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2023-09-06Update TosaVersion compatibility check to match with serialization_libJerry Ge
Serialization_lib change: https://eu-gerrit-1.euhpc.arm.com/c/mltech/mirrors/tosa/serialization_lib/+/542261 Signed-off-by: Jerry Ge <jerry.ge@arm.com> Change-Id: I59752a3ba7981c356634b911160cedf30fb2599e
2023-09-06fix: Conditionally include `prctl.h` on macosJack Frankland
MacOS does not have the `sys/prctl.h` header. This patch conditionally excludes `prctl.h` on MacOS and usage of its functionality in the same way we currently do for windows. Signed-off-by: Jack Frankland <jack.frankland@arm.com> Change-Id: Ic56ec358552126b3a10827d9c52db388a8acc214
2023-09-05Pass func_config to individual operator APIGrant Watson
Updates the generate_api.py script and associated templates to allow func_config and debug_config to be passed when running individual operators on the API. This will allow us, for example, to set precise_mode and abs_mode when running individual operators. Signed-off-by: Grant Watson <grant.watson@arm.com> Change-Id: Ia3e7ffc146f876daa307558433177c68285843b7
2023-08-23[reference model] Code cleanup for SHAPETai Ly
remove unnecessary change of tensor shape array for SHAPE data type Signed-off-by: Tai Ly <tai.ly@arm.com> Change-Id: I8e6ca98448188a1c30f9d29c22b3194d327b17ac
2023-08-21Remove unused struct to avoid warning messageWon Jeon
Signed-off-by: Won Jeon <won.jeon@arm.com> Change-Id: Id5820033bb3cc98b5e284237a91b22ffd54a80e3
2023-08-18Add DIM operator to reference modelWon Jeon
Signed-off-by: Won Jeon <won.jeon@arm.com> Change-Id: Iea11ee5d3d98773e9c5e9b827593c05afb41ce3b
2023-08-14Add support for bias broadcastingTai Ly
add support for bias broadcasting for operators: - conv2d - conv3d - depthwise_conv2d - transpose_conv2d - fully_connected could not add framework test for this because tf.nn.bias_add requires bias size to match channel dimension. manually tested reference model evaluation on tosa mlir with bias size of 1 Signed-off-by: Tai Ly <tai.ly@arm.com> Change-Id: I70d29d231a63fc03b10e3006cbd6b16b53cca1f2
2023-08-07Update formatting based on clang-format 14Eric Kunze
Signed-off-by: Eric Kunze <eric.kunze@arm.com> Change-Id: I22939e75a08349816a9c103eb7312edcec53855e
2023-08-02Fix compiler warnings (NFC)Eric Kunze
Signed-off-by: Eric Kunze <eric.kunze@arm.com> Change-Id: I8645382983c257e5102982d487283560088e2d2a
2023-07-31Fixed missing tensor inputs in fully_connected in model runnerJiacheng Liang
Signed-off-by: Jiacheng Liang <jiacheng.liang@arm.com> Change-Id: I473adc1525319b5574ee0e36d10a530277d9215d
2023-07-27Enable lazy tensor allocationJerry Ge
- The previous ref_model was allocating the memory for all tensors in the graph upfront which is unnecessary and wasteful. - This patch changes to only allocate initial input tensors on the entry point using the allocateInputTensor() function. - The output tensors are ensured to have been allocated before executing a node. The output tenosrs are the inputs for the next node. - When a node's evaluation is finished, its input tensors will be freed if they will no longer be used by anyone else. Signed-off-by: Jerry Ge <jerry.ge@arm.com> Change-Id: Ibb3e8c9e6344f6cd9eb20532a03b2097b93247f9
2023-07-25Run clang-format and update copyrightJerry Ge
