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sjtu-sai-agents/ML-Master

ML-Master是AI辅助机器学习工程的智能体框架,通过整合探索与推理实现代码优化。它支持在MLE-Bench等基准测试中提升模型性能,提供Docker环境及多种LLM接口,旨在自动化解决复杂的机器学习工程问题。

sjtu-sai-agents/ML-Master

技术栈

根目录 python

框架

Tornado

测试

pytest

网络

Requests
查看全部依赖 (469)

依赖

Brotli ConfigArgParse Flask GitPython Jinja2 Levenshtein Mako Markdown MarkupSafe NumPy Pandas PySocks PyWavelets PyYAML Pydantic Pygments RapidFuzz SQLAlchemy Unidecode Werkzeug absl-py accelerate addict affine afinn aiohappyeyeballs aiohttp aiosignal albucore albumentations alembic altair annotated-types anthropic antlr4-python3-runtime anyascii anyio appdirs arrow ase asttokens astunparse attrs audioread backoff bayesian-optimization bayespy beartype beautifulsoup4 bibtexparser biopython black bleach blinker blis boto3 botocore cachetools catalogue catboost category_encoders certifi cffi charset-normalizer click click-plugins cligj cloudpathlib cloudpickle cmake cmudict colorama coloredlogs colorlog comm confection contourpy contractions coolname cramjam crc32c cycler cymem dash dataclasses-json datasets dateparser debugpy decorator defusedxml dgl dill diskcache distro dnspython docker docker-pycreds docopt donfig dscribe dtaidistance e3nn editdistance effdet efficientnet_pytorch einops emoji ensemble-boxes et_xmlfile executing faiss-cpu fastai fastcore fastdownload fastdtw fastjsonschema fastparquet fastprogress fasttext fasttransform filelock filetype fire flatbuffers fonttools frozenlist fsspec funcy future gast gdown gensim genson geographiclib geopy gitdb google-ai-generativelanguage google-api-core google-api-python-client google-auth google-auth-httplib2 google-generativeai google-pasta googleapis-common-protos graphviz greenlet grpcio grpcio-status gym gym-notices h11 h5py hf-xet hmmlearn httpcore httplib2 httpx huggingface-hub humanfriendly humanize hyperopt hypothesis idna igraph imagecodecs imageio imbalanced-learn imgaug importlib_metadata importlib_resources inflate64 inflect iniconfig ipykernel ipython ipython_pygments_lexers ipywidgets iterative-stratification itsdangerous jedi jiter jmespath joblib jpegio jsonlines jsonschema jsonschema-specifications jupyter_client jupyter_core jupyterlab_pygments jupyterlab_widgets kaggle keras kiwisolver kornia kornia_rs langcodes language_data lazy_loader libclang librosa lightgbm lightning-utilities llvmlite loguru marisa-trie markdown-it-py markovify marshmallow matplotlib matplotlib-inline mdurl mistune ml_dtypes modelscope monai monty more-itertools mpmath msgpack msgpack-numpy multidict multiprocess multivolumefile munch murmurhash mypy-extensions namex narwhals nbclient nbconvert nbformat nest-asyncio networkx nibabel ninja nlpaug nltk num2words numba numcodecs nvidia-cublas-cu12 nvidia-cuda-cupti-cu12 nvidia-cuda-nvrtc-cu12 nvidia-cuda-runtime-cu12 nvidia-cudnn-cu12 nvidia-cufft-cu12 nvidia-curand-cu12 nvidia-cusolver-cu12 nvidia-cusparse-cu12 nvidia-cusparselt-cu12 nvidia-nccl-cu12 nvidia-nvjitlink-cu12 nvidia-nvtx-cu12 omegaconf onnx onnxruntime-gpu open3d openai opencv-python opencv-python-headless openpyxl openslide-python opt-einsum-fx opt_einsum optimum optree optuna optuna-integration packaging palettable pandocfilters parso pathos pathspec patsy pdf2image peft pexpect pillow pillow_heif platformdirs plotly pluggy plum-dispatch pooch pox ppft preshed pretrainedmodels prompt_toolkit propcache proto-plus protobuf psutil ptyprocess pure_eval py-cpuinfo py4j py7zr pyahocorasick pyaml pyarrow pyasn1 pyasn1_modules pybboxes pybcj pybind11 pycocotools pycparser pycryptodomex pyctcdecode pydantic_core pydeck pydicom pygtrie pylibjpeg pylibjpeg-libjpeg pymap3d pymatgen pymongo pyocr pyparsing pypdf pyphen pyppmd pyproj pyquaternion python-Levenshtein python-dateutil python-dotenv python-slugify python_speech_features pytorch-lightning pytorch-msssim pytorch-tabnet pytz pyzmq pyzstd rank-bm25 rasterio referencing regex requests-toolbelt resampy responses retrying rich roboflow rpds-py rsa ruamel.yaml ruamel.yaml.clib s3transfer sacremoses safetensors sahi scikit-image scikit-learn scikit-multilearn scikit-optimize scipy seaborn segmentation_models_pytorch sentence-transformers sentencepiece sentry-sdk setproctitle setuptools shapely shellingham shutup simsimd six sklearn-compat sklearn-pandas smart-open smmap sniffio sortedcontainers soundfile soupsieve soxr spacy spacy-legacy spacy-loggers sparse spglib srsly stack-data statsmodels streamlit stringzilla sympy tabulate tenacity tensorboard tensorboard-data-server tensorflow tensorflow-hub tensorflow-text tensorpack termcolor terminaltables text-unidecode textblob textsearch textstat texttable tf_keras thinc thop threadpoolctl tifffile timm tinycss2 tokenizers toml torch torch-dct torch-geometric torch_cluster torch_discounted_cumsum torch_scatter torch_sparse torch_spline_conv torchaudio torchdata torchinfo torchmetrics torchsort torchtext torchvggish torchvision torchxrayvision tqdm traitlets transformers transliterate triton typeguard typer types-python-dateutil typing-inspect typing_extensions tzdata tzlocal ultralytics ultralytics-thop uncertainties uritemplate urllib3 vaderSentiment wandb wasabi watchdog wcwidth weasel webencodings wheel widgetsnbextension word2number wrapt xgboost xlrd xxhash yarl zarr zipp

截图

ML-Master 2.0
ML-Master 2.0 Score
ML-Master
ML-Master
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