diff options
Diffstat (limited to 'src/armnnTfParser/TensorFlowSupport.md')
| -rw-r--r-- | src/armnnTfParser/TensorFlowSupport.md | 88 |
1 files changed, 50 insertions, 38 deletions
diff --git a/src/armnnTfParser/TensorFlowSupport.md b/src/armnnTfParser/TensorFlowSupport.md index 954f8e86f9..2e09768e42 100644 --- a/src/armnnTfParser/TensorFlowSupport.md +++ b/src/armnnTfParser/TensorFlowSupport.md @@ -12,11 +12,19 @@ See the TensorFlow [avg_pool documentation](https://www.tensorflow.org/api_docs/ **bias_add** - See the TensorFlow [bias_add documentation](https://www.tensorflow.org/api_docs/python/tf/nn/bias_add) for more information. +See the TensorFlow [bias_add documentation](https://www.tensorflow.org/api_docs/python/tf/nn/bias_add) for more information. **conv2d** - See the TensorFlow [conv2d documentation](https://www.tensorflow.org/api_docs/python/tf/nn/conv2d) for more information. +See the TensorFlow [conv2d documentation](https://www.tensorflow.org/api_docs/python/tf/nn/conv2d) for more information. + +**expand_dims** + +See the TensorFlow [expand_dims documentation](https://www.tensorflow.org/api_docs/python/tf/expand_dims) for more information. + +**gather** + +See the TensorFlow [gather documentation](https://www.tensorflow.org/api_docs/python/tf/gather) for more information. **identity** @@ -30,25 +38,33 @@ See the TensorFlow [local_response_normalization documentation](https://www.tens See the TensorFlow [max_pool documentation](https://www.tensorflow.org/api_docs/python/tf/nn/max_pool) for more information. +**placeholder** + +See the TensorFlow [placeholder documentation](https://www.tensorflow.org/api_docs/python/tf/placeholder) for more information. + **reduce_mean** See the TensorFlow [reduce_mean documentation](https://www.tensorflow.org/api_docs/python/tf/reduce_mean) for more information. **relu** - See the TensorFlow [relu documentation](https://www.tensorflow.org/api_docs/python/tf/nn/relu) for more information. +See the TensorFlow [relu documentation](https://www.tensorflow.org/api_docs/python/tf/nn/relu) for more information. **relu6** - See the TensorFlow [relu6 documentation](https://www.tensorflow.org/api_docs/python/tf/nn/relu6) for more information. +See the TensorFlow [relu6 documentation](https://www.tensorflow.org/api_docs/python/tf/nn/relu6) for more information. + +**rsqrt** + +See the TensorFlow [rsqrt documentation](https://www.tensorflow.org/api_docs/python/tf/math/rsqrt) for more information. **shape** - See the TensorFlow [shape documentation](https://www.tensorflow.org/api_docs/python/tf/shape) for more information. +See the TensorFlow [shape documentation](https://www.tensorflow.org/api_docs/python/tf/shape) for more information. **sigmoid** - See the TensorFlow [sigmoid documentation](https://www.tensorflow.org/api_docs/python/tf/sigmoid) for more information. +See the TensorFlow [sigmoid documentation](https://www.tensorflow.org/api_docs/python/tf/sigmoid) for more information. **softplus** @@ -62,22 +78,6 @@ See the TensorFlow [squeeze documentation](https://www.tensorflow.org/api_docs/p See the TensorFlow [tanh documentation](https://www.tensorflow.org/api_docs/python/tf/tanh) for more information. -**expand_dims** - -See the TensorFlow [expand_dims documentation](https://www.tensorflow.org/api_docs/python/tf/expand_dims) for more information. - -**placeholder** - -See the TensorFlow [placeholder documentation](https://www.tensorflow.org/api_docs/python/tf/placeholder) for more information. - -**minimum** - -See the TensorFlow [minimum documentation](https://www.tensorflow.org/api_docs/python/tf/math/minimum) for more information. - -**greater** - -See the TensorFlow [greater documentation](https://www.tensorflow.org/api_docs/python/tf/math/greater) for more information. - ## Partially supported **add** @@ -100,18 +100,45 @@ The parser does not support the optional `shape` argument. It always infers the The parser only supports a dilation rate of (1,1,1,1). See the TensorFlow [depthwise_conv2d_native documentation](https://www.tensorflow.org/api_docs/python/tf/nn/depthwise_conv2d_native) for more information. +**equal** + +The parser does not support all forms of [broadcast composition](https://www.tensorflow.org/performance/xla/broadcasting), only