Upload Export_Recipe.ipynb
Browse files- Export_Recipe.ipynb +907 -0
Export_Recipe.ipynb
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{
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"nbformat": 4,
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"nbformat_minor": 0,
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"metadata": {
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"colab": {
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"provenance": []
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},
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"kernelspec": {
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"name": "python3",
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"display_name": "Python 3"
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},
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"language_info": {
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"name": "python"
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},
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"cells": [
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{
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"cell_type": "markdown",
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"source": [
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"## Step 1: Setting Up Optimum ExecuTorch"
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],
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"metadata": {
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"id": "JJ2zK7BTZ2no"
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}
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},
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{
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"cell_type": "code",
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"source": [
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"! touch /content/optimum-executorch; rm -rf /content/optimum-executorch\n",
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"! git clone https://github.com/huggingface/optimum-executorch ; cd /content/optimum-executorch; pip install --pre executorch==0.6.0 torch==2.7.0 torchvision --extra-index-url \"https://download.pytorch.org/whl/test/cpu\"; pip install .; pip list"
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],
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"metadata": {
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"colab": {
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"base_uri": "https://localhost:8080/"
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},
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"id": "jQiHrRPgroP1",
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"outputId": "22f835bb-96b5-4d83-8abe-84ca8f6626d8"
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},
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"execution_count": 2,
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"outputs": [
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{
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"output_type": "stream",
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"name": "stdout",
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"text": [
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"Cloning into 'optimum-executorch'...\n",
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"remote: Enumerating objects: 533, done.\u001b[K\n",
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"remote: Counting objects: 100% (234/234), done.\u001b[K\n",
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"remote: Compressing objects: 100% (114/114), done.\u001b[K\n",
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"remote: Total 533 (delta 168), reused 129 (delta 116), pack-reused 299 (from 2)\u001b[K\n",
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"Receiving objects: 100% (533/533), 173.70 KiB | 5.26 MiB/s, done.\n",
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"Resolving deltas: 100% (275/275), done.\n",
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"Looking in indexes: https://pypi.org/simple, https://download.pytorch.org/whl/test/cpu\n",
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"Requirement already satisfied: executorch==0.6.0 in /usr/local/lib/python3.11/dist-packages (0.6.0+cpu)\n",
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"Collecting torch==2.7.0\n",
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| 55 |
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" Downloading https://download.pytorch.org/whl/test/cpu/torch-2.7.0%2Bcpu-cp311-cp311-manylinux_2_28_x86_64.whl.metadata (27 kB)\n",
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"Requirement already satisfied: torchvision in /usr/local/lib/python3.11/dist-packages (0.20.0)\n",
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"Requirement already satisfied: expecttest in /usr/local/lib/python3.11/dist-packages (from executorch==0.6.0) (0.3.0)\n",
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"Requirement already satisfied: flatbuffers in /usr/local/lib/python3.11/dist-packages (from executorch==0.6.0) (25.2.10)\n",
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| 59 |
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"Requirement already satisfied: hypothesis in /usr/local/lib/python3.11/dist-packages (from executorch==0.6.0) (6.131.0)\n",
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| 60 |
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"Requirement already satisfied: mpmath==1.3.0 in /usr/local/lib/python3.11/dist-packages (from executorch==0.6.0) (1.3.0)\n",
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| 61 |
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"Requirement already satisfied: numpy>=2.0.0 in /usr/local/lib/python3.11/dist-packages (from executorch==0.6.0) (2.2.4)\n",
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| 62 |
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"Requirement already satisfied: packaging in /usr/local/lib/python3.11/dist-packages (from executorch==0.6.0) (24.2)\n",
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"Requirement already satisfied: pandas>=2.2.2 in /usr/local/lib/python3.11/dist-packages (from executorch==0.6.0) (2.2.2)\n",
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"Requirement already satisfied: parameterized in /usr/local/lib/python3.11/dist-packages (from executorch==0.6.0) (0.9.0)\n",
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"Requirement already satisfied: pytest in /usr/local/lib/python3.11/dist-packages (from executorch==0.6.0) (8.3.5)\n",
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"Requirement already satisfied: pytest-xdist in /usr/local/lib/python3.11/dist-packages (from executorch==0.6.0) (3.6.1)\n",
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"Requirement already satisfied: pytest-rerunfailures in /usr/local/lib/python3.11/dist-packages (from executorch==0.6.0) (15.0)\n",
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| 68 |
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"Requirement already satisfied: pyyaml in /usr/local/lib/python3.11/dist-packages (from executorch==0.6.0) (6.0.2)\n",
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"Requirement already satisfied: ruamel.yaml in /usr/local/lib/python3.11/dist-packages (from executorch==0.6.0) (0.18.10)\n",
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"Requirement already satisfied: sympy in /usr/local/lib/python3.11/dist-packages (from executorch==0.6.0) (1.13.1)\n",
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"Requirement already satisfied: tabulate in /usr/local/lib/python3.11/dist-packages (from executorch==0.6.0) (0.9.0)\n",
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"Requirement already satisfied: torchao==0.10.0 in /usr/local/lib/python3.11/dist-packages (from executorch==0.6.0) (0.10.0+cpu)\n",
