What's Changed

• [feat] add docker for tf210 and py38 by @wwxxzz in https://github.com/alibaba/EasyRec/pull/402
• [bugfix] skip label and comment, as it requires special permessions and is not necessary by @chengmengli06 in https://github.com/alibaba/EasyRec/pull/403
• [feat] update nni docs: add resume/tensorboard by @yjjinjie in https://github.com/alibaba/EasyRec/pull/405
• update nni docs by @yjjinjie in https://github.com/alibaba/EasyRec/pull/406
• Nni by @yjjinjie in https://github.com/alibaba/EasyRec/pull/407
• update nni docs by @yjjinjie in https://github.com/alibaba/EasyRec/pull/408
• Add pdn model by @wwxxzz in https://github.com/alibaba/EasyRec/pull/409
• add pdn to docs_recall_module by @wwxxzz in https://github.com/alibaba/EasyRec/pull/412
• [feature]: add xflow for tf1.15 on max compute by @chengmengli06 in https://github.com/alibaba/EasyRec/pull/304
• [docs] update easyrec processor related documents by @chengmengli06 in https://github.com/alibaba/EasyRec/pull/416
• [doc] change_feature_pdf_to_md by @chenglongliu123 in https://github.com/alibaba/EasyRec/pull/415
• update easyrec version to 0.7.1 by @wwxxzz in https://github.com/alibaba/EasyRec/pull/420

Full Changelog: https://github.com/alibaba/EasyRec/compare/v0.7.0...v0.7.1

What's Changed

• Features/fix docker by @wwxxzz in https://github.com/alibaba/EasyRec/pull/395
• [feat]: place embedding on cpu if necessary by @yangxudong in https://github.com/alibaba/EasyRec/pull/398
• [feat]: Add component-based develop Backbone Network for EasyRec by @yangxudong in https://github.com/alibaba/EasyRec/pull/388
• [feat]: add continue train on evaluation data by @chengmengli06 in https://github.com/alibaba/EasyRec/pull/399

Full Changelog: https://github.com/alibaba/EasyRec/compare/v0.6.4...v0.7.0

What's Changed

• [feat]: add avx string split feature by @chengmengli06 in https://github.com/alibaba/EasyRec/pull/364
• [feat]: add data link on mc tutorial inner by @wwxxzz in https://github.com/alibaba/EasyRec/pull/393
• [feat]: add support for horovod by @chengmengli06 in https://github.com/alibaba/EasyRec/pull/389
• [feat]: add support for multival separation using combo feature by @chengmengli06 in https://github.com/alibaba/EasyRec/pull/396
• [feat]: update version to 0.6.4 by @chengmengli06 in https://github.com/alibaba/EasyRec/pull/397
• [bugfix]: fix mount directory checkpoint cache problem for data science platform by @chengmengli06 in https://github.com/alibaba/EasyRec/pull/357
• [bugfix]: Example中movieslens.config执行路径不对 by @wenyangchou in https://github.com/alibaba/EasyRec/pull/368
• [bugfix]: fix predict out of dssm model by @wwxxzz in https://github.com/alibaba/EasyRec/pull/370
• [bugfix]: fix predict shape of logits and probs in MIND model by @wwxxzz in https://github.com/alibaba/EasyRec/pull/371
• [bugfix]: fix bug in match model when calculate sim() by @wwxxzz in https://github.com/alibaba/EasyRec/pull/374
• [bugfix]: fix bugs on examples/configs/ by @wwxxzz in https://github.com/alibaba/EasyRec/pull/376
• [bugfix]: fix fm code in layers/fm.py by @livmortis in https://github.com/alibaba/EasyRec/pull/381
• [bugfix] fix bug of test case of fm/deepfm model by @yangxudong in https://github.com/alibaba/EasyRec/pull/387
• [bugfix] fix finetune_checkpoint restore bug by @chengmengli06 in https://github.com/alibaba/EasyRec/pull/386
• [bugfix]: fix sync optimizer compatibility with pai-tf by @chengmengli06 in https://github.com/alibaba/EasyRec/pull/391
• [doc] modify project name to pai_online_project in benchmark page by @poson in https://github.com/alibaba/EasyRec/pull/390

