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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"id": "d00601c9",
"metadata": {},
"outputs": [],
"source": [
"import logging\n",
"\n",
"logging.basicConfig(level=logging.DEBUG)"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "a8d52aa0",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"INFO:numexpr.utils:Note: NumExpr detected 24 cores but \"NUMEXPR_MAX_THREADS\" not set, so enforcing safe limit of 8.\n",
"INFO:numexpr.utils:NumExpr defaulting to 8 threads.\n",
"INFO:datasets:PyTorch version 2.2.1+cu118 available.\n"
]
}
],
"source": [
"from transformers import AutoModelForCausalLM, AutoTokenizer\n",
"from datasets import load_dataset\n",
"import torch"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "ab513a4e",
"metadata": {},
"outputs": [],
"source": [
"from awq import AutoAWQForCausalLM\n",
"from transformers import AutoTokenizer\n",
"\n",
"model_path = 'llava-hf/llava-v1.6-vicuna-13b-hf'\n",
"quant_path = './llava-v1.6-vicuna-13b-hf-awq'\n",
"quant_config = { \"zero_point\": True, \"q_group_size\": 128, \"w_bit\": 4, \"version\": \"GEMM\" }"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "41d1869f",
"metadata": {
"scrolled": true
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/ubuntu/.local/lib/python3.10/site-packages/huggingface_hub/file_download.py:1132: FutureWarning: `resume_download` is deprecated and will be removed in version 1.0.0. Downloads always resume when possible. If you want to force a new download, use `force_download=True`.\n",
" warnings.warn(\n",
"DEBUG:urllib3.connectionpool:Starting new HTTPS connection (1): huggingface.co:443\n",
"DEBUG:urllib3.connectionpool:https://huggingface.co:443 \"HEAD /llava-hf/llava-v1.6-vicuna-13b-hf/resolve/main/config.json HTTP/1.1\" 200 0\n",
"DEBUG:filelock:Attempting to acquire lock 140170094142960 on /home/ubuntu/.cache/huggingface/hub/.locks/models--llava-hf--llava-v1.6-vicuna-13b-hf/e5a59fb69b73666871f8db1853e3bb796aa2b340.lock\n",
"DEBUG:filelock:Lock 140170094142960 acquired on /home/ubuntu/.cache/huggingface/hub/.locks/models--llava-hf--llava-v1.6-vicuna-13b-hf/e5a59fb69b73666871f8db1853e3bb796aa2b340.lock\n",
"DEBUG:urllib3.connectionpool:https://huggingface.co:443 \"GET /llava-hf/llava-v1.6-vicuna-13b-hf/resolve/main/config.json HTTP/1.1\" 200 1341\n"
]
},
{
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"text/plain": [
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]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"DEBUG:filelock:Attempting to release lock 140170094142960 on /home/ubuntu/.cache/huggingface/hub/.locks/models--llava-hf--llava-v1.6-vicuna-13b-hf/e5a59fb69b73666871f8db1853e3bb796aa2b340.lock\n",
"DEBUG:filelock:Lock 140170094142960 released on /home/ubuntu/.cache/huggingface/hub/.locks/models--llava-hf--llava-v1.6-vicuna-13b-hf/e5a59fb69b73666871f8db1853e3bb796aa2b340.lock\n",
"DEBUG:urllib3.connectionpool:https://huggingface.co:443 \"GET /api/models/llava-hf/llava-v1.6-vicuna-13b-hf/revision/main HTTP/1.1\" 200 1746\n",
"DEBUG:urllib3.connectionpool:Starting new HTTPS connection (1): huggingface.co:443\n",
"DEBUG:urllib3.connectionpool:Starting new HTTPS connection (1): huggingface.co:443\n",
"DEBUG:urllib3.connectionpool:Starting new HTTPS connection (1): huggingface.co:443\n",
"DEBUG:urllib3.connectionpool:Starting new HTTPS connection (1): huggingface.co:443\n"
]
},
{
"data": {
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"model_id": "7493b0fcf384434889a7f08f0b636f2a",
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"text/plain": [
"Fetching 17 files: 0%| | 0/17 [00:00<?, ?it/s]"
]
},
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"output_type": "display_data"
},
{
"name": "stderr",
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"text": [
"DEBUG:urllib3.connectionpool:Starting new HTTPS connection (1): huggingface.co:443\n",
"DEBUG:urllib3.connectionpool:Starting new HTTPS connection (1): huggingface.co:443\n",
"DEBUG:urllib3.connectionpool:Starting new HTTPS connection (1): huggingface.co:443\n",
"DEBUG:urllib3.connectionpool:Starting new HTTPS connection (1): huggingface.co:443\n",
"DEBUG:urllib3.connectionpool:https://huggingface.co:443 \"HEAD /llava-hf/llava-v1.6-vicuna-13b-hf/resolve/f898b9922e5f24439021033da2c2a0237339f2b8/model-00004-of-00006.safetensors HTTP/1.1\" 302 0\n",
