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[ET-VK][sdpa] Add SDPA operator perf benchmark binary (test_sdpa)
Differential Revision: D112906312 Pull Request resolved: #21062
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/*
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* Copyright (c) Meta Platforms, Inc. and affiliates.
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* All rights reserved.
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*
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* This source code is licensed under the BSD-style license found in the
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* LICENSE file in the root directory of this source tree.
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*/
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#include <executorch/backends/vulkan/runtime/graph/ops/OperatorRegistry.h>
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#include <executorch/backends/vulkan/runtime/graph/ops/impl/Common.h>
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namespace vkcompute {
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// Test wrapper for the LLM KV-cache SDPA op (llama.custom_sdpa.default).
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//
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// The production op reads the dynamic context length from an `input_pos`
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// symint, but input_pos is not a free parameter: the op enforces
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// context_len = S + input_pos, and context_len is exactly the KV-cache's dim
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// -3. Since q is [B=1, S, H, D] and the caches are [B=1, context_len, H_kv, D],
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// input_pos is fully determined by the tensor shapes. Deriving it here from
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// those shapes keeps the single source of truth (the cache size) authoritative;
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// exposing input_pos as its own ValueSpec would add a redundant degree of
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// freedom that a test could set inconsistent with the cache shape.
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//
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// Decode vs prefill is selected automatically inside the op via
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// is_single_token() (S == 1 -> coop/GEMV shaders, S > 1 -> tiled shaders), so
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// impl_selector is accepted for interface uniformity but only "default" is
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// meaningful here.
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//
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// Args: q, k_cache, v_cache, impl_selector, out
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void test_sdpa(ComputeGraph& graph, const std::vector<ValueRef>& args) {
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int arg_idx = 0;
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const ValueRef q = args.at(arg_idx++);
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const ValueRef k_cache = args.at(arg_idx++);
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const ValueRef v_cache = args.at(arg_idx++);
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const ValueRef impl_selector_str = args.at(arg_idx++);
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const ValueRef out = args.at(arg_idx++);
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const std::string impl_selector = graph.extract_string(impl_selector_str);
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VK_CHECK_COND(
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impl_selector == "default",
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"test_sdpa only supports the 'default' impl_selector");
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const int64_t seq_len = graph.size_at<int64_t>(-3, q);
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const int64_t context_len = graph.size_at<int64_t>(-3, k_cache);
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VK_CHECK_COND(context_len >= seq_len);
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const int32_t input_pos_val =
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utils::safe_downcast<int32_t>(context_len - seq_len);
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const ValueRef input_pos_symint = graph.add_symint(input_pos_val);
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VK_GET_OP_FN("llama.custom_sdpa.default")
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(graph,
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{
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q,
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k_cache,
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v_cache,
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input_pos_symint,
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kDummyValueRef, // attn_mask
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kDummyValueRef, // dropout_p
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kDummyValueRef, // is_causal (implementation assumes causal)
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kDummyValueRef, // scale (implementation computes 1/sqrt(head_dim))
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out,
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});
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}
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REGISTER_OPERATORS {
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VK_REGISTER_OP(test_etvk.test_sdpa.default, test_sdpa);
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}
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} // namespace vkcompute

backends/vulkan/test/custom_ops/targets.bzl

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define_custom_op_test_binary("test_conv1d_pw")
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define_custom_op_test_binary("test_conv1d_dw")
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define_custom_op_test_binary("test_fpa_q4gsw_linear")
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define_custom_op_test_binary("test_sdpa")

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