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0.12.17 (May 26, 2022)

🐛 Bug Fix

  • Update requirements to fix incompatibility with protobuf >= 4 by @dmitryduev in #3709

0.12.16 (May 3, 2022)

💅 Enhancement

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

🐛 Bug Fix

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

🧹 Cleanup

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

New Contributors

  • @RobRomijnders made their first contribution in #3520
  • @ramit-wandb made their first contribution in #3552
  • @idaho777 made their first contribution in #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 #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 #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 #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 #3308
  • Add create user to public api by @vanpelt in #3438
  • Support logging from multiple processes with wandb-service by @kptkin in #3285
  • Add gpus flag for local launch runner with cuda by @KyleGoyette in #3417
  • Improve Launch deployable agent by @KyleGoyette in #3388
  • Add Launch kubernetes integration by @KyleGoyette in #3393
  • KFP: Add wandb visualization helper by @andrewtruong in #3439
  • KFP: Link back to Kubeflow UI by @andrewtruong in #3427
  • Add boolean flag arg macro by @hugo.ponte in #3489

🐛 Bug Fix

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

New Contributors

  • @hu-po made their first contribution in #3416
  • @zythosec made their first contribution in #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 #3173
  • Add CatBoost Integration by @ayulockin in #2975
  • Launch: AWS Sagemaker integration by @KyleGoyette in #3007
  • Launch: Remove repo2docker and add gpu support by @stephchen in #3161
  • Adds Timestamp inference from Python for Weave by @tssweeney in #3212
  • Launch GCP vertex integration by @stephchen in #3040
  • Use Artifacts when put into run config. Accept a string to represent an artifact in the run config by @KyleGoyette in #3203
  • Improve xgboost wandb_callback (#2929) by @ayulockin in #3025
  • Add initial kubeflow pipeline support by @andrewtruong in #3206

🐛 Bug Fix

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

New Contributors

  • @speezepearson made their first contribution in #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 #3113
  • Enable digest deduplication for use_artifact() calls by @annirudh in #3109
  • Initial prototype of azure blob upload support by @vanpelt in #3089

🐛 Bug Fix

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

🧹 Cleanup

  • Drop python2 backport deps (enum34, subprocess32, configparser) by @jbylund in #3004
  • Settings refactor by @dmitryduev in #3083

New Contributors

  • @jbylund made their first contribution in #3004
  • @acrellin made their first contribution in #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 #3059

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

0.12.8 (December 16, 2021)

💅 Enhancement

  • Update contributing guide and dev env setup tool by @dmitryduev in #2968
  • Improve wandb_callback for LightGBM (#2945) by @ayulockin in #3024

🐛 Bug Fix

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

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

0.12.7 (November 18, 2021)

🐛 Bug Fix

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

💅 Enhancement

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

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

0.12.6 (October 27, 2021)

🐛 Bug Fix

  • Fix sklearn plot_calibration_curve() issue breaking the provided model by @vwrj in #2791
  • Fix CondaEnvExportError by redirecting stderr by @charlesfrye in #2814
  • Fix use_artifact() when specifying an artifact from a different project by @KyleGoyette in #2832

💅 Enhancement

  • Add metric names to pr curve charts in tensorboard by @vanpelt in #2822

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

0.12.5 (October 19, 2021)

🐛 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

0.12.4 (October 5, 2021)

🐛 Bug Fix

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

0.12.3 (September 30, 2021)

🐛 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()

0.12.2 (September 15, 2021)

🐛 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

0.12.1 (August 26, 2021)

🐛 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

0.12.0 (August 10, 2021)

⌛ 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

0.11.2 (August 2, 2021)

🐛 Bug Fix

  • Restore vendored graphql-core library because of network regression

0.11.1 (July 29, 2021)

⌛ 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

0.11.0 (July 15, 2021)

⌛ 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

0.10.33 (June 28, 2021)

🐛 Bug Fix

  • Fix issue where wandb restore 404ed if the run did not have a diff.patch file
  • Fix issue where wandb.log raised an Exception after trying to log a pandas dataframe
  • Fix issue where runs could be marked finished before files were finished uploading

💅 Enhancement

  • Disable reloading of run metadata (such as command) in resumed runs
  • Allow logging of pandas dataframes by automatically converting them to W&B tables
  • Fix up log_code() exclude fn to handle .wandb dir
  • Improve handling of PyTorch model topology
  • Increase config debounce interval to 30s to reduce load on WB/backend
  • Improve reliability of CLI in generating sweeps with names, programs, and settings

0.10.32 (June 10, 2021)

🐛 Bug Fix

  • Make log_artifact() more resilient to network errors
  • Removed Duplicate Artifact Dependencies
  • Workaround urlib3 issue on windows
  • Fix regression where ipython was hanging
  • Allow logging of numpy high precision floating point values
  • Reduce liklyhood of collisions for file backed media or artifact objects
  • Fix wandb.watch() regression when logging pytorch graphs

💅 Enhancement

  • Add support for logging joined and partitioned table
  • Handle schema validation warnings for sweep configs
  • Improve wandb sync to handle errors
  • Add ability to label scripts and repositories who use wandb

0.10.31 (May 27, 2021)

🐛 Bug Fix

  • wandb.login() did not properly persist the host parameter
  • Fix issue where step information was not synced properly when syncing tensorboard directories
  • Fix some unicode issues with python2.7
  • Fixed bug in plot_calibration_curve for ComplementNB
  • Fall back to not using SendFile on some linux systems
  • Fix console issues where lines were truncated
  • Fix console issues where console logging could block

💅 Enhancement

  • Add support for preemptible sweeps
  • Add command line for sweep control
  • Add support to load artifact collection properties

0.10.30 (May 7, 2021)

