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[
project
]
name
=
"
feast
"
description
=
"
Python SDK for Feast
"
readme
=
"
README.md
"
requires-python
=
"
>=3.10.0
"
license
= {
file
=
"
LICENSE
"
}
classifiers
= [
"
License :: OSI Approved :: Apache Software License
"
,
"
Programming Language :: Python
"
,
"
Programming Language :: Python :: 3
"
,
"
Programming Language :: Python :: 3.10
"
]
dynamic
= [
"
version
"
,
]
dependencies
= [
"
click>=7.0.0,<9.0.0
"
,
"
colorama>=0.3.9,<1
"
,
"
dill~=0.3.0
"
,
"
protobuf>=4.24.0
"
,
"
Jinja2>=2,<4
"
,
"
jsonschema
"
,
"
mmh3
"
,
"
numpy>=2.0.0,<3
"
,
"
pandas>=1.4.3,<3
"
,
"
pyarrow<=21.0.0
"
,
"
pydantic==2.10.6
"
,
"
pygments>=2.12.0,<3
"
,
"
PyYAML>=5.4.0,<7
"
,
"
requests
"
,
"
SQLAlchemy[mypy]>1
"
,
"
tabulate>=0.8.0,<1
"
,
"
tenacity>=7,<9
"
,
"
toml>=0.10.0,<1
"
,
"
tqdm>=4,<5
"
,
"
typeguard>=4.0.0
"
,
"
fastapi>=0.68.0
"
,
"
uvicorn[standard]>=0.30.6,<=0.34.0
"
,
"
uvicorn-worker
"
,
"
gunicorn; platform_system != 'Windows'
"
,
"
dask[dataframe]>=2024.2.1
"
,
"
prometheus_client
"
,
"
psutil
"
,
"
bigtree>=0.19.2
"
,
"
pyjwt
"
,
]
[
project
.
optional-dependencies
]
aws
= [
"
boto3==1.38.27
"
,
"
fsspec<=2024.9.0
"
,
"
aiobotocore>2,<3
"
]
azure
= [
"
azure-storage-blob>=0.37.0
"
,
"
azure-identity>=1.6.1
"
,
"
SQLAlchemy>=1.4.19
"
,
"
pyodbc>=4.0.30
"
,
"
pymssql<2.3.3
"
]
cassandra
= [
"
cassandra-driver>=3.24.0,<4
"
]
clickhouse
= [
"
clickhouse-connect>=0.7.19
"
]
couchbase
= [
"
couchbase==4.3.2
"
,
"
couchbase-columnar==1.0.0
"
]
delta
= [
"
deltalake<1.0.0
"
]
docling
= [
"
docling==2.27.0
"
]
duckdb
= [
"
ibis-framework[duckdb]>=9.0.0,<=9.5.0
"
]
elasticsearch
= [
"
elasticsearch>=8.13.0
"
]
faiss
= [
"
faiss-cpu>=1.7.0,<=1.10.0
"
]
gcp
= [
"
google-api-core>=1.23.0,<3
"
,
"
googleapis-common-protos>=1.52.0,<2
"
,
"
google-cloud-bigquery[pandas]>=2,<4
"
,
"
google-cloud-bigquery-storage >= 2.0.0,<3
"
,
"
google-cloud-datastore>=2.16.0,<3
"
,
"
google-cloud-storage>=1.34.0,<3
"
,
"
google-cloud-bigtable>=2.11.0,<3
"
,
"
fsspec<=2024.9.0
"
,
]
ge
= [
"
great_expectations>=0.15.41,<1
"
]
go
= [
"
cffi>=1.15.0
"
]
grpcio
= [
"
grpcio>=1.56.2,<=1.62.3
"
,
"
grpcio-reflection>=1.56.2,<=1.62.3
"
,
"
grpcio-health-checking>=1.56.2,<=1.62.3
"
,
]
hazelcast
= [
"
hazelcast-python-client>=5.1
"
]
hbase
= [
"
happybase>=1.2.0,<3
"
]
ibis
= [
"
ibis-framework>=9.0.0,<=9.5.0
"
,
"
ibis-substrait>=4.0.0
"
,
"
poetry-core<2
"
,
"
poetry-dynamic-versioning
"
,
]
ikv
= [
"
ikvpy>=0.0.36
