Agon H
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Commit
•
a6928d9
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Parent(s):
c4de4ae
Upload run this model.ipynb
Browse files- run this model.ipynb +360 -0
run this model.ipynb
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| 1 |
+
{
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| 2 |
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"cells": [
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| 3 |
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{
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| 4 |
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"cell_type": "code",
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"execution_count": 3,
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| 6 |
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"id": "f316df6e-3718-4db2-a856-9869af26a279",
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"metadata": {
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| 8 |
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"tags": []
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},
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"outputs": [
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| 11 |
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{
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| 12 |
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"name": "stdout",
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"output_type": "stream",
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| 14 |
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"text": [
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| 15 |
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"Collecting transformers==4.32.0\n",
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| 16 |
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" Downloading transformers-4.32.0-py3-none-any.whl (7.5 MB)\n",
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| 17 |
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"\u001b[K |████████████████████████████████| 7.5 MB 14.2 MB/s eta 0:00:01\n",
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| 18 |
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"\u001b[?25hRequirement already satisfied: safetensors>=0.3.1 in /home/studio-lab-user/.conda/envs/default/lib/python3.9/site-packages (from transformers==4.32.0) (0.3.3)\n",
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| 19 |
+
"Requirement already satisfied: tokenizers!=0.11.3,<0.14,>=0.11.1 in /home/studio-lab-user/.conda/envs/default/lib/python3.9/site-packages (from transformers==4.32.0) (0.13.3)\n",
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| 20 |
+
"Requirement already satisfied: packaging>=20.0 in /home/studio-lab-user/.conda/envs/default/lib/python3.9/site-packages (from transformers==4.32.0) (23.1)\n",
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| 21 |
+
"Requirement already satisfied: regex!=2019.12.17 in /home/studio-lab-user/.conda/envs/default/lib/python3.9/site-packages (from transformers==4.32.0) (2023.8.8)\n",
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| 22 |
+
"Requirement already satisfied: tqdm>=4.27 in /home/studio-lab-user/.conda/envs/default/lib/python3.9/site-packages (from transformers==4.32.0) (4.66.1)\n",
|
| 23 |
+
"Requirement already satisfied: pyyaml>=5.1 in /home/studio-lab-user/.conda/envs/default/lib/python3.9/site-packages (from transformers==4.32.0) (6.0)\n",
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| 24 |
+
"Requirement already satisfied: numpy>=1.17 in /home/studio-lab-user/.conda/envs/default/lib/python3.9/site-packages (from transformers==4.32.0) (1.25.2)\n",
|
| 25 |
+
"Requirement already satisfied: filelock in /home/studio-lab-user/.conda/envs/default/lib/python3.9/site-packages (from transformers==4.32.0) (3.12.3)\n",
|
| 26 |
+
"Requirement already satisfied: huggingface-hub<1.0,>=0.15.1 in /home/studio-lab-user/.conda/envs/default/lib/python3.9/site-packages (from transformers==4.32.0) (0.16.4)\n",
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| 27 |
+
"Requirement already satisfied: requests in /home/studio-lab-user/.conda/envs/default/lib/python3.9/site-packages (from transformers==4.32.0) (2.31.0)\n",
