Created by: IgnatovFedor
Breaking Changes
- Changed
riseapimode response format (#1585). -
Removed support for TensorFlow v1.x: removed all TF-based components, removed TF mentions from documentation, default train class replaced with
torch_trainer(#1574). -
TensorFlow-based models were replaced with the PyTorch-based ones, some models were renamed, various models and components were removed.
- Replaced Models:
- Removed Models
- Classifiers, Doc Retrieval, Go-Bot, Neural Morphological Tagging, NER, ODQA, Ranking, Spelling Correction, Context Question Answering (#1523)
- ASR, TTS (#1526)
- ELMO (#1533)
- Chinese Context Question Answering (#1534)
- Ranking Models (#1537)
- Go-Bot (#1544)
- KBQA, Multitask BERT (#1560)
- Intent Catcher (#1564)
- Morpho/Syntax Models (#1573)
- Removed Components
- Removed serialization mechanism
Major Features and Improvements
- Python 3.8/3.9 support (#1525).
- Added nested configs overwriting mechanism (#1561).
- Added case-agnostic distil NER for DREAM (#1570).
- Added DeepPavlov Topics Classifier model (#1584).
- Added Russian SuperGLUE models (#1577).
- Added external metrics support (#1546).
- Added Jupyter Notebook support to documentation (#1592).
Bug Fixes and Other Changes
- Requirements updated (#1578).
- Models deprecation mechanism (#1547).
- Uploaded DeepPavlov BERT models with MLM & NSP heads parameters (#1502).
- Fixed en_core_web_sm loading error (#1524)
- Fixed NER models table view (#1529)
- Removed special version of Transformers library for certain components (#1532)
- Fixed tests (#1543)
- Updated library output during model training (#1572)
- Fixed ConnectionResetError handling in simple_download (#1586)
- Minor fixes in KBQA models (#1591)
- Added iterations count and speed output during training (#1593)
- Fixed
datasetsversion (#1596)