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| 73 |
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"Requirement already satisfied: typing-extensions in /usr/local/lib/python3.11/dist-packages (from executorch==0.6.0) (4.13.1)\n",
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"Requirement already satisfied: filelock in /usr/local/lib/python3.11/dist-packages (from torch==2.7.0) (3.18.0)\n",
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"Collecting sympy (from executorch==0.6.0)\n",
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" Downloading https://download.pytorch.org/whl/test/sympy-1.13.3-py3-none-any.whl.metadata (12 kB)\n",
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"Requirement already satisfied: networkx in /usr/local/lib/python3.11/dist-packages (from torch==2.7.0) (3.4.2)\n",
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"Requirement already satisfied: jinja2 in /usr/local/lib/python3.11/dist-packages (from torch==2.7.0) (3.1.6)\n",
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"Requirement already satisfied: fsspec in /usr/local/lib/python3.11/dist-packages (from torch==2.7.0) (2024.12.0)\n",
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"INFO: pip is looking at multiple versions of torchvision to determine which version is compatible with other requirements. This could take a while.\n",
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"Collecting torchvision\n",
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" Downloading https://download.pytorch.org/whl/test/cpu/torchvision-0.22.0%2Bcpu-cp311-cp311-linux_x86_64.whl.metadata (6.1 kB)\n",
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"Requirement already satisfied: pillow!=8.3.*,>=5.3.0 in /usr/local/lib/python3.11/dist-packages (from torchvision) (11.1.0)\n",
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"Requirement already satisfied: python-dateutil>=2.8.2 in /usr/local/lib/python3.11/dist-packages (from pandas>=2.2.2->executorch==0.6.0) (2.8.2)\n",
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"Requirement already satisfied: pytz>=2020.1 in /usr/local/lib/python3.11/dist-packages (from pandas>=2.2.2->executorch==0.6.0) (2025.2)\n",
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"Requirement already satisfied: tzdata>=2022.7 in /usr/local/lib/python3.11/dist-packages (from pandas>=2.2.2->executorch==0.6.0) (2025.2)\n",
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"Requirement already satisfied: attrs>=22.2.0 in /usr/local/lib/python3.11/dist-packages (from hypothesis->executorch==0.6.0) (25.3.0)\n",
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"Requirement already satisfied: sortedcontainers<3.0.0,>=2.1.0 in /usr/local/lib/python3.11/dist-packages (from hypothesis->executorch==0.6.0) (2.4.0)\n",
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"Requirement already satisfied: MarkupSafe>=2.0 in /usr/local/lib/python3.11/dist-packages (from jinja2->torch==2.7.0) (3.0.2)\n",
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"Requirement already satisfied: iniconfig in /usr/local/lib/python3.11/dist-packages (from pytest->executorch==0.6.0) (2.1.0)\n",
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"Requirement already satisfied: pluggy<2,>=1.5 in /usr/local/lib/python3.11/dist-packages (from pytest->executorch==0.6.0) (1.5.0)\n",
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"Requirement already satisfied: execnet>=2.1 in /usr/local/lib/python3.11/dist-packages (from pytest-xdist->executorch==0.6.0) (2.1.1)\n",
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"Requirement already satisfied: ruamel.yaml.clib>=0.2.7 in /usr/local/lib/python3.11/dist-packages (from ruamel.yaml->executorch==0.6.0) (0.2.12)\n",
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"Requirement already satisfied: six>=1.5 in /usr/local/lib/python3.11/dist-packages (from python-dateutil>=2.8.2->pandas>=2.2.2->executorch==0.6.0) (1.17.0)\n",
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"Downloading https://download.pytorch.org/whl/test/cpu/torch-2.7.0%2Bcpu-cp311-cp311-manylinux_2_28_x86_64.whl (176.0 MB)\n",
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"\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m176.0/176.0 MB\u001b[0m \u001b[31m7.5 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
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"\u001b[?25hDownloading https://download.pytorch.org/whl/test/cpu/torchvision-0.22.0%2Bcpu-cp311-cp311-linux_x86_64.whl (2.0 MB)\n",
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"\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m2.0/2.0 MB\u001b[0m \u001b[31m5.0 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
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+
"\u001b[?25hDownloading https://download.pytorch.org/whl/test/sympy-1.13.3-py3-none-any.whl (6.2 MB)\n",
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| 100 |
+
"\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m6.2/6.2 MB\u001b[0m \u001b[31m12.3 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
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"\u001b[?25hInstalling collected packages: sympy, torch, torchvision\n",
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| 102 |
+
" Attempting uninstall: sympy\n",
|
| 103 |
+
" Found existing installation: sympy 1.13.1\n",
|
| 104 |
+
" Uninstalling sympy-1.13.1:\n",
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| 105 |
+
" Successfully uninstalled sympy-1.13.1\n",
|
| 106 |
+
" Attempting uninstall: torch\n",
|
| 107 |
+
" Found existing installation: torch 2.5.0+cpu\n",
|
| 108 |
+
" Uninstalling torch-2.5.0+cpu:\n",
|
| 109 |
+
" Successfully uninstalled torch-2.5.0+cpu\n",
|
| 110 |
+
" Attempting uninstall: torchvision\n",
|
| 111 |
+
" Found existing installation: torchvision 0.20.0\n",
|
| 112 |
+
" Uninstalling torchvision-0.20.0:\n",
|
| 113 |
+
" Successfully uninstalled torchvision-0.20.0\n",
|
| 114 |
+
"\u001b[31mERROR: pip's dependency resolver does not currently take into account all the packages that are installed. This behaviour is the source of the following dependency conflicts.\n",
|
| 115 |
+
"torchaudio 2.5.0 requires torch==2.5.0, but you have torch 2.7.0+cpu which is incompatible.\n",
|
| 116 |
+
"fastai 2.7.19 requires torch<2.7,>=1.10, but you have torch 2.7.0+cpu which is incompatible.\u001b[0m\u001b[31m\n",
|
| 117 |
+
"\u001b[0mSuccessfully installed sympy-1.13.3 torch-2.7.0+cpu torchvision-0.22.0+cpu\n",
|
| 118 |
+
"Processing /content/optimum-executorch\n",
|
| 119 |
+
" Installing build dependencies ... \u001b[?25l\u001b[?25hdone\n",
|
| 120 |
+
" Getting requirements to build wheel ... \u001b[?25l\u001b[?25hdone\n",
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| 121 |
+
" Preparing metadata (pyproject.toml) ... \u001b[?25l\u001b[?25hdone\n",
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| 122 |
+
"Requirement already satisfied: optimum~=1.24 in /usr/local/lib/python3.11/dist-packages (from optimum-executorch==0.0.0.dev0) (1.24.0)\n",
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+
"Requirement already satisfied: executorch!=0.5.0,>=0.4.0 in /usr/local/lib/python3.11/dist-packages (from optimum-executorch==0.0.0.dev0) (0.6.0+cpu)\n",
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+
"Requirement already satisfied: transformers==4.51.0 in /usr/local/lib/python3.11/dist-packages (from optimum-executorch==0.0.0.dev0) (4.51.0)\n",
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| 125 |
+
"Requirement already satisfied: filelock in /usr/local/lib/python3.11/dist-packages (from transformers==4.51.0->optimum-executorch==0.0.0.dev0) (3.18.0)\n",
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| 126 |
+
"Requirement already satisfied: huggingface-hub<1.0,>=0.30.0 in /usr/local/lib/python3.11/dist-packages (from transformers==4.51.0->optimum-executorch==0.0.0.dev0) (0.30.1)\n",