🐛 Bug Fix

  • Found and fixed the remaining issues causing runs to be marked crashed during outages
  • Improved performance for users of define_metric, pytorch-lightning, and aggressive config saving
  • Fix issue when trying to log a cuda tensor to config or summary
  • Remove dependancy on torch backward_hooks to compute graph
  • Fix an issue preventing the ability to resume runs on sagemaker
  • Fix issues preventing pdb from working reliably with wandb
  • Fix deprecation warning in vendored library (user submission)
  • Fix logging behavior where the library was accidently outputting logs to the console
  • Fix disabled mode to not create wandb dir and log files
  • Renamed types to prep for Tables launch

💅 Enhancement

  • Allow renaming groups with public api

0.10.29 (May 3, 2021)

🐛 Bug Fix

  • Fix more network handling issues causing runs to be marked crashed (wandb sync to recover)
  • Improve logging and exception handling to improve reporting and logging of crashed processes

0.10.28 (April 28, 2021)

🐛 Bug Fix

  • Fix network handling issue causing runs to be marked crashed (wandb sync to recover)
  • Use register_full_backward_hook to support models with Dict outputs
  • Allow periods in table columns
  • Fix artifact cache collisions when using forked processes
  • Fix issue where custom charts do not display properly with pytorch-lightning

💅 Enhancement

  • Add experimental incremental artifact support
  • Improve warnings when logging is being rate limited

0.10.27 (April 19, 2021)

🐛 Bug Fix

  • Fix tensorboard_sync condition where metrics at end of short run are dropped
  • Fix wandb sync when tensorboard files are detected
  • Fix api key prompt in databricks notebook

💅 Enhancement

  • Integrate DSViz into Keras WandbCallback
  • Add support for conda dependencies (user submit)

0.10.26 (April 13, 2021)

🐛 Bug Fix

  • Fix network handling issue where syncing stopped (use wandb sync to recover)
  • Fix auth problem when using sagemaker and hugginface integrations together
  • Fix handling of NaN values in tables with non floats
  • Lazy load API object to prevent unnessary file access on module load

💅 Enhancement

  • Improve error messages when using public api history accessors

0.10.25 (April 5, 2021)

🐛 Bug Fix

  • Fix possible artifact cache race when using parallel artifact reads
  • Fix artifact reference when checksum=False

💅 Enhancement

  • Release run.define_metric() to simplify custom x-axis and more
  • Add column operators add_column, get_column, get_index to wandb.Table()

0.10.24 (March 30, 2021)

🐛 Bug Fix

  • Significant fixes to stdout/stderr console logging
  • Prevent excessive network when saving files with policy=live
  • Fix errors when trying to send large updates (most common with wandb sync)

💅 Enhancement

  • Automatically generate run_table artifact for logged tables
  • Add bracket notation to artifacts
  • Improve URL validation when specifying server url to wandb login

0.10.23 (March 22, 2021)

🐛 Bug Fix

  • Fix logged artifacts to be accessible after wait()
  • Fix spell.run integration
  • Performance fix syncing console logs with carriage returns
  • Fix confusion matrix with class names and unlabeled data

💅 Enhancement

  • Add the ability to save artifacts without creating a run
  • Add Foreign Table References to wandb.Table
  • Allow the same runtime object to be logged to multiple artifacts
  • Add experimental run._define_metric() support
  • Warn and ignore unsupported multiprocess wandb.log() calls

0.10.22 (March 9, 2021)

🐛 Bug Fix

  • Fix system metric logging rate in 0.10.x
  • Fix Audio external reference issue
  • Fix short runs with tensorboard_sync
  • Ignore wandb.init(id=) when running a sweep
  • Sanitize artifact metadata if needed

💅 Enhancement

  • Allow syncing of tfevents with wandb sync --sync-tensorboard

0.10.21 (March 2, 2021)

🐛 Bug Fix

  • Fix artifact.get() regression since 0.10.18
  • Allow 0 byte artifacts
  • Fix codesaving and program name reporting

💅 Enhancement

  • Added support for glb files for wandb.Object3D()
  • Added support for external references for wandb.Audio()
  • Custom chart support tensorboard pr_curves plugin
  • Support saving entire code directory in an artifact

0.10.20 (February 22, 2021)

🐛 Bug Fix

  • wandb.login() now respects disabled mode
  • handle exception when trying to log TPUs in colab

💅 Enhancement

  • Add WANDB_START_METHOD=thread to support non-multiprocessing
  • Add group and job_type to Run object in the export API
  • Improve artifact docstrings

0.10.19 (February 14, 2021)

🐛 Bug Fix

  • Fix artifact manifest files incorrectly named with patch suffix

0.10.18 (February 8, 2021)

💅 Enhancement

  • Add run delete and file delete to the public API
  • Align steps between tensorboard_sync and wandb.log() history
  • Add WANDB_START_METHOD to allow POSIX systems to use fork
  • Support mixed types in wandb.Table() with allow_mixed_types

🐛 Bug Fix

  • Fix potential leaked file due to log not being closed properly
  • Improve wandb verify to better handle network issues and report errors
  • Made file downloads more deterministic with respect to filesystem caches

0.10.17 (February 1, 2021)

🐛 Bug Fix

  • Fix regression seen with python 3.5
  • Silence vendored watchdog warnings on mac

0.10.16 (February 1, 2021)

💅 Enhancement

  • Artifacts now support parallel writers for large distributed workflows.
  • Artifacts support distributed tables for dataset visualization.
  • Improvements to PR templates
  • Added more type annotations
  • Vendored watchdog 0.9.0 removing it as a dependency
  • New documentation generator
  • Public api now has file.direct_url to avoid redirects for signed urls.

🐛 Bug Fix

  • Allow config-defaults.yaml to be overwritten when running sweeps
  • General bug fixes and improvements to wandb verify
  • Disabled widgets in Spyder IDE
  • Fixed WANDB_SILENT in Spyder IDE
  • Reference file:// artifacts respect the name attribute.