New Contributors

• @wenyangchou made their first contribution in https://github.com/alibaba/EasyRec/pull/368
• @livmortis made their first contribution in https://github.com/alibaba/EasyRec/pull/381

Full Changelog: https://github.com/alibaba/EasyRec/compare/v0.6.2...v0.6.4

[bugfix] add client demo missing files
[feature] add avx string split feature

What's Changed

• [feat]: CSVPredictor support embedding input by @chenglongliu123 in https://github.com/alibaba/EasyRec/pull/298

• [feat] recall sampler input support regular by @chenglongliu123 in https://github.com/alibaba/EasyRec/pull/329

• [feat] hitrate support regular input by @chenglongliu123 in https://github.com/alibaba/EasyRec/pull/330

• [feat] add support for sequence and key share embedding by @chengmengli06 in https://github.com/alibaba/EasyRec/pull/331

• [feat]: add docs for ev and sample_weight by @chengmengli06 in https://github.com/alibaba/EasyRec/pull/305

• [feat] update hpo docs and 0.1.6 support one-click-retry-multi-failed-trials by @yjjinjie in https://github.com/alibaba/EasyRec/pull/322

• [feat] add direct cmd args for update easyrec config by @chengmengli06 in https://github.com/alibaba/EasyRec/pull/326

• [feat] refactor input layer and update online train docs by @chengmengli06 in https://github.com/alibaba/EasyRec/pull/320

• [feat] add combiner for raw feature by @yangxudong in https://github.com/alibaba/EasyRec/pull/338

• [feat]: add support seq transform padding and dnn by @lgqfhwy in https://github.com/alibaba/EasyRec/pull/344

• [feat]: add multiple ranking losses & loss weight adaptive learning & fix a few bugs by @yangxudong in https://github.com/alibaba/EasyRec/pull/358

• [feat]: Support macOS & Windows and Support Tensorflow >= 2.12.0 by @wwxxzz in https://github.com/alibaba/EasyRec/pull/361

• [feat]: add dice activation for dnn layer by @yangxudong in https://github.com/alibaba/EasyRec/pull/362

• [feat]: add client demo for sending request to easyrec processor by @chengmengli06 in https://github.com/alibaba/EasyRec/pull/363

• [feat]add udf for label by @dawn310826 in https://github.com/alibaba/EasyRec/pull/303

• [feat]: improve hpo_tools: 1) use odpscmd 2) support kill-all-trials 3）schedule… by @yjjinjie in https://github.com/alibaba/EasyRec/pull/350

• [feat]: update nni hpo docs by @yjjinjie in https://github.com/alibaba/EasyRec/pull/299

• [bugfix]: fix ut bug by @chengmengli06 in https://github.com/alibaba/EasyRec/pull/321

• [bugfix] fix typo in vector retrieve by @chengmengli06 in https://github.com/alibaba/EasyRec/pull/327

• [bugfix] fix sync train not exit bug due to uneven dataset shard caused by filter invalid samples by @chengmengli06 in https://github.com/alibaba/EasyRec/pull/325

• [bugfix]: fix bug of embedding regularization by @yangxudong in https://github.com/alibaba/EasyRec/pull/336

• [bug fix]: fix bug of multiple losses of rank model by @yangxudong in https://github.com/alibaba/EasyRec/pull/335

• [bugfix]: fix the problem of can not display code snippets in document by @yangxudong in https://github.com/alibaba/EasyRec/pull/341

• [bugfix]:fix layer for sequence feature by @lgqfhwy in https://github.com/alibaba/EasyRec/pull/342

• [bugfix]: fix bug for graphlearn dist eval by @lgqfhwy in https://github.com/alibaba/EasyRec/pull/334

• [bugfix]: fix a bug of loading checkpoint panic when graph meta is not written by @yangxudong in https://github.com/alibaba/EasyRec/pull/346

• [bugfix]: fix ds osshdfsmnt output by @chenglongliu123 in https://github.com/alibaba/EasyRec/pull/337

