SageMaker XGBoost-1.7, container version 1

https://docs.aws.amazon.com/sagemaker/latest/dg/xgboost.html

What's Changed

• Upgrade XgBoost to 1.7-1 by @malav-shastri in #362

1.5-1

SageMaker XGBoost-1.5, container version 1

https://docs.aws.amazon.com/sagemaker/latest/dg/xgboost.html

What's Changed

• update version to 1.5.2 && resolve feature name breaking by @haixiw in #253
• Using ensemble flag for multi-model endpoint - 1.5-1 by @dewan-c in #267
• Add supported response accept encodings to algorithm_mode by @awsbmillare in #269
• Fix JSON output format by @dewan-c in #282
• Bump pillow from 9.0.0 to 9.1.0 by @dependabot in #254
• Bump jinja2 from 2.10.2 to 2.11.3 by @dependabot in #260
• Turn off OpenMP multi-threading for python processes by @haixiw in #277
• Upgrade Python version from 3.7 to 3.8 by @mabunday in #288
• Bump docker runtime version from 17 to 19 by @mabunday in #293
• Metrics changes by @eugskim in #286
• Case2272044573 merge for 1.5 1 by @NikhilRaverkar in #298
• Reverting numpy 1.21.2 to 1.19.2 and adding regression by @NikhilRaverkar in #300

New Contributors

• @dependabot made their first contribution in #254

Full Changelog: v1.3-1...v1.5-1

1.3-1

SageMaker XGBoost-1.3, container version 1

https://docs.aws.amazon.com/sagemaker/latest/dg/xgboost.html

What's Changed

• Release 1.3-1 by @edwardjkim in #192
• Update smdebug version to 1.0.10 by @ndodda-amazon in #203
• Latest multiarch by @awsbmillare in #209
• Remove hardcoded payload limit by @awsbmillare in #212
• Update pip and pillow by @awsbmillare in #214
• Swap version bump method for pip by @awsbmillare in #217
• Adds new performance metrics by @vjain1299 in #213
• Early stopping by @lihaife in #195
• dependabot security bump pillow and urllib3 by @awsbmillare in #221
• Fix non-alg mode content-type handling by @awsbmillare in #223
• Csv binary input support by @yusharon in #224
• Store ground truth and predictions on validation folds to output folder by @iaroslav-ai in #230
• upgrading pillow to 9.0.0 to address high security risks from CVE by @NikhilRaverkar in #232
• Using keyring to prevent GPG key from being outdated by @haixiw in #239
• Update numpy version from 1.20.3 to 1.21.0 by @haixiw in #240
• 1.5.2 draft by @haixiw in #241
• Track buildspecs in repo like sklearn container by @awsbmillare in #248
• Pin flask dep itsdangerous by @awsbmillare in #251
• Add metrics for MultiClass by @nOoiTz in #250
• Add multiclass metrics by @nOoiTz in #252
• pin markupsafe jinja2 werkzeug cryptography by @haixiw in #259
• Using ensemble flag for multi-model endpoint by @dewan-c in #264
• Add accept encodings to alg_mode by @awsbmillare in #270
• Enabled HP validation for sampling_method by @NikhilRaverkar in #272
• added HP for prob_buffer_row temporary fix for console by @NikhilRaverkar in #276
• Fix JSON output format by @dewan-c in #280
• Bump pillow 9.1.0 by @awsbmillare in #284
• Case2272044573 master merge by @NikhilRaverkar in #285
• Revert "Case2272044573 master merge (#285)" by @mabunday in #290
• fixed errors Case2272044573 by @NikhilRaverkar in #294
• New Objective Metrics to Version 1.3-1 by @eugskim in #296

New Contributors

• @vjain1299 made their first contribution in #213
• @nOoiTz made their first contribution in #250

Full Changelog: v1.2-2...v1.3-1

1.2-2

SageMaker XGBoost-1.2, container version 2

https://docs.aws.amazon.com/sagemaker/latest/dg/xgboost.html

What's Changed

• Repeated cross validation and ensemble prediction by @lihaife in #189
• Stratified k-fold by @lihaife in #193
• Add f1_binary and f1_macro by @huibinshen in #190
• Install ubuntu security updates by @edwardjkim in #194
• Trigger Build by @edwardjkim in #196
• Release 1.2-2 by @edwardjkim in #197
• Bump Pillow version by @edwardjkim in #198
• Update smdebug version to 1.0.10 by @ndodda-amazon in #204
• Upgrade smdebug version to 1.0.10 by @ndodda-amazon in #205
• Update pip and pillow by @yusharon in #216
• Fix pip upgrade by @yusharon in #218
• dependabot security bump pillow and urllib3 by @awsbmillare in #222
• upgrading pillow to 9.0.0 to address high security risks from CVE by @NikhilRaverkar in #234
• Backporting to 1.2-2 version of the container - store ground truth and predictions on validation folds to output folder by @iaroslav-ai in #236
• Fix xgboost 1.2-2 codebuild by @yusharon in #262
• Using ensemble flag for multi-model endpoint 1.2-2 by @dewan-c in #268
• Add accept encodings to alg_mode by @awsbmillare in #271
• Fix JSON output format by @dewan-c in #281