broadcasting of 4D and 1D tensors. See the TensorFlow [equal operator documentation](https://www.tensorflow.org/api_docs/python/tf/math/equal) for more information. + **fused_batch_norm** The parser does not support training outputs. See the TensorFlow [fused_batch_norm documentation](https://www.tensorflow.org/api_docs/python/tf/nn/fused_batch_norm) for more information. +**greater** + +The parser does not support all forms of [broadcast composition](https://www.tensorflow.org/performance/xla/broadcasting), only broadcasting of 4D and 1D tensors. See the TensorFlow [greater operator documentation](https://www.tensorflow.org/api_docs/python/tf/math/greater) for more information. + **matmul** The parser only supports constant weights in a fully connected layer. See the TensorFlow [matmul documentation](https://www.tensorflow.org/api_docs/python/tf/matmul) for more information. +**maximum** + +where maximum is used in one of the following ways + +* max(mul(a, x), x) +* max(mul(x, a), x) +* max(x, mul(a, x)) +* max(x, mul(x, a) + +This is interpreted as a ActivationLayer with a LeakyRelu activation function. Any other usage of max will result in the insertion of a simple maximum layer. The parser does not support all forms of [broadcast composition](https://www.tensorflow.org/performance/xla/broadcasting). See the TensorFlow [maximum documentation](https://www.tensorflow.org/api_docs/python/tf/maximum) for more information. + +**minimum** + +The parser does not support all forms of [broadcast composition](https://www.tensorflow.org/performance/xla/broadcasting), only broadcasting of 4D and 1D tensors. See the TensorFlow [minimum operator documentation](https://www.tensorflow.org/api_docs/python/tf/math/minimum) for more information. + **multiply** The parser does not support all forms of [broadcast composition](https://www.tensorflow.org/performance/xla/broadcasting), only broadcasting of scalars and 1D tensors. See the TensorFlow [multiply documentation](https://www.tensorflow.org/api_docs/python/tf/multiply) for more information. +**pad** + +Only supports tf.pad function with mode = 'CONSTANT' and constant_values = 0. See the TensorFlow [pad documentation](https://www.tensorflow.org/api_docs/python/tf/pad) for more information. + **realdiv** The parser does not support all forms of [broadcast composition](https://www.tensorflow.org/performance/xla/broadcasting), only broadcasting of scalars and 1D tensors. See the TensorFlow [realdiv documentation](https://www.tensorflow.org/api_docs/python/tf/realdiv) for more information. @@ -132,21 +159,6 @@ The parser only supports 2D inputs and does not support selecting the `softmax` Arm NN supports split along the channel dimension for data formats NHWC and NCHW. -**maximum** - -where maximum is used in one of the following ways - -* max(mul(a, x), x) -* max(mul(x, a), x) -* max(x, mul(a, x)) -* max(x, mul(x, a) - -This is interpreted as a ActivationLayer with a LeakyRelu activation function. Any other usage of max will result in the insertion of a simple maximum layer. See the TensorFlow [maximum documentation](https://www.tensorflow.org/api_docs/python/tf/maximum) for more information. - -**pad** - -Only supports tf.pad function with mode = 'CONSTANT' and constant_values = 0. See the TensorFlow [pad documentation](https://www.tensorflow.org/api_docs/python/tf/pad) for more information. - **subtract** The parser does not support all forms of broadcasting [broadcast composition](https://www.tensorflow.org/performance/xla/broadcasting), only broadcasting of scalars and 1D tensors. See the TensorFlow [subtract documentation](https://www.tensorflow.org/api_docs/python/tf/math/subtract) for more information. @@ -165,4 +177,4 @@ Arm tests these operators with the following TensorFlow fp32 neural networks: * inception_v3. The Arm NN SDK only supports the official inception_v3 transformed model. See the TensorFlow documentation on [preparing models for mobile deployment](https://www.tensorflow.org/mobile/prepare_models) for more information on how to transform the inception_v3 network. -More machine learning operators will be supported in future releases.
\ No newline at end of file +More machine learning operators will be supported in future releases. |