• [bugfix]: fix clear model, predict two model, sync on pai. by @lgqfhwy in https://github.com/alibaba/EasyRec/pull/348

• [bugfix]: fix share input bug by @chengmengli06 in https://github.com/alibaba/EasyRec/pull/313

• [bugfix]: fix dist eval ps high memory by @lgqfhwy in https://github.com/alibaba/EasyRec/pull/318

• [bugfix]: fix dist eval ps high memory bug by @lgqfhwy in https://github.com/alibaba/EasyRec/pull/302

• [bugfix]: fix negative sample using hive input bug by @chengmengli06 in https://github.com/alibaba/EasyRec/pull/309

• [bugfix]: GAUC/SessionAuc when the id field is not configured in feature groups by @yangxudong in https://github.com/alibaba/EasyRec/pull/310

• [bugfix]: improve ckpt restore performance by @chengmengli06 in https://github.com/alibaba/EasyRec/pull/311

• [docs]: update docs by @chengmengli06 in https://github.com/alibaba/EasyRec/pull/312

• [docs]: add docs for processor by @chengmengli06 in https://github.com/alibaba/EasyRec/pull/314

• [docs] update fine_tune_checkpoint specification by @chengmengli06 in https://github.com/alibaba/EasyRec/pull/317

New Contributors

• @wwxxzz made their first contribution in https://github.com/alibaba/EasyRec/pull/361

Full Changelog: https://github.com/alibaba/EasyRec/compare/v0.5.6...v0.6.2

What's Changed

• [bugfix]: update python publich ci yml by @chengmengli06 in https://github.com/alibaba/EasyRec/pull/294
• [feat]: CSVPredictor support embedding input by @chenglongliu123 in https://github.com/alibaba/EasyRec/pull/298
• [doc]: update nni hpo docs by @yjjinjie in https://github.com/alibaba/EasyRec/pull/299
• [doc]: add docs for ev and sample_weight by @chengmengli06 in https://github.com/alibaba/EasyRec/pull/305
• [bugfix]: Fix dist eval ps high memory bug by @lgqfhwy in https://github.com/alibaba/EasyRec/pull/302
• update hpo docs and remove tensorflow in runtime.txt by @yjjinjie in https://github.com/alibaba/EasyRec/pull/307
• [bugfix]: fix negative sample using hive input bug by @chengmengli06 in https://github.com/alibaba/EasyRec/pull/309
• [bugfix]: of GAUC/Session AUC metric when the id field is not configurated in feature groups by @yangxudong in https://github.com/alibaba/EasyRec/pull/315
• [bugfix]: improve ckpt restore performance by @chengmengli06 in https://github.com/alibaba/EasyRec/pull/311
• [docs] update fine_tune_checkpoint specification by @chengmengli06 in https://github.com/alibaba/EasyRec/pull/317
• [bugfix]: fix share input bug by @chengmengli06 in https://github.com/alibaba/EasyRec/pull/313
• [feat]add udf for label by @dawn310826 in https://github.com/alibaba/EasyRec/pull/303

Full Changelog: https://github.com/alibaba/EasyRec/compare/v0.5.6...v0.6.0

What's Changed

• [bugfix]: fix load_fg_json_to_config, make it reentrant by @chengmengli06 in https://github.com/alibaba/EasyRec/pull/204

• [bugfix]: fix slow node crush in hive predictor by @dawn310826 in https://github.com/alibaba/EasyRec/pull/220

• [bugfix]: fix bug of softmax_loss_with_negative_mining loss by @yangxudong in https://github.com/alibaba/EasyRec/pull/237

• [bugfix]: fix bug for distribute eval worker hangs by @lgqfhwy in https://github.com/alibaba/EasyRec/pull/252

• [bugfix]: fix embedding variable restore bug by @chengmengli06 in https://github.com/alibaba/EasyRec/pull/234

• [bugfix]: fix share not used bug by @chengmengli06 in https://github.com/alibaba/EasyRec/pull/233

• [bugfix]: fix bug of sequence feature rtp input by @yangxudong in https://github.com/alibaba/EasyRec/pull/258

