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Add initial support for compliance and lazy data-gen meta data
added to desc.json for MATMUL.
Signed-off-by: Jeremy Johnson <jeremy.johnson@arm.com>
Change-Id: I00c047814134a96d7c98d890e93b5884e25b8e64
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Rename scripts utlities to tosa_* such as tosa_json2numpy
Signed-off-by: Jeremy Johnson <jeremy.johnson@arm.com>
Change-Id: Ie8d584e2afb189fb74cf96b39590c7c27444ba14
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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
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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
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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
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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
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In tosa_test_gen.py, change output_shape for dim operators to [] instead of [1]
Signed-off-by: Tai Ly <tai.ly@arm.com>
Change-Id: I8e7901e02831e9a467bce17e55e9379cb5f1b739
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Compress flatbuffer JSON files for conformance to allow while_loop
tests to fit in the 30MB file size limit.
Do not include new SHAPE type in usable DTypes so that selection of
ERROR_IF tests are not changed.
Also enable strict json mode for flatbuffers.
Change-Id: Id89a9963244c34769a4662f9951adde0aa3334d9
Signed-off-by: Jeremy Johnson <jeremy.johnson@arm.com>
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remove unnecessary change of tensor shape array for SHAPE data type
Signed-off-by: Tai Ly <tai.ly@arm.com>
Change-Id: I8e6ca98448188a1c30f9d29c22b3194d327b17ac
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Signed-off-by: Won Jeon <won.jeon@arm.com>
Change-Id: Id5820033bb3cc98b5e284237a91b22ffd54a80e3
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Signed-off-by: Won Jeon <won.jeon@arm.com>
Change-Id: I9504fa05b93417182a76aa74743f779db3036594
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Signed-off-by: Won Jeon <won.jeon@arm.com>
Change-Id: Iea11ee5d3d98773e9c5e9b827593c05afb41ce3b
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The double quotation mark is not always appear in the assembly output
of operations. Remove it to easier capture general printing pattern.
Change-Id: I59301daa07abd905de7259f8ae527a74b1ce5a6c
Signed-off-by: TatWai Chong <tatwai.chong@arm.com>
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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
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Signed-off-by: Jeremy Johnson <jeremy.johnson@arm.com>
Change-Id: I17227adfca203f353e51ae9297f7e01f8d7edbe9
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Signed-off-by: Eric Kunze <eric.kunze@arm.com>
Change-Id: I22939e75a08349816a9c103eb7312edcec53855e
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* Add deprecation notice for conformance_tests repo
* Add deprecation notice for framework tests in conformance
Signed-off-by: Jeremy Johnson <jeremy.johnson@arm.com>
Change-Id: I92b17f4d6d993e47f30d7996a18fc13b934c4cdf
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Signed-off-by: Eric Kunze <eric.kunze@arm.com>
Change-Id: I8645382983c257e5102982d487283560088e2d2a
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Reuse the name deduced from the test run in results.
Also move most string formatting to f strings.