- Also added run clang-format to pre-commit runs Signed-off-by: Jerry Ge <jerry.ge@arm.com> Change-Id: I4e59ac0afbaa30dce0773aa63d92a1a3b119e2f3
2023-07-17Update tensor allocation loggingEric Kunze
Also move a large amount of redundant code to a macro Signed-off-by: Eric Kunze <eric.kunze@arm.com> Change-Id: Ib1dcb2ce15e56076e444a4739c4d1292389c4a78
2023-07-14Add support for int32 tensor datatype in model runnerJiacheng Liang
Signed-off-by: Jiacheng Liang <jiacheng.liang@arm.com> Change-Id: Ie31041cbcd01f6290be06eabfe5c619123ae989f
2023-06-29Fix missing template instantiationsEric Kunze
Would cause unresolved symbols to appear when building in release mode. There are a couple of minor compiler warning fixes as well. Signed-off-by: Eric Kunze <eric.kunze@arm.com> Change-Id: I0f7e9a8771442a6e3c848edfe034ef534d0d8ca7
2023-06-29Add support for ERF operator to reference modelWon Jeon
Signed-off-by: Won Jeon <won.jeon@arm.com> Change-Id: Ib42b867287b83a183a0d0fb1f1eb29974f58fae4
2023-06-26Upgrade to latest version of TOSA specificationGrant Watson
Signed-off-by: Grant Watson <grant.watson@arm.com> Change-Id: I1296f968baca335ea88691bc973e2d01b2aa2c5b
2023-06-20Make verifiers to operate on const pointersGeorgios Pinitas
Signed-off-by: Georgios Pinitas <georgios.pinitas@arm.com> Change-Id: I45287af6b33cf07383250dc962a97728e65697a7
2023-06-15Add ERROR_IF to incorrect broadcast shapesJerry Ge
Signed-off-by: Jerry Ge <jerry.ge@arm.com> Change-Id: I7460ad9eed3ed5c7cec6e855a0303753ed28eb1c
2023-06-15Add TOSA MI verification methodsGeorgios Pinitas
Adds utility functions that enable compliance verification of TOSA MI operators; as per section 1.8.2 in the TOSA specification. Signed-off-by: Georgios Pinitas <georgios.pinitas@arm.com> Change-Id: I0cced0ff8875ac8d78b1943211438713d1c51b88
2023-06-12Correctly identify "axis" attributes.Grant Watson
- Allows axis attributes to be treated differently to other arguments in attribute.def Signed-off-by: Grant Watson <grant.watson@arm.com> Change-Id: I1be2595c24bf22e5391a2911a5283391d310df37
2023-06-02Add support for boolean outputs in model runnerJiacheng Liang
Comparison operators produce boolean outputs, which need to be written into client data Allow subgraph traverser to use main block to look for tensors when serialization handler is missing Signed-off-by: Jiacheng Liang <jiacheng.liang@arm.com> Change-Id: I6f9af470185541fa6466b3f7786c48f1555fa6f6
2023-06-02Update version to 0.80 draftEric Kunze
Signed-off-by: Eric Kunze <eric.kunze@arm.com> Change-Id: I175ef0acc6a6633c3e351b935a04db16de1bfbd5
2023-05-25Remove draft tag for 0.70 releasev0.70.0v0.70Eric Kunze
Update serialization library submodule Signed-off-by: Eric Kunze <eric.kunze@arm.com> Change-Id: I1d6e2700ac55f429de742931627b07c9a4a46f14
2023-05-18Add abs calculations under precise_modeTai Ly
This adds a second run of reference model under precise_mode when test_desc.json contains a "compliance" dictionary which contains a "mode" entry with value "dot product". In this second run, abs_mode will be set to true, which causes: 1. evaluation will take absolute values of inputs for these operators: conv2d, conv3d, depthwise_conv2d, fully_connected, matmul, transpose_conv2d, fft2d, rfft2d reduce_sum, avg_pool2d 2. output files will have prefix "bounds_" prepended to them Signed-off-by: Tai Ly <tai.ly@arm.com> Change-Id: I7070ecc7ead2d2ea3375c44663d653c6772b88e0
