optimization
Science Score: 44.0%
This score indicates how likely this project is to be science-related based on various indicators:
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✓CITATION.cff file
Found CITATION.cff file -
✓codemeta.json file
Found codemeta.json file -
✓.zenodo.json file
Found .zenodo.json file -
○DOI references
-
○Academic publication links
-
○Academic email domains
-
○Institutional organization owner
-
○JOSS paper metadata
-
○Scientific vocabulary similarity
Low similarity (2.5%) to scientific vocabulary
Last synced: 6 months ago
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Repository
Basic Info
- Host: GitHub
- Owner: QFOI
- License: apache-2.0
- Language: Python
- Default Branch: main
- Size: 4.68 MB
Statistics
- Stars: 0
- Watchers: 1
- Forks: 0
- Open Issues: 0
- Releases: 0
Created about 1 year ago
· Last pushed about 1 year ago
Metadata Files
Readme
License
Citation
README.md
1.基于Galore论文中代码修改实现
Galore配置:
bash
pip install galore-torch
pip install -r exp_requirements.txt
注意请在python3.8环境下运行(实验使用版本为3.8.20)
下载C4-en dataset与t5-base-tokenize
Tokenize下载
```bash from transformers import AutoTokenizer, AutoModel
加载预训练的分词器和模型
tokenizer = AutoTokenizer.frompretrained("google/t5-base") model = AutoModel.frompretrained("google/t5-base")
保存到本地
tokenizer.savepretrained("./t5-base-tokenizer") model.savepretrained("./t5-base-model") ```
dataset下载
bash
GIT_LFS_SKIP_SMUDGE=1 git clone https://hf-mirror.com/datasets/allenai/c4
cd c4
git lfs pull --include "en/*"
运行
bash
sh run.sh
2.ReLoRA相关实验代码地址为./GaLore/peft-training/relora.py直接运行即可
Owner
- Login: QFOI
- Kind: user
- Repositories: 1
- Profile: https://github.com/QFOI
Citation (CITATION.cff)
cff-version: 1.2.0
title: "GaLore: Memory-Efficient LLM Training by Gradient Low-Rank Projection"
version: 1.0.0
message: "If you use this software, please cite it as below."
authors:
- family-names: "Jiawei"
given-names: "Zhao"
year: 2024
repository-code: "https://arxiv.org/abs/2403.03507"
GitHub Events
Total
- Watch event: 1
- Push event: 2
- Create event: 2
Last Year
- Watch event: 1
- Push event: 2
- Create event: 2
Dependencies
exp_requirements.txt
pypi
- bitsandbytes *
- datasets *
- evaluate *
- lion-pytorch *
- loguru *
- matplotlib *
- nvitop *
- peft *
- scikit-learn *
- scipy *
- tokenizers *
- torch *
- transformers ==4.31.0
- wandb *
requirements.txt
pypi
- bitsandbytes *
- tensorly *
- torch *
- transformers *
setup.py
pypi
wandb/latest-run/files/requirements.txt
pypi
- GitPython ==3.1.44 test
- Jinja2 ==3.1.5 test
- MarkupSafe ==2.1.5 test
- PyYAML ==6.0.2 test
- accelerate ==1.0.1 test
- aiohappyeyeballs ==2.4.4 test
- aiohttp ==3.10.11 test
- aiosignal ==1.3.1 test
- annotated-types ==0.7.0 test
- async-timeout ==5.0.1 test
- attrs ==24.3.0 test
- bitsandbytes ==0.45.0 test
- cachetools ==5.5.0 test
- certifi ==2024.12.14 test
- charset-normalizer ==3.4.1 test
- click ==8.1.8 test
- contourpy ==1.1.1 test
- cycler ==0.12.1 test
- datasets ==3.1.0 test
- dill ==0.3.8 test
- docker-pycreds ==0.4.0 test
- eval_type_backport ==0.2.2 test
- evaluate ==0.4.3 test
