metadata
dataset_info:
features:
- name: repo
dtype: string
- name: pull_number
dtype: int64
- name: instance_id
dtype: string
- name: issue_numbers
sequence: string
- name: base_commit
dtype: string
- name: patch
dtype: string
- name: test_patch
dtype: string
- name: problem_statement
dtype: string
- name: hints_text
dtype: string
- name: created_at
dtype: string
- name: PASS_TO_PASS
sequence: 'null'
- name: FAIL_TO_PASS
sequence: 'null'
splits:
- name: train
num_bytes: 2500852534
num_examples: 64689
download_size: 728489913
dataset_size: 2500852534
configs:
- config_name: default
data_files:
- split: train
path: data/train-*
SWE-Gym Raw contains 64,689 instances sourced from 358 Python repos.
Most of the instances there doesn't have associated python environment configured and is not validated with SWE-Bench verification process.
If you are working to scale training environments, these instances might be helpful. Otherwise, please take a look at SWE-Gym and SWE-Gym Lite , why are ready to be used for agent training.
Get started at project page github.com/SWE-Gym/SWE-Gym
| Repository | Frequency |
|---|---|
| pandas-dev/pandas | 2328 |
| Qiskit/qiskit | 2252 |
| dbt-labs/dbt-core | 2029 |
| Transpile-AI/ivy | 1550 |
| python/mypy | 1186 |
| getmoto/moto | 1002 |
| modin-project/modin | 994 |
| mne-tools/mne-python | 990 |
| Project-MONAI/MONAI | 964 |
| dask/dask | 921 |
| bokeh/bokeh | 892 |
| iterative/dvc | 888 |
| pylint-dev/pylint | 854 |
| conan-io/conan | 754 |
| pantsbuild/pants | 732 |
| spyder-ide/spyder | 719 |
| googleapis/google-cloud-python | 712 |
| numba/numba | 698 |
| ansible/ansible | 673 |
| great-expectations/great_expectations | 645 |
| oppia/oppia | 640 |
| google/jax | 628 |
| saleor/saleor | 615 |
| hpcaitech/ColossalAI | 579 |
| scipy/scipy | 566 |
| statsmodels/statsmodels | 565 |
| edgedb/edgedb | 557 |
| rotki/rotki | 544 |
| pydantic/pydantic | 530 |
| tobymao/sqlglot | 523 |
| certbot/certbot | 492 |
| Lightning-AI/pytorch-lightning | 484 |
| ibis-project/ibis | 479 |
| cloud-custodian/cloud-custodian | 476 |
| python-pillow/Pillow | 467 |
| pypa/pip | 461 |
| django-cms/django-cms | 430 |
| numpy/numpy | 425 |
| dask/distributed | 423 |
| mesonbuild/meson | 419 |
| netbox-community/netbox | 413 |
| biolab/orange3 | 410 |
| ansible-collections/community.general | 408 |
| HypothesisWorks/hypothesis | 408 |
| deepset-ai/haystack | 402 |
| privacyidea/privacyidea | 402 |
| aws-cloudformation/cfn-lint | 398 |
| apache/airflow | 380 |
| wagtail/wagtail | 379 |
| litestar-org/litestar | 377 |
| open-telemetry/opentelemetry-python | 369 |
| quantumlib/Cirq | 367 |
| fossasia/open-event-server | 360 |
| freqtrade/freqtrade | 359 |
| matrix-org/synapse | 356 |
| DataBiosphere/toil | 353 |
| nilearn/nilearn | 352 |
| nautobot/nautobot | 343 |