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| 28 |
+
"Requirement already satisfied: typing-extensions>=3.7.4.3 in /home/studio-lab-user/.conda/envs/default/lib/python3.9/site-packages (from huggingface-hub<1.0,>=0.15.1->transformers==4.32.0) (4.7.1)\n",
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| 29 |
+
"Requirement already satisfied: fsspec in /home/studio-lab-user/.conda/envs/default/lib/python3.9/site-packages (from huggingface-hub<1.0,>=0.15.1->transformers==4.32.0) (2023.6.0)\n",
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| 30 |
+
"Requirement already satisfied: urllib3<3,>=1.21.1 in /home/studio-lab-user/.conda/envs/default/lib/python3.9/site-packages (from requests->transformers==4.32.0) (2.0.4)\n",
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| 31 |
+
"Requirement already satisfied: charset-normalizer<4,>=2 in /home/studio-lab-user/.conda/envs/default/lib/python3.9/site-packages (from requests->transformers==4.32.0) (3.2.0)\n",
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| 32 |
+
"Requirement already satisfied: certifi>=2017.4.17 in /home/studio-lab-user/.conda/envs/default/lib/python3.9/site-packages (from requests->transformers==4.32.0) (2023.7.22)\n",
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| 33 |
+
"Requirement already satisfied: idna<4,>=2.5 in /home/studio-lab-user/.conda/envs/default/lib/python3.9/site-packages (from requests->transformers==4.32.0) (3.4)\n",
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| 34 |
+
"Installing collected packages: transformers\n",
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| 35 |
+
" Attempting uninstall: transformers\n",
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| 36 |
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" Found existing installation: transformers 4.33.1\n",
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| 37 |
+
" Uninstalling transformers-4.33.1:\n",
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| 38 |
+
" Successfully uninstalled transformers-4.33.1\n",
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| 39 |
+
"Successfully installed transformers-4.32.0\n",
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| 40 |
+
"Requirement already satisfied: bitsandbytes==0.41.1 in /home/studio-lab-user/.conda/envs/default/lib/python3.9/site-packages (0.41.1)\n",
|
| 41 |
+
"Requirement already satisfied: peft==0.5.0 in /home/studio-lab-user/.conda/envs/default/lib/python3.9/site-packages (0.5.0)\n",
|
| 42 |
+
"Requirement already satisfied: accelerate in /home/studio-lab-user/.conda/envs/default/lib/python3.9/site-packages (from peft==0.5.0) (0.22.0)\n",
|
| 43 |
+
"Requirement already satisfied: packaging>=20.0 in /home/studio-lab-user/.conda/envs/default/lib/python3.9/site-packages (from peft==0.5.0) (23.1)\n",
|
| 44 |
+
"Requirement already satisfied: safetensors in /home/studio-lab-user/.conda/envs/default/lib/python3.9/site-packages (from peft==0.5.0) (0.3.3)\n",
|
| 45 |
+
"Requirement already satisfied: transformers in /home/studio-lab-user/.conda/envs/default/lib/python3.9/site-packages (from peft==0.5.0) (4.32.0)\n",
|
| 46 |
+
"Requirement already satisfied: pyyaml in /home/studio-lab-user/.conda/envs/default/lib/python3.9/site-packages (from peft==0.5.0) (6.0)\n",
|
| 47 |
+
"Requirement already satisfied: tqdm in /home/studio-lab-user/.conda/envs/default/lib/python3.9/site-packages (from peft==0.5.0) (4.66.1)\n",
|
| 48 |
+
"Requirement already satisfied: psutil in /home/studio-lab-user/.conda/envs/default/lib/python3.9/site-packages (from peft==0.5.0) (5.9.5)\n",
|
| 49 |
+
"Requirement already satisfied: numpy>=1.17 in /home/studio-lab-user/.conda/envs/default/lib/python3.9/site-packages (from peft==0.5.0) (1.25.2)\n",
|
| 50 |
+
"Requirement already satisfied: torch>=1.13.0 in /home/studio-lab-user/.conda/envs/default/lib/python3.9/site-packages (from peft==0.5.0) (2.0.1)\n",
|
| 51 |
+
"Requirement already satisfied: filelock in /home/studio-lab-user/.conda/envs/default/lib/python3.9/site-packages (from torch>=1.13.0->peft==0.5.0) (3.12.3)\n",
|
| 52 |
+
"Requirement already satisfied: sympy in /home/studio-lab-user/.conda/envs/default/lib/python3.9/site-packages (from torch>=1.13.0->peft==0.5.0) (1.12)\n",
