement already satisfied: humanfriendly>=9.1 in /usr/local/lib/python3.11/dist-packages (from coloredlogs->onnxruntime) (10.0)\n", "Requirement already satisfied: mpmath<1.4,>=1.1.0 in /usr/local/lib/python3.11/dist-packages (from sympy->onnxruntime) (1.3.0)\n" ] } ], "source": [ "%pip install --pre onnx onnxruntime onnxruntime-genai" ] }, { "cell_type": "code", "execution_count": 32, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "executionInfo": { "elapsed": 2012, "status": "ok", "timestamp": 1747420803503, "user": { "displayName": "NEWTON MALLICK", "userId": "15864046187659147429" }, "user_tz": -330 }, "id": "57BkpPWkqUpO", "outputId": "616f23ff-f699-4130-f7e5-98eac548fa90" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Requirement already satisfied: transformers in /usr/local/lib/python3.11/dist-packages (4.51.3)\n", "Requirement already satisfied: accelerate in /usr/local/lib/python3.11/dist-packages (1.6.0)\n", "Requirement already satisfied: peft in /usr/local/lib/python3.11/dist-packages (0.15.2)\n", "Requirement already satisfied: bitsandbytes in /usr/local/lib/python3.11/dist-packages (0.45.5)\n", "Requirement already satisfied: snac in /usr/local/lib/python3.11/dist-packages (1.2.1)\n", "Requirement already satisfied: gguf in /usr/local/lib/python3.11/dist-packages (0.16.3)\n", "Requirement already satisfied: hf_xet in /usr/local/lib/python3.11/dist-packages (1.1.1)\n", "Requirement already satisfied: huggingface_hub[hf_xet] in /usr/local/lib/python3.11/dist-packages (0.31.2)\n", "Requirement already satisfied: filelock in /usr/local/lib/python3.11/dist-packages (from transformers) (3.18.0)\n", "Requirement already satisfied: numpy>=1.17 in /usr/local/lib/python3.11/dist-packages (from transformers) (2.0.2)\n", "Requirement already satisfied: packaging>=20.0 in /usr/local/lib/python3.11/dist-packages (from transformers) (24.2)\n", "Requirement already satisfied: pyyaml>=5.1 in /usr/local/lib/python3.11/dist-packages (from transformers) (6.0.2)\n", "Requirement already satisfied: regex!=2019.12.17 in /usr/local/lib/python3.11/dist-packages (from transformers) (2024.11.6)\n", "Requirement already satisfied: requests in /usr/local/lib/python3.11/dist-packages (from transformers) (2.32.3)\n", "Requirement already satisfied: tokenizers<0.22,>=0.21 in /usr/local/lib/python3.11/dist-packages (from transformers) (0.21.1)\n", "Requirement already satisfied: safetensors>=0.4.3 in /usr/local/lib/python3.11/dist-packages (from transformers) (0.5.3)\n", "Requirement already satisfied: tqdm>=4.27 in /usr/local/lib/python3.11/dist-packages (from transformers) (4.67.1)\n", "Requirement already satisfied: psutil in /usr/local/lib/python3.11/dist-packages (from accelerate) (5.9.5)\n", "Requirement already satisfied: torch>=2.0.0 in /usr/local/lib/python3.11/dist-packages (from accelerate) (2.6.0+cu124)\n", "Requirement already satisfied: einops in /usr/local/lib/python3.11/dist-packages (from snac) (0.8.1)\n", "Requirement already satisfied: sentencepiece<=0.2.0,>=0.1.98 in /usr/local/lib/python3.11/dist-packages (from gguf) (0.2.0)\n", "Requirement already satisfied: fsspec>=2023.5.0 in /usr/local/lib/python3.11/dist-packages (from huggingface_hub[hf_xet]) (2025.3.2)\n", "Requirement already satisfied: typing-extensions>=3.7.4.3 in /usr/local/lib/python3.11/dist-packages (from huggingface_hub[hf_xet]) (4.13.2)\n", "Requirement