0.10.15 (January 24, 2021)

💅 Enhancement

  • Add wandb verify to troubleshoot local installs

🐛 Bug Fix

  • Fix tensorboard_sync issue writing to s3
  • Prevent git secrets from being stored
  • Disable verbose console messages when using moviepy
  • Fix artifacts with checkpoints to be more robust when overwriting files
  • Fix artifacts recycled id issue

0.10.14 (January 15, 2021)

💅 Enhancement

  • Add wandb.Audio support to Artifacts

🐛 Bug Fix

  • Fix wandb config regressions introduced in 0.10.13
  • Rollback changes supporting media with slashes in keys

0.10.13 (January 11, 2021)

💅 Enhancement

  • Add support for Mac M1 GPU monitoring
  • Add support for TPU monitoring
  • Add setting to disable sagemaker integration

🐛 Bug Fix

  • Fix tensorboard_sync with tensorboardX and tf1
  • Fix issues logging images with slashes
  • Fix custom charts issues
  • Improve error messages using wandb pull
  • Improve error messages with wandb.Table()
  • Make sure silent mode is silent
  • Fix wandb online to renable logging
  • Multiple artifact fixes

0.10.12 (December 3, 2020)

💅 Enhancement

  • Add Artifact.used_by and Artifact.logged_by
  • Validate type consistency when logging Artifacts
  • Enhance JoinedTable to not require downloaded assets
  • Add ability to recursively download dependent artifacts
  • Enable gradient logging with keras and tf2+
  • Validate pytorch models are passed to wandb.watch()
  • Improved docstrings for public methods / objects
  • Warn when image sequences are logged with different sizes

🐛 Bug Fix

  • Fix incorrectly generated filenames in summary
  • Fix anonymous mode to include the api key in URLs
  • Fix pickle issue with disabled mode
  • Fix artifact from_id query
  • Fix handling of Tables with different image paths

0.10.11 (November 18, 2020)

💅 Enhancement

  • Disable wandb logging with wandb disabled or wandb.init(mode="disabled")
  • Support cloning an artifact when logging wandb.Image()

🐛 Bug Fix

  • Multiple media artifact improvements and internal refactor
  • Improve handling of artifact errors
  • Fix issue where notebook name was ignored
  • Extend silent mode for jupyter logging
  • Fix issue where vendored libraries interfered with python path
  • Fix various exceptions (divide by zero, int conversion, TypeError)

0.10.10 (November 9, 2020)

💅 Enhancement

  • Added confusion matrix plot
  • Better jupyter messages with wandb.init()/reinit/finish

🐛 Bug Fix

  • Fix for fastai 2.1.5 (removed log_args)
  • Fixed media logging when directories are changed

0.10.9 (November 4, 2020)

💅 Enhancement

  • Added artifact media logging (alpha)
  • Add scriptable alerts
  • Add url attribute for sweep public api
  • Update docstrings for wandb sdk functions

🐛 Bug Fix

  • Fix cases where offline mode was making network connections
  • Fix issues with python sweeps and run stopping
  • Fix logging issue where we could accidently display an api key
  • Fix wandb login issues with malformed hosts
  • Allow wandb.restore() to be called without wandb.init()
  • Fix resuming (reusing run_id) with empty summary
  • Fix artitifact download issue
  • Add missing wandb.unwatch() function
  • Avoid creating spurious wandb directories
  • Fix collections import issue when using an old version of six

0.10.8 (October 22, 2020)

💅 Enhancement

  • Allow callables to be serialized

🐛 Bug Fix

  • Fix compatibility issue with python 3.9
  • Fix wandb sync failure introduced in 0.10.6
  • Improve python agent handling of failing runs
  • Fix rare condition where resuming runs does not work
  • Improve symlink handling when called in thread context
  • Fix issues when changing directories before calling wandb.init()

0.10.7 (October 15, 2020)

🐛 Bug Fix

  • Fix issue when checking for updated releases on pypi

0.10.6 (October 15, 2020)

🐛 Bug Fix

  • Make sure code saving is enabled in jupyter environments after login
  • Sweep agents have extended timeout for large sweep configs
  • Support WANDB_SILENT environment variable
  • Warn about missing python package when logging images
  • Fix wandb.restore() to apply diff patch
  • Improve artifact error messages
  • Fix loading of config-defaults.yaml and specified list of yaml config files

0.10.5 (October 7, 2020)

💅 Enhancement

  • Add new custom plots: wandb.plot.*
  • Add new python based sweep agent: wandb.agent()

🐛 Bug Fix

  • Console log fixes (tqdm on windows, fix close exceptions)
  • Add more attributes to the Run object (group, job_type, urls)
  • Fix sagemaker login issues
  • Fix issue where plots were not uploaded until the end of run

0.10.4 (September 29, 2020)

🐛 Bug Fix

  • Fix an issue where wandb.init(allow_val_change=) throws exception

0.10.3 (September 29, 2020)

💅 Enhancement

  • Added warning when trying to sync pre 0.10.0 run dirs
  • Improved jupyter support for wandb run syncing information

🐛 Bug Fix

  • Fix artifact download issues
  • Fix multiple issues with tensorboard_sync
  • Fix multiple issues with juypter/python sweeps
  • Fix issue where login was timing out
  • Fix issue where config was overwritten when resuming runs
  • Ported sacred observer to 0.10.x release
  • Fix predicted bounding boxes overwritten by ground truth boxes
  • Add missing save_code parameter to wandb.init()

0.10.2 (September 20, 2020)

💅 Enhancement

  • Added upload_file to API
  • wandb.finish() can be called without matching wandb.init()

🐛 Bug Fix

  • Fix issue where files were being logged to wrong parallel runs
  • Fix missing properties/methods -- as_dict(), sweep_id
  • Fix wandb.summary.update() not updating all keys
  • Code saving was not properly enabled based on UI settings
  • Tensorboard now logging images before end of program
  • Fix resume issues dealing with config and summary metrics

