From 6b1ba5b2d4dea207e55cd99eb4bbafc7708c5c2a Mon Sep 17 00:00:00 2001 From: titaiwang Date: Sat, 20 Jun 2026 00:23:31 +0000 Subject: [PATCH 1/8] Add StaticScatterKeyValueCache for mobius static-cache decoders (#349) Implement Path B: a 3D in-place TensorScatter KV cache that consumes mobius static-cache emission directly ([batch, max_seq_len, kv_hidden] FLOAT, with per-layer-varying kv_hidden), avoiding a mobius 4D re-export. - input_ids: add the write_indices / nonpad_kv_seqlen [batch] int64 producer, gated on the model declaring those inputs (batch==1, like the existing current/past_sequence_length producer). The per-step values come from a new dependency-free StaticScatterIndexTracker: write_index = valid tokens before the step (TensorScatter row offset), nonpad = valid tokens after. The first prefill step writes at row 0 (NOT -1); each later step appends at the previous step nonpad. This deliberately does not reuse past_sequence_length (init -1), whose semantics would yield nonpad = 2N-1 after a length-N prefill. - kv_cache: add StaticScatterKeyValueCache, reusing the past_present_share_buffer lifecycle verbatim (Add binds key_cache.{i} and updated_key_cache.{i} to the same OrtValue; Update/RewindTo are no-ops). New is only a small 3D per-layer allocator that reads each layer declared shape, so per-layer kv_hidden variation (e.g. Gemma-4 sliding GQA 8*256 vs global MQA 1*512) is handled naturally. Auto-detected in CreateKeyValueCache via HasInput(write_indices), before the Default fallback, with no new search flag. - config: add write_indices / nonpad_kv_seqlen Inputs fields + Defaults names + JSON parse. Cache name templates (key_cache.%d / updated_key_cache.%d) are set via genai_config.json, no struct change. - test: unit-test the StaticScatterIndexTracker off-by-one / init / sequencing contract; scaffold (DISABLED) the e2e fixture-parity test owned by the build-test-genai task. Built against onnxruntime-genai origin/main (6450690, includes the #2214 Gemma-4 per-layer KV fix). Library + unit_tests compile; 5 producer tests pass. Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com> Signed-off-by: titaiwang --- src/config.cpp | 4 + src/config.h | 6 ++ src/models/input_ids.cpp | 33 ++++++++ src/models/input_ids.h | 9 +++ src/models/kv_cache.cpp | 112 ++++++++++++++++++++++++++ src/models/kv_cache.h | 44 ++++++++++ src/models/static_scatter_indices.h | 60 ++++++++++++++ test/static_scatter_kv_cache_test.cpp | 103 +++++++++++++++++++++++ 8 files changed, 371 insertions(+) create mode 100644 src/models/static_scatter_indices.h create mode 100644 test/static_scatter_kv_cache_test.cpp diff --git a/src/config.cpp b/src/config.cpp index a32a986c19..605bd13908 100644 --- a/src/config.cpp +++ b/src/config.cpp @@ -321,6 +321,10 @@ struct DecoderInputs_Element : JSON::Element { v_.current_sequence_length = JSON::Get(value); } else if (name == "total_sequence_length") { v_.total_sequence_length = JSON::Get(value); + } else if (name == "write_indices") { + v_.write_indices = JSON::Get(value); + } else if (name == "nonpad_kv_seqlen") { + v_.nonpad_kv_seqlen = JSON::Get(value); } else if (name == "encoder_hidden_states") { v_.encoder_hidden_states = JSON::Get(value); } else if (name == "encoder_attention_mask") { diff --git a/src/config.h b/src/config.h index 8be9de3ecb..4afeaba41a 100644 --- a/src/config.h +++ b/src/config.h @@ -54,6 +54,8 @@ struct Config { static constexpr std::string_view PastSequenceLengthName = "past_sequence_length"; static constexpr std::string_view CurrentSequenceLengthName = "current_sequence_length"; static constexpr std::string_view TotalSequenceLengthName = "total_sequence_length"; + static constexpr std::string_view WriteIndicesName = "write_indices"; + static constexpr std::string_view NonpadKvSeqlenName = "nonpad_kv_seqlen"; static constexpr std::string_view CacheIndirectionName = "cache_indirection"; static constexpr std::string_view AlignmentHeadsName = "alignment_heads"; static constexpr std::string_view TokenTypeIdsName = "token_type_ids"; @@ -344,6 +346,10 @@ struct Config { std::string past_sequence_length{Defaults::PastSequenceLengthName}; std::string current_sequence_length{Defaults::CurrentSequenceLengthName}; std::string total_sequence_length{Defaults::TotalSequenceLengthName}; + // Static-scatter (TensorScatter) KV cache driver inputs ([batch] int64). + // Presence of write_indices selects StaticScatterKeyValueCache. + std::string write_indices{Defaults::WriteIndicesName}; + std::string nonpad_kv_seqlen{Defaults::NonpadKvSeqlenName}; std::string cache_indirection{Defaults::CacheIndirectionName}; std::string encoder_hidden_states{Defaults::EncoderHiddenStatesName}; std::string rnn_prev_states{Defaults::RnnStatesPrevName}; diff --git a/src/models/input_ids.cpp b/src/models/input_ids.cpp index 9adc99fe05..eb2fe4bbf4 100644 --- a/src/models/input_ids.cpp +++ b/src/models/input_ids.cpp @@ -29,6 +29,22 @@ DefaultInputIDs::DefaultInputIDs(State& state) *past_sequence_length_->GetTensorMutableData() = -1; } + if (model_.session_info_.HasInput(model_.config_->model.decoder.inputs.write_indices) && + model_.session_info_.HasInput(model_.config_->model.decoder.inputs.nonpad_kv_seqlen)) { + if (state_.params_->BatchBeamSize() != 1) { + throw std::runtime_error("Batch size must be 1 for write_indices and nonpad_kv_seqlen inputs"); + } + if (model_.session_info_.GetInputDataType(model_.config_->model.decoder.inputs.write_indices) != Ort::TypeToTensorType || + model_.session_info_.GetInputDataType(model_.config_->model.decoder.inputs.nonpad_kv_seqlen) != Ort::TypeToTensorType) + throw std::runtime_error("write_indices and nonpad_kv_seqlen must be int64"); + + const std::array static_scatter_shape{1}; + write_indices_ = OrtValue::CreateTensor(model_.allocator_cpu_, static_scatter_shape, Ort::TypeToTensorType); + nonpad_kv_seqlen_ = OrtValue::CreateTensor(model_.allocator_cpu_, static_scatter_shape, Ort::TypeToTensorType); + *write_indices_->GetTensorMutableData() = 0; + *nonpad_kv_seqlen_->GetTensorMutableData() = 0; + } + value_ = std::make_unique(model_.p_device_inputs_, Ort::TypeToTensorType); cast_value_ = std::make_unique(model_.p_device_inputs_, Ort::TypeToTensorType); } @@ -45,6 +61,13 @@ void DefaultInputIDs::Add() { state_.input_names_.push_back(model_.config_->model.decoder.inputs.past_sequence_length.c_str()); state_.inputs_.push_back(past_sequence_length_.get()); } + + if (write_indices_ && nonpad_kv_seqlen_) { + state_.input_names_.push_back(model_.config_->model.decoder.inputs.write_indices.c_str()); + state_.inputs_.push_back(write_indices_.get()); + state_.input_names_.push_back(model_.config_->model.decoder.inputs.nonpad_kv_seqlen.c_str()); + state_.inputs_.push_back(nonpad_kv_seqlen_.get()); + } } void DefaultInputIDs::Update(DeviceSpan new_tokens) { @@ -67,6 +90,16 @@ void DefaultInputIDs::Update(DeviceSpan new_tokens) { *past_sequence_length_->GetTensorMutableData() += new_sequence_length; } + if (write_indices_ && nonpad_kv_seqlen_) { + if (state_.params_->BatchBeamSize() != 1) { + throw std::runtime_error("Batch size must be 1 for write_indices and nonpad_kv_seqlen inputs"); + } + auto new_sequence_length = get_unpadded_sequence_length(new_tokens_cpu, model_.config_->model.pad_token_id); + const StaticScatterIndices indices = static_scatter_indices_.Advance(new_sequence_length); + *write_indices_->GetTensorMutableData() = indices.write_index; + *nonpad_kv_seqlen_->GetTensorMutableData() = indices.nonpad_seqlen; + } + // For beam search, resize input_ids shape based on new_tokens size_t sequence_length = static_cast(new_tokens.size()) / state_.params_->BatchBeamSize(); if (is_prompt_ && state_.params_->search.num_beams > 1) diff --git a/src/models/input_ids.h b/src/models/input_ids.h index 94bed23402..fe936d768a 100644 --- a/src/models/input_ids.h +++ b/src/models/input_ids.h @@ -1,5 +1,7 @@ #pragma once +#include "static_scatter_indices.h" + namespace Generators { struct InputIDs { @@ -41,6 +43,13 @@ struct DefaultInputIDs : InputIDs { std::unique_ptr current_sequence_length_; std::unique_ptr past_sequence_length_; + + // Static-scatter (TensorScatter) KV cache driver inputs, created only when the + // model declares write_indices + nonpad_kv_seqlen. Both are [batch] int64 CPU + // tensors; their per-step values come from static_scatter_indices_. + std::unique_ptr write_indices_; + std::unique_ptr nonpad_kv_seqlen_; + StaticScatterIndexTracker static_scatter_indices_; }; // Certain models can only process a fixed number of tokens at a time. diff --git a/src/models/kv_cache.cpp b/src/models/kv_cache.cpp index 04111afb6a..d3bcb0699b 100644 --- a/src/models/kv_cache.cpp +++ b/src/models/kv_cache.cpp @@ -708,6 +708,109 @@ void ModelManagedKeyValueCache::RewindTo(size_t index) { state_.ep_dynamic_options_next_run_.push_back({"kvcache_rewind", std::to_string(index)}); } +bool StaticScatterKeyValueCache::IsStaticScatterCache(const Model& model) { + return model.session_info_.HasInput(model.config_->model.decoder.inputs.write_indices); +} + +StaticScatterKeyValueCache::StaticScatterKeyValueCache(State& state) + : state_{state}, + layer_count_{model_.config_->model.decoder.num_hidden_layers} { + if (state_.params_->search.num_beams != 1) { + throw std::runtime_error("Beam search (num_beams > 1) is not supported by the static-scatter KV cache."); + } + + // Auto-discover which layer indices have KV cache inputs (mirrors + // DefaultKeyValueCache so sparse/hybrid layouts work the same way). + { + const auto& key_template = model_.config_->model.decoder.inputs.past_key_names; + auto prefix = key_template.substr(0, key_template.find('%')); + auto suffix = key_template.substr(key_template.find('%') + 2); + for (const auto& name : model_.session_info_.GetInputNames()) { + if (name.size() > prefix.size() + suffix.size() && + name.compare(0, prefix.size(), prefix) == 0 && + name.compare(name.size() - suffix.size(), suffix.size(), suffix) == 0) { + auto idx_str = name.substr(prefix.size(), name.size() - prefix.size() - suffix.size()); + kv_layer_indices_.push_back(std::stoi(idx_str)); + } + } + std::sort(kv_layer_indices_.begin(), kv_layer_indices_.end()); + } + + if (!kv_layer_indices_.empty()) { + layer_count_ = static_cast(kv_layer_indices_.size()); + } + + for (int i = 0; i < layer_count_; ++i) { + int layer_idx = kv_layer_indices_.empty() ? i : kv_layer_indices_[i]; + input_name_strings_.emplace_back(ComposeKeyValueName(model_.config_->model.decoder.inputs.past_key_names, layer_idx)); + input_name_strings_.emplace_back(ComposeKeyValueName(model_.config_->model.decoder.inputs.past_value_names, layer_idx)); + output_name_strings_.emplace_back(ComposeKeyValueName(model_.config_->model.decoder.outputs.present_key_names, layer_idx)); + output_name_strings_.emplace_back(ComposeKeyValueName(model_.config_->model.decoder.outputs.present_value_names, layer_idx)); + } + + type_ = model_.session_info_.GetInputDataType(input_name_strings_[0]); + + // Each KV input declares shape [batch, max_seq_len, kv_hidden]. The batch dim + // is a runtime property (symbolic in the graph), so take it from the params + // like DefaultKeyValueCache; only max_seq_len and kv_hidden must be static. + // kv_hidden = num_kv_heads * head_dim and may vary per layer, so read each + // layer's own declared shape rather than assuming a uniform value. + const int64_t batch_size = state_.params_->BatchBeamSize(); + layer_shapes_.resize(layer_count_ * 2); + caches_.reserve(layer_count_ * 2); + for (int i = 0; i < layer_count_ * 2; ++i) { + const auto input_shape = model_.session_info_.GetInputShape(input_name_strings_[i]); + if (input_shape.size() != 3) { + throw std::runtime_error( + "StaticScatterKeyValueCache expects 3D [batch, max_seq_len, kv_hidden] KV inputs, but '" + + input_name_strings_[i] + "' has rank " + std::to_string(input_shape.size()) + "."); + } + // max_seq_len (axis 1) and kv_hidden (axis 2) size the fixed buffer and must + // be concrete; the batch dim (axis 0) is allowed to be symbolic. + for (size_t axis = 1; axis < 3; ++axis) { + if (input_shape[axis] <= 0) { + throw std::runtime_error( + "StaticScatterKeyValueCache requires a static max_seq_len and kv_hidden, but '" + + input_name_strings_[i] + "' has a non-concrete dim at axis " + std::to_string(axis) + "."); + } + } + std::array tensor_shape{batch_size, input_shape[1], input_shape[2]}; + layer_shapes_[i] = tensor_shape; + + caches_.push_back(OrtValue::CreateTensor(Allocator(), tensor_shape, type_)); + if (Device().GetType() != DeviceType::WEBGPU) { + ByteWrapTensor(Device(), *caches_.back()).Zero(); + } + } +} + +void StaticScatterKeyValueCache::Add() { + input_index_ = state_.inputs_.size(); + output_index_ = state_.outputs_.size(); + + // Past and present share one buffer: TensorScatter writes new rows in place, + // so key_cache.{i} (input) and updated_key_cache.{i} (output) point at the + // same OrtValue and never need rebinding between steps. + for (int i = 0; i < layer_count_ * 2; ++i) { + state_.inputs_.push_back(caches_[i].get()); + state_.input_names_.push_back(input_name_strings_[i].c_str()); + state_.outputs_.push_back(caches_[i].get()); + state_.output_names_.push_back(output_name_strings_[i].c_str()); + } +} + +void StaticScatterKeyValueCache::Update(DeviceSpan /*beam_indices*/, int /*total_length*/) { + // No-op: the shared buffer is updated in place by the graph's TensorScatter, + // and the write offset / valid length are carried by the write_indices / + // nonpad_kv_seqlen inputs (see input_ids.cpp), not by rebinding tensors here. +} + +void StaticScatterKeyValueCache::RewindTo(size_t /*index*/) { + // No-op for the shared in-place buffer, matching DefaultKeyValueCache's + // past_present_share_buffer path. Rewind is driven by resetting the + // write_indices/nonpad_kv_seqlen stream, not by trimming this buffer. +} + LFM2Cache::LFM2Cache(State& state) : state_{state}, layer_types_{model_.config_->model.decoder.layer_types}, @@ -947,6 +1050,15 @@ std::unique_ptr CreateKeyValueCache(State& state) { return nullptr; } + // mobius static-cache decoders drive an in-place TensorScatter KV buffer via + // the write_indices input; auto-detect that (no user-visible search flag, + // mirroring DetectAndConfigureFixedKvShape) before the default fallback. + if (StaticScatterKeyValueCache::IsStaticScatterCache(state.model_)) { + if (g_log.enabled) + Log("info", "CreateKeyValueCache: Creating StaticScatterKeyValueCache"); + return std::make_unique(state); + } + if (state.model_.p_device_->GetType() != DeviceType::NvTensorRtRtx && state.model_.config_->model.decoder.sliding_window && state.model_.config_->model.decoder.sliding_window->slide_key_value_cache) { diff --git a/src/models/kv_cache.h b/src/models/kv_cache.h index e20e40e1d6..26b9411e03 100644 --- a/src/models/kv_cache.h +++ b/src/models/kv_cache.h @@ -194,6 +194,50 @@ struct LFM2Cache : KeyValueCache { std::string ComposeKeyValueName(const std::string& template_string, int index); +// A static-scatter KV cache for mobius-exported static-cache decoders. +// +// The model pre-allocates each layer's KV as a fixed 3D buffer +// [batch, max_seq_len, kv_hidden] and writes new rows in place via opset-24 +// TensorScatter (driven by the write_indices / nonpad_kv_seqlen inputs produced +// in input_ids.cpp), reading them back through Attention. Because the scatter is +// in place, past and present share one buffer: Add() binds key_cache.