already satisfied: networkx in /usr/local/lib/python3.11/dist-packages (from torch>=2.0.0->accelerate) (3.4.2)\n", "Requirement already satisfied: jinja2 in /usr/local/lib/python3.11/dist-packages (from torch>=2.0.0->accelerate) (3.1.6)\n", "Requirement already satisfied: nvidia-cuda-nvrtc-cu12==12.4.127 in /usr/local/lib/python3.11/dist-packages (from torch>=2.0.0->accelerate) (12.4.127)\n", "Requirement already satisfied: nvidia-cuda-runtime-cu12==12.4.127 in /usr/local/lib/python3.11/dist-packages (from torch>=2.0.0->accelerate) (12.4.127)\n", "Requirement already satisfied: nvidia-cuda-cupti-cu12==12.4.127 in /usr/local/lib/python3.11/dist-packages (from torch>=2.0.0->accelerate) (12.4.127)\n", "Requirement already satisfied: nvidia-cudnn-cu12==9.1.0.70 in /usr/local/lib/python3.11/dist-packages (from torch>=2.0.0->accelerate) (9.1.0.70)\n", "Requirement already satisfied: nvidia-cublas-cu12==12.4.5.8 in /usr/local/lib/python3.11/dist-packages (from torch>=2.0.0->accelerate) (12.4.5.8)\n", "Requirement already satisfied: nvidia-cufft-cu12==11.2.1.3 in /usr/local/lib/python3.11/dist-packages (from torch>=2.0.0->accelerate) (11.2.1.3)\n", "Requirement already satisfied: nvidia-curand-cu12==10.3.5.147 in /usr/local/lib/python3.11/dist-packages (from torch>=2.0.0->accelerate) (10.3.5.147)\n", "Requirement already satisfied: nvidia-cusolver-cu12==11.6.1.9 in /usr/local/lib/python3.11/dist-packages (from torch>=2.0.0->accelerate) (11.6.1.9)\n", "Requirement already satisfied: nvidia-cusparse-cu12==12.3.1.170 in /usr/local/lib/python3.11/dist-packages (from torch>=2.0.0->accelerate) (12.3.1.170)\n", "Requirement already satisfied: nvidia-cusparselt-cu12==0.6.2 in /usr/local/lib/python3.11/dist-packages (from torch>=2.0.0->accelerate) (0.6.2)\n", "Requirement already satisfied: nvidia-nccl-cu12==2.21.5 in /usr/local/lib/python3.11/dist-packages (from torch>=2.0.0->accelerate) (2.21.5)\n", "Requirement already satisfied: nvidia-nvtx-cu12==12.4.127 in /usr/local/lib/python3.11/dist-packages (from torch>=2.0.0->accelerate) (12.4.127)\n", "Requirement already satisfied: nvidia-nvjitlink-cu12==12.4.127 in /usr/local/lib/python3.11/dist-packages (from torch>=2.0.0->accelerate) (12.4.127)\n", "Requirement already satisfied: triton==3.2.0 in /usr/local/lib/python3.11/dist-packages (from torch>=2.0.0->accelerate) (3.2.0)\n", "Requirement already satisfied: sympy==1.13.1 in /usr/local/lib/python3.11/dist-packages (from torch>=2.0.0->accelerate) (1.13.1)\n", "Requirement already satisfied: mpmath<1.4,>=1.1.0 in /usr/local/lib/python3.11/dist-packages (from sympy==1.13.1->torch>=2.0.0->accelerate) (1.3.0)\n", "Requirement already satisfied: charset-normalizer<4,>=2 in /usr/local/lib/python3.11/dist-packages (from requests->transformers) (3.4.2)\n", "Requirement already satisfied: idna<4,>=2.5 in /usr/local/lib/python3.11/dist-packages (from requests->transformers) (3.10)\n", "Requirement already satisfied: urllib3<3,>=1.21.1 in /usr/local/lib/python3.11/dist-packages (from requests->transformers) (2.4.0)\n", "Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.11/dist-packages (from requests->transformers) (2025.4.26)\n", "Requirement already satisfied: MarkupSafe>=2.0 in /usr/local/lib/python3.11/dist-packages (from jinja2->torch>=2.0.0->accelerate) (3.0.2)\n" ] } ], "source": [ "%pip install transformers accelerate peft