haoyang
commited on
Commit
•
741e393
1
Parent(s):
6ecf664
update code
Browse files- .gitignore +0 -1
- hello.ipynb +180 -0
.gitignore
CHANGED
@@ -3,7 +3,6 @@ venv/
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__pycache__/
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.env
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.ipynb_checkpoints
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-
*ipynb
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.vscode/
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.DS_Store
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__pycache__/
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.env
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.ipynb_checkpoints
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.vscode/
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.DS_Store
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hello.ipynb
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@@ -0,0 +1,180 @@
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{
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"cells": [
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{
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"cell_type": "code",
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"execution_count": 1,
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"metadata": {},
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"outputs": [
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{
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"name": "stderr",
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"output_type": "stream",
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"text": [
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"/Users/haoyang/miniconda3/envs/llm_reason/lib/python3.10/site-packages/tqdm/auto.py:21: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n",
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" from .autonotebook import tqdm as notebook_tqdm\n"
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]
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}
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],
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"source": [
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"from src.submission.check_validity import is_model_on_hub\n",
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"from huggingface_hub import HfApi\n",
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"import re"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 2,
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"metadata": {},
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"outputs": [
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{
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"data": {
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"text/plain": [
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"torch.bfloat16"
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]
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},
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"execution_count": 2,
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"metadata": {},
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"output_type": "execute_result"
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}
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],
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"source": [
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"still_on_hub, _, model_config = is_model_on_hub(\n",
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" \"01-ai/Yi-34B-Chat\", \"main\", trust_remote_code=True, test_tokenizer=False\n",
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")\n",
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"getattr(model_config, \"torch_dtype\", None)"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 5,
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"Yi-34b is on hub: True\n",
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"Yi-34b config: torch.bfloat16\n",
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"Yi-34b size: 34.389\n",
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"Mistral-7b is on hub: True\n",
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"Mistral-7b config: torch.bfloat16\n",
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"Mistral-7b size: 7.242\n",
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"Vicuna-13b is on hub: True\n",
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"Vicuna-13b config: torch.float16\n",
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"Vicuna-13b size: 13.0\n",
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"Phi-1.5 is on hub: True\n",
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"Phi-1.5 config: torch.float16\n",
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"Phi-1.5 size: N/A\n"
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]
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},
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{
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"name": "stderr",
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"output_type": "stream",
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"text": [
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"/Users/haoyang/.cache/huggingface/modules/transformers_modules/mosaicml/mpt-30b-instruct/56bcbea5361d8381c297ca51c02ee5b6f0415cb4/configuration_mpt.py:97: UserWarning: alibi is turned on, setting `learned_pos_emb` to `False.`\n",
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" warnings.warn(f'alibi is turned on, setting `learned_pos_emb` to `False.`')\n"
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]
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},
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"MPT-30b is on hub: True\n",
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"MPT-30b config: torch.bfloat16\n",
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"MPT-30b size: 30.0\n",
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"Phi-2 is on hub: True\n",
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"Phi-2 config: torch.float16\n",
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"Phi-2 size: 2.78\n",
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"Qwen-14b is on hub: True\n",
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"Qwen-14b config: None\n",
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"Qwen-14b size: 14.167\n"
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]
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}
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],
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"source": [
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"open_models = {\n",
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" \"Yi-34b\": \"01-ai/Yi-34B-Chat\",\n",
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" \"Mistral-7b\": \"mistralai/Mistral-7B-Instruct-v0.1\",\n",
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" \"Vicuna-13b\": \"lmsys/vicuna-13b-v1.3\",\n",
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" \"Phi-1.5\": \"microsoft/phi-1_5\",\n",
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" \"MPT-30b\": \"mosaicml/mpt-30b-instruct\",\n",
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" \"Phi-2\": \"microsoft/phi-2\",\n",
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" \"Qwen-14b\": \"Qwen/Qwen-14B-Chat\"\n",
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"}\n",
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"\n",
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"api = HfApi()\n",
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"size_pattern = size_pattern = re.compile(r\"(\\d\\.)?\\d+(b|m)\")\n",
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"\n",
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"new_params = {}\n",
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"\n",
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"for model_name, model_id in open_models.items():\n",
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" still_on_hub, _, model_config = is_model_on_hub(\n",
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" model_id, \"main\", trust_remote_code=True, test_tokenizer=False\n",
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" )\n",
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" precision = str(getattr(model_config, \"torch_dtype\", None))\n",
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"\n",
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" print(f\"{model_name} is on hub: {still_on_hub}\")\n",
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" print(f\"{model_name} config: {precision}\")\n",
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"\n",
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" model_info = api.model_info(repo_id=model_id, revision=\"main\")\n",
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" try:\n",
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" model_size = round(model_info.safetensors[\"total\"] / 1e9, 3)\n",
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" except (AttributeError, TypeError):\n",
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" try:\n",
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" size_match = re.search(size_pattern, model_info.modelId.lower())\n",
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" model_size = size_match.group(0)\n",
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" model_size = round(float(model_size[:-1]) if model_size[-1] == \"b\" else float(model_size[:-1]) / 1e3, 3)\n",
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" except AttributeError:\n",
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" model_size = \"N/A\"\n",
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" print(f\"{model_name} size: {model_size}\")\n",
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" new_params[model_name] = (precision, model_size)"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 6,
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"metadata": {},
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"outputs": [
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{
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"data": {
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"text/plain": [
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"{'Yi-34b': ('torch.bfloat16', 34.389),\n",
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" 'Mistral-7b': ('torch.bfloat16', 7.242),\n",
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" 'Vicuna-13b': ('torch.float16', 13.0),\n",
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" 'Phi-1.5': ('torch.float16', 'N/A'),\n",
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" 'MPT-30b': ('torch.bfloat16', 30.0),\n",
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" 'Phi-2': ('torch.float16', 2.78),\n",
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" 'Qwen-14b': ('None', 14.167)}"
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]
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},
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"execution_count": 6,
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"metadata": {},
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"output_type": "execute_result"
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}
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],
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"source": [
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"new_params"
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]
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}
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],
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"metadata": {
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"kernelspec": {
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"display_name": "llm_reason",
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"language": "python",
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"name": "python3"
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},
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"language_info": {
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"codemirror_mode": {
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"name": "ipython",
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"version": 3
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},
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"file_extension": ".py",
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"mimetype": "text/x-python",
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"name": "python",
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"nbconvert_exporter": "python",
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"pygments_lexer": "ipython3",
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"version": "3.10.13"
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}
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},
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"nbformat": 4,
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"nbformat_minor": 2
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}
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