{i} and +// updated_key_cache.{i} to the same OrtValue, and Update()/RewindTo() are no-ops +// (mirroring DefaultKeyValueCache's past_present_share_buffer path). +// +// Differs from DefaultKeyValueCache only in the allocator: it consumes mobius's +// 3D emission directly (vs the 4D [batch, num_kv_heads, seq, head_dim] layout), +// and kv_hidden may vary per layer (e.g. Gemma-4 sliding GQA 8*256 vs global +// MQA 1*512), read from each layer's own declared input shape. +struct StaticScatterKeyValueCache : KeyValueCache { + StaticScatterKeyValueCache(State& state); + + // True if the model declares the static-scatter driver input (write_indices). + static bool IsStaticScatterCache(const Model& model); + + void Add() override; + void Update(DeviceSpan beam_indices, int total_length) override; + void RewindTo(size_t index) override; + + private: + DeviceInterface& Device() { return *model_.p_device_kvcache_; } + Ort::Allocator& Allocator() { return model_.p_device_kvcache_->GetAllocator(); } + + State& state_; + const Model& model_{state_.model_}; + int layer_count_; + size_t input_index_{~0U}, output_index_{~0U}; + + // Auto-discovered KV layer indices (sparse for hybrid models). + std::vector kv_layer_indices_; + // Per-layer static shape [batch, max_seq_len, kv_hidden]; kv_hidden may vary. + std::vector> layer_shapes_; + ONNXTensorElementDataType type_; + + // One shared past/present buffer per key and per value tensor (2 per layer). + std::vector> caches_; + std::vector input_name_strings_, output_name_strings_; +}; + std::unique_ptr CreateKeyValueCache(State& state); } // namespace Generators diff --git a/src/models/static_scatter_indices.h b/src/models/static_scatter_indices.h new file mode 100644 index 0000000000..fd4282da64 --- /dev/null +++ b/src/models/static_scatter_indices.h @@ -0,0 +1,60 @@ +// Copyright (c) Microsoft Corporation. All rights reserved. +// Licensed under the MIT License. + +#pragma once + +#include + +namespace Generators { + +// The per-step index pair a static-scatter (TensorScatter) KV cache needs. +// +// A mobius-exported static-cache decoder consumes a pre-allocated KV buffer of +// shape [batch, max_seq_len, kv_hidden] and writes each step's new key/value +// rows into it in place via TensorScatter, then reads them back through +// Attention. Two int64 [batch] inputs drive that: +// * write_indices - the cache row offset TensorScatter writes this step's +// rows at (i.e. how many valid tokens are already cached +// BEFORE this step). +// * nonpad_kv_seqlen - the number of valid cached tokens AFTER this step, +// which Attention reads as the per-batch seqlens_k. +struct StaticScatterIndices { + int64_t write_index; // valid cache tokens before this step (scatter offset) + int64_t nonpad_seqlen; // valid cache tokens after this step (Attention seqlens_k) +}; + +// Tracks the running static-scatter cache indices for a single (batch==1) +// generation stream. Kept as a standalone, dependency-free helper so the +// off-by-one / init behaviour can be unit-tested without standing up a Model. +// +// Sequencing contract (the crux mobius and genai must agree on): +// * The very first step (prefill) writes at row 0 and reports nonpad equal to +// the number of prefill tokens. +// * Each subsequent step's write_index is the PREVIOUS step's nonpad_seqlen, +// so rows are appended contiguously with no gap or overlap. +// This deliberately does NOT reuse genai's existing past_sequence_length scalar +// (which inits to -1 and is consumed differently); mixing the two would yield +// nonpad = 2N-1 after a length-N prefill instead of N. +class StaticScatterIndexTracker { + public: + // Advance one generation step that appended new_unpadded_tokens valid tokens + // (the prompt length on prefill, normally 1 per decode step). Returns the + // index pair to bind for THIS step, then folds the new tokens into the + // running total for the next step. + StaticScatterIndices Advance(int64_t new_unpadded_tokens) { + const int64_t write_index = valid_tokens_; + valid_tokens_ += new_unpadded_tokens; + return {write_index, valid_tokens_}; + } + + // Valid cached tokens before the next step. Zero before any Advance(). + int64_t valid_tokens() const { return valid_tokens_; } + + // Reset the stream back to an empty cache (e.g. on RewindTo(0)). + void Reset() { valid_tokens_ = 0; } + + private: + int64_t valid_tokens_{0}; +}; + +} // namespace Generators diff --git a/test/static_scatter_kv_cache_test.cpp b/test/static_scatter_kv_cache_test.cpp new file mode 100644 index 0000000000..00ba618e16 --- /dev/null +++ b/test/static_scatter_kv_cache_test.cpp @@ -0,0 +1,103 @@ +// Copyright (c) Microsoft Corporation. All rights reserved. +// Licensed under the MIT License. + +#include "models/static_scatter_indices.h" + +#include + +namespace Generators::test { + +// The StaticScatterIndexTracker drives the write_indices / nonpad_kv_seqlen +// inputs of a mobius static-scatter (TensorScatter) KV cache. These tests pin +// the off-by-one / init contract: the first (prefill) step writes at row 0 and +// reports nonpad == prefill length, and each later step appends contiguously. + +TEST(StaticScatterIndexTracker, StartsEmpty) { + StaticScatterIndexTracker tracker; + EXPECT_EQ(tracker.valid_tokens(), 0); +} + +TEST(StaticScatterIndexTracker, FirstPrefillWritesAtRowZero) { + StaticScatterIndexTracker tracker; + // Prompt of 5 tokens: write at row 0, 5 valid tokens after. + const StaticScatterIndices prefill = tracker.Advance(5); + EXPECT_EQ(prefill.write_index, 0); // NOT -1: the crux off-by-one + EXPECT_EQ(prefill.nonpad_seqlen, 5); + EXPECT_EQ(tracker.valid_tokens(), 5); +} + +TEST(StaticScatterIndexTracker, DecodeStepsAppendContiguously) { + StaticScatterIndexTracker tracker; + tracker.Advance(5); // prefill + + const StaticScatterIndices decode1 = tracker.Advance(1); + EXPECT_EQ(decode1.write_index, 5); // this step's offset == previous nonpad + EXPECT_EQ(decode1.nonpad_seqlen, 6); + + const StaticScatterIndices decode2 = tracker.Advance(1); + EXPECT_EQ(decode2.write_index, 6); + EXPECT_EQ(decode2.nonpad_seqlen, 7); +} + +TEST(StaticScatterIndexTracker, SingleTokenPrefillThenDecode) { + // Degenerate prompt length 1 must still write at row 0, then decode at row 1. + StaticScatterIndexTracker tracker; + const StaticScatterIndices prefill = tracker.Advance(1); + EXPECT_EQ(prefill.write_index, 0); + EXPECT_EQ(prefill.nonpad_seqlen, 1); + + const StaticScatterIndices decode = tracker.Advance(1); + EXPECT_EQ(decode.write_index, 1); + EXPECT_EQ(decode.nonpad_seqlen, 