bug: Dataframes not serializing correctly in the new API

[antonl]

Describe the bug

I tried following the examples to use the new structured types and IODescriptor protocols. From the documentation here, it seems like I'm doing things correctly: https://docs.bentoml.org/en/latest/guides/iotypes.html#validate-data . However, I can't seem to get a demo working.

The failure is at the client level.

To reproduce

The service looks like the following. To reproduce, start the server using bentoml serve *:service and then run the client.

from typing import Generator
import bentoml
from pydantic import BaseModel, Field
import pandas as pd


class Input(BaseModel):
    df1: pd.DataFrame = Field(description="df1")


class Output(BaseModel):
    df1: pd.DataFrame = Field(description="df1")
    df2: pd.DataFrame = Field(description="df2")
    df3: pd.DataFrame = Field(description="df3")


@bentoml.service
class Service:
    @bentoml.api
    def echo_df(self, df1: pd.DataFrame) -> Output:
        return Output(df1=df1, df2=df1, df3=df1)

    @bentoml.api
    def stream_df(self, df1: pd.DataFrame) -> Generator[Output, None, None]:
        for i in range(3):
            yield Output(df1=df1, df2=df1, df3=df1)


if __name__ == "__main__":
    from bentoml import SyncHTTPClient

    data = pd.DataFrame({
        "a": [1, 2, 3],
        "b": ["1", "2", "3"],
    })

    with SyncHTTPClient("http://localhost:3000") as client:
        value = client.echo_df(df1=data)
        print(value)

        for item in client.stream_df(df1=data):
            print(item)

Expected behavior

I expect the service to echo the dataframes. Instead I get the following error when running the client. There is no error for the server.

Traceback (most recent call last):
  File "/Users/aloukian/Documents/ffdtg/notebooks/bentify/repro.py", line 7, in <module>
    class Input(BaseModel):
  File "/opt/homebrew/Caskroom/miniforge/base/envs/ffdtg-dev/lib/python3.10/site-packages/pydantic/_internal/_model_construction.py", line 182, in __new__
    complete_model_class(
  File "/opt/homebrew/Caskroom/miniforge/base/envs/ffdtg-dev/lib/python3.10/site-packages/pydantic/_internal/_model_construction.py", line 491, in complete_model_class
    schema = cls.__get_pydantic_core_schema__(cls, handler)
  File "/opt/homebrew/Caskroom/miniforge/base/envs/ffdtg-dev/lib/python3.10/site-packages/pydantic/main.py", line 578, in __get_pydantic_core_schema__
    return __handler(__source)
  File "/opt/homebrew/Caskroom/miniforge/base/envs/ffdtg-dev/lib/python3.10/site-packages/pydantic/_internal/_schema_generation_shared.py", line 82, in __call__
    schema = self._handler(__source_type)
  File "/opt/homebrew/Caskroom/miniforge/base/envs/ffdtg-dev/lib/python3.10/site-packages/pydantic/_internal/_generate_schema.py", line 468, in generate_schema
    schema = self._generate_schema(obj)
  File "/opt/homebrew/Caskroom/miniforge/base/envs/ffdtg-dev/lib/python3.10/site-packages/pydantic/_internal/_generate_schema.py", line 700, in _generate_schema
    schema = self._post_process_generated_schema(self._generate_schema_inner(obj))
  File "/opt/homebrew/Caskroom/miniforge/base/envs/ffdtg-dev/lib/python3.10/site-packages/pydantic/_internal/_generate_schema.py", line 722, in _generate_schema_inner
    return self._model_schema(obj)
  File "/opt/homebrew/Caskroom/miniforge/base/envs/ffdtg-dev/lib/python3.10/site-packages/pydantic/_internal/_generate_schema.py", line 541, in _model_schema
    {k: self._generate_md_field_schema(k, v, decorators) for k, v in fields.items()},
  File "/opt/homebrew/Caskroom/miniforge/base/envs/ffdtg-dev/lib/python3.10/site-packages/pydantic/_internal/_generate_schema.py", line 541, in <dictcomp>
    {k: self._generate_md_field_schema(k, v, decorators) for k, v in fields.items()},
  File "/opt/homebrew/Caskroom/miniforge/base/envs/ffdtg-dev/lib/python3.10/site-packages/pydantic/_internal/_generate_schema.py", line 886, in _generate_md_field_schema
    common_field = self._common_field_schema(name, field_info, decorators)
  File "/opt/homebrew/Caskroom/miniforge/base/envs/ffdtg-dev/lib/python3.10/site-packages/pydantic/_internal/_generate_schema.py", line 951, in _common_field_schema
    schema = self._apply_annotations(
  File "/opt/homebrew/Caskroom/miniforge/base/envs/ffdtg-dev/lib/python3.10/site-packages/pydantic/_internal/_generate_schema.py", line 1654, in _apply_annotations
    schema = get_inner_schema(source_type)
  File "/opt/homebrew/Caskroom/miniforge/base/envs/ffdtg-dev/lib/python3.10/site-packages/pydantic/_internal/_schema_generation_shared.py", line 82, in __call__
    schema = self._handler(__source_type)
  File "/opt/homebrew/Caskroom/miniforge/base/envs/ffdtg-dev/lib/python3.10/site-packages/pydantic/_internal/_generate_schema.py", line 1635, in inner_handler
    schema = self._generate_schema(obj)
  File "/opt/homebrew/Caskroom/miniforge/base/envs/ffdtg-dev/lib/python3.10/site-packages/pydantic/_internal/_generate_schema.py", line 700, in _generate_schema
    schema = self._post_process_generated_schema(self._generate_schema_inner(obj))
  File "/opt/homebrew/Caskroom/miniforge/base/envs/ffdtg-dev/lib/python3.10/site-packages/pydantic/_internal/_generate_schema.py", line 727, in _generate_schema_inner
    return self.match_type(obj)
  File "/opt/homebrew/Caskroom/miniforge/base/envs/ffdtg-dev/lib/python3.10/site-packages/pydantic/_internal/_generate_schema.py", line 814, in match_type
    return self._unknown_type_schema(obj)
  File "/opt/homebrew/Caskroom/miniforge/base/envs/ffdtg-dev/lib/python3.10/site-packages/pydantic/_internal/_generate_schema.py", line 366, in _unknown_type_schema
    raise PydanticSchemaGenerationError(
pydantic.errors.PydanticSchemaGenerationError: Unable to generate pydantic-core schema for <class 'pandas.core.frame.DataFrame'>. Set `arbitrary_types_allowed=True` in the model_config to ignore this error or implement `__get_pydantic_core_schema__` on your type to fully support it.

If you got this error by calling handler(<some type>) within `__get_pydantic_core_schema__` then you likely need to call `handler.generate_schema(<some type>)` since we do not call `__get_pydantic_core_schema__` on `<some type>` otherwise to avoid infinite recursion.

