Sagemaker Xgboost Container Versions Save

This is the Docker container based on open source framework XGBoost (https://xgboost.readthedocs.io/en/latest/) to allow customers use their own XGBoost scripts in SageMaker.

v1.7-1

1 year ago

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

What's Changed

Upgrade XgBoost to 1.7-1 by @malav-shastri in https://github.com/aws/sagemaker-xgboost-container/pull/362

v1.0-1

1 year ago

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

New Contributors

@iyerr3 made their first contribution in https://github.com/aws/sagemaker-xgboost-container/pull/51
@cbalioglu made their first contribution in https://github.com/aws/sagemaker-xgboost-container/pull/46
@wiltonwu made their first contribution in https://github.com/aws/sagemaker-xgboost-container/pull/111

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

v1.2-1

1 year ago

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

New Contributors

@iyerr3 made their first contribution in https://github.com/aws/sagemaker-xgboost-container/pull/51
@cbalioglu made their first contribution in https://github.com/aws/sagemaker-xgboost-container/pull/46
@wiltonwu made their first contribution in https://github.com/aws/sagemaker-xgboost-container/pull/111
@aheinerm made their first contribution in https://github.com/aws/sagemaker-xgboost-container/pull/130
@itamargolbary made their first contribution in https://github.com/aws/sagemaker-xgboost-container/pull/145
@NihalHarish made their first contribution in https://github.com/aws/sagemaker-xgboost-container/pull/187

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

v1.2-2

1 year ago

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 https://github.com/aws/sagemaker-xgboost-container/pull/189
Stratified k-fold by @lihaife in https://github.com/aws/sagemaker-xgboost-container/pull/193
Add f1_binary and f1_macro by @huibinshen in https://github.com/aws/sagemaker-xgboost-container/pull/190
Install ubuntu security updates by @edwardjkim in https://github.com/aws/sagemaker-xgboost-container/pull/194
Trigger Build by @edwardjkim in https://github.com/aws/sagemaker-xgboost-container/pull/196
Release 1.2-2 by @edwardjkim in https://github.com/aws/sagemaker-xgboost-container/pull/197
Bump Pillow version by @edwardjkim in https://github.com/aws/sagemaker-xgboost-container/pull/198
Update smdebug version to 1.0.10 by @ndodda-amazon in https://github.com/aws/sagemaker-xgboost-container/pull/204
Upgrade smdebug version to 1.0.10 by @ndodda-amazon in https://github.com/aws/sagemaker-xgboost-container/pull/205
Update pip and pillow by @yusharon in https://github.com/aws/sagemaker-xgboost-container/pull/216
Fix pip upgrade by @yusharon in https://github.com/aws/sagemaker-xgboost-container/pull/218
dependabot security bump pillow and urllib3 by @awsbmillare in https://github.com/aws/sagemaker-xgboost-container/pull/222
upgrading pillow to 9.0.0 to address high security risks from CVE by @NikhilRaverkar in https://github.com/aws/sagemaker-xgboost-container/pull/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 https://github.com/aws/sagemaker-xgboost-container/pull/236
Fix xgboost 1.2-2 codebuild by @yusharon in https://github.com/aws/sagemaker-xgboost-container/pull/262
Using ensemble flag for multi-model endpoint 1.2-2 by @dewan-c in https://github.com/aws/sagemaker-xgboost-container/pull/268
Add accept encodings to alg_mode by @awsbmillare in https://github.com/aws/sagemaker-xgboost-container/pull/271
Fix JSON output format by @dewan-c in https://github.com/aws/sagemaker-xgboost-container/pull/281

New Contributors

@huibinshen made their first contribution in https://github.com/aws/sagemaker-xgboost-container/pull/190

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

v1.3-1

1 year ago

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

New Contributors

@vjain1299 made their first contribution in https://github.com/aws/sagemaker-xgboost-container/pull/213
@nOoiTz made their first contribution in https://github.com/aws/sagemaker-xgboost-container/pull/250

Full Changelog: https://github.com/aws/sagemaker-xgboost-container/compare/v1.2-2...v1.3-1

v1.5-1

1 year ago

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 https://github.com/aws/sagemaker-xgboost-container/pull/253
Using ensemble flag for multi-model endpoint - 1.5-1 by @dewan-c in https://github.com/aws/sagemaker-xgboost-container/pull/267
Add supported response accept encodings to algorithm_mode by @awsbmillare in https://github.com/aws/sagemaker-xgboost-container/pull/269
Fix JSON output format by @dewan-c in https://github.com/aws/sagemaker-xgboost-container/pull/282
Bump pillow from 9.0.0 to 9.1.0 by @dependabot in https://github.com/aws/sagemaker-xgboost-container/pull/254
Bump jinja2 from 2.10.2 to 2.11.3 by @dependabot in https://github.com/aws/sagemaker-xgboost-container/pull/260
Turn off OpenMP multi-threading for python processes by @haixiw in https://github.com/aws/sagemaker-xgboost-container/pull/277
Upgrade Python version from 3.7 to 3.8 by @mabunday in https://github.com/aws/sagemaker-xgboost-container/pull/288
Bump docker runtime version from 17 to 19 by @mabunday in https://github.com/aws/sagemaker-xgboost-container/pull/293
Metrics changes by @eugskim in https://github.com/aws/sagemaker-xgboost-container/pull/286
Case2272044573 merge for 1.5 1 by @NikhilRaverkar in https://github.com/aws/sagemaker-xgboost-container/pull/298
Reverting numpy 1.21.2 to 1.19.2 and adding regression by @NikhilRaverkar in https://github.com/aws/sagemaker-xgboost-container/pull/300

New Contributors

@dependabot made their first contribution in https://github.com/aws/sagemaker-xgboost-container/pull/254

Full Changelog: https://github.com/aws/sagemaker-xgboost-container/compare/v1.3-1...v1.5-1