2023-05-17Add support for one dimension of size -1 in ReshapeOpJerry Ge
Signed-off-by: Jerry Ge <jerry.ge@arm.com> Signed-off-by: Jeremy Johnson <jeremy.johnson@arm.com> Change-Id: I0ef7607f4266296a1204c5cccdb5be36f345b5ba
2023-05-10Refactor ref_model rank checking and add level check to argmaxJerry Ge
Signed-off-by: Jerry Ge <jerry.ge@arm.com> Change-Id: Iad035b31d5e5e83040068e6311501490765bfff7
2023-05-05[reference model] Add precise modeTai Ly
This adds --precise_mode=1 option to tosa_referece_model, which will cause reference model to convert all floating point tensors to FP64 tensors and compute all operators accordingly. Also adds optional -p arguments to test runners tosa_verif_run_tests.py and tosa_verif_framework_compiler_runner.py to run tests in precise mode Signed-off-by: Tai Ly <tai.ly@arm.com> Change-Id: I156055216ad61710096497a8fa1a653be2a602a3
2023-04-24AVG_POOL2D - Fix for stride renaming mistakeJeremy Johnson
Signed-off-by: Jeremy Johnson <jeremy.johnson@arm.com> Change-Id: I6deb355998ce88714b41eedc8170acbd7875f519
2023-04-20Add level checking to TOSA Ref modelJerry Ge
Signed-off-by: Jerry Ge <jerry.ge@arm.com> Change-Id: I5689d7c6b902a319a68fa4628b59e0bcc23aeca4
2023-04-11revert to GetBlockByName "main"Tai Ly
Signed-off-by: Tai Ly <tai.ly@arm.com> Change-Id: Icefa594b25739ebaa331af2352bdcae1aaf81cf5
2023-04-06[reference model] support multiple regionsTai Ly
This allows IF/WHILE serialization to use regions instead of blocks to serialize nested regions. For backward compatibility, both region and block serialization are supported for IF/WHILE ops. Signed-off-by: Tai Ly <tai.ly@arm.com> Change-Id: Icf935561f9f5db38767ff76410bcd36896119395
2023-03-17Refactor 1L to INT64_C()Jerry Ge
Signed-off-by: Jerry Ge <jerry.ge@arm.com> Change-Id: If3f8c5a1f2dffac36448101959557f86b6ab6c7f
2023-03-16Update version to 0.70.0 draftEric Kunze
Also include 0.70.0 draft serialization library Signed-off-by: Eric Kunze <eric.kunze@arm.com> Change-Id: Ibdd3d52ecd39e710e0decb7afb6d5f5fad497e7d
2023-03-09Update version number to 0.60v0.60.0Eric Kunze
Also include the updated serialization library Signed-off-by: Eric Kunze <eric.kunze@arm.com> Change-Id: I8eb124533dbd00ef0c680fee4892d263c6a1f5ce
2023-03-03Update CAST fp to int roundingEric Kunze
Use rint() instead of round() to get round to nearest even behavior Signed-off-by: Eric Kunze <eric.kunze@arm.com> Change-Id: I45957be0e863de2207850b023626a7c0ea11e5eb
2023-02-28Update rank limits for SLICE, TILE and TRANSPOSELuke Hutton
Updated to align with corresponding changes to the spec. In addition, some ERROR_IF tests have been updated to match the checks specified by the spec, including: PAD, SLICE, TILE, TRANSPOSE. Signed-off-by: Luke Hutton <luke.hutton@arm.com> Change-Id: Ie2c5f48e79a5610eb82739170e25057a63dac1d8
2023-02-10Add FFT2d to the reference modelLuke Hutton
Includes: * FFT2d reference implementation * Basic TOSA tests Change-Id: Ie79fcb713542345d550ec013646810c1e890e388 Signed-off-by: Luke Hutton <luke.hutton@arm.com>
2023-02-02Remove accumulator attributes from all but AVG_POOL2DJames Ward
Signed-off-by: James Ward <james.ward@arm.com> Change-Id: If67f503a1848967bc1671646c3011d055b622c52
2023-01-31Create MI tests for Type Conversion: CASTJames Ward
