Upload Untitled60 (1).ipynb
Browse files- Untitled60 (1).ipynb +2054 -0
Untitled60 (1).ipynb
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|
| 1 |
+
{
|
| 2 |
+
"cells": [
|
| 3 |
+
{
|
| 4 |
+
"cell_type": "code",
|
| 5 |
+
"execution_count": 1,
|
| 6 |
+
"metadata": {
|
| 7 |
+
"colab": {
|
| 8 |
+
"base_uri": "https://localhost:8080/"
|
| 9 |
+
},
|
| 10 |
+
"id": "8kRLBi7nUG7-",
|
| 11 |
+
"outputId": "64599c2e-1f03-429f-cf0f-1ef5ebc30410"
|
| 12 |
+
},
|
| 13 |
+
"outputs": [
|
| 14 |
+
{
|
| 15 |
+
"name": "stdout",
|
| 16 |
+
"output_type": "stream",
|
| 17 |
+
"text": [
|
| 18 |
+
"Collecting git+https://github.com/huggingface/transformers.git@nanochat-implementation\n",
|
| 19 |
+
" Cloning https://github.com/huggingface/transformers.git (to revision nanochat-implementation) to /tmp/pip-req-build-bdw5j1b7\n",
|
| 20 |
+
" Running command git clone --filter=blob:none --quiet https://github.com/huggingface/transformers.git /tmp/pip-req-build-bdw5j1b7\n",
|
| 21 |
+
" Running command git checkout -b nanochat-implementation --track origin/nanochat-implementation\n",
|
| 22 |
+
" Switched to a new branch 'nanochat-implementation'\n",
|
| 23 |
+
" Branch 'nanochat-implementation' set up to track remote branch 'nanochat-implementation' from 'origin'.\n",
|
| 24 |
+
" Resolved https://github.com/huggingface/transformers.git to commit 992b26b84c75c46a1f9991c1ca354bbdd2412172\n",
|
| 25 |
+
" Installing build dependencies ... \u001b[?25l\u001b[?25hdone\n",
|
| 26 |
+
" Getting requirements to build wheel ... \u001b[?25l\u001b[?25hdone\n",
|
| 27 |
+
" Preparing metadata (pyproject.toml) ... \u001b[?25l\u001b[?25hdone\n",
|
| 28 |
+
"Requirement already satisfied: filelock in /usr/local/lib/python3.12/dist-packages (from transformers==5.0.0.dev0) (3.20.0)\n",
|
| 29 |
+
"Collecting huggingface-hub==1.0.0.rc5 (from transformers==5.0.0.dev0)\n",
|
| 30 |
+
" Downloading huggingface_hub-1.0.0rc5-py3-none-any.whl.metadata (14 kB)\n",
|
| 31 |
+
"Requirement already satisfied: numpy>=1.17 in /usr/local/lib/python3.12/dist-packages (from transformers==5.0.0.dev0) (2.0.2)\n",
|
| 32 |
+
"Requirement already satisfied: packaging>=20.0 in /usr/local/lib/python3.12/dist-packages (from transformers==5.0.0.dev0) (25.0)\n",
|
| 33 |
+
"Requirement already satisfied: pyyaml>=5.1 in /usr/local/lib/python3.12/dist-packages (from transformers==5.0.0.dev0) (6.0.3)\n",
|
| 34 |
+
"Requirement already satisfied: regex!=2019.12.17 in /usr/local/lib/python3.12/dist-packages (from transformers==5.0.0.dev0) (2024.11.6)\n",
|
| 35 |
+
"Requirement already satisfied: requests in /usr/local/lib/python3.12/dist-packages (from transformers==5.0.0.dev0) (2.32.4)\n",
|
| 36 |
+
"Requirement already satisfied: tokenizers<=0.23.0,>=0.22.0 in /usr/local/lib/python3.12/dist-packages (from transformers==5.0.0.dev0) (0.22.1)\n",
|
| 37 |
+
"Requirement already satisfied: safetensors>=0.4.3 in /usr/local/lib/python3.12/dist-packages (from transformers==5.0.0.dev0) (0.6.2)\n",
|
| 38 |
+
"Requirement already satisfied: tqdm>=4.27 in /usr/local/lib/python3.12/dist-packages (from transformers==5.0.0.dev0) (4.67.1)\n",
|
| 39 |
+
"Requirement already satisfied: fsspec>=2023.5.0 in /usr/local/lib/python3.12/dist-packages (from huggingface-hub==1.0.0.rc5->transformers==5.0.0.dev0) (2025.3.0)\n",
|
| 40 |
+
"Requirement already satisfied: httpx<1,>=0.23.0 in /usr/local/lib/python3.12/dist-packages (from huggingface-hub==1.0.0.rc5->transformers==5.0.0.dev0) (0.28.1)\n",
|
| 41 |
+
"Collecting typer-slim (from huggingface-hub==1.0.0.rc5->transformers==5.0.0.dev0)\n",
|
| 42 |
+
" Downloading typer_slim-0.19.2-py3-none-any.whl.metadata (16 kB)\n",
|
| 43 |
+
"Requirement already satisfied: typing-extensions>=3.7.4.3 in /usr/local/lib/python3.12/dist-packages (from huggingface-hub==1.0.0.rc5->transformers==5.0.0.dev0) (4.15.0)\n",
|
| 44 |
+
"Requirement already satisfied: hf-xet<2.0.0,>=1.1.3 in /usr/local/lib/python3.12/dist-packages (from huggingface-hub==1.0.0.rc5->transformers==5.0.0.dev0) (1.1.10)\n",