"DEBUG:filelock:Attempting to acquire lock 140174459220896 on /home/ubuntu/.cache/huggingface/hub/.locks/models--llava-hf--llava-v1.6-vicuna-13b-hf/5c897a21e3a58a1e9e2a6b8f846d6af561da1e18e83ddd5f084b43b9f59c001a.lock\n",
"DEBUG:filelock:Lock 140174459220896 acquired on /home/ubuntu/.cache/huggingface/hub/.locks/models--llava-hf--llava-v1.6-vicuna-13b-hf/5c897a21e3a58a1e9e2a6b8f846d6af561da1e18e83ddd5f084b43b9f59c001a.lock\n",
"DEBUG:urllib3.connectionpool:Starting new HTTPS connection (1): cdn-lfs-us-1.huggingface.co:443\n",
"DEBUG:urllib3.connectionpool:https://huggingface.co:443 \"HEAD /llava-hf/llava-v1.6-vicuna-13b-hf/resolve/f898b9922e5f24439021033da2c2a0237339f2b8/generation_config.json HTTP/1.1\" 200 0\n",
"DEBUG:filelock:Attempting to acquire lock 140169840967104 on /home/ubuntu/.cache/huggingface/hub/.locks/models--llava-hf--llava-v1.6-vicuna-13b-hf/15f9d0696a9bcf281dee46eab23dd82ac4e75f4a.lock\n",
"DEBUG:filelock:Lock 140169840967104 acquired on /home/ubuntu/.cache/huggingface/hub/.locks/models--llava-hf--llava-v1.6-vicuna-13b-hf/15f9d0696a9bcf281dee46eab23dd82ac4e75f4a.lock\n",
"DEBUG:urllib3.connectionpool:https://huggingface.co:443 \"GET /llava-hf/llava-v1.6-vicuna-13b-hf/resolve/f898b9922e5f24439021033da2c2a0237339f2b8/generation_config.json HTTP/1.1\" 200 159\n",
"DEBUG:urllib3.connectionpool:https://huggingface.co:443 \"HEAD /llava-hf/llava-v1.6-vicuna-13b-hf/resolve/f898b9922e5f24439021033da2c2a0237339f2b8/added_tokens.json HTTP/1.1\" 200 0\n"
]
},
{
"data": {
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"model_id": "994b5ae1a7b44169acc1b252c77eae70",
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"text/plain": [
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]
},
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},
{
"name": "stderr",
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"text": [
"DEBUG:filelock:Attempting to acquire lock 140174459217392 on /home/ubuntu/.cache/huggingface/hub/.locks/models--llava-hf--llava-v1.6-vicuna-13b-hf/93a7c1986e488383273279c4e698a8484b6973a5.lock\n",
"DEBUG:filelock:Attempting to release lock 140169840967104 on /home/ubuntu/.cache/huggingface/hub/.locks/models--llava-hf--llava-v1.6-vicuna-13b-hf/15f9d0696a9bcf281dee46eab23dd82ac4e75f4a.lock\n",
"DEBUG:filelock:Lock 140169840967104 released on /home/ubuntu/.cache/huggingface/hub/.locks/models--llava-hf--llava-v1.6-vicuna-13b-hf/15f9d0696a9bcf281dee46eab23dd82ac4e75f4a.lock\n",
"DEBUG:filelock:Lock 140174459217392 acquired on /home/ubuntu/.cache/huggingface/hub/.locks/models--llava-hf--llava-v1.6-vicuna-13b-hf/93a7c1986e488383273279c4e698a8484b6973a5.lock\n",
"DEBUG:urllib3.connectionpool:https://huggingface.co:443 \"HEAD /llava-hf/llava-v1.6-vicuna-13b-hf/resolve/f898b9922e5f24439021033da2c2a0237339f2b8/model-00005-of-00006.safetensors HTTP/1.1\" 302 0\n",
"DEBUG:urllib3.connectionpool:https://huggingface.co:443 \"GET /llava-hf/llava-v1.6-vicuna-13b-hf/resolve/f898b9922e5f24439021033da2c2a0237339f2b8/added_tokens.json HTTP/1.1\" 200 23\n",
"DEBUG:urllib3.connectionpool:https://huggingface.co:443 \"HEAD /llava-hf/llava-v1.6-vicuna-13b-hf/resolve/f898b9922e5f24439021033da2c2a0237339f2b8/.gitattributes HTTP/1.1\" 200 0\n",
"DEBUG:urllib3.connectionpool:https://huggingface.co:443 \"HEAD /llava-hf/llava-v1.6-vicuna-13b-hf/resolve/f898b9922e5f24439021033da2c2a0237339f2b8/model-00001-of-00006.safetensors HTTP/1.1\" 302 0\n",
"DEBUG:filelock:Attempting to acquire lock 140174459212160 on /home/ubuntu/.cache/huggingface/hub/.locks/models--llava-hf--llava-v1.6-vicuna-13b-hf/388813b227c1a35a05bac248932c99af9e7b0b1842a7bb9f45a829275f7bcb98.lock\n"
]
},
{
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"version_minor": 0
},
"text/plain": [
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]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"DEBUG:filelock:Attempting to acquire lock 140169840963888 on /home/ubuntu/.cache/huggingface/hub/.locks/models--llava-hf--llava-v1.6-vicuna-13b-hf/a6344aac8c09253b3b630fb776ae94478aa0275b.lock\n",
"DEBUG:filelock:Lock 140174459212160 acquired on /home/ubuntu/.cache/huggingface/hub/.locks/models--llava-hf--llava-v1.6-vicuna-13b-hf/388813b227c1a35a05bac248932c99af9e7b0b1842a7bb9f45a829275f7bcb98.lock\n",