For further information visit https://errors.pydantic.dev/2.5/u/schema-for-unknown-type

If instead I try using Annotated with schemas, ie change the type definitions to

class Input(BaseModel):
    df1: Annotated[pd.DataFrame, DataframeSchema()] = Field(description="df1")


class Output(BaseModel):
    df1: Annotated[pd.DataFrame, DataframeSchema()] = Field(description="df1")
    df2: Annotated[pd.DataFrame, DataframeSchema()] = Field(description="df2")
    df3: Annotated[pd.DataFrame, DataframeSchema()] = Field(description="df3")

I run into another exception related to JSONSerialization. It looks like the encode functions aren't being triggered.

Traceback (most recent call last):
  File "/Users/aloukian/Documents/ffdtg/notebooks/bentify/repro.py", line 39, in <module>
    value = client.echo_df(df1=data)
  File "/opt/homebrew/Caskroom/miniforge/base/envs/ffdtg-dev/lib/python3.10/site-packages/_bentoml_impl/client/base.py", line 36, in method
    return self.call(name, *args, **kwargs)
  File "/opt/homebrew/Caskroom/miniforge/base/envs/ffdtg-dev/lib/python3.10/site-packages/_bentoml_impl/client/http.py", line 320, in call
    return self._call(endpoint, args, kwargs)
  File "/opt/homebrew/Caskroom/miniforge/base/envs/ffdtg-dev/lib/python3.10/site-packages/_bentoml_impl/client/http.py", line 391, in _call
    req = self._build_request(endpoint, args, kwargs, headers or {})
  File "/opt/homebrew/Caskroom/miniforge/base/envs/ffdtg-dev/lib/python3.10/site-packages/_bentoml_impl/client/http.py", line 230, in _build_request
    content=self.serde.serialize(kwargs),
  File "/opt/homebrew/Caskroom/miniforge/base/envs/ffdtg-dev/lib/python3.10/site-packages/_bentoml_impl/serde.py", line 64, in serialize
    return json.dumps(obj).encode("utf-8")
  File "/opt/homebrew/Caskroom/miniforge/base/envs/ffdtg-dev/lib/python3.10/json/__init__.py", line 231, in dumps
    return _default_encoder.encode(obj)
  File "/opt/homebrew/Caskroom/miniforge/base/envs/ffdtg-dev/lib/python3.10/json/encoder.py", line 199, in encode
    chunks = self.iterencode(o, _one_shot=True)
  File "/opt/homebrew/Caskroom/miniforge/base/envs/ffdtg-dev/lib/python3.10/json/encoder.py", line 257, in iterencode
    return _iterencode(o, 0)
  File "/opt/homebrew/Caskroom/miniforge/base/envs/ffdtg-dev/lib/python3.10/json/encoder.py", line 179, in default
    raise TypeError(f'Object of type {o.__class__.__name__} '
TypeError: Object of type DataFrame is not JSON serializable

Environment

Environment variable

BENTOML_DEBUG=''
BENTOML_QUIET=''
BENTOML_BUNDLE_LOCAL_BUILD=''
BENTOML_DO_NOT_TRACK=''
BENTOML_CONFIG=''
BENTOML_CONFIG_OPTIONS=''
BENTOML_PORT=''
BENTOML_HOST=''
BENTOML_API_WORKERS=''

System information

bentoml: 1.2.1
python: 3.10.13
platform: macOS-14.1.1-arm64-arm-64bit
uid_gid: 501:20
conda: 23.3.1
in_conda_env: True