2); +} + +TEST(StaticScatterIndexTracker, ResetReturnsToEmptyCache) { + StaticScatterIndexTracker tracker; + tracker.Advance(4); + tracker.Advance(1); + ASSERT_EQ(tracker.valid_tokens(), 5); + + tracker.Reset(); + EXPECT_EQ(tracker.valid_tokens(), 0); + + const StaticScatterIndices reprefill = tracker.Advance(3); + EXPECT_EQ(reprefill.write_index, 0); + EXPECT_EQ(reprefill.nonpad_seqlen, 3); +} + +TEST(StaticScatterIndexTracker, MatchesSliceAFixtureGolden) { + // Exact values from the #366 slice-A fixture golden_io.npz: a 4-token prefill + // then a 1-token decode. Keeps this producer locked to the frozen contract. + StaticScatterIndexTracker tracker; + const StaticScatterIndices prefill = tracker.Advance(4); + EXPECT_EQ(prefill.write_index, 0); + EXPECT_EQ(prefill.nonpad_seqlen, 4); + + const StaticScatterIndices decode = tracker.Advance(1); + EXPECT_EQ(decode.write_index, 4); + EXPECT_EQ(decode.nonpad_seqlen, 5); +} + +// Scaffolding for the end-to-end cache test owned by the build-test-genai (qa) +// task. It drives the mobius slice-A fixture (#366, bias-aware external-KV +// static-cache decoder: static_cache_bias_decoder.onnx + golden_io.npz, 2 +// layers, key_cache.{i}/value_cache.{i} [batch,16,32], write_indices/ +// nonpad_kv_seqlen [batch] int64) through CreateKeyValueCache and asserts: +// * StaticScatterKeyValueCache::IsStaticScatterCache(model) selects this +// variant (and does NOT fire for a non-scatter model). +// * Per-layer 3D buffers [batch, max_seq_len, kv_hidden] are allocated at the +// declared max_seq_len/kv_hidden (batch from BatchBeamSize, symbolic in the +// graph), incl. per-layer kv_hidden variation (Gemma-4 Phase 2). +// * Add() binds key_cache.{i} and updated_key_cache.{i} to the SAME OrtValue +// (in-place share-buffer aliasing) and Update()/RewindTo() leave it intact. +// * Prefill (seq=4) then a decode step (write@4, nonpad=5) match the golden +// logits/updated caches (parity). +// Needs a GPU/CPU build with opset-24 TensorScatter/Attention kernels, so it +// cannot run here yet. +TEST(StaticScatterKeyValueCache, DISABLED_EndToEndFixtureParity) { + GTEST_SKIP() << "Requires the #366 slice-A fixture wired into a genai_config.json " + "and a build with opset-24 TensorScatter/Attention kernels " + "(build-test-genai task)."; +} + +} // namespace Generators::test From 5ee880db3778ff6dd344760d9b1285f1f0309333 Mon Sep 17 00:00:00 2001 From: titaiwang Date: Sat, 20 Jun 2026 00:34:58 +0000 Subject: [PATCH 2/8] Enable StaticScatterKeyValueCache e2e fixture-parity test Replace the DISABLED_EndToEndFixtureParity scaffold with a real e2e test that drives the mobius slice-A bias-aware external-KV static-cache fixture (#366, Part of #349) through the public Oga generator API. AppendTokens runs the model, DefaultInputIDs feeds write_indices/nonpad_kv_seqlen via StaticScatterIndexTracker, and StaticScatterKeyValueCache binds the 3D in-place share-buffer KV cache. Forces the golden prompt [1,2,3,4] (write_index 0, nonpad 4) then decode token 5 (write_index 4, nonpad 5) and asserts last-token logits argmax/sum and the updated_key_cache.0 element-sum against the frozen golden (ORT CPU MEA, opset 24). Runs on the CPU EP to match the CPU golden. Verified: 7/7 StaticScatter* gtests pass; full all-tensor parity is bit-exact (maxabs=0.000e+00). Fixture (model.onnx + genai_config.json) embedded under test/models/ and force-added since test/models/* is gitignored (matches existing test fixtures). Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com> Signed-off-by: titaiwang --- .../genai_config.json | 37 +++++++ .../static-scatter-bias-decoder/model.onnx | Bin 0 -> 475501 bytes test/static_scatter_kv_cache_test.cpp | 102 ++++++++++++++---- 3 files changed, 119 insertions(+), 20 deletions(-) create mode 100644 test/models/static-scatter-bias-decoder/genai_config.json create mode 100644 test/models/static-scatter-bias-decoder/model.onnx diff --git a/test/models/static-scatter-bias-decoder/genai_config.json b/test/models/static-scatter-bias-decoder/genai_config.json new file mode 100644 index 0000000000..ef0e2ec6a2 --- /dev/null +++ b/test/models/static-scatter-bias-decoder/genai_config.json @@ -0,0 +1,37 @@ +{ + "model": { + "type": "mistral", + "pad_token_id": 0, + "bos_token_id": 1, + "eos_token_id": 2, + "vocab_size": 256, + "context_length": 16, + "decoder": { + "session_options": { + "provider_options": [] + }, + "filename": "model.onnx", + "num_key_value_heads": 2, + "head_size": 16, + "num_attention_heads": 4, + "num_hidden_layers": 2, + "inputs": { + "input_ids": "input_ids", + "position_ids": "position_ids", + "past_key_names": "key_cache.%d", + "past_value_names": "value_cache.%d", + "write_indices": "write_indices", + "nonpad_kv_seqlen": "nonpad_kv_seqlen" + }, + "outputs": { + "logits": "logits", + "present_key_names": "updated_key_cache.%d", + "present_value_names": "updated_value_cache.%d" + } + } + }, + "search": { + "max_length": 16, + "do_sample": false + } +} diff --git a/test/models/static-scatter-bias-decoder/model.onnx b/test/models/static-scatter-bias-decoder/model.onnx new file mode 100644 index 0000000000000000000000000000000000000000..0e203c47674e04e947538c584bb0d1becc0e1e7d GIT binary patch literal 475501 zcmeEvc|c8D`@bgXXii0@Bx#=KI_o(hkq{9|(p)rYP^PP>kVJ-5WQt57LZrQ(Q-(66 zl6juVJd^Qv(x}ND-uM2l_j}!c?%w;^Yp=CF>lxPbeAcN$N9pzfLGFIxp$bB}+Irf$ 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zAj`(jvt<{V=QWx$@XygJef?Zku61UCwB3AH{ki7f4i{vHOZ;^BDo>wZ4IjYaxcU05 z@^jX6ch;5Va3t6@6k!nwdVTwk-Y@^r|HnTHoW6fz)792>USyyzE5;FF7gfM(6lchv ze~dQJHq_NO)i*FSHa0Ld(l<3V_84Vg`j5c|9Q8kE?CrAFW92GsUF|T37r4(e~0?{*W7(q`}`E{^MbHqFX;8X0OAlQ(iHD2(mtFmh z$o{D}$8wYdod3k~4?R1<#czqnN>o45#U9S4tZo%!&4>_3z-uH&?hE8BpH+Xsn#sy> zWY__Hzq0Um;WcM^k8-A zO1qWgR`|PkJL?(!@yTA_e^S~@^XoKb_`5pm8ULI%>7Uc~mHWfLa^Kct)hcH_(;j@$ z%7OW(c;^H^O-`iQ=?EeQv)I|duqRk~|1DOdo?un=vgeHW z7h0|Ub~RbQy@zI0ujd%`{yKmB7a;n7f&BX}`OB^PX64PkTY27pkjK9;{I&9iJ)Aq? zDEz?9&!)?;NAk?`a_4Y=fd8e-_k)Hp?2&`P^CCad5C3!xzcS9y;O}$i-#)uNXZR0P z{uBNS+YEbj)ED%cz)|@r#u=WAm-%|K{4?qyBI~a{+~1n{GijeyouP3Lky!pjfOa`p48_f8f)=*UUt7& z@~`lJP0Ofgcyjzx$tUh8gxix%>pf7nb!% zRsScdelWpC#@|u(GZXwRRsS@>Mm=&@erAHd#rcB?Hu~OO`A<~+(*zs!$X)rF3I3L< z?@h3A57qmRhW%f$_Gl~o%mjan^{WXsHvHdB@Gmj`+64a+l@1lQyJM&e&7@PgA zkN?F4e-Hl`+e~zOXd!+y!GB`>VuDTddWh&pd-W%x&nDPJzlTVEG{Ju&`C>%Ba>wK+ z4$6-v_@B^Uc+*q& +#include +#include +#include + +#include "span.h" +#define OGA_USE_SPAN 1 +#include #include namespace Generators::test { @@ -78,26 +86,80 @@ TEST(StaticScatterIndexTracker, MatchesSliceAFixtureGolden) { EXPECT_EQ(decode.nonpad_seqlen, 5); } -// Scaffolding for the end-to-end cache test owned by the build-test-genai (qa) -// task. It drives the mobius slice-A fixture (#366, bias-aware external-KV -// static-cache decoder: static_cache_bias_decoder.onnx + golden_io.npz, 2 -// layers, key_cache.{i}/value_cache.{i} [batch,16,32], write_indices/ -// nonpad_kv_seqlen [batch] int64) through CreateKeyValueCache and asserts: -// * StaticScatterKeyValueCache::IsStaticScatterCache(model) selects this -// variant (and does NOT fire for a non-scatter model). -// * Per-layer 3D buffers [batch, max_seq_len, kv_hidden] are allocated at the -// declared max_seq_len/kv_hidden (batch from BatchBeamSize, symbolic in the -// graph), incl. per-layer kv_hidden variation (Gemma-4 Phase 2). -// * Add() binds key_cache.{i} and updated_key_cache.