TensorFlow Addons v0.12.0
Release Notes
- Built against TensorFlow 2.4
- CUDA kernels are compiled with CUDA 11
- API docs found on the website
Changelog
- Add AVX2 support (#2299)
- Drop TF2.2 compatibility (#2224)
- Drop python3.5 support (#2204)
- Expose tfa.types doc (#2162)
- Rename "Arguments:" to "Args:" (#2267)
- Add support for ARM architecture build from source (#2182)
tfa.activations
tfa.image
- Speedup gaussian kernel generation (#2149)
- Support fill_mode for transform (#2153)
- Use ImageProjectiveTransformV3 for TF >= 2.4.0 (#2293)
- Support unknown rank image (#2300)
- Fix sparse_image_warp partially unknown shape (#2308)
- Make cutout compatible with keras layer (#2302)
- Remove unsupported data_format (#2296)
- Refactor sharpness (#2287)
- Rodert fix image random cutout 2276 (#2285)
- Remove tf.function decorator in tfa.image.equalize (#2264)
- Support empty batches in ResamplerOp (#2219)
- Make cutout op compatible with non eager mode (#2190)
tfa.layers
-
Add stochastic depth layer (#2154)
-
Add MaxUnpooling2D layer (#2272)
-
Add noisy dense layers. (#2099)
-
Add discriminative Layer Training (#969)
-
Make MultiHeadAttention agnostic to dtype (float32 vs. float16) (#2253)
-
Change CRF layer dtype (#2270)
-
Change GroupNormalization default groups to 32. (#2241)
tfa.optimizers
- Standardized Testing Module (#2233)
- Fix LazyAdam resource variable ops performance issue (#2274)
- Add experimental_aggregate_gradients support (#2137)
tfa.rnn
- Bug fix for conflict variable name in layernorm cells. (#2284)
tfa.seq2seq
- Graduate _BaseAttentionMechanism to a public base class (#2209)
- Add a doctest example for BasicDecoder (#2214)
- Add a doctest example for AttentionWrapper (#2215)
- Improve sampler documentation, use doctest (#2213)
- Beam search decoding procedure added to seq2seq_nmt tutorial (#2140)
Thanks to our Contributors
@DanBmh, @DavidWAbrahams, @Harsh188, @JulianRodert, @LeonShams, @MHStadler, @MarkDaoust, @SamuelMarks, @WindQAQ, @aaronmondal, @abhishek-niranjan, @albertz, @bhack, @crccw, @edend10, @fsx950223, @gabrieldemarmiesse, @guillaumekln, @HMPH, @hp77-creator, @hwaxxer, @hyang0129, @kaixih, @lamberta, @marksandler2, @matwilso, @napsternxg, @nataliyah123, @perfinion, @qlzh727, @rmlarsen, @rushabh-v, @rybakov, @seanpmorgan, @stephengmatthews, @tgaddair and @thaink