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2022-10-13Rename FLOAT type to FP32Jeremy Johnson
Update tensor operations naming to state input type as TxT in all cases. Effects CONV2D, CONV3D, DEPTHWISE_CONV2D, FULLY_CONNECTED, TRANSPOSE_CONV2D. Signed-off-by: Jeremy Johnson <jeremy.johnson@arm.com> Change-Id: Ic959acfcb3aa0a910b33b774a5a85fac08219205
2022-10-13Minor fixes & add FP16 support to refmodel testing and conformance genJeremy Johnson
Improve base inference conformance generation: * Change to target specific dtypes required for conformance tests. * Reduce dimension sizes of ERROR_IF tests. NOTE: Will impact tensor, clamp and all ERROR_IF tests. Add option to change seed on conformance generation for extra testing. Stop creation of convolution tests with negative output dimensions. Improve reporting on failing to allocate tensor due to above issue. Fix runner to correctly pass ref model debug flags. Update reference_model examples. Signed-off-by: Jeremy Johnson <jeremy.johnson@arm.com> Change-Id: I992180dcfe265a7d50edfb151c9f38eeaef5c369
2022-10-11Reference model changes for fp16 supportJames Ward
Change-Id: I72f21fcfa153046274969d327313e3349981dbe6 Signed-off-by: James Ward <james.ward@arm.com>
2022-09-26Add CONST testing to Numpy refmodel testsJeremy Johnson
Signed-off-by: Jeremy Johnson <jeremy.johnson@arm.com> Change-Id: Id32f3b7c287c9e8b0fd42dd96922be5a255598e2
2022-09-22Add framework test for TF and TFL mirrorpadTatWai Chong
Signed-off-by: TatWai Chong <tatwai.chong@arm.com> Change-Id: Icc9b8f6a65ee54ddbb445c3a999ca49401b660c2
2022-09-21Add simple post commit reference model testing against NumpyJeremy Johnson
Only perform testing of this after build of ref model using postcommit pytest mark. Signed-off-by: Jeremy Johnson <jeremy.johnson@arm.com> Change-Id: I771a18d2c9cd4051fecafad3e6079b44f2ed62fa
2022-08-30Update RESCALE testing to match no rank restrictionsEric Kunze
Matches changes to the specification loosening the rank requirements for the RESCALE operation. Includes removing wrong rank testing for RESCALE, and increasing conformance testing to rank 5 Signed-off-by: Eric Kunze <eric.kunze@arm.com> Signed-off-by: Jeremy Johnson <jeremy.johnson@arm.com> Change-Id: I4e15d4bd8f448e1ec81d9a8bbcd231c286b64a30
2022-08-29[Fix] Wrong dimension is inferred in tensor shape generationTatWai Chong
Signed-off-by: TatWai Chong <tatwai.chong@arm.com> Change-Id: I0bccfbe971f64986d71cef5a1d68daa7eb1697c4
2022-08-29Update framework test generator to support TF/TFL conv3d.TatWai Chong
Add a new attribute `rank` to indicate the testing dimension range of input tensor. Also fix a minor bug in the existing conv3d simulation. And relax rescale operator in the reference model to support 5-D input. Change-Id: Ib42fe513831dc83eb7f9af07e011787a6c752704 Signed-off-by: TatWai Chong <tatwai.chong@arm.com>
2022-08-26Align padding for transpose_conv2d to match specEric Kunze
Increasing out pad values now leads to increasing pad. Reference model changes, and test generator changes to match specification definition Change-Id: I4f3ebfbca5048354fb15bedc7ab640ff28ed853a Signed-off-by: Eric Kunze <eric.kunze@arm.com> Signed-off-by: Jeremy Johnson <jeremy.johnson@arm.com>
2022-08-25Add generator functions to support TFL geluTatWai Chong
Change-Id: I1056f4a3abe9079381fb2c7d02edf11312aba9d6 Signed-off-by: TatWai Chong <tatwai.chong@arm.com>
2022-08-25Add PAD ERROR_IF test for output shapeJeremy Johnson
