wandb

0.12.16 (May 3, 2022)

💅 Enhancement

• Improve W&B footer by aligning summary/history in notebook env by @kptkin in https://github.com/wandb/client/pull/3479
• Enable experimental history step logging in artifacts by @raubitsj in https://github.com/wandb/client/pull/3502
• Add args_no_boolean_flags macro to sweep configuration by @hu-po in https://github.com/wandb/client/pull/3489
• Add logging support for jax.bfloat.bfloat16 by @dmitryduev in https://github.com/wandb/client/pull/3528
• Raise exception when Table size exceeds limit by @dannygoldstein in https://github.com/wandb/client/pull/3511
• Add kaniko k8s builder for wandb launch by @KyleGoyette in https://github.com/wandb/client/pull/3492
• Add wandb.init() timeout setting by @kptkin in https://github.com/wandb/client/pull/3579
• Do not assume executable for given entrypoints with wandb launch by @KyleGoyette in https://github.com/wandb/client/pull/3461
• Jupyter environments no longer collect command arguments by @KyleGoyette in https://github.com/wandb/client/pull/3456
• Add support for TensorFlow/Keras SavedModel format by @ayulockin in https://github.com/wandb/client/pull/3276

🐛 Bug Fix

• Support version IDs in artifact refs, fix s3/gcs references in Windows by @annirudh in https://github.com/wandb/client/pull/3529
• Fix support for multiple finish for single run using wandb-service by @kptkin in https://github.com/wandb/client/pull/3560
• Fix duplicate backtrace when using wandb-service by @kptkin in https://github.com/wandb/client/pull/3575
• Fix wrong entity displayed in login message by @kptkin in https://github.com/wandb/client/pull/3490
• Fix hang when wandb.init is interrupted mid setup using wandb-service by @kptkin in https://github.com/wandb/client/pull/3569
• Fix handling keyboard interrupt to avoid hangs with wandb-service enabled by @kptkin in https://github.com/wandb/client/pull/3566
• Fix console logging with very long print out when using wandb-service by @kptkin in https://github.com/wandb/client/pull/3574
• Fix broken artifact string in launch init config by @KyleGoyette in https://github.com/wandb/client/pull/3582

🧹 Cleanup

• Fix typo in wandb.log() docstring by @RobRomijnders in https://github.com/wandb/client/pull/3520
• Cleanup custom chart code and add type annotations to plot functions by @kptkin in https://github.com/wandb/client/pull/3407
• Improve wandb.init(settings=) to handle Settings object similarly to dict parameter by @dmitryduev in https://github.com/wandb/client/pull/3510
• Add documentation note about api.viewer in api.user() and api.users() by @ramit-wandb in https://github.com/wandb/client/pull/3552
• Be explicit about us being py3+ only in setup.py by @dmitryduev in https://github.com/wandb/client/pull/3549
• Add type annotations to DirWatcher by @speezepearson in https://github.com/wandb/client/pull/3557
• Improve wandb.log() docstring to use the correct argument name by @idaho777 in https://github.com/wandb/client/pull/3585

New Contributors

• @RobRomijnders made their first contribution in https://github.com/wandb/client/pull/3520
• @ramit-wandb made their first contribution in https://github.com/wandb/client/pull/3552
• @idaho777 made their first contribution in https://github.com/wandb/client/pull/3585

Full Changelog: https://github.com/wandb/client/compare/v0.12.15...v0.12.16

0.12.15 (April 21, 2022)

💅 Enhancement

• Optimize wandb.Image logging when linked to an artifact by @tssweeney in https://github.com/wandb/client/pull/3418

Full Changelog: https://github.com/wandb/client/compare/v0.12.14...v0.12.15

0.12.14 (April 8, 2022)

🐛 Bug Fix

• Fix regression: disable saving history step in artifacts by @vwrj in https://github.com/wandb/client/pull/3495

Full Changelog: https://github.com/wandb/client/compare/v0.12.13...v0.12.14

0.12.13 (April 7, 2022)

🐛 Bug Fix

• Revert strictened api_key validation by @dmitryduev in https://github.com/wandb/client/pull/3485

Full Changelog: https://github.com/wandb/client/compare/v0.12.12...v0.12.13

0.12.12 (April 5, 2022)