conda_packages

name: ffdtg-dev
channels:
  - pytorch
  - conda-forge
  - nodefaults
dependencies:
  - aiobotocore=2.7.0=pyhd8ed1ab_1
  - aiohttp=3.9.1=py310hd125d64_0
  - aioitertools=0.11.0=pyhd8ed1ab_0
  - aiosignal=1.3.1=pyhd8ed1ab_0
  - annotated-types=0.6.0=pyhd8ed1ab_0
  - ansiwrap=0.8.4=py_0
  - antlr-python-runtime=4.9.3=pyhd8ed1ab_1
  - anyio=4.1.0=pyhd8ed1ab_0
  - appdirs=1.4.4=pyh9f0ad1d_0
  - appnope=0.1.3=pyhd8ed1ab_0
  - argcomplete=1.12.3=pyhd8ed1ab_0
  - argon2-cffi=23.1.0=pyhd8ed1ab_0
  - argon2-cffi-bindings=21.2.0=py310h2aa6e3c_4
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  - attrs=23.1.0=pyh71513ae_1
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  - aws-c-event-stream=0.3.2=h0574dc0_7
  - aws-c-http=0.7.14=h90b1786_2
  - aws-c-io=0.13.36=he1b4ce3_0
  - aws-c-mqtt=0.9.10=h8d54690_1
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  - aws-crt-cpp=0.24.7=hba4ac3b_6
  - aws-sdk-cpp=1.11.210=h31542fa_0
  - babel=2.13.1=pyhd8ed1ab_0
  - backports.zoneinfo=0.2.1=py310hbe9552e_8
  - beautifulsoup4=4.12.2=pyha770c72_0
  - bentoml=1.2.1=pyhd8ed1ab_0
  - black=22.12.0=py310hbe9552e_0
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  - blinker=1.7.0=pyhd8ed1ab_0
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  - brotli-python=1.1.0=py310h1253130_1
  - build=0.7.0=pyhd8ed1ab_0
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  - ca-certificates=2024.2.2=hf0a4a13_0
  - cached-property=1.5.2=hd8ed1ab_1
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  - distributed=2023.9.1=pyhd8ed1ab_0
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  - entrypoints=0.4=pyhd8ed1ab_0
  - exceptiongroup=1.2.0=pyhd8ed1ab_0
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  - gettext=0.21.1=h0186832_0
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  - gmp=6.3.0=h965bd2d_0
  - gmpy2=2.1.2=py310h2e6cad2_1
  - graphlib-backport=1.0.3=pyhd8ed1ab_0
  - h11=0.14.0=pyhd8ed1ab_0
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  - httpcore=1.0.2=pyhd8ed1ab_0
  - httpx=0.26.0=pyhd8ed1ab_0
  - hydra-core=1.3.2=pyhd8ed1ab_0
  - hyperframe=6.0.1=pyhd8ed1ab_0
  - hypothesis=6.91.0=pyha770c72_0
  - icu=73.2=hc8870d7_0
  - idna=3.6=pyhd8ed1ab_0
  - importlib-metadata=6.0.0=pyha770c72_0
  - importlib_metadata=6.0.0=hd8ed1ab_0
  - importlib_resources=6.1.1=pyhd8ed1ab_0
  - inflection=0.5.1=pyh9f0ad1d_0
  - iniconfig=2.0.0=pyhd8ed1ab_0
  - interface_meta=1.3.0=pyhd8ed1ab_0
  - ipykernel=6.26.0=pyh3cd1d5f_0
  - ipython=8.18.1=pyh31011fe_1
  - ipywidgets=8.1.1=pyhd8ed1ab_0
  - isoduration=20.11.0=pyhd8ed1ab_0
  - isort=5.12.0=pyhd8ed1ab_1
  - jaraco.classes=3.3.0=pyhd8ed1ab_0
  - jedi=0.19.1=pyhd8ed1ab_0
  - jinja2=3.1.2=pyhd8ed1ab_1
  - jmespath=1.0.1=pyhd8ed1ab_0
  - joblib=1.3.2=pyhd8ed1ab_0
  - json5=0.9.14=pyhd8ed1ab_0
  - jsonpointer=2.4=py310hbe9552e_3
  - jsonref=1.1.0=pyhd8ed1ab_0
  - jsonschema=4.20.0=pyhd8ed1ab_0
  - jsonschema-specifications=2023.11.1=pyhd8ed1ab_0
  - jsonschema-with-format=4.20.0=pyhd8ed1ab_0
  - jsonschema-with-format-nongpl=4.20.0=pyhd8ed1ab_0
  - jupyter=1.0.0=pyhd8ed1ab_10
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  - libarrow=14.0.1=ha9356e4_5_cpu
  - libarrow-acero=14.0.1=had9dd58_5_cpu
  - libarrow-dataset=14.0.1=had9dd58_5_cpu
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  - libdeflate=1.19=hb547adb_0
  - libedit=3.1.20191231=hc8eb9b7_2
  - libev=4.33=h642e427_1
  - libevent=2.1.12=h2757513_1
  - libexpat=2.5.0=hb7217d7_1
  - libffi=3.4.2=h3422bc3_5
  - libgfortran=5.0.0=13_2_0_hd922786_1
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  - libgoogle-cloud=2.12.0=hfb399a7_4
  - libgrpc=1.59.3=hbcf6334_0
  - libiconv=1.17=he4db4b2_0
  - libjpeg-turbo=3.0.0=hb547adb_1
  - liblapack=3.9.0=20_osxarm64_openblas
  - libllvm15=15.0.7=h504e6bf_3
  - libnghttp2=1.58.0=ha4dd798_0
  - libopenblas=0.3.25=openmp_h6c19121_0
  - libparquet=14.0.1=heaab74a_5_cpu
  - libpng=1.6.39=h76d750c_0
  - libprotobuf=4.24.4=hc9861d8_0
  - libre2-11=2023.06.02=h1753957_0
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  - libsqlite=3.44.2=h091b4b1_0
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  - markupsafe=2.1.3=py310h2aa6e3c_1
  - matplotlib-base=3.8.2=py310h9d2df84_0
  - matplotlib-inline=0.1.6=pyhd8ed1ab_0
  - mccabe=0.7.0=pyhd8ed1ab_0
  - mdit-py-plugins=0.4.0=pyhd8ed1ab_0
  - mdurl=0.1.0=pyhd8ed1ab_0
  - mistune=3.0.2=pyhd8ed1ab_0
  - monotonic=1.5=py_0
  - more-itertools=10.1.0=pyhd8ed1ab_0
  - mpc=1.3.1=h91ba8db_0
  - mpfr=4.2.1=h9546428_0
  - mpmath=1.3.0=pyhd8ed1ab_0
  - msgpack-python=1.0.7=py310hd137fd4_0
  - multidict=6.0.4=py310h8e9501a_1
  - multimethod=1.9.1=pyhd8ed1ab_0
  - munkres=1.1.4=pyh9f0ad1d_0
  - mypy=1.7.1=py310hd125d64_0
  - mypy_extensions=1.0.0=pyha770c72_0
  - nbclient=0.8.0=pyhd8ed1ab_0
  - nbconvert=7.11.0=pyhd8ed1ab_0
  - nbconvert-core=7.11.0=pyhd8ed1ab_0
  - nbconvert-pandoc=7.11.0=pyhd8ed1ab_0
  - nbformat=5.9.2=pyhd8ed1ab_0
  - ncurses=6.4=h463b476_2
  - neptune=1.8.5=pyhd8ed1ab_0
  - nest-asyncio=1.5.8=pyhd8ed1ab_0
  - networkx=3.2.1=pyhd8ed1ab_0
  - nh3=0.2.14=py310had9acf8_1
  - notebook=7.0.6=pyhd8ed1ab_0
  - notebook-shim=0.2.3=pyhd8ed1ab_0
  - nox=2021.10.1=pyhd8ed1ab_0
  - numpy=1.26.2=py310h30ee222_0