Signed-off-by: Jeremy Johnson <jeremy.johnson@arm.com> Change-Id: I25a13540734fa30c0c21b46708dfabbec8c4d1e5
2022-08-24Enabled 16-bit TABLE REQUIRE statementJerry Ge
Signed-off-by: Jerry Ge <jerry.ge@arm.com> Signed-off-by: Jeremy Johnson <jeremy.johnson@arm.com> Change-Id: Ib6e81814e022f33e45430e47ca99d6d9f9e0e101
2022-08-22Simplify the argument parsing and debug codeEric Kunze
Change-Id: Ia681aa0eb1d42fa31a4658badb376f7b32b2e338 Signed-off-by: Eric Kunze <eric.kunze@arm.com>
2022-08-11Update RESIZE operator in test generator for spec updatesJeremy Johnson
* Add common screen aspect ratios with borders to random pool of tests * Add up/downscaling to random pool Signed-off-by: Jeremy Johnson <jeremy.johnson@arm.com> Change-Id: Iee8e3f5ed6bd5c941816474df20a7fd433646d6b Signed-off-by: James Ward <james.ward@arm.com>
2022-08-10Update TOSA resize to match specificationTatWai Chong
Attribute stride and shift are removed, and has new scale and border. Also add tests in the generator to test tf.resize with all option combinations. Signed-off-by: TatWai Chong <tatwai.chong@arm.com> Signed-off-by: Jeremy Johnson <jeremy.johnson@arm.com> Change-Id: If0f330d04395762d2d907863235eda1532f5e1ff
2022-08-02Added framework tests for Relu1 Operator legalizationJerry Ge
Signed-off-by: Jerry Ge <jerry.ge@arm.com> Change-Id: I36ea46e79a0ce42c2dbe47c816b5b5572058c0f2
2022-07-14Add profile to all created conformance tests.Jeremy Johnson
Add supported profiles for each test in convert2conformance and tosa_verif_conformance_generator. Enable filtering of profile tests on running in tosa_verif_run_tests. Reorganize arguments in conformance_generator to have more important ones first. Change-Id: Ie6e5b68727adb3c39b04aa482dd6433788f7bcc9 Signed-off-by: Jeremy Johnson <jeremy.johnson@arm.com>
2022-07-12Add conformance generator scriptsJeremy Johnson
Change-Id: I5cb16ea1f47ee454f03a1d5182827e3fd9f49128 Signed-off-by: Jeremy Johnson <jeremy.johnson@arm.com>
2022-07-11Modify input limits for apply_scale_32Eric Kunze
Aligns with change in specification, as the limit to value being between (-1 << shift-2) and (1 << shift-2) was overly constraining. Signed-off-by: Eric Kunze <eric.kunze@arm.com> Change-Id: I72cc5743344d4036920c3df366e0a3930701a0cb
2022-06-15Remove quantization info from serialization attributesEric Kunze
Any needed information moves into the attributes for each operator. New serialization library version removes teh quantization information attributes from the schema Signed-off-by: Eric Kunze <eric.kunze@arm.com> Change-Id: Icf6165687ab1fd34a01f64c01b0b92b2820e72fa
2022-06-13Update transpose_conv2d to align with TOSA specTatWai Chong
Rename outpad to out_pad, and also fix the dilation in the generator. Change-Id: I4c1599871f0d0b41856e819d8c644a85ca6d8267 Signed-off-by: TatWai Chong <tatwai.chong@arm.com>
2022-05-31Remove RESHAPE -1 dimensions supportJeremy Johnson
Signed-off-by: Jeremy Johnson <jeremy.johnson@arm.com> Change-Id: I098daf49c92da12c07143cdd23ac9bb58acebbb9
2022-05-26Add support for uint16_t to RESCALEJeremy Johnson
Update ref-model RESCALE op to support UINT16 conversions Add testing for RESCALE UINT16 and ERROR_IFs Signed-off-by: Jeremy Johnson <jeremy.johnson@arm.com> Change-Id: Ic6e6e53de1f0b054bedb9e6ba3856e7475498aba
2022-05-19Update framework test generation for ERROR_IF criteriaJeremy Johnson
