release raiwidgets and responsibleai v0.36.0

v0.36.0

• educational materials
  • Update getting-started.ipynb by @oohtmeel1 in #2572
• bug fixes and tests

  • Responsible AI Dashboard

    • Fix robot page exception - Update StatsTableUtils.ts by @tongyu-microsoft in #2568
    • Fix robot page exception on TypeError: Cannot read properties of undefined (reading 'cohort') by @tongyu-microsoft in #2540
    • Fix responsibleai toolbox build failures due to dependency updates by @imatiach-msft in #2571
    • Fix build failures due to missing fridge datasets by @imatiach-msft in #2573

  • RAIInsights

    • Update responsibleai to scikit-learn 1.5.1 by @imatiach-msft in #2570

New Contributors

• @oohtmeel1 made their first contribution in #2572

Full Changelog: v0.35.1...v0.36.0

Release raiwidgets and responsibleai v0.35.1

v0.35.1

• upgrade nx to 12.10.1 by @imatiach-msft in #2561
• fix wrapper constructor in ErrorAnalysisManager and RAIVisionInsights load call for RAI Vision Dashboard by @imatiach-msft in #2560
• update responsibleai-text and responsibleai-vision packages to responsibleai 0.35.0 by @imatiach-msft in #2563
• release responsibleai-vision 0.3.8 and responsibleai-text 0.2.7 by @imatiach-msft in #2564
• remove pins on werkzeug, itsdangerous and markupsafe since they are currently not needed by @imatiach-msft in #2565
• release rai-core-flask 0.7.6 by @tongyu-microsoft in #2566
• release raiwidgets and responsibleai 0.35.1 by @tongyu-microsoft in #2567

Full Changelog: v0.35.0...v0.35.1

release raiwidgets and responsibleai v0.35.0

v0.35.0

• new features

  • RAI Vision

    • Exif Nested Metadata support for Image Dashboards by @Advitya17 in #2542
    • Nested Exif Metadata support + Gate fixes for py 3.7 and keras version by @Advitya17 in #2545
    • Release responsibleai_vision 0.3.7 with Nested Exif Metadata support by @Advitya17 in #2549
• bug fixes and tests

  • Responsible AI Dashboard

    • fix bad whitespace in url format for azure compute instance base url by @imatiach-msft in #2537
    • release rai-core-flask 0.7.4 by @imatiach-msft in #2538
    • Gates fix to remove py 3.7 for EOL & AutoML 2.0.6 by @Advitya17 in #2543
    • update ipython and werkzeug dependencies for responsibleai and rai-core-flask packages by @imatiach-msft in #2551
    • release rai-core-flask 0.7.5 by @imatiach-msft in #2553
    • upgrade packages and CI to rai-core-flask==0.7.5, rai-utils==0.4.2 and rai-test-utils==0.4.2 by @imatiach-msft in #2556

  • RAIInsights

    • fix builds due to OneHotEncoder sparse parameter breaking change in scikit-learn by @imatiach-msft in #2539
    • update responsibleai and raiwidgets to erroranalysis 0.5.4 by @imatiach-msft in #2558

  • RAI Vision

    • fix label column incorrectly added by feature extractors in RAI Vision dashboard for automl models by @imatiach-msft in #2532
    • fix index into image_dimensions for drawing bounding boxes in object detection flyout by @imatiach-msft in #2550

  • RAI Vision and Text

    • update responsibleai-text and responsibleai-vision packages to responsibleai 0.34.1 by @imatiach-msft in #2534
    • release responsibleai-vision 0.3.6 and responsibleai-text 0.2.6 by @imatiach-msft in #2535
    • fix release github actions for RAI vision and text packages by @imatiach-msft in #2536

  • Error analysis

    • fix erroranalysis test failures due to new shap release having inconsistent dimensions for single valued target by @imatiach-msft in https://github.com/microsoft/responsible-ai-toolbox/
    • release erroranalysis 0.5.4 by @imatiach-msft in https://github.com/microsoft/responsible-ai-toolbox/pull/2557pull/2552