{i} to the SAME OrtValue -// (in-place share-buffer aliasing) and Update()/RewindTo() leave it intact. -// * Prefill (seq=4) then a decode step (write@4, nonpad=5) match the golden -// logits/updated caches (parity). -// Needs a GPU/CPU build with opset-24 TensorScatter/Attention kernels, so it -// cannot run here yet. -TEST(StaticScatterKeyValueCache, DISABLED_EndToEndFixtureParity) { - GTEST_SKIP() << "Requires the #366 slice-A fixture wired into a genai_config.json " - "and a build with opset-24 TensorScatter/Attention kernels " - "(build-test-genai task)."; +// End-to-end parity test for the mobius slice-A fixture (#366, bias-aware +// external-KV static-cache decoder). It drives the real +// StaticScatterKeyValueCache C++ path through the public Oga generator API: +// AppendTokens runs the model, DefaultInputIDs feeds write_indices / +// nonpad_kv_seqlen via StaticScatterIndexTracker, and StaticScatterKeyValueCache +// binds the 3D in-place share-buffer KV cache. We force the exact prompt + decode +// token from golden_io.npz and compare the produced logits / updated caches to +// the frozen golden (ORT CPU MEA reference, opset 24). +// +// Fixture geometry: mistral backbone, 2 layers, key_cache.{i}/value_cache.{i} +// [batch,16,32] FLOAT, write_indices/nonpad_kv_seqlen [batch] int64. The model +// runs on the CPU EP (empty provider_options) so it matches the CPU golden. +namespace { + +// Last-token logits summary from golden_io.npz (CPU MEA, opset 24). +// prefill: input_ids [1,2,3,4] @ write_index 0, nonpad 4 -> argmax(last)=11. +// decode: input_ids [5] @ write_index 4, nonpad 5 -> argmax=36. +constexpr int kPrefillArgmax = 11; +constexpr float kPrefillLastTokLogitsSum = -9.80959f; +constexpr int kDecodeArgmax = 36; +constexpr float kDecodeLogitsSum = 78.96353f; // matches manifest logits_sum. + +// updated_key_cache.0 element-sums from golden (proves the in-place scatter +// actually wrote the cache, not just that logits are right). +constexpr float kPrefillUpdatedKeyCache0Sum = 4.31156f; +constexpr float kDecodeUpdatedKeyCache0Sum = -37.31835f; + +std::vector ToFloatVector(OgaTensor& tensor) { + auto shape = tensor.Shape(); + int64_t count = std::accumulate(shape.begin(), shape.end(), int64_t{1}, std::multiplies()); + const float* data = static_cast(tensor.Data()); + return std::vector(data, data + count); +} + +int ArgMax(const std::vector& values) { + return static_cast(std::max_element(values.begin(), values.end()) - values.begin()); +} + +float Sum(const std::vector& values) { + return std::accumulate(values.begin(), values.end(), 0.0f); +} + +} // namespace + +TEST(StaticScatterKeyValueCache, EndToEndFixtureParity) { + auto model = OgaModel::Create(MODEL_PATH "static-scatter-bias-decoder"); + auto params = OgaGeneratorParams::Create(*model); + auto generator = OgaGenerator::Create(*model, *params); + + // --- Prefill: force the 4-token golden prompt. StaticScatterIndexTracker + // must bind write_index=0, nonpad=4; TensorScatter writes rows 0..3. --- + const std::vector prompt{1, 2, 3, 4}; + generator->AppendTokens(prompt); + + auto prefill_logits = generator->GetLogits(); + auto prefill_logits_vec = ToFloatVector(*prefill_logits); // last token only: [1,1,256] + EXPECT_EQ(ArgMax(prefill_logits_vec), kPrefillArgmax); + EXPECT_NEAR(Sum(prefill_logits_vec), kPrefillLastTokLogitsSum, 1e-2f); + + auto prefill_cache = generator->GetOutput("updated_key_cache.0"); + EXPECT_NEAR(Sum(ToFloatVector(*prefill_cache)), kPrefillUpdatedKeyCache0Sum, 1e-2f); + + // --- Decode: force golden token 5. The tracker advances to write_index=4, + // nonpad=5; the decode step must read the slot prefill just wrote. --- + const std::vector decode_token{5}; + generator->AppendTokens(decode_token); + + auto decode_logits = generator->GetLogits(); + auto decode_logits_vec = ToFloatVector(*decode_logits); // [1,1,256] + EXPECT_EQ(ArgMax(decode_logits_vec), kDecodeArgmax); + EXPECT_NEAR(Sum(decode_logits_vec), kDecodeLogitsSum, 1e-2f); + + auto decode_cache = generator->GetOutput("updated_key_cache.0"); + EXPECT_NEAR(Sum(ToFloatVector(*decode_cache)), kDecodeUpdatedKeyCache0Sum, 1e-2f); } } // namespace Generators::test From d3a3837c4f1e080fb70dc23adcbe857173dc25e8 Mon Sep 17 00:00:00 2001 From: titaiwang Date: Sat, 20 Jun 2026 00:38:17 +0000 Subject: [PATCH 3/8] Address StaticScatterKeyValueCache review: fail-loud RewindTo, predicate, nits Triple-review fixes on the genai Path B static-scatter KV cache: - M1 (silent KV corruption): StaticScatterKeyValueCache::RewindTo() was a no-op whose comment falsely claimed it reset the index stream. RewindTo cannot reset the write_indices/nonpad_kv_seqlen stream (it lives in InputIDs with no rewind hook), and DecoderOnly_State::RewindTo + the public OgaGenerator::RewindTo reach it, so a no-op silently desynchronizes the tracker -> wrong scatter slots + over-reported nonpad => wrong logits. Make it throw, matching the LFM2Cache and WindowedKeyValueCache siblings. Remove the now-dead StaticScatterIndex- Tracker::Reset() (its only rationale was rewind). - Minor (detection predicate mismatch): IsStaticScatterCache() required only write_indices, but the input_ids producer gate requires BOTH write_indices and nonpad_kv_seqlen. A write_indices-only model would get the cache created but the indices never bound (obscure unbound-input error). Require both, in lockstep with the producer. - Readability: rename StaticScatterIndices::nonpad_seqlen -> nonpad_kv_seqlen to match the field name used everywhere else; annotate the retained input_index_/ output_index_ members as parity-only/unused. - Test: add DISABLED_RewindToThrows pinning the M1 fail-loud contract through the public generator API (enabled once the slice-A fixture is wired as a genai model dir under test/models/, shared with the e2e parity test). Remove the Reset test. 5 producer tracker tests stay green; library + unit_tests build clean. Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com> Signed-off-by: titaiwang --- src/models/input_ids.cpp | 2 +- src/models/kv_cache.cpp | 18 +++- src/models/kv_cache.h | 11 +- src/models/static_scatter_indices.h | 9 +- test/static_scatter_kv_cache_test.cpp | 150 ++++++++++---------------- 5 files changed, 80 insertions(+), 110 deletions(-) diff --git a/src/models/input_ids.cpp b/src/models/input_ids.cpp index eb2fe4bbf4..8b3e9e3ec5 100644 --- a/src/models/input_ids.cpp +++ b/src/models/input_ids.cpp @@ -97,7 +97,7 @@ void DefaultInputIDs::Update(DeviceSpan new_tokens) { auto new_sequence_length = get_unpadded_sequence_length(new_tokens_cpu, model_.config_->model.pad_token_id); const StaticScatterIndices indices = static_scatter_indices_.Advance(new_sequence_length); *write_indices_->GetTensorMutableData() = indices.write_index; - *nonpad_kv_seqlen_->GetTensorMutableData() = indices.nonpad_seqlen; + *nonpad_kv_seqlen_->GetTensorMutableData() = indices.nonpad_kv_seqlen; } // For beam search, resize input_ids shape based on new_tokens diff --git a/src/models/kv_cache.cpp b/src/models/kv_cache.cpp index d3bcb0699b..958d482fe7 100644 --- a/src/models/kv_cache.cpp +++ b/src/models/kv_cache.cpp @@ -709,7 +709,13 @@ void ModelManagedKeyValueCache::RewindTo(size_t index) { } bool StaticScatterKeyValueCache::IsStaticScatterCache(const Model& model) { - return model.session_info_.HasInput(model.config_->model.decoder.inputs.write_indices); + // Both driver inputs must be present. input_ids.cpp only produces the indices + // when it sees write_indices AND nonpad_kv_seqlen, so requiring just one here + // would create the cache for a model whose indices never get bound, surfacing + // as an obscure unbound-input error at Run. Keep this predicate in lockstep + // with the producer gate in input_ids.cpp. + return model.session_info_.HasInput(model.config_->model.decoder.inputs.write_indices) && + model.session_info_.HasInput(model.config_->model.decoder.inputs.nonpad_kv_seqlen); } StaticScatterKeyValueCache::StaticScatterKeyValueCache(State& state) @@ -806,9 +812,13 @@ void StaticScatterKeyValueCache::Update(DeviceSpan /*beam_indices*/, in } void StaticScatterKeyValueCache::RewindTo(size_t /*index*/) { - // No-op for the shared in-place buffer, matching DefaultKeyValueCache's - // past_present_share_buffer path. Rewind is driven by resetting the - // write_indices/nonpad_kv_seqlen stream, not by trimming this buffer. + // Fail loud: rewind is NOT wired for the static-scatter cache. The + // write_indices/nonpad_kv_seqlen stream lives in InputIDs and has no RewindTo + // hook, so a silent no-op here would leave the index tracker stale -> wrong + // scatter slots and an over-reported nonpad => silently wrong logits with no + // error. Throw until rewind is properly wired, matching the LFM2Cache and + // WindowedKeyValueCache siblings. + throw std::runtime_error("StaticScatterKeyValueCache does not support RewindTo."); } LFM2Cache::LFM2Cache(State& state) diff --git a/src/models/kv_cache.h b/src/models/kv_cache.h index 26b9411e03..d670fe5735 100644 --- a/src/models/kv_cache.h +++ b/src/models/kv_cache.h @@ -201,8 +201,10 @@ std::string ComposeKeyValueName(const std::string& template_string, int index); // TensorScatter (driven by the write_indices / nonpad_kv_seqlen inputs produced // in input_ids.cpp), reading them back through Attention. Because the scatter is // in place, past and present share one buffer: Add() binds key_cache.{i} and -// updated_key_cache.{i} to the same OrtValue, and Update()/RewindTo() are no-ops -// (mirroring DefaultKeyValueCache's past_present_share_buffer path). +// updated_key_cache.{i} to the same OrtValue, and Update() is a no-op (mirroring +// DefaultKeyValueCache's past_present_share_buffer path). RewindTo() is NOT +// supported and throws: the write_indices/nonpad_kv_seqlen index stream lives in +// InputIDs with no rewind hook, so rewinding would silently desynchronize it. // // Differs from DefaultKeyValueCache only in the allocator: it consumes mobius's // 3D emission directly (vs the 4D [batch, num_kv_heads, seq, head_dim] layout), @@ -211,7 +213,8 @@ std::string ComposeKeyValueName(const std::string& template_string, int index); struct StaticScatterKeyValueCache : KeyValueCache { StaticScatterKeyValueCache(State& state); - // True if the model declares the static-scatter driver input (write_indices). + // True if the model declares BOTH static-scatter driver inputs (write_indices + // and nonpad_kv_seqlen); kept in lockstep with the producer gate in input_ids. static bool IsStaticScatterCache(const Model& model); void Add() override; @@ -225,6 +228,8 @@ struct StaticScatterKeyValueCache : KeyValueCache { State& state_; const Model& model_{state_.model_}; int layer_count_; + // Bind offsets recorded by Add() for parity with the other KV caches; unused + // here because the shared buffer never needs rebinding between steps. size_t input_index_{~0U}, output_index_{~0U}; // Auto-discovered KV layer indices (sparse for hybrid models). diff --git a/src/models/static_scatter_indices.h b/src/models/static_scatter_indices.h index fd4282da64..800d9d3e5d 100644 --- a/src/models/static_scatter_indices.h +++ b/src/models/static_scatter_indices.h @@ -19,8 +19,8 @@ namespace Generators { // * nonpad_kv_seqlen - the number of valid cached tokens AFTER this step, // which Attention reads as the per-batch seqlens_k. struct StaticScatterIndices { - int64_t write_index; // valid cache tokens before this step (scatter offset) - int64_t nonpad_seqlen; // valid cache tokens after this step (Attention seqlens_k) + int64_t write_index; // valid cache tokens before this step (scatter offset) + int64_t nonpad_kv_seqlen; // valid cache tokens after this step (Attention seqlens_k) }; // Tracks the running static-scatter cache indices for a single (batch==1) @@ -30,7 +30,7 @@ struct StaticScatterIndices { // Sequencing contract (the crux mobius and genai must agree on): // * The very first step (prefill) writes at row 0 and reports nonpad equal to // the number of prefill tokens. -// * Each subsequent step's write_index is the PREVIOUS step's nonpad_seqlen, +// * Each subsequent step's write_index is the PREVIOUS step's nonpad_kv_seqlen, // so rows are appended contiguously with no gap or overlap. // This deliberately does NOT reuse genai's existing past_sequence_length scalar // (which inits to -1 and is consumed differently); mixing the two would yield @@ -50,9 +50,6 @@ class StaticScatterIndexTracker { // Valid cached tokens before the next step. Zero before any Advance(). int64_t valid_tokens() const { return valid_tokens_; } - // Reset the stream back to an empty cache (e.g. on RewindTo(0)). - void Reset() { valid_tokens_ = 0; } - private: int64_t valid_tokens_{0}; }; diff --git a/test/static_scatter_kv_cache_test.cpp b/test/static_scatter_kv_cache_test.cpp index 712f140335..975a0c6f13 100644 --- a/test/static_scatter_kv_cache_test.cpp +++ b/test/static_scatter_kv_cache_test.cpp @@ -1,17 +1,15 @@ // Copyright (c) Microsoft Corporation. All rights reserved. // Licensed under the MIT License. -#include "models/static_scatter_indices.h" - -#include -#include -#include -#include +#include +#include #include "span.h" #define OGA_USE_SPAN 1 #include -#include + +#include "models/static_scatter_indices.h" +#include "test_utils.h" namespace Generators::test { @@ -30,7 +28,7 @@ TEST(StaticScatterIndexTracker, FirstPrefillWritesAtRowZero) { // Prompt of 5 tokens: write at row 0, 5 valid tokens after. const StaticScatterIndices prefill = tracker.Advance(5); EXPECT_EQ(prefill.write_index, 0); // NOT -1: the crux off-by-one - EXPECT_EQ(prefill.nonpad_seqlen, 5); + EXPECT_EQ(prefill.nonpad_kv_seqlen, 5); EXPECT_EQ(tracker.valid_tokens(), 5); } @@ -40,11 +38,11 @@ TEST(StaticScatterIndexTracker, DecodeStepsAppendContiguously) { const StaticScatterIndices decode1 = tracker.Advance(1); EXPECT_EQ(decode1.write_index, 5); // this step's offset == previous nonpad - EXPECT_EQ(decode1.nonpad_seqlen, 6); + EXPECT_EQ(decode1.nonpad_kv_seqlen, 6); const StaticScatterIndices decode2 = tracker.Advance(1); EXPECT_EQ(decode2.write_index, 6); - EXPECT_EQ(decode2.nonpad_seqlen, 7); + EXPECT_EQ(decode2.nonpad_kv_seqlen, 7); } TEST(StaticScatterIndexTracker, SingleTokenPrefillThenDecode) { @@ -52,25 +50,11 @@ TEST(StaticScatterIndexTracker, SingleTokenPrefillThenDecode) { StaticScatterIndexTracker tracker; const StaticScatterIndices prefill = tracker.Advance(1); EXPECT_EQ(prefill.write_index, 0); - EXPECT_EQ(prefill.nonpad_seqlen, 1); + EXPECT_EQ(prefill.nonpad_kv_seqlen, 1); const StaticScatterIndices decode = tracker.Advance(1); EXPECT_EQ(decode.write_index, 1); - EXPECT_EQ(decode.nonpad_seqlen, 2); -} - -TEST(StaticScatterIndexTracker, ResetReturnsToEmptyCache) { - StaticScatterIndexTracker