Update to tosa_verif_framework_generator to produce valid test ranges for pooling and convolution tests Fix up test filtering to only filter on test name not output directory Signed-off-by: Jeremy Johnson <jeremy.johnson@arm.com> Change-Id: Ifff7e7604a37e8680d7237dc2d85cd806b20e384
2022-05-04Fix for NEGATE using 32-bit accumulatorJeremy Johnson
Signed-off-by: Jeremy Johnson <jeremy.johnson@arm.com> Change-Id: Ie5d119dc317303a0d2a71d018ac94ce6800ecbf5
2022-05-04Control oversized tests for TRANSPOSE_CONV2DJeremy Johnson
Signed-off-by: Jeremy Johnson <jeremy.johnson@arm.com> Change-Id: I464871b412b3dfc9a84bd3d8fffe4c1de3072b69
2022-04-28Update tensor ops ERROR_IF criteriaJeremy Johnson
Update to ref model to check ERROR_IF criteria for pooling and convolution ops to match specification Update to tosa_verif_build_tests to produce valid test ranges and new ERROR_IF tests Plus update pooling ops big kernel to 9 (from 6) for better testing coverage and set dilation to 1 and add out_pad bottom & right for transpose_conv2d to match specification Signed-off-by: Jeremy Johnson <jeremy.johnson@arm.com> Change-Id: Ic5759872d40ae8d3f3d07043d9a0f2fa0244d72e
2022-04-11Refactor verif/generator/tosa_test_gen.py into different filesJeremy Johnson
Move all error & validation into tosa_error_if.py Move all argument and tensor generation into tosa_arg_gen.py Move utility functions into tosa_utils.py Create new TosaTensorValuesGen class for specialising tensor value generation. Change-Id: Ib9ac65e2308b14471a567c6f11d775c76585bc5b Signed-off-by: Jeremy Johnson <jeremy.johnson@arm.com>
2022-04-06Fix NEGATE int8 test value rangesJeremy Johnson
Signed-off-by: Jeremy Johnson <jeremy.johnson@arm.com> Change-Id: Ied54f5064dfb44029136b0f0297ef35e6eb0be6e
2022-04-05Add missing REQUIREs check to REDUCE_SUM in refmodelJeremy Johnson
And limit REDUCE_SUM test values to within int32 Signed-off-by: Jeremy Johnson <jeremy.johnson@arm.com> Change-Id: I4d902b245d17eb343cfb2bbc23d9db28c1d1f4c3
2022-03-31Update pre-commit tool versionsJeremy Johnson
* black needed updating for ImportError of new click version Change-Id: If8e2d13a09996e331d676af31bf3d3aee9403b4e Signed-off-by: Jeremy Johnson <jeremy.johnson@arm.com>
2022-03-24Add missing REQUIRE to NEGATE opJeremy Johnson
And update test generation to create values in predictable range Signed-off-by: Jeremy Johnson <jeremy.johnson@arm.com> Change-Id: I4ba1ff445bf6caeec9f8782902fc45929fe0ee77
2022-03-23Improve EQUAL tests to have matching numbersJeremy Johnson
Signed-off-by: Jeremy Johnson <jeremy.johnson@arm.com> Change-Id: If785fdaab3026eca5a31888115fba8a6750e0460
2022-03-22Fix input rank-match comparison, --no-ref-model flag, no test listJared Smolens
- Fixed input shape/expected input shape mismatches when due to a missing batch dimension. - Return from run_test() immediately after running compiler when --no-ref-model is set. This avoids doing result comparisons on results that were never generated. - Exit gracefully when no tests are specified instead of throwing TypeError on iterating NoneType Signed-off-by: Jared Smolens <jared.smolens@arm.com> Change-Id: I91d2c24fd60aa1cf8b3755894030ff14f1371ed0
2022-03-14Generate REDUCE_MIN tests (instead of REDUCE_MAX)Jeremy Johnson
Signed-off-by: Jeremy Johnson <jeremy.johnson@arm.com> Change-Id: I41c364905ca364d3446962b737735b9068a29a77
2022-03-02Add framework unit test generation scriptsJeremy Johnson