  • RAIUtils

    • release rai-utils 0.4.2 by @imatiach-msft in #2555

  • RAI Test Utils

    • release rai-test-utils 0.4.2 by @imatiach-msft in #2554

Full Changelog: v0.34.1...v0.35.0

release raiwidgets and responsibleai v0.34.1

v0.34.1

• new features

  • Responsible AI Dashboard

    • Fix forecast flattening prediction list error by @jamesbchao in #2529

  • RAI Text

    • Add methods and constants for genai metrics by @kartik727 in #2524
    • Genai integration by @kartik727 in #2522
• bug fixes and tests

  • Responsible AI Dashboard

    • fix CD.yml permissions errors for dashboard links on PRs by @imatiach-msft in #2525

  • RAI Vision and Text

    • update responsibleai-text and responsibleai-vision packages to responsibleai 0.34.0 by @imatiach-msft in #2530

release raiwidgets and responsibleai v0.34.0

v0.34.0

• new features

  • Responsible AI Dashboard

    • Private Link URL support by @Advitya17 in #2493
    • PL Support on raiwidgets by @Advitya17 in #2500
    • Flyout Bounding Box legend & accessibility fixes by @Advitya17 in #2497
    • update UI to support genai task for RAI text dashboard by @imatiach-msft in #2508
    • add genai metrics endpoint in UI for model overview metrics (#2517) by @imatiach-msft in #2520

  • RAI Text

    • Added metrics for genai text by @kartik727 in #2514
    • added generative text explainer by @mohsinposts in #2516
    • Add helper method for genai metrics by @kartik727 in #2519
• bug fixes and tests

  • Responsible AI Dashboard

    • upgrade plotly to latest version 2.27.1 by @imatiach-msft in #2484
    • LEGO: Pull request from JUNO/hb_a12a4630-4852-4e7d-9cbc-c0e1117da1ab_20231212124106972 to main by @csigs in #2457
    • Localized file check-in by OneLocBuild Task: Build definition ID 21368: Build ID 113458687 by @RubyZ10 in #2460

  • RAIInsights

    • update responsibleai to interpret-community 0.31.0 by @imatiach-msft in #2488
    • Release rai_core_flask 0.7.3 by @Advitya17 in #2496
    • fix builds by supporting sparse_output renamed parameter in OneHotEncoder in new scikit-learn version update by @imatiach-msft in #2507

  • RAI Vision

    • fix vision data explorer elements truncated in smaller screen by @imatiach-msft in #2478
    • fix duplicate categorical features added from image exif metadata in RAI Vision Dashboard by @imatiach-msft in #2483
    • Accessibility Fix for Metric Checkboxes by @Advitya17 in #2485
    • fix wrong metrics count missing in vision explorer of RAI Vision dashboard for object detection by @imatiach-msft in #2495
    • Class View Search Case Fix by @Advitya17 in #2498
    • Dropdown option fix by @Advitya17 in #2505

  • RAI Vision and Text

    • update responsibleai-text and responsibleai-vision packages to responsibleai 0.33.0 by @imatiach-msft in #2477
    • release responsibleai-vision 0.3.5 and responsibleai-text 0.2.5 by @imatiach-msft in #2481
    • release tensorflow pin in RAI vision and text package tests which was added last year to fix huggingface transformer models by @imatiach-msft in #2472

  • Error analysis

  • RAIUtils

    • Fix retry function not stopping for long time after sending an interrupt by @kartik727 in #2486
• other
  • Update MANIFEST.in for erroranalysis to include requirements-object-detection.txt by @rxm7706 in #2476
  • fix release script due to dependency test errors by @imatiach-msft in #2482
  • ignore error when uploading test dashboard from build for external forks by @imatiach-msft in #2487
  • ci: Use GITHUB_OUTPUT envvar instead of set-output command by @arunsathiya in #2489

New Contributors

• @rxm7706 made their first contribution in #2476
• @arunsathiya made their first contribution in #2489
• @mohsinposts made their first contribution in #2516