New Contributors

• @huibinshen made their first contribution in #190

Full Changelog: v1.2-1...v1.2-2

1.2-1

SageMaker XGBoost-1.2, container version 1

https://docs.aws.amazon.com/sagemaker/latest/dg/xgboost.html

What's Changed

• Release xgboost 1.2 with GPU support by @edwardjkim in #134
• Update pickle protocol version to handle large model sizes. by @aheinerm in #130
• [Bug fix] Use provided predict_fn in customer script by @edwardjkim in #136
• Pin conda installation file for 1.2-1 by @edwardjkim in #140
• Pin versions and add container test for verifying installed versions by @edwardjkim in #149
• Update ubuntu and pyyaml by @edwardjkim in #151
• Uninstall typing for smdebug version bump by @edwardjkim in #157
• pass weights to the validation set as well by @itamargolbary in #145
• Update pyyaml by @edwardjkim in #161
• Fix checkpoints sort by @edwardjkim in #162
• Bump Python to 3.7.10 by @edwardjkim in #163
• cross validation for autopilot by @lihaife in #158
• Bump Pillow, cryptography, and urllib3 versions to fix security vulnerabilities by @edwardjkim in #171
• fix custom metrics for 1.2 by @lihaife in #172
• Build 1.2-1 image by @edwardjkim in #174
• add r2 score by @lihaife in #176
• Update Smdebug Version To 1.0.7 by @NihalHarish in #187
• Bump Pillow and cryptography versions by @edwardjkim in #188
• Bump Pillow version by @edwardjkim in #199
• Install ubuntu security updates by @edwardjkim in #200
• Update pip and pillow by @yusharon in #215
• Fix pip upgrade by @yusharon in #219
• upgrading pillow to 9.0.0 to address high security risks from CVE by @NikhilRaverkar in #235
• Fix xgboost 1.2-1 codebuild by @yusharon in #261

New Contributors

• @iyerr3 made their first contribution in #51
• @cbalioglu made their first contribution in #46
• @wiltonwu made their first contribution in #111
• @aheinerm made their first contribution in #130
• @itamargolbary made their first contribution in #145
• @NihalHarish made their first contribution in #187

Full Changelog: https://github.com/aws/sagemaker-xgboost-container/commits/v1.2-1

1.0-1

SageMaker XGBoost-1.0, container version 1

https://docs.aws.amazon.com/sagemaker/latest/dg/xgboost.html

What's Changed

• Replaced objective reg:linear with reg:squarederror to match xgboost-… by @aws-patlin in #28
• Added reg:linear back into the list of accepted objective functions. by @aws-patlin in #30
• Fix hyperparameter validation for objective when eval_metric is auc. by @ericangelokim in #31
• Fix README documentation. Remove unnecessary LIBSVM check in CSV inpu… by @ericangelokim in #33
• Support checkpointing and reloading models by @edwardjkim in #32
• Add default content type support for algorithm toolkit channel valdat… by @ericangelokim in #35
• Added support for label_size=1 as an optional parameter for csv. by @aws-patlin in #34
• Initial commit for pipe mode support. by @aws-patlin in #36
• Fix incorrect DMatrix argument in data_utils.py:472. by @aws-patlin in #38
• Sparse recordio-protobuf support in training by @aws-patlin in #43
• Sagemaker XGB migrated to use MxNet Model Server by @ericangelokim in #41
• Recordio support for Inference by @aws-patlin in #42
• Remove additional parameters from content_type by @iyerr3 in #51
• Add subsampling support for CSV and RecordIO-protobuf datasets by @cbalioglu in #46
• Mms user mme by @ericangelokim in #44
• Dynamically set heap and direct memory limits. by @aws-patlin in #49
• Revert master to commit c8d9942 (pre-MMS). by @aws-patlin in #60
• Merge commits from 0.90-1 back to reverted master by @ericangelokim in #66
• Fix CSV Pipe parsing argument to use weight instead of weights. Fix r… by @ericangelokim in #81
• Fix script mode training hang with logging enabled by @aws-patlin in #77
• Fix training unit test to match PR #77. by @aws-patlin in #84
• Fix label concatenation for RecordIO-protobuf dmatrix by @rizwangilani in #85
• Add verbosity to hyperparameter validation. by @aws-patlin in #87
• Add missing eval_metrics to hp validation. by @ericangelokim in #82
• Set booster param nthread only at first model loading. by @ericangelokim in #90
• Remove ci/buildspec.yml by @edwardjkim in #98
• Merge 0.90-2 into master by @rizwangilani in #94
• Bump psutil and sagemaker-containers version by @rizwangilani in #102
• Document csv decoder error by @aws-patlin in #103
• Update XGBoost to 1.0 by @balajitummala in #106
• Support hyperparameter aliases by @salmankhurshid1 in #109
• Add support for Multi-Model Endpoint for XGBoost 1.0 by @balajitummala in #112
• feature: add selectable inference content for csv, json, jsonlines, and recordio-protobuf by @wiltonwu in #111
• Add num_parallel_tree parameter by @balajitummala in #119
• fix: change parse accept type logic when accept not set by @wiltonwu in #122
• fix: bug for custom metric calculations for multi:softprob by @wiltonwu in #123
• Add transform_fn by @edwardjkim in #126
• Add support for HPO early stopping by @salmankhurshid1 in #125
• Move nloglik metrics to XGB_MINIMIZE_METRICS by @aws-patlin in #128
• Use provided predict_fn in customer script (#136) by @edwardjkim in #138
• Pin miniconda version to avoid breaking changes by @edwardjkim in #139
• Pin dependency versions for 1.0-1 by @edwardjkim in #143
• Bump Python to 3.6.13 by @edwardjkim in #167
• Dummy commit to trigger build by @edwardjkim in #175
• Bump requirements versions to fix security vulnerabilities by @aws-patlin in #182

New Contributors

• @iyerr3 made their first contribution in #51
• @cbalioglu made their first contribution in #46
• @wiltonwu made their first contribution in #111

Full Changelog: https://github.com/aws/sagemaker-xgboost-container/commits/v1.0-1