bitsandbytes snac gguf hf_xet huggingface_hub[hf_xet]\n" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "executionInfo": { "elapsed": 1279, "status": "ok", "timestamp": 1747420156885, "user": { "displayName": "NEWTON MALLICK", "userId": "15864046187659147429" }, "user_tz": -330 }, "id": "uJme0eRVTahG", "outputId": "3aa59185-8859-4bf8-f98a-9f5c9fd93f17" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Fri May 16 18:29:15 2025 \n", "+-----------------------------------------------------------------------------------------+\n", "| NVIDIA-SMI 550.54.15 Driver Version: 550.54.15 CUDA Version: 12.4 |\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 45C P8 9W / 70W | 0MiB / 15360MiB | 0% Default |\n", "| | | N/A |\n", "+-----------------------------------------+------------------------+----------------------+\n", " \n", "+-----------------------------------------------------------------------------------------+\n", "| Processes: |\n", "| GPU GI CI PID Type Process name GPU Memory |\n", "| ID ID Usage |\n", "|=========================================================================================|\n", "| No running processes found |\n", "+-----------------------------------------------------------------------------------------+\n" ] } ], "source": [ "!nvidia-smi" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Clone the the OnnxRuntime for GenAI repo" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "executionInfo": { "elapsed": 923, "status": "ok", "timestamp": 1747420449398, "user": { "displayName": "NEWTON MALLICK", "userId": "15864046187659147429" }, "user_tz": -330 }, "id": "1iYcdGkbV18A", "outputId": "6ef62ccf-a875-40a8-e506-209d9dd84525" }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Cloning into 'onnxruntime-genai'...\n", "Updating files: 5% (35/649)\n", "Updating files: 6% (39/649)\n", "Updating files: 7% (46/649)\n", "Updating files: 8% (52/649)\n", "Updating files: 9% (59/649)\n", "Updating files: 10% (65/649)\n", "Updating files: 11% (72/649)\n", "Updating files: 12% (78/649)\n", "Updating files: 13% (85/649)\n", "Updating files: 14% (91/649)\n", "Updating files: 15% (98/649)\n", "Updating files: 16% (104/649)\n", "Updating files: 17% (111/649)\n", "Updating files: 18% (117/649)\n", "Updating files: 19% (124/649)\n", "Updating files: 20% 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https://github.com/microsoft/onnxruntime-genai --depth=1" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "executionInfo": { "elapsed": 23121, "status": "ok", "timestamp": 1747420196276, "user": { "displayName": "NEWTON MALLICK", "userId": "15864046187659147429" }, "user_tz": -330 }, "id": "NN_8AgWaV8oX", "outputId": "f3cc148b-6a3b-486f-924e-8fa00a1f5368" }, "outputs": [], "source": [ "!huggingface-cli login" ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "executionInfo": { "elapsed": 804, "status": "ok", "timestamp": 1747420467016, "user": { "displayName": "NEWTON MALLICK", "userId": "15864046187659147429" }, "user_tz": -330 }, "id": "fgQzlX6VKZZ9", "outputId": "793fd3d3-9ada-41d2-85cb-1fadbd61f002" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "usage: build.py [-h] [--build_dir BUILD_DIR]\n", " [--config {Debug,MinSizeRel,Release,RelWithDebInfo}]\n", " [--update] [--build] [--test] [--package] [--clean]\n", " [--skip_tests] [--skip_wheel] [--build_csharp] [--build_java]\n", " [--parallel] [--cmake_path CMAKE_PATH]\n", " [--ctest_path CTEST_PATH]\n", " [--cmake_generator {MinGW Makefiles,Ninja,NMake Makefiles,Unix Makefiles,Visual Studio 17 2022,Xcode}]\n", " [--cmake_extra_defines CMAKE_EXTRA_DEFINES [CMAKE_EXTRA_DEFINES ...]]