| pypi/warehouse | 342 |
| freedomofpress/securedrop | 338 |
| learningequality/kolibri | 338 |
| ipython/ipython | 323 |
| chainer/chainer | 314 |
| zulip/zulip | 306 |
| pytorch/ignite | 298 |
| encode/django-rest-framework | 296 |
| scikit-image/scikit-image | 288 |
| sunpy/sunpy | 286 |
| pex-tool/pex | 285 |
| bridgecrewio/checkov | 283 |
| vyperlang/vyper | 280 |
| readthedocs/readthedocs.org | 273 |
| streamlink/streamlink | 268 |
| conan-io/conan-center-index | 264 |
| mitmproxy/mitmproxy | 259 |
| ckan/ckan | 258 |
| aio-libs/aiohttp | 256 |
| hedyorg/hedy | 253 |
| networkx/networkx | 252 |
| psf/black | 251 |
| scrapy/scrapy | 248 |
| localstack/localstack | 244 |
| qutebrowser/qutebrowser | 243 |
| python-telegram-bot/python-telegram-bot | 242 |
| streamlit/streamlit | 239 |
| geopandas/geopandas | 238 |
| getsentry/sentry | 232 |
| hylang/hy | 231 |
| conda/conda | 231 |
| cupy/cupy | 221 |
| pyca/cryptography | 221 |
| Kinto/kinto | 217 |
| spack/spack | 206 |
| facebookresearch/hydra | 205 |
| buildbot/buildbot | 201 |
| mlflow/mlflow | 200 |
| py-pdf/pypdf | 199 |
| xonsh/xonsh | 199 |
| googleapis/python-bigquery | 199 |
| allenai/allennlp | 197 |
| sktime/sktime | 196 |
| huggingface/datasets | 194 |
| ray-project/ray | 189 |
| celery/celery | 188 |
| pre-commit/pre-commit | 186 |
| cython/cython | 177 |
| open-telemetry/opentelemetry-python-contrib | 175 |
| wemake-services/wemake-python-styleguide | 175 |
| pypa/pipenv | 174 |
| pallets/werkzeug | 173 |
| docker/docker-py | 171 |
| Textualize/textual | 170 |
| huggingface/transformers | 162 |
| urllib3/urllib3 | 158 |
| pypa/setuptools | 158 |
| strawberry-graphql/strawberry | 158 |
| falconry/falcon | 154 |
| nipy/nipype | 154 |
| encode/httpx | 154 |
| secdev/scapy | 153 |
| joke2k/faker | 151 |
| liberapay/liberapay.com | 144 |
| obspy/obspy | 142 |
| internetarchive/openlibrary | 141 |
| aws/aws-cli | 141 |
| ethereum/web3.py | 139 |
| mkdocs/mkdocs | 138 |
| pyro-ppl/pyro | 137 |
| piskvorky/gensim | 137 |
| pallets/click | 136 |
| kornia/kornia | 135 |
| StackStorm/st2 | 131 |
| MongoEngine/mongoengine | 129 |
| sanic-org/sanic | 128 |
| opsdroid/opsdroid | 128 |
| CTFd/CTFd | 127 |
| redis/redis-py | 126 |
| meltano/meltano | 126 |
| PrefectHQ/prefect | 125 |
| jupyterhub/jupyterhub | 121 |
| kserve/kserve | 120 |
| deis/deis | 117 |
| tensorflow/addons | 116 |
| feast-dev/feast | 115 |
| jazzband/pip-tools | 114 |
| emissary-ingress/emissary | 114 |
| paperless-ngx/paperless-ngx | 114 |
| gradio-app/gradio | 112 |
| ManimCommunity/manim | 112 |
| beetbox/beets | 110 |
| python-poetry/poetry | 107 |
| gratipay/gratipay.com | 107 |
| fonttools/fonttools | 105 |
| PyGithub/PyGithub | 105 |
| SciTools/cartopy | 104 |
| django-oscar/django-oscar | 104 |
| biopython/biopython | 104 |
| Theano/Theano | 104 |
