diff --git "a/OrpheusRkllm.ipynb" "b/OrpheusRkllm.ipynb" new file mode 100644--- /dev/null +++ "b/OrpheusRkllm.ipynb" @@ -0,0 +1,5251 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 35 + }, + "executionInfo": { + "elapsed": 10, + "status": "ok", + "timestamp": 1745410091369, + "user": { + "displayName": "NEWTON MALLICK", + "userId": "15864046187659147429" + }, + "user_tz": -330 + }, + "id": "roBli8Ysauxu", + "outputId": "59a8a93c-a75d-435c-ceb9-4c6a0ac64704" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "'3.10.16 | packaged by conda-forge | (main, Dec 5 2024, 14:16:10) [GCC 13.3.0]'" + ] + }, + "execution_count": 1, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import sys\n", + "sys.version" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "executionInfo": { + "elapsed": 12037, + "status": "ok", + "timestamp": 1745410104428, + "user": { + "displayName": "NEWTON MALLICK", + "userId": "15864046187659147429" + }, + "user_tz": -330 + }, + "id": "0FWxB6H0bbtJ", + "outputId": "bd2e926a-2d1f-4862-a629-85e87b84d829" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Cloning into 'rknn-llm'...\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Updating files: 100% (548/548), done.\n", + "\n" + ] + } + ], + "source": [ + "!git clone https://github.com/airockchip/rknn-llm --depth=1" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 1000 + }, + "executionInfo": { + "elapsed": 232791, + "status": "ok", + "timestamp": 1745410337221, + "user": { + "displayName": "NEWTON MALLICK", + "userId": "15864046187659147429" + }, + "user_tz": -330 + }, + "id": "oD-8-VL8bgcM", + "outputId": "39313ce1-90d2-4214-eb71-a336d207e09a" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Processing ./rknn-llm/rkllm-toolkit/rkllm_toolkit-1.2.0-cp310-cp310-linux_x86_64.whl\n", + "Requirement already satisfied: numpy<=1.26.4,>=1.23.1 in /system/conda/miniconda3/envs/cloudspace/lib/python3.10/site-packages (from rkllm-toolkit==1.2.0) (1.23.5)\n", + "Requirement already satisfied: transformers==4.50.0 in /system/conda/miniconda3/envs/cloudspace/lib/python3.10/site-packages (from rkllm-toolkit==1.2.0) (4.50.0)\n", + "Requirement already satisfied: torch==2.3.0 in /system/conda/miniconda3/envs/cloudspace/lib/python3.10/site-packages (from rkllm-toolkit==1.2.0) (2.3.0)\n", + "Requirement already satisfied: datasets==2.14.6 in /system/conda/miniconda3/envs/cloudspace/lib/python3.10/site-packages (from rkllm-toolkit==1.2.0) (2.14.6)\n", + "Requirement already satisfied: tqdm>=4.64.0 in /system/conda/miniconda3/envs/cloudspace/lib/python3.10/site-packages 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datamodel-code-generator==0.26.0 in /system/conda/miniconda3/envs/cloudspace/lib/python3.10/site-packages (from rkllm-toolkit==1.2.0) (0.26.0)\n", + "Requirement already satisfied: jsonschema==4.23.0 in /system/conda/miniconda3/envs/cloudspace/lib/python3.10/site-packages (from rkllm-toolkit==1.2.0) (4.23.0)\n", + "Requirement already satisfied: flatbuffers==24.3.25 in /system/conda/miniconda3/envs/cloudspace/lib/python3.10/site-packages (from rkllm-toolkit==1.2.0) (24.3.25)\n", + "Requirement already satisfied: torchvision==0.18.0 in /system/conda/miniconda3/envs/cloudspace/lib/python3.10/site-packages (from rkllm-toolkit==1.2.0) (0.18.0)\n", + "Requirement already satisfied: pillow==10.4.0 in /system/conda/miniconda3/envs/cloudspace/lib/python3.10/site-packages (from rkllm-toolkit==1.2.0) (10.4.0)\n", + "Requirement already satisfied: auto-gptq==0.7.1 in /system/conda/miniconda3/envs/cloudspace/lib/python3.10/site-packages (from rkllm-toolkit==1.2.0) (0.7.1)\n", + "Requirement already satisfied: optimum==1.23.3 in /system/conda/miniconda3/envs/cloudspace/lib/python3.10/site-packages (from rkllm-toolkit==1.2.0) (1.23.3)\n", + "Requirement already satisfied: jsonlines==4.0.0 in /system/conda/miniconda3/envs/cloudspace/lib/python3.10/site-packages (from rkllm-toolkit==1.2.0) (4.0.0)\n", + "Requirement already satisfied: timm==1.0.15 in /system/conda/miniconda3/envs/cloudspace/lib/python3.10/site-packages (from rkllm-toolkit==1.2.0) (1.0.15)\n", + "Requirement already satisfied: rouge in /system/conda/miniconda3/envs/cloudspace/lib/python3.10/site-packages (from auto-gptq==0.7.1->rkllm-toolkit==1.2.0) (1.0.1)\n", + "Requirement already satisfied: gekko in /system/conda/miniconda3/envs/cloudspace/lib/python3.10/site-packages (from auto-gptq==0.7.1->rkllm-toolkit==1.2.0) (1.3.0)\n", + "Requirement already satisfied: peft>=0.5.0 in /system/conda/miniconda3/envs/cloudspace/lib/python3.10/site-packages (from auto-gptq==0.7.1->rkllm-toolkit==1.2.0) (0.15.2)\n", + 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+ "Requirement already satisfied: packaging in /system/conda/miniconda3/envs/cloudspace/lib/python3.10/site-packages (from datamodel-code-generator==0.26.0->rkllm-toolkit==1.2.0) (23.2)\n", + "Requirement already satisfied: pydantic!=2.4.0,<3.0,>=1.9.0 in /system/conda/miniconda3/envs/cloudspace/lib/python3.10/site-packages (from pydantic[email]!=2.4.0,<3.0,>=1.9.0; python_version >= \"3.10\" and python_version < \"3.11\"->datamodel-code-generator==0.26.0->rkllm-toolkit==1.2.0) (2.10.4)\n", + "Requirement already satisfied: pyyaml>=6.0.1 in /system/conda/miniconda3/envs/cloudspace/lib/python3.10/site-packages (from datamodel-code-generator==0.26.0->rkllm-toolkit==1.2.0) (6.0.1)\n", + "Requirement already satisfied: toml<1.0.0,>=0.10.0 in /system/conda/miniconda3/envs/cloudspace/lib/python3.10/site-packages (from datamodel-code-generator==0.26.0->rkllm-toolkit==1.2.0) (0.10.2)\n", + "Requirement already satisfied: pyarrow>=8.0.0 in 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datasets==2.14.6->rkllm-toolkit==1.2.0) (0.70.15)\n", + "Requirement already satisfied: fsspec<=2023.10.0,>=2023.1.0 in /system/conda/miniconda3/envs/cloudspace/lib/python3.10/site-packages (from fsspec[http]<=2023.10.0,>=2023.1.0->datasets==2.14.6->rkllm-toolkit==1.2.0) (2023.10.0)\n", + "Requirement already satisfied: aiohttp in /system/conda/miniconda3/envs/cloudspace/lib/python3.10/site-packages (from datasets==2.14.6->rkllm-toolkit==1.2.0) (3.9.5)\n", + "Requirement already satisfied: huggingface-hub<1.0.0,>=0.14.0 in /system/conda/miniconda3/envs/cloudspace/lib/python3.10/site-packages (from datasets==2.14.6->rkllm-toolkit==1.2.0) (0.30.2)\n", + "Requirement already satisfied: MarkupSafe>=2.0 in /system/conda/miniconda3/envs/cloudspace/lib/python3.10/site-packages (from Jinja2==3.1.4->rkllm-toolkit==1.2.0) (3.0.2)\n", + "Requirement already satisfied: attrs>=19.2.0 in /system/conda/miniconda3/envs/cloudspace/lib/python3.10/site-packages (from jsonlines==4.0.0->rkllm-toolkit==1.2.0) (23.2.0)\n", + "Requirement already satisfied: jsonschema-specifications>=2023.03.6 in /system/conda/miniconda3/envs/cloudspace/lib/python3.10/site-packages (from jsonschema==4.23.0->rkllm-toolkit==1.2.0) (2023.12.1)\n", + "Requirement already satisfied: referencing>=0.28.4 in /system/conda/miniconda3/envs/cloudspace/lib/python3.10/site-packages (from jsonschema==4.23.0->rkllm-toolkit==1.2.0) (0.35.1)\n", + "Requirement already satisfied: rpds-py>=0.7.1 in /system/conda/miniconda3/envs/cloudspace/lib/python3.10/site-packages (from jsonschema==4.23.0->rkllm-toolkit==1.2.0) (0.18.1)\n", + "Requirement already satisfied: coloredlogs in /system/conda/miniconda3/envs/cloudspace/lib/python3.10/site-packages (from optimum==1.23.3->rkllm-toolkit==1.2.0) (15.0.1)\n", + "Requirement already satisfied: sympy in /system/conda/miniconda3/envs/cloudspace/lib/python3.10/site-packages (from optimum==1.23.3->rkllm-toolkit==1.2.0) (1.13.1)\n", + "Requirement 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and python_version < \"3.11\"->datamodel-code-generator==0.26.0->rkllm-toolkit==1.2.0) (0.7.0)\n", + "Requirement already satisfied: pydantic-core==2.27.2 in /system/conda/miniconda3/envs/cloudspace/lib/python3.10/site-packages (from pydantic!=2.4.0,<3.0,>=1.9.0->pydantic[email]!=2.4.0,<3.0,>=1.9.0; python_version >= \"3.10\" and python_version < \"3.11\"->datamodel-code-generator==0.26.0->rkllm-toolkit==1.2.0) (2.27.2)\n", + "Requirement already satisfied: email-validator>=2.0.0 in /system/conda/miniconda3/envs/cloudspace/lib/python3.10/site-packages (from pydantic[email]!=2.4.0,<3.0,>=1.9.0; python_version >= \"3.10\" and python_version < \"3.11\"->datamodel-code-generator==0.26.0->rkllm-toolkit==1.2.0) (2.1.1)\n", + "Requirement already satisfied: charset-normalizer<4,>=2 in /system/conda/miniconda3/envs/cloudspace/lib/python3.10/site-packages (from requests>=2.19.0->datasets==2.14.6->rkllm-toolkit==1.2.0) (3.4.1)\n", + "Requirement already satisfied: idna<4,>=2.5 in 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(2.6.1)\n", + "rkllm-toolkit is already installed with the same version as the provided wheel. Use --force-reinstall to force an installation of the wheel.\n" + ] + } + ], + "source": [ + "#!pip install /content/rknn-llm/rkllm-toolkit/rkllm_toolkit-1.2.0-cp311-cp311-linux_x86_64.whl\n", + "!pip install rknn-llm/rkllm-toolkit/rkllm_toolkit-1.2.0-cp310-cp310-linux_x86_64.whl" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 200 + }, + "executionInfo": { + "elapsed": 4431, + "status": "error", + "timestamp": 1745410396974, + "user": { + "displayName": "NEWTON MALLICK", + "userId": "15864046187659147429" + }, + "user_tz": -330 + }, + "id": "lzAr5AlEdUiX", + "outputId": "b99900bf-854d-4cd7-8a81-11a0d071b827" + }, + "outputs": [], + "source": [ + "from rkllm.api import RKLLM" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "llm = RKLLM()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "executionInfo": { + "elapsed": 648, + "status": "ok", + "timestamp": 1745409742053, + "user": { + "displayName": "NEWTON MALLICK", + "userId": "15864046187659147429" + }, + "user_tz": -330 + }, + "id": "nP8PvewfbojN" + }, + "outputs": [], + "source": [ + "import numpy as np\n", + "import torch\n", + "\n", + "from huggingface_hub import snapshot_download, hf_hub_download" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "token = \"\"\n", + "try:\n", + " from google.colab import userdata\n", + " token = userdata.get(\"HF_TOKEN\")\n", + "except:\n", + " token = input(\"Please enter your Hugging Face token: \") " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Model Build from HuggingFace" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "executionInfo": { + "elapsed": 292, + "status": "ok", + "timestamp": 1745409329449, + "user": { + "displayName": "NEWTON MALLICK", + "userId": "15864046187659147429" + }, + "user_tz": -330 + }, + "id": "GDh4oe12dP4M", + "outputId": "c26b4d23-0ea9-4e57-df5e-0b632bfa96c4" + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\u001b[37mINFO: rkllm-toolkit version: 1.2.0\u001b[0m\n", + "\u001b[33mWARNING: Cuda device not available! switch to cpu device!