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Aligns with LLVM updates to convert string attributes to enums.

… enums

Aligns with LLVM updates to convert string attributes to enums.

Change-Id: I99bc0634b0c7700e10e362986a23c003a18d6b40
@google-ml-butler google-ml-butler bot added the size:L CL Change Size: Large label Aug 28, 2025
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lhutton1 commented Aug 28, 2025

This PR aligns with the proposed updates to TOSA enums in llvm/llvm-project#152856 followed by llvm/llvm-project#155695 - please wait till these changes are merged and consumed by tensorflow.

Tests:

INFO: Build completed successfully, 16 total actions
//tensorflow/compiler/mlir/tosa/tests:convert_metadata.mlir.test (cached) PASSED in 0.4s
//tensorflow/compiler/mlir/tosa/tests:tf-unequal-ranks.mlir.test (cached) PASSED in 0.8s
//tensorflow/compiler/mlir/tosa/tests:tfl-unequal-ranks.mlir.test (cached) PASSED in 0.7s
//tensorflow/compiler/mlir/tosa/tests:convert-tfl-uint8.mlir.test        PASSED in 0.3s
//tensorflow/compiler/mlir/tosa/tests:fuse-bias-tf.mlir.test             PASSED in 0.4s
//tensorflow/compiler/mlir/tosa/tests:lower-complex-types.mlir.test      PASSED in 0.4s
//tensorflow/compiler/mlir/tosa/tests:multi_add.mlir.test                PASSED in 0.4s
//tensorflow/compiler/mlir/tosa/tests:retain_call_once_funcs.mlir.test   PASSED in 0.3s
//tensorflow/compiler/mlir/tosa/tests:strip-quant-types.mlir.test        PASSED in 0.3s
//tensorflow/compiler/mlir/tosa/tests:strip_metadata.mlir.test           PASSED in 0.3s
//tensorflow/compiler/mlir/tosa/tests:tf-tfl-to-tosa-pipeline.mlir.test  PASSED in 0.4s
//tensorflow/compiler/mlir/tosa/tests:tf-to-tosa-pipeline.mlir.test      PASSED in 0.7s
//tensorflow/compiler/mlir/tosa/tests:tfl-to-tosa-dequantize_softmax.mlir.test PASSED in 0.3s
//tensorflow/compiler/mlir/tosa/tests:tfl-to-tosa-pipeline-filtered.mlir.test PASSED in 0.4s
//tensorflow/compiler/mlir/tosa/tests:tfl-to-tosa-pipeline.mlir.test     PASSED in 3.8s
//tensorflow/compiler/mlir/tosa/tests:tfl-to-tosa-stateful.mlir.test     PASSED in 0.5s
//tensorflow/compiler/mlir/tosa/tests:verify_fully_converted.mlir.test   PASSED in 0.4s

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cc @Tai78641 @leandron

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