This is tested on:
partially following the parameters in https://github.com/oobabooga/text-generation-webui/pull/570#issuecomment-1486257060 with a raw-text input (a Sci-Fi novel).
In [1]:
!python ../helper/download-model.py chavinlo/alpaca-native
Working directory changed to: /workspace/llm-playground/helper/.. Skipping: .gitattributes Skipping: training_args.bin Downloading the model to models/chavinlo_alpaca-native Running: aria2c -c -x 16 -s 16 -k 1M https://huggingface.co/chavinlo/alpaca-native/resolve/main/README.md -d models/chavinlo_alpaca-native -o README.md Running: aria2c -c -x 16 -s 16 -k 1M https://huggingface.co/chavinlo/alpaca-native/resolve/main/added_tokens.json -d models/chavinlo_alpaca-native -o added_tokens.json Running: aria2c -c -x 16 -s 16 -k 1M https://huggingface.co/chavinlo/alpaca-native/resolve/main/config.json -d models/chavinlo_alpaca-native -o config.json Running: aria2c -c -x 16 -s 16 -k 1M https://huggingface.co/chavinlo/alpaca-native/resolve/main/generation_config.json -d models/chavinlo_alpaca-native -o generation_config.json Running: aria2c -c -x 16 -s 16 -k 1M https://huggingface.co/chavinlo/alpaca-native/resolve/main/pytorch_model-00001-of-00003.bin -d models/chavinlo_alpaca-native -o pytorch_model-00001-of-00003.bin Running: aria2c -c -x 16 -s 16 -k 1M https://huggingface.co/chavinlo/alpaca-native/resolve/main/pytorch_model-00002-of-00003.bin -d models/chavinlo_alpaca-native -o pytorch_model-00002-of-00003.bin Running: aria2c -c -x 16 -s 16 -k 1M https://huggingface.co/chavinlo/alpaca-native/resolve/main/pytorch_model-00003-of-00003.bin -d models/chavinlo_alpaca-native -o pytorch_model-00003-of-00003.bin Running: aria2c -c -x 16 -s 16 -k 1M https://huggingface.co/chavinlo/alpaca-native/resolve/main/pytorch_model.bin.index.json -d models/chavinlo_alpaca-native -o pytorch_model.bin.index.json 0%| | 0/12 [00:00<?, ?it/s] 04/16 13:44:28 [NOTICE] Downloading 1 item(s) 04/16 13:44:28 [NOTICE] Downloading 1 item(s) 04/16 13:44:28 [NOTICE] Downloading 1 item(s) 04/16 13:44:28 [NOTICE] Downloading 1 item(s) 04/16 13:44:28 [NOTICE] Downloading 1 item(s) 04/16 13:44:28 [NOTICE] Downloading 1 item(s) 04/16 13:44:28 [NOTICE] Downloading 1 item(s) 04/16 13:44:28 [NOTICE] Downloading 1 item(s) 04/16 13:44:28 [NOTICE] CUID#7 - 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Running: aria2c -c -x 16 -s 16 -k 1M https://huggingface.co/chavinlo/alpaca-native/resolve/main/special_tokens_map.json -d models/chavinlo_alpaca-native -o special_tokens_map.json 04/16 13:44:28 [NOTICE] Downloading 1 item(s) 04/16 13:44:28 [NOTICE] Download complete: models/chavinlo_alpaca-native/pytorch_model.bin.index.json 04/16 13:44:28 [NOTICE] Download complete: models/chavinlo_alpaca-native/generation_config.json 04/16 13:44:28 [NOTICE] Download complete: models/chavinlo_alpaca-native/config.json 04/16 13:44:28 [NOTICE] Download complete: models/chavinlo_alpaca-native/README.md Download Results: gid |stat|avg speed |path/URI ======+====+===========+======================================================= Download Results: gid |stat|avg speed |path/URI 6ce95c|OK | 883B/s|models/chavinlo_alpaca-native/generation_config.json ======+====+===========+======================================================= Status Legend: Download Results: (OK):download completed. cc01d8|OK | 231KiB/s|models/chavinlo_alpaca-native/pytorch_model.bin.index.json gid |stat|avg speed |path/URI ======+====+===========+======================================================= Status Legend: (OK):download completed. f07068|OK | 3.4KiB/s|models/chavinlo_alpaca-native/config.json Status Legend: (OK):download completed. Download Results: gid |stat|avg speed |path/URI ======+====+===========+======================================================= 2bdd8b|OK | 9.0KiB/s|models/chavinlo_alpaca-native/README.md Status Legend: (OK):download completed. Running: aria2c -c -x 16 -s 16 -k 1M https://huggingface.co/chavinlo/alpaca-native/resolve/main/trainer_state.json -d models/chavinlo_alpaca-native -o trainer_state.json Running: aria2c -c -x 16 -s 16 -k 1M https://huggingface.co/chavinlo/alpaca-native/resolve/main/tokenizer_config.json -d models/chavinlo_alpaca-native -o tokenizer_config.json 8%|███▋ | 1/12 [00:00<00:03, 3.09it/s]Running: aria2c -c -x 16 -s 16 -k 1M https://huggingface.co/chavinlo/alpaca-native/resolve/main/tokenizer.model -d models/chavinlo_alpaca-native -o tokenizer.model 04/16 13:44:28 [NOTICE] Downloading 1 item(s) 04/16 13:44:28 [NOTICE] Downloading 1 item(s) 04/16 13:44:28 [NOTICE] Downloading 1 item(s) 04/16 13:44:28 [NOTICE] CUID#7 - Redirecting to https://cdn-lfs.huggingface.co/repos/e5/93/e593fa89fead22d845aaf9265b67a72b4fa7641684f6cbfb35f92c098cc2a20d/9e556afd44213b6bd1be2b850ebbbd98f5481437a8021afaf58ee7fb1818d347?response-content-disposition=attachment%3B+filename*%3DUTF-8%27%27tokenizer.model%3B+filename%3D%22tokenizer.model%22%3B&Expires=1681911869&Policy=eyJTdGF0ZW1lbnQiOlt7IlJlc291cmNlIjoiaHR0cHM6Ly9jZG4tbGZzLmh1Z2dpbmdmYWNlLmNvL3JlcG9zL2U1LzkzL2U1OTNmYTg5ZmVhZDIyZDg0NWFhZjkyNjViNjdhNzJiNGZhNzY0MTY4NGY2Y2JmYjM1ZjkyYzA5OGNjMmEyMGQvOWU1NTZhZmQ0NDIxM2I2YmQxYmUyYjg1MGViYmJkOThmNTQ4MTQzN2E4MDIxYWZhZjU4ZWU3ZmIxODE4ZDM0Nz9yZXNwb25zZS1jb250ZW50LWRpc3Bvc2l0aW9uPSoiLCJDb25kaXRpb24iOnsiRGF0ZUxlc3NUaGFuIjp7IkFXUzpFcG9jaFRpbWUiOjE2ODE5MTE4Njl9fX1dfQ__&Signature=Qbb-RyPDNU2pFprlt2MBmRNfE9NjeiRXISDpCBJGBKKgbmVJfVMPAtvs3t9a-uA1g4VtQnzXms9%7EwTJtwIdunqMgDE%7EZhTo%7EWhshFheRtLRQQlN06Ooa0zpU3rQ1s1zhmEpYLuoblknb3WEJjV-4rGcVgHKPg7Uk3dOYH96HZBqq0Ospd5pM9PyVBrjbreCii1XJbQZsougKeeSEQVzRAkjKlCMgA53qCF3bOWwDk7MpB24fZE7mIe9VEqcexOeNM127fcNnD5PxlxLPZ22PSAXWDB0mLLz%7Ebh8dBE0F8GGC4I-6fJb13mldxfhfmzhKFi1fVxNhRt0MUs5k9Wkz8g__&Key-Pair-Id=KVTP0A1DKRTAX 04/16 13:44:28 [NOTICE] Download complete: models/chavinlo_alpaca-native/special_tokens_map.json Download Results: gid |stat|avg speed |path/URI ======+====+===========+======================================================= 61c4a5|OK | 820B/s|models/chavinlo_alpaca-native/special_tokens_map.json Status Legend: (OK):download completed. 04/16 13:44:29 [NOTICE] CUID#9 - 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Redirecting to https://cdn-lfs.huggingface.co/repos/e5/93/e593fa89fead22d845aaf9265b67a72b4fa7641684f6cbfb35f92c098cc2a20d/bfd74f92030ae9d8ae98b5bd467ddb379ba919753bbd8705177e141979636cf3?response-content-disposition=attachment%3B+filename*%3DUTF-8%27%27pytorch_model-00003-of-00003.bin%3B+filename%3D%22pytorch_model-00003-of-00003.bin%22%3B&response-content-type=application%2Foctet-stream&Expires=1681911869&Policy=eyJTdGF0ZW1lbnQiOlt7IlJlc291cmNlIjoiaHR0cHM6Ly9jZG4tbGZzLmh1Z2dpbmdmYWNlLmNvL3JlcG9zL2U1LzkzL2U1OTNmYTg5ZmVhZDIyZDg0NWFhZjkyNjViNjdhNzJiNGZhNzY0MTY4NGY2Y2JmYjM1ZjkyYzA5OGNjMmEyMGQvYmZkNzRmOTIwMzBhZTlkOGFlOThiNWJkNDY3ZGRiMzc5YmE5MTk3NTNiYmQ4NzA1MTc3ZTE0MTk3OTYzNmNmMz9yZXNwb25zZS1jb250ZW50LWRpc3Bvc2l0aW9uPSomcmVzcG9uc2UtY29udGVudC10eXBlPSoiLCJDb25kaXRpb24iOnsiRGF0ZUxlc3NUaGFuIjp7IkFXUzpFcG9jaFRpbWUiOjE2ODE5MTE4Njl9fX1dfQ__&Signature=yzvNbPXKdlCdPMhtd7UOb9zVazG8oj-8rvx3lA0-fN7IDcXcWJB0Sp4S2bFI0hajSHiufxQV1AbdnQL0WqaXOGHgHpT%7EBlxMIBmt9gij%7EWFoLZ5rJV2NpZIHKMD1cGFJyCZ9XkJvKTQ%7Ed0qc6ljRFkqqwc3QxaddabbYicerLSVFbzLLdwMU0ZbBVsVKdS7XFK6DC-DjI8gUXKdvUw1aCUPV2Mmzxnnk%7Es3i-ylyhSVFEhNBvpMWTjs6LgLVIQueLj-XdKjeZFobxyDbFIH3go2A0VAEQ2aUvQTw1z6B9rrEzISBNfRJdPVUFasGw7GtBcdJp%7ET31fmAMc0Z93tx0Q__&Key-Pair-Id=KVTP0A1DKRTAX 