INFO: Actual implementations may differ from reference link in terms of dimensions and parameters supported TIM-VX API |Internal Op |Status | Reference :------ |:----- |:------|:------ Add|ADD|Mapped|[tf.math.add](https://tensorflow.google.cn/api_docs/python/tf/math/add) Multiply|MULTIPLY|Mapped|[tf.math.multiply](https://tensorflow.google.cn/api_docs/python/tf/math/multiply) Conv2d|CONV2D|Mapped|[tf.nn.conv2d](https://tensorflow.google.cn/api_docs/python/tf/nn/conv2d) [tf.nn.atros_conv2d](https://tensorflow.google.cn/api_docs/python/tf/nn/atrous_conv2d) [tf.nn.depthwise_conv2d](https://tensorflow.google.cn/api_docs/python/tf/nn/depthwise_conv2d) Softmax|SOFTMAX|Mapped|[tf.nn.softmax](https://tensorflow.google.cn/api_docs/python/tf/nn/softmax) Pool2d|POOL|Mapped|[tf.nn.pool](https://tensorflow.google.cn/api_docs/python/tf/nn/pool) LeakyRelu|LEAKY_RELU|Mapped|[tf.nn.leaky_relu](https://tensorflow.google.cn/api_docs/python/tf/nn/leaky_relu) Concat|CONCAT|Mapped|[tf.concat](https://tensorflow.google.cn/api_docs/python/tf/concat) Split|SPLIT|Mapped|[tf.split](https://tensorflow.google.cn/api_docs/python/tf/split) BatchNorm|BATCH_NORM|Mapped|[tf.nn.batch_normalization](https://tensorflow.google.cn/api_docs/python/tf/nn/batch_normalization) DeConv2d|DECONVOLUTION|Mapped|[tf.nn.conv2d_transpose](https://tensorflow.google.cn/api_docs/python/tf/nn/conv2d_transpose) Reshape|RESHAPE|Mapped|[tf.reshape](https://tensorflow.google.cn/api_docs/python/tf/reshape) Transpose|PERMUTE|Mapped|[tf.transpose](https://tensorflow.google.cn/api_docs/python/tf/transpose) Prelu|PRELU|Mapped|[tf.keras.layers.PReLU](https://tensorflow.google.cn/api_docs/python/tf/keras/layers/PReLU) MaxUnpool2d|UPSAMPLE|Mapped|[tfa.layers.MaxUnpooling2D](https://tensorflow.google.cn/addons/api_docs/python/tfa/layers/MaxUnpooling2D) Relu|RELU|Mapped|[tf.nn.relu](https://tensorflow.google.cn/api_docs/python/tf/nn/relu) Reorg|REORG|Mapped|[darknet.reorg](https://github.com/pjreddie/darknet/blob/master/src/reorg_layer.c) L2Normalization|L2_NORMALIZE|Mapped|[tf.math.l2_normalize](https://tensorflow.google.cn/api_docs/python/tf/math/l2_normalize) FullyConnected|FCL2|Mapped|[tf.keras.layers.Dense](https://tensorflow.google.cn/api_docs/python/tf/keras/layers/Dense) |MaxpoolWithArgmax|POOLWITHARGMAX|Mapped|[tf.nn.max_pool_with_argmax](https://tensorflow.google.cn/api_docs/python/tf/nn/max_pool_with_argmax) ArgMax|ARGMAX|Mapped|[tf.math.argmax](https://tensorflow.google.cn/api_docs/python/tf/math/argmax) Maximum|MAXIMUM|Mapped|[tf.math.maximum](https://tensorflow.google.cn/api_docs/python/tf/math/maximum) Sub|SUBTRACT|Mapped|[tf.math.subtract](https://tensorflow.google.cn/api_docs/python/tf/math/subtract) Relu6|RELU6|Mapped|[tf.nn.relu6](https://tensorflow.google.cn/api_docs/python/tf/nn/relu6) Sigmoid|SIGMOID|Mapped|[tf.math.sigmoid](https://tensorflow.google.cn/api_docs/python/tf/math/sigmoid) Tanh|TANH|Mapped|[tf.math.tanh](https://tensorflow.google.cn/api_docs/python/tf/math/tanh) Sqrt|SQRT|Mapped|[tf.math.sqrt](https://tensorflow.google.cn/api_docs/python/tf/math/sqrt) Rsqrt|RSQRT|Mapped|[tf.math.rsqrt](https://tensorflow.google.cn/api_docs/python/tf/math/rsqrt) SoftRelu|SOFTRELU|Mapped|[tf.math.softplus](https://tensorflow.google.cn/api_docs/python/tf/math/softplus) Div|DIVIDE|Mapped|[tf.math.divide](https://tensorflow.google.cn/api_docs/python/tf/math/divide) Dropout|DROPOUT|Mapped|f(x) = x\*ratio