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+
"Requirement already satisfied: numpy>=1.17 in /usr/local/lib/python3.11/dist-packages (from transformers==4.51.0->optimum-executorch==0.0.0.dev0) (2.2.4)\n",
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| 128 |
+
"Requirement already satisfied: packaging>=20.0 in /usr/local/lib/python3.11/dist-packages (from transformers==4.51.0->optimum-executorch==0.0.0.dev0) (24.2)\n",
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+
"Requirement already satisfied: pyyaml>=5.1 in /usr/local/lib/python3.11/dist-packages (from transformers==4.51.0->optimum-executorch==0.0.0.dev0) (6.0.2)\n",
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| 130 |
+
"Requirement already satisfied: regex!=2019.12.17 in /usr/local/lib/python3.11/dist-packages (from transformers==4.51.0->optimum-executorch==0.0.0.dev0) (2024.11.6)\n",
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"Requirement already satisfied: requests in /usr/local/lib/python3.11/dist-packages (from transformers==4.51.0->optimum-executorch==0.0.0.dev0) (2.32.3)\n",
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| 132 |
+
"Requirement already satisfied: tokenizers<0.22,>=0.21 in /usr/local/lib/python3.11/dist-packages (from transformers==4.51.0->optimum-executorch==0.0.0.dev0) (0.21.1)\n",
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| 133 |
+
"Requirement already satisfied: safetensors>=0.4.3 in /usr/local/lib/python3.11/dist-packages (from transformers==4.51.0->optimum-executorch==0.0.0.dev0) (0.5.3)\n",
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"Requirement already satisfied: tqdm>=4.27 in /usr/local/lib/python3.11/dist-packages (from transformers==4.51.0->optimum-executorch==0.0.0.dev0) (4.67.1)\n",
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"Requirement already satisfied: expecttest in /usr/local/lib/python3.11/dist-packages (from executorch!=0.5.0,>=0.4.0->optimum-executorch==0.0.0.dev0) (0.3.0)\n",
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"Requirement already satisfied: flatbuffers in /usr/local/lib/python3.11/dist-packages (from executorch!=0.5.0,>=0.4.0->optimum-executorch==0.0.0.dev0) (25.2.10)\n",
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"Requirement already satisfied: hypothesis in /usr/local/lib/python3.11/dist-packages (from executorch!=0.5.0,>=0.4.0->optimum-executorch==0.0.0.dev0) (6.131.0)\n",
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+
"Requirement already satisfied: mpmath==1.3.0 in /usr/local/lib/python3.11/dist-packages (from executorch!=0.5.0,>=0.4.0->optimum-executorch==0.0.0.dev0) (1.3.0)\n",
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"Requirement already satisfied: pandas>=2.2.2 in /usr/local/lib/python3.11/dist-packages (from executorch!=0.5.0,>=0.4.0->optimum-executorch==0.0.0.dev0) (2.2.2)\n",
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+
"Requirement already satisfied: parameterized in /usr/local/lib/python3.11/dist-packages (from executorch!=0.5.0,>=0.4.0->optimum-executorch==0.0.0.dev0) (0.9.0)\n",
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| 141 |
+
"Requirement already satisfied: pytest in /usr/local/lib/python3.11/dist-packages (from executorch!=0.5.0,>=0.4.0->optimum-executorch==0.0.0.dev0) (8.3.5)\n",
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| 142 |
+
"Requirement already satisfied: pytest-xdist in /usr/local/lib/python3.11/dist-packages (from executorch!=0.5.0,>=0.4.0->optimum-executorch==0.0.0.dev0) (3.6.1)\n",
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"Requirement already satisfied: pytest-rerunfailures in /usr/local/lib/python3.11/dist-packages (from executorch!=0.5.0,>=0.4.0->optimum-executorch==0.0.0.dev0) (15.0)\n",
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+
"Requirement already satisfied: ruamel.yaml in /usr/local/lib/python3.11/dist-packages (from executorch!=0.5.0,>=0.4.0->optimum-executorch==0.0.0.dev0) (0.18.10)\n",
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"Requirement already satisfied: sympy in /usr/local/lib/python3.11/dist-packages (from executorch!=0.5.0,>=0.4.0->optimum-executorch==0.0.0.dev0) (1.13.3)\n",
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"Requirement already satisfied: tabulate in /usr/local/lib/python3.11/dist-packages (from executorch!=0.5.0,>=0.4.0->optimum-executorch==0.0.0.dev0) (0.9.0)\n",
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"Requirement already satisfied: torchao==0.10.0 in /usr/local/lib/python3.11/dist-packages (from executorch!=0.5.0,>=0.4.0->optimum-executorch==0.0.0.dev0) (0.10.0+cpu)\n",
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"Requirement already satisfied: typing-extensions in /usr/local/lib/python3.11/dist-packages (from executorch!=0.5.0,>=0.4.0->optimum-executorch==0.0.0.dev0) (4.13.1)\n",
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"Requirement already satisfied: torch>=1.11 in /usr/local/lib/python3.11/dist-packages (from optimum~=1.24->optimum-executorch==0.0.0.dev0) (2.7.0+cpu)\n",
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"Requirement already satisfied: fsspec>=2023.5.0 in /usr/local/lib/python3.11/dist-packages (from huggingface-hub<1.0,>=0.30.0->transformers==4.51.0->optimum-executorch==0.0.0.dev0) (2024.12.0)\n",
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"Requirement already satisfied: python-dateutil>=2.8.2 in /usr/local/lib/python3.11/dist-packages (from pandas>=2.2.2->executorch!=0.5.0,>=0.4.0->optimum-executorch==0.0.0.dev0) (2.8.2)\n",
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"Requirement already satisfied: pytz>=2020.1 in /usr/local/lib/python3.11/dist-packages (from pandas>=2.2.2->executorch!=0.5.0,>=0.4.0->optimum-executorch==0.0.0.dev0) (2025.2)\n",
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"Requirement already satisfied: tzdata>=2022.7 in /usr/local/lib/python3.11/dist-packages (from pandas>=2.2.2->executorch!=0.5.0,>=0.4.0->optimum-executorch==0.0.0.dev0) (2025.2)\n",
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"Requirement already satisfied: networkx in /usr/local/lib/python3.11/dist-packages (from torch>=1.11->optimum~=1.24->optimum-executorch==0.0.0.dev0) (3.4.2)\n",
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"Requirement already satisfied: jinja2 in /usr/local/lib/python3.11/dist-packages (from torch>=1.11->optimum~=1.24->optimum-executorch==0.0.0.dev0) (3.1.6)\n",
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"Requirement already satisfied: attrs>=22.2.0 in /usr/local/lib/python3.11/dist-packages (from hypothesis->executorch!=0.5.0,>=0.4.0->optimum-executorch==0.0.0.dev0) (25.3.0)\n",
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"Requirement already satisfied: MarkupSafe>=2.0 in /usr/local/lib/python3.11/dist-packages (from jinja2->torch>=1.11->optimum~=1.24->optimum-executorch==0.0.0.dev0) (3.0.2)\n",
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"Building wheels for collected packages: optimum-executorch\n",
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" Building wheel for optimum-executorch (pyproject.toml) ... \u001b[?25l\u001b[?25hdone\n",
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" Created wheel for optimum-executorch: filename=optimum_executorch-0.0.0.dev0-py3-none-any.whl size=44746 sha256=ebc1067584b477af642c69687bd2851967b6936ba696c8b7b55a47f0abb44850\n",
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" Stored in directory: /root/.cache/pip/wheels/8f/7c/a6/ff41f7e873d3e74183b74cf6c37176e23ba574ae9e795ff660\n",
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"Successfully built optimum-executorch\n",
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"Installing collected packages: optimum-executorch\n",
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" Attempting uninstall: optimum-executorch\n",
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" Found existing installation: optimum-executorch 0.0.0.dev0\n",
