MLflow 2.14.0 includes several major features and improvements that we're very excited to announce!
Major features:
MLflow Tracing: Tracing is powerful tool designed to enhance your ability to monitor, analyze, and debug GenAI applications by allowing you to inspect the intermediate outputs generated as your application handles a request. This update comes with an automatic LangChain integration to make it as easy as possible to get started, but we've also implemented high-level fluent APIs, and low-level client APIs for users who want more control over their trace instrumentation. For more information, check out the guide in our docs!
Unity Catalog Integration: The MLflow Deployments server now has an integration with Unity Catalog, allowing you to leverage registered functions as tools for enhancing your chat application. For more information, check out this guide!
OpenAI Autologging: Autologging support has now been added for the OpenAI model flavor. With this feature, MLflow will automatically log a model upon calling the OpenAI API. Each time a request is made, the inputs and outputs will be logged as artifacts. Check out the guide for more information!
Other Notable Features:
[Models] Support input images encoded with b64.encodebytes (#12087, @MadhuM02)
MLflow 2.14.0 includes several major features and improvements that we're very excited to announce!
Major features:
MLflow Tracing: Tracing is powerful tool designed to enhance your ability to monitor, analyze, and debug GenAI applications by allowing you to inspect the intermediate outputs generated as your application handles a request. This update comes with an automatic LangChain integration to make it as easy as possible to get started, but we've also implemented high-level fluent APIs, and low-level client APIs for users who want more control over their trace instrumentation. For more information, check out the guide in our docs!
Unity Catalog Integration: The MLflow Deployments server now has an integration with Unity Catalog, allowing you to leverage registered functions as tools for enhancing your chat application. For more information, check out this guide!
OpenAI Autologging: Autologging support has now been added for the OpenAI model flavor. With this feature, MLflow will automatically log a model upon calling the OpenAI API. Each time a request is made, the inputs and outputs will be logged as artifacts. Check out the guide for more information!
Other Notable Features:
[Models] Support input images encoded with b64.encodebytes (#12087, @MadhuM02)
#12355: Fix possible catastrophic performance slowdown on a certain parametrization pattern involving many higher-scoped parameters.
#12367: Fix a regression in pytest 8.2.0 where unittest class instances (a fresh one is created for each test) were not released promptly on test teardown but only on session teardown.
#12381: Fix possible "Directory not empty" crashes arising from concurent cache dir (.pytest_cache) creation. Regressed in pytest 8.2.0.
Improved Documentation
#12290: Updated Sphinx theme to use Furo instead of Flask, enabling Dark mode theme.
#12356: Added a subsection to the documentation for debugging flaky tests to mention
lack of thread safety in pytest as a possible source of flakyness.
#12363: The documentation webpages now links to a canonical version to reduce outdated documentation in search engine results.
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Bumps the all-minor-and-patch-dependency-updates group with 7 updates:
1.7.8
1.7.9
4.15.0
4.15.1
3.19.3
3.22.0
2.13.1
2.14.1
8.2.1
8.2.2
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1.1.3
Updates
bandit
from 1.7.8 to 1.7.9Release notes
Sourced from bandit's releases.
Commits
691f465
Supportconfigfile
in.bandit
file (#1052)f1a397e
Bump docker/build-push-action from 5.3.0 to 5.4.0 (#1144)049eba0
Guard against empty call argument list (#1146)ad56c78
[pre-commit.ci] pre-commit autoupdate (#1145)2dd4cb5
[pre-commit.ci] pre-commit autoupdate (#1143)313cae7
Bump docker/login-action from 3.1.0 to 3.2.0 (#1142)3fa1e25
Ensure sarif extra is included as part of doc build (#1139)8b659fb
Add a sponsor section to README (#1137)30cada5
[pre-commit.ci] pre-commit autoupdate (#1135)dbb4161
Updates banner logo so it renders well in dark mode (#1134)Updates
tox
from 4.15.0 to 4.15.1Release notes
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Changelog
Sourced from tox's changelog.
Commits
079000f
release 4.15.1489ad82
Fix section substitution with setenv (#3289)7317225
AllowConfigSet.add_config
to receive parameterized generics forof_type
....406f808
[pre-commit.ci] pre-commit autoupdate (#3283)5c28d9c
[pre-commit.ci] pre-commit autoupdate (#3279)f4e257c
Fix broad build privileges @ GHA release workflow (#3281)77564a1
Fixed typo in user guide.e2f66b1
[pre-commit.ci] auto fixes from pre-commit.com hooks9afc9cb
[pre-commit.ci] pre-commit autoupdate3db9822
fix skip with package = wheel (#3269)Updates
aim
from 3.19.3 to 3.22.0Release notes
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Changelog
Sourced from aim's changelog.