Resize|RESIZE|Mapped|[tf.image.resize](https://tensorflow.google.cn/api_docs/python/tf/image/resize) Reverse|REVERSE|Mapped|[tf.reverse](https://tensorflow.google.cn/api_docs/python/tf/reverse) DepthToSpace|DEPTH2SPACE|Mapped|[tf.nn.depth_to_space](https://tensorflow.google.cn/api_docs/python/tf/nn/depth_to_space) SpaceToDepth|SPACE2DEPTH|Mapped|[tf.nn.space_to_depth](https://tensorflow.google.cn/api_docs/python/tf/nn/space_to_depth) DataConvert|DATACONVERT|Mapped|Data Format Conversion Slice|SLICE|Mapped|[tf.slice](https://tensorflow.google.cn/api_docs/python/tf/slice) Elu|ELU|Mapped|[tf.nn.elu](https://tensorflow.google.cn/api_docs/python/tf/nn/elu) Batch2Space|BATCH2SPACE|Mapped|[tf.batch_to_space](https://tensorflow.google.cn/api_docs/python/tf/batch_to_space) Space2Batch|SPACE2BATCH|Mapped|[tf.space_to_batch](https://tensorflow.google.cn/api_docs/python/tf/space_to_batch) Pad|PAD|Mapped|[tf.pad](https://tensorflow.google.cn/api_docs/python/tf/pad) |LayerNormalization|LAYER_NORM|Mapped|[tf.keras.layers.LayerNormalization](https://tensorflow.google.cn/api_docs/python/tf/keras/layers/LayerNormalization) ReduceMin|REDUCE_MIN|Mapped|[tf.math.reduce_min](https://tensorflow.google.cn/api_docs/python/tf/math/reduce_min) ReduceMax|REDUCE_MAX|Mapped|[tf.math.reduce_max](https://tensorflow.google.cn/api_docs/python/tf/math/reduce_max) ReduceAny|REDUCE_ANY|Mapped|[tf.math.reduce_any](https://tensorflow.google.cn/api_docs/python/tf/math/reduce_any) ReduceProd|REDUCE_PROD|Mapped|[tf.math.reduce_prod](https://tensorflow.google.cn/api_docs/python/tf/math/reduce_prod) ReduceMean|REDUCE_MEAN|Mapped|[tf.math.reduce_mean](https://tensorflow.google.cn/api_docs/python/tf/math/reduce_mean) |InstanceNormalization|INSTANCE_NORM|Mapped|[tfa.layers.InstanceNormalization](https://tensorflow.google.cn/addons/api_docs/python/tfa/layers/InstanceNormalization) StridedSlice|STRIDED_SLICE|Mapped|[tf.strided_slice](https://tensorflow.google.cn/api_docs/python/tf/strided_slice) Abs|ABS|Mapped|[tf.math.abs](https://tensorflow.google.cn/api_docs/python/tf/math/abs) |Conv1d|CONV1D|Mapped|[tf.nn.conv1d](https://tensorflow.google.cn/api_docs/python/tf/nn/conv1d) NBG|NBG|Mapped|Network Binary Graph LocalResponseNormalization|LRN2|Mapped|[tf.nn.local_response_normalization](https://tensorflow.google.cn/api_docs/python/tf/nn/local_response_normalization) Greater|RELATIONAL_OPS_GREATER|Mapped|[tf.math.greater](https://tensorflow.google.cn/api_docs/python/tf/math/greater) GreaterOrEqual|RELATIONAL_OPS_GREATER_EQUAL|Mapped|[tf.math.greater_equal](https://tensorflow.google.cn/api_docs/python/tf/math/greater_equal) Less|RELATIONAL_OPS_LESS|Mapped|[tf.math.less](https://tensorflow.google.cn/api_docs/python/tf/math/less) LessOrEqual|RELATIONAL_OPS_LESS_EQUAL|Mapped|[tf.math.less_equal](https://tensorflow.google.cn/api_docs/python/tf/math/less_equal) Equal|RELATIONAL_OPS_EQUAL|Mapped|[tf.math.equal](https://tensorflow.google.cn/api_docs/python/tf/math/equal) NotEqual|RELATIONAL_OPS_NOT_EQUAL|Mapped|[tf.math.not_equal](https://tensorflow.google.cn/api_docs/python/tf/math/not_equal) Pow|POW|Mapped|[tf.math.pow](https://tensorflow.google.cn/api_docs/python/tf/math/pow) FloorDiv|FLOORDIV|Mapped|[tf.math.floordiv](https://tensorflow.google.cn/api_docs/python/tf/math/floordiv) Minimum|MINIMUM|Mapped|[tf.math.minimum](https://tensorflow.google.cn/api_docs/python/tf/math/minimum) And|LOGICAL_OPS|Mapped|[tf.math.logical_and](https://tensorflow.google.cn/api_docs/python/tf/math/logical_and) Or|LOGICAL_OPS|Mapped|[tf.math.logical_or](https://tensorflow.google.cn/api_docs/python/tf/math/logical_or) Select|SELECT|Mapped|[tf.where](https://tensorflow.google.cn/api_docs/python/tf/where) Relu1|RELU1|Mapped|[tf.keras.layers.ReLU(max_value=1.0)](https://tensorflow.google.cn/api_docs/python/tf/keras/layers/ReLU) Stack|STACK|Mapped|[tf.stack](https://tensorflow.google.cn/api_docs/python/tf/stack) Floor|FLOOR|Mapped|[tf.math.floor](https://tensorflow.google.cn/api_docs/python/tf/math/floor) Square|SQUARE|Mapped|[tf.math.square](https://tensorflow.google.cn/api_docs/python/tf/math/square) Neg|NEG|Mapped|[tf.math.negative](https://tensorflow.google.cn/api_docs/python/tf/math/negative) Exp|EXP|Mapped|[tf.math.exp](https://tensorflow.google.cn/api_docs/python/tf/math/exp) Clip|CLIP|Mapped|[tf.clip_by_value](https://tensorflow.google.cn/api_docs/python/tf/clip_by_value) AddN|ADDN|Mapped|[tf.math.add_n](https://tensorflow.google.cn/api_docs/python/tf/math/add_n) Gather|GATHER|Mapped|[tf.gather](https://tensorflow.google.cn/api_docs/python/tf/gather) LogicalNot|LOGICAL_NOT|Mapped|[tf.math.logical_not](https://tensorflow.google.cn/api_docs/python/tf/math/logical_not) Sin|SIN|Mapped|[tf.math.sin](https://tensorflow.google.cn/api_docs/python/tf/math/sin) Log|LOG|Mapped|[tf.math.log](https://tensorflow.google.cn/api_docs/python/tf/math/log) ArgMin|ARGMIN|Mapped|[tf.math.argmin](https://tensorflow.google.cn/api_docs/python/tf/math/argmin) LogSoftmax|LOG_SOFTMAX|Mapped|[tf.nn.log_softmax](https://tensorflow.google.cn/api_docs/python/tf/nn/log_softmax) HardSwish|SWISH|Mapped|[tf.keras.activations.swish](https://tensorflow.google.cn/api_docs/python/tf/keras/activations/swish) GatherNd|GATHER_ND|Mapped|[tf.gather_nd](https://tensorflow.google.cn/api_docs/python/tf/gather_nd) Cast|CAST|Mapped|[tf.cast](https://tensorflow.google.cn/api_docs/python/tf/cast) Squeeze|SQUEEZE|Mapped|[tf.squeeze](https://tensorflow.google.cn/api_docs/python/tf/squeeze) HardSigmoid|HARD_SIGMOID|Mapped|[tf.keras.activations.hard_sigmoid](https://tensorflow.google.cn/api_docs/python/tf/keras/activations/hard_sigmoid) Mish|MISH|Mapped|[tfa.activations.mish](https://tensorflow.google.cn/addons/api_docs/python/tfa/activations/mish) |DeConv1d|DECONVOLUTION1D|Mapped|[tf.nn.conv1d_transpose](https://tensorflow.google.cn/api_docs/python/tf/nn/conv1d_transpose) Resize1d|RESIZE_1D|Mapped|[Onnx.resize 1D image](https://github.com/onnx/onnx/blob/master/docs/Operators.md#resize) |Linear|LINEAR|Unmapped|[tf.keras.activations.linear](https://www.tensorflow.org/api_docs/python/tf/keras/activations/linear) ||MOMENTS|Unmapped|[tf.moments](https://tensorflow.google.cn/api_docs/python/tf/nn/moments) ScatterND|SCATTER_ND|Mapped|[tf.scatter_nd](https://tensorflow.google.cn/api_docs/python/tf/scatter_nd) ||PROPOSAL|Unmapped|[Faster-RCNN