"
,
]
k8s
= [
"
kubernetes
"
]
image
= [
"
feast[pytorch]
"
,
"
timm>=0.6.0
"
,
"
Pillow>=8.0.0
"
,
"
scikit-learn>=1.0.0
"
,
]
milvus
= [
"
pymilvus==2.4.9
"
,
"
milvus-lite==2.4.12
"
,
"
feast[setuptools]
"
]
mssql
= [
"
ibis-framework[mssql]>=9.0.0,<=9.5.0
"
]
mysql
= [
"
pymysql
"
,
"
types-PyMySQL
"
]
opentelemetry
= [
"
prometheus_client
"
,
"
psutil
"
]
spark
= [
"
pyspark>=4.0.0
"
]
trino
= [
"
trino>=0.305.0,<0.400.0
"
,
"
regex
"
]
postgres
= [
"
psycopg[binary,pool]==3.2.5
"
]
#
psycopg[c] install requires a system with a C compiler, python dev headers, & postgresql client dev headers
#
https://www.psycopg.org/psycopg3/docs/basic/install.html#local-installation
postgres-c
= [
"
psycopg[c,pool]==3.2.5
"
]
pytorch
= [
"
torch>=2.7.0
"
,
"
torchvision>=0.22.1
"
]
qdrant
= [
"
qdrant-client>=1.12.0
"
]
rag
= [
"
transformers>=4.36.0
"
,
"
datasets>=3.6.0
"
,
]
ray
= [
'
ray>=2.47.0; python_version == "3.10"
'
,
'
codeflare-sdk>=0.31.1; python_version > "3.10"
'
]
redis
= [
"
redis>=4.2.2,<5
"
,
"
hiredis>=2.0.0,<3
"
,
]
singlestore
= [
"
singlestoredb<1.8.0
"
]
snowflake
= [
"
snowflake-connector-python[pandas]>=3.7,<4
"
,
]
sqlite_vec
= [
"
sqlite-vec==v0.1.6
"
]
mcp
= [
"
fastapi_mcp
"
]
ci
= [
"
build
"
,
"
virtualenv==20.23.0
"
,
"
cryptography>=43.0,<44
"
,
"
ruff>=0.8.0
"
,
"
mypy-protobuf>=3.1
"
,
"
grpcio-tools>=1.56.2,<=1.62.3
"
,
"
grpcio-testing>=1.56.2,<=1.62.3
"
,
#
FastAPI does not correctly pull starlette dependency on httpx see thread(https://github.com/tiangolo/fastapi/issues/5656).
"
httpx==0.27.2
"
,
"
minio==7.2.11
"
,
"
mock==2.0.0
"
,
"
moto<5
"
,
"
mypy>=1.4.1,<1.11.3
"
,
"
urllib3>=1.25.4,<3
"
,
"
psutil==5.9.0
"
,
"
py>=1.11.0
"
,
#
https://github.com/pytest-dev/pytest/issues/10420
"
pytest>=6.0.0,<8
"
,
"
pytest-asyncio<=0.24.0
"
,
"
pytest-cov
"
,
"
pytest-xdist
"
,
"
pytest-benchmark>=3.4.1,<4
"
,
"
pytest-lazy-fixture==0.6.3
"
,
"
pytest-timeout==1.4.2
"
,
"
pytest-ordering~=0.6.0
"
,
"
pytest-mock==1.10.4
"
,
"
pytest-env
"
,
"
Sphinx>4.0.0,<7
"
,
"
sqlglot[rs]>=23.4
"
,
"
testcontainers==4.9.0
"
,
"
python-keycloak==4.2.2
"
,
"
pre-commit<3.3.2
"
,
"
assertpy==1.1
"
,
"
pip-tools
"
,
"
pybindgen==0.22.0
"
,
"
types-protobuf~=3.19.22
"
,
"
python-dateutil==2.9.0
"
,
"
types-python-dateutil
"
,
"
types-pytz
"
,
"
types-PyYAML
"
,
"
types-redis
"
,
"
types-requests<2.31.0
"
,
"
types-setuptools
"
,
"
types-tabulate
"
,
"
virtualenv<20.24.2
"
,
"