And fixes in tosa_verif_run_tests: * support for no-color printing * stop double printing of error messages on verbose * differentiate result code pass from results check Change-Id: I26e957013a8d18f7d3d3691067dfb778008a1eea Signed-off-by: Jeremy Johnson <jeremy.johnson@arm.com>
2022-02-17Fix rescale test gen for scale32 & dtypeJeremy Johnson
Signed-off-by: Jeremy Johnson <jeremy.johnson@arm.com> Change-Id: I65a7fac6e65d2b979139adaf6c5a42139b5493c2
2022-02-16Update refmodel apply_scale_32: adjust range checkingJeremy Johnson
Fix up generated values for rescale tests Signed-off-by: Jeremy Johnson <jeremy.johnson@arm.com> Change-Id: I28fc3b8f189d25a7ad8e5172d4d8a43b86820fcf
2022-02-10Minor formatting fixes for pythonJeremy Johnson
Signed-off-by: Jeremy Johnson <jeremy.johnson@arm.com> Change-Id: Iff6eb54734e7a78eb22d1a64803b937063b7f65a
2022-01-26Fix for max arguments to be respected in build testsJeremy Johnson
The conformance oversize tests are not produced by default. Change-Id: I9f7d4a60b9d8991889a077b61613e13e288bb65d Signed-off-by: Jeremy Johnson <jeremy.johnson@arm.com>
2022-01-24Fix COND_IF binary INT8/16 test generationJeremy Johnson
Limit input values to allowed for logical shift operations. Signed-off-by: Jeremy Johnson <jeremy.johnson@arm.com> Change-Id: I78110c449274ab96a3f824890c3f03a0eeb345eb
2022-01-20Fix for LOGICAL_LEFT/RIGHT_SHIFT shift valuesJeremy Johnson
Added missing reference model REQUIRE check for shift value (0-31) Make sure result of LOGICAL_SHIFT_LEFT is masked to input size Fixed test generation to produce shift values in that range Signed-off-by: Jeremy Johnson <jeremy.johnson@arm.com> Change-Id: Id511de0d989ea954fc1afd18dc2051341bce2cd0
2022-01-13Add python pre-commit script checkersJeremy Johnson
Fix up issues in existing python scripts. Signed-off-by: Jeremy Johnson <jeremy.johnson@arm.com> Change-Id: Id4adab404560c3129c66f31c21ff0ce148283c73
2022-01-06Update tosa_verif_run_refJeremy Johnson
Rename to tosa_verif_run_tests to match build_tests Improve output and system under test support Improve xunit support Add results checker Add utilities json2numpy and json2fbbin Add set of python tests Update README.md Signed-off-by: Jeremy Johnson <jeremy.johnson@arm.com> Change-Id: Ia09f8e6fd126579b3ba1c1cda95c1326802417ca
2022-01-06Reorganize verif and create packagesJeremy Johnson
Split generator and runner scripts Add package setup Add py-dev-env.sh/.bash to allow editing source files during dev Update README.md with installation info Signed-off-by: Jeremy Johnson <jeremy.johnson@arm.com> Change-Id: I172fe426d99e2e9aeeacedc8b8f3b6a79c8bd39d
2022-01-05Fix crash with rank mismatch negative testsEric Kunze
When testing rank mismatch tests, could be accessing beyond the end a tensor's shape. Change-Id: I304463e50579d574d629abd13098017a26a1406b Signed-off-by: Eric Kunze <eric.kunze@arm.com>
2021-12-08Stop COND_IF neg tests creating bad arraysJeremy Johnson
Signed-off-by: Jeremy Johnson <jeremy.johnson@arm.com> Change-Id: I267fa624241f60f1fa613e27e4fe46fc43768f8a
2021-11-24Do not generate tests that fail validation checksLes Bell
Change-Id: I33237ebfd946b9ec91352c2b0dc6298cc113cd77 Signed-off-by: Les Bell <les.bell@arm.com>
2021-11-18WrongRank negative test gen additions & fixesJeremy Johnson
REDUCE ops - test generation now limited to ranks 1-4 and so WrongRank tests created SCATTER/GATHER ops - enable WrongRank testing Change-Id: I0909573e0edabddbad8764e7542d654967a5c8b9 Signed-off-by: Jeremy Johnson <jeremy.johnson@arm.com>