|
| 45 |
+
"Requirement already satisfied: charset_normalizer<4,>=2 in /usr/local/lib/python3.12/dist-packages (from requests->transformers==5.0.0.dev0) (3.4.3)\n",
|
| 46 |
+
"Requirement already satisfied: idna<4,>=2.5 in /usr/local/lib/python3.12/dist-packages (from requests->transformers==5.0.0.dev0) (3.10)\n",
|
| 47 |
+
"Requirement already satisfied: urllib3<3,>=1.21.1 in /usr/local/lib/python3.12/dist-packages (from requests->transformers==5.0.0.dev0) (2.5.0)\n",
|
| 48 |
+
"Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.12/dist-packages (from requests->transformers==5.0.0.dev0) (2025.10.5)\n",
|
| 49 |
+
"Requirement already satisfied: anyio in /usr/local/lib/python3.12/dist-packages (from httpx<1,>=0.23.0->huggingface-hub==1.0.0.rc5->transformers==5.0.0.dev0) (4.11.0)\n",
|
| 50 |
+
"Requirement already satisfied: httpcore==1.* in /usr/local/lib/python3.12/dist-packages (from httpx<1,>=0.23.0->huggingface-hub==1.0.0.rc5->transformers==5.0.0.dev0) (1.0.9)\n",
|
| 51 |
+
"Requirement already satisfied: h11>=0.16 in /usr/local/lib/python3.12/dist-packages (from httpcore==1.*->httpx<1,>=0.23.0->huggingface-hub==1.0.0.rc5->transformers==5.0.0.dev0) (0.16.0)\n",
|
| 52 |
+
"Requirement already satisfied: click>=8.0.0 in /usr/local/lib/python3.12/dist-packages (from typer-slim->huggingface-hub==1.0.0.rc5->transformers==5.0.0.dev0) (8.3.0)\n",
|
| 53 |
+
"Requirement already satisfied: sniffio>=1.1 in /usr/local/lib/python3.12/dist-packages (from anyio->httpx<1,>=0.23.0->huggingface-hub==1.0.0.rc5->transformers==5.0.0.dev0) (1.3.1)\n",
|
| 54 |
+
"Downloading huggingface_hub-1.0.0rc5-py3-none-any.whl (501 kB)\n",
|
| 55 |
+
"\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m502.0/502.0 kB\u001b[0m \u001b[31m15.3 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
|
| 56 |
+
"\u001b[?25hDownloading typer_slim-0.19.2-py3-none-any.whl (46 kB)\n",
|
| 57 |
+
"\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m46.8/46.8 kB\u001b[0m \u001b[31m279.0 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
|
| 58 |
+
"\u001b[?25hBuilding wheels for collected packages: transformers\n",
|
| 59 |
+
" Building wheel for transformers (pyproject.toml) ... \u001b[?25l\u001b[?25hdone\n",
|
| 60 |
+
" Created wheel for transformers: filename=transformers-5.0.0.dev0-py3-none-any.whl size=11397394 sha256=0e8a28704e51bed6adc8be1d8a4e4583fcb1ee8f8124e73166561efab5390870\n",
|
| 61 |
+
" Stored in directory: /tmp/pip-ephem-wheel-cache-pn_y2usp/wheels/b8/01/a2/f8212b64885344329af73c462c0d3d7ea0edcf5c06817c6e01\n",
|
| 62 |
+
"Successfully built transformers\n",
|
| 63 |
+
"Installing collected packages: typer-slim, huggingface-hub, transformers\n",
|
| 64 |
+
" Attempting uninstall: huggingface-hub\n",
|
| 65 |
+
" Found existing installation: huggingface-hub 0.35.3\n",
|
| 66 |
+
" Uninstalling huggingface-hub-0.35.3:\n",
|
| 67 |
+
" Successfully uninstalled huggingface-hub-0.35.3\n",
|
| 68 |
+
" Attempting uninstall: transformers\n",
|
| 69 |
+
" Found existing installation: transformers 4.57.0\n",
|
| 70 |
+
" Uninstalling transformers-4.57.0:\n",
|
| 71 |
+
" Successfully uninstalled transformers-4.57.0\n",
|
| 72 |
+
"\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",
|
| 73 |
+
"sentence-transformers 5.1.1 requires transformers<5.0.0,>=4.41.0, but you have transformers 5.0.0.dev0 which is incompatible.\u001b[0m\u001b[31m\n",
|
| 74 |
+
"\u001b[0mSuccessfully installed huggingface-hub-1.0.0rc5 transformers-5.0.0.dev0 typer-slim-0.19.2\n"
|
| 75 |
+
]
|
| 76 |
+
}
|
| 77 |
+
],
|
| 78 |
+
"source": [
|
| 79 |
+
"!pip install -U --no-cache-dir git+https://github.com/huggingface/transformers.git@nanochat-implementation"
|
| 80 |
+
]
|
| 81 |
+
},
|
| 82 |
+
{
|
| 83 |
+
"cell_type": "code",
|
| 84 |
+
"execution_count": null,
|
| 85 |
+
"metadata": {
|
| 86 |
+
"colab": {
|
| 87 |
+
"base_uri": "https://localhost:8080/",
|
| 88 |
+
"height": 524,
|
| 89 |
+