Commits
88ac143
Bump up Aim to v3.22.0fddfe1e
[feat] Add a filesystem-based backend for artifact storage (#3164)7f33838
Bump up Aim to v3.21.0f7a4276
Update CONTRIBUTING.md (#3163)1c1eec1
Fix demo links (#3141)19dfadc
[fix] Remove no longer available --force-init flag from cli manager (#3162)62b64af
[fix] Increase websockets max_size for large images sent to server (#3155)e60d6cb
[feat] Add Python 3.12 builds (#3161)dc0baaf
[feat] Add feature to delete full experiments (#3158)7c77d1c
Bump up Aim to v3.20.1Updates
mlflow
from 2.13.1 to 2.14.1Release notes
Sourced from mlflow's releases.
... (truncated)
Changelog
Sourced from mlflow's changelog.
... (truncated)
Commits
02ee083
Runpython3 dev/update_mlflow_versions.py pre-release ...
(#12421)035822e
Do not create empty object for empty directory in S3 artifact repository (#12...d491995
Fix params and model_config handling for llm/v1/xxx Transformers model (#12401)67eca6b
Simplify deprecation message for registry stage transition (#12403)ed02f2d
Add link to langchain autologging page in doc (#12398)5fbedc9
Update New Features page (#12397)5329f72
Fix duplicate UC integration links (#12396)7fc22c4
Add link to Unity Catalog documentation in UC integration page (#12394)a9b9bfb
Fix dark mode user preference (#12386)e09f559
Add documentation for Models from Code (#12381)Updates
pytest
from 8.2.1 to 8.2.2Release notes
Sourced from pytest's releases.
Commits
329d371
Prepare release version 8.2.2214d098
Merge pull request #12414 from bluetech/backport-12409153a436
[8.2.x] fixtures: fix catastrophic performance problem inreorder_items
b41d5a5
Merge pull request #12412 from pytest-dev/backport-12408-to-8.2.x9bb73d7
[8.2.x] cacheprovider: fix "Directory not empty" crash from cache directory c...4569a01
[8.2.x] doc: Update trainings/events (#12402)1d103e5
[8.2.x] Clarify pytest_ignore_collect docs (#12386)240a252
[8.2.x] Add html_baseurl to sphinx conf.py (#12372)a5ee3c4
Merge pull request #12370 from pytest-dev/backport-12368-to-8.2.xf7358ae
[8.2.x] unittest: fix class instances no longer released on test teardown sin...Updates
ruff
from 0.4.7 to 0.5.0Release notes
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... (truncated)
Changelog
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Commits
244b923
Add necessary permissions for cargo-dist Docker build (#12072)a8b48fc
Release v0.5.0 (#12068)04c8597
[flake8-simplify
] Stabilize detection of Yoda conditions for "constant" col...4029a25
[Ruff v0.5] Stabilise 15 pylint rules (#12051)0917ce1
Update documentation to mentionetcetera
crate instead ofdirs
for user c...22cebdf
Add server config to filter out syntax error diagnostics (#12059)72b6c26
SimplifyLinterResult
, avoid cloningParseError
(#11903)73851e7
Avoid displaying syntax error as log message (#11902)e7b4969
RemoveE999
as a rule, disallow any disablement methods for syntax error (#...c98d8a0
[pyflakes
] Stabilize detection of is comparisons to lists, etc. (F632
) (#...Updates
sphinx-book-theme
from 1.1.2 to 1.1.3Release notes
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Commits
b0f7a35
Merge pull request #843 from executablebooks/agoose77/enh-bump-version21ead22
enh: bump versionc9ac6b1
Merge pull request #842 from executablebooks/agoose77/maint-bump-pydata-versionbd60e86
Merge pull request #809 from sinsong/master6e93460
maint: update pydata-sphinx-theme min version9939b7a
Update src/sphinx_book_theme/assets/styles/sections/_header-article.scss36de725
Merge branch 'master' into master3b6fd68
Merge pull request #841 from executablebooks/agoose77/fix-pydata-sphinx-theme...2e53d46
docs: fix false-positive for nested admonitions0a84a3f
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