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2024-04-16SPECIAL data gen mode for FP16 and FP32evacha01
Signed-off-by: evacha01 <evan.chandler@arm.com> Change-Id: I5a9a1c63345bd83ca04bc6c2a99b0ef3612971ee
2024-03-26Compliance Test Set 3 data fixJeremy Johnson
Make sure the magnitude bias check is not positively biased Update unit tests Signed-off-by: Jeremy Johnson <jeremy.johnson@arm.com> Change-Id: I00a9470b5e3233ad65360400ed312b0a354130f1
2024-03-07FULL data gen mode for FP16evacha01
Signed-off-by: evacha01 <evan.chandler@arm.com> Change-Id: I81bb322132daf25328a40342edc62d8e1db9edd6
2024-02-08Main Compliance: Add RESIZE supportJeremy Johnson
Add RELATIVE verify mode for RESIZE. Signed-off-by: Jeremy Johnson <jeremy.johnson@arm.com> Change-Id: I4fe352579507211dae7a048bf080c24426ce42a2
2024-02-08Main Compliance: RFFT2D supportJeremy Johnson
Correct ref model to produce imaginery values of zero as specification indicates at certain output positions. Fix up precise and abs modes for RFFT2D in ref model to produce correct results and bounds using abs weights. Signed-off-by: Jeremy Johnson <jeremy.johnson@arm.com> Change-Id: I33767e4219a260278f7933f28b1799223a95a3cc
2024-02-08Main Compliance testing for CONV3Devacha01
Signed-off-by: evacha01 <evan.chandler@arm.com> Change-Id: Ie05f88db15cd07fd5483ab669329d7048bd3349c
2024-02-07Main Compliance: FFT2D supportJeremy Johnson
Improve access to DOT_PRODUCT generator index and location for debugging. Enable multiple result files for compliance and improve output. Fix up precise and abs modes for FFT2D in ref model to produce correct results and bounds using abs weights. Signed-off-by: Jeremy Johnson <jeremy.johnson@arm.com> Change-Id: Ide0c9f9f80397e5f1e07ca30a1036d6014b5784d
2024-01-30Main Compliance: TRANSPOSE_CONV2D supportJeremy Johnson
Update data generator for main compliance values. Add test generation support. Fixed test set by including large 65k tests that were missing. Signed-off-by: Jeremy Johnson <jeremy.johnson@arm.com> Change-Id: I8668c774e01c17e5d999aadf99c317e2dd893857
2024-01-30Main Compliance: DEPTHWISE_CONV2D supportJeremy Johnson
Added DEPTHWISE_CONV2D data generation. Updated test generation for FP16 and FP32. Signed-off-by: Jeremy Johnson <jeremy.johnson@arm.com> Change-Id: I0471d0a1e4e279a27233f4d285082906ceea1bff
2024-01-08Main Compliance: REDUCE_PRODUCT supportJeremy Johnson
Update and fix REDUCE_PRODUCT compliance verify lib support. Added compliance test generation with data range to not cause infs. Signed-off-by: Jeremy Johnson <jeremy.johnson@arm.com> Change-Id: I3b3004c6caa80d97e330a6393f435f5270b56e21
2024-01-05Remove operators APIDmitrii Agibov
The operators API generated by the script is no longer used and could be removed from the project. Signed-off-by: Dmitrii Agibov <dmitrii.agibov@arm.com> Change-Id: Ia611b069463b3aded7d6546987c2323674184673
2023-12-14Main Compliance testing for SCATTER and GATHERJeremy Johnson
Added indices shuffling and random INT32 support to generate lib with testing of these new random generator modes Signed-off-by: Jeremy Johnson <jeremy.johnson@arm.com> Change-Id: I058d8b092470228075e8fe69c2ededa639163003
2023-12-07Add support for list of tensors as input parameterDmitrii Agibov
Some operators (e.g. Concat) expect list of tensor as an input parameter. Currently operators API does not support passing such parameters from the client code. In order to enable it: - Add new type tensor_list_t - Update operators API generation script to support new type - Add unit test for operator Concat Signed-off-by: Dmitrii Agibov <dmitrii.agibov@arm.com> Change-Id: Ib2f61bcea5e5ecabf56ce031d905cb46a4cc68ea
2023-12-06Add support for int16_t inputs in eager interfaceGeorgios Pinitas
Implement support of int16_t inputs through int32_t underlying storage buffers. Values are upcasted/downcasted as needed through explicit copy. Signed-off-by: Georgios Pinitas <georgios.pinitas@arm.com> Change-Id: I3752d98531c859002539bf1cb65413ceeff05e95
2023-11-28Fix Fast Fourier Transforms in operator APIDhruv Chauhan
