Merge Dev for V5.1.0

CMakeLists.txt

@@ -29,10 +29,10 @@ LIST(APPEND CMAKE_MODULE_PATH ${PROJECT_SOURCE_DIR}/cmake/Thirdparty)
 #string(REGEX REPLACE "^[0-9]+\\.[0-9]+\\.([0-9]+).*" "\\1" VERSION_PATCH "${VERSION}")
 
 
-SET(PACKAGE_VERSION 5.0.0) # ${VERSION})
-SET(VERSION 5.0.0)
+SET(PACKAGE_VERSION 5.1.0) # ${VERSION})
+SET(VERSION 5.1.0)
 SET(SINGA_MAJOR_VERSION 5)
-SET(SINGA_MINOR_VERSION 0)
+SET(SINGA_MINOR_VERSION 1)
 SET(SINGA_PATCH_VERSION 0)
 #SET(SINGA_MAJOR_VERSION ${VERSION_MAJOR})  # 0 -
 #SET(SINGA_MINOR_VERSION ${VERSION_MINOR})  # 0 - 9

RELEASE_NOTES

@@ -1,3 +1,32 @@
+Release Notes - SINGA - Version singa-5.1.0
+
+SINGA is a distributed deep learning library.
+
+This release includes following changes:
+
+ - Add the implementations for Parameter-Efficient Fine-Tuning (PEFT).
+   - Add the implementations of distributed models for SINGA PEFT.
+   - Add the implementations of tuners for SINGA PEFT.
+   - Add the implementations of the autograd functions for SINGA PEFT.
+   - Add the multiprocess implementations for SINGA PEFT.
+
+ - Update the healthcare model zoo.
+   - Restructure the folders for the healthcare model zoo.
+   - Update the training files and model files for the healthcare model zoo.
+   - Update the documentations for the healthcare model zoo.
+
+ - Add more healthcare examples.
+   - Add the implementations of the candidiasis disease application.
+   - Add the implementations of the cardiovascular disease application.
+
+ - Add the implementations for more attention mechanisms.
+
+ - Update the encoder layers for the transformer model.
+
+ - Fix typos in Python module docstrings.
+
+----------------------------------------------------------------------------------------------
+
 Release Notes - SINGA - Version singa-5.0.0
 
 SINGA is a distributed deep learning library.