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" Uninstalling optimum-executorch-0.0.0.dev0:\n",
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" Successfully uninstalled optimum-executorch-0.0.0.dev0\n",
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"Successfully installed optimum-executorch-0.0.0.dev0\n",
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"Package Version\n",
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"---------------------------------- -------------------\n",
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"absl-py 1.4.0\n",
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"accelerate 1.5.2\n",
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"aiohappyeyeballs 2.6.1\n",
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"aiohttp 3.11.15\n",
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"aiosignal 1.3.2\n",
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"alabaster 1.0.0\n",
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"albucore 0.0.23\n",
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| 188 |
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"albumentations 2.0.5\n",
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"ale-py 0.10.2\n",
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"altair 5.5.0\n",
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"annotated-types 0.7.0\n",
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"anyio 4.9.0\n",
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"argon2-cffi 23.1.0\n",
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"argon2-cffi-bindings 21.2.0\n",
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"array_record 0.7.1\n",
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"arviz 0.21.0\n",
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"astropy 7.0.1\n",
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"astropy-iers-data 0.2025.3.31.0.36.18\n",
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"astunparse 1.6.3\n",
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"atpublic 5.1\n",
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+
"attrs 25.3.0\n",
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| 202 |
+
"audioread 3.0.1\n",
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+
"autograd 1.7.0\n",
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+
"babel 2.17.0\n",
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| 205 |
+
"backcall 0.2.0\n",
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| 206 |
+
"beautifulsoup4 4.13.3\n",
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| 207 |
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"betterproto 2.0.0b6\n",
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"bigframes 1.42.0\n",
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| 209 |
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"bigquery-magics 0.9.0\n",
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"bleach 6.2.0\n",
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+
"blinker 1.9.0\n",
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| 212 |
+
"blis 1.3.0\n",
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| 213 |
+
"blosc2 3.2.1\n",
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| 214 |
+
"bokeh 3.6.3\n",
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"Bottleneck 1.4.2\n",
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| 216 |
+
"bqplot 0.12.44\n",
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| 217 |
+
"branca 0.8.1\n",
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| 218 |
+
"CacheControl 0.14.2\n",
|
| 219 |
+
"cachetools 5.5.2\n",
|
| 220 |
+
"catalogue 2.0.10\n",
|
| 221 |
+
"certifi 2025.1.31\n",
|
| 222 |
+
"cffi 1.17.1\n",
|
| 223 |
+
"chardet 5.2.0\n",
|
| 224 |
+
"charset-normalizer 3.4.1\n",
|
| 225 |
+
"chex 0.1.89\n",
|
| 226 |
+
"clarabel 0.10.0\n",
|
| 227 |
+
"click 8.1.8\n",
|
| 228 |
+
"cloudpathlib 0.21.0\n",
|
| 229 |
+
"cloudpickle 3.1.1\n",
|
| 230 |
+
"cmake 3.31.6\n",
|
| 231 |
+
"cmdstanpy 1.2.5\n",
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| 232 |
+
"colorcet 3.1.0\n",
|
| 233 |
+
"colorlover 0.3.0\n",
|
| 234 |
+
"colour 0.1.5\n",
|
| 235 |
+
"community 1.0.0b1\n",
|
| 236 |
+
"confection 0.1.5\n",
|
| 237 |
+
"cons 0.4.6\n",
|
| 238 |
+
"contourpy 1.3.1\n",
|
| 239 |
+
"cramjam 2.9.1\n",
|
| 240 |
+
"cryptography 43.0.3\n",
|
| 241 |
+
"cuda-python 12.6.2.post1\n",
|
| 242 |
+
"cudf-cu12 25.2.1\n",
|
| 243 |
+
"cudf-polars-cu12 25.2.2\n",
|
| 244 |
+
"cufflinks 0.17.3\n",
|
| 245 |
+
"cuml-cu12 25.2.1\n",
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| 246 |
+
"cupy-cuda12x 13.3.0\n",
|
| 247 |
+
"cuvs-cu12 25.2.1\n",
|
| 248 |
+
"cvxopt 1.3.2\n",
|
| 249 |
+
"cvxpy 1.6.4\n",
|
| 250 |
+
"cycler 0.12.1\n",
|
| 251 |
+
"cyipopt 1.5.0\n",
|
| 252 |
+
"cymem 2.0.11\n",
|
| 253 |
+
"Cython 3.0.12\n",
|
| 254 |
+
"dask 2024.12.1\n",
|
| 255 |
+
"dask-cuda 25.2.0\n",
|
| 256 |
+
"dask-cudf-cu12 25.2.2\n",
|
| 257 |
+
"dask-expr 1.1.21\n",
|
| 258 |
+
"datascience 0.17.6\n",
|
| 259 |
+
"datasets 3.5.0\n",
|
| 260 |
+
"db-dtypes 1.4.2\n",
|
| 261 |
+
"dbus-python 1.2.18\n",
|
| 262 |
+
"debugpy 1.8.0\n",
|
| 263 |
+
"decorator 4.4.2\n",
|
| 264 |
+
"defusedxml 0.7.1\n",
|
| 265 |
+
"Deprecated 1.2.18\n",
|
| 266 |
+
"diffusers 0.32.2\n",
|
| 267 |
+
"dill 0.3.8\n",
|
| 268 |
+
"distributed 2024.12.1\n",
|
| 269 |
+
"distributed-ucxx-cu12 0.42.0\n",
|
| 270 |
+
"distro 1.9.0\n",
|
| 271 |
+
"dlib 19.24.6\n",
|
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+
"dm-tree 0.1.9\n",
|
| 273 |
+
"docker-pycreds 0.4.0\n",
|
| 274 |
+
"docstring_parser 0.16\n",
|
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+
"docutils 0.21.2\n",
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+
"dopamine_rl 4.1.2\n",
|
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+
"duckdb 1.2.1\n",
|
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+
"earthengine-api 1.5.9\n",
|
| 279 |
+
"easydict 1.13\n",
|
| 280 |
+
"editdistance 0.8.1\n",
|
| 281 |
+
"eerepr 0.1.1\n",
|
| 282 |
+
"einops 0.8.1\n",
|
| 283 |
+
"en_core_web_sm 3.8.0\n",
|
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+
"entrypoints 0.4\n",
|
| 285 |
+
"et_xmlfile 2.0.0\n",
|
| 286 |
+
"etils 1.12.2\n",
|
| 287 |
+
"etuples 0.3.9\n",
|
| 288 |
+
"execnet 2.1.1\n",
|
| 289 |
+
"executorch 0.6.0+cpu\n",
|
| 290 |
+
"expecttest 0.3.0\n",
|
| 291 |
+
"Farama-Notifications 0.0.4\n",
|
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+
"fastai 2.7.19\n",
|
| 293 |
+
"fastcore 1.7.29\n",
|
| 294 |
+
"fastdownload 0.0.7\n",
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| 295 |
+
"fastjsonschema 2.21.1\n",
|
| 296 |
+
"fastprogress 1.0.3\n",
|
| 297 |
+
"fastrlock 0.8.3\n",
|
| 298 |
+
"filelock 3.18.0\n",
|
| 299 |
+
"firebase-admin 6.7.0\n",
|
| 300 |
+
"Flask 3.1.0\n",
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| 301 |
+
"flatbuffers 25.2.10\n",
|
| 302 |
+
"flax 0.10.5\n",
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| 303 |
+
"folium 0.19.5\n",
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+
"fonttools 4.57.0\n",
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| 305 |
+
"frozendict 2.4.6\n",
|
| 306 |
+
"frozenlist 1.5.0\n",
|
| 307 |
+
"fsspec 2024.12.0\n",
|
| 308 |
+
"future 1.0.0\n",
|
| 309 |
+
"gast 0.6.0\n",
|
| 310 |
+
"gcsfs 2025.3.2\n",
|
| 311 |
+
"GDAL 3.6.4\n",
|
| 312 |
+
"gdown 5.2.0\n",
|
| 313 |
+
"geemap 0.35.3\n",
|
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+
"geocoder 1.38.1\n",
|
| 315 |
+
"geographiclib 2.0\n",
|
| 316 |
+
"geopandas 1.0.1\n",
|
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+
"geopy 2.4.1\n",
|
| 318 |
+
"gin-config 0.5.0\n",
|
| 319 |
+
"gitdb 4.0.12\n",
|
| 320 |
+
"GitPython 3.1.44\n",
|
| 321 |
+
"glob2 0.7\n",
|
| 322 |
+
"google 2.0.3\n",
|
| 323 |
+
"google-ai-generativelanguage 0.6.15\n",
|
| 324 |
+
"google-api-core 2.24.2\n",