"referenced_widgets": [
|
| 90 |
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|
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|
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|
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|
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|
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|
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"NanoGPTForCausalLM(\n",
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" (model): NanoGPTModel(\n",
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" (embed_tokens): Embedding(65536, 1280, padding_idx=65531)\n",
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" (q_proj): Linear(in_features=1280, out_features=1280, bias=False)\n",
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" (k_proj): Linear(in_features=1280, out_features=1280, bias=False)\n",
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" (o_proj): Linear(in_features=1280, out_features=1280, bias=False)\n",
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" )\n",
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" (mlp): NanoGPTMLP(\n",
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" (proj): Linear(in_features=5120, out_features=1280, bias=False)\n",
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" )\n",
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" )\n",
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" )\n",
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" )\n",
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" (lm_head): Linear(in_features=1280, out_features=65536, bias=False)\n",
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")"
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}
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],
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"source": [
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| 252 |
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"import torch\n",
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| 253 |
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"from transformers import AutoModelForCausalLM, AutoTokenizer\n",
|
| 254 |
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"\n",
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| 255 |
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"\n",
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| 256 |
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"model_id = \"nanochat-students/chat-d20\"\n",
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"\n",
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| 262 |
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").to(device)\n",
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},
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"name": "stderr",
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"text": [
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"The attention mask is not set and cannot be inferred from input because pad token is same as eos token. As a consequence, you may observe unexpected behavior. Please pass your input's `attention_mask` to obtain reliable results.\n"
|
| 284 |
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]
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"text": [
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"What is the capital of France?The capital of France is Paris.\n"
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]
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],
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"]\n",
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"\n",
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").to(device)\n",
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" )\n",
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"\n",
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]
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