0.10.1 (September 16, 2020)

💅 Enhancement

  • Added sync_tensorboard ability to handle S3 and GCS files
  • Added ability to specify host with login
  • Improved artifact API to allow modifying attributes

🐛 Bug Fix

  • Fix codesaving to respect the server settings
  • Fix issue runing wandb.init() on restricted networks
  • Fix issue where we were ignoring settings changes
  • Fix artifact download issues

0.10.0 (September 11, 2020)

💅 Enhancement

  • Added history sparklines at end of run
  • Artifact improvements and API for linking
  • Improved offline support and syncing
  • Basic noop mode support to simplify testing
  • Improved windows/pycharm support
  • Run object has more modifiable properties
  • Public API supports attaching artifacts to historic runs

🐛 Bug Fix

  • Many bugs fixed due to simplifying logic

0.9.7 (September 8, 2020)

💅 Enhancement

  • New sacred observer available at wandb.sacred.WandbObserver
  • Improved artifact reference tracking for HTTP urls

🐛 Bug Fix

  • Print meaningful error message when runs are queried with summary instead of summary_metrics

0.9.6 (August 28, 2020)

💅 Enhancement

  • Sub paths of artifacts now expose an optional root directory argument to download()
  • Artifact.new_file accepts an optional mode argument
  • Removed legacy fastai docs as we're now packaged with fastai v2!

🐛 Bug Fix

  • Fix yaml parsing error handling logic
  • Bad spelling in torch docstring, thanks @mkkb473

0.9.5 (August 17, 2020)

💅 Enhancement

  • Remove unused y_probas in sklearn plots, thanks @dreamflasher
  • New deletion apis for artifacts

🐛 Bug Fix

  • Fix wandb restore when not logged in
  • Fix artifact download paths on Windows
  • Retry 408 errors on upload
  • Fix mask numeric types, thanks @numpee
  • Fix artifact reference naming mixup

0.9.4 (July 24, 2020)

💅 Enhancement

  • Default pytorch histogram logging frequency from 100 -> 1000 steps

🐛 Bug Fix

  • Fix multiple prompts for login when using the command line
  • Fix "no method rename_file" error
  • Fixed edgecase histogram calculation in PyTorch
  • Fix error in jupyter when saving session history
  • Correctly return artifact metadata in public api
  • Fix matplotlib / plotly rendering error

0.9.3 (July 10, 2020)

💅 Enhancement

  • New artifact cli commands!
wandb artifact put path_file_or_ref
wandb artifact get artifact:version
wandb artifact ls project_name
  • New artifact api commands!
wandb.log_artifact()
wandb.use_artifact()
wandb.Api().artifact_versions()
wandb.Api().run.used_artifacts()
wandb.Api().run.logged_artifacts()
wandb.Api().Artifact().file()
  • Improved syncing of large wandb-history.jsonl files for wandb sync
  • New Artifact.verify method to ensure the integrity of local artifacts
  • Better testing harness for api commands
  • Run directory now store local time instead of utc time in the name, thanks @aiyolo!
  • Improvements to our doc strings across the board.
  • wandb.Table now supports a dataframe argument for logging dataframes as tables!

🐛 Bug Fix

  • Artifacts work in python2
  • Artifacts default download locations work in Windows
  • GCS references now properly cache / download, thanks @yoks!
  • Fix encoding of numpy arrays to JSON
  • Fix string comparison error message

0.9.2 (June 29, 2020)

💅 Enhancement

  • Major overhaul of artifact caching
  • Configurable cache directory for artifacts
  • Configurable download directory for artifacts
  • New Artifact.verify method to ensure the integrity of local artifacts
  • use_artifact no longer requires type
  • Deleted artifacts can now be be recommitted
  • Lidar scenes now support vectors

🐛 Bug Fix

  • Fix issue with artifact downloads returning errors.
  • Segmentation masks now handle non-unint8 data
  • Fixed path parsing logic in api.runs()

0.9.1 (June 9, 2020)

🐛 Bug Fix

  • Fix issue where files were always logged to latest run in a project.
  • Fix issue where url was not display url on first call to wandb.init

0.9.0 (June 5, 2020)

🐛 Bug Fix

  • Handle multiple inits in Jupyter
  • Handle ValueError's when capturing signals, thanks @jsbroks
  • wandb agent handles rate limiting properly

💅 Enhancement

  • wandb.Artifact is now generally available!
  • feature_importances now supports CatBoost, thanks @neomatrix369

0.8.36 (May 11, 2020)

🐛 Bug Fix

  • Catch all exceptions when saving Jupyter sessions
  • validation_data automatically set in TF >= 2.2
  • implements* hooks now implemented in keras callback for TF >= 2.2

💅 Enhancement

  • Raw source code saving now disabled by default
  • We now support global settings on boot to enable code saving on the server
  • New code_save=True argument to wandb.init to enable code saving manually

0.8.35 (May 1, 2020)

🐛 Bug Fix

  • Ensure cells don't hang on completion
  • Fixed jupyter integration in PyCharm shells
  • Made session history saving handle None metadata in outputs

0.8.34 (Apr 28, 2020)

💅 Enhancement

  • Save session history in jupyter notebooks
  • Kaggle internet enable notification
  • Extend wandb.plots.feature_importances to work with more model types, thanks @neomatrix369!

