| A | B | C | D | E | F | G | H | I | J | |
|---|---|---|---|---|---|---|---|---|---|---|
1 | [External] Replacements for tf-addons functionality | |||||||||
2 | The Future of TensorFlow Addons | |||||||||
3 | tf-addons is in deprecated: in minimal maintenance mode for 2023, will be archived after at EOY. tensorflow.org/addons gets a significant usage! Help us direct users towards replacement functionality. Or let us know if there are any implementations in the works. | |||||||||
4 | All pages ranked, by views. | Direct to: | Notes | |||||||
5 | tensorflow.org/addons/api_docs/python/tfa/metrics/F1Score | ADDING IN 2.13 | Resources: | |||||||
6 | tensorflow.org/addons/api_docs/python/tfa/optimizers/AdamW | https://www.tensorflow.org/api_docs/python/tf/keras/optimizers/AdamW | https://docs.google.com/document/d/1KKhDuHdRpoqwca7ouCF-CAagb6LQzEQERwKBELxUZKI/edit | |||||||
7 | tensorflow.org/addons/api_docs/python/tfa/losses/SigmoidFocalCrossEntropy | https://github.com/keras-team/keras-cv/blob/master/keras_cv/losses/focal.py | https://github.com/keras-team/keras-cv/issues/74 | |||||||
8 | tensorflow.org/addons/api_docs/python/tfa/metrics/RSquare | ADDING IN 2.13 | https://github.com/keras-team/keras-nlp/issues/11 | |||||||
9 | tensorflow.org/addons/tutorials/losses_triplet | https://github.com/tensorflow/similarity/blob/master/api/TFSimilarity/losses/TripletLoss.md | https://docs.google.com/document/d/16wTO0GOtxOoQUYmKC-lFqDeagKylRX_f2LPNGxq50M8/edit?resourcekey=0-AzJxwYAkvf22t8foCGHqzA | |||||||
10 | tensorflow.org/addons/tutorials/layers_normalizations | https://keras.io/api/layers/normalization_layers/ | ||||||||
11 | tensorflow.org/addons/tutorials/networks_seq2seq_nmt | https://keras.io/examples/nlp/neural_machine_translation_with_keras_nlp/ | ||||||||
12 | tensorflow.org/addons/api_docs/python/tfa/image/rotate | we technically have this op in keras.layers.preprocessing but not public. KerasCV? | ||||||||
13 | tensorflow.org/addons/api_docs/python/tfa/layers/CRF | https://github.com/keras-team/keras-nlp/issues/11#issue-1107285516 | ||||||||
14 | tensorflow.org/addons/api_docs/python/tfa/layers/InstanceNormalization | It's equivalent to GroupNormalization with groups=-1 | Perhaps belongs in Keras with GroupNorm? | |||||||
15 | tensorflow.org/addons/api_docs/python/tfa/image/gaussian_filter2d | keras-cv? | Generally they don't expose OPS | |||||||
16 | tensorflow.org/addons/tutorials/optimizers_cyclicallearningrate | possibly in keras.optimizers.schedule? | ||||||||
17 | tensorflow.org/addons/api_docs/python/tfa/layers/GroupNormalization | https://www.tensorflow.org/api_docs/python/tf/keras/layers/GroupNormalization | ||||||||
18 | tensorflow.org/addons/api_docs/python/tfa/layers/MultiHeadAttention | https://www.tensorflow.org/api_docs/python/tf/keras/layers/MultiHeadAttention | ||||||||
19 | tensorflow.org/addons/tutorials/image_ops | https://www.tensorflow.org/vision | ||||||||
20 | tensorflow.org/addons/tutorials/tqdm_progress_bar | keras.utils.Progbar | ||||||||
21 | tensorflow.org/addons/api_docs/python/tfa/optimizers/MultiOptimizer | |||||||||
22 | tensorflow.org/addons/api_docs/python/tfa/optimizers/RectifiedAdam | Rejected at https://github.com/keras-team/keras/issues/16195 | ||||||||
23 | tensorflow.org/addons/api_docs/python/tfa/losses/TripletSemiHardLoss | |||||||||