"DEBUG:filelock:Attempting to acquire lock 140169840964704 on /home/ubuntu/.cache/huggingface/hub/.locks/models--llava-hf--llava-v1.6-vicuna-13b-hf/764c9e65681b29cd662a83ea56e72f208c7f2f1c51cd5ea6bd5fb34f068d9178.lock\n",
"DEBUG:filelock:Lock 140169840963888 acquired on /home/ubuntu/.cache/huggingface/hub/.locks/models--llava-hf--llava-v1.6-vicuna-13b-hf/a6344aac8c09253b3b630fb776ae94478aa0275b.lock\n",
"DEBUG:filelock:Attempting to release lock 140174459217392 on /home/ubuntu/.cache/huggingface/hub/.locks/models--llava-hf--llava-v1.6-vicuna-13b-hf/93a7c1986e488383273279c4e698a8484b6973a5.lock\n",
"DEBUG:filelock:Lock 140169840964704 acquired on /home/ubuntu/.cache/huggingface/hub/.locks/models--llava-hf--llava-v1.6-vicuna-13b-hf/764c9e65681b29cd662a83ea56e72f208c7f2f1c51cd5ea6bd5fb34f068d9178.lock\n",
"DEBUG:urllib3.connectionpool:https://huggingface.co:443 \"HEAD /llava-hf/llava-v1.6-vicuna-13b-hf/resolve/f898b9922e5f24439021033da2c2a0237339f2b8/model-00003-of-00006.safetensors HTTP/1.1\" 302 0\n",
"DEBUG:urllib3.connectionpool:Starting new HTTPS connection (1): cdn-lfs-us-1.huggingface.co:443\n",
"DEBUG:filelock:Lock 140174459217392 released on /home/ubuntu/.cache/huggingface/hub/.locks/models--llava-hf--llava-v1.6-vicuna-13b-hf/93a7c1986e488383273279c4e698a8484b6973a5.lock\n",
"DEBUG:urllib3.connectionpool:Starting new HTTPS connection (1): cdn-lfs-us-1.huggingface.co:443\n",
"DEBUG:filelock:Attempting to acquire lock 140174459217296 on /home/ubuntu/.cache/huggingface/hub/.locks/models--llava-hf--llava-v1.6-vicuna-13b-hf/26bccbc7080ad02bd9952fcdd5dd0cf2892f40e1320afcc7f867d66eb78e8f3e.lock\n",
"DEBUG:filelock:Lock 140174459217296 acquired on /home/ubuntu/.cache/huggingface/hub/.locks/models--llava-hf--llava-v1.6-vicuna-13b-hf/26bccbc7080ad02bd9952fcdd5dd0cf2892f40e1320afcc7f867d66eb78e8f3e.lock\n",
"DEBUG:urllib3.connectionpool:Starting new HTTPS connection (1): cdn-lfs-us-1.huggingface.co:443\n",
"DEBUG:urllib3.connectionpool:https://huggingface.co:443 \"GET /llava-hf/llava-v1.6-vicuna-13b-hf/resolve/f898b9922e5f24439021033da2c2a0237339f2b8/.gitattributes HTTP/1.1\" 200 1519\n"
]
},
{
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"model_id": "c3d12ebc28624ecf8998eaf5cfb75632",
"version_major": 2,
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},
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]
},
"metadata": {},
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},
{
"name": "stderr",
"output_type": "stream",
"text": [
"DEBUG:filelock:Attempting to release lock 140169840963888 on /home/ubuntu/.cache/huggingface/hub/.locks/models--llava-hf--llava-v1.6-vicuna-13b-hf/a6344aac8c09253b3b630fb776ae94478aa0275b.lock\n",
"DEBUG:filelock:Lock 140169840963888 released on /home/ubuntu/.cache/huggingface/hub/.locks/models--llava-hf--llava-v1.6-vicuna-13b-hf/a6344aac8c09253b3b630fb776ae94478aa0275b.lock\n",
"DEBUG:urllib3.connectionpool:https://huggingface.co:443 \"HEAD /llava-hf/llava-v1.6-vicuna-13b-hf/resolve/f898b9922e5f24439021033da2c2a0237339f2b8/model-00006-of-00006.safetensors HTTP/1.1\" 302 0\n",
"DEBUG:urllib3.connectionpool:https://huggingface.co:443 \"HEAD /llava-hf/llava-v1.6-vicuna-13b-hf/resolve/f898b9922e5f24439021033da2c2a0237339f2b8/README.md HTTP/1.1\" 200 0\n",
"DEBUG:urllib3.connectionpool:https://huggingface.co:443 \"HEAD /llava-hf/llava-v1.6-vicuna-13b-hf/resolve/f898b9922e5f24439021033da2c2a0237339f2b8/model-00002-of-00006.safetensors HTTP/1.1\" 302 0\n",
"DEBUG:filelock:Attempting to acquire lock 140174459214512 on /home/ubuntu/.cache/huggingface/hub/.locks/models--llava-hf--llava-v1.6-vicuna-13b-hf/3d8438370e503c447b91194e3f62a502bd6e9c2be6d4c58c38490ccaa560a4f2.lock\n",
"DEBUG:filelock:Attempting to acquire lock 140174459212736 on /home/ubuntu/.cache/huggingface/hub/.locks/models--llava-hf--llava-v1.6-vicuna-13b-hf/df42e3dcadf1a732564f1bebd081f2bdea04e400.lock\n",
"DEBUG:filelock:Lock 140174459214512 acquired on /home/ubuntu/.cache/huggingface/hub/.locks/models--llava-hf--llava-v1.6-vicuna-13b-hf/3d8438370e503c447b91194e3f62a502bd6e9c2be6d4c58c38490ccaa560a4f2.lock\n",
"DEBUG:filelock:Lock 140174459212736 acquired on /home/ubuntu/.cache/huggingface/hub/.locks/models--llava-hf--llava-v1.6-vicuna-13b-hf/df42e3dcadf1a732564f1bebd081f2bdea04e400.lock\n",