🐛 Bug Fix

  • Code saving for jupyter notebooks restored
  • Fixed thread errors in jupyter
  • Ensure final history rows aren't dropped in jupyter

0.8.33 (Apr 24, 2020)

💅 Enhancement

  • Add default class labels for semantic segmentation
  • Enhance bounding box API to be similar to semantic segmentation API

🐛 Bug Fix

  • Increase media table rows to improve ROC/PR curve logging
  • Fix issue where pre binned histograms were not being handled properly
  • Handle nan values in pytorch histograms
  • Fix handling of binary image masks

0.8.32 (Apr 14, 2020)

💅 Enhancement

  • Improve semantic segmentation image mask logging

0.8.31 (Mar 19, 2020)

💅 Enhancement

  • Close all open files to avoice ResourceWarnings, thanks @CrafterKolyan!

🐛 Bug Fix

  • Parse "tensor" protobufs, fixing issues with tensorboard syncing in 2.1

0.8.30 (Mar 19, 2020)

💅 Enhancement

  • Add ROC, precision_recall, HeatMap, explainText, POS, and NER to wandb.plots
  • Add wandb.Molecule() logging
  • Capture kaggle runs for metrics
  • Add ability to watch from run object

🐛 Bug Fix

  • Avoid accidently picking up global debugging logs

0.8.29 (Mar 5, 2020)

💅 Enhancement

  • Improve bounding box annotations
  • Log active GPU system metrics
  • Only writing wandb/settings file if wandb init is called
  • Improvements to wandb local command

🐛 Bug Fix

  • Fix GPU logging on some devices without power metrics
  • Fix sweep config command handling
  • Fix tensorflow string logging

0.8.28 (Feb 21, 2020)

💅 Enhancement

  • Added code saving of main python module
  • Added ability to specify metadata for bounding boxes and segmentation masks

🐛 Bug Fix

  • Fix situations where uncommited data from wandb.log() is not persisted

0.8.27 (Feb 11, 2020)

🐛 Bug Fix

  • Fix dependency conflict with new versions of six package

0.8.26 (Feb 10, 2020)

💅 Enhancement

  • Add best metric and epoch to run summary with Keras callback
  • Added wandb.run.config_static for environments required pickled config

🐛 Bug Fix

  • Fixed regression causing failures with wandb.watch() and DataParallel
  • Improved compatibility with python 3.8
  • Fix model logging under windows

0.8.25 (Feb 4, 2020)

🐛 Bug Fix

  • Fix exception when using wandb.watch() in a notebook
  • Improve support for sparse tensor gradient logging on GPUs

0.8.24 (Feb 3, 2020)

🐛 Bug Fix

  • Relax version dependancy for PyYAML for users with old environments

0.8.23 (Feb 3, 2020)

💅 Enhancement

  • Added scikit-learn support
  • Added ability to specify/exclude specific keys when building wandb.config

🐛 Bug Fix

  • Fix wandb.watch() on sparse tensors
  • Fix incompatibilty with ray 0.8.1
  • Fix missing pyyaml requirement
  • Fix "W&B process failed to launch" problems
  • Improved ability to log large model graphs and plots

0.8.22 (Jan 24, 2020)

💅 Enhancement

  • Added ability to configure agent commandline from sweep config

🐛 Bug Fix

  • Fix fast.ai prediction logging
  • Fix logging of eager tensorflow tensors
  • Fix jupyter issues with logging notebook name and wandb.watch()

0.8.21 (Jan 15, 2020)

💅 Enhancement

  • Ignore wandb.init() specified project and entity when running a sweep

🐛 Bug Fix

  • Fix agent "flapping" detection
  • Fix local controller not starting when sweep is pending

0.8.20 (Jan 10, 2020)

💅 Enhancement

  • Added support for LightGBM
  • Added local board support (Experimental)
  • Added ability to modify sweep configuration
  • Added GPU power logging to system metrics

🐛 Bug Fix

  • Prevent sweep agent from failing continously when misconfigured

0.8.19 (Dec 18, 2019)

💅 Enhancement

  • Added beta support for ray/tune hyperopt search strategy
  • Added ability to specify max runs per agent
  • Improve experience starting a sweep without a project already created

🐛 Bug Fix

  • Fix repeated wandb.Api().Run(id).scan_history() calls get updated data
  • Fix early_terminate/hyperband in notebook/python environments

0.8.18 (Dec 4, 2019)

💅 Enhancement

  • Added min_step and max_step to run.scan_history for grabbing sub-sections of metrics
  • wandb.init(reinit=True) now automatically calls wandb.join() to better support multiple runs per process

🐛 Bug Fix

  • wandb.init(sync_tensorboard=True) works again for TensorFlow 2.0

0.8.17 (Dec 2, 2019)

💅 Enhancement

  • Handle tags being passed in as a string

🐛 Bug Fix

  • Pin graphql-core < 3.0.0 to fix install errors
  • TQDM progress bars update logs properly
  • Oversized summary or history logs are now dropped which prevents retry hanging

0.8.16 (Nov 21, 2019)

🐛 Bug Fix

  • Fix regression syncing some versions of Tensorboard since 0.8.13
  • Fix network error in Jupyter

0.8.15 (Nov 5, 2019)

🐛 Bug Fix

  • Fix calling wandb.init with sync_tensorboard multiple times in Jupyter
  • Fix RuntimeError race when using threads and calling wandb.log
  • Don't initialize Sentry when error reporting is disabled

💅 Enhancement

  • Added best_run() to wandb.sweep() public Api objects
  • Remove internal tracking keys from wandb.config objects in the public Api

0.8.14 (Nov 1, 2019)

🐛 Bug Fix

  • Improve large object warning when values reach maximum size
  • Warn when wandb.save isn't passed a string
  • Run stopping from the UI works since regressing in 0.8.12
  • Restoring a file that already exists locally works
  • Fixed TensorBoard incorrectly placing some keys in the wrong step since 0.8.10
  • wandb.Video only accepts uint8 instead of incorrectly converting to floats
  • SageMaker environment detection is now more robust
  • Resuming correctly populates config
  • wandb.restore respects root when run.dir is set #658
  • Calling wandb.watch multiple times properly namespaces histograms and graphs