|
| 325 |
+
"google-api-python-client 2.164.0\n",
|
| 326 |
+
"google-auth 2.38.0\n",
|
| 327 |
+
"google-auth-httplib2 0.2.0\n",
|
| 328 |
+
"google-auth-oauthlib 1.2.1\n",
|
| 329 |
+
"google-cloud-aiplatform 1.87.0\n",
|
| 330 |
+
"google-cloud-bigquery 3.31.0\n",
|
| 331 |
+
"google-cloud-bigquery-connection 1.18.2\n",
|
| 332 |
+
"google-cloud-bigquery-storage 2.30.0\n",
|
| 333 |
+
"google-cloud-bigtable 2.30.0\n",
|
| 334 |
+
"google-cloud-core 2.4.3\n",
|
| 335 |
+
"google-cloud-dataproc 5.18.1\n",
|
| 336 |
+
"google-cloud-datastore 2.20.2\n",
|
| 337 |
+
"google-cloud-firestore 2.20.1\n",
|
| 338 |
+
"google-cloud-functions 1.20.2\n",
|
| 339 |
+
"google-cloud-iam 2.18.3\n",
|
| 340 |
+
"google-cloud-language 2.17.1\n",
|
| 341 |
+
"google-cloud-pubsub 2.29.0\n",
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| 342 |
+
"google-cloud-resource-manager 1.14.2\n",
|
| 343 |
+
"google-cloud-spanner 3.53.0\n",
|
| 344 |
+
"google-cloud-storage 2.19.0\n",
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| 345 |
+
"google-cloud-translate 3.20.2\n",
|
| 346 |
+
"google-colab 1.0.0\n",
|
| 347 |
+
"google-crc32c 1.7.1\n",
|
| 348 |
+
"google-genai 1.9.0\n",
|
| 349 |
+
"google-generativeai 0.8.4\n",
|
| 350 |
+
"google-pasta 0.2.0\n",
|
| 351 |
+
"google-resumable-media 2.7.2\n",
|
| 352 |
+
"google-spark-connect 0.5.2\n",
|
| 353 |
+
"googleapis-common-protos 1.69.2\n",
|
| 354 |
+
"googledrivedownloader 1.1.0\n",
|
| 355 |
+
"graphviz 0.20.3\n",
|
| 356 |
+
"greenlet 3.1.1\n",
|
| 357 |
+
"grpc-google-iam-v1 0.14.2\n",
|
| 358 |
+
"grpc-interceptor 0.15.4\n",
|
| 359 |
+
"grpcio 1.71.0\n",
|
| 360 |
+
"grpcio-status 1.71.0\n",
|
| 361 |
+
"grpclib 0.4.7\n",
|
| 362 |
+
"gspread 6.2.0\n",
|
| 363 |
+
"gspread-dataframe 4.0.0\n",
|
| 364 |
+
"gym 0.25.2\n",
|
| 365 |
+
"gym-notices 0.0.8\n",
|
| 366 |
+
"gymnasium 1.1.1\n",
|
| 367 |
+
"h11 0.14.0\n",
|
| 368 |
+
"h2 4.2.0\n",
|
| 369 |
+
"h5netcdf 1.6.1\n",
|
| 370 |
+
"h5py 3.13.0\n",
|
| 371 |
+
"hdbscan 0.8.40\n",
|
| 372 |
+
"highspy 1.9.0\n",
|
| 373 |
+
"holidays 0.69\n",
|
| 374 |
+
"holoviews 1.20.2\n",
|
| 375 |
+
"hpack 4.1.0\n",
|
| 376 |
+
"html5lib 1.1\n",
|
| 377 |
+
"httpcore 1.0.7\n",
|
| 378 |
+
"httpimport 1.4.1\n",
|
| 379 |
+
"httplib2 0.22.0\n",
|
| 380 |
+
"httpx 0.28.1\n",
|
| 381 |
+
"huggingface-hub 0.30.1\n",
|
| 382 |
+
"humanize 4.12.2\n",
|
| 383 |
+
"hyperframe 6.1.0\n",
|
| 384 |
+
"hyperopt 0.2.7\n",
|
| 385 |
+
"hypothesis 6.131.0\n",
|
| 386 |
+
"ibis-framework 9.5.0\n",
|
| 387 |
+
"idna 3.10\n",
|
| 388 |
+
"imageio 2.37.0\n",
|
| 389 |
+
"imageio-ffmpeg 0.6.0\n",
|
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+
"imagesize 1.4.1\n",
|
| 391 |
+
"imbalanced-learn 0.13.0\n",
|
| 392 |
+
"immutabledict 4.2.1\n",
|
| 393 |
+
"importlib_metadata 8.6.1\n",
|
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+
"importlib_resources 6.5.2\n",
|
| 395 |
+
"imutils 0.5.4\n",
|
| 396 |
+
"inflect 7.5.0\n",
|
| 397 |
+
"iniconfig 2.1.0\n",
|
| 398 |
+
"intel-cmplr-lib-ur 2025.1.0\n",
|
| 399 |
+
"intel-openmp 2025.1.0\n",
|
| 400 |
+
"ipyevents 2.0.2\n",
|
| 401 |
+
"ipyfilechooser 0.6.0\n",
|
| 402 |
+
"ipykernel 6.17.1\n",
|
| 403 |
+
"ipyleaflet 0.19.2\n",
|
| 404 |
+
"ipyparallel 8.8.0\n",
|
| 405 |
+
"ipython 7.34.0\n",
|
| 406 |
+
"ipython-genutils 0.2.0\n",
|
| 407 |
+
"ipython-sql 0.5.0\n",
|
| 408 |
+
"ipytree 0.2.2\n",
|
| 409 |
+
"ipywidgets 7.7.1\n",
|
| 410 |
+
"itsdangerous 2.2.0\n",
|
| 411 |
+
"jax 0.5.2\n",
|
| 412 |
+
"jax-cuda12-pjrt 0.5.1\n",
|
| 413 |
+
"jax-cuda12-plugin 0.5.1\n",
|
| 414 |
+
"jaxlib 0.5.1\n",
|
| 415 |
+
"jeepney 0.7.1\n",
|
| 416 |
+
"jellyfish 1.1.0\n",
|
| 417 |
+
"jieba 0.42.1\n",
|
| 418 |
+
"Jinja2 3.1.6\n",
|
| 419 |
+
"jiter 0.9.0\n",
|
| 420 |
+
"joblib 1.4.2\n",
|
| 421 |
+
"jsonpatch 1.33\n",
|
| 422 |
+
"jsonpickle 4.0.5\n",
|
| 423 |
+
"jsonpointer 3.0.0\n",
|
| 424 |
+
"jsonschema 4.23.0\n",
|
| 425 |
+
"jsonschema-specifications 2024.10.1\n",
|
| 426 |
+
"jupyter-client 6.1.12\n",
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+
"jupyter-console 6.1.0\n",
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"jupyter_core 5.7.2\n",
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"jupyter-leaflet 0.19.2\n",
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"jupyter-server 1.16.0\n",
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"jupyterlab_pygments 0.3.0\n",
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"jupyterlab_widgets 3.0.13\n",
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"kaggle 1.7.4.2\n",
|
| 434 |
+
"kagglehub 0.3.11\n",
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| 435 |
+
"keras 3.8.0\n",
|
| 436 |
+
"keras-hub 0.18.1\n",
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"keras-nlp 0.18.1\n",
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"keyring 23.5.0\n",
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+
"kiwisolver 1.4.8\n",
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"langchain 0.3.23\n",
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"langchain-core 0.3.51\n",
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| 442 |
+
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|
| 443 |
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|
| 444 |
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| 445 |
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| 446 |
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| 447 |
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|
| 448 |
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|
| 449 |
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|
| 450 |
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|
| 451 |
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|
| 452 |
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| 456 |
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| 457 |
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|
| 458 |
+
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|
| 459 |
+
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| 460 |
+
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| 461 |
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|
| 462 |
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| 463 |
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|
| 464 |
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|
| 465 |
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|
| 466 |
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|
| 467 |
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|
| 468 |
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|
| 469 |
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|
| 470 |
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|
| 471 |
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|
| 472 |
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|
| 473 |
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| 474 |
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|
| 475 |
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|
| 476 |
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|
| 477 |
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|
| 478 |
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|
| 479 |
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|
| 480 |
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|
| 481 |
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|
| 482 |
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|
| 483 |
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|
| 484 |
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|
| 485 |
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|
| 486 |
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|
| 487 |
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|
| 488 |
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|
| 489 |
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|