24 | tensorflow.org/addons/api_docs/python/tfa/losses/GIoULoss | https://github.com/keras-team/keras-cv/blob/master/keras_cv/losses/giou_loss.py | ||||||||
25 | tensorflow.org/addons/api_docs/python/tfa/activations/mish | ADDING IN 2.13 | https://github.com/tensorflow/addons/pull/569#issuecomment-864002491 | |||||||
26 | tensorflow.org/addons/api_docs/python/tfa/metrics | |||||||||
27 | tensorflow.org/addons/api_docs/python/tfa/metrics/MultiLabelConfusionMatrix | ? | ||||||||
28 | tensorflow.org/addons/api_docs/python/tfa/image/transform | |||||||||
29 | tensorflow.org/addons/api_docs/python/tfa/losses/contrastive_loss | https://github.com/tensorflow/similarity/blob/master/api/TFSimilarity/losses.md | ? | |||||||
30 | tensorflow.org/addons/api_docs/python/tfa/optimizers | |||||||||
31 | tensorflow.org/addons/api_docs/python/tfa/metrics/HammingLoss | |||||||||
32 | tensorflow.org/addons/api_docs/python/tfa/losses/ContrastiveLoss | tf-similarity or kerasCV? | ||||||||
33 | tensorflow.org/addons/api_docs/python/tfa/losses | |||||||||
34 | tensorflow.org/addons/api_docs/python/tfa/image/dense_image_warp | https://github.com/keras-team/keras-cv/issues/163 https://github.com/keras-team/keras-cv/issues/644 | ||||||||
35 | tensorflow.org/addons/tutorials/layers_weightnormalization | |||||||||
36 | tensorflow.org/addons/api_docs/python/tfa/layers/AdaptiveAveragePooling1D | |||||||||
37 | tensorflow.org/addons/api_docs/python/tfa/optimizers/SGDW | https://www.tensorflow.org/api_docs/python/tf/keras/optimizers/SGD?version=nightly#weight_decay | ||||||||
38 | tensorflow.org/addons/api_docs/python/tfa/layers/SpectralNormalization | |||||||||
39 | tensorflow.org/addons/api_docs/python/tfa/register_all | |||||||||
40 | tensorflow.org/addons/api_docs/python/tfa/layers/ESN | |||||||||
41 | tensorflow.org/addons/api_docs/python/tfa/layers | |||||||||
42 | tensorflow.org/addons/api_docs/python/tfa/image | |||||||||
43 | tensorflow.org/addons/api_docs/python/tfa/metrics/FBetaScore | ADDING IN 2.13 | ||||||||
44 | tensorflow.org/addons/tutorials/average_optimizers_callback | |||||||||
45 | tensorflow.org/addons/api_docs/python/tfa/optimizers/AdaBelief | |||||||||
46 | tensorflow.org/addons/api_docs/python/tfa/layers/MaxUnpooling2D | |||||||||
47 | tensorflow.org/addons/api_docs/python/tfa/optimizers/LAMB | |||||||||
48 | tensorflow.org/addons/api_docs/python/tfa/metrics/MatthewsCorrelationCoefficient | |||||||||
49 | tensorflow.org/addons/api_docs/python/tfa/optimizers/SWA | |||||||||
50 | tensorflow.org/addons/api_docs/python/tfa/rnn/LayerNormLSTMCell | |||||||||
51 | tensorflow.org/addons/api_docs/python/tfa/metrics/CohenKappa | |||||||||
52 | tensorflow.org/addons/api_docs/python/tfa/optimizers/MovingAverage | |||||||||
53 | tensorflow.org/addons/api_docs/python/tfa/seq2seq | |||||||||
54 | tensorflow.org/addons/api_docs/python/tfa/image/interpolate_bilinear | |||||||||
55 | tensorflow.org/addons/api_docs/python/tfa/losses/WeightedKappaLoss | |||||||||
56 | tensorflow.org/addons/api_docs/python/tfa/activations | |||||||||
57 | tensorflow.org/addons/api_docs/python/tfa/image/translate | |||||||||
58 | tensorflow.org/addons/api_docs/python/tfa/losses/sigmoid_focal_crossentropy | |||||||||
59 | tensorflow.org/addons/api_docs/python/tfa/losses/TripletHardLoss | |||||||||
60 | tensorflow.org/addons/api_docs/python/tfa/image/resampler | keras-cv? | ||||||||
61 | tensorflow.org/addons/tutorials/optimizers_lazyadam | |||||||||