- filelock ==3.16.1 test
- fonttools ==4.55.3 test
- frozenlist ==1.5.0 test
- fsspec ==2024.9.0 test
- gitdb ==4.0.12 test
- huggingface-hub ==0.27.1 test
- idna ==3.10 test
- importlib_resources ==6.4.5 test
- joblib ==1.4.2 test
- kiwisolver ==1.4.7 test
- lion-pytorch ==0.2.3 test
- loguru ==0.7.3 test
- matplotlib ==3.7.5 test
- mpmath ==1.3.0 test
- multidict ==6.1.0 test
- multiprocess ==0.70.16 test
- networkx ==3.1 test
- numpy ==1.24.4 test
- nvidia-cublas-cu12 ==12.1.3.1 test
- nvidia-cuda-cupti-cu12 ==12.1.105 test
- nvidia-cuda-nvrtc-cu12 ==12.1.105 test
- nvidia-cuda-runtime-cu12 ==12.1.105 test
- nvidia-cudnn-cu12 ==9.1.0.70 test
- nvidia-cufft-cu12 ==11.0.2.54 test
- nvidia-curand-cu12 ==10.3.2.106 test
- nvidia-cusolver-cu12 ==11.4.5.107 test
- nvidia-cusparse-cu12 ==12.1.0.106 test
- nvidia-ml-py ==12.560.30 test
- nvidia-nccl-cu12 ==2.20.5 test
- nvidia-nvjitlink-cu12 ==12.6.85 test
- nvidia-nvtx-cu12 ==12.1.105 test
- nvitop ==1.4.1 test
- packaging ==24.2 test
- pandas ==2.0.3 test
- peft ==0.13.2 test
- pillow ==10.4.0 test
- pip ==24.2 test
- platformdirs ==4.3.6 test
- propcache ==0.2.0 test
- protobuf ==5.29.3 test
- psutil ==6.1.1 test
- pyarrow ==17.0.0 test
- pydantic ==2.10.5 test
- pydantic_core ==2.27.2 test
- pyparsing ==3.1.4 test
- python-dateutil ==2.9.0.post0 test
- pytz ==2024.2 test
- regex ==2024.11.6 test
- requests ==2.32.3 test
- safetensors ==0.5.2 test
- scikit-learn ==1.3.2 test
- scipy ==1.10.1 test
- sentry-sdk ==2.20.0 test
- setproctitle ==1.3.4 test
- setuptools ==75.1.0 test
- six ==1.17.0 test
- smmap ==5.0.2 test
- sympy ==1.13.3 test
- tensorly ==0.9.0 test
- termcolor ==2.4.0 test
- threadpoolctl ==3.5.0 test
- tokenizers ==0.13.3 test
- torch ==2.4.1 test
- tqdm ==4.67.1 test
- transformers ==4.31.0 test
- triton ==3.0.0 test
- typing_extensions ==4.12.2 test
- tzdata ==2024.2 test
- urllib3 ==2.2.3 test
- wandb ==0.19.4 test
- wheel ==0.44.0 test
- xxhash ==3.5.0 test
- yarl ==1.15.2 test
- zipp ==3.20.2 test
wandb/offline-run-20250117_152304-77skma4y/files/requirements.txt
pypi
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- GitPython ==3.1.44
- Jinja2 ==3.1.5
- MarkupSafe ==3.0.2
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- Pygments ==2.19.1
- Werkzeug ==3.1.3
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- certifi ==2024.12.14
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- click ==8.1.8
- cloudpickle ==3.1.0
- cmake ==3.31.4
- colorlog ==6.9.0
- contourpy ==1.3.0
- cycler ==0.12.1
- datasets ==3.2.0
- dill ==0.3.8
- diskcache ==5.6.3
- distro ==1.9.0
- dnspython ==2.7.0
- docker-pycreds ==0.4.0
- email_validator ==2.2.0
- eval_type_backport ==0.2.2
- evaluate ==0.4.3
- exceptiongroup ==1.2.2
- fastapi ==0.111.0
- fastapi-cli ==0.0.7
- filelock ==3.16.1
- fonttools ==4.55.3
- frozenlist ==1.5.0
- fsspec ==2024.9.0
- galore-torch ==1.0
- gevent ==24.11.1
- gitdb ==4.0.12
- google-ai-generativelanguage ==0.6.6
- google-api-core ==2.24.0
- google-api-python-client ==2.158.0
- google-auth ==2.37.0
- google-auth-httplib2 ==0.2.0