Full Changelog: v0.33.0...v0.34.0

release raiwidgets and responsibleai v0.33.0

v0.33.0

• new features

  • Responsible AI Dashboard

    • add AccessibleDetailsList with resizable columns for accessibility by @imatiach-msft in #2470
• bug fixes and tests

  • Responsible AI Dashboard

    • fix aria label for screen reader on scatter plot color axis picker by @imatiach-msft in #2440
    • fix RAI dashboard treat as categorical accessibility on new cohort create by @imatiach-msft in #2446
    • fix line-height override on add tab button for accessibility by @imatiach-msft in #2449
    • fix pivot focus indicator for accessibility by @imatiach-msft in #2450
    • fix confusion matrix highcharts heatmap keyboard focus order accessibility by @imatiach-msft in #2452
    • fix class importance weights callout truncated in small view for accessibility by @imatiach-msft in #2462
    • fix tooltip callout keyboard focus order for accessibility by @imatiach-msft in #2464
    • announce highcharts confusion matrix heatmap tooltip aria label for accessibility by @imatiach-msft in #2467
    • announce search results in RAI Vision dashboard toolbar for accessibility by @imatiach-msft in #2466

  • RAIInsights

    • remove python 3.6 from builds, tests and packages by @imatiach-msft in #2442
    • Upgrade setup python from v4 to v5 by @gaugup in #2454
    • release rai-core-flask 0.7.2 by @imatiach-msft in #2458
    • update raiwidgets to rai-core-flask v0.7.2 by @imatiach-msft in #2459
    • update numpy and numba dependencies by @imatiach-msft in #2473

  • RAI Vision

    • fix luminosity ratio of RAI Vision dashboard success and failure instances text to background for accessibility by @imatiach-msft in #2444
    • fix error when extracting exif metadata features from images in RAI Vision dashboard by @imatiach-msft in #2461
    • fix images missing alternate text in RAI Vision dashboard for accessibility by @imatiach-msft in #2463

  • RAI Vision and Text

    • update responsibleai-text and responsibleai-vision packages to responsibleai 0.32.1 by @imatiach-msft in #2445
    • release responsibleai-vision 0.3.4 and responsibleai-text 0.2.4 by @imatiach-msft in #2447
    • fix socketio cors authentication for object detection and qa metrics requests by @imatiach-msft in #2455

  • Error analysis

    • Data Imputation Fix in erroranalysis by @Advitya17 in #2436
    • release erroranalysis 0.5.3 by @imatiach-msft in #2468
    • update responsibleai and raiwidgets to erroranalysis 0.5.3 by @imatiach-msft in #2471
• other
  • update vscode settings for codeActionsOnSave to use new field instead of boolean by @imatiach-msft in #2465

Full Changelog: v0.32.1...v0.33.0

release raiwidgets and responsibleai v0.32.1

Description

Patch update to use latest rai_core_flask 0.7.1 containing latest dashboard port range for private link AML workspace support.

v0.32.1

• new features

  • Responsible AI Dashboard

    • UI Improvement for Aggregate Object Detection Labels by @Advitya17 in #2431
• bug fixes and tests