\n", " [--ort_home ORT_HOME] [--use_cuda] [--cuda_home CUDA_HOME]\n", " [--use_rocm] [--use_dml] [--use_guidance]\n", " [--android | --ios | --macos {MacOSX,Catalyst}]\n", " [--android_abi {armeabi-v7a,arm64-v8a,x86,x86_64}]\n", " [--android_api ANDROID_API] [--android_home ANDROID_HOME]\n", " [--android_ndk_path ANDROID_NDK_PATH] [--android_run_emulator]\n", " [--apple_sysroot APPLE_SYSROOT] [--osx_arch OSX_ARCH]\n", " [--apple_deploy_target APPLE_DEPLOY_TARGET]\n", " [--build_apple_framework] [--arm64] [--arm64ec]\n", "\n", "ONNX Runtime GenAI Build Driver.\n", "\n", "options:\n", " -h, --help show this help message and exit\n", " --build_dir BUILD_DIR\n", " Path to the build directory. Defaults to\n", " 'build/'. The build configuration\n", " will be a subdirectory of the build directory. e.g.\n", " build/Linux/Debug (default: None)\n", " --config {Debug,MinSizeRel,Release,RelWithDebInfo}\n", " Configuration to build. (default: RelWithDebInfo)\n", " --update Update makefiles. (default: False)\n", " --build Build. (default: False)\n", " --test Run tests. (default: False)\n", " --package Package the build. (default: False)\n", " --clean Run 'cmake --build --target clean' for the selected\n", " config. (default: False)\n", " --skip_tests Skip all tests. Overrides --test. (default: False)\n", " --skip_wheel Skip building the Python wheel. (default: False)\n", " --build_csharp Build the C# API. (default: False)\n", " --build_java Build Java bindings. (default: False)\n", " --parallel Enable parallel build. (default: False)\n", " --cmake_path CMAKE_PATH\n", " Path to the CMake program. (default: cmake)\n", " --ctest_path CTEST_PATH\n", " Path to the CTest program. (default: ctest)\n", " --cmake_generator {MinGW Makefiles,Ninja,NMake Makefiles,Unix Makefiles,Visual Studio 17 2022,Xcode}\n", " Specify the generator that CMake invokes. (default:\n", " Unix Makefiles)\n", " --cmake_extra_defines CMAKE_EXTRA_DEFINES [CMAKE_EXTRA_DEFINES ...]\n", " Extra definitions to pass to CMake during build system\n", " generation. These are just CMake -D options without\n", " the leading -D. (default: None)\n", " --ort_home ORT_HOME Root directory of onnxruntime. (default: None)\n", " --use_cuda Whether to use CUDA. Default is to not use cuda.\n", " (default: False)\n", " --cuda_home CUDA_HOME\n", " Path to CUDA home. Read from CUDA_HOME or CUDA_PATH\n", " environment variable if not specified.Used when\n", " --use_cuda is specified. (default: None)\n", " --use_rocm Whether to use ROCm. Default is to not use rocm.\n", " (default: False)\n", " --use_dml Whether to use DML. Default is to not use DML.\n", " (default: False)\n", " --use_guidance Whether to add guidance support. Default is False.