04/16 13:44:29 [NOTICE] Download complete: models/chavinlo_alpaca-native/tokenizer.model Download Results: gid |stat|avg speed |path/URI ======+====+===========+======================================================= 21bef5|OK | 2.9MiB/s|models/chavinlo_alpaca-native/tokenizer.model Status Legend: (OK):download completed. [#a34916 6.6GiB/6.6GiB(99%) CN:8 DL:217MiB][0m]m 04/16 13:45:03 [NOTICE] Download complete: models/chavinlo_alpaca-native/pytorch_model-00003-of-00003.bin Download Results: gid |stat|avg speed |path/URI ======+====+===========+======================================================= a34916|OK | 199MiB/s|models/chavinlo_alpaca-native/pytorch_model-00003-of-00003.bin Status Legend: (OK):download completed. [#e23164 9.0GiB/9.2GiB(97%) CN:16 DL:263MiB]0m] 04/16 13:45:04 [NOTICE] Download complete: models/chavinlo_alpaca-native/pytorch_model-00002-of-00003.bin Download Results: gid |stat|avg speed |path/URI ======+====+===========+======================================================= e23164|OK | 261MiB/s|models/chavinlo_alpaca-native/pytorch_model-00002-of-00003.bin Status Legend: (OK):download completed. [#91e589 9.1GiB/9.1GiB(99%) CN:16 DL:261MiB] 04/16 13:45:05 [NOTICE] Download complete: models/chavinlo_alpaca-native/pytorch_model-00001-of-00003.bin Download Results: gid |stat|avg speed |path/URI ======+====+===========+======================================================= 91e589|OK | 258MiB/s|models/chavinlo_alpaca-native/pytorch_model-00001-of-00003.bin Status Legend: (OK):download completed. 100%|███████████████████████████████████████████| 12/12 [00:36<00:00, 3.08s/it]
In [2]:
!python server.py --model chavinlo_alpaca-native --model_type llama --load-in-8bit --chat --listen
python: can't open file '/workspace/llm-playground/notebooks/server.py': [Errno 2] No such file or directory
In [4]:
%cd /workspace/text-generation-webui/
/workspace/text-generation-webui
In [ ]:
!python server.py --model chavinlo_alpaca-native --model_type llama --load-in-8bit --chat --listen
bin /usr/local/lib/python3.10/dist-packages/bitsandbytes/libbitsandbytes_cuda116.so
Loading chavinlo_alpaca-native...
Loading checkpoint shards: 100%|██████████████████| 3/3 [01:22<00:00, 27.35s/it]
Loaded the model in 85.55 seconds.
Loading the extension "gallery"... Ok.
Running on local URL: http://0.0.0.0:7860
To create a public link, set `share=True` in `launch()`.
Loading raw text file dataset...
Getting model ready...
Prepping for training...
Creating new LoRA model...
Starting training...
/usr/local/lib/python3.10/dist-packages/transformers/optimization.py:391: FutureWarning: This implementation of AdamW is deprecated and will be removed in a future version. Use the PyTorch implementation torch.optim.AdamW instead, or set `no_deprecation_warning=True` to disable this warning
warnings.warn(
{'loss': 3.2345, 'learning_rate': 0.00015000000000000001, 'epoch': 0.06}
{'loss': 2.8388, 'learning_rate': 0.00030000000000000003, 'epoch': 0.12}
{'loss': 2.5646, 'learning_rate': 0.00045, 'epoch': 0.18}
{'loss': 2.4184, 'learning_rate': 0.0006000000000000001, 'epoch': 0.25}
{'loss': 2.3387, 'learning_rate': 0.00075, 'epoch': 0.31}
{'loss': 2.2931, 'learning_rate': 0.0009, 'epoch': 0.37}
In [ ]:
!mv loras/test /workspace/llm_playground/storage/
In [ ]: