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2023-05-25Remove draft tag from 0.70 specificationv0.70.0v0.70Eric Kunze
Signed-off-by: Eric Kunze <eric.kunze@arm.com> Change-Id: I82eb4b2005cb4124840de9c452705bfaa8cf9738
2023-05-24Formalise the description of operator argument typesKevin Petit
- Standardise the terminology for operator arguments. Argument, Operand, and Parameter were used interchangeably. - Introduce a templatized tensor_t<> type for tensor arguments. Scalars are represented by rank-0 tensors. - Types can be checked with the XSD schema. Signed-off-by: Kevin Petit <kevin.petit@arm.com> Change-Id: Ic57b9387950824e994c5e7f9ec1489c29159b974
2023-05-22Update descriptions for activation functions.Eric Kunze
Provide the mathematical formulas for sigmoid and tanh. Define the operation function for sigmoid and tanh for floating-point numbers. Signed-off-by: Eric Kunze <eric.kunze@arm.com> Change-Id: Ib949d2e8e06309e5c5292aa0192746ad0f9b1f11
2023-05-22Start introducing concepts to better describe the execution modelKevin Petit
Signed-off-by: Kevin Petit <kevin.petit@arm.com> Change-Id: I75753adecd50b68e1184ab8aa59fd4c8c3638a1a
2023-05-18Remove orphaned pseudocode linesEric Kunze
The lines using the flattened pad values were removed, but the flatten call remained. Signed-off-by: Eric Kunze <eric.kunze@arm.com> Change-Id: I2b33945fa40ba413a657c4daaaf1820dd5b1c3d4
2023-05-18Replace uint6_t with int8_tKevin Petit
Add REQUIRE statements to constrain the range where needed. Also fix a typo. Change-Id: I281e6249d8951b4cb3ff19eaf199660bed3feac9 Signed-off-by: Kevin Petit <kevin.petit@arm.com>
2023-05-17Use index_t for SLICE start/sizeKevin Petit
Signed-off-by: Kevin Petit <kevin.petit@arm.com> Change-Id: I3b57615531eebebd356528deeb95a4930ca0b04c
2023-05-17Swap order of condition and input_list arguments on COND_IFKevin Petit
This make it easier for implementations to use variadic constructs to implement input_list. Signed-off-by: Kevin Petit <kevin.petit@arm.com> Change-Id: I3fcc40be30551d883ead506f5eba2aa08cc5186e
2023-05-15Add TOSA rank requirements to TOSA XMLEric Kunze
Adds new optional element to argument 'rank' - Must supply minimum and maximum rank - Integer values or the level based "MAX_RANK" - trailing modifiers allowed for "MAX_RANK" - Displays in a new column in the document - Document generation validates rank against specified shape Change-Id: I507dc51bfe012d3230af43103c6c423a6f1e92b5 Signed-off-by: Eric Kunze <eric.kunze@arm.com>
2023-05-09Main inference compliance testing updatesDominic Symes
- Add additional main inference compliance test data sets for dot product testing in Appendix A. - Express dot product test criteria in terms of tensors rather than individual dot products. - Add per-operation details on test set generation in Appendix A. - Clarify compliance vs conformance wording. - Clarify that the comment in the table of section 1.8.2 on integer saturation applies to the CAST from floating point to integer operation. Change-Id: I1b4c4493b02ed7c8a6eb547656c91ca67d4b0e86 Signed-off-by: Dominic Symes <dominic.symes@arm.com>
2023-05-02Fix logic error for RESCALE of uint16Eric Kunze
Existing logic was impossible to resolve Signed-off-by: Eric Kunze <eric.kunze@arm.com> Change-Id: I7f38ea57adb7fff9018a6f0fa8dd82453782d59b
2023-04-28Fix resize_t enum nameKevin Petit
resize_t is already used in the type support table for RESIZE, rename the mode enum to resize_mode_t. Also add a python function to get an enum object by name to the spec object. Change-Id: Id12c10929beda469c6e3714518d6e26f18ddd440 Signed-off-by: Kevin Petit <kevin.petit@arm.com>
2023-04-27Move the tensor size limit into the level range definitionDominic Symes
The tensor size in bytes must fit within the level defined size range. Signed-off-by: Dominic Symes <dominic.symes@arm.com> Change-Id: I131e3aa7e8666b4d0093ae8198367f243081da51
2023-04-26Generate level maximums from the XMLKevin Petit
Also make LEVEL_CHECKs unconditional in pseudocode. The various MAX_* maximums are always defined. Change-Id: Iee5d8ade5cba3b4f86cc09f8b867b59fe18f5cfe Signed-off-by: Kevin Petit <kevin.petit@arm.com>
2023-04-18Fix description of tensor size limitKevin Petit
Also replace all instances of "co-ordinate" with "coordinate" for consistency. Signed-off-by: Kevin Petit <kevin.petit@arm.com> Change-Id: Idff73092711d3ff85bf4db33df92924c754cf451
2023-04-14Add enumerations to TOSA specificationEric Kunze
Currently used by RESIZE and AVG_POOL2D Change-Id: I4f401ac092fcf426e6d57b3729943135f634a31e Signed-off-by: Eric Kunze <eric.kunze@arm.com>
2023-04-06Add missing MAX_RANK to NEGATEJeremy Johnson
Signed-off-by: Jeremy Johnson <jeremy.johnson@arm.com> Change-Id: Ie75b0ea9c820fcd26602b9e143e06245a39b5a8b
2023-03-21Update Argmax's rank maximum to MAX_RANKJerry Ge
Signed-off-by: Jerry Ge <jerry.ge@arm.com> Change-Id: Idc68dfee54f1855782e57a8855b4e4120e25e74d
2023-03-21Fix typo in TILE attributesEric Kunze
multiplies -> multiples Signed-off-by: Eric Kunze <eric.kunze@arm.com> Change-Id: Iab407332a4f34ad658f7c7618f5811d120f21b80
2023-03-20Check the output shape of broadcast operationsDominic Symes
For an operation that performs broadcast the output shape size must be the maximum of the input shape sizes in each dimension. Additionally, the input dimension size must be 1 whenever an input shape does not match the output shape size in a dimension. Signed-off-by: Dominic Symes <dominic.symes@arm.com> Change-Id: I89492f4ef22da76f84f12e720c79634ea42545bc
2023-03-17SCATTER/GATHER: Replace value_t with in_out_tKevin Petit
Most operators use in_out_t. This removes a special case. Signed-off-by: Kevin Petit <kevin.petit@arm.com> Change-Id: Icfc86f1101d250700677959949bda466519152de
2023-03-16Update version to 0.70.0 draftEric Kunze
Change-Id: Iafa30ecfce054ce86eadfc789123009970d1886b Signed-off-by: Eric Kunze <eric.kunze@arm.com>
2023-03-07Update version to 0.60.0 for releasev0.60.0v0.60Eric Kunze
Also update copyright year on license. Signed-off-by: Eric Kunze <eric.kunze@arm.com> Change-Id: I6acf8b11990e436c4e2ceffa9c044a34a577a5ae
2023-03-07Add int48 to the supported types for CONSTEric Kunze
Needed to supply bias for 16-bit convolutions Change-Id: Iad027bf755ed2b1a530d4964288c86ec19070e6f
2023-02-24Main inference conformance additionsDominic Symes
Add a check on the error bias for dot product calculations and slightly increase the error variance bound for dot products. Change-Id: I518704d1fb1b109695b0f90f7ca6733850e6a8c7 Signed-off-by: Dominic Symes <dominic.symes@arm.com>
2023-02-24Fix rank limits for various data layout operationsLuke Hutton
This commit removes the maximum rank 4 restriction from REVERSE, SLICE and TILE operations so that the new maximum is now MAX_RANK. In doing so some rank inconsistencies were also cleaned up, including: * Adding a minimum rank to the PAD op description * Adding level limit checks to SLICE and TILE ops * Adding checks for rank(shape1) == rank(shape) for TILE and TRANSPOSE ops * Add tensor_size(shape1) == tensor_size(shape) check for TRANSPOSE * Replace tensor name with shape name in pesudo code where necessary Change-Id: I94bb8ee0b6b720b2ba5a884ce9300dca6281245a Signed-off-by: Luke Hutton <luke.hutton@arm.com>
2023-02-06Add accumulator size attribute to AVG_POOL2DEric Kunze
The accumulator size cannot be determined from the current signature, so a new attribute is needed to describe the possible accumulator sizes. Change-Id: I6de81b9ef2bb62a1ca726866f6561c6ae44904aa
2023-02-01Main inference conformance draftDominic Symes
This patch contains a draft of the Main Inference profile floating-point conformance requirements. Change-Id: Ib1201fff7f4015668b2de6dccf4cd85b419c3f76 Signed-off-by: Dominic Symes <dominic.symes@arm.com>
2023-01-23Clarify description for LOGICAL_LEFT_SHIFTEric Kunze
Align with the definition for LOGICAL_RIGHT_SHIFT which was clearer. Change-Id: I9d8f33b54fb982a09597078eb14a7730c488bcef Signed-off-by: Eric Kunze <eric.kunze@arm.com>
2023-01-17RFFT2D: Adjust output height to be same as the inputLuke Hutton
The expected output shape of RFFT2d should be (N, H, W/2+1) as opposed to (N, H/2+1, W/2+1). Change-Id: I66d830f1ffa86417b57572b3cd904db0290cac42
2022-12-09SCATTER/GATHER: Remove redundant definition of index_tKevin Petit
index_t is globally defined as int32_t. Signed-off-by: Kevin Petit <kevin.petit@arm.com> Change-Id: I86ed2d42d488fb8e7630e98e3564f14ba5664f8c
2022-12-09SELECT: Replace use of cmp_t with bool_tKevin Petit
cmp_t is only used in the definition of SELECT and always defined to bool_t. This removes a special case in generators. Signed-off-by: Kevin Petit <kevin.petit@arm.com> Change-Id: I9e7992bbfdf5c7fafdd55df90feb4dcbcdee2972
2022-12-09Use XML as source for specification versionKevin Petit
Also update to version 0.51.0 draft Signed-off-by: Kevin Petit <kevin.petit@arm.com> Change-Id: Ib0754169b96d2f3110067e0bdc0bb3f309ec1951
2022-12-05Update the version to 0.50.0 and remove the draft tagv0.50.0v0.50Eric Kunze
In preparation for the 0.50.0 release Signed-off-by: Eric Kunze <eric.kunze@arm.com> Change-Id: Ib7cda8120da40daef4c99e4614e62734512988c3
2022-12-05Clarify the type of condition tensorsDominic Symes
Condition tensors used by the control flow operations must contain a single element. Change-Id: Ie3cb8f0b4a4149cee1b3aacbfa720dd4cad02fbc Signed-off-by: Dominic Symes <dominic.symes@arm.com>
2022-12-05Add Levels defintionDominic Symes
Add definition of Level 1.0. Signed-off-by: Dominic Symes <dominic.symes@arm.com> Change-Id: I1b34ae22396f273cc5ecdf99198fdbece6e2809c
2022-11-30SLICE: remove the mention of an axis in the descriptionKevin Petit
No such attribute. Signed-off-by: Kevin Petit <kevin.petit@arm.com> Change-Id: If1b1ece15589e9bf07971542783f51294a05aab9
2022-11-11RESCALE: Clarify zero-point additionDominic Symes
Zero-point addition after rescale is not permitted to overflow an int32_t. Change-Id: I7bc99a9296dce9d48abe271e68f9069425c9c270 Signed-off-by: Dominic Symes <dominic.symes@arm.com>
2022-10-19Define the index type for tensor co-ordinatesDominic Symes
Tensor co-ordinate indices are signed 32-bit values in this version of the specification. Signed-off-by: Dominic Symes <dominic.symes@arm.com> Change-Id: I6b8dde500ef9c4c4c5688c1a43f8d658863e4a49
2022-10-12Change RESIZE border attribute to int16_tEric Kunze
The restriction on border limits in the ERROR_IF is -16 * scale_y_n <= border_y < scale_y_n and scale_y_n <= (1 << 11) Together, these imply -(1 << 15) < border_y < (1 << 11) which fits in 16 bits Signed-off-by: Eric Kunze <eric.kunze@arm.com> Change-Id: I843f29a5efd8ea3fe559d83d33a3280b39bc7068
2022-10-06Add CAST between floating point typesEric Kunze
BF16 <-> FP32 FP16 <-> FP32 Signed-off-by: Eric Kunze <eric.kunze@arm.com> Change-Id: I8b8d31dc5debb29b609e927a26fabe9ce71f81cd
2022-09-28RESIZE: Clarify floating point typesDominic Symes
Change resize_t to use the same type as in_t and out_t for floating point data. Signed-off-by: Dominic Symes <dominic.symes@arm.com> Change-Id: I3214d92477688b95ba572f22d34aab3fef7d0f82
2022-09-08Increment revision to 0.41 draftEric Kunze
Change-Id: I5206e59c6dd2212796a8d888d4ef8986ad1dfd2d Signed-off-by: Eric Kunze <eric.kunze@arm.com>
2022-08-30Change version to 0.40.0 for next releasev0.40.0v0.40Eric Kunze
Signed-off-by: Eric Kunze <eric.kunze@arm.com> Change-Id: Iee620079018191e3e58627c6d779b94d81d84727
2022-08-26RESCALE and POW: remove rank restrictionDominic Symes
Also be consistent to use the term 'rank' rather than 'dims'. Change-Id: Ica827fcfd44e9735da2d1a4ddb8cb1fa04c6479b Signed-off-by: Dominic Symes <dominic.symes@arm.com>
2022-08-25TRANSPOSED_CONV2D: Invert pad definitionDominic Symes
Increasing output pad values reduces the size of the output region in the old definition. This is counter-intuitive. This patch inverts the sign of the output pad values such that increasing values leads to increasing pad. It also specifies a pad limit range of output pad values that give an output dependent on the whole input. Signed-off-by: Dominic Symes <dominic.symes@arm.com> Change-Id: I47ff4ee67942aec9e728f0b42d87d20117f0b97a
2022-08-24Fix cut and paste error for MATMULEric Kunze
tosa.xml had the wrong mode for 16-bit MATMUL. Change-Id: I1feeac9b9a5f61c53d64ae826aa5727da21e5dce Signed-off-by: Eric Kunze <eric.kunze@arm.com>
2022-08-19Change convolution weights to always dynamicEric Kunze
This changes the arguments for the convolution operators to be inputs rather than attributes for all profiles. Change-Id: I9d5fd1ae721271b881179765dc44e966208150da Signed-off-by: Eric Kunze <eric.kunze@arm.com>
2022-08-19Machine parsable specificationEric Kunze
This converts portions of the asciidoc specification into an xml document and schema. For the html and pdf outputs, the xml is converted to asciidoc files that are included into the existing specification. The xml allows future automated uses of the tosa specification while maintaining rough compatibility with the existing document. No significant functional changes are included in this change. Change-Id: I7f1f95c527638e270c157d58fcdec6a3510daea5 Signed-off-by: Eric Kunze <eric.kunze@arm.com>
2022-08-15PAD: Check output shapeDominic Symes
Check output shape matches the padded input shape. Signed-off-by: Dominic Symes <dominic.symes@arm.com> Change-Id: I8e335ce9b086a36d9e38aa332ecc88782e040cc6