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tiny-cnn v1.0.0.a3 Release Notes

• 🚀 Now we are announcing v1.0.0a3. Thanks for all great contributors! This release includes the following changes from v1.0.0a2:

  🐛 Bug fix

  • 🛠 Convolutional layer with padding::same mode doesn't work #332 fixed by @nyanp
  • 🏗 Segmentation fault at MinGW build #203 #281 fixed by @nyanp
  • 🛠 NNPACK backend doesn't work #398 fixed by @azsane

  👌 Improvements

  • ✂ Remove compiler warnings & improve CMakeLists #387 by @beru
  • 👌 Improve memory consumption #410 by @beru
  • 👌 Improve unit tests #408 by @Randl
  • Subtle speed optimization #419 by @beru
  • 🔨 Refactor serialization type & size type #407, #422 by @Randl and @edgarriba
  • 👌 Improve compilation time by splitting serialiation/deserialization #421 by @beru

  📄 Docs&Comments

  • ➕ Add comments to layer class #424 by @edgarriba
  • 🛠 Fix typo in comments #404 by @MikalaiDrabovich

  Toward v1.0.0

  🔀 The first version of tensor is merged into tiny-dnn (#411 #417 #418 by @pansk @Randl and @edgarriba). It isn't integrated with tiny-dnn layers yet, but it's the starting point of the GPU tiny-dnn.

Previous changes from v1.0.0.a2

• 🐛 Bug Fixes

  • 🛠 Fix SEGV errors on AVX Optimized code (#353) by @nyanp
  • 🛠 Fix compiler error on msvc2013 (#320) by @nyanp
  • 🛠 Fix AVX backend slowdown on convolutional layer (#322) by @nyanp
  • 🛠 Fix throwing error when we load weights manually (#330) by @nyanp
  • 🛠 Fix returning infinity in tan_h (#347) by @nyanp
  • 🛠 Fix portability issues on serialization (#377) by @nyanp

  🔋 Features

  • 👍 Provides compile option to disable serialization support to speedup compilation time (#316) by @nyanp
  • ➕ Adds set_trainable method to freeze layers (#346) by @nyanp
  • ➕ Adds power layer to caffe converter by @goranrauker
  • 👍 double precision support (#332) by @nyanp
  • Provides pad_type and non-square input to pooling layers (#374) by @nyanp
  • ➕ Adds public predict method for vector of tensors (#396) by @reunanen
  • ➕ Adds Auto engine selection (#339) by @edgarriba
  • ➕ Adds basic image utilities, and remove OpenCV dependencies (#337) by @nyanp

  Others

  • 🔀 Sync with latest NNPACK by @azsane
  • 👌 Improves compiler warnings around type-cast by @pansk @reunanen @edgarriba
  • 👌 Improves CMakelist by @syoyo @edgarriba @beru
  • ✅ Replaces picotest with gtest by @Randl
  • ➕ Adds "layer catalogue" into official documentation by @nyanp
  • ➕ Adds tests for GPU environment by @Randl
  • ➕ Adds cpplint.py by @edgarriba @Randl
  • ➕ Adds a document for building iOS app by @wangyida
  • ➕ Adds coverall checking by @edgarriba
  • ➕ Adds CI builds for Win32 by @nyanp
  • ⚡️ Updates & improves readme by @edgarriba@zhangqianhui

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