• [bugfix]: fix bug for sequence feature wide and deep by @lgqfhwy in https://github.com/alibaba/EasyRec/pull/270

• [bugfix] export user_emb and item_emb used to calculate simularity by @cosmozhang1995 in https://github.com/alibaba/EasyRec/pull/277

• [feature]: add docker file by @chengmengli06 in https://github.com/alibaba/EasyRec/pull/211

• [feature]: support gzipped csv files by @chengmengli06 in https://github.com/alibaba/EasyRec/pull/203

• [feature]: add hive rtp input by @dawn310826 in https://github.com/alibaba/EasyRec/pull/200

• [feature]: add ngpu train scripts by @chengmengli06 in https://github.com/alibaba/EasyRec/pull/213

• [feature]: add hadoop env in Dockerfile by @tiankongdeguiji in https://github.com/alibaba/EasyRec/pull/214

• [feature]: update hive predictor: load predict result to hive by @dawn310826 in https://github.com/alibaba/EasyRec/pull/215

• [feature]: add support for clear_model and clear_export option by @chengmengli06 in https://github.com/alibaba/EasyRec/pull/218

• [feature]: add CMBF model by @yangxudong in https://github.com/alibaba/EasyRec/pull/217

• [feature]: add nni hpo, json.load->yaml.safe.load,codestyle by @yjjinjie in https://github.com/alibaba/EasyRec/pull/222

• [feature]: add CMBF layer for DBMTL model by @yangxudong in https://github.com/alibaba/EasyRec/pull/223

• [feature]: support checkpoint_path dir by @dawn310826 in https://github.com/alibaba/EasyRec/pull/225

• [feature]: optimize io cost of hiveinput and add hiveparquetinput by @dawn310826 in https://github.com/alibaba/EasyRec/pull/224

• [feature]: modify document structure by @yangxudong in https://github.com/alibaba/EasyRec/pull/226

• [feature]: add support for incremental_train.md by @chengmengli06 in https://github.com/alibaba/EasyRec/pull/228

• [feature]: add support easyrec distribute metrics by @lgqfhwy in https://github.com/alibaba/EasyRec/pull/201

• [feature]: add support for frequency filter and steps_to_alive for embedding variable by @chengmengli06 in https://github.com/alibaba/EasyRec/pull/231

• [feature]: add incremental update for odl by @chengmengli06 in https://github.com/alibaba/EasyRec/pull/257

• [feature]: support csv with header by @dawn310826 in https://github.com/alibaba/EasyRec/pull/285

• [feature]: add designer doc by @chengmengli06 in https://github.com/alibaba/EasyRec/pull/287

• [feature]: support gnn on datascience by @dawn310826 in https://github.com/alibaba/EasyRec/pull/229

• [feature]: support hit rate on ds by @dawn310826 in https://github.com/alibaba/EasyRec/pull/244

• [feature]: add user define eval_result_path by @lgqfhwy in https://github.com/alibaba/EasyRec/pull/245

• [feature]: fix bug of fail to assign default value of rtp input field by @yangxudong in https://github.com/alibaba/EasyRec/pull/232

• [feature]: add support for tf25 py3 test by @chengmengli06 in https://github.com/alibaba/EasyRec/pull/255

• [feature]: support multi loss for multi task learning model by @yangxudong in https://github.com/alibaba/EasyRec/pull/260

• [feature]: support only sequence feature && fix neg sampler bug for sequence feature by @lgqfhwy in https://github.com/alibaba/EasyRec/pull/264

• [feature]: add aux_hist_seq by @lgqfhwy in https://github.com/alibaba/EasyRec/pull/265

• [feature]: add Uniter model and Uniter layer for DBMTL model by @yangxudong in https://github.com/alibaba/EasyRec/pull/266

• [feature]: add sequence feature negative sample process by @lgqfhwy in https://github.com/alibaba/EasyRec/pull/267

• [feature]: features/cmbf by @yangxudong in https://github.com/alibaba/EasyRec/pull/268

• [feature]: add dlc tutorial by @chengmengli06 in https://github.com/alibaba/EasyRec/pull/272