💅 Enhancement

• Allow run objects to be passed to other processes when using wandb-service by @kptkin in https://github.com/wandb/client/pull/3308
• Add create user to public api by @vanpelt in https://github.com/wandb/client/pull/3438
• Support logging from multiple processes with wandb-service by @kptkin in https://github.com/wandb/client/pull/3285
• Add gpus flag for local launch runner with cuda by @KyleGoyette in https://github.com/wandb/client/pull/3417
• Improve Launch deployable agent by @KyleGoyette in https://github.com/wandb/client/pull/3388
• Add Launch kubernetes integration by @KyleGoyette in https://github.com/wandb/client/pull/3393
• KFP: Add wandb visualization helper by @andrewtruong in https://github.com/wandb/client/pull/3439
• KFP: Link back to Kubeflow UI by @andrewtruong in https://github.com/wandb/client/pull/3427

🐛 Bug Fix

• Improve host / WANDB_BASE_URL validation by @dmitryduev in https://github.com/wandb/client/pull/3314
• Fix/insecure tempfile by @dmitryduev in https://github.com/wandb/client/pull/3360
• Fix excess warning span if requested WANDB_DIR/root_dir is not writable by @dmitryduev in https://github.com/wandb/client/pull/3304
• Fix line_series to plot array of strings by @kptkin in https://github.com/wandb/client/pull/3385
• Properly handle command line args with service by @kptkin in https://github.com/wandb/client/pull/3371
• Improve api_key validation by @dmitryduev in https://github.com/wandb/client/pull/3384
• Fix multiple performance issues caused by not using defaultdict by @dmitryduev in https://github.com/wandb/client/pull/3406
• Enable inf max jobs on launch agent by @stephchen in https://github.com/wandb/client/pull/3412
• fix colab command to work with launch by @stephchen in https://github.com/wandb/client/pull/3422
• fix typo in Config docstring by @hu-po in https://github.com/wandb/client/pull/3416
• Make code saving not a policy, keep previous custom logic by @dmitryduev in https://github.com/wandb/client/pull/3395
• Fix logging sequence images with service by @kptkin in https://github.com/wandb/client/pull/3339
• Add username to debug-cli log file to prevent conflicts of multiple users by @zythosec in https://github.com/wandb/client/pull/3301
• Fix python sweep agent for users of wandb service / pytorch-lightning by @raubitsj in https://github.com/wandb/client/pull/3465
• Remove unnecessary launch reqs checks by @KyleGoyette in https://github.com/wandb/client/pull/3457
• Workaround for MoviePy's Unclosed Writer by @tssweeney in https://github.com/wandb/client/pull/3471
• Improve handling of Run objects when service is not enabled by @kptkin in https://github.com/wandb/client/pull/3362

New Contributors

• @hu-po made their first contribution in https://github.com/wandb/client/pull/3416
• @zythosec made their first contribution in https://github.com/wandb/client/pull/3301

Full Changelog: https://github.com/wandb/client/compare/v0.12.11...v0.12.12

0.12.11 (March 1, 2022)

💅 Enhancement

• Add captions to Molecules by @dmitryduev in https://github.com/wandb/client/pull/3173
• Add CatBoost Integration by @ayulockin in https://github.com/wandb/client/pull/2975
• Launch: AWS Sagemaker integration by @KyleGoyette in https://github.com/wandb/client/pull/3007
• Launch: Remove repo2docker and add gpu support by @stephchen in https://github.com/wandb/client/pull/3161
• Adds Timestamp inference from Python for Weave by @tssweeney in https://github.com/wandb/client/pull/3212
• Launch GCP vertex integration by @stephchen in https://github.com/wandb/client/pull/3040
• Use Artifacts when put into run config. Accept a string to represent an artifact in the run config by @KyleGoyette in https://github.com/wandb/client/pull/3203
• Improve xgboost wandb_callback (#2929) by @ayulockin in https://github.com/wandb/client/pull/3025
• Add initial kubeflow pipeline support by @andrewtruong in https://github.com/wandb/client/pull/3206