| 490 |
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|
| 491 |
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|
| 492 |
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|
| 493 |
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|
| 494 |
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|
| 495 |
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|
| 496 |
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|
| 497 |
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|
| 498 |
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|
| 499 |
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|
| 500 |
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|
| 501 |
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|
| 502 |
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|
| 503 |
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|
| 504 |
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|
| 505 |
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|
| 506 |
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|
| 507 |
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|
| 508 |
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|
| 509 |
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|
| 510 |
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|
| 511 |
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|
| 512 |
+
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|
| 513 |
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|
| 514 |
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|
| 515 |
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|
| 516 |
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|
| 517 |
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|
| 518 |
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|
| 519 |
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|
| 520 |
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|
| 521 |
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|
| 522 |
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|
| 523 |
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|
| 524 |
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|
| 525 |
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|
| 526 |
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|
| 527 |
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|
| 528 |
+
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|
| 529 |
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|
| 530 |
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|
| 531 |
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|
| 532 |
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|
| 533 |
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|
| 534 |
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|
| 535 |
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|
| 536 |
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|
| 537 |
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|
| 538 |
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|
| 539 |
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|
| 540 |
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|
| 541 |
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|
| 542 |
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|
| 543 |
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|
| 544 |
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|
| 545 |
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|
| 546 |
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|
| 547 |
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|
| 548 |
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|
| 549 |
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|
| 550 |
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|
| 551 |
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|
| 552 |
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|
| 553 |
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|
| 554 |
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|
| 555 |
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|
| 556 |
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|
| 557 |
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|
| 558 |
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|
| 559 |
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|
| 560 |
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|
| 561 |
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|
| 562 |
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|
| 563 |
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|
| 564 |
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|
| 565 |
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|
| 566 |
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|
| 567 |
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|
| 568 |
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|
| 569 |
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|
| 570 |
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|
| 571 |
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|
| 572 |
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|
| 573 |
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|
| 574 |
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|
| 575 |
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|
| 576 |
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|
| 577 |
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|
| 578 |
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|
| 579 |
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|
| 580 |
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|
| 581 |
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|
| 582 |
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|
| 583 |
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|
| 584 |
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|
| 585 |
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|
| 586 |
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|
| 587 |
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|
| 588 |
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|
| 589 |
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|
| 590 |
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|
| 591 |
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|
| 592 |
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|
| 593 |
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|
| 594 |
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|
| 595 |
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|
| 596 |
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|
| 597 |
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|
| 598 |
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|
| 599 |
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|
| 600 |
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|
| 601 |
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|
| 602 |
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|
| 603 |
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|
| 604 |
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|
| 605 |
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|
| 606 |
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|
| 607 |
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|
| 608 |
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|
| 609 |
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|
| 610 |
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|
| 611 |
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|
| 612 |
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|
| 613 |
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|
| 614 |
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|
| 615 |
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|
| 616 |
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|