  • Responsible AI Dashboard

    • Update raiwidgets to rai-core-flask v0.7.1 by @Advitya17 in #2437

  • RAI Vision

    • update responsibleai-text and responsibleai-vision packages to responsibleai 0.32.0 by @imatiach-msft in #2420
    • release responsibleai-vision 0.3.3 and responsibleai-text 0.2.3 by @imatiach-msft in #2421
    • Added aria-labels to dropdowns by @Advitya17 in #2417
    • make elements under image explorer view tab keyboard accessible by @imatiach-msft in #2422
    • Added aria-labels for sliders and checkboxes/DetailsList by @Advitya17 in #2419
    • Added aria-labels to buttons by @Advitya17 in #2418
    • fix switch cohort window getting clipped when zoomed in for accessibility by @imatiach-msft in #2430
    • fix vision dashboard flyout accessibility on smaller screen size by @imatiach-msft in #2432
    • fix image downloader failing with automl format on deserialize due to missing label transformations by @imatiach-msft in #2435
    • fix save and switch button text overflowing for accessibility by @imatiach-msft in #2438
    • Object Detection Model Overview missing-class fix for Cohorts by @Advitya17 in #2429
• other
  • Localized file check-in by OneLocBuild Task: Build definition ID 21368: Build ID 111947035 by @RubyZ10 in #2433
  • LEGO: Pull request from JUNO/hb_a12a4630-4852-4e7d-9cbc-c0e1117da1ab_20231125124253772 to main by @csigs in #2428
  • Removed python 3.6 from CI-notebook gate by @Advitya17 in #2441
  • Localized file check-in by OneLocBuild Task: Build definition ID 21368: Build ID 112224195 by @RubyZ10 in #2434

Full Changelog: v0.32.0...v0.32.1

release raiwidgets and responsibleai v0.32.0

Description

v0.32.0

• new features

  • Responsible AI Dashboard

    • add socket implementation to RAI dashboard object detection and question answering metrics calls by @imatiach-msft in #2394
    • Dashboard Port Updates by @Advitya17 in #2406
• bug fixes and tests

  • Responsible AI Dashboard

    • release rai-core-flask 0.7.0 by @imatiach-msft in #2398
    • update raiwidgets to rai-core-flask v0.7.0 by @imatiach-msft in #2401
    • Release new version of rai_core_flask by @Advitya17 in #2407
    • fallback to request if socket connection fails for object detection and question answering metrics for backcompat by @imatiach-msft in #2409
    • Side Panel Bug Fix by @Advitya17 in #2414

  • RAI Vision

    • OD Explanation Loader Fix by @Advitya17 in #2381
    • Optional support for IS_CROWD for OD COCO label format by @Advitya17 in #2395
    • Import & data loading fixes for IC & multilabel notebooks by @Advitya17 in #2410
    • fix RangeIndex error in error analysis for object detection models by @imatiach-msft in #2411
    • add average parameter to MeanAveragePrecision to specify micro or macro calculation by @imatiach-msft in #2412

  • Counterfactual

    • Update requirements.txt to upgrade dice-ml to 0.11.0 by @gaugup in #2397
    • Refer to predicted value from Counterfactual data by @gaugup in #2402

  • Error analysis

    • Accessibility fix for 'Error Analysis' header by @Advitya17 in #2415
• other
  • Localized file check-in by OneLocBuild Task: Build definition ID 21368: Build ID 107831016 by @RubyZ10 in #2393
  • LEGO: Pull request from JUNO/hb_a12a4630-4852-4e7d-9cbc-c0e1117da1ab_20231003114057604 to main by @csigs in #2384
  • LEGO: Pull request from JUNO/hb_a12a4630-4852-4e7d-9cbc-c0e1117da1ab_20231030114314322 to main by @csigs in #2400
  • Localized file check-in by OneLocBuild Task: Build definition ID 21368: Build ID 109426168 by @RubyZ10 in #2408
  • fix build errors due to changed exception messages and UCI repository expired certificate by @imatiach-msft in #2413

release raiwidgets and responsibleai v0.31.0

v0.31.0

• new features

  • Responsible AI Dashboard

    • Heatmap Support for Object Detection by @Advitya17 in #2303
    • Vision Explanation Dashboard render refactor by @Advitya17 in #2306
    • Single Container in Image Data Explorer for Object Detection by @Advitya17 in #2330
    • Error Labeling integration into Image Data Explorer for Agg Labels by @Advitya17 in #2334
    • Detection info inside Object Detection Flyout by @Advitya17 in #2339
    • Categorical Exif Metadata support for Vision Dashboard by @Advitya17 in #2348
    • Error Labeling Integration in Table View by @Advitya17 in #2350
    • Numerical Exif Metadata support for Image Dashboards by @Advitya17 in #2358
    • add local feature importance info button and include shap values in description for RAI text dashboard by @imatiach-msft in #2373
    • Error Labeling Integration in Class View by @Advitya17 in #2354
    • Sorting support for Object Detection labels by @Advitya17 in #2376
    • Forecasting: generate time series as cohorts by @romanlutz in #2355