💅 Enhancement

  • Sweeps now work in Windows!
  • Added sweep attribute to Run in the public api
  • Added sweep link to Jupyter and terminal output
  • TensorBoard logging now stores proper timestamps when importing historic results
  • TensorBoard logging now supports configuring rate_limits and filtering event types
  • Use simple output mirroring stdout doesn't have a file descriptor
  • Write wandb meta files to the system temp directory if the local directory isn't writable
  • Added beta api.reports to the public API
  • Added wandb.unwatch to remove hooks from pytorch models
  • Store the framework used in config._wandb

0.8.13 (Oct 15, 2019)

🐛 Bug Fix

  • Create nested directory when videos are logged from tensorboard namespaces
  • Fix race when using wandb.log async=True
  • run.summary acts like a proper dictionary
  • run.summary sub dictionaries properly render
  • handle None when passing class_colors for segmentation masks
  • handle tensorflow2 not having a SessionHook
  • properly escape args in windows
  • fix hanging login when in anonymode
  • tf2 keras patch now handles missing callbacks args

💅 Enhancement

  • Updates documentation autogenerated from docstrings in /docs
  • wandb.init(config=config_dict) does not update sweep specified parameters
  • wandb.config object now has a setdefaults method enabling improved sweep support
  • Improved terminal and jupyter message incorporating 🚀 emojii!
  • Allow wandb.watch to be called multiple times on different models
  • Improved support for watching multple tfevent files
  • Windows no longer requires wandb run simply run python script_name.py
  • wandb agent now works on windows.
  • Nice error message when wandb.log is called without a dict
  • Keras callback has a new log_batch_frequency for logging metrics every N batches

0.8.12 (Sep 20, 2019)

🐛 Bug Fix

  • Fix compatibility issue with python 2.7 and old pip dependencies

💅 Enhancement

  • Improved onboarding flow when creating new accounts and entering api_key

0.8.11 (Sep 19, 2019)

🐛 Bug Fix

  • Fix public api returning incorrect data when config value is 0 or False
  • Resumed runs no longer overwrite run names with run id

💅 Enhancement

  • Added recording of spell.run id in config

0.8.10 (Sep 13, 2019)

🐛 Bug Fix

  • wandb magic handles the case of tf.keras and keras being loaded
  • tensorboard logging won't drop steps if multiple loggers have different global_steps
  • keras gradient logging works in the latest tf.keras
  • keras validation_data is properly set in tensorflow 2
  • wandb pull command creates directories if they don't exist, thanks @chmod644
  • file upload batching now asserts a minimum size
  • sweeps works in python2 again
  • scan_history now iterates the full set of points
  • jupyter will run local mode if credentials can't be obtained

💅 Enhancement

  • Sweeps can now be run from within jupyter / directly from python! https://docs.wandb.com/sweeps/python
  • New openai gym integration will automatically log videos, enabled with the monitor_gym keyword argument to wandb.init
  • Ray Tune logging callback in wandb.ray.WandbLogger
  • New global config file in ~/.config/wandb for global settings
  • Added tests for fastai, thanks @borisdayma
  • Public api performance enhancements
  • Deprecated username in favor of enitity in the public api for consistency
  • Anonymous login support enabled by default
  • New wandb.login method to be used in jupyter enabling anonymous logins
  • Better dependency error messages for data frames
  • Initial integration with spell.run
  • All images are now rendered as PNG to avoid JPEG artifacts
  • Public api now has a projects field

0.8.9 (Aug 19, 2019)

🐛 Bug Fix

  • run.summary updates work in jupyter before log is called
  • don't require numpy to be installed
  • Setting nested keys in summary works
  • notebooks in nested directories are properly saved
  • Don't retry 404's / better error messaging from the server
  • Strip leading slashes when loading paths in the public api

💅 Enhancement

  • Small files are batch uploaded as gzipped tarballs
  • TensorBoardX gifs are logged to wandb

0.8.8 (Aug 13, 2019)

🐛 Bug Fix

  • wandb.init properly handles network failures on startup
  • Keras callback only logs examples if data_type or input_type is set
  • Fix edge case PyTorch model logging bug
  • Handle patching tensorboard multiple times in jupyter
  • Sweep picks up config.yaml from the run directory
  • Dataframes handle integer labels
  • Handle invalid JSON when querying jupyter servers

💅 Enhancement

  • fastai uses a fixed seed for example logging
  • increased the max number of images for fastai callback
  • new wandb.Video tag for logging video
  • sync=False argument to wandb.log moves logging to a thread
  • New local sweep controller for custom search logic
  • Anonymous login support for easier onboarding
  • Calling wandb.init multiple times in jupyter doesn't error out

0.8.7 (Aug 7, 2019)

🐛 Bug Fix

  • keras callback no longer guesses input_type for 2D data
  • wandb.Image handles images with 1px height

💅 Enhancement

  • wandb Public API now has run.scan_history to return all history rows
  • wandb.config prints helpful errors if used before calling init
  • wandb.summary prints helpful errors if used before calling init
  • filestream api points to new url on the backend

0.8.6 (July 31, 2019)

🐛 Bug Fix

  • fastai callback uses the default monitor instead of assuming val_loss
  • notebook introspections handles error cases and doesn't print stacktrace on failure
  • Don't print description warning when setting name
  • Fixed dataframe logging error with the keras callback
  • Fixed line offsets in logs when resuming runs
  • wandb.config casts non-builtins before writing to yaml
  • vendored backports.tempfile to address missing package on install

💅 Enhancement

  • Added api.sweep to the python export api for querying sweeps
  • Added WANDB_NOTEBOOK_NAME for specifying the notebook name in cases we can't infer it
  • Added WANDB_HOST to override hostnames
  • Store if a run was run within jupyter
  • Client now supports stopping runs from the web ui
  • Handle floats passed as step to wandb.log
  • wandb.config has full unicode support
  • sync the main file to wandb if code saving is enabled and it's untracked by git
  • XGBoost callback: wandb.xgboost.wandb_callback()

0.8.5 (July 12, 2019)

🐛 Bug Fix

  • Fixed plotly charts with large numpy arrays not rendering
  • wandb docker works when nvidia is present
  • Better error when non string keys are sent to log
  • Relaxed pyyaml dependency to fix AMI installs
  • Magic works in jupyter notebooks.