🐛 Bug Fix

• Fix logging of images with special characters in the key by @speezepearson in https://github.com/wandb/client/pull/3187
• Fix azure blob upload retry logic by @vanpelt in https://github.com/wandb/client/pull/3218
• Fix program field for scripts run as a python module by @dmitryduev in https://github.com/wandb/client/pull/3228
• Fix issue where sync_tensorboard could die on large histograms by @KyleGoyette in https://github.com/wandb/client/pull/3019
• Fix wandb service performance issue during run shutdown by @raubitsj in https://github.com/wandb/client/pull/3262
• Fix vendoring of gql and graphql by @raubitsj in https://github.com/wandb/client/pull/3266
• Flush log data without finish with service by @kptkin in https://github.com/wandb/client/pull/3137
• Fix wandb service hang when the service crashes by @raubitsj in https://github.com/wandb/client/pull/3280
• Fix issue logging images with "/" on Windows by @KyleGoyette in https://github.com/wandb/client/pull/3146
• Add image filenames to images/separated media by @KyleGoyette in https://github.com/wandb/client/pull/3041
• Add setproctitle to requirements.txt by @raubitsj in https://github.com/wandb/client/pull/3289
• Fix issue where sagemaker run ids break run queues by @KyleGoyette in https://github.com/wandb/client/pull/3290
• Fix encoding exception when using %%capture magic by @raubitsj in https://github.com/wandb/client/pull/3310

New Contributors

• @speezepearson made their first contribution in https://github.com/wandb/client/pull/3188

Full Changelog: https://github.com/wandb/client/compare/v0.12.10...v0.12.11

0.12.10 (February 1, 2022)

💅 Enhancement

• Improve validation when creating Tables with invalid columns from dataframes by @tssweeney in https://github.com/wandb/client/pull/3113
• Enable digest deduplication for use_artifact() calls by @annirudh in https://github.com/wandb/client/pull/3109
• Initial prototype of azure blob upload support by @vanpelt in https://github.com/wandb/client/pull/3089

🐛 Bug Fix

• Fix wandb launch using python dev versions by @stephchen in https://github.com/wandb/client/pull/3036
• Fix loading table saved with mixed types by @vwrj in https://github.com/wandb/client/pull/3120
• Fix ResourceWarning when calling wandb.log by @vwrj in https://github.com/wandb/client/pull/3130
• Fix missing cursor in ProjectArtifactCollections by @KyleGoyette in https://github.com/wandb/client/pull/3108
• Fix windows table logging classes issue by @vwrj in https://github.com/wandb/client/pull/3145
• Gracefully handle string labels in wandb.sklearn.plot.classifier.calibration_curve by @acrellin in https://github.com/wandb/client/pull/3159
• Do not display login warning when calling wandb.sweep() by @acrellin in https://github.com/wandb/client/pull/3162

🧹 Cleanup

• Drop python2 backport deps (enum34, subprocess32, configparser) by @jbylund in https://github.com/wandb/client/pull/3004
• Settings refactor by @dmitryduev in https://github.com/wandb/client/pull/3083

New Contributors

• @jbylund made their first contribution in https://github.com/wandb/client/pull/3004
• @acrellin made their first contribution in https://github.com/wandb/client/pull/3159

Full Changelog: https://github.com/wandb/client/compare/v0.12.9...v0.12.10

0.12.9 (December 16, 2021)

🐛 Bug Fix

• Fix regression in upload_file() exception handler by @raubitsj in https://github.com/wandb/client/pull/3059

Full Changelog: https://github.com/wandb/client/compare/v0.12.8...v0.12.9

💅 Enhancement

• Update contributing guide and dev env setup tool by @dmitryduev in https://github.com/wandb/client/pull/2968
• Improve wandb_callback for LightGBM (#2945) by @ayulockin in https://github.com/wandb/client/pull/3024

🐛 Bug Fix

• Reduce GPU memory usage when generating histogram of model weights by @TOsborn in https://github.com/wandb/client/pull/2927
• Support mixed classes in bounding box and image mask annotation layers by @tssweeney in https://github.com/wandb/client/pull/2914
• Add max-jobs and launch async args by @stephchen in https://github.com/wandb/client/pull/2925
• Support lists of Summary objects encoded as strings to wandb.tensorboard.log by @dmitryduev in https://github.com/wandb/client/pull/2934
• Fix handling of 0 dim np arrays by @rpitonak in https://github.com/wandb/client/pull/2954
• Fix handling of empty default config file by @vwrj in https://github.com/wandb/client/pull/2957
• Add service backend using sockets (support fork) by @raubitsj in https://github.com/wandb/client/pull/2892
• Send git port along with url when sending git repo by @KyleGoyette in https://github.com/wandb/client/pull/2959
• Add support raw ip addresses for launch by @KyleGoyette in https://github.com/wandb/client/pull/2950
• Tables no longer serialize and hide 1d NDArrays by @tssweeney in https://github.com/wandb/client/pull/2976
• Fix artifact file uploads to S3 stores by @annirudh in https://github.com/wandb/client/pull/2999
• Send uploaded file list on file stream heartbeats by @annirudh in https://github.com/wandb/client/pull/2978
• Add support for keras experimental layers by @KyleGoyette in https://github.com/wandb/client/pull/2776
• Fix from wandb import magic to not require tensorflow by @raubitsj in https://github.com/wandb/client/pull/3021
• Fix launch permission error by @KyleGoyette in https://github.com/wandb/client/pull/3038