  • RAI utils

    • Add pandas timestamp support to json serialization utility function in raiutils by @romanlutz in #2320

  • RAI tabular

    • Forecasting: consume locally served model by @romanlutz in #2319
• bug fixes and tests

  • Responsible AI Dashboard

    • accessibility: add aria label to RAI text dashboard slider by @imatiach-msft in #2293
    • Added ariaLabel to cohort dropdown by @Advitya17 in #2296
    • UI Tests for Object Detection Widgets in Model Overview by @Advitya17 in #2295
    • move text UI individual feature importance tests by @imatiach-msft in #2299
    • RAI Text Dashboard a11y: make scrollable pane focusable and use label attribute on slider by @imatiach-msft in #2305
    • Heatmap e2e test by @Advitya17 in #2239
    • fix true y and pred y not appearing for QA text dashboard in table view by @imatiach-msft in #2336
    • fix failing object detection e2e jupyter notebook UI tests on linux by @imatiach-msft in #2341
    • Expanded Object Detection Flyout & Image Sizes by @Advitya17 in #2335
    • add model explanation data to test app for question answering example on squad dataset by @imatiach-msft in #2326
    • fix alignment of true and predicted labels in vision data explorer by @imatiach-msft in #2369
    • fix choose cohorts close or cancel updating feature cohorts selection in flyout by @imatiach-msft in #2366
    • remove duplicate text in feature importance graph of the RAI Text dashboard by @imatiach-msft in #2371
    • remove non-functional page size selector from RAI Vision dashboard table view by @imatiach-msft in #2370
    • Backend and OD Notebook Dataset fixes by @Advitya17 in #2360
    • Data Analysis Label Fix for OD by @Advitya17 in #2365
    • Table View Search Fix for Multilabel & OD by @Advitya17 in #2367
    • Enabling Heatmap test for Feature Cohort + MO test fixes by @Advitya17 in #2340

  • RAI Text

    • fix failing vision tests due to new RAI validation logic which doesn't allow non string dropped column names by @imatiach-msft in #2302
    • add text feature importance e2e unit tests for covid jupyter notebook by @imatiach-msft in #2323
    • add text feature importance e2e unit tests for dbpedia jupyter notebook by @imatiach-msft in #2313
    • fix error analysis for RAITextInsights displaying all incorrect instances for text labels by @imatiach-msft in #2325
    • add text feature importance e2e unit tests for blbooksgenre jupyter notebook by @imatiach-msft in #2327
    • fix question answering pipeline indexing error in shap due to varied token length after masking by @imatiach-msft in #2332
    • add RAITextInsights openai notebook example and tests by @imatiach-msft in #2345

  • RAI Vision

    • fix failing vision tests due to new RAI validation logic which doesn't allow non string dropped column names by @imatiach-msft in #2302
    • OD model type support in responsibleai_vision for EA by @Advitya17 in #2233
    • Test case for EA-OD flow by @Advitya17 in #2322
    • fix data analysis description and tooltips hidden for large screens by @imatiach-msft in #2368
    • fix flaky object detection vision notebook test by allowing range of feature cohorts to be specified by @imatiach-msft in #2374
    • Unit test for Exif support in the Image Dashboards by @Advitya17 in #2382