💅 Enhancement

  • New preview release of auto-dataframes for Keras
  • Added input_type and output_type to the Keras callback for simpler config
  • public api supports retrieving specific keys and custom xaxis

0.8.4 (July 8, 2019)

🐛 Bug Fix

  • WANDB_IGNORE_GLOBS is respected on the final scan of files
  • Unified run.id, run.name, and run.notes across all apis
  • Handle funky terminal sizes when setting up our psuedo tty
  • Fixed Jupyter notebook introspection logic
  • run.summary.update() persists changes to the server
  • tensorboard syncing is robust to invalid histograms and truncated files

💅 Enhancement

  • preview release of magic, calling wandb.init(magic=True) should automatically track config and metrics when possible
  • cli now supports local installs of the backend
  • fastai callback supports logging example images

0.8.3 (June 26, 2019)

🐛 Bug Fix

  • image logging works in Windows
  • wandb sync handles tfevents with a single timestep
  • fix incorrect command in overview page for running runs
  • handle histograms with > 512 bins when streaming tensorboard
  • better error message when calling wandb sync on a file instead of a directory

💅 Enhancement

  • new helper function for handling hyperparameters in sweeps wandb.config.user_items()
  • better mocking for improved testing

0.8.2 (June 20, 2019)

🐛 Bug Fix

  • entity is persisted on wandb.run when queried from the server
  • tmp files always use the temporary directory to avoid syncing
  • raise error if file shrinks while uploading
  • images log properly in windows
  • upgraded pyyaml requirement to address CVE
  • no longer store a history of rows to prevent memory leak

💅 Enhancement

  • summary now supports new dataframe format
  • WANDB_SILENT environment variable writes all wandb messages to debug.log
  • Improved error messages for windows and tensorboard logging
  • output.log is uploaded at the end of each run
  • metadata, requirements, and patches are uploaded at the beginning of a run
  • when not running from a git repository, store the main python file
  • added WANDB_DISABLE_CODE to prevent diffing and code saving
  • when running in jupyter store the name of the notebook
  • auto-login support for colab
  • store url to colab notebook
  • store the version of this library in config
  • store sys.executable in metadata
  • fastai callback no longer requires path
  • wandb.init now accepts a notes argument
  • The cli replaced the message argument with notes and name

0.8.1 (May 23, 2019)

🐛 Bug Fix

  • wandb sync handles tensorboard embeddings
  • wandb sync correctly handles images in tensorboard
  • tf.keras correctly handles single input functional models
  • wandb.Api().runs returns an iterator that's reusable
  • WANDB_DIR within a hidden directory doesn't prevent syncing
  • run.files() iterates over all files
  • pytorch recurssion too deep error

💅 Enhancement

  • wandb sync accepts an --ignore argument with globs to skip files
  • run.summary now has an items() method for iterating over all keys

0.8.0 (May 17, 2019)

🐛 Bug Fix

  • Better error messages on access denied
  • Better error messages when optional packages aren't installed
  • Urls printed to the termial are url-escaped
  • Namespaced tensorboard events work with histograms
  • Public API now retries on failures and re-uses connection pool
  • Catch git errors when remotes aren't pushed to origin
  • Moved keras graph collection to on_train_begin to handle unbuilt models
  • Handle more cases of not being able to save weights
  • Updates to summary after resuming are persisted
  • PyTorch histc logging fixed in 0.4.1
  • Fixed wandb sync tensorboard import

💅 Enhancement

  • wandb.init(tensorboard=True) works with Tensorflow 2 and Eager Execution
  • wandb.init(tensorboard=True) now works with tb-nightly and PyTorch
  • Automatically log examples with tf.keras by adding missing validation_data
  • Socket only binds to localhost for improved security and prevents firewall warnings in OSX
  • Added user object to public api for getting the source user
  • Added run.display_name to the public api
  • Show display name in console output
  • Added --tags, --job_group, and --job_type to wandb run
  • Added environment variable for minimum time to run before considering crashed
  • Added flake8 tests to CI, thanks @cclauss!

0.7.3 (April 15, 2019)

🐛 Bug Fix

  • wandb-docker-run accepts image digests
  • keras callback works in tensorflow2-alpha0
  • keras model graph now puts input layer first

💅 Enhancement

  • PyTorch log frequency added for gradients and weights
  • PyTorch logging performance enhancements
  • wandb.init now accepts a name parameter for naming runs
  • wandb.run.name reflects custom display names
  • Improvements to nested summary values
  • Deprecated wandb.Table.add_row in favor of wandb.Table.add_data
  • Initial support for a fast.ai callback thanks to @borisdayma!