"DEBUG:filelock:Attempting to acquire lock 140174459212544 on /home/ubuntu/.cache/huggingface/hub/.locks/models--llava-hf--llava-v1.6-vicuna-13b-hf/a1ab626c3c647e770bc60202c7c123897865447b14af9072a7e901dbcf6ad90e.lock\n",
"DEBUG:urllib3.connectionpool:Starting new HTTPS connection (1): cdn-lfs-us-1.huggingface.co:443\n",
"DEBUG:filelock:Lock 140174459212544 acquired on /home/ubuntu/.cache/huggingface/hub/.locks/models--llava-hf--llava-v1.6-vicuna-13b-hf/a1ab626c3c647e770bc60202c7c123897865447b14af9072a7e901dbcf6ad90e.lock\n",
"DEBUG:urllib3.connectionpool:Starting new HTTPS connection (1): cdn-lfs-us-1.huggingface.co:443\n",
"DEBUG:urllib3.connectionpool:https://huggingface.co:443 \"HEAD /llava-hf/llava-v1.6-vicuna-13b-hf/resolve/f898b9922e5f24439021033da2c2a0237339f2b8/model.safetensors.index.json HTTP/1.1\" 200 0\n",
"DEBUG:filelock:Attempting to acquire lock 140169840964224 on /home/ubuntu/.cache/huggingface/hub/.locks/models--llava-hf--llava-v1.6-vicuna-13b-hf/f1db3deb1511e5d4a98077bd9d4a0227a9612e95.lock\n",
"DEBUG:filelock:Lock 140169840964224 acquired on /home/ubuntu/.cache/huggingface/hub/.locks/models--llava-hf--llava-v1.6-vicuna-13b-hf/f1db3deb1511e5d4a98077bd9d4a0227a9612e95.lock\n",
"DEBUG:urllib3.connectionpool:https://huggingface.co:443 \"GET /llava-hf/llava-v1.6-vicuna-13b-hf/resolve/f898b9922e5f24439021033da2c2a0237339f2b8/README.md HTTP/1.1\" 200 4098\n",
"DEBUG:urllib3.connectionpool:https://huggingface.co:443 \"GET /llava-hf/llava-v1.6-vicuna-13b-hf/resolve/f898b9922e5f24439021033da2c2a0237339f2b8/model.safetensors.index.json HTTP/1.1\" 200 77209\n"
]
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"DEBUG:filelock:Attempting to release lock 140174459212736 on /home/ubuntu/.cache/huggingface/hub/.locks/models--llava-hf--llava-v1.6-vicuna-13b-hf/df42e3dcadf1a732564f1bebd081f2bdea04e400.lock\n",
"DEBUG:filelock:Lock 140174459212736 released on /home/ubuntu/.cache/huggingface/hub/.locks/models--llava-hf--llava-v1.6-vicuna-13b-hf/df42e3dcadf1a732564f1bebd081f2bdea04e400.lock\n",
"DEBUG:filelock:Attempting to release lock 140169840964224 on /home/ubuntu/.cache/huggingface/hub/.locks/models--llava-hf--llava-v1.6-vicuna-13b-hf/f1db3deb1511e5d4a98077bd9d4a0227a9612e95.lock\n",
"DEBUG:filelock:Lock 140169840964224 released on /home/ubuntu/.cache/huggingface/hub/.locks/models--llava-hf--llava-v1.6-vicuna-13b-hf/f1db3deb1511e5d4a98077bd9d4a0227a9612e95.lock\n",
"DEBUG:urllib3.connectionpool:https://huggingface.co:443 \"HEAD /llava-hf/llava-v1.6-vicuna-13b-hf/resolve/f898b9922e5f24439021033da2c2a0237339f2b8/special_tokens_map.json HTTP/1.1\" 200 0\n",
"DEBUG:filelock:Attempting to acquire lock 140174459208320 on /home/ubuntu/.cache/huggingface/hub/.locks/models--llava-hf--llava-v1.6-vicuna-13b-hf/8bedc05a6476080d7f473a9da72394f2cee48340.lock\n",
"DEBUG:filelock:Lock 140174459208320 acquired on /home/ubuntu/.cache/huggingface/hub/.locks/models--llava-hf--llava-v1.6-vicuna-13b-hf/8bedc05a6476080d7f473a9da72394f2cee48340.lock\n",
"DEBUG:urllib3.connectionpool:https://huggingface.co:443 \"HEAD /llava-hf/llava-v1.6-vicuna-13b-hf/resolve/f898b9922e5f24439021033da2c2a0237339f2b8/preprocessor_config.json HTTP/1.1\" 200 0\n",
"DEBUG:filelock:Attempting to acquire lock 140169840955584 on /home/ubuntu/.cache/huggingface/hub/.locks/models--llava-hf--llava-v1.6-vicuna-13b-hf/685e3802faf03f8b84afec3d1529a233c4fc9bde.lock\n",
"DEBUG:filelock:Lock 140169840955584 acquired on /home/ubuntu/.cache/huggingface/hub/.locks/models--llava-hf--llava-v1.6-vicuna-13b-hf/685e3802faf03f8b84afec3d1529a233c4fc9bde.lock\n",
"DEBUG:urllib3.connectionpool:https://huggingface.co:443 \"GET /llava-hf/llava-v1.6-vicuna-13b-hf/resolve/f898b9922e5f24439021033da2c2a0237339f2b8/special_tokens_map.json HTTP/1.1\" 200 552\n",
"DEBUG:urllib3.connectionpool:https://huggingface.co:443 \"GET /llava-hf/llava-v1.6-vicuna-13b-hf/resolve/f898b9922e5f24439021033da2c2a0237339f2b8/preprocessor_config.json HTTP/1.1\" 200 754\n"
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"DEBUG:filelock:Lock 140174459208320 released on /home/ubuntu/.cache/huggingface/hub/.locks/models--llava-hf--llava-v1.6-vicuna-13b-hf/8bedc05a6476080d7f473a9da72394f2cee48340.lock\n"
