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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 COMPARISON opsJeremy Johnson
Signed-off-by: Jeremy Johnson <jeremy.johnson@arm.com> Change-Id: Id6229cfaccad866b110630119eb045dbf6453bf5
2023-11-23Main Compliance testing support for LOG and ACTIVATIONsJeremy Johnson
Increase exp2 allowed range to account for denormals. Minor adjustments to verify to match spec updates for pseudo code. Set ranges of activation function inputs to match spec. Signed-off-by: Jeremy Johnson <jeremy.johnson@arm.com> Change-Id: I6fcf665932ac2c9080e284b865da8f7746801f59
2023-11-23Verify library fix to only accept FP64 ref dataJeremy Johnson
Make test_verif_result_check output to only say result files are non-compliant as it may not be implmenetation result issues. Signed-off-by: Jeremy Johnson <jeremy.johnson@arm.com> Change-Id: I14d10a7ee3aeff7802b6b173280d9f2054760a08
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
2023-11-22Correct Fully Connected Validation LogicJack Frankland
The bias operand of the fully connected operator must be a 1D tensor either equal to the output channel size or of size 1. Previously we asserted the former case, we now include the second case. Signed-off-by: Jack Frankland <jack.frankland@arm.com> Change-Id: I07dbc8a3aa1650703e5c50e1e7f36bb9539fd5db
2023-11-16Support loading shared libraries for custom operatorsJerry Ge
- Add a new command line option to allow users to specify a custom defined dll library - Add a custom registry to store all registered libraries - Add a dummy example (custom_op_example.cpp) for demonstrating this new feature Signed-off-by: Jerry Ge <jerry.ge@arm.com> Change-Id: I7c360835933f77e33fcbd772cabfe01d82282d47
2023-11-16[reference_model] add local_bound attribute to test_genTai Ly
Signed-off-by: Tai Ly <tai.ly@arm.com> Change-Id: I9b87d1ad0f09648d07a6ecfc2075a174a9d04a3d
2023-11-16Fix FP16, BF16 data ranges for conformance testsJeremy Johnson
Enable use of data ranges for old data gen path as well as the new generate library path, so that FP16 and BF16 test data is produced within the correct ranges. Signed-off-by: Jeremy Johnson <jeremy.johnson@arm.com> Change-Id: I749870a3112f8c3a75f4d16b8322c813fbf977cd
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
2023-11-15Pin numpy version for compatibility.Jeremy Johnson
For Tensorflow 2.12 support. Signed-off-by: Jeremy Johnson <jeremy.johnson@arm.com> Change-Id: Ica00d7d1f8e71a036dbc78a0fab786e4a14945d5
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
2023-11-10Main Compliance testing support for ADD, SUB, MINIMUM and MAXIMUMJeremy Johnson
Added main inference compliance mode data generation and verification. Improved error reporting in tosa_verif_build_tests. Fixed pseudo random invalid range check. Signed-off-by: Jeremy Johnson <jeremy.johnson@arm.com> Change-Id: Ib538b5999444d67704ebc322be3c7becbe5ad206
2023-11-10[fix] Fix the parsing failure during splitting multiple files to the argumentTatWai Chong
The second parameter of std::string::substr holds the number of characters to include in the substring, rather than the index of the end of the capture. Change-Id: Ie8c36efcb1850fcc1f44d430569f18646f6bfd45 Signed-off-by: TatWai Chong <tatwai.chong@arm.com>
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
2023-10-31Allow more integer types in result check.Jeremy Johnson
Added int8, int16, uint8 and uint16. Signed-off-by: Jeremy Johnson <jeremy.johnson@arm.com> Change-Id: I6b1174aa7369c34a613b322c4b05bf4fc586ee6e
2023-10-30Add environment variable to skip debug backtraceEric Kunze
set TOSA_MODEL_NO_BACKTRACE to avoid printing a backtrace on a model failure Signed-off-by: Eric Kunze <eric.kunze@arm.com> Change-Id: I9105169ac8cc0b5092b54b9e13c18fba18c520af
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
2023-10-24Improve conformance backward version supportJeremy Johnson
Turn off ARGMAX rank 6 tests for v0.60.0 Signed-off-by: Jeremy Johnson <jeremy.johnson@arm.com> Change-Id: I535b7887a9db099d39ad943e151f870ebc716791
2023-10-24Catch when CONSTs aren't initializedJeremy Johnson
CONST data should be either data in the flatbuffer file or loaded in via an input file. This check catches if neither of these have been done, instead of marking uninitialized data as valid. Signed-off-by: Jeremy Johnson <jeremy.johnson@arm.com> Change-Id: I97dc2254f0b58c05c39cc0281a331a394c2a4b3c
2023-10-23Fix AvgPool2D regressionJames Ward
Signed-off-by: James Ward <james.ward@arm.com> Change-Id: I414899d0f504af00da185e0fc4119f3bde2bae3a
2023-10-20Fix AVG_POOL2D bad_alloc with large kernel sizesJames Ward
- Nested looping instead of using Eigen extract_image_patches to avoid OOM errors Signed-off-by: James Ward <james.ward@arm.com> Change-Id: Id4d78d5b5dd04a00134f29b1d29f814195515b1f