Full Changelog: https://github.com/wandb/client/compare/v0.12.7...v0.12.8

🐛 Bug Fix

• Fix issue where console log streaming was causing excessive network traffic by @vwrj in https://github.com/wandb/client/pull/2786
• Metaflow: Make optional dependencies actually optional by @andrewtruong in https://github.com/wandb/client/pull/2842
• Fix docstrings for wandb.watch and ValidationDataLogger by @charlesfrye in https://github.com/wandb/client/pull/2849
• Prevent launch agent from sending runs to a different project or entity by @KyleGoyette in https://github.com/wandb/client/pull/2872
• Fix logging pr_curves through tensorboard by @KyleGoyette in https://github.com/wandb/client/pull/2876
• Prevent TPU monitoring from reporting invalid metrics when not available by @kptkin in https://github.com/wandb/client/pull/2753
• Make import order dependencies for WandbCallback more robust by @kptkin in https://github.com/wandb/client/pull/2807
• Fix a bug in feature importance plotting to handle matrices of different shapes by @dannygoldstein in https://github.com/wandb/client/pull/2811
• Fix base url handling to allow trailing / by @kptkin in https://github.com/wandb/client/pull/2910
• Prevent wandb.agent() from sending too many heartbeats impacting rate limits by @dannygoldstein in https://github.com/wandb/client/pull/2923
• Redact sensitive information from debug logs by @raubitsj in https://github.com/wandb/client/pull/2931

💅 Enhancement

• Add wandb.Molecule support for rdkit supported formats by @dmitryduev in https://github.com/wandb/client/pull/2902
• Add module-level docstrings for reference doc modules. by @charlesfrye in https://github.com/wandb/client/pull/2847
• Store launch metadata in file by @KyleGoyette in https://github.com/wandb/client/pull/2582
• Add Project.sweeps() public API call to view all sweeps in a project by @stephchen in https://github.com/wandb/client/pull/2729
• Ensures API key prompt remains captive when user enters nothing by @dannygoldstein in https://github.com/wandb/client/pull/2721
• Refactors wandb.sklearn into submodules by @charlesfrye in https://github.com/wandb/client/pull/2869
• Support code artifacts in wandb launch by @KyleGoyette in https://github.com/wandb/client/pull/2860
• Improve launch agent (async, stop, heartbeat updates) by @stephchen in https://github.com/wandb/client/pull/2871
• Improve usage and error messages for anonymous mode by @kimjyhello in https://github.com/wandb/client/pull/2823
• Add example on how to find runs with wandb.Api().runs(...) matching a regex by @dmitryduev in https://github.com/wandb/client/pull/2926

Full Changelog: https://github.com/wandb/client/compare/v0.12.6...v0.12.7

🐛 Bug Fix

• Fix sklearn plot_calibration_curve() issue breaking the provided model by @vwrj in https://github.com/wandb/client/pull/2791
• Fix CondaEnvExportError by redirecting stderr by @charlesfrye in https://github.com/wandb/client/pull/2814
• Fix use_artifact() when specifying an artifact from a different project by @KyleGoyette in https://github.com/wandb/client/pull/2832

💅 Enhancement

• Add metric names to pr curve charts in tensorboard by @vanpelt in https://github.com/wandb/client/pull/2822

Full Changelog: https://github.com/wandb/client/compare/v0.12.5...v0.12.6

🐛 Bug Fix

• Report errors for invalid characters in logged media keys on windows
• Handle errors when probing for TPUs in unsupported environments
• Fixed bug where %%wandb followed by wandb.init() does not display run links
• Fixed api.runs() to correctly return all runs for the current entity/project