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"DEBUG:filelock:Attempting to release lock 140169840955584 on /home/ubuntu/.cache/huggingface/hub/.locks/models--llava-hf--llava-v1.6-vicuna-13b-hf/685e3802faf03f8b84afec3d1529a233c4fc9bde.lock\n",
"DEBUG:filelock:Lock 140169840955584 released on /home/ubuntu/.cache/huggingface/hub/.locks/models--llava-hf--llava-v1.6-vicuna-13b-hf/685e3802faf03f8b84afec3d1529a233c4fc9bde.lock\n",
"DEBUG:urllib3.connectionpool:https://huggingface.co:443 \"HEAD /llava-hf/llava-v1.6-vicuna-13b-hf/resolve/f898b9922e5f24439021033da2c2a0237339f2b8/tokenizer.json HTTP/1.1\" 200 0\n",
"DEBUG:filelock:Attempting to acquire lock 140169840957264 on /home/ubuntu/.cache/huggingface/hub/.locks/models--llava-hf--llava-v1.6-vicuna-13b-hf/2f7e455a9786b471644a266b48a533b9137a18ee.lock\n",
"DEBUG:filelock:Lock 140169840957264 acquired on /home/ubuntu/.cache/huggingface/hub/.locks/models--llava-hf--llava-v1.6-vicuna-13b-hf/2f7e455a9786b471644a266b48a533b9137a18ee.lock\n",
"DEBUG:urllib3.connectionpool:https://huggingface.co:443 \"HEAD /llava-hf/llava-v1.6-vicuna-13b-hf/resolve/f898b9922e5f24439021033da2c2a0237339f2b8/tokenizer.model HTTP/1.1\" 302 0\n",
"DEBUG:filelock:Attempting to acquire lock 140169840953760 on /home/ubuntu/.cache/huggingface/hub/.locks/models--llava-hf--llava-v1.6-vicuna-13b-hf/9e556afd44213b6bd1be2b850ebbbd98f5481437a8021afaf58ee7fb1818d347.lock\n",
"DEBUG:filelock:Lock 140169840953760 acquired on /home/ubuntu/.cache/huggingface/hub/.locks/models--llava-hf--llava-v1.6-vicuna-13b-hf/9e556afd44213b6bd1be2b850ebbbd98f5481437a8021afaf58ee7fb1818d347.lock\n",
"DEBUG:urllib3.connectionpool:Starting new HTTPS connection (1): cdn-lfs-us-1.huggingface.co:443\n",
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"DEBUG:filelock:Attempting to release lock 140169840957264 on /home/ubuntu/.cache/huggingface/hub/.locks/models--llava-hf--llava-v1.6-vicuna-13b-hf/2f7e455a9786b471644a266b48a533b9137a18ee.lock\n",
"DEBUG:filelock:Lock 140169840957264 released on /home/ubuntu/.cache/huggingface/hub/.locks/models--llava-hf--llava-v1.6-vicuna-13b-hf/2f7e455a9786b471644a266b48a533b9137a18ee.lock\n",
"DEBUG:urllib3.connectionpool:https://huggingface.co:443 \"HEAD /llava-hf/llava-v1.6-vicuna-13b-hf/resolve/f898b9922e5f24439021033da2c2a0237339f2b8/tokenizer_config.json HTTP/1.1\" 200 0\n",
"DEBUG:filelock:Attempting to acquire lock 140174459211296 on /home/ubuntu/.cache/huggingface/hub/.locks/models--llava-hf--llava-v1.6-vicuna-13b-hf/41a9683d8ae9e0e14407623eb44c8f4aaca07205.lock\n",
"DEBUG:filelock:Lock 140174459211296 acquired on /home/ubuntu/.cache/huggingface/hub/.locks/models--llava-hf--llava-v1.6-vicuna-13b-hf/41a9683d8ae9e0e14407623eb44c8f4aaca07205.lock\n",
"DEBUG:urllib3.connectionpool:https://huggingface.co:443 \"GET /llava-hf/llava-v1.6-vicuna-13b-hf/resolve/f898b9922e5f24439021033da2c2a0237339f2b8/tokenizer_config.json HTTP/1.1\" 200 1180\n"
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"DEBUG:filelock:Lock 140174459214512 released on /home/ubuntu/.cache/huggingface/hub/.locks/models--llava-hf--llava-v1.6-vicuna-13b-hf/3d8438370e503c447b91194e3f62a502bd6e9c2be6d4c58c38490ccaa560a4f2.lock\n",
"DEBUG:filelock:Attempting to release lock 140174459217296 on /home/ubuntu/.cache/huggingface/hub/.locks/models--llava-hf--llava-v1.6-vicuna-13b-hf/26bccbc7080ad02bd9952fcdd5dd0cf2892f40e1320afcc7f867d66eb78e8f3e.lock\n",
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"DEBUG:filelock:Attempting to release lock 140169840964704 on /home/ubuntu/.cache/huggingface/hub/.locks/models--llava-hf--llava-v1.6-vicuna-13b-hf/764c9e65681b29cd662a83ea56e72f208c7f2f1c51cd5ea6bd5fb34f068d9178.lock\n",
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"DEBUG:filelock:Attempting to release lock 140174459212544 on /home/ubuntu/.cache/huggingface/hub/.locks/models--llava-hf--llava-v1.6-vicuna-13b-hf/a1ab626c3c647e770bc60202c7c123897865447b14af9072a7e901dbcf6ad90e.lock\n",
"DEBUG:filelock:Lock 140174459212544 released on /home/ubuntu/.cache/huggingface/hub/.locks/models--llava-hf--llava-v1.6-vicuna-13b-hf/a1ab626c3c647e770bc60202c7c123897865447b14af9072a7e901dbcf6ad90e.lock\n",
"DEBUG:filelock:Attempting to release lock 140174459220896 on /home/ubuntu/.cache/huggingface/hub/.locks/models--llava-hf--llava-v1.6-vicuna-13b-hf/5c897a21e3a58a1e9e2a6b8f846d6af561da1e18e83ddd5f084b43b9f59c001a.lock\n",