2023-10-17Add boolean input argument supportJack Frankland
Add support for tensors of booleans as input arguments to operators. Signed-off-by: Jack Frankland <jack.frankland@arm.com> Change-Id: I35bb5768cef11348c27ffbe5869c32c144485958
2023-10-16Data generator library python interface addedJeremy Johnson
Added support for using generate library in tosa_verif_build_tests and tosa_verif_run_tests tosa tool scripts. Reduced scope of compliance test creation and verification to the supported type of FP32. Fix missing virtual destructor warning in generate_dot_product.h and add config file for generate library. Simple pytests included to check python interface. Signed-off-by: Jeremy Johnson <jeremy.johnson@arm.com> Change-Id: I6cdad9b00660d6ddc8bd07fdea813937fb48626a
2023-10-12Conformance simple backward version and binary files supportJeremy Johnson
Add --test-version option to tosa_verif_conformance_generator to select the version for tests to output. Add --output-type to allow json, binary or both files to be created during conformance generation. Fix passing schema_path to test runner. Add explicit verify lib path arg to test runner. Change-Id: I5f1ad137d713fca408a98470ea77bddf8916c5f3 Signed-off-by: Jeremy Johnson <jeremy.johnson@arm.com>
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>
2023-10-02Support for compliance checking testingJeremy Johnson
Updated to conformance generator to not generate tests with results for compliance tests. Updated test runner to run compliance mode version (precise & abs mode) of reference model to create test results to use against SUT results. Updated reference model to enable abs_mode on correct desc.json flags. Updated test checker to support compliance checking using verifier lib. Seperated color printing from test checker. Change-Id: I7e2fbfc6883916caa5d94d4ece122c48bf45f530 Signed-off-by: Jeremy Johnson <jeremy.johnson@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
2023-09-28Update .gitignore filesJack Frankland
* Ignore build-debug (this is a common sub-directory for debug builds). * Ignore .cache (this is a clangd LSP directory * Ignore compile_commands (can be generated by CMake used by LSP clients) * Update copyright date. Signed-off-by: Jack Frankland <jack.frankland@arm.com> Change-Id: I74a5bc8c03f51e2d534d4870b58d477e830f6f42
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>
2023-09-28Refactor path arguments to tosa-toolsJeremy Johnson
tosa_verif_conformance_generator - Move to using ref-model-path instead of ref-model-dir - Add schema-path and flatc-path - Add model_files module to locate default places for files convert2conformance - Remove default paths verifier - Switch to using exact path of verifier library tosa_verif_run_tests - Use conformance model_files to locate defaults Change-Id: Ieca3b164670e2a7dcb047743667cc4e8317daa97 Signed-off-by: Josef Malmström <josef.malmstrom@arm.com> Signed-off-by: Jeremy Johnson <jeremy.johnson@arm.com>
2023-09-28Add 0-rank tensor support for concat in framework testWon Jeon
Signed-off-by: Won Jeon <won.jeon@arm.com> Change-Id: Iff77091e4a57f487431ffbf7ac1c89301a153c8b
2023-09-28Change version scheme to not guess next versionJosef Malmström
By default, setuptools_scm will guess the next version and supply that as the version number when the package is installed. For example, this meant that installing when tag "v0.60.2" was checked out would give package version "0.60.3.dev8+gf5a8283.d20230920". With this change, the package version would instead be "0.60.2.post1.dev8+gad80c03". Change-Id: I0bca9a6abec38e82839b52fe2933d2c0d14b5a84 Signed-off-by: Josef Malmström <josef.malmstrom@arm.com>
2023-09-25Pass parameter acc_size to AvgPool2d operatorDmitrii Agibov
Signed-off-by: Dmitrii Agibov <dmitrii.agibov@arm.com> Change-Id: I4cd818af0db5e6e8a96641246cd3263ba4878f56
2023-09-22Add check of operator API to precommitEric Kunze
Attempt to avoid API getting out of sync. Signed-off-by: Eric Kunze <eric.kunze@arm.com> Change-Id: Ic7b72c3f906e4a38cb26159bb67e9b1c4e22ca96
2023-09-18Revert tag desc.json renamingJeremy Johnson
Signed-off-by: Jeremy Johnson <jeremy.johnson@arm.com> Change-Id: I3620799a01784865b3de1407e70e02582966f6d1
2023-09-15Update reference model MAX_SCALE to match specEric Kunze
MAX_SCALE for the EIGHTK level is 256 now. Signed-off-by: Eric Kunze <eric.kunze@arm.com> Change-Id: I6f3a3623d18ff238888d994c2a4129091f5a92fe
2023-09-15[reference_model] Support StatefulOps and the tests for CallOnceOpTai Ly
Signed-off-by: Jerry Ge <jerry.ge@arm.com> Change-Id: I03cb878736ccd7e1f5e1f780d7171949a19a9de2
2023-09-14Change version to 0.90 draftEric Kunze
Include 0.90 draft serialization library Signed-off-by: Eric Kunze <eric.kunze@arm.com> Change-Id: I290360bfd1c147507e092868b5546c9be08682c2
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