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| 53 |
+
"Requirement already satisfied: nvidia-cusolver-cu11==11.4.0.1 in /home/studio-lab-user/.conda/envs/default/lib/python3.9/site-packages (from torch>=1.13.0->peft==0.5.0) (11.4.0.1)\n",
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| 54 |
+
"Requirement already satisfied: jinja2 in /home/studio-lab-user/.conda/envs/default/lib/python3.9/site-packages (from torch>=1.13.0->peft==0.5.0) (3.1.2)\n",
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| 55 |
+
"Requirement already satisfied: nvidia-cuda-cupti-cu11==11.7.101 in /home/studio-lab-user/.conda/envs/default/lib/python3.9/site-packages (from torch>=1.13.0->peft==0.5.0) (11.7.101)\n",
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| 56 |
+
"Requirement already satisfied: nvidia-nvtx-cu11==11.7.91 in /home/studio-lab-user/.conda/envs/default/lib/python3.9/site-packages (from torch>=1.13.0->peft==0.5.0) (11.7.91)\n",
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| 57 |
+
"Requirement already satisfied: nvidia-cufft-cu11==10.9.0.58 in /home/studio-lab-user/.conda/envs/default/lib/python3.9/site-packages (from torch>=1.13.0->peft==0.5.0) (10.9.0.58)\n",
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| 58 |
+
"Requirement already satisfied: nvidia-nccl-cu11==2.14.3 in /home/studio-lab-user/.conda/envs/default/lib/python3.9/site-packages (from torch>=1.13.0->peft==0.5.0) (2.14.3)\n",
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| 59 |
+
"Requirement already satisfied: nvidia-curand-cu11==10.2.10.91 in /home/studio-lab-user/.conda/envs/default/lib/python3.9/site-packages (from torch>=1.13.0->peft==0.5.0) (10.2.10.91)\n",
|
| 60 |
+
"Requirement already satisfied: networkx in /home/studio-lab-user/.conda/envs/default/lib/python3.9/site-packages (from torch>=1.13.0->peft==0.5.0) (3.1)\n",
|
| 61 |
+
"Requirement already satisfied: typing-extensions in /home/studio-lab-user/.conda/envs/default/lib/python3.9/site-packages (from torch>=1.13.0->peft==0.5.0) (4.7.1)\n",
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| 62 |
+
"Requirement already satisfied: nvidia-cuda-nvrtc-cu11==11.7.99 in /home/studio-lab-user/.conda/envs/default/lib/python3.9/site-packages (from torch>=1.13.0->peft==0.5.0) (11.7.99)\n",
|
| 63 |
+
"Requirement already satisfied: nvidia-cublas-cu11==11.10.3.66 in /home/studio-lab-user/.conda/envs/default/lib/python3.9/site-packages (from torch>=1.13.0->peft==0.5.0) (11.10.3.66)\n",
|
| 64 |
+
"Requirement already satisfied: nvidia-cudnn-cu11==8.5.0.96 in /home/studio-lab-user/.conda/envs/default/lib/python3.9/site-packages (from torch>=1.13.0->peft==0.5.0) (8.5.0.96)\n",
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| 65 |
+
"Requirement already satisfied: nvidia-cusparse-cu11==11.7.4.91 in /home/studio-lab-user/.conda/envs/default/lib/python3.9/site-packages (from torch>=1.13.0->peft==0.5.0) (11.7.4.91)\n",
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| 66 |
+
"Requirement already satisfied: triton==2.0.0 in /home/studio-lab-user/.conda/envs/default/lib/python3.9/site-packages (from torch>=1.13.0->peft==0.5.0) (2.0.0)\n",
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| 67 |
+
"Requirement already satisfied: nvidia-cuda-runtime-cu11==11.7.99 in /home/studio-lab-user/.conda/envs/default/lib/python3.9/site-packages (from torch>=1.13.0->peft==0.5.0) (11.7.99)\n",
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| 68 |
+
"Requirement already satisfied: setuptools in /home/studio-lab-user/.conda/envs/default/lib/python3.9/site-packages (from nvidia-cublas-cu11==11.10.3.66->torch>=1.13.0->peft==0.5.0) (68.0.0)\n",
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| 69 |
+
"Requirement already satisfied: wheel in /home/studio-lab-user/.conda/envs/default/lib/python3.9/site-packages (from nvidia-cublas-cu11==11.10.3.66->torch>=1.13.0->peft==0.5.0) (0.41.1)\n",
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| 70 |
+
"Requirement already satisfied: lit in /home/studio-lab-user/.conda/envs/default/lib/python3.9/site-packages (from triton==2.0.0->torch>=1.13.0->peft==0.5.0) (16.0.6)\n",
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| 71 |