  - nvidia-ml-py=11.525.131=pyhd8ed1ab_0
  - oauthlib=3.2.2=pyhd8ed1ab_0
  - omegaconf=2.3.0=pyhd8ed1ab_0
  - openjpeg=2.5.0=h4c1507b_3
  - openssl=3.2.1=h0d3ecfb_0
  - opentelemetry-api=1.20.0=pyhd8ed1ab_0
  - opentelemetry-instrumentation=0.41b0=pyhd8ed1ab_0
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  - opentelemetry-sdk=1.20.0=pyhd8ed1ab_0
  - opentelemetry-semantic-conventions=0.41b0=pyhd8ed1ab_0
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  - orc=1.9.2=h7c018df_0
  - overrides=7.4.0=pyhd8ed1ab_0
  - packaging=23.2=pyhd8ed1ab_0
  - pandera=0.17.2=hd8ed1ab_1
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  - pandoc=3.1.3=hce30654_0
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  - parso=0.8.3=pyhd8ed1ab_0
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  - pep517=0.13.0=pyhd8ed1ab_0
  - perl=5.32.1=4_hf2054a2_perl5
  - pexpect=4.8.0=pyh1a96a4e_2
  - pickleshare=0.7.5=py_1003
  - pillow=10.1.0=py310hfae7ebd_0
  - pip=23.3.1=pyhd8ed1ab_0
  - pip-requirements-parser=32.0.1=pyhd8ed1ab_0
  - pip-tools=7.3.0=pyhd8ed1ab_0
  - pkginfo=1.9.6=pyhd8ed1ab_0
  - pkgutil-resolve-name=1.3.10=pyhd8ed1ab_1
  - platformdirs=4.0.0=pyhd8ed1ab_0
  - pluggy=1.3.0=pyhd8ed1ab_0
  - polars=0.20.1=py310h47eff2d_0
  - prometheus_client=0.19.0=pyhd8ed1ab_0
  - prompt-toolkit=3.0.41=pyha770c72_0
  - prompt_toolkit=3.0.41=hd8ed1ab_0
  - psutil=5.9.5=py310h2aa6e3c_1
  - pthread-stubs=0.4=h27ca646_1001
  - ptyprocess=0.7.0=pyhd3deb0d_0
  - pure_eval=0.2.2=pyhd8ed1ab_0
  - py=1.11.0=pyh6c4a22f_0
  - pyarrow=14.0.1=py310hf2cf3de_5_cpu
  - pycparser=2.21=pyhd8ed1ab_0
  - pydantic=2.5.2=pyhd8ed1ab_0
  - pydantic-core=2.14.5=py310hd442715_0
  - pygments=2.17.2=pyhd8ed1ab_0
  - pyjwt=2.8.0=pyhd8ed1ab_0
  - pylint=3.0.2=pyhd8ed1ab_0
  - pyobjc-core=10.0=py310hd07e440_0
  - pyobjc-framework-cocoa=10.0=py310hd07e440_1
  - pyparsing=3.1.1=pyhd8ed1ab_0
  - pysocks=1.7.1=pyha2e5f31_6
  - pytest=7.4.3=pyhd8ed1ab_0
  - pytest-cov=4.1.0=pyhd8ed1ab_0
  - pytest-mock=3.12.0=pyhd8ed1ab_0
  - python=3.10.13=h2469fbe_0_cpython
  - python-build=0.9.0=pyhd8ed1ab_0
  - python-dateutil=2.8.2=pyhd8ed1ab_0
  - python-fastjsonschema=2.19.0=pyhd8ed1ab_0
  - python-json-logger=2.0.7=pyhd8ed1ab_0
  - python-multipart=0.0.6=pyhd8ed1ab_0
  - python-tzdata=2023.3=pyhd8ed1ab_0
  - python_abi=3.10=4_cp310
  - pytorch=2.1.1=py3.10_0
  - pytorch-lightning=2.1.1=pyhd8ed1ab_0
  - pytz=2023.3.post1=pyhd8ed1ab_0
  - pyyaml=6.0.1=py310h2aa6e3c_1
  - pyzmq=25.1.1=py310h7e65269_2
  - qtconsole-base=5.5.1=pyha770c72_0
  - qtpy=2.4.1=pyhd8ed1ab_0
  - re2=2023.06.02=h6135d0a_0
  - readline=8.2=h92ec313_1
  - readme_renderer=42.0=pyhd8ed1ab_0
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  - requests-toolbelt=1.0.0=pyhd8ed1ab_0
  - rfc3339-validator=0.1.4=pyhd8ed1ab_0
  - rfc3986=2.0.0=pyhd8ed1ab_0
  - rfc3986-validator=0.1.1=pyh9f0ad1d_0
  - rfc3987=1.3.8=py_0
  - rich=13.7.0=pyhd8ed1ab_0
  - rpds-py=0.13.1=py310hd442715_0
  - s3fs=2023.10.0=pyhd8ed1ab_0
  - s3transfer=0.7.0=pyhd8ed1ab_1
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  - swagger-spec-validator=3.0.3=pyhd8ed1ab_0
  - sympy=1.12=pypyh9d50eac_103
  - syrupy=4.6.0=pyhd8ed1ab_0
  - tblib=2.0.0=pyhd8ed1ab_0
  - tenacity=8.2.3=pyhd8ed1ab_0
  - terminado=0.18.0=pyh31c8845_0
  - textwrap3=0.9.2=py_0
  - threadpoolctl=3.2.0=pyha21a80b_0
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  - tk=8.6.13=h5083fa2_1
  - toml=0.10.2=pyhd8ed1ab_0
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  - tomlkit=0.12.3=pyha770c72_0
  - toolz=0.12.0=pyhd8ed1ab_0
  - torchmetrics=1.2.0=pyhd8ed1ab_0
  - tornado=6.3.3=py310h2aa6e3c_1
  - tqdm=4.66.1=pyhd8ed1ab_0
  - traitlets=5.14.0=pyhd8ed1ab_0
  - twine=4.0.2=pyhd8ed1ab_0
  - typeguard=4.1.5=pyhd8ed1ab_1
  - types-docutils=0.20.0.3=pyhd8ed1ab_0
  - types-python-dateutil=2.8.19.14=pyhd8ed1ab_0
  - types-setuptools=69.0.0.0=pyhd8ed1ab_0
  - typing=3.10.0.0=pyhd8ed1ab_0
  - typing-extensions=4.8.0=hd8ed1ab_0
  - typing_extensions=4.8.0=pyha770c72_0
  - typing_inspect=0.9.0=pyhd8ed1ab_0
  - typing_utils=0.1.0=pyhd8ed1ab_0
  - tzdata=2023c=h71feb2d_0
  - unicodedata2=15.1.0=py310h2aa6e3c_0
  - uri-template=1.3.0=pyhd8ed1ab_0
  - urllib3=1.26.18=pyhd8ed1ab_0
  - uvicorn=0.27.0.post1=py310hbe9552e_0
  - virtualenv=20.24.7=pyhd8ed1ab_0
  - watchfiles=0.21.0=py310hd442715_0
  - wcwidth=0.2.12=pyhd8ed1ab_0
  - webcolors=1.13=pyhd8ed1ab_0
  - webencodings=0.5.1=pyhd8ed1ab_2
  - websocket-client=1.6.4=pyhd8ed1ab_0
  - wheel=0.42.0=pyhd8ed1ab_0
  - widgetsnbextension=4.0.9=pyhd8ed1ab_0
  - wrapt=1.16.0=py310hd125d64_0
  - xorg-libxau=1.0.11=hb547adb_0
  - xorg-libxdmcp=1.1.3=h27ca646_0
  - xyzservices=2023.10.1=pyhd8ed1ab_0
  - xz=5.2.6=h57fd34a_0
  - yaml=0.2.5=h3422bc3_2
  - yarl=1.9.3=py310hd125d64_0
  - zeromq=4.3.5=h965bd2d_0
  - zict=3.0.0=pyhd8ed1ab_0
  - zipp=3.17.0=pyhd8ed1ab_0
  - zstd=1.5.5=h4f39d0f_0
  - pip:
      - choix==0.3.5
      - datasets==2.15.0
      - ffdtg==2023.12.1+git
      - huggingface-hub==0.19.4
      - multiprocess==0.70.15
      - pacquet==2023.11.1
      - pandas==1.5.3
      - patsy==0.5.3
      - pyarrow-hotfix==0.6
      - statsmodels==0.14.0
      - substrat==2023.11.0
      - xxhash==3.4.1
prefix: /opt/homebrew/Caskroom/miniforge/base/envs/ffdtg-dev