\n", " (default: False)\n", " --android Build for Android (default: False)\n", " --ios Build for iOS (default: False)\n", " --macos {MacOSX,Catalyst}\n", " Specify the target platform for macOS build. Only\n", " specify this argument when --build_apple_framework is\n", " present. (default: None)\n", " --android_abi {armeabi-v7a,arm64-v8a,x86,x86_64}\n", " Specify the target Android Application Binary\n", " Interface (ABI) (default: arm64-v8a)\n", " --android_api ANDROID_API\n", " Android API Level. Default is 27 (Android 8.1,\n", " released in 2017). (default: 27)\n", " --android_home ANDROID_HOME\n", " Path to the Android SDK. (default: None)\n", " --android_ndk_path ANDROID_NDK_PATH\n", " Path to the Android NDK. Typically `/ndk/`. (default: None)\n", " --android_run_emulator\n", " Create/start an Android emulator to run the test\n", " application. Requires --android, --build_java and\n", " --android_abi=x86_64. (default: False)\n", " --apple_sysroot APPLE_SYSROOT\n", " Specify the location name of the macOS platform SDK to\n", " be used (default: )\n", " --osx_arch OSX_ARCH Specify the Target specific architectures for iOS This\n", " is only supported on MacOS host (default: None)\n", " --apple_deploy_target APPLE_DEPLOY_TARGET\n", " Specify the minimum version of the target platform\n", " This is only supported on MacOS host (default: None)\n", " --build_apple_framework\n", " Build a macOS/iOS framework for the ONNXRuntime.\n", " (default: False)\n", " --arm64 [cross-compiling] Create ARM64 makefiles. Requires\n", " --update and no existing cache CMake setup. Delete\n", " CMakeCache.txt if needed (default: False)\n", " --arm64ec [cross-compiling] Create ARM64EC makefiles. Requires\n", " --update and no existing cache CMake setup. Delete\n", " CMakeCache.txt if needed (default: False)\n", "\n", "There are 3 phases which can be individually selected.\n", "\n", "The update (--update) phase will run CMake to generate makefiles.\n", "The build (--build) phase will build all projects.\n", "The test (--test) phase will run all unit tests.\n", "\n", "Default behavior is --update --build --test for native architecture builds.\n", "Default behavior is --update --build for cross-compiled builds.\n", "\n", "If phases are explicitly specified only those phases will be run.\n", "E.g., run with --build to rebuild without running the update or test phases.\n" ] } ], "source": [ "!python3 -m onnxruntime-genai.build --help" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 35 }, "executionInfo": { "elapsed": 1326, "status": "ok", "timestamp": 1747420812916, "user": { "displayName": "NEWTON MALLICK", "userId": "15864046187659147429" }, "user_tz": -330 }, "id": "sOpkYBF51Kvg", "outputId": "271cabd2-2067-46e0-c714-b55797ad63f9" }, "outputs": [ { "data": { "application/vnd.google.colaboratory.intrinsic+json": { "type": "string" }, "text/plain": [ "'GGUF/unsloth.F16.gguf'" ] }, "execution_count": 33, "metadata": {}, "output_type": "execute_result" } ], "source": [ "!huggingface-cli download Prince-1/orpheus_3b_0.1_GGUF --include unsloth.Q4_0.gguf --local-dir gguf" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "executionInfo": { "elapsed": 296375, "status": "ok", "timestamp": 1747421403929, "user": { "displayName": "NEWTON MALLICK", "userId": "15864046187659147429" }, "user_tz": -330 }, "id": "AgCIUI0xaG9h", "outputId": "5057f318-b17b-4b14-9f7a-b7397895a864" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "^C\n" ] } ], "source": [ "!huggingface-cli download Prince-1/orpheus_3b_0.1_ft_16bit --local-dir main" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Build Onnx Model from HUggingface model" ] }, { "cell_type": "code", "execution_count": 50, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "executionInfo": { "elapsed": 376902, "status": "ok", "timestamp": 1747423642566, "user": { "displayName": "NEWTON MALLICK", "userId": "15864046187659147429" }, "user_tz": -330 }, "id": "CLLwKyphidGS", "outputId": "4fa263bd-702e-4620-b3fe-a73c5c88ce0d" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2025-05-16 19:21:08,458 numexpr.utils [INFO] - NumExpr defaulting to 2 threads.