• [feature]: fix rtp_native documentation: add reserve_default: false in fg.json by @cosmozhang1995 in https://github.com/alibaba/EasyRec/pull/278

• [feature]: add pycharm vscode docker environment by @chengmengli06 in https://github.com/alibaba/EasyRec/pull/293

New Contributors

• @yjjinjie made their first contribution in https://github.com/alibaba/EasyRec/pull/222
• @chenglongliu123 made their first contribution in https://github.com/alibaba/EasyRec/pull/279

Full Changelog: https://github.com/alibaba/EasyRec/compare/v0.4.7...v0.5.6

What's Changed

• [feat]: add distribute eval for ds environment by @lgqfhwy in https://github.com/alibaba/EasyRec/pull/167
• [feat]: add pre-check by @dawn310826 in https://github.com/alibaba/EasyRec/pull/159
• [feat]: add f1 reweighted loss for multi tower model & make odpsRtpInput support extra input column
• [feat]: add mlperf config on criteo by @chengmengli06 in https://github.com/alibaba/EasyRec/pull/128
• [feat]: add mind neg sam by @chengmengli06 in https://github.com/alibaba/EasyRec/pull/108
• [doc]: autocross doc update by @weidankong in https://github.com/alibaba/EasyRec/pull/191
• [feat]: refactor predictor by @dawn310826 in https://github.com/alibaba/EasyRec/pull/186
• [bugfix]: fix bug in dropoutnet.md by @kinghuin in https://github.com/alibaba/EasyRec/pull/194
• [bugfix]: fix several code bugs and document bugs.

Docker

• mybigpai-registry.cn-beijing.cr.aliyuncs.com/easyrec/easyrec:py36-tf1.15-0.4.7

New Contributors

• @muxuezi made their first contribution in https://github.com/alibaba/EasyRec/pull/192
• @weidankong made their first contribution in https://github.com/alibaba/EasyRec/pull/191
• @kinghuin made their first contribution in https://github.com/alibaba/EasyRec/pull/194
• Great appreciations to all the contributors, thanks for your contributions!

fix some bugs

fix some bugs.

Major Features and Improvements

• fix final exporter bug under ps-worker-evaluator mode;
• fix fg export bug for multi-task models;
• add dlrm models;
• add vector retrieve function;
• add interface to export checkpoints which could run on alibaba RTP(RealTime serving Platform);
• add support for hive table as data input;
• add support for export embedding variable(kv embedding) separately from dense variables;
• add support for multi optimizers and gradient freezing ability.

Download

easy_rec-0.4.0-py2.py3-none-any.whl

Release 0.3.0

Major Features and Improvements

• Add support for sequence feature #62
• Update esmm loss function #76
• Add auc.num_thresholds setting #76
• Add Cold start model #80
• Add Collaborative Metric Learning i2i model #80
• Add TextCNN model #80
• Compat with DataScience enviroment #86
• Support offline inference on DataScience #100
• Add Unit Test #91

Bug Fixes and Other Changes

• Fix bug in partitioned variable restore #71
• Fix bug in variational dropout and rocket launching #93

Documentation update

• Add document for Cold start model, Collaborative Metric Learning i2i model and TextCNN model #80

Release 0.2.0

Major Features and Improvements

• Support for early stop #1
• Support for stop by num_epoch #5
• Release MultiTask model PLE #8
• Compatible with feature_configs and feature_config.features #48
• import fg_json to easyrec_config #54
• upgrade params in feature config to higher precision #65
• add write_graph option to train config. #65
• Compatible with FG dtype and EasyRec dtype #66

Bug Fixes and Other Changes

• fix hyperparams_builder bug in tf2 #64
• fix default value bug in inference #66
• fix workqueue dtype bug in OdpsRTPInput #67

Documentation update

• update tutorial doc #56 #68
• update train doc #4
• update hpo doc #4
• update feature doc #6
• update inference doc #7 #56
• update develop doc #56
• update optimize doc #56
• update release doc #56
• update readme #56 #58

add more models and data processing functions.

initial release.