pip_packages

aiobotocore @ file:///home/conda/feedstock_root/build_artifacts/aiobotocore_1698794841925/work
aiohttp @ file:///Users/runner/miniforge3/conda-bld/aiohttp_1701099674487/work
aioitertools @ file:///home/conda/feedstock_root/build_artifacts/aioitertools_1663521246073/work
aiosignal @ file:///home/conda/feedstock_root/build_artifacts/aiosignal_1667935791922/work
annotated-types @ file:///home/conda/feedstock_root/build_artifacts/annotated-types_1696634205638/work
ansiwrap==0.8.4
antlr4-python3-runtime @ file:///home/conda/feedstock_root/build_artifacts/antlr-python-runtime-meta_1638309185939/work
anyio @ file:///home/conda/feedstock_root/build_artifacts/anyio_1700835416766/work
appdirs @ file:///home/conda/feedstock_root/build_artifacts/appdirs_1603108395799/work
appnope @ file:///home/conda/feedstock_root/build_artifacts/appnope_1649077682618/work
argcomplete @ file:///home/conda/feedstock_root/build_artifacts/argcomplete_1618899916290/work
argon2-cffi @ file:///home/conda/feedstock_root/build_artifacts/argon2-cffi_1692818318753/work
argon2-cffi-bindings @ file:///Users/runner/miniforge3/conda-bld/argon2-cffi-bindings_1695386808436/work
arrow @ file:///home/conda/feedstock_root/build_artifacts/arrow_1696128962909/work
asgiref @ file:///home/conda/feedstock_root/build_artifacts/asgiref_1685243452975/work
astor @ file:///home/conda/feedstock_root/build_artifacts/astor_1593610464257/work
astroid @ file:///Users/runner/miniforge3/conda-bld/astroid_1697450310794/work
asttokens @ file:///home/conda/feedstock_root/build_artifacts/asttokens_1698341106958/work
async-lru @ file:///home/conda/feedstock_root/build_artifacts/async-lru_1690563019058/work
async-timeout @ file:///home/conda/feedstock_root/build_artifacts/async-timeout_1691763562544/work
attrs @ file:///home/conda/feedstock_root/build_artifacts/attrs_1683424013410/work
autograd @ file:///home/conda/feedstock_root/build_artifacts/autograd_1687792649724/work
autograd-gamma @ file:///home/conda/feedstock_root/build_artifacts/autograd-gamma_1602812384676/work
Babel @ file:///home/conda/feedstock_root/build_artifacts/babel_1698174530262/work
beautifulsoup4 @ file:///home/conda/feedstock_root/build_artifacts/beautifulsoup4_1680888073205/work
bentoml @ file:///home/conda/feedstock_root/build_artifacts/bentoml_1706967556686/work
black @ file:///Users/runner/miniforge3/conda-bld/black-recipe_1673540227178/work
bleach @ file:///home/conda/feedstock_root/build_artifacts/bleach_1696630167146/work
blinker @ file:///home/conda/feedstock_root/build_artifacts/blinker_1698890160476/work
bokeh @ file:///home/conda/feedstock_root/build_artifacts/bokeh_1699566645499/work
boto3 @ file:///home/conda/feedstock_root/build_artifacts/boto3_1697498526627/work
botocore @ file:///home/conda/feedstock_root/build_artifacts/botocore_1697493325699/work
bravado @ file:///home/conda/feedstock_root/build_artifacts/bravado_1614723672758/work
bravado-core @ file:///home/conda/feedstock_root/build_artifacts/bravado-core_1662640043835/work
Brotli @ file:///Users/runner/miniforge3/conda-bld/brotli-split_1695989934239/work
build @ file:///home/conda/feedstock_root/build_artifacts/build_1631843634284/work
cached-property @ file:///home/conda/feedstock_root/build_artifacts/cached_property_1615209429212/work
cattrs @ file:///home/conda/feedstock_root/build_artifacts/cattrs_1685682319569/work
certifi @ file:///home/conda/feedstock_root/build_artifacts/certifi_1707022139797/work/certifi
cffi @ file:///Users/runner/miniforge3/conda-bld/cffi_1696001737800/work
charset-normalizer @ file:///home/conda/feedstock_root/build_artifacts/charset-normalizer_1698833585322/work
choix==0.3.5
circus @ file:///home/conda/feedstock_root/build_artifacts/circus_1668846026855/work
click @ file:///home/conda/feedstock_root/build_artifacts/click_1692311806742/work
click-option-group @ file:///home/conda/feedstock_root/build_artifacts/click-option-group_1686394190925/work
cloudpickle @ file:///home/conda/feedstock_root/build_artifacts/cloudpickle_1697464713350/work
cmarkgfm @ file:///Users/runner/miniforge3/conda-bld/cmarkgfm_1695669875167/work
colorama @ file:///home/conda/feedstock_root/build_artifacts/colorama_1666700638685/work
colored @ file:///home/conda/feedstock_root/build_artifacts/colored_1673785574049/work
colorlog==4.8.0
comm @ file:///home/conda/feedstock_root/build_artifacts/comm_1691044910542/work
contextlib2 @ file:///home/conda/feedstock_root/build_artifacts/contextlib2_1624848568296/work
contourpy @ file:///Users/runner/miniforge3/conda-bld/contourpy_1699041432046/work
coverage @ file:///Users/runner/miniforge3/conda-bld/coverage_1696281819137/work
cryptography @ file:///Users/runner/miniforge3/conda-bld/cryptography-split_1701145370512/work
cycler @ file:///home/conda/feedstock_root/build_artifacts/cycler_1696677705766/work
cytoolz @ file:///Users/runner/miniforge3/conda-bld/cytoolz_1695545234209/work
dask @ file:///home/conda/feedstock_root/build_artifacts/dask-core_1694036703782/work
datasets==2.15.0
debugpy @ file:///Users/runner/miniforge3/conda-bld/debugpy_1695534362840/work
decorator @ file:///home/conda/feedstock_root/build_artifacts/decorator_1641555617451/work
deepmerge @ file:///home/conda/feedstock_root/build_artifacts/deepmerge_1702941685750/work
defusedxml @ file:///home/conda/feedstock_root/build_artifacts/defusedxml_1615232257335/work
Deprecated @ file:///home/conda/feedstock_root/build_artifacts/deprecated_1685233314779/work
dill @ file:///home/conda/feedstock_root/build_artifacts/dill_1690101045195/work
distlib @ file:///home/conda/feedstock_root/build_artifacts/distlib_1689598491484/work
distributed @ file:///home/conda/feedstock_root/build_artifacts/distributed_1694038931268/work
docutils @ file:///Users/runner/miniforge3/conda-bld/docutils_1695300456210/work
dunamai @ file:///home/conda/feedstock_root/build_artifacts/dunamai_1696465734471/work
einops @ file:///home/conda/feedstock_root/build_artifacts/einops_1696154234947/work
entrypoints @ file:///home/conda/feedstock_root/build_artifacts/entrypoints_1643888246732/work
exceptiongroup @ file:///home/conda/feedstock_root/build_artifacts/exceptiongroup_1700579780973/work
executing @ file:///home/conda/feedstock_root/build_artifacts/executing_1698579936712/work
fastjsonschema @ file:///home/conda/feedstock_root/build_artifacts/python-fastjsonschema_1700055509243/work/dist
-e git+ssh://git@github.com/unlearnai/ffdtg.git@aa37fd9c1838fb2daa621245272d633b46d3cdb5#egg=ffdtg