"DEBUG:filelock:Lock 140174459220896 released on /home/ubuntu/.cache/huggingface/hub/.locks/models--llava-hf--llava-v1.6-vicuna-13b-hf/5c897a21e3a58a1e9e2a6b8f846d6af561da1e18e83ddd5f084b43b9f59c001a.lock\n"
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{
"data": {
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"text/plain": [
"Loading checkpoint shards: 0%| | 0/6 [00:00<?, ?it/s]"
]
},
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},
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"DEBUG:urllib3.connectionpool:https://huggingface.co:443 \"HEAD /llava-hf/llava-v1.6-vicuna-13b-hf/resolve/main/tokenizer_config.json HTTP/1.1\" 200 0\n"
]
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],
"source": [
"model = AutoAWQForCausalLM.from_pretrained(\n",
" model_path, torch_dtype = torch.bfloat16,\n",
")\n",
"_ = model.cuda()\n",
"tokenizer = AutoTokenizer.from_pretrained(model_path, trust_remote_code=True)"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "23d8a658",
"metadata": {},
"outputs": [],
"source": [
"def load_wikitext():\n",
" data = load_dataset('wikitext', 'wikitext-2-raw-v1', split=\"train\")\n",
" return [text for text in data[\"text\"] if text.strip() != '' and len(text.split(' ')) > 30]"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "5dcf2167",
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{
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"text": [
"DEBUG:urllib3.connectionpool:https://huggingface.co:443 \"GET /api/datasets/wikitext HTTP/1.1\" 200 4846\n",
"DEBUG:urllib3.connectionpool:Starting new HTTPS connection (1): s3.amazonaws.com:443\n",
"DEBUG:urllib3.connectionpool:https://s3.amazonaws.com:443 \"HEAD /datasets.huggingface.co/datasets/datasets/wikitext/wikitext.py HTTP/1.1\" 200 0\n",
"DEBUG:urllib3.connectionpool:https://huggingface.co:443 \"GET /api/datasets/wikitext HTTP/1.1\" 200 4846\n",
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"DEBUG:urllib3.connectionpool:https://huggingface.co:443 \"HEAD /datasets/wikitext/resolve/b08601e04326c79dfdd32d625aee71d232d685c3/README.md HTTP/1.1\" 200 0\n",
"DEBUG:urllib3.connectionpool:Starting new HTTPS connection (1): huggingface.co:443\n",
"DEBUG:urllib3.connectionpool:https://huggingface.co:443 \"HEAD /datasets/wikitext/resolve/b08601e04326c79dfdd32d625aee71d232d685c3/.huggingface.yaml HTTP/1.1\" 404 0\n",
"DEBUG:urllib3.connectionpool:Starting new HTTPS connection (1): datasets-server.huggingface.co:443\n",
"DEBUG:urllib3.connectionpool:https://datasets-server.huggingface.co:443 \"GET /info?dataset=wikitext HTTP/1.1\" 200 None\n",
"DEBUG:urllib3.connectionpool:https://huggingface.co:443 \"GET /api/datasets/wikitext/revision/b08601e04326c79dfdd32d625aee71d232d685c3 HTTP/1.1\" 200 4846\n",
"DEBUG:urllib3.connectionpool:https://huggingface.co:443 \"GET /api/datasets/wikitext/tree/b08601e04326c79dfdd32d625aee71d232d685c3/wikitext-103-raw-v1?recursive=False&expand=False HTTP/1.1\" 200 1017\n",
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"DEBUG:urllib3.connectionpool:https://huggingface.co:443 \"HEAD /datasets/wikitext/resolve/b08601e04326c79dfdd32d625aee71d232d685c3/dataset_infos.json HTTP/1.1\" 404 0\n",
"DEBUG:urllib3.connectionpool:https://huggingface.co:443 \"GET /api/datasets/wikitext/tree/b08601e04326c79dfdd32d625aee71d232d685c3/wikitext-2-raw-v1?recursive=False&expand=False HTTP/1.1\" 200 751\n",
"DEBUG:filelock:Attempting to acquire lock 140170024048176 on /home/ubuntu/.cache/huggingface/datasets/_home_ubuntu_.cache_huggingface_datasets_wikitext_wikitext-2-raw-v1_0.0.0_b08601e04326c79dfdd32d625aee71d232d685c3.lock\n",
"DEBUG:filelock:Lock 140170024048176 acquired on /home/ubuntu/.cache/huggingface/datasets/_home_ubuntu_.cache_huggingface_datasets_wikitext_wikitext-2-raw-v1_0.0.0_b08601e04326c79dfdd32d625aee71d232d685c3.lock\n",
"DEBUG:fsspec.local:open file: /home/ubuntu/.cache/huggingface/datasets/wikitext/wikitext-2-raw-v1/0.0.0/b08601e04326c79dfdd32d625aee71d232d685c3/dataset_info.json\n",
"DEBUG:filelock:Attempting to release lock 140170024048176 on /home/ubuntu/.cache/huggingface/datasets/_home_ubuntu_.cache_huggingface_datasets_wikitext_wikitext-2-raw-v1_0.0.0_b08601e04326c79dfdd32d625aee71d232d685c3.lock\n",