* Add exclusion regex's to conformance generation Signed-off-by: James Ward <james.ward@arm.com> Change-Id: I15bef7451efd5662065060242d35bd7fa3381487
2023-01-24Add RFFT2d to the reference modelLuke Hutton
Includes: * RFFT2d reference implementation * TFLite framework tests * Basic TOSA tests * Serialization submodule upgrade with support for FFT/RFFT Signed-off-by: Luke Hutton <luke.hutton@arm.com> Change-Id: I2a687e9cf87fb62a26160ea52439ba9830bea36e
2023-01-19Fix for sign extending LOGICAL LEFT/RIGHT SHIFT resultsJeremy Johnson
Signed-off-by: Jeremy Johnson <jeremy.johnson@arm.com> Change-Id: I04261178694c004409aef2ff5c84c32b04729433
2023-01-19Create MI tests for Activation: CLAMP; Data Layout: PADJames Ward
* Existing float attributes now serialized as bytes Signed-off-by: James Ward <james.ward@arm.com> Change-Id: I415276706b9daf0893e3a59189f387f872ff07c2
2023-01-18Update for RESCALE spec apply_add clarificationJeremy Johnson
Signed-off-by: Jeremy Johnson <jeremy.johnson@arm.com> Change-Id: I6958904c2c8932e9fe03b3092672d62a06e96ee6
2023-01-13Reference model update for control flow operators supportJerry Ge
Rationale for making this change: - In the original design, for control flow operators like WhileOp, child blocks couldn't read the tensor variables (global consts) in the root level block, this patch added the machanism for child blocks to access their parent level block's tensors. - This change also relies on another serialization change on adding another layer of abtraction called Region: - Serialization patch: [region] Add TosaSerializationRegion to serialization_lib - Updated the corresponding python version of the serialization code: TosaSerializerRegion to python version of serialization_lib - This change also relies on the TOSA MLIR Translator change: Add RegionBuilder to TOSA MLIR Translator - Added the WhileOp related test cases: While, LSTM, GRU, RNN - Other related fixes Signed-off-by: Jerry Ge <jerry.ge@arm.com> Change-Id: I13ae33628ad07e41d248e88652ce1328654694ab
2022-12-20Add explicit template instantiations for abstract classesJared Smolens
- Added missing explicit template instantiations for abstract operator base classes Change-Id: I5eb678837f0edaf9bad0f7358b05abc5e3246af4 Signed-off-by: Jared Smolens <jared.smolens@arm.com>
2022-12-15Add BF16 support to IModelRunnerJames Ward
Signed-off-by: James Ward <james.ward@arm.com> Change-Id: I3339a78d9611905583272ffad0ef7668e046cfad
2022-12-15Create MI tests for Image: RESIZEJames Ward
Signed-off-by: James Ward <james.ward@arm.com> Change-Id: I440590fa59433b9ddc1934188f2b34b377129c1f
2022-12-15Extend reference model API with eager operator execution entrypointsGrant Watson
- Adds a script to generate operators.h and operators.cc - Adds jinja2 templates for generating operators.h and operators.cc - Adds unit tests for a subset of the operators generated - Includes the TOSA specification as a submodule - Adds supporting C++ and header files Signed-off-by: Grant Watson <grant.watson@arm.com> Change-Id: I5b60db4c56113110d8e75fe1152525d258233f9c
2022-12-12Update version to 0.51.0 draftEric Kunze
Also include the updated serialization submodule Signed-off-by: Eric Kunze <eric.kunze@arm.com> Change-Id: I7a97ae05d16c8a98c38f954ee8014d0f32b282d5
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