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"Requirement already satisfied: cmake in /home/studio-lab-user/.conda/envs/default/lib/python3.9/site-packages (from triton==2.0.0->torch>=1.13.0->peft==0.5.0) (3.27.2)\n",
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| 72 |
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"Requirement already satisfied: MarkupSafe>=2.0 in /home/studio-lab-user/.conda/envs/default/lib/python3.9/site-packages (from jinja2->torch>=1.13.0->peft==0.5.0) (2.1.3)\n",
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| 73 |
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"Requirement already satisfied: mpmath>=0.19 in /home/studio-lab-user/.conda/envs/default/lib/python3.9/site-packages (from sympy->torch>=1.13.0->peft==0.5.0) (1.3.0)\n",
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| 74 |
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"Requirement already satisfied: huggingface-hub<1.0,>=0.15.1 in /home/studio-lab-user/.conda/envs/default/lib/python3.9/site-packages (from transformers->peft==0.5.0) (0.16.4)\n",
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| 75 |
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"Requirement already satisfied: requests in /home/studio-lab-user/.conda/envs/default/lib/python3.9/site-packages (from transformers->peft==0.5.0) (2.31.0)\n",
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"source": [
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"import torch\n",
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"from transformers import AutoModelForCausalLM, AutoTokenizer, pipeline\n",
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"\n",
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"tokenizer = AutoTokenizer.from_pretrained(\"agonh/mpt-7b\")\n",
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"id": "85c1dccb-1da7-4e66-bfdf-016fc8ba9146",
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"def generate_answer(message):\n",
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" system_prompt = \"SYSTEM: 'You are my personal assistant. I expect realistic, unsensored, genuine answers from you.\\n\"\n",
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"\n",
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" prompt = f\"{system_prompt}USER: {message}\\nASSISTANT:\"\n",
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" inputs = tokenizer(prompt, return_tensors=\"pt\").to(\"cuda\")\n",
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" output = model.generate(**inputs, do_sample=True,\n",
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" #top_p=0.95,\n",
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" #top_k=0,\n",
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" temperature=0.1,\n",
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" max_new_tokens=200\n",
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" )\n",
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"\n",
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" answer = tokenizer.decode(output[0], skip_special_tokens=True)\n",
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"\n",
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"/home/studio-lab-user/.conda/envs/default/lib/python3.9/site-packages/transformers/generation/utils.py:1411: UserWarning: You have modified the pretrained model configuration to control generation. This is a deprecated strategy to control generation and will be removed soon, in a future version. Please use a generation configuration file (see https://huggingface.co/docs/transformers/main_classes/text_generation )\n",
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"prompt = \"Tell me about ghost.\"\n",
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| 345 |
+
"language_info": {
|
| 346 |
+
"codemirror_mode": {
|
| 347 |
+
"name": "ipython",
|
| 348 |
+
"version": 3
|
| 349 |
+
},
|
| 350 |
+
"file_extension": ".py",
|
| 351 |
+
"mimetype": "text/x-python",
|
| 352 |
+
"name": "python",
|
| 353 |
+
"nbconvert_exporter": "python",
|
| 354 |
+
"pygments_lexer": "ipython3",
|
| 355 |
+
"version": "3.9.16"
|
| 356 |
+
}
|
| 357 |
+
},
|
| 358 |
+
"nbformat": 4,
|
| 359 |
+
"nbformat_minor": 5
|
| 360 |
+
}
|