"DEBUG:filelock:Lock 140170024048176 released on /home/ubuntu/.cache/huggingface/datasets/_home_ubuntu_.cache_huggingface_datasets_wikitext_wikitext-2-raw-v1_0.0.0_b08601e04326c79dfdd32d625aee71d232d685c3.lock\n",
"DEBUG:filelock:Attempting to acquire lock 140174458159984 on /home/ubuntu/.cache/huggingface/datasets/wikitext/wikitext-2-raw-v1/0.0.0/b08601e04326c79dfdd32d625aee71d232d685c3_builder.lock\n",
"DEBUG:filelock:Lock 140174458159984 acquired on /home/ubuntu/.cache/huggingface/datasets/wikitext/wikitext-2-raw-v1/0.0.0/b08601e04326c79dfdd32d625aee71d232d685c3_builder.lock\n",
"DEBUG:fsspec.local:open file: /home/ubuntu/.cache/huggingface/datasets/wikitext/wikitext-2-raw-v1/0.0.0/b08601e04326c79dfdd32d625aee71d232d685c3/dataset_info.json\n",
"DEBUG:filelock:Attempting to release lock 140174458159984 on /home/ubuntu/.cache/huggingface/datasets/wikitext/wikitext-2-raw-v1/0.0.0/b08601e04326c79dfdd32d625aee71d232d685c3_builder.lock\n",
"DEBUG:filelock:Lock 140174458159984 released on /home/ubuntu/.cache/huggingface/datasets/wikitext/wikitext-2-raw-v1/0.0.0/b08601e04326c79dfdd32d625aee71d232d685c3_builder.lock\n",
"DEBUG:root: * Split into 47 blocks\n",
"AWQ: 100%|██████████| 40/40 [16:43<00:00, 25.09s/it]\n"
]
}
],
"source": [
"model.quantize(tokenizer, quant_config=quant_config, calib_data=load_wikitext())"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "fa16f58f",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[2024-05-28 11:40:44,136] [INFO] [real_accelerator.py:191:get_accelerator] Setting ds_accelerator to cuda (auto detect)\n"
]
}
],
"source": [
"model.save_quantized(quant_path)"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "7f8083da",
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"text/plain": [
"('./llava-v1.6-vicuna-13b-hf-awq/tokenizer_config.json',\n",
" './llava-v1.6-vicuna-13b-hf-awq/special_tokens_map.json',\n",
" './llava-v1.6-vicuna-13b-hf-awq/tokenizer.model',\n",
" './llava-v1.6-vicuna-13b-hf-awq/added_tokens.json',\n",
" './llava-v1.6-vicuna-13b-hf-awq/tokenizer.json')"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"tokenizer.save_pretrained(quant_path)"
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "840e775b",
"metadata": {
"scrolled": true
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"DEBUG:urllib3.connectionpool:Resetting dropped connection: huggingface.co\n",
"DEBUG:urllib3.connectionpool:https://huggingface.co:443 \"POST /api/repos/create HTTP/1.1\" 200 153\n",
"DEBUG:urllib3.connectionpool:https://huggingface.co:443 \"HEAD /mesolitica/llava-v1.6-vicuna-13b-hf-awq/resolve/main/README.md HTTP/1.1\" 404 0\n",
"DEBUG:urllib3.connectionpool:https://huggingface.co:443 \"POST /api/validate-yaml HTTP/1.1\" 200 27\n",
"DEBUG:urllib3.connectionpool:https://huggingface.co:443 \"POST /api/models/mesolitica/llava-v1.6-vicuna-13b-hf-awq/preupload/main HTTP/1.1\" 200 442\n",
"DEBUG:urllib3.connectionpool:https://huggingface.co:443 \"POST /mesolitica/llava-v1.6-vicuna-13b-hf-awq.git/info/lfs/objects/batch HTTP/1.1\" 200 917\n"
]
},
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]
},
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},
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"text": [
"DEBUG:urllib3.connectionpool:Starting new HTTPS connection (1): hf-hub-lfs-us-east-1.s3-accelerate.amazonaws.com:443\n",
"DEBUG:urllib3.connectionpool:https://hf-hub-lfs-us-east-1.s3-accelerate.amazonaws.com:443 \"PUT /repos/b7/15/b7155eea874601de0be8432515ad12e9fc7b86e8ab0f07307755692939ba69f2/9e556afd44213b6bd1be2b850ebbbd98f5481437a8021afaf58ee7fb1818d347?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Content-Sha256=UNSIGNED-PAYLOAD&X-Amz-Credential=AKIA2JU7TKAQFN2FTF47%2F20240528%2Fus-east-1%2Fs3%2Faws4_request&X-Amz-Date=20240528T114649Z&X-Amz-Expires=900&X-Amz-Signature=a17ad20b8ce11ee575c93f1431f7f8f61067d460e93d51d1f55557933c01cbd4&X-Amz-SignedHeaders=host&x-amz-storage-class=INTELLIGENT_TIERING&x-id=PutObject HTTP/1.1\" 200 0\n",
"DEBUG:urllib3.connectionpool:https://huggingface.co:443 \"POST /mesolitica/llava-v1.6-vicuna-13b-hf-awq.git/info/lfs/objects/verify HTTP/1.1\" 200 2\n",
"DEBUG:urllib3.connectionpool:https://huggingface.co:443 \"POST /api/models/mesolitica/llava-v1.6-vicuna-13b-hf-awq/commit/main HTTP/1.1\" 200 212\n"