| 617 |
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|
| 618 |
+
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|
| 619 |
+
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|
| 620 |
+
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|
| 621 |
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|
| 622 |
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|
| 623 |
+
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|
| 624 |
+
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|
| 625 |
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|
| 626 |
+
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|
| 627 |
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|
| 628 |
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|
| 629 |
+
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|
| 630 |
+
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|
| 631 |
+
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|
| 632 |
+
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|
| 633 |
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|
| 634 |
+
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|
| 635 |
+
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|
| 636 |
+
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|
| 637 |
+
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|
| 638 |
+
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|
| 639 |
+
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|
| 640 |
+
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|
| 641 |
+
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|
| 642 |
+
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|
| 643 |
+
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|
| 644 |
+
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|
| 645 |
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|
| 646 |
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|
| 647 |
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|
| 648 |
+
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|
| 649 |
+
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|
| 650 |
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|
| 651 |
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|
| 652 |
+
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|
| 653 |
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|
| 654 |
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|
| 655 |
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|
| 656 |
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|
| 657 |
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|
| 658 |
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|
| 659 |
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|
| 660 |
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|
| 661 |
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|
| 662 |
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|
| 663 |
+
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|
| 664 |
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|
| 665 |
+
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|
| 666 |
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|
| 667 |
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|
| 668 |
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|
| 669 |
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|
| 670 |
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|
| 671 |
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|
| 672 |
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|
| 673 |
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|
| 674 |
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|
| 675 |
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|
| 676 |
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|
| 677 |
+
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|
| 678 |
+
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|
| 679 |
+
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|
| 680 |
+
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|
| 681 |
+
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|
| 682 |
+
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|
| 683 |
+
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|
| 684 |
+
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|
| 685 |
+
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|
| 686 |
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|
| 687 |
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|
| 688 |
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|
| 689 |
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|
| 690 |
+
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|
| 691 |
+
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|
| 692 |
+
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|
| 693 |
+
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|
| 694 |
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|
| 695 |
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|
| 696 |
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|
| 697 |
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|
| 698 |
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|
| 699 |
+
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|
| 700 |
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|
| 701 |
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|
| 702 |
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|
| 703 |
+
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|
| 704 |
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|
| 705 |
+
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|
| 706 |
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|
| 707 |
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|
| 708 |
+
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|
| 709 |
+
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|
| 710 |
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|
| 711 |
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|
| 712 |
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|
| 713 |
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|
| 714 |
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|
| 715 |
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|
| 716 |
+
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|
| 717 |
+
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|
| 718 |
+
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|
| 719 |
+
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|
| 720 |
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|
| 721 |
+
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|
| 722 |
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|
| 723 |
+
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|
| 724 |
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|
| 725 |
+
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|
| 726 |
+
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|
| 727 |
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|
| 728 |
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|
| 729 |
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|
| 730 |
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|
| 731 |
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|
| 732 |
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|
| 733 |
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|
| 734 |
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|
| 735 |
+
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|
| 736 |
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|
| 737 |
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|
| 738 |
+
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|
| 739 |
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|
| 740 |
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|
| 741 |
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|