- google-generativeai ==0.7.1
- googleapis-common-protos ==1.66.0
- greenlet ==3.1.1
- grpcio ==1.69.0
- grpcio-status ==1.62.3
- gunicorn ==23.0.0
- h11 ==0.14.0
- httpcore ==1.0.7
- httplib2 ==0.22.0
- httptools ==0.6.4
- httpx ==0.27.1
- huggingface-hub ==0.27.1
- idna ==3.10
- importlib_metadata ==8.5.0
- importlib_resources ==6.5.2
- interegular ==0.3.3
- itsdangerous ==2.2.0
- jieba ==0.42.1
- jiter ==0.8.2
- joblib ==1.4.2
- jsonschema ==4.23.0
- jsonschema-specifications ==2024.10.1
- kiwisolver ==1.4.7
- lark ==1.2.2
- lion-pytorch ==0.2.3
- lm-format-enforcer ==0.10.1
- loguru ==0.7.3
- markdown-it-py ==3.0.0
- matplotlib ==3.9.4
- mdurl ==0.1.2
- mpmath ==1.3.0
- msgpack ==1.1.0
- multidict ==6.1.0
- multiprocess ==0.70.16
- nest-asyncio ==1.6.0
- networkx ==3.2.1
- ninja ==1.11.1.3
- numpy ==2.0.0
- nvidia-cublas-cu12 ==12.1.3.1
- nvidia-cuda-cupti-cu12 ==12.1.105
- nvidia-cuda-nvrtc-cu12 ==12.1.105
- nvidia-cuda-runtime-cu12 ==12.1.105
- nvidia-cudnn-cu12 ==8.9.2.26
- nvidia-cufft-cu12 ==11.0.2.54
- nvidia-curand-cu12 ==10.3.2.106
- nvidia-cusolver-cu12 ==11.4.5.107
- nvidia-cusparse-cu12 ==12.1.0.106
- nvidia-ml-py ==12.560.30
- nvidia-nccl-cu12 ==2.20.5
- nvidia-nvjitlink-cu12 ==12.6.85
- nvidia-nvtx-cu12 ==12.1.105
- nvitop ==1.4.1
- openai ==1.35.7
- orjson ==3.10.14
- outlines ==0.1.12
- outlines_core ==0.1.26
- packaging ==24.2
- pandas ==2.2.2
- peft ==0.14.0
- pillow ==11.1.0
- pip ==24.2
- platformdirs ==4.3.6
- prometheus-fastapi-instrumentator ==7.0.0
- prometheus_client ==0.21.1
- propcache ==0.2.1
- proto-plus ==1.25.0
- protobuf ==4.25.5
- psutil ==6.1.1
- py-cpuinfo ==9.0.0
- pyarrow ==18.1.0
- pyasn1 ==0.6.1
- pyasn1_modules ==0.4.1
- pycountry ==24.6.1
- pydantic ==2.8.0
- pydantic_core ==2.20.0
- pyparsing ==3.2.1
- python-dateutil ==2.9.0.post0
- python-dotenv ==1.0.1
- python-multipart ==0.0.20
- pytz ==2024.2
- ray ==2.40.0
- referencing ==0.35.1
- regex ==2024.11.6
- requests ==2.32.3
- rich ==13.9.4
- rich-toolkit ==0.12.0
- rpds-py ==0.22.3
- rsa ==4.9
- safetensors ==0.4.3
- scikit-learn ==1.6.1
- scipy ==1.13.1
- sentencepiece ==0.2.0
- sentry-sdk ==2.20.0
- setproctitle ==1.3.4
- setuptools ==75.1.0
- shellingham ==1.5.4
- six ==1.17.0
- smmap ==5.0.2
- sniffio ==1.3.1
- sse-starlette ==2.1.2
- starlette ==0.37.2
- sympy ==1.13.3
- tenacity ==9.0.0
- tensorly ==0.9.0
- termcolor ==2.5.0
- threadpoolctl ==3.5.0
- tiktoken ==0.7.0
- tokenizers ==0.21.0
- torch ==2.3.0
- tqdm ==4.66.4
- transformers ==4.48.0
- triton ==2.3.0
- typer ==0.15.1
- typing_extensions ==4.12.2
- tzdata ==2024.2
- ujson ==5.10.0
- uritemplate ==4.1.1
- urllib3 ==2.3.0
- uvicorn ==0.30.1
- uvloop ==0.21.0
- vllm ==0.5.0.post1
- vllm-flash-attn ==2.5.9
- wandb ==0.19.4
- watchfiles ==1.0.4
- websockets ==14.1
- wheel ==0.44.0
- xformers ==0.0.26.post1
- xxhash ==3.5.0
- yarl ==1.18.3
- zipp ==3.21.0
- zope.event ==5.0
- zope.interface ==7.2
wandb/offline-run-20250117_152558-c1zskfkl/files/requirements.txt
pypi
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- GitPython ==3.1.44
- Jinja2 ==3.1.5