filelock @ file:///home/conda/feedstock_root/build_artifacts/filelock_1698714947081/work
fonttools @ file:///Users/runner/miniforge3/conda-bld/fonttools_1700736906828/work
formulaic @ file:///home/conda/feedstock_root/build_artifacts/formulaic_1696462096885/work
fqdn @ file:///home/conda/feedstock_root/build_artifacts/fqdn_1638810296540/work/dist
frozenlist @ file:///Users/runner/miniforge3/conda-bld/frozenlist_1695377807068/work
fs @ file:///home/conda/feedstock_root/build_artifacts/fs_1683650158618/work
fsspec @ file:///home/conda/feedstock_root/build_artifacts/fsspec_1697919321618/work
future @ file:///home/conda/feedstock_root/build_artifacts/future_1673596611778/work
gitdb @ file:///home/conda/feedstock_root/build_artifacts/gitdb_1697791558612/work
GitPython @ file:///home/conda/feedstock_root/build_artifacts/gitpython_1697650329377/work
gmpy2 @ file:///Users/runner/miniforge3/conda-bld/gmpy2_1666808753481/work
graphlib-backport @ file:///home/conda/feedstock_root/build_artifacts/graphlib-backport_1635566048409/work
h11 @ file:///home/conda/feedstock_root/build_artifacts/h11_1664132893548/work
h2 @ file:///home/conda/feedstock_root/build_artifacts/h2_1634280454336/work
hpack==4.0.0
httpcore @ file:///home/conda/feedstock_root/build_artifacts/httpcore_1699629103338/work
httpx @ file:///home/conda/feedstock_root/build_artifacts/httpx_1703084696194/work
huggingface-hub==0.19.4
hydra-core @ file:///home/conda/feedstock_root/build_artifacts/hydra-core_1677543700389/work
hyperframe @ file:///home/conda/feedstock_root/build_artifacts/hyperframe_1619110129307/work
hypothesis @ file:///home/conda/feedstock_root/build_artifacts/hypothesis_1701088411027/work
idna @ file:///home/conda/feedstock_root/build_artifacts/idna_1701026962277/work
importlib-metadata @ file:///home/conda/feedstock_root/build_artifacts/importlib-metadata_1672612343532/work
importlib-resources @ file:///home/conda/feedstock_root/build_artifacts/importlib_resources_1699364556997/work
inflection @ file:///home/conda/feedstock_root/build_artifacts/inflection_1598089801258/work
iniconfig @ file:///home/conda/feedstock_root/build_artifacts/iniconfig_1673103042956/work
interface-meta @ file:///home/conda/feedstock_root/build_artifacts/interface_meta_1649035999670/work
ipykernel @ file:///Users/runner/miniforge3/conda-bld/ipykernel_1698244280508/work
ipython @ file:///home/conda/feedstock_root/build_artifacts/ipython_1701092366260/work
ipywidgets @ file:///home/conda/feedstock_root/build_artifacts/ipywidgets_1694607144474/work
isoduration @ file:///home/conda/feedstock_root/build_artifacts/isoduration_1638811571363/work/dist
isort @ file:///home/conda/feedstock_root/build_artifacts/isort_1675033873689/work
jaraco.classes @ file:///home/conda/feedstock_root/build_artifacts/jaraco.classes_1689112411129/work
jedi @ file:///home/conda/feedstock_root/build_artifacts/jedi_1696326070614/work
Jinja2 @ file:///home/conda/feedstock_root/build_artifacts/jinja2_1654302431367/work
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jsonref @ file:///home/conda/feedstock_root/build_artifacts/jsonref_1699510629306/work
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jupyter-console @ file:///home/conda/feedstock_root/build_artifacts/jupyter_console_1678118109161/work
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jupyter-lsp @ file:///home/conda/feedstock_root/build_artifacts/jupyter-lsp-meta_1701091994466/work/jupyter-lsp
jupyter_client @ file:///home/conda/feedstock_root/build_artifacts/jupyter_client_1699283905679/work
jupyter_core @ file:///Users/runner/miniforge3/conda-bld/jupyter_core_1698673744260/work
jupyter_server @ file:///home/conda/feedstock_root/build_artifacts/jupyter_server_1701102073871/work
jupyter_server_terminals @ file:///home/conda/feedstock_root/build_artifacts/jupyter_server_terminals_1673491454549/work
jupyterlab @ file:///home/conda/feedstock_root/build_artifacts/jupyterlab_1700340792423/work
jupyterlab-widgets @ file:///home/conda/feedstock_root/build_artifacts/jupyterlab_widgets_1694598704522/work
jupyterlab_pygments @ file:///home/conda/feedstock_root/build_artifacts/jupyterlab_pygments_1700744013163/work
jupyterlab_server @ file:///home/conda/feedstock_root/build_artifacts/jupyterlab_server-split_1700310846957/work
jupytext @ file:///home/conda/feedstock_root/build_artifacts/jupytext_1694949895363/work
keyring @ file:///Users/runner/miniforge3/conda-bld/keyring_1699923901795/work
kiwisolver @ file:///Users/runner/miniforge3/conda-bld/kiwisolver_1695379982481/work
lifelines @ file:///home/conda/feedstock_root/build_artifacts/lifelines_1694622406405/work
lightning-utilities @ file:///home/conda/feedstock_root/build_artifacts/lightning-utilities_1700426561521/work
locket @ file:///home/conda/feedstock_root/build_artifacts/locket_1650660393415/work
loguru @ file:///Users/runner/miniforge3/conda-bld/loguru_1695547399465/work
lz4 @ file:///Users/runner/miniforge3/conda-bld/lz4_1695448815229/work
markdown-it-py @ file:///home/conda/feedstock_root/build_artifacts/markdown-it-py_1686175045316/work
MarkupSafe @ file:///Users/runner/miniforge3/conda-bld/markupsafe_1695367646585/work
matplotlib @ file:///Users/runner/miniforge3/conda-bld/matplotlib-suite_1700509537450/work
matplotlib-inline @ file:///home/conda/feedstock_root/build_artifacts/matplotlib-inline_1660814786464/work
mccabe @ file:///home/conda/feedstock_root/build_artifacts/mccabe_1643049622439/work
mdit-py-plugins @ file:///home/conda/feedstock_root/build_artifacts/mdit-py-plugins_1686175351422/work
mdurl @ file:///home/conda/feedstock_root/build_artifacts/mdurl_1639515908913/work
mistune @ file:///home/conda/feedstock_root/build_artifacts/mistune_1698947099619/work
monotonic==1.5
more-itertools @ file:///home/conda/feedstock_root/build_artifacts/more-itertools_1691086935839/work
mpmath @ file:///home/conda/feedstock_root/build_artifacts/mpmath_1678228039184/work
msgpack @ file:///Users/runner/miniforge3/conda-bld/msgpack-python_1700926604244/work
multidict @ file:///Users/runner/miniforge3/conda-bld/multidict_1696716121514/work
multimethod @ file:///home/conda/feedstock_root/build_artifacts/multimethod_1677278728711/work
multiprocess==0.70.15
munkres==1.1.4
mypy @ file:///Users/runner/miniforge3/conda-bld/mypy-split_1700772656544/work
mypy-extensions @ file:///home/conda/feedstock_root/build_artifacts/mypy_extensions_1675543315189/work