| 742 |
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|
| 743 |
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|
| 744 |
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|
| 745 |
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|
| 746 |
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|
| 747 |
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|
| 748 |
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|
| 749 |
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|
| 750 |
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|
| 751 |
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|
| 752 |
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|
| 753 |
+
"treescope 0.1.9\n",
|
| 754 |
+
"triton 3.2.0\n",
|
| 755 |
+
"tweepy 4.15.0\n",
|
| 756 |
+
"typeguard 4.4.2\n",
|
| 757 |
+
"typer 0.15.2\n",
|
| 758 |
+
"types-pytz 2025.2.0.20250326\n",
|
| 759 |
+
"types-setuptools 78.1.0.20250329\n",
|
| 760 |
+
"typing_extensions 4.13.1\n",
|
| 761 |
+
"typing-inspection 0.4.0\n",
|
| 762 |
+
"tzdata 2025.2\n",
|
| 763 |
+
"tzlocal 5.3.1\n",
|
| 764 |
+
"uc-micro-py 1.0.3\n",
|
| 765 |
+
"ucx-py-cu12 0.42.0\n",
|
| 766 |
+
"ucxx-cu12 0.42.0\n",
|
| 767 |
+
"umap-learn 0.5.7\n",
|
| 768 |
+
"umf 0.10.0\n",
|
| 769 |
+
"uritemplate 4.1.1\n",
|
| 770 |
+
"urllib3 2.3.0\n",
|
| 771 |
+
"vega-datasets 0.9.0\n",
|
| 772 |
+
"wadllib 1.3.6\n",
|
| 773 |
+
"wandb 0.19.9\n",
|
| 774 |
+
"wasabi 1.1.3\n",
|
| 775 |
+
"wcwidth 0.2.13\n",
|
| 776 |
+
"weasel 0.4.1\n",
|
| 777 |
+
"webcolors 24.11.1\n",
|
| 778 |
+
"webencodings 0.5.1\n",
|
| 779 |
+
"websocket-client 1.8.0\n",
|
| 780 |
+
"websockets 15.0.1\n",
|
| 781 |
+
"Werkzeug 3.1.3\n",
|
| 782 |
+
"wheel 0.45.1\n",
|
| 783 |
+
"widgetsnbextension 3.6.10\n",
|
| 784 |
+
"wordcloud 1.9.4\n",
|
| 785 |
+
"wrapt 1.17.2\n",
|
| 786 |
+
"wurlitzer 3.1.1\n",
|
| 787 |
+
"xarray 2025.1.2\n",
|
| 788 |
+
"xarray-einstats 0.8.0\n",
|
| 789 |
+
"xgboost 2.1.4\n",
|
| 790 |
+
"xlrd 2.0.1\n",
|
| 791 |
+
"xxhash 3.5.0\n",
|
| 792 |
+
"xyzservices 2025.1.0\n",
|
| 793 |
+
"yarl 1.18.3\n",
|
| 794 |
+
"ydf 0.11.0\n",
|
| 795 |
+
"yellowbrick 1.5\n",
|
| 796 |
+
"yfinance 0.2.55\n",
|
| 797 |
+
"zict 3.0.0\n",
|
| 798 |
+
"zipp 3.21.0\n",
|
| 799 |
+
"zstandard 0.23.0\n"
|
| 800 |
+
]
|
| 801 |
+
}
|
| 802 |
+
]
|
| 803 |
+
},
|
| 804 |
+
{
|
| 805 |
+
"cell_type": "markdown",
|
| 806 |
+
"source": [
|
| 807 |
+
"## Step 2: Export to ExecuTorch"
|
| 808 |
+
],
|
| 809 |
+
"metadata": {
|
| 810 |
+
"id": "fC9CGHJraXYo"
|
| 811 |
+
}
|
| 812 |
+
},
|
| 813 |
+
{
|
| 814 |
+
"cell_type": "code",
|
| 815 |
+
"source": [
|
| 816 |
+
"! cd /content/optimum-executorch; optimum-cli export executorch \\\n",
|
| 817 |
+
" --model \"HuggingFaceTB/SmolLM2-135M\" \\\n",
|
| 818 |
+
" --task \"text-generation\" \\\n",
|
| 819 |
+
" --recipe \"xnnpack\" \\\n",
|
| 820 |
+
" --output_dir=\"./smollmv2_135m_custom_sdpa\" \\\n",
|
| 821 |
+
" --use_custom_sdpa\n",
|
| 822 |
+
"\n",
|
| 823 |
+
"! cd /content/optimum-executorch; ls -all ./smollmv2_135m_custom_sdpa"
|
| 824 |
+
],
|
| 825 |
+
"metadata": {
|
| 826 |
+
"colab": {
|
| 827 |
+
"base_uri": "https://localhost:8080/"
|
| 828 |
+
},
|
| 829 |
+
"id": "gCVEovBPbk1p",
|
| 830 |
+
"outputId": "c0c5416c-8dfa-4763-d407-4ab9c9f6dd70"
|
| 831 |
+
},
|
| 832 |
+
"execution_count": 3,
|
| 833 |
+
"outputs": [
|
| 834 |
+
{
|
| 835 |
+
"output_type": "stream",
|
| 836 |
+
"name": "stdout",
|
| 837 |
+
"text": [
|
| 838 |
+
"2025-04-11 21:20:23.780684: E external/local_xla/xla/stream_executor/cuda/cuda_fft.cc:477] Unable to register cuFFT factory: Attempting to register factory for plugin cuFFT when one has already been registered\n",
|
| 839 |
+
"WARNING: All log messages before absl::InitializeLog() is called are written to STDERR\n",
|
| 840 |
+
"E0000 00:00:1744406423.808206 7311 cuda_dnn.cc:8310] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered\n",
|
| 841 |
+
"E0000 00:00:1744406423.816142 7311 cuda_blas.cc:1418] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered\n",
|
| 842 |
+
"2025-04-11 21:20:23.843321: I tensorflow/core/platform/cpu_feature_guard.cc:210] This TensorFlow binary is optimized to use available CPU instructions in performance-critical operations.\n",
|
| 843 |
+
"To enable the following instructions: AVX2 FMA, in other operations, rebuild TensorFlow with the appropriate compiler flags.\n",
|
| 844 |
+
"config.json: 100% 704/704 [00:00<00:00, 3.09MB/s]\n",
|
| 845 |
+
"model.safetensors: 100% 269M/269M [00:01<00:00, 173MB/s]\n",
|
| 846 |
+
"/usr/local/lib/python3.11/dist-packages/executorch/exir/emit/_emitter.py:1592: UserWarning: Mutation on a buffer in the model is detected. ExecuTorch assumes buffers that are mutated in the graph have a meaningless initial state, only the shape and dtype will be serialized, unless a pass which sets meta[\"et_init_buffer\"] to True such as InitializedMutableBufferPass is run.\n",
|
| 847 |
+
" warnings.warn(\n",
|
| 848 |
+
"total 640584\n",
|
| 849 |
+
"drwxr-xr-x 2 root root 4096 Apr 11 21:24 .\n",
|
| 850 |
+
"drwxr-xr-x 10 root root 4096 Apr 11 21:20 ..\n",
|
| 851 |
+
"-rw-r--r-- 1 root root 655943040 Apr 11 21:24 model.pte\n"
|
| 852 |
+
]
|
| 853 |
+
}
|
| 854 |
+
]
|
| 855 |
+
},
|
| 856 |
+
{
|
| 857 |
+
"cell_type": "code",
|
| 858 |
+
"source": [
|
| 859 |
+
"from optimum.executorch import ExecuTorchModelForCausalLM\n",
|
| 860 |
+
"from transformers import AutoTokenizer\n",
|
| 861 |
+
"\n",
|
| 862 |
+
"# Load the exported model\n",
|
| 863 |
+
"model = ExecuTorchModelForCausalLM.from_pretrained(\"/content/optimum-executorch/smollmv2_135m_custom_sdpa\")\n",
|
| 864 |
+
"\n",
|
| 865 |
+
"# Initialize tokenizer and generate text\n",
|
| 866 |
+
"generated_text = model.text_generation(\n",
|
| 867 |
+
" tokenizer=AutoTokenizer.from_pretrained(\"HuggingFaceTB/SmolLM2-135M\"),\n",
|
| 868 |
+
" prompt=\"Simply put, the theory of relativity states that\",\n",
|
| 869 |
+
" max_seq_len=32\n",
|
| 870 |
+
")\n",
|
| 871 |
+
"print(generated_text)"
|
| 872 |
+
],
|
| 873 |
+
"metadata": {
|
| 874 |
+
"colab": {
|
| 875 |
+
"base_uri": "https://localhost:8080/"
|
| 876 |
+
},
|
| 877 |
+
"id": "jCJvCG5RviKF",
|
| 878 |
+
"outputId": "d2321adc-5e6e-4d74-8764-26bec82ae84a"
|
| 879 |
+
},
|
| 880 |
+
"execution_count": 6,
|
| 881 |
+
"outputs": [
|
| 882 |
+
{
|
| 883 |
+
"output_type": "stream",
|
| 884 |
+
"name": "stderr",
|
| 885 |
+
"text": [
|
| 886 |
+
"[program.cpp:135] InternalConsistency verification requested but not available\n"
|
| 887 |
+
]
|
| 888 |
+
},
|
| 889 |
+
{
|
| 890 |
+
"output_type": "stream",
|
| 891 |
+
"name": "stdout",
|
| 892 |
+
"text": [
|
| 893 |
+
"PyTorchObserver {\"prompt_tokens\": 9, \"generated_tokens\": 23, \"model_load_start_ms\": 0, \"model_load_end_ms\": 0, \"inference_start_ms\": 1744406841892, \"token_encode_end_ms\": 1744406841892, \"model_execution_start_ms\": 1744406850941, \"model_execution_end_ms\": 1744406851168, \"inference_end_ms\": 1744406851169, \"prompt_eval_end_ms\": 1744406845805, \"first_token_ms\": 1744406846041, \"aggregate_sampling_time_ms\": 9271, \"SCALING_FACTOR_UNITS_PER_SECOND\": 1000}\n",
|
| 894 |
+
"\tPrompt Tokens: 9 Generated Tokens: 23\n",
|
| 895 |
+
"\tModel Load Time:\t\t0.000000 (seconds)\n",
|
| 896 |
+
"\tTotal inference time:\t\t9.277000 (seconds)\t\t Rate: \t2.479250 (tokens/second)\n",
|
| 897 |
+
"\t\tPrompt evaluation:\t3.913000 (seconds)\t\t Rate: \t2.300026 (tokens/second)\n",
|
| 898 |
+
"\t\tGenerated 23 tokens:\t5.364000 (seconds)\t\t Rate: \t4.287845 (tokens/second)\n",
|
| 899 |
+
"\tTime to first generated token:\t4.149000 (seconds)\n",
|
| 900 |
+
"\tSampling time over 32 tokens:\t9.271000 (seconds)\n",
|
| 901 |
+
"Simply put, the theory of relativity states that the speed of light is constant, regardless of the speed of the observer. This is a very important fact, because\n"
|
| 902 |
+
]
|
| 903 |
+
}
|
| 904 |
+
]
|
| 905 |
+
}
|
| 906 |
+
]
|
| 907 |
+
}
|