Move path handling to pathlib from os.path
Signed-off-by: Eric Kunze <eric.kunze@arm.com>
Change-Id: I44c7786d4b7af44306e218ff49608df35d4521a7
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* Update Flatbuffers version
* Allows consts to be saved as inputs
Signed-off-by: Jeremy Johnson <jeremy.johnson@arm.com>
Change-Id: Ibb9e38d381f8229bfca65b559e35c9ded889c384
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Signed-off-by: Jiacheng Liang <jiacheng.liang@arm.com>
Change-Id: I473adc1525319b5574ee0e36d10a530277d9215d
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- 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
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Name of the test can now come from the json description
rather than inferred from the directory. Old method remains to
keep functionality with older tests
Change-Id: I79f872103ae6a101b5cc799af91c933839f28dfb
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Signed-off-by: Jeremy Johnson <jeremy.johnson@arm.com>
Change-Id: If30b329905aad9e520e4a9a3ac1dffccd37bb0e9
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- Also added run clang-format to pre-commit runs
Signed-off-by: Jerry Ge <jerry.ge@arm.com>
Change-Id: I4e59ac0afbaa30dce0773aa63d92a1a3b119e2f3
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Temporarily disable the json to numpy pytest
Otherwise will load as the wrong dtype
Also update the flatbuffer module version to match
tosa_mlir_translator
Change-Id: I40999f631adb1b230bc8a8b891e0955dd67371f0
Signed-off-by: Eric Kunze <eric.kunze@arm.com>
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Signed-off-by: Jerry Ge <jerry.ge@arm.com>
Change-Id: I7015de6989940a535a12b737432e5efa8304d9a3
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Also move a large amount of redundant code to a macro
Signed-off-by: Eric Kunze <eric.kunze@arm.com>
Change-Id: Ib1dcb2ce15e56076e444a4739c4d1292389c4a78
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Signed-off-by: Jiacheng Liang <jiacheng.liang@arm.com>
Change-Id: Ie31041cbcd01f6290be06eabfe5c619123ae989f
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Signed-off-by: Won Jeon <won.jeon@arm.com>
Change-Id: Ib954db4f8f2fd5008e95d5651a6e84a8f5b7161d
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Signed-off-by: Jerry Ge <jerry.ge@arm.com>
Change-Id: I1f2cfbc90ecb81eb072d3d28bebd13e69f47e939
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Signed-off-by: Won Jeon <won.jeon@arm.com>
Change-Id: I6fba6907cef0616c18dc461dbb92d2aceb582f6c
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With the following patch merged, the tosa serialization_lib is
able to read u/int8, u/int16 in their native dtypes:
https://review.mlplatform.org/c/tosa/serialization_lib/+/9871
Signed-off-by: Jerry Ge <jerry.ge@arm.com>
Change-Id: I5e63fb70b055cc5ee33e7dc26237eef9bedeac30
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Signed-off-by: Won Jeon <won.jeon@arm.com>
Change-Id: Iff31b33b818a181371904915d5477a169513aa2e
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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
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Signed-off-by: Won Jeon <won.jeon@arm.com>
Change-Id: Ib42b867287b83a183a0d0fb1f1eb29974f58fae4
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Signed-off-by: Grant Watson <grant.watson@arm.com>
Change-Id: I1296f968baca335ea88691bc973e2d01b2aa2c5b
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This patch adds BoradcastTo Op to the tf tests.
Did not add tflite testing because the tf.lite.TFLiteConverter converts
tf.broadcast-to to tfl.mul by 1.
Signed-off-by: Tai Ly <tai.ly@arm.com>
Change-Id: Icd372e619c318121c19eca87d5716bcd5fbbbb23
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Signed-off-by: Georgios Pinitas <georgios.pinitas@arm.com>
Change-Id: I45287af6b33cf07383250dc962a97728e65697a7
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shape_list is global while the custom_shape is only applicable for a
single operator, need to make a copy for the whole shape_list when
dealing with custom_shapes
Signed-off-by: Jerry Ge <jerry.ge@arm.com>
Change-Id: I2c5b87cb6fcaa153b0ccfe5827bae814b9cfe2b9
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Signed-off-by: Jerry Ge <jerry.ge@arm.com>
Change-Id: I7460ad9eed3ed5c7cec6e855a0303753ed28eb1c
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Signed-off-by: Jerry Ge <jerry.ge@arm.com>
Change-Id: Ie45cc27433f5dbce3fadc90014dc5cc8e36a9950
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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
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- 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
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Signed-off-by: Jerry Ge <jerry.ge@arm.com>
Change-Id: Ia29c73cb5d0a7f91914e2a94ca52d06f375722e9
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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
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Signed-off-by: Eric Kunze <eric.kunze@arm.com>
Change-Id: I175ef0acc6a6633c3e351b935a04db16de1bfbd5
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Update serialization library submodule
Signed-off-by: Eric Kunze <eric.kunze@arm.com>
Change-Id: I1d6e2700ac55f429de742931627b07c9a4a46f14
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Signed-off-by: Eric Kunze <eric.kunze@arm.com>
Change-Id: I82c356681e66bf08e2c106358deb4acbc64a67c8
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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
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