0.7.2 (March 19, 2019)

🐛 Bug Fix

  • run.get_url resolves the default entity if one wasn't specified
  • wandb restore accepts run paths with only slashes
  • Fixed PyYaml deprecation warnings
  • Added entrypoint shell script to manifest
  • Strip newlines from cuda version

0.7.1 (March 14, 2019)

🐛 Bug Fix

  • handle case insensitive docker credentials
  • fix app_url for private cloud login flow
  • don't retry 404's when starting sweep agents

0.7.0 (February 28, 2019)

🐛 Bug Fix

  • ensure DNS lookup failures can't prevent startup
  • centralized debug logging
  • wandb agent waits longer to send a SIGKILL after sending SIGINT

💅 Enhancement

  • support for logging docker images with the WANDB_DOCKER env var
  • WANDB_DOCKER automatically set when run in kubernetes
  • new wandb-docker-run command to automatically set env vars and mount code
  • wandb.restore supports launching docker for runs that ran with it
  • python packages are now recorded and saved in a requirements.txt file
  • cpu_count, gpu_count, gpu, os, and python version stored in wandb-metadata.json
  • the export api now supports docker-like paths, i.e. username/project:run_id
  • better first time user messages and login info

0.6.35 (January 29, 2019)

🐛 Bug Fix

  • Improve error reporting for sweeps

0.6.34 (January 23, 2019)

🐛 Bug Fix

  • fixed Jupyter logging, don't change logger level
  • fixed resuming in Jupyter

💅 Enhancement

  • wandb.init now degrades gracefully if a user hasn't logged in to wandb
  • added a force flag to wandb.init to require a machine to be logged in
  • Tensorboard and TensorboardX logging is now automatically instrumented when enabled
  • added a tensorboard to wandb.init which patches tensorboard for logging
  • wandb.save handles now accepts a base path to files in sub directories
  • wandb.tensorflow and wandb.tensorboard can now be accessed without directly importing
  • wandb sync will now traverse a wandb run directory and sync all runs

0.6.33 (January 22, 2019)

🐛 Bug Fix

  • Fixed race where wandb process could hang at the end of a run

0.6.32 (December 22, 2018)

🐛 Bug Fix

  • Fix resuming in Jupyter on kernel restart
  • wandb.save ensures files are pushed regardless of growth

💅 Enhancement

  • Added replace=True keyword to init for auto-resuming
  • New run.resumed property that can be used to detect if we're resuming
  • New run.step property to use for setting an initial epoch on resuming
  • Made Keras callback save the best model as it improves

0.6.31 (December 20, 2018)

🐛 Bug Fix

  • Really don't require numpy
  • Better error message if wandb.log is called before wandb.init
  • Prevent calling wandb.watch multiple times
  • Handle datetime attributes in logs / plotly

💅 Enhancement

  • Add environment to sweeps
  • Enable tagging in the public API and in wandb.init
  • New media type wandb.Html for logging arbitrary html
  • Add Public api.create_run method for custom integrations
  • Added glob support to wandb.save, files save as they're written to
  • Added wandb.restore for pulling files on resume

0.6.30 (December 6, 2018)

🐛 Bug Fix

  • Added a timeout for generating diffs on large repos
  • Fixed edge case where file syncing could hang
  • Ensure all file changes are captured before exit
  • Handle cases of sys.exit where code isn't passed
  • Don't require numpy

💅 Enhancement

  • New wandb sync command that pushes a local directory to the cloud
  • Support for syncing tfevents file during training
  • Detect when running as TFJob and auto group
  • New Kubeflow module with initial helpers for pipelines

0.6.29 (November 26, 2018)

🐛 Bug Fix

  • Fixed history / summary bug

0.6.28 (November 24, 2018)

💅 Enhancement

  • Initial support for AWS SageMaker
  • hook_torch renamed to watch with a deprecation warning
  • Projects are automatically created if they don't exist
  • Additional GPU memory_allocated metric added
  • Keras Graph stores edges

🐛 Bug Fix

  • PyTorch graph parsing is more robust
  • Fixed PyTorch 0.3 support
  • File download API supports WANDB_API_KEY authentication

0.6.27 (November 13, 2018)

💅 Enhancement

  • Sweeps work with new backend (early release).
  • Summary tracks all history metrics unless they're overridden by directly writing to summary.
  • Files support in data API.

🐛 Bug Fix

  • Show ongoing media file uploads in final upload progress.

0.6.26 (November 9, 2018)

💅 Enhancement

  • wandb.Audio supports duration

🐛 Bug Fix

  • Pass username header in filestream API

0.6.25 (November 8, 2018)

💅 Enhancement

  • New wandb.Audio data type.
  • New step keyword argument when logging metrics
  • Ability to specify run group and job type when calling wandb.init() or via environment variables. This enables automatic grouping of distributed training runs in the UI
  • Ability to override username when using a service account API key

🐛 Bug Fix

  • Handle non-tty environments in Python2
  • Handle non-existing git binary
  • Fix issue where sometimes the same image was logged twice during a Keras step

0.6.23 (October 19, 2018)

💅 Enhancement

  • PyTorch
    • Added a new wandb.hook_torch method which records the graph and logs gradients & parameters of pytorch models
    • wandb.Image detects pytorch tensors and uses torchvision.utils.make_grid to render the image.

🐛 Bug Fix

  • wandb restore handles the case of not being run from within a git repo.

0.6.22 (October 18, 2018)

🐛 Bug Fix

  • We now open stdout and stderr in raw mode in Python 2 ensuring tools like bpdb work.

0.6.21 (October 12, 2018)

💅 Enhancement

  • Catastrophic errors are now reported to Sentry unless WANDB_ERROR_REPORTING is set to false
  • Improved error handling and messaging on startup

0.6.20 (October 5, 2018)

🐛 Bug Fix

  • The first image when calling wandb.log was not being written, now it is
  • wandb.log and run.summary now remove whitespace from keys

0.6.19 (October 5, 2018)

🐛 Bug Fix

  • Vendored prompt_toolkit < 1.0.15 because the latest ipython is pinned > 2.0
  • Lazy load wandb.h5 only if summary is accessed to improve Data API performance

💅 Enhancement

  • Jupyter
    • Deprecated wandb.monitor in favor of automatically starting system metrics after the first wandb.log call
    • Added new %%wandb jupyter magic method to display live results
    • Removed jupyter description iframe
  • The Data API now supports per_page and order options to the api.runs method
  • Initial support for wandb.Table logging
  • Initial support for matplotlib logging