62 | tensorflow.org/addons/api_docs/python/tfa/seq2seq/BasicDecoder | keras-nlp? | ||||||||
63 | tensorflow.org/addons/api_docs/python/tfa/image/random_cutout | |||||||||
64 | tensorflow.org/addons/api_docs/python/tfa/optimizers/CyclicalLearningRate | |||||||||
65 | tensorflow.org/addons/api_docs/python/tfa/image/median_filter2d | |||||||||
66 | tensorflow.org/addons/api_docs/python/tfa/layers/SpatialPyramidPooling2D | |||||||||
67 | tensorflow.org/addons/api_docs/python/tfa/seq2seq/BeamSearchDecoder | keras-nlp? | ||||||||
68 | tensorflow.org/addons/api_docs/python/tfa/image/cutout | |||||||||
69 | tensorflow.org/addons/api_docs/python/tfa/layers/WeightNormalization | |||||||||
70 | tensorflow.org/addons/api_docs/python/tfa/losses/npairs_loss | |||||||||
71 | tensorflow.org/addons/api_docs/python/tfa/losses/PinballLoss | |||||||||
72 | tensorflow.org/addons/api_docs/python/tfa/optimizers/LazyAdam | |||||||||
73 | tensorflow.org/addons/api_docs/python/tfa/seq2seq/BahdanauAttention | https://www.tensorflow.org/api_docs/python/tf/keras/layers/AdditiveAttention | ||||||||
74 | tensorflow.org/addons/api_docs/python/tfa/image/sharpness | |||||||||
75 | tensorflow.org/addons/api_docs/python/tfa/layers/Maxout | |||||||||
76 | tensorflow.org/addons/api_docs/python/tfa/optimizers/Lookahead | |||||||||
77 | tensorflow.org/addons/api_docs/python/tfa/losses/pinball_loss | |||||||||
78 | tensorflow.org/addons/api_docs/python/tfa/image/equalize | |||||||||
79 | tensorflow.org/addons/api_docs/python/tfa/layers/NoisyDense | |||||||||
80 | tensorflow.org/addons/api_docs/python/tfa/layers/AdaptiveAveragePooling2D | |||||||||
81 | tensorflow.org/addons/api_docs/python/tfa/layers/StochasticDepth | |||||||||
82 | tensorflow.org/addons/api_docs/python/tfa/seq2seq/sequence_loss | |||||||||
83 | tensorflow.org/addons/api_docs/python/tfa/image/sparse_image_warp | |||||||||
84 | tensorflow.org/addons/api_docs/python/tfa/image/connected_components | |||||||||
85 | tensorflow.org/addons/api_docs/python/tfa/seq2seq/AttentionWrapper | |||||||||
86 | tensorflow.org/addons/api_docs/python/tfa/rnn/PeepholeLSTMCell | |||||||||
87 | tensorflow.org/addons/api_docs/python/tfa/optimizers/Yogi | |||||||||
88 | tensorflow.org/addons/api_docs/python/tfa/activations/gelu | https://www.tensorflow.org/api_docs/python/tf/keras/activations/gelu | ||||||||
89 | tensorflow.org/addons/api_docs/python/tfa/image/blend | |||||||||
90 | tensorflow.org/addons/api_docs/python/tfa/types/TensorLike | |||||||||
91 | tensorflow.org/addons/api_docs/python/tfa/losses/NpairsLoss | |||||||||
92 | tensorflow.org/addons/api_docs/python/tfa/losses/giou_loss | |||||||||
93 | tensorflow.org/addons/api_docs/python/tfa/layers/GELU | https://www.tensorflow.org/api_docs/python/tf/keras/activations/gelu | ||||||||
94 | tensorflow.org/addons/api_docs/python/tfa/activations/rrelu | |||||||||
95 | tensorflow.org/addons/api_docs/python/tfa/callbacks/TQDMProgressBar | |||||||||
96 | tensorflow.org/addons/api_docs/python/tfa/seq2seq/LuongAttention | https://www.tensorflow.org/api_docs/python/tf/keras/layers/Attention | ||||||||
97 | tensorflow.org/addons/api_docs/python/tfa/text/crf_log_likelihood | |||||||||
98 | tensorflow.org/addons/api_docs/python/tfa/image/euclidean_dist_transform | |||||||||
99 | tensorflow.org/addons/tutorials/optimizers_conditionalgradient | |||||||||
100 | tensorflow.org/addons/api_docs/python/tfa/activations/snake |