\n", "Valid precision + execution provider combinations are: FP32 CPU, FP32 CUDA, FP16 CUDA, FP16 DML, BF16 CUDA, INT4 CPU, INT4 CUDA, INT4 DML, INT4 WEBGPU\n", "Extra options: {}\n", "GroupQueryAttention (GQA) is used in this model.\n", "Reading embedding layer\n", "Reading decoder layer 0\n", "Reading decoder layer 1\n", "Reading decoder layer 2\n", "Reading decoder layer 3\n", "Reading decoder layer 4\n", "Reading decoder layer 5\n", "Reading decoder layer 6\n", "Reading decoder layer 7\n", "Reading decoder layer 8\n", "Reading decoder layer 9\n", "Reading decoder layer 10\n", "Reading decoder layer 11\n", "Reading decoder layer 12\n", "Reading decoder layer 13\n", "Reading decoder layer 14\n", "Reading decoder layer 15\n", "Reading decoder layer 16\n", "^C\n" ] } ], "source": [ "!python {script_path} -m \"Prince-1/orpheus_3b_0.1_ft_16bit\" -i \"/content/GGUF/unsloth.F16.gguf\" -o \"/content/onnx\" -p \"fp16\" -e cuda" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Build the Onnx Model from GGUF Model" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "executionInfo": { "elapsed": 398655, "status": "ok", "timestamp": 1747422939373, "user": { "displayName": "NEWTON MALLICK", "userId": "15864046187659147429" }, "user_tz": -330 }, "id": "o3qSRZG4ZK2h", "outputId": "caf979e2-5119-473a-d284-8fd8730791b4" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2025-05-16 19:09:09,888 numexpr.utils [INFO] - NumExpr defaulting to 2 threads.\n", "Valid precision + execution provider combinations are: FP32 CPU, FP32 CUDA, FP16 CUDA, FP16 DML, BF16 CUDA, INT4 CPU, INT4 CUDA, INT4 DML, INT4 WEBGPU\n", "Extra options: {}\n", "GroupQueryAttention (GQA) is used in this model.\n", "Reading embedding layer\n", "Reading decoder layer 0\n", "Reading decoder layer 1\n", "Reading decoder layer 2\n", "Reading decoder layer 3\n", "Reading decoder layer 4\n", "Reading decoder layer 5\n", "Reading decoder layer 6\n", "Reading decoder layer 7\n", "Reading decoder layer 8\n", "Reading decoder layer 9\n", "Reading decoder layer 10\n", "Reading decoder layer 11\n", "Reading decoder layer 12\n", "Reading decoder layer 13\n", "Reading decoder layer 14\n", "Reading decoder layer 15\n", "Reading decoder layer 16\n", "^C\n" ] } ], "source": [ "script_path = \"onnxruntime-genai/src/python/py/models/builder.py\"\n", "!python {script_path} -m \"Prince-1/orpheus_3b_0.1_ft_16bit\" -i \"main\" -o \"onnx\" -p \"fp16\" -e cuda" ] }, { "cell_type": "markdown", "metadata": { "id": "ib04sGNGBaoD" }, "source": [] } ], "metadata": { "accelerator": "GPU", "colab": { "authorship_tag": "ABX9TyN3CDvMpPwrH8PqGDgvr5Ae", "gpuType": "T4", "provenance": [] }, "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.12.7" }, "widgets": { "application/vnd.jupyter.widget-state+json": { "00dc816c9d3b4fffbbe54aba7016b647": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.5.0", "model_name": "HBoxModel", "state": { "_dom_classes": [], "_model_module": "@jupyter-widgets/controls", 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