  • RAI Tabular

  • Error analysis

    • Hotfix to add VEM as soft dependency to erroranalysis by @Advitya17 in #2290
    • EA ModelTask Fix by @Advitya17 in #2316
• other
  • update responsibleai-text and responsibleai-vision packages to responsibleai 0.30.0 by @imatiach-msft in #2300
  • Update requirements-linting.txt to add flake8-all-not-strings by @gaugup in #2276
  • Release erroranalysis 0.5.1 by @Advitya17 in #2304
  • Release Error Analysis 0.5.2 by @Advitya17 in #2317
  • increase verbosity for gated tests to help diagnose failures by @imatiach-msft in #2301
  • release responsibleai-vision 0.3.0 and responsibleai-text 0.2.0 by @imatiach-msft in #2315
  • Release responsibleai_vision 0.3.1 by @Advitya17 in #2321
  • Add create_complex_regression_pipeline to sklearn_model_utils.py by @gaugup in #2318
  • Remove pins on flake8 linter packages by @gaugup in #2328
  • release responsibleai-text 0.2.1 by @imatiach-msft in #2337
  • causal_manager.py: Move user config validation checks from compute() to add() by @gaugup in #2342
  • Fix links on README.md by @jamesbchao in #2349
  • Update README.md by @jamesbchao in #2352
  • Remove unreachable branch in test_rai_insights_save_and_load_scenarios.py by @gaugup in #2343
  • Localized file check-in by OneLocBuild Task: Build definition ID 21368: Build ID 106178211 by @RubyZ10 in #2375
  • LEGO: Pull request from JUNO/hb_a12a4630-4852-4e7d-9cbc-c0e1117da1ab_20230928114108584 to main by @csigs in #2372
  • Add python 3.11 for erroranalysis, raiutils and rai-test-utils by @gaugup in #2385
  • Add 3.11 support to rai-core-flask by @gaugup in #2386
  • fix failing builds due to pytorch dependencies by @imatiach-msft in #2389
  • pin responsibleai text and vision packages to 0.30.0 by @romanlutz in #2387

release raiwidgets and responsibleai v0.30.0

v0.30.0

• educational materials

  • RAI Text

    • Doc update for responsibleai_text by @Advitya17 in #2169
• new features

  • Responsible AI Dashboard

    • [Question Answering] Cache support for Model Overview Metrics by @Advitya17 in #2166
    • Individual feature importance interpret QA - part1 by @vinuthakaranth in #2167
    • Individual feature importance interpret QA by @vinuthakaranth in #2186
    • Error Analysis UI & Template support for Object Detection by @Advitya17 in #2203
    • add multiclass statistics to text and tabular RAI dashboards by @imatiach-msft in #2222
    • Add forecasting to raiwidgets and add a forecasting notebook by @romanlutz in #2252

  • RAI Text

    • [Question Answering] Cache support for Model Overview Metrics by @Advitya17 in #2166
    • update responsibleai-text and responsibleai-vision packages to responsibleai 0.29.0 by @imatiach-msft in #2172
    • add base values and importances for ending tokens to QA explanations by @imatiach-msft in #2178

  • RAI Vision

    • [Question Answering] Cache support for Model Overview Metrics by @Advitya17 in #2166
    • update responsibleai-text and responsibleai-vision packages to responsibleai 0.29.0 by @imatiach-msft in #2172
    • [Object Detection] Model Overview Cache Support Extension for torchmetrics by @Advitya17 in #2170
    • OD model type support in raiutils for EA by @Advitya17 in #2227
    • GPU support for OD metrics by @Advitya17 in #2266

  • RAI Tabular

    • OD model type support in responsibleai for EA by @Advitya17 in #2230

  • Error analysis

    • Error Analysis backend support for Object Detection by @Advitya17 in #2225
• bug fixes and tests