\u001b[0m\n", + "\u001b[31mERROR: Only quantized models exported by auto-gptq are supported.\u001b[0m\n", + "\u001b[33mWARNING: No need to build the model, it has been skipped!\u001b[0m\n", + "\u001b[33mWARNING: No need to export the model, it has been skipped!\u001b[0m\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Load model failed!\n" + ] + } + ], + "source": [ + "device = \"cuda\" if torch.cuda.is_available() else \"cpu\"\n", + "if False:\n", + " modelPath = 'OrpheusMain' # \"/content/OrpheusMain\"\n", + " modelLora = 'OrpheusLora' # \"/content/OrpheusLora\"\n", + "\n", + " snapshot_download(repo_id=\"Prince-1/orpheus-3b-0.1-ft_4_25\", local_dir=modelLora, token= token)\n", + "\n", + " snapshot_download(repo_id=\"unsloth/orpheus-3b-0.1-ft-unsloth-bnb-4bit\", local_dir=modelPath, token= token)\n", + " \n", + " ret = llm.load_huggingface(model=modelPath, model_lora = modelLora,device=device)\n", + " if ret != 0:\n", + " print('Load model failed!')\n", + " exit(ret)\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Model Build from GGUF" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "XmKUr_C0i7f5" + }, + "outputs": [], + "source": [ + "\n", + "\n", + "\n", + "if True:\n", + " file_path = hf_hub_download(repo_id=\"Prince-1/orpheus-3b-0.1-ft_4_25\",filename=\"unsloth.F16.gguf\", token = userdata.get(\"HfKey\"))\n", + "\n", + " ret = llm.load_gguf(model='GGUF/unsloth.F16.gguf')\n", + " if ret != 0:\n", + " print('Load model failed!')\n", + " exit(ret)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Build model" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "xIYYZfjMgXXP" + }, + "outputs": [], + "source": [ + "\n", + "dataset = None\n", + "qparams = None\n", + "target_platform = \"RK3588\"\n", + "optimization_level = 1\n", + "quantized_dtype = \"w8a8\" #\"w4a16_g32\" #w4a16_g64 or w4a16_g128\n", + "quantized_algorithm = \"normal\"\n", + "num_npu_core = 3\n", + "\n", + "ret = llm.build(\n", + " do_quantization=False,optimization_level=optimization_level,\n", + " quantized_dtype=quantized_dtype,quantized_algorithm=quantized_algorithm,\n", + " target_platform=target_platform, num_npu_core=num_npu_core,\n", + " extra_qparams=qparams, dataset=dataset)\n", + "if ret != 0:\n", + " print('Build model failed!')\n", + " exit(ret)\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Export rkllm model" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "KESUn91GgZe_" + }, + "outputs": [], + "source": [ + "\n", + "ret =llm.export_rkllm(f\"/content/orpheus-3b-0.1-ft_{quantized_dtype}_{target_platform}.rkllm\")\n", + "if ret != 0:\n", + " print('Export model failed!')\n", + " exit(ret)" + ] + } + ], + "metadata": { + "colab": { + "authorship_tag": "ABX9TyMbTsmysvCCV6p5g+oF6bdi", + "provenance": [] + }, + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "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": "3.10.16" + }, + "widgets": { + "application/vnd.jupyter.widget-state+json": { + "045e2291fa764b3986b40b6439348d3d": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "1.5.0", + "model_name": 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