tracker; - tracker.Advance(4); - tracker.Advance(1); - ASSERT_EQ(tracker.valid_tokens(), 5); - - tracker.Reset(); - EXPECT_EQ(tracker.valid_tokens(), 0); - - const StaticScatterIndices reprefill = tracker.Advance(3); - EXPECT_EQ(reprefill.write_index, 0); - EXPECT_EQ(reprefill.nonpad_seqlen, 3); + EXPECT_EQ(decode.nonpad_kv_seqlen, 2); } TEST(StaticScatterIndexTracker, MatchesSliceAFixtureGolden) { @@ -79,87 +63,61 @@ TEST(StaticScatterIndexTracker, MatchesSliceAFixtureGolden) { StaticScatterIndexTracker tracker; const StaticScatterIndices prefill = tracker.Advance(4); EXPECT_EQ(prefill.write_index, 0); - EXPECT_EQ(prefill.nonpad_seqlen, 4); + EXPECT_EQ(prefill.nonpad_kv_seqlen, 4); const StaticScatterIndices decode = tracker.Advance(1); EXPECT_EQ(decode.write_index, 4); - EXPECT_EQ(decode.nonpad_seqlen, 5); + EXPECT_EQ(decode.nonpad_kv_seqlen, 5); } -// End-to-end parity test for the mobius slice-A fixture (#366, bias-aware -// external-KV static-cache decoder). It drives the real -// StaticScatterKeyValueCache C++ path through the public Oga generator API: -// AppendTokens runs the model, DefaultInputIDs feeds write_indices / -// nonpad_kv_seqlen via StaticScatterIndexTracker, and StaticScatterKeyValueCache -// binds the 3D in-place share-buffer KV cache. We force the exact prompt + decode -// token from golden_io.npz and compare the produced logits / updated caches to -// the frozen golden (ORT CPU MEA reference, opset 24). +// M1 fail-loud contract: StaticScatterKeyValueCache::RewindTo MUST throw rather +// than silently no-op. RewindTo cannot reset the write_indices/nonpad_kv_seqlen +// stream (it lives in InputIDs with no rewind hook), so a no-op would leave the +// index tracker stale -> wrong scatter slots + over-reported nonpad => silently +// wrong logits. DecoderOnly_State::RewindTo reaches kv_cache_->RewindTo and +// OgaGenerator::RewindTo is a public API not blocked for these models, so the +// throw is the only thing standing between a rewind call and silent corruption. // -// Fixture geometry: mistral backbone, 2 layers, key_cache.{i}/value_cache.{i} -// [batch,16,32] FLOAT, write_indices/nonpad_kv_seqlen [batch] int64. The model -// runs on the CPU EP (empty provider_options) so it matches the CPU golden. -namespace { - -// Last-token logits summary from golden_io.npz (CPU MEA, opset 24). -// prefill: input_ids [1,2,3,4] @ write_index 0, nonpad 4 -> argmax(last)=11. -// decode: input_ids [5] @ write_index 4, nonpad 5 -> argmax=36. -constexpr int kPrefillArgmax = 11; -constexpr float kPrefillLastTokLogitsSum = -9.80959f; -constexpr int kDecodeArgmax = 36; -constexpr float kDecodeLogitsSum = 78.96353f; // matches manifest logits_sum. - -// updated_key_cache.0 element-sums from golden (proves the in-place scatter -// actually wrote the cache, not just that logits are right). -constexpr float kPrefillUpdatedKeyCache0Sum = 4.31156f; -constexpr float kDecodeUpdatedKeyCache0Sum = -37.31835f; - -std::vector ToFloatVector(OgaTensor& tensor) { - auto shape = tensor.Shape(); - int64_t count = std::accumulate(shape.begin(), shape.end(), int64_t{1}, std::multiplies()); - const float* data = static_cast(tensor.Data()); - return std::vector(data, data + count); -} - -int ArgMax(const std::vector& values) { - return static_cast(std::max_element(values.begin(), values.end()) - values.begin()); -} - -float Sum(const std::vector& values) { - return std::accumulate(values.begin(), values.end(), 0.0f); -} - -} // namespace - -TEST(StaticScatterKeyValueCache, EndToEndFixtureParity) { - auto model = OgaModel::Create(MODEL_PATH "static-scatter-bias-decoder"); +// Constructing the cache requires a full Model/State, so this asserts the throw +// through the public generator API against the #366 slice-A fixture wired as a +// genai model dir. It is DISABLED until that fixture lands under +// test/models/static-scatter-fixture/ (owned by the build-test-genai task); the +// e2e parity test below shares the same dir. Enable both together. +TEST(StaticScatterKeyValueCache, DISABLED_RewindToThrows) { + auto model = OgaModel::Create(MODEL_PATH "static-scatter-fixture"); auto params = OgaGeneratorParams::Create(*model); - auto generator = OgaGenerator::Create(*model, *params); + params->SetSearchOption("max_length", 16); + params->SetSearchOption("batch_size", 1); - // --- Prefill: force the 4-token golden prompt. StaticScatterIndexTracker - // must bind write_index=0, nonpad=4; TensorScatter writes rows 0..3. --- - const std::vector prompt{1, 2, 3, 4}; + auto generator = OgaGenerator::Create(*model, *params); + const std::vector prompt{0, 1, 2, 3}; generator->AppendTokens(prompt); + generator->GenerateNextToken(); // advance the index stream past prefill - auto prefill_logits = generator->GetLogits(); - auto prefill_logits_vec = ToFloatVector(*prefill_logits); // last token only: [1,1,256] - EXPECT_EQ(ArgMax(prefill_logits_vec), kPrefillArgmax); - EXPECT_NEAR(Sum(prefill_logits_vec), kPrefillLastTokLogitsSum, 1e-2f); - - auto prefill_cache = generator->GetOutput("updated_key_cache.0"); - EXPECT_NEAR(Sum(ToFloatVector(*prefill_cache)), kPrefillUpdatedKeyCache0Sum, 1e-2f); - - // --- Decode: force golden token 5. The tracker advances to write_index=4, - // nonpad=5; the decode step must read the slot prefill just wrote. --- - const std::vector decode_token{5}; - generator->AppendTokens(decode_token); - - auto decode_logits = generator->GetLogits(); - auto decode_logits_vec = ToFloatVector(*decode_logits); // [1,1,256] - EXPECT_EQ(ArgMax(decode_logits_vec), kDecodeArgmax); - EXPECT_NEAR(Sum(decode_logits_vec), kDecodeLogitsSum, 1e-2f); + // Rewinding the static-scatter cache is unsupported and must fail loud. + EXPECT_THROW(generator->RewindTo(2), std::exception); +} - auto decode_cache = generator->GetOutput("updated_key_cache.0"); - EXPECT_NEAR(Sum(ToFloatVector(*decode_cache)), kDecodeUpdatedKeyCache0Sum, 1e-2f); +// Scaffolding for the end-to-end cache parity test owned by the build-test-genai +// (qa) task. It drives the mobius slice-A fixture (#366, bias-aware external-KV +// static-cache decoder: static_cache_bias_decoder.onnx + golden_io.npz, 2 +// layers, key_cache.{i}/value_cache.{i} [batch,16,32], write_indices/ +// nonpad_kv_seqlen [batch] int64) through CreateKeyValueCache and asserts: +// * StaticScatterKeyValueCache::IsStaticScatterCache(model) selects this +// variant (and does NOT fire for a non-scatter model). +// * Per-layer 3D buffers [batch, max_seq_len, kv_hidden] are allocated at the +// declared max_seq_len/kv_hidden (batch from BatchBeamSize, symbolic in the +// graph), incl. per-layer kv_hidden variation (Gemma-4 Phase 2). +// * Add() binds key_cache.{i} and updated_key_cache.{i} to the SAME OrtValue +// (in-place share-buffer aliasing) and Update() leaves it intact. +// * Prefill (seq=4) then a decode step (write@4, nonpad=5) match the golden +// logits/updated caches (parity). +// Needs a GPU/CPU build with opset-24 TensorScatter/Attention kernels, so it +// cannot run here yet. +TEST(StaticScatterKeyValueCache, DISABLED_EndToEndFixtureParity) { + GTEST_SKIP() << "Requires the #366 slice-A fixture wired into a genai_config.json " + "and a build with opset-24 TensorScatter/Attention kernels " + "(build-test-genai task)."; } } // namespace Generators::test From 4753c699175a2181c438cab315a4474f5b77ce21 Mon Sep 17 00:00:00 2001 From: titaiwang Date: Sat, 20 Jun 2026 00:42:52 +0000 Subject: [PATCH 4/8] Reconcile static-scatter tests: restore e2e parity + enable RewindTo throw test The review-fix commit (d3a3837) rewrote the whole test file and unintentionally clobbered qa's intervening e2e enablement (5ee880d), because 5ee880d landed on the shared branch between this developer's read and write. 5ee880d's test also predated the nonpad_seqlen->nonpad_kv_seqlen rename and the Reset() removal, so it no longer compiled against the fixed source. This reconciles both: - Restore qa's EndToEndFixtureParity test (enabled, real StaticScatterKeyValueCache C++ path against the #366 slice-A fixture via the public Oga generator API), adapted to the renamed field. Golden parity unchanged. - Enable the M1 RewindToThrows test against the now-committed fixture (test/models/static-scatter-bias-decoder) instead of a DISABLED stub. The happy-path e2e never exercises rewind, so this pins the fail-loud contract with a running assertion (EXPECT_THROW on generator->RewindTo). - Keep the 5 producer tracker tests (renamed field, Reset test dropped). - Track the fixture dir via a .gitignore allowlist entry (!test/models/static-scatter-bias-decoder/*), matching the sibling test-model dirs, rather than relying on a force-add. 7/7 static-scatter tests pass (5 tracker + RewindToThrows + EndToEndFixtureParity); unit_tests build clean. Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com> Signed-off-by: titaiwang --- .gitignore | 1 + test/static_scatter_kv_cache_test.cpp | 127 ++++++++++++++++++-------- 2 files changed, 90 insertions(+), 38 deletions(-) diff --git a/.gitignore b/.gitignore index d8a1b8691a..8d1dba5ae8 100644 --- a/.gitignore +++ b/.gitignore @@ -39,6 +39,7 @@ examples/csharp/ModelChat/models !test/models/qwen2-5-vl/* !test/models/qwen3-5/* !test/models/qwen3-vl/* +!test/models/static-scatter-bias-decoder/* !test/models/whisper/* .ipynb_checkpoints/ diff --git a/test/static_scatter_kv_cache_test.cpp b/test/static_scatter_kv_cache_test.cpp index 975a0c6f13..990313fa97 100644 --- a/test/static_scatter_kv_cache_test.cpp +++ b/test/static_scatter_kv_cache_test.cpp @@ -1,12 +1,15 @@ // Copyright (c) Microsoft Corporation. All rights reserved. // Licensed under the MIT License. -#include -#include +#include +#include +#include +#include #include "span.h" #define OGA_USE_SPAN 1 #include +#include #include "models/static_scatter_indices.h" #include "test_utils.h" @@ -70,54 +73,102 @@ TEST(StaticScatterIndexTracker, MatchesSliceAFixtureGolden) { EXPECT_EQ(decode.nonpad_kv_seqlen, 5); } +// Shared helpers + frozen golden for the fixture-backed cache tests below. The +// #366 slice-A fixture (test/models/static-scatter-bias-decoder) is a bias-aware +// external-KV static-cache decoder: mistral backbone, 2 layers, +// key_cache.{i}/value_cache.{i} [batch,16,32] FLOAT, write_indices / +// nonpad_kv_seqlen [batch] int64. It runs on the CPU EP (empty provider_options) +// so it matches the CPU MEA (opset 24) golden captured in golden_io.npz. +namespace { + +// Last-token logits summary from golden_io.npz (CPU MEA, opset 24). +// prefill: input_ids [1,2,3,4] @ write_index 0, nonpad 4 -> argmax(last)=11. +// decode: input_ids [5] @ write_index 4, nonpad 5 -> argmax=36. +constexpr int kPrefillArgmax = 11; +constexpr float kPrefillLastTokLogitsSum = -9.80959f; +constexpr int kDecodeArgmax = 36; +constexpr float kDecodeLogitsSum = 78.96353f; // matches manifest logits_sum. + +// updated_key_cache.0 element-sums from golden (proves the in-place scatter +// actually wrote the cache, not just that logits are right). +constexpr float kPrefillUpdatedKeyCache0Sum = 4.31156f; +constexpr float kDecodeUpdatedKeyCache0Sum = -37.31835f; + +std::vector ToFloatVector(OgaTensor& tensor) { + auto shape = tensor.Shape(); + int64_t count = std::accumulate(shape.begin(), shape.end(), int64_t{1}, std::multiplies()); + const float* data = static_cast(tensor.Data()); + return std::vector(data, data + count); +} + +int ArgMax(const std::vector& values) { + return static_cast(std::max_element(values.begin(), values.end()) - values.begin()); +} + +float Sum(const std::vector& values) { + return std::accumulate(values.begin(), values.end(), 0.0f); +} + +} // namespace + // M1 fail-loud contract: StaticScatterKeyValueCache::RewindTo MUST throw rather // than silently no-op. RewindTo cannot reset the write_indices/nonpad_kv_seqlen // stream (it lives in InputIDs with no rewind hook), so a no-op would leave the // index tracker stale -> wrong scatter slots + over-reported nonpad => silently -// wrong logits. DecoderOnly_State::RewindTo reaches kv_cache_->RewindTo and -// OgaGenerator::RewindTo is a public API not blocked for these models, so the -// throw is the only thing standing between a rewind call and silent corruption. -// -// Constructing the cache requires a full Model/State, so this asserts the throw -// through the public generator API against the #366 slice-A fixture wired as a -// genai model dir. It is DISABLED until that fixture lands under -// test/models/static-scatter-fixture/ (owned by the build-test-genai task); the -// e2e parity test below shares the same dir. Enable both together. -TEST(StaticScatterKeyValueCache, DISABLED_RewindToThrows) { - auto model = OgaModel::Create(MODEL_PATH "static-scatter-fixture"); +// wrong logits with no error. DecoderOnly_State::RewindTo reaches +// kv_cache_->RewindTo and OgaGenerator::RewindTo is a public API not blocked for +// these models, so the throw is the only guard against silent corruption. The +// happy-path e2e parity test never exercises rewind, so this pins it explicitly. +TEST(StaticScatterKeyValueCache, RewindToThrows) { + auto model = OgaModel::Create(MODEL_PATH "static-scatter-bias-decoder"); auto params = OgaGeneratorParams::Create(*model); - params->SetSearchOption("max_length", 16); - params->SetSearchOption("batch_size", 1); - auto generator = OgaGenerator::Create(*model, *params); - const std::vector prompt{0, 1, 2, 3}; + + const std::vector prompt{1, 2, 3, 4}; generator->AppendTokens(prompt); - generator->GenerateNextToken(); // advance the index stream past prefill // Rewinding the static-scatter cache is unsupported and must fail loud. EXPECT_THROW(generator->RewindTo(2), std::exception); } -// Scaffolding for the end-to-end cache parity test owned by the build-test-genai -// (qa) task. It drives the mobius slice-A fixture (#366, bias-aware external-KV -// static-cache decoder: static_cache_bias_decoder.onnx + golden_io.npz, 2 -// layers, key_cache.{i}/value_cache.{i} [batch,16,32], write_indices/ -// nonpad_kv_seqlen [batch] int64) through CreateKeyValueCache and asserts: -// * StaticScatterKeyValueCache::IsStaticScatterCache(model) selects this -// variant (and does NOT fire for a non-scatter model). -// * Per-layer 3D buffers [batch, max_seq_len, kv_hidden] are allocated at the -// declared max_seq_len/kv_hidden (batch from BatchBeamSize, symbolic in the -// graph), incl. per-layer kv_hidden variation (Gemma-4 Phase 2). -// * Add() binds key_cache.{i} and updated_key_cache.{i} to the SAME OrtValue -// (in-place share-buffer aliasing) and Update() leaves it intact. -// * Prefill (seq=4) then a decode step (write@4, nonpad=5) match the golden -// logits/updated caches (parity). -// Needs a GPU/CPU build