]
},
{
"data": {
"text/plain": [
"CommitInfo(commit_url='https://huggingface.co/mesolitica/llava-v1.6-vicuna-13b-hf-awq/commit/9de778ddf8b3518f4b70b1cd5365eb71dfbed1ee', commit_message='Upload tokenizer', commit_description='', oid='9de778ddf8b3518f4b70b1cd5365eb71dfbed1ee', pr_url=None, pr_revision=None, pr_num=None)"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"tokenizer.push_to_hub('mesolitica/llava-v1.6-vicuna-13b-hf-awq')"
]
},
{
"cell_type": "code",
"execution_count": 12,
"id": "1af2adcf",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/ubuntu/.local/lib/python3.10/site-packages/huggingface_hub/file_download.py:1132: FutureWarning: `resume_download` is deprecated and will be removed in version 1.0.0. Downloads always resume when possible. If you want to force a new download, use `force_download=True`.\n",
" warnings.warn(\n",
"DEBUG:urllib3.connectionpool:https://huggingface.co:443 \"HEAD /llava-hf/llava-v1.6-vicuna-13b-hf/resolve/main/config.json HTTP/1.1\" 200 0\n",
"DEBUG:urllib3.connectionpool:https://huggingface.co:443 \"POST /api/repos/create HTTP/1.1\" 409 118\n",
"DEBUG:urllib3.connectionpool:https://huggingface.co:443 \"HEAD /mesolitica/llava-v1.6-vicuna-13b-hf-awq/resolve/main/README.md HTTP/1.1\" 200 0\n",
"DEBUG:filelock:Attempting to acquire lock 140168314889280 on /home/ubuntu/.cache/huggingface/hub/.locks/models--mesolitica--llava-v1.6-vicuna-13b-hf-awq/bc5f30d6632ac0efdc7be2e9095e9e9579af2e33.lock\n",
"DEBUG:filelock:Lock 140168314889280 acquired on /home/ubuntu/.cache/huggingface/hub/.locks/models--mesolitica--llava-v1.6-vicuna-13b-hf-awq/bc5f30d6632ac0efdc7be2e9095e9e9579af2e33.lock\n",
"DEBUG:urllib3.connectionpool:https://huggingface.co:443 \"GET /mesolitica/llava-v1.6-vicuna-13b-hf-awq/resolve/main/README.md HTTP/1.1\" 200 5174\n"
]
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "73816ecd346045c4964ad02403ca0fd6",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"README.md: 0%| | 0.00/5.17k [00:00<?, ?B/s]"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"DEBUG:filelock:Attempting to release lock 140168314889280 on /home/ubuntu/.cache/huggingface/hub/.locks/models--mesolitica--llava-v1.6-vicuna-13b-hf-awq/bc5f30d6632ac0efdc7be2e9095e9e9579af2e33.lock\n",
"DEBUG:filelock:Lock 140168314889280 released on /home/ubuntu/.cache/huggingface/hub/.locks/models--mesolitica--llava-v1.6-vicuna-13b-hf-awq/bc5f30d6632ac0efdc7be2e9095e9e9579af2e33.lock\n",
"DEBUG:urllib3.connectionpool:https://huggingface.co:443 \"POST /api/validate-yaml HTTP/1.1\" 200 27\n",
"DEBUG:urllib3.connectionpool:https://huggingface.co:443 \"POST /api/models/mesolitica/llava-v1.6-vicuna-13b-hf-awq/preupload/main HTTP/1.1\" 200 143\n",
"DEBUG:urllib3.connectionpool:https://huggingface.co:443 \"POST /api/models/mesolitica/llava-v1.6-vicuna-13b-hf-awq/commit/main HTTP/1.1\" 200 212\n"
]
},
{
"data": {
"text/plain": [
"CommitInfo(commit_url='https://huggingface.co/mesolitica/llava-v1.6-vicuna-13b-hf-awq/commit/15adcf73216c79dba946bb8bd1f1a48229881505', commit_message='Upload config', commit_description='', oid='15adcf73216c79dba946bb8bd1f1a48229881505', pr_url=None, pr_revision=None, pr_num=None)"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from transformers import AutoConfig, AwqConfig\n",
"\n",
"quantization_config = AwqConfig(\n",
" bits=quant_config['w_bit'],\n",
" group_size=quant_config['q_group_size'],\n",
" zero_point=quant_config['zero_point'],\n",
" backend='autoawq',\n",
" version=quant_config['version'].lower(),\n",
")\n",
"\n",
"config = AutoConfig.from_pretrained(model_path)\n",
"config.quantization_config = quantization_config\n",
"\n",
"config.push_to_hub('mesolitica/llava-v1.6-vicuna-13b-hf-awq')"
]
},
{
"cell_type": "code",
"execution_count": 13,
"id": "4546e2f1",
"metadata": {},
"outputs": [],
"source": [
"from huggingface_hub import HfApi\n",
"\n",
"api = HfApi()"
]
},
{
"cell_type": "code",
"execution_count": 16,
"id": "4d6dc901",
"metadata": {},
"outputs": [],
"source": [
"api.upload_folder(\n",
" folder_path=quant_path,\n",
" repo_id='mesolitica/llava-v1.6-vicuna-13b-hf-awq',\n",
")"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "d91bd622",
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.10.12"
}
},
"nbformat": 4,
"nbformat_minor": 5
}
|