* Change ignore list in generate_api.py to generate operators information. * Fix serialization attributes mapping for operator FFT and RFFT * Add a unit test for Fft2d and Rfft2d operator Change-Id: I3ad7a77a3c46aa586834188bab42cbdcc423e834 Signed-off-by: Dhruv Chauhan <dhruv.chauhan@arm.com>
2023-11-23Main Compliance testing support for AVG_POOL2DJeremy Johnson
Fix test set 4 to have more symmetrical data set for AVG_POOL2D. Increased size of AVG_POOL2D test shapes to meet MIN_DOT_PRODUCTS. Print out sign of bias magnitude in verify library to help debugging. Signed-off-by: Jeremy Johnson <jeremy.johnson@arm.com> Change-Id: Icf139cf5788cbc68f2c537567bdfb4cfe31274df
2023-11-16Main Compliance testing support for EXP & POWJeremy Johnson
Added new ABS_ERROR mode to verify lib and ref model. Signed-off-by: Jeremy Johnson <jeremy.johnson@arm.com> Change-Id: Ifb78290675833d3df7df91a4d6cef336b02b64a4
2023-11-16Main Compliance testing for simple UNARY opsJeremy Johnson
For RECIPROCAL, RSQRT, CEIL, FLOOR, ABS, NEGATE & IDENTITY. Improved ULP informational output. Signed-off-by: Jeremy Johnson <jeremy.johnson@arm.com> Change-Id: I49644573b4c9a30b2b9d6c9624f2a1d46976a378
2023-11-14[reference_model] Add local_bound supportTai Ly
Add support for local_bound attributes. Signed-off-by: Tai Ly <tai.ly@arm.com> Change-Id: Ie1acb65ca2495fb7d1512bf120568c695635d631
2023-11-10Main Compliance testing for FULLY_CONNECTEDJeremy Johnson
Updated shapes to meet MIN_DOT_PRODUCTS. Signed-off-by: Jeremy Johnson <jeremy.johnson@arm.com> Change-Id: I82297917c009b3120306f8a9bb965209d109ef8d
2023-11-10Main Compliance testing support for ARGMAX, REDUCE_SUM/MAX/MINJeremy Johnson
Add extra tests for FP32 REDUCE_SUM that meet MIN_DOT_PRODUCTS. Plus improved dot product test generation skip information. Signed-off-by: Jeremy Johnson <jeremy.johnson@arm.com> Change-Id: Ia8198a9500ddddfc86c5bb84230b9a4edf5ffd50
2023-11-02Main compliance testing support for MULJeremy Johnson
Update verify ULP mode to allow fractions (e.g. 0.5). Update pseudo generator to accept ranges. Fix up pseudo random distribution based on ranges. Change-Id: I9168c5f7d37722678c0f1f9e906953c8cec367b1 Signed-off-by: Jeremy Johnson <jeremy.johnson@arm.com>
2023-11-02Compliance mode testing for CONV2DJeremy Johnson
Added CONV2D data generation. Updated verify dot product check to latest specification. Updated test generator and python datagenerator library to create const files during test generation. Add support for compliance test sets to conformance test_select. Signed-off-by: Jeremy Johnson <jeremy.johnson@arm.com> Change-Id: I5be3b761a1e3ef259c058e493877cd5a89d5778b
2023-11-01Fix TransposeConv2d in operator APIDmitrii Agibov
- Change name of the TransposeConv2d attribute output_shape to out_shape in generate_api.py to match with TOSA specification - Fix serialization attributes mapping for operator TransposeConv2d - Add a unit test for TransposeConv2d operator Signed-off-by: Dmitrii Agibov <dmitrii.agibov@arm.com> Change-Id: I6613c0d093aeea0af30012bcc1c8e5d26dec746c
2023-10-31Fix Reshape in operator APIGrant Watson
- The API incorrectly requires the new shape to be passed in twice. - This fix changes the name of the attribute from new_shape to shape in the generate_api.py script. - Adds a unit test to verify that the reshape operator works correctly. Signed-off-by: Grant Watson <grant.watson@arm.com> Change-Id: I07dd0ef786c747896b6e54f4eada0e7b97c6cef3
2023-10-26Compliance testing support for MAX_POOL2D & PADJeremy Johnson
Added Pseudo Random number generator in generate library. Enabled MAX_POOL2D, PAD FP32 tests to use new generator and compliance. Fixed verify library exact mode to expect reference data as FP64. Simplified tosa_verif_build_tests internal interfaces for new tests. Signed-off-by: Jeremy Johnson <jeremy.johnson@arm.com> Change-Id: Icc0ffa924cf38107c3a212efd452c47a650c9d98
2023-10-25Improve verfiy and generate library validationJeremy Johnson
Improved libraries validation to catch unknown values. Improved verify output to match generate library. Refactored generate tests to use less code duplication. Signed-off-by: Jeremy Johnson <jeremy.johnson@arm.com> Change-Id: I9c38745fbc8e70f46c19ddae6c62ee248d33b5f1