| twisted/twisted | 98 |
| kedro-org/kedro | 97 |
| tornadoweb/tornado | 97 |
| pyinstaller/pyinstaller | 96 |
| getredash/redash | 95 |
| pyodide/pyodide | 93 |
| cocotb/cocotb | 93 |
| optuna/optuna | 93 |
| cobbler/cobbler | 92 |
| kubeflow/pipelines | 91 |
| crytic/slither | 91 |
| vispy/vispy | 90 |
| goauthentik/authentik | 90 |
| Pylons/pyramid | 86 |
| dmlc/dgl | 86 |
| grafana/oncall | 85 |
| praw-dev/praw | 85 |
| google/flax | 84 |
| encode/starlette | 84 |
| arviz-devs/arviz | 83 |
| psychopy/psychopy | 83 |
| frappe/frappe | 82 |
| googleapis/google-auth-library-python | 80 |
| vacanza/python-holidays | 80 |
| plotly/dash | 79 |
| qutip/qutip | 78 |
| translate/translate | 78 |
| keras-team/keras | 78 |
| canonical/snapcraft | 77 |
| beeware/toga | 73 |
| plotly/plotly.py | 73 |
| pypa/virtualenv | 72 |
| holoviz/panel | 71 |
| holoviz/holoviews | 70 |
| qtile/qtile | 70 |
| boto/botocore | 70 |
| horovod/horovod | 70 |
| getpelican/pelican | 69 |
| huggingface/diffusers | 68 |
| mindsdb/mindsdb | 67 |
| python-trio/trio | 67 |
| openmc-dev/openmc | 67 |
| sublimelsp/LSP | 66 |
| flairNLP/flair | 65 |
| boto/boto | 65 |
| cookiecutter/cookiecutter | 65 |
| DataDog/dd-agent | 64 |
| mosaicml/composer | 64 |
| python-discord/bot | 63 |
| ludwig-ai/ludwig | 58 |
| nltk/nltk | 58 |
| dj-stripe/dj-stripe | 57 |
| encode/uvicorn | 57 |
| ansible/ansible-lint | 56 |
| getnikola/nikola | 56 |
| vega/altair | 56 |
| celery/kombu | 55 |
| jazzband/django-debug-toolbar | 52 |
| pyqtgraph/pyqtgraph | 52 |
| fail2ban/fail2ban | 51 |
| wandb/wandb | 51 |
| googleapis/google-api-python-client | 51 |
| sopel-irc/sopel | 50 |
| locustio/locust | 48 |
| typeddjango/django-stubs | 48 |
| awslabs/gluonts | 48 |
| spotify/luigi | 47 |
| lk-geimfari/mimesis | 42 |
| nonebot/nonebot2 | 42 |
| tinygrad/tinygrad | 42 |
| google/timesketch | 41 |
| apache/tvm | 40 |
| open-mmlab/mmdetection | 40 |
| OCA/server-tools | 40 |
| kivy/kivy | 39 |
| CenterForOpenScience/osf.io | 38 |
| DataDog/integrations-core | 38 |
| benoitc/gunicorn | 37 |
| cloudtools/troposphere | 37 |
| Textualize/rich | 37 |
| aws/aws-sam-cli | 36 |
| ytdl-org/youtube-dl | 36 |
| pwndbg/pwndbg | 36 |
| angr/angr | 35 |
| MycroftAI/mycroft-core | 35 |
| cookiecutter/cookiecutter-django | 34 |
| searx/searx | 34 |
| coala/coala | 34 |
| vnpy/vnpy | 33 |
| prowler-cloud/prowler | 32 |
| aio-libs-abandoned/aioredis-py | 32 |
| elastic/elasticsearch-py | 31 |
| ansible/molecule | 31 |
| facebookresearch/ParlAI | 30 |
| microsoft/DeepSpeed | 29 |
| bentoml/BentoML | 29 |
| ethereum/consensus-specs | 28 |
| ansible/awx | 27 |
| PokemonGoF/PokemonGo-Bot | 27 |
| huggingface/accelerate | 27 |
| zalando/patroni | 27 |
| AnalogJ/lexicon | 26 |
| Cog-Creators/Red-DiscordBot | 25 |
| pyg-team/pytorch_geometric | 24 |