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- Pygments ==2.19.1
- Werkzeug ==3.1.3
- accelerate ==1.2.1
- aiohappyeyeballs ==2.4.4
- aiohttp ==3.11.11
- aiosignal ==1.3.2
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- cloudpickle ==3.1.0
- cmake ==3.31.4
- colorlog ==6.9.0
- contourpy ==1.3.0
- cycler ==0.12.1
- datasets ==3.2.0
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- diskcache ==5.6.3
- distro ==1.9.0
- dnspython ==2.7.0
- docker-pycreds ==0.4.0
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- google-auth-httplib2 ==0.2.0
- google-generativeai ==0.7.1
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- huggingface-hub ==0.27.1
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- lark ==1.2.2
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- numpy ==2.0.0
- nvidia-cublas-cu12 ==12.1.3.1
- nvidia-cuda-cupti-cu12 ==12.1.105
- nvidia-cuda-nvrtc-cu12 ==12.1.105
- nvidia-cuda-runtime-cu12 ==12.1.105
- nvidia-cudnn-cu12 ==8.9.2.26
- nvidia-cufft-cu12 ==11.0.2.54
- nvidia-curand-cu12 ==10.3.2.106
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- starlette ==0.37.2
- sympy ==1.13.3
- tenacity ==9.0.0
- tensorly ==0.9.0
- termcolor ==2.5.0
- threadpoolctl ==3.5.0
- tiktoken ==0.7.0
- tokenizers ==0.21.0
- torch ==2.3.0
- tqdm ==4.66.4
- transformers ==4.48.0
- triton ==2.3.0
- typer ==0.15.1
- typing_extensions ==4.12.2
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wandb/offline-run-20250117_155029-ykgc0ztk/files/requirements.txt
pypi
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- datasets ==3.1.0
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- loguru ==0.7.3
- matplotlib ==3.7.5
- mpmath ==1.3.0
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- multiprocess ==0.70.16
- networkx ==3.1
- numpy ==1.24.4
- nvidia-cublas-cu12 ==12.1.3.1
- nvidia-cuda-cupti-cu12 ==12.1.105
- nvidia-cuda-nvrtc-cu12 ==12.1.105
- nvidia-cuda-runtime-cu12 ==12.1.105
- nvidia-cudnn-cu12 ==9.1.0.70
- nvidia-cufft-cu12 ==11.0.2.54
- nvidia-curand-cu12 ==10.3.2.106
- nvidia-cusolver-cu12 ==11.4.5.107
- nvidia-cusparse-cu12 ==12.1.0.106
- nvidia-ml-py ==12.560.30
- nvidia-nccl-cu12 ==2.20.5
- nvidia-nvjitlink-cu12 ==12.6.85
- nvidia-nvtx-cu12 ==12.1.105
- nvitop ==1.4.1
- packaging ==24.2
- pandas ==2.0.3
- peft ==0.13.2
- pillow ==10.4.0
- pip ==24.2
- platformdirs ==4.3.6
- propcache ==0.2.0
- protobuf ==5.29.3
- psutil ==6.1.1
- pyarrow ==17.0.0
- pydantic ==2.10.5
- pydantic_core ==2.27.2
- pyparsing ==3.1.4
- python-dateutil ==2.9.0.post0
- pytz ==2024.2
- regex ==2024.11.6
- requests ==2.32.3
- safetensors ==0.5.2
- scikit-learn ==1.3.2
- scipy ==1.10.1
- sentry-sdk ==2.20.0
- setproctitle ==1.3.4
- setuptools ==75.1.0
- six ==1.17.0
- smmap ==5.0.2
- sympy ==1.13.3
- tensorly ==0.9.0
- termcolor ==2.4.0
- threadpoolctl ==3.5.0
- tokenizers ==0.13.3
- torch ==2.4.1
- tqdm ==4.67.1
- transformers ==4.31.0
- triton ==3.0.0
- typing_extensions ==4.12.2
- tzdata ==2024.2
- urllib3 ==2.2.3
- wandb ==0.19.4
- wheel ==0.44.0
- xxhash ==3.5.0
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