2023-10-05Expand TOSA MI generator support for MATMULJeremy Johnson
Fixed PrimitiveGenerator starting point and added test sets 1-5. Fixed verify_test reduce_product missing data_type. Signed-off-by: Jeremy Johnson <jeremy.johnson@arm.com> Change-Id: Iaf080ce5c1adb5819f70d1a285d04baa36016092
2023-10-04Add initial TOSA MI generator supportJeremy Johnson
Add support for dot-product MatMul - test set 0 Signed-off-by: Georgios Pinitas <georgios.pinitas@arm.com> Change-Id: Ifd15b42570014b634f59c94a1fd1cd56bac79ea4 Signed-off-by: Jeremy Johnson <jeremy.johnson@arm.com>
2023-10-03Add reduce product verifierJack Frankland
* Add verifiers to validate the result of a reduce produce operation. * Add test cases for the new validator. Change-Id: I666d1a67f498e7893e0f224bc5408a4134f2ef6c Signed-off-by: Jack Frankland <jack.frankland@arm.com>
2023-10-02Update verifier library data-type supportJeremy Johnson
Make compliance meta-data data-type required for all. Add data-type checking for all verifier modes. Add initial enum support for new ROUND compliance mode. Improve print out information from library. Use numpy ctypes.data_as to get f16 support compared to ctypes_lib. Signed-off-by: Jeremy Johnson <jeremy.johnson@arm.com> Change-Id: Ie983ba4ea958a88556f30c09b3ebc19cd9ec96b7
2023-10-02Add ULP verification for fp32Jack Frankland
Add a verifier to check two results are correct within a certain ULP tolerance for IEEE-754 32-bit floating point values. Add a test to check the ULP verifier is correct. Signed-off-by: Jack Frankland <jack.frankland@arm.com> Change-Id: Iaf43069f300999479d998e7837746b247ca5177e
2023-09-28feat: Add exact verifierJack Frankland
Add a verifier to check that tensor results match exactly. Add a unit test to check the behavior of this new verifier. Change-Id: I9b80a6d57640fec67c6be80a97b3af484aeb935e Signed-off-by: Jack Frankland <jack.frankland@arm.com>
2023-09-25Pass parameter acc_size to AvgPool2d operatorDmitrii Agibov
Signed-off-by: Dmitrii Agibov <dmitrii.agibov@arm.com> Change-Id: I4cd818af0db5e6e8a96641246cd3263ba4878f56
2023-09-14Upgrade to latest version of TOSA specificationGrant Watson
- Updates TOSA specification to the latest version - Updates generate_api.py to generate the operator API correctly for ops with additional tensor inputs. - Removes default arguments for func_debug and func_config to make the API C compliant again. - Updates model_runner_tests.cpp for operators that have changed. - Adds a unit test for the Tile operator to check that generated code for additional tensor inputs works correctly. Signed-off-by: Grant Watson <grant.watson@arm.com> Change-Id: I1e26065c6ed333b2ca4b3da39972d30f896fa6e5
2023-09-07Rework TOSA verification APIGeorgios Pinitas
Change verifier API to consume verification configuration in a JSON format and enable appropriate validation to be performed within the verifier code in the reference model. Also update to latest spec changes for main compliance but not yet including bias support. Signed-off-by: Georgios Pinitas <georgios.pinitas@arm.com> Signed-off-by: Jeremy Johnson <jeremy.johnson@arm.com> Change-Id: I0ceaa1714dd041b00b5b29cd937c8f05e701bc4c
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
2023-06-15Add 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
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
2022-10-12Remove conflicting REQUIRE definition in unit testsJames Ward
* undef reference_model def to allow doctest def Signed-off-by: James Ward <james.ward@arm.com> Change-Id: I143a7d57344dd3c19248c30ced1aca1d770d47a3
2022-10-07Add IModelRunner interface to TOSA Reference ModelMatthew Sloyan
* Added IModelRunner interface using pimpl idiom, which allows a user to initialize, configure and run the model. * Added unit tests for IModelRunner. * Added doctest as third-party submodule. * Added user options to specify paths for dependencies. * Moved general func_config functions to separate utility, which removes cxxopts dependency. Signed-off-by: Matthew Sloyan <matthew.sloyan@arm.com> Change-Id: If42f1f82cd6dadf18911a48dcd5fa579b719aff2