| tiangolo/fastapi | 24 |
| autogluon/autogluon | 23 |
| lisa-lab/pylearn2 | 23 |
| elastic/ecs | 23 |
| explosion/spaCy | 23 |
| openai/gym | 22 |
| ros/ros_comm | 21 |
| koxudaxi/datamodel-code-generator | 21 |
| flask-admin/flask-admin | 21 |
| ManageIQ/integration_tests | 21 |
| activeloopai/deeplake | 20 |
| electricitymaps/electricitymaps-contrib | 20 |
| zigpy/zha-device-handlers | 20 |
| pytorch/text | 19 |
| kivy/python-for-android | 19 |
| yt-dlp/yt-dlp | 19 |
| pennersr/django-allauth | 17 |
| aws-powertools/powertools-lambda-python | 17 |
| systemd/mkosi | 17 |
| blakeblackshear/frigate | 16 |
| sagemath/sage | 16 |
| speechbrain/speechbrain | 16 |
| searxng/searxng | 15 |
| pyscript/pyscript | 15 |
| aws/aws-sdk-pandas | 15 |
| PaddlePaddle/models | 14 |
| open-mmlab/mmpose | 14 |
| open-mmlab/mmcv | 13 |
| open-mmlab/mmengine | 13 |
| Mailu/Mailu | 13 |
| chaoss/augur | 12 |
| ktbyers/netmiko | 12 |
| aws/serverless-application-model | 12 |
| NVIDIA/NeMo | 12 |
| OpenNMT/OpenNMT-py | 11 |
| PaddlePaddle/PaddleSpeech | 11 |
| Chia-Network/chia-blockchain | 10 |
| adap/flower | 10 |
| diofant/diofant | 10 |
| onnx/onnx | 10 |
| microsoft/nni | 9 |
| pwr-Solaar/Solaar | 9 |
| canonical/cloud-init | 9 |
| Bitmessage/PyBitmessage | 9 |
| castorini/pyserini | 8 |
| lutris/lutris | 8 |
| mozilla/kitsune | 8 |
| InstaPy/InstaPy | 8 |
| nerfstudio-project/nerfstudio | 7 |
| canonical/microk8s | 7 |
| TheAlgorithms/Python | 7 |
| cognitedata/cognite-sdk-python | 7 |
| lnbits/lnbits | 7 |
| facebookresearch/fairseq | 6 |
| cowrie/cowrie | 6 |
| PaddlePaddle/PaddleNLP | 6 |
| open-mmlab/mmdeploy | 5 |
| mantl/mantl | 5 |
| open-mmlab/mmsegmentation | 5 |
| GoogleCloudPlatform/professional-services | 5 |
| OctoPrint/OctoPrint | 4 |
| python/typeshed | 4 |
| quantopian/zipline | 4 |
| bramstroker/homeassistant-powercalc | 4 |
| ultrabug/py3status | 3 |
| magenta/magenta | 3 |
| jupyter/docker-stacks | 3 |
| google-parfait/tensorflow-federated | 3 |
| jupyterhub/zero-to-jupyterhub-k8s | 3 |
| borgbackup/borg | 3 |
| OWASP/owasp-mastg | 2 |
| VATSIM-UK/UK-Sector-File | 2 |
| home-assistant/operating-system | 2 |
| frappe/hrms | 2 |
| kevoreilly/CAPEv2 | 2 |
| lra/mackup | 2 |
| dcos/dcos | 2 |
| ultralytics/yolov5 | 2 |
| Pycord-Development/pycord | 2 |
| wenet-e2e/wenet | 2 |
| mampfes/hacs_waste_collection_schedule | 2 |
| amundsen-io/amundsen | 2 |
| pyload/pyload | 1 |
| openstates/openstates-scrapers | 1 |
| Gallopsled/pwntools | 1 |
| sherlock-project/sherlock | 1 |
| PaddlePaddle/PaddleOCR | 1 |
| talonhub/community | 1 |
| python/peps | 1 |
| AppDaemon/appdaemon | 1 |
| openedx-unsupported/configuration | 1 |
| conda-forge/staged-recipes | 1 |
| triton-inference-server/server | 1 |
| mozilla-services/socorro | 1 |
| openedx/edx-ora2 | 1 |
| kovidgoyal/kitty | 1 |