💅 Enhancement

• Add wandb.require(experiment="service") to improve multiprocessing support
• Add support for swappable artifacts in launch context
• Add wandb.login(timeout=) support for jupyter environments
• Add ability to disable git ref saving with WANDB_DISABLE_GIT
• Support newer versions of pytest-mock and PyYAML
• Add ability to delete artifacts with aliases: artifact.delete(delete_aliases=True)
• Add unwatch() method to the Run object

Full Changelog: https://github.com/wandb/client/compare/v0.12.4...v0.12.5

🐛 Bug Fix

• Fix regression introduced in 0.12.2 causing network access when WANDB_MODE=offline

Full Changelog: https://github.com/wandb/client/compare/v0.12.3...v0.12.4

🐛 Bug Fix

• Fixes the grid search stopping condition in the local controller

💅 Enhancement

• New jupyter magic for displaying runs, sweeps, and projects %wandb path/to/run -h 1024
• We no longer display run iframe by default in jupyter, add %%wandb to a cell to display a run
• Makes api key prompting retry indefinitely on malformed input
• Invite users to teams via the api api.team("team_name").invite("username_or_email")
• Remove users from a team via the api api.team("team_name").members[0].delete()
• Create service accounts via the api api.team("team_name").create_service_account("Description")
• Manage api keys via the api api.user("username_or_email").generate_api_key()
• Add pytorch profiling trace support with wandb.profiler.torch_trace_handler()

🐛 Bug Fix

• Fix tensorboard_sync to handle ephemeral Sagemaker tfevents files
• Fix Reports query from the public api (broken pagination and report path)
• Fix wandb.login() when relogin is specified (only force login once)

💅 Enhancement

• Clean up footer output of summary and history metrics
• Clean up error message from wandb sweep --update
• Add warning for wandb local users to update their docker
• Add optional argument log_learning_curve to wandb.sklearn.plot_classifier()
• Restore frozen pip package versions when using wandb launch
• Add support for jupyter notebooks in launch
• Add wandb.login() timeout option

🐛 Bug Fix

• Fix tensorflow/keras 2.6 not logging validation examples
• Fix metrics logged through tensorboard not supporting time on x-axis
• Fix WANDB_IGNORE_GLOBS environment variable handling
• Fix handling when sys.stdout is configured to a custom logger
• Fix sklearn feature importance plots not matching feature names properly
• Fix an issue where colab urls were not being captured
• Save program commandline if run executable was outside cwd

💅 Enhancement

• Add Prodigy integration to upload annotated datasets to W&B Tables
• Add initial Metaflow support
• Add experimental wandb launch support
• Add warnings that public API requests are timing out and allow override
• Improve error handling in local controller sweeps engine

⌛ No Longer Supported

• Remove Python 3.5 support

🐛 Bug Fix

• Fix issue that could cause artifact uploads to fail if artifact files are being modified
• Fix issue where wandb.restore() wouldn't work with runs from a sweep

💅 Enhancement

• Improve run execution time calculation

🐛 Bug Fix

• Restore vendored graphql-core library because of network regression

⌛ Deprecated

• Python 3.5 will not be supported as of wandb==0.12.0

🐛 Bug Fix

• Reduce Memory Footprint of Images In Tables
• Added a dependency on graphql-core>=2.3.0
• Removed urllib3 pin to avoid conflicts, if you see urllib3 related errors run pip install --upgrade urllib3
• Improved Public API HTTP error messages
• Set run.dir to the generated directory name in disabled mode

💅 Enhancement

• Adds support for native Jax array logging
• Tables now support Molecule data type
• Improve Stable-Baselines3 API by auto log model's name and always upload models at the end of training
• Implements the sweep local controller using wandb/sweeps

⌛ No Longer Supported

• Remove Python 2.7 support

🐛 Bug Fix

• Fix issue where wandb.watch() broke model saving in pytorch
• Fix issue where uniform sweep parameters were parsed as int_uniform
• Fix issue where file_stream thread was killed on 4xx errors

💅 Enhancement

• Improve performance of artifact logging by making it non-blocking
• Add wandb integration for Stable-Baselines3
• Improve keras callback validation logging inference logic
• Expose sweep state via the public API
• Improve performance of sweep run fetches via the API