Proposal Layer](https://github.com/intel/caffe/blob/master/examples/faster-rcnn/lib/rpn/proposal_layer.py) ||MATRIXMUL|Unmapped|[tf.experimental.numpy.matmul](https://www.tensorflow.org/api_docs/python/tf/experimental/numpy/matmul) ||SIGNAL_FRAME|Unmapped|[tf.signal.frame](https://tensorflow.google.cn/api_docs/python/tf/signal/frame) ||A_TIMES_B_PLUS_C|Unmapped|[tf.add(tf.mul(A, B), C)](https://github.com/hujie-frank/SENet/blob/master/include/caffe/layers/axpy_layer.hpp) ||UNSTACK|Unmapped|[tf.unstack](https://tensorflow.google.cn/api_docs/python/tf/unstack) ||PRE_PROCESS|Unmapped|Graph Preprocessing (YUV2RGB, Input Normalization, Resizing, etc) ||TILE|Unmapped|[tf.tile](https://tensorflow.google.cn/api_docs/python/tf/tile) ||TOPK|Unmapped|[tf.math.top_k](https://tensorflow.google.cn/api_docs/python/tf/math/top_k) ||ROI_POOL|Unmapped|[ANEURALNETWORKS_ROI_POOLING](https://developer.android.com/ndk/reference/group/neural-networks#group___neural_networks_1ggaabbe492c60331b13038e39d4207940e0a6736198af337b2efbdb0b6b64dee7fe4) ||SVDF|Unmapped|[ANEURALNETWORKS_SVDF](https://developer.android.com/ndk/reference/group/neural-networks#group___neural_networks_1ggaabbe492c60331b13038e39d4207940e0a7096de21038c1ce49d354a00cba7b552) ||SHUFFLECHANNEL|Unmapped|[ANEURALNETWORKS_CHANNEL_SHUFFLE](https://developer.android.com/ndk/reference/group/neural-networks#group___neural_networks_1ggaabbe492c60331b13038e39d4207940e0a5b993c1211c4b1bc52fb595a3025251d) ||HASHTABLE_LOOKUP|Unmapped|[ANEURALNETWORKS_HASHTABLE_LOOKUP](https://developer.android.com/ndk/reference/group/neural-networks#group___neural_networks_1ggaabbe492c60331b13038e39d4207940e0aca92716c8c73c1f0fa7f0757916fee26) ||EMBEDDING_LOOKUP|Unmapped|[ANEURALNETWORKS_EMBEDDING_LOOKUP](developer.android.com/ndk/reference/group/neural-networks#group___neural_networks_1ggaabbe492c60331b13038e39d4207940e0a8d2ada77adb74357fc0770405bca0e3) ||LSH_PROJECTION|Unmapped|[ANEURALNETWORKS_LSH_PROJECTION](https://developer.android.com/ndk/reference/group/neural-networks#group___neural_networks_1ggaabbe492c60331b13038e39d4207940e0a800cdcec5d7ba776789cb2d1ef669965) ||GROUPED_CONV2D|Unmapped|[ANEURALNETWORKS_GROUPED_CONV_2D](https://developer.android.com/ndk/reference/group/neural-networks#group___neural_networks_1ggaabbe492c60331b13038e39d4207940e0a847acf8d9f3d2343328c3dbe6d447c50) ||ROI_ALIGN|Unmapped|[ANEURALNETWORKS_ROI_ALIGN](https://developer.android.com/ndk/reference/group/neural-networks#group___neural_networks_1ggaabbe492c60331b13038e39d4207940e0a2848b39dd4bfba78f2438fda0d9397a4) ||HEATMAP_MAX_KEYPOINT|Unmapped|[ANEURALNETWORKS_HEATMAP_MAX_KEYPOINT](https://developer.android.com/ndk/reference/group/neural-networks#group___neural_networks_1ggaabbe492c60331b13038e39d4207940e0a5ffccf92d127766a741225ff7ad6f743) ||AXIS_ALIGNED_BBOX_TRANSFORM|Unmapped|[ANEURALNETWORKS_AXIS_ALIGNED_BBOX_TRANSFORM](https://developer.android.com/ndk/reference/group/neural-networks#group___neural_networks_1ggaabbe492c60331b13038e39d4207940e0afd7603dd54060e6a52f5861674448528) ||BOX_WITH_NMS_LIMIT|Unmapped|[ANEURALNETWORKS_BOX_WITH_NMX_LIMIT](https://developer.android.com/ndk/reference/group/neural-networks#group___neural_networks_1ggaabbe492c60331b13038e39d4207940e0a2d81e878c19e15700dad111ba6c0be89) ||GENERATE_PROPOSALS|Unmapped|[ANEURALNETWORKS_GENERATE_PROPOSALS](https://developer.android.com/ndk/reference/group/neural-networks#group___neural_networks_1ggaabbe492c60331b13038e39d4207940e0a72484020f2c41c814de0a7bf93dbbfd4) ||DETECTION_POSTPROCESS|Unmapped|[ANEURALNETWORKS_DETECTION_POSTPROCESSING](https://developer.android.com/ndk/reference/group/neural-networks#group___neural_networks_1ggaabbe492c60331b13038e39d4207940e0abd6365933837275bb1f5cde1fd9b8234) ||RANDOM_MULTINOMIAL|Unmapped|[ANEURALNETWORKS_RANDOM_MULTINOMIAL](https://developer.android.com/ndk/reference/group/neural-networks#group___neural_networks_1ggaabbe492c60331b13038e39d4207940e0a6cb5032c09d3c4b542d18495c247b5b4) |UnidirectionalSequenceGRU|GRU_OVXLIB|Unmapped |GRUCell|GRUCELL_OVXLIB|Unmapped |UnidirectionalSequenceRNN|UNIDIRECTIONAL_SEQUENCE_RNN|Unmapped |BidirectionalSequenceRNN|BIDIRECTIONAL_SEQUENCE_RNN|Unmapped |BidirectionalSequenceLSTM|BIDIRECTIONAL_SEQUENCE_LSTM|Unmapped |RNNCell|RNNCELL_OVXLIB|Unmapped |UnidirectionalSequenceLSTM|LSTM_OVXLIB|Unmapped|LSTM Layer implemenation in OVXLIB |LSTMCell|LSTMUNIT_OVXLIB|Unmapped|LSTM unit implemenation in OVXLIB (Projection/CIFG/Layer Norm/Hybrid) ||CONV_RELU|Deprecated ||CONV_RELU_POOL|Deprecated ||FCL|Deprecated ||FCL_RELU|Deprecated ||LRN|Deprecated ||SCALE|Deprecated ||DEPTHWISE_CONV1D|Deprecated ||L2NORMALIZESCALE|Deprecated ||INTERP|Deprecated ||NOOP|Deprecated ||TENSORSTACKCONCAT|Deprecated| ||VARIABLE|InternalOnly|[tf.variable](https://tensorflow.google.cn/api_docs/python/tf/Variable) ||RELUN|Deprecated|[tf.keras.layers.ReLU(max_value=N)](https://tensorflow.google.cn/api_docs/python/tf/keras/layers/ReLU) ||CROP|Deprecated|Use Slice instead ||TENSOR_ADD_MEAN_STDDEV_NORM|InternalOnly ||RNN|Deprecated|[ANUERALNETWORKS_RNN](https://developer.android.com/ndk/reference/group/neural-networks#group___neural_networks_1ggaabbe492c60331b13038e39d4207940e0acd2684ac9c73bb29767b534e78a332e8) ||LSTMUNIT_ACTIVATION|InternalOnly| ||LSTM|Deprecated|Driver LSTM Layer [tf.keras.layers.LSTM](https://tensorflow.google.cn/api_docs/python/tf/keras/layers/LSTM) ||QUANTIZED_16BIT_LSTM|InternalOnly ||LSTMUNIT|Deprecated|Driver LSTM Unit ||RELU_KERAS|Deprecated|[tf.keras.layers.ReLU](https://tensorflow.google.cn/api_docs/python/tf/keras/layers/ReLU) ||PRE_PROCESS_RGB|InternalOnly ||PRE_PROCESS_GRAY|InternalOnly ||PRE_PROCESS_YUV444|InternalOnly ||PRE_PROCESS_NV12|InternalOnly ||PRE_PROCESS_YUV420|InternalOnly ||PRE_PROCESS_BGRA|InternalOnly ||PRE_PROCESS_TENSOR|InternalOnly ||IMAGEPROCESS|Deprecated ||POST_PROCESS|InternalOnly ||SPATIAL_TRANSFORMER|InternalOnly|[SpatialTransformer](https://github.com/daerduoCarey/SpatialTransformerLayer) ||EXTRA_ENDING|InternalOnly ||SYNC_HOST|InternalOnly ||BATCHNORM_SINGLE|InternalOnly|[tf.nn.batch_normalization](https://tensorflow.google.cn/api_docs/python/tf/nn/batch_normalization) ||EXPAND_BROADCAST|Deprecated|[tf.tile](https://tensorflow.google.cn/api_docs/python/tf/tile) ||CONCATSHIFT|InternalOnly