  • Responsible AI Dashboard

    • ModelAssessmentVision UI Test Template by @Advitya17 in #2174
    • Multiclass Image Classification Notebook for UI testing by @Advitya17 in #2175
    • Image Classification Notebook for UI testing #2175 by @Advitya17 in #2176
    • Vision Data Analysis / Data Balance E2E Tests + Refactor by @Advitya17 in #2183
    • Vision Model Overview E2E Tests - Refactor by @Advitya17 in #2185
    • OD ID Plot Hotfix by @Advitya17 in #2190
    • Fix heatmap by removing erroneous color configuration by @romanlutz in #2201
    • Vision Data Explorer Table & Class View tests by @Advitya17 in #2220
    • Vision Data Explorer Image Explorer Tests by @Advitya17 in #2188
    • Enabled EA UI testing for OD by @Advitya17 in #2251
    • CanvasTools OD Bounding Box Fix by @Advitya17 in #2267
    • Add forecasting to raiwidgets and add a forecasting notebook by @romanlutz in #2252
    • add e2e UI notebook tests to DBPedia text classification notebook by @imatiach-msft in #2265
    • Endpoint Interruption Logic for Model Overview with OD by @Advitya17 in #2268
    • Endpoint Interruption Logic for Model Overview with QA by @Advitya17 in #2274
    • add e2e UI notebook tests to blbooksgenre text classification notebook by @imatiach-msft in #2273
    • add RAITextInsights question answering notebook example and tests by @imatiach-msft in #2279
    • add e2e UI notebook tests to covid19 event multilabel text classification notebook by @imatiach-msft in #2282

  • RAI Vision

    • Require pillow>=10.0.0, catch drise failure due to low mask_res or num_masks by @romanlutz in #2181
    • Add retry logic to image reader by @kicha0 in #2206
    • fix error for automl object detection models when initializing error analysis and optimize explanation execution by @imatiach-msft in #2245
    • fix for aggregate parameter passed to torchmetrics by @imatiach-msft in #2235
    • pass transforms for optimized automl model explanations and improve error logging to include inner exception by @imatiach-msft in #2269

  • RAI Text

    • add RAITextInsights DBPedia notebook example and tests by @imatiach-msft in #2204
    • add RAITextInsights covid19 multilabel classification notebook example and tests by @imatiach-msft in #2221
    • add RAITextInsights blbooksgenre binary classification notebook example and tests by @imatiach-msft in #2226
    • Raise usererror on prediction failure. by @kicha0 in #2248
    • add RAITextInsights question answering notebook example and tests by @imatiach-msft in #2279
    • fix question answering error when running pipeline model on cuda by @imatiach-msft in #2291
    • add e2e UI notebook tests to covid19 event multilabel text classification notebook by @imatiach-msft in #2282

  • RAI Tabular

    • Change ValueError to UserConfigValidationException in casual_manager.py by @gaugup in #2209
    • Add input type validation for FeatureMetadata class by @gaugup in #2218
    • Move missing value validations before unique value validations by @gaugup in #2228
    • Pass categorical features after dropping dropped features in CounterfactualManager by @gaugup in #2241
    • RAIInsights: prevent failures on optional methods & fix feature range formatting for timestamps by @romanlutz in #2258
    • fix RAI explanation error for dropped categorical features after serialization by @imatiach-msft in #2261
    • Tabular Only: Address missing values as per each manager in responsibleai by @gaugup in #2263
    • responsibleai: Add prediction wrapper to missing value tests by @gaugup in #2270

  • Error Analysis

    • Update text insights and error_analysis_manager to handle pd.DataFrame predictions and prediction with type of string by @tongyu-microsoft in #2179
    • Error Analysis testing for IC & multilabel by @Advitya17 in #2205
    • change erroranalysis valueerror caused by invalid model prediction shape to user error by @imatiach-msft in #2254

  • Fairness Dashboard

    • Use only Fairlearn v0.7.0 due to breaking changes in v0.9.0 and lack of Python 3.7 support in v0.8.0 by @romanlutz in #2194
• other
  • Localized file check-in by OneLocBuild Task: Build definition ID 21368: Build ID 99116202 by @RubyZ10 in #2177
  • release responsibleai-vision 0.2.4 by @imatiach-msft in #2192
  • fix responsibleai-vision pypi release script by installing pycocotools from conda by @imatiach-msft in #2197
  • fix build CI failing due to old pip-tools failing with latest pip by @imatiach-msft in #2200
  • release scikit-learn upper bound in responsibleai package by @imatiach-msft in #2173
  • improve notebook test logging and verbosity to...