feast[aws, azure, cassandra, clickhouse, couchbase, delta, docling, duckdb, elasticsearch, faiss, gcp, ge, go, grpcio, hazelcast, hbase, ibis, ikv, image, k8s, mcp, milvus, mssql, mysql, opentelemetry, spark, trino, postgres, pytorch, qdrant, rag, ray, redis, singlestore, snowflake, sqlite_vec]
"
]
nlp
= [
"
feast[docling, image, milvus, pytorch, rag]
"
]
dev
= [
"
feast[ci]
"
]
docs
= [
"
feast[ci]
"
]
#
used for the 'feature-server' container image build
minimal
= [
"
feast[aws, gcp, snowflake, redis, go, mysql, postgres-c, opentelemetry, grpcio, k8s, duckdb, mcp, milvus]
"
]
minimal-sdist-build
= [
"
feast[minimal]
"
,
"
feast[ibis]
"
,
"
meson<1.7.2
"
,
"
pybindgen==0.22.0
"
,
"
sphinx!=4.0.0
"
,
"
types_psutil<7.0.0.20250401
"
,
#
sqlalchemy[mypy] dep
"
greenlet!=0.4.17
"
,
#
numpy deps
"
meson-python<0.16.0,>=0.15.0
"
,
"
Cython<3.1,>=0.29.34
"
,
"
flit_core<4,>=3.8
"
,
"
patchelf>=0.11.0
"
,
"
scikit-build-core>=0.10
"
,
"
hatch-fancy-pypi-readme>=23.2.0
"
,
"
hatch-vcs==0.4.0
"
,
"
hatchling>=1.6.0,<2
"
,
"
calver<2025.4.1
"
,
]
setuptools
= [
#
https://amitylearning.vercel.app/?question=git-1742419854670&update=1742342400027
"
setuptools>=60,<81
"
,
]
[
project
.
urls
]
Homepage
=
"
https://github.com/feast-dev/feast
"
[[
project
.
authors
]]
name
=
"
Feast
"
[
project
.
scripts
]
feast
=
"
feast.cli.cli:cli
"
[
build-system
]
requires
= [
"
pybindgen==0.22.0
"
,
#
https://amitylearning.vercel.app/?question=git-1742419854670&update=1742342400027
"
setuptools>=60,<81
"
,
"
setuptools_scm>=6.2
"
,
"
sphinx!=4.0.0
"
,
"
wheel
"
,
]
[
tool
.
setuptools
]
packages
= {
find
= {
where
= [
"
sdk/python
"
],
exclude
= [
"
java
"
,
"
infra
"
,
"
sdk/python/tests
"
,
"
ui
"
]}}
[
tool
.
setuptools_scm
]
#
Add Support for parsing tags that have a prefix containing '/' (ie 'sdk/go') to setuptools_scm.
#
Regex modified from default tag regex in:
#
https://github.com/pypa/setuptools_scm/blob/2a1b46d38fb2b8aeac09853e660bcd0d7c1bc7be/src/setuptools_scm/config.py#L9
tag_regex
=
"
^(?:[
\\
/
\\
w-]+)?(?P<version>[vV]?
\\
d+(?:
\\
.
\\
d+){0,2}[^
\\
+]*)(?:
\\
+.*)?$
"
[
tool
.
ruff
]
line-length
=
88
target-version
=
"
py310
"
include
= [
"
*.py
"
,
"
*.pyi
"
]
[
tool
.
ruff
.
format
]
#
exclude a few common directories in the root of the project
exclude
= [
"
.eggs
"
,
"
.git
"
,
"
.hg
"
,
"
.mypy_cache
"
,
"
.tox
"
,
"
.venv
"
,
"
_build
"
,
"
buck-out
"
,
"
build
"
,
"
dist
"
,
"
pb2.py
"
,
"
.pyi
"
,
"
protos
"
,
"
sdk/python/feast/embedded_go/lib
"
]
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