nbclient @ file:///home/conda/feedstock_root/build_artifacts/nbclient_1684790896106/work
nbconvert @ file:///home/conda/feedstock_root/build_artifacts/nbconvert-meta_1699285928227/work
nbformat @ file:///home/conda/feedstock_root/build_artifacts/nbformat_1690814868471/work
neptune @ file:///home/conda/feedstock_root/build_artifacts/neptune_1700583608127/work
nest-asyncio @ file:///home/conda/feedstock_root/build_artifacts/nest-asyncio_1697083700168/work
networkx @ file:///home/conda/feedstock_root/build_artifacts/networkx_1698504735452/work
nh3 @ file:///Users/runner/miniforge3/conda-bld/nh3_1695423287902/work
notebook @ file:///home/conda/feedstock_root/build_artifacts/notebook_1697550696415/work
notebook_shim @ file:///home/conda/feedstock_root/build_artifacts/notebook-shim_1682360583588/work
nox @ file:///home/conda/feedstock_root/build_artifacts/nox_1633199801968/work
numpy @ file:///Users/runner/miniforge3/conda-bld/numpy_1700874570447/work/dist/numpy-1.26.2-cp310-cp310-macosx_11_0_arm64.whl#sha256=4224a3c6f92fd1fcab6f4743cead9eedbb8161ca17ccda9dd9a056f992095798
nvidia-ml-py @ file:///home/conda/feedstock_root/build_artifacts/nvidia-ml-py_1688171990873/work
oauthlib @ file:///home/conda/feedstock_root/build_artifacts/oauthlib_1666056362788/work
omegaconf @ file:///home/conda/feedstock_root/build_artifacts/omegaconf_1670575376789/work
opentelemetry-api @ file:///home/conda/feedstock_root/build_artifacts/opentelemetry-api_1693876773665/work
opentelemetry-instrumentation @ file:///home/conda/feedstock_root/build_artifacts/opentelemetry-instrumentation_1694479097639/work
opentelemetry-instrumentation-aiohttp-client @ file:///home/conda/feedstock_root/build_artifacts/opentelemetry-instrumentation-aiohttp-client_1694590957674/work
opentelemetry-instrumentation-asgi @ file:///home/conda/feedstock_root/build_artifacts/opentelemetry-instrumentation-asgi_1694598742186/work
opentelemetry-sdk @ file:///home/conda/feedstock_root/build_artifacts/opentelemetry-sdk_1694936834333/work
opentelemetry-semantic-conventions @ file:///home/conda/feedstock_root/build_artifacts/opentelemetry-semantic-conventions_1694312669793/work
opentelemetry-util-http @ file:///home/conda/feedstock_root/build_artifacts/opentelemetry-util-http_1694494133477/work
overrides @ file:///home/conda/feedstock_root/build_artifacts/overrides_1691338815398/work
packaging @ file:///home/conda/feedstock_root/build_artifacts/packaging_1696202382185/work
pacquet==2023.11.1
pandas==1.5.3
pandera @ file:///home/conda/feedstock_root/build_artifacts/pandera-suite_1699103763932/work
pandocfilters @ file:///home/conda/feedstock_root/build_artifacts/pandocfilters_1631603243851/work
papermill @ file:///home/conda/feedstock_root/build_artifacts/papermill_1693430885741/work
parso @ file:///home/conda/feedstock_root/build_artifacts/parso_1638334955874/work
partd @ file:///home/conda/feedstock_root/build_artifacts/partd_1695667515973/work
pathspec @ file:///home/conda/feedstock_root/build_artifacts/pathspec_1690597952537/work
patsy==0.5.3
pep517 @ file:///home/conda/feedstock_root/build_artifacts/pep517_1667916641627/work
pexpect @ file:///home/conda/feedstock_root/build_artifacts/pexpect_1667297516076/work
pickleshare @ file:///home/conda/feedstock_root/build_artifacts/pickleshare_1602536217715/work
Pillow @ file:///Users/runner/miniforge3/conda-bld/pillow_1697423698186/work
pip-requirements-parser @ file:///home/conda/feedstock_root/build_artifacts/pip-requirements-parser_1672265598496/work
pip-tools @ file:///home/conda/feedstock_root/build_artifacts/pip-tools_1691545640381/work
pkginfo @ file:///home/conda/feedstock_root/build_artifacts/pkginfo_1673281726124/work
pkgutil_resolve_name @ file:///home/conda/feedstock_root/build_artifacts/pkgutil-resolve-name_1694617248815/work
platformdirs @ file:///home/conda/feedstock_root/build_artifacts/platformdirs_1699715570510/work
pluggy @ file:///home/conda/feedstock_root/build_artifacts/pluggy_1693086607691/work
polars @ file:///Users/runner/miniforge3/conda-bld/polars_1702954546507/work
prometheus-client @ file:///home/conda/feedstock_root/build_artifacts/prometheus_client_1700579315247/work
prompt-toolkit @ file:///home/conda/feedstock_root/build_artifacts/prompt-toolkit_1699963054032/work
psutil @ file:///Users/runner/miniforge3/conda-bld/psutil_1695367212704/work
ptyprocess @ file:///home/conda/feedstock_root/build_artifacts/ptyprocess_1609419310487/work/dist/ptyprocess-0.7.0-py2.py3-none-any.whl
pure-eval @ file:///home/conda/feedstock_root/build_artifacts/pure_eval_1642875951954/work
py @ file:///home/conda/feedstock_root/build_artifacts/py_1636301881863/work
pyarrow==14.0.1
pyarrow-hotfix==0.6
pycparser @ file:///home/conda/feedstock_root/build_artifacts/pycparser_1636257122734/work
pydantic @ file:///home/conda/feedstock_root/build_artifacts/pydantic_1700669197061/work
pydantic_core @ file:///Users/runner/miniforge3/conda-bld/pydantic-core_1700664087163/work
Pygments @ file:///home/conda/feedstock_root/build_artifacts/pygments_1700607939962/work
PyJWT @ file:///home/conda/feedstock_root/build_artifacts/pyjwt_1689721553971/work
pylint @ file:///home/conda/feedstock_root/build_artifacts/pylint_1698005019851/work
pyobjc-core @ file:///Users/runner/miniforge3/conda-bld/pyobjc-core_1695560246768/work
pyobjc-framework-Cocoa @ file:///Users/runner/miniforge3/conda-bld/pyobjc-framework-cocoa_1695716677298/work
pyparsing @ file:///home/conda/feedstock_root/build_artifacts/pyparsing_1690737849915/work
PySocks @ file:///home/conda/feedstock_root/build_artifacts/pysocks_1661604839144/work
pytest @ file:///home/conda/feedstock_root/build_artifacts/pytest_1698233724984/work
pytest-cov @ file:///home/conda/feedstock_root/build_artifacts/pytest-cov_1684964868191/work
pytest-mock @ file:///home/conda/feedstock_root/build_artifacts/pytest-mock_1697739553163/work
python-dateutil @ file:///home/conda/feedstock_root/build_artifacts/python-dateutil_1626286286081/work
python-json-logger @ file:///home/conda/feedstock_root/build_artifacts/python-json-logger_1677079630776/work
python-multipart @ file:///home/conda/feedstock_root/build_artifacts/python-multipart_1679167423335/work
pytorch-lightning @ file:///home/conda/feedstock_root/build_artifacts/pytorch-lightning_1700198742698/work
pytz @ file:///home/conda/feedstock_root/build_artifacts/pytz_1693930252784/work
PyYAML @ file:///Users/runner/miniforge3/conda-bld/pyyaml_1695373498369/work
pyzmq @ file:///Users/runner/miniforge3/conda-bld/pyzmq_1698062516368/work
qtconsole @ file:///home/conda/feedstock_root/build_artifacts/qtconsole-base_1700168901209/work
QtPy @ file:///home/conda/feedstock_root/build_artifacts/qtpy_1698112029416/work
readme-renderer @ file:///home/conda/feedstock_root/build_artifacts/readme_renderer_1694242704995/work
referencing @ file:///home/conda/feedstock_root/build_artifacts/referencing_1701294642027/work
requests @ file:///home/conda/feedstock_root/build_artifacts/requests_1684774241324/work
requests-oauthlib @ file:///home/conda/feedstock_root/build_artifacts/requests-oauthlib_1643557462909/work
requests-toolbelt @ file:///home/conda/feedstock_root/build_artifacts/requests-toolbelt_1682953341151/work
rfc3339-validator @ file:///home/conda/feedstock_root/build_artifacts/rfc3339-validator_1638811747357/work
rfc3986 @ file:///home/conda/feedstock_root/build_artifacts/rfc3986_1641825045899/work
rfc3986-validator @ file:///home/conda/feedstock_root/build_artifacts/rfc3986-validator_1598024191506/work
rfc3987==1.3.8
rich @ file:///home/conda/feedstock_root/build_artifacts/rich-split_1700160075651/work/dist
rpds-py @ file:///Users/runner/miniforge3/conda-bld/rpds-py_1700527054891/work
s3fs @ file:///home/conda/feedstock_root/build_artifacts/s3fs_1697920924160/work
s3transfer @ file:///home/conda/feedstock_root/build_artifacts/s3transfer_1701077526275/work
schema @ file:///home/conda/feedstock_root/build_artifacts/schema_1684241031536/work
scikit-learn @ file:///Users/runner/miniforge3/conda-bld/scikit-learn_1698224924714/work
SciPy @ file:///Users/runner/miniforge3/conda-bld/scipy-split_1700812700233/work/dist/scipy-1.11.4-cp310-cp310-macosx_11_0_arm64.whl#sha256=375d32c2e30658f658c57cabef9cbbe6df2df8a14f5cb858d49fc66e910be7a5
Send2Trash @ file:///Users/runner/miniforge3/conda-bld/send2trash_1682601407921/work
simple-di @ file:///home/conda/feedstock_root/build_artifacts/simple-di_1656418562483/work
simplejson @ file:///Users/runner/miniforge3/conda-bld/simplejson_1696595920572/work
six @ file:///home/conda/feedstock_root/build_artifacts/six_1620240208055/work
smmap @ file:///home/conda/feedstock_root/build_artifacts/smmap_1634310307496/work
sniffio @ file:///home/conda/feedstock_root/build_artifacts/sniffio_1662051266223/work
sortedcontainers @ file:///home/conda/feedstock_root/build_artifacts/sortedcontainers_1621217038088/work
soupsieve @ file:///home/conda/feedstock_root/build_artifacts/soupsieve_1693929250441/work
stack-data @ file:///home/conda/feedstock_root/build_artifacts/stack_data_1669632077133/work
starlette @ file:///home/conda/feedstock_root/build_artifacts/starlette-recipe_1706012723986/work
statsmodels==0.14.0
substrat==2023.11.0
swagger-spec-validator @ file:///home/conda/feedstock_root/build_artifacts/swagger-spec-validator_1667582568661/work
sympy @ file:///home/conda/feedstock_root/build_artifacts/sympy_1684180540116/work
syrupy @ file:///home/conda/feedstock_root/build_artifacts/syrupy_1698233433310/work
tblib @ file:///home/conda/feedstock_root/build_artifacts/tblib_1694702375735/work
tenacity @ file:///home/conda/feedstock_root/build_artifacts/tenacity_1692026804430/work
terminado @ file:///Users/runner/miniforge3/conda-bld/terminado_1699810180257/work
textwrap3==0.9.2
threadpoolctl @ file:///home/conda/feedstock_root/build_artifacts/threadpoolctl_1689261241048/work
tinycss2 @ file:///home/conda/feedstock_root/build_artifacts/tinycss2_1666100256010/work
toml @ file:///home/conda/feedstock_root/build_artifacts/toml_1604308577558/work
tomli @ file:///home/conda/feedstock_root/build_artifacts/tomli_1644342247877/work
tomlkit @ file:///home/conda/feedstock_root/build_artifacts/tomlkit_1700046708542/work
toolz @ file:///home/conda/feedstock_root/build_artifacts/toolz_1657485559105/work
torch==2.1.1
torchmetrics @ file:///home/conda/feedstock_root/build_artifacts/torchmetrics_1695676540578/work
tornado @ file:///Users/runner/miniforge3/conda-bld/tornado_1695373625840/work
tqdm @ file:///home/conda/feedstock_root/build_artifacts/tqdm_1691671248568/work
traitlets @ file:///home/conda/feedstock_root/build_artifacts/traitlets_1701095650114/work
twine @ file:///home/conda/feedstock_root/build_artifacts/twine_1669898575620/work
typeguard @ file:///home/conda/feedstock_root/build_artifacts/typeguard_1698176583549/work
types-docutils @ file:///home/conda/feedstock_root/build_artifacts/types-docutils_1692182146194/work
types-python-dateutil @ file:///home/conda/feedstock_root/build_artifacts/types-python-dateutil_1689882883784/work
types-setuptools @ file:///home/conda/feedstock_root/build_artifacts/types-setuptools_1701235584841/work
typing-inspect @ file:///home/conda/feedstock_root/build_artifacts/typing_inspect_1685820062773/work
typing-utils @ file:///home/conda/feedstock_root/build_artifacts/typing_utils_1622899189314/work
typing_extensions @ file:///home/conda/feedstock_root/build_artifacts/typing_extensions_1695040754690/work
tzdata @ file:///home/conda/feedstock_root/build_artifacts/python-tzdata_1680081134351/work
unicodedata2 @ file:///Users/runner/miniforge3/conda-bld/unicodedata2_1695848003431/work
uri-template @ file:///home/conda/feedstock_root/build_artifacts/uri-template_1688655812972/work/dist
urllib3 @ file:///home/conda/feedstock_root/build_artifacts/urllib3_1697813446430/work
uvicorn @ file:///Users/runner/miniforge3/conda-bld/uvicorn-split_1706596132589/work
virtualenv @ file:///home/conda/feedstock_root/build_artifacts/virtualenv_1700749121601/work
watchfiles @ file:///Users/runner/miniforge3/conda-bld/watchfiles_1701077919884/work
wcwidth @ file:///home/conda/feedstock_root/build_artifacts/wcwidth_1700607916581/work
webcolors @ file:///home/conda/feedstock_root/build_artifacts/webcolors_1679900785843/work
webencodings @ file:///home/conda/feedstock_root/build_artifacts/webencodings_1694681268211/work
websocket-client @ file:///home/conda/feedstock_root/build_artifacts/websocket-client_1696770128353/work
widgetsnbextension @ file:///home/conda/feedstock_root/build_artifacts/widgetsnbextension_1694598693908/work
wrapt @ file:///Users/runner/miniforge3/conda-bld/wrapt_1699532898244/work
xxhash==3.4.1
xyzservices @ file:///home/conda/feedstock_root/build_artifacts/xyzservices_1698325309404/work
yarl @ file:///Users/runner/miniforge3/conda-bld/yarl_1701168657467/work
zict @ file:///home/conda/feedstock_root/build_artifacts/zict_1681770155528/work
zipp @ file:///home/conda/feedstock_root/build_artifacts/zipp_1695255097490/work