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Fix llama fp8 benchmark test and remove decomposed benchmarking tests #1000

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Fixes llama fp8 benchmark test, updates the prefill and decode paths, and removes decomposed benchmarking tests.

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@archana-ramalingam archana-ramalingam left a comment

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For the pre-submit llama benchmark test failure, it uses pinned IREE, which needs to be bumped to 3.3.0rc20250219 version that includes the fix for this error.

@aviator19941 aviator19941 force-pushed the fix_llama_fp8_benchmark_test branch from a8594ee to 46ef7df Compare February 26, 2025 01:09
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