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path: root/ethosu/vela/tosa_supported_operators.py
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2022-03-30Update version of Black to 22.3.0Jonas Ohlsson
Update version of Black to 22.3.0 due to updated dependencies. Updates to fix reported issues due to new version. Signed-off-by: Jonas Ohlsson <jonas.ohlsson@arm.com> Change-Id: I60056aae452093ce8dcea1f499ecced22b25eef1
2021-10-06TOSA: Added decomposition of PADPatrik Gustavsson
Added support for: -Rank > 4 and batch > 1 -Tensor dimensions exceeding NPU limit -Padding in any dimension (Implementation for functional compliance, not considering performance) Signed-off-by: Patrik Gustavsson <patrik.gustavsson@arm.com> Change-Id: Ief58fb3233d885f10ba5e68c5374b190efbe9351
2021-10-01TOSA: Add support for Identity operationPatrik Gustavsson
Added support for Identity operation. Signed-off-by: Patrik Gustavsson <patrik.gustavsson@arm.com> Change-Id: If00b30528932f7531807ce3914d6c1875ab72fa4
2021-09-29TOSA: Added decomposition of RESHAPEPatrik Gustavsson
-Added support for unlimited number of dimensions -Added support for tensors exceeding maxlimit of NPU -Fixed regression for PAD Signed-off-by: Patrik Gustavsson <patrik.gustavsson@arm.com> Change-Id: Ib2ce50a30cc5cf396032d85d57dab9968e3fc06a
2021-09-28TOSA: Decomposition of CONCATPatrik Gustavsson
-Added support for unlimited number of dimensions -Added support for Tensors with dimension size exceeding maximum limit of NPU. Signed-off-by: Patrik Gustavsson <patrik.gustavsson@arm.com> Change-Id: I3cc7327ac759e69042a600e686160aeb18a5ec59
2021-09-21TOSA: Decompose elem op tensorsPatrik Gustavsson
Added decomposition of tensors exceeding maximum size supported by NPU. Signed-off-by: Patrik Gustavsson <patrik.gustavsson@arm.com> Change-Id: I17a99cb72947d2f1064a631ad6975ce895c258d5
2021-09-20TOSA: Elementwise Rank > 4 and Batch > 1Patrik Gustavsson
Added support for elementwise operations: -Support for up to Rank == 6 -Support for Batch > 1 for Rank == 4 -For binary elementwise ops this includes handling of broadcasting in dimensions above H-dimension Signed-off-by: Patrik Gustavsson <patrik.gustavsson@arm.com> Change-Id: I73850bbfb288077a99bd2ceecbf989172016da24
2021-09-15TOSA: Support for TABLE operator (int8)Patrik Gustavsson
Added support to map TABLE operator to LUT. Limitations: -Only supported for int8 -TABLE input must be constant This also adds the support for TFLite legalisation of Tanh/Sigmoid (int8/uint8). Signed-off-by: Patrik Gustavsson <patrik.gustavsson@arm.com> Change-Id: I1a95f61fb02fdd42c4a690494418cc0765c8b275
2021-09-09TOSA: Add support for PADPatrik Gustavsson
Added support for TOSA PAD operator in line with legacy support Limitations: -Rank <= 4 -N = 1 if Rank = 4 for ifms/ofm -only padding in W and H dimensions -bool_t not supported Signed-off-by: Patrik Gustavsson <patrik.gustavsson@arm.com> Change-Id: I511608202b4c9bf6d86285b559c517fb41741fdf
2021-09-08TOSA: Fix AVGPOOL scalingPatrik Gustavsson
-Only support for avgpool when there is no padding. For this case, global scaling can be used. Signed-off-by: Patrik Gustavsson <patrik.gustavsson@arm.com> Change-Id: I026b83b05f02c57c79f49935f5ec501a6d28bb91
2021-09-07TOSA: Added RESHAPE, SLICE and CONCATPatrik Gustavsson
Added support for Data layout ops RESHAPE, SLICE and CONCAT. -No support for bool_t -Support limited to Rank <= 4 and N = 1 Signed-off-by: Patrik Gustavsson <patrik.gustavsson@arm.com> Change-Id: I487ac494b6506a2a6ba947ee758aa193194dd796
2021-09-03TOSA: Added support for ADD, SUB and MULPatrik Gustavsson
Added support for ADD, SUB and MUL Signed-off-by: Patrik Gustavsson <patrik.gustavsson@arm.com> Change-Id: I52acdc126b16e2cf4096bcf7a77023ea7d204998
2021-09-03TOSA: Added Depthwise supportPatrik Gustavsson
This is mainly to add support for depthwise conv2d with dephmultiplier = 1. (But there are no testcases suited, all I have sourced has depth_multiplier set to 2, which is not supported.) -Added support for depthwise conv2d. -Added support for removing Transpose of constant data -Added support for removing reshape Signed-off-by: Patrik Gustavsson <patrik.gustavsson@arm.com> Change-Id: I143e6246becfa78fd9f7510af0bf0d6b3fbbf2c7
2021-09-03TOSA: Support for AVGPOOL, MAXPOOL and CONV2DPatrik Gustavsson
Added support for -AVGPOOL and CONV2D with TFLite correspondence -MAXPOOL -additional support for replacing RESCALE ops with avgpool. No support for breaking down tensors over the size supported by NPU. Signed-off-by: Patrik Gustavsson <patrik.gustavsson@arm.com> Change-Id: I1d2aa50ac30a26283b3e6f1fe88cba1544b7c189
2021-07-09MLBEDSW-4840 Move setting of input indices to tflite readerPatrik Gustavsson
Mapping to internal input indexing has been added to tflite_reader.py and tosa_reader.py. And the other way around in tflite_writer.py. Signed-off-by: Patrik Gustavsson <patrik.gustavsson@arm.com> Change-Id: I4d8596e747cfa7c4203884c4e785eb1977e2bcc1
2021-07-08MLBEDSW-4838 Added basic TOSA support.Patrik Gustavsson
Added basic TOSA support, enabling Vela to read and compile a .tosa file corresponding to CONV2D + Rescale + Clamp, and writing it to an optimized .tflite file. The optimized .tflite file, will in this case, hold a commandstream where the Rescale and Clamp has been fused into the CONV2D. The optimized tflite file is not output from Vela. -Added support to read .tosa file into Vela internal structure. - Added tosa_reader.py, tosa_mapper.py and helper files stored under tosa/ - Support for this limited to ~10 ops -Added reader_util.py for functions common for TOSA and TFLite -Added tosa_graph_optimiser.py -Added support to fuse Rescale into convolution -Modified handling for padding -Added support to fuse Clamp to previous op -Added graph_optimiser_util.py -Moved functions common for TOSA/TFLite graph optimization to this file. -Renamed graph_optimiser.py to tflite_graph_optmiser.py -Added separate tosa_supported_operators.py -Added supported_operator_util.py -For functions in common for TOSA/TFLite Signed-off-by: Patrik Gustavsson <patrik.gustavsson@arm.com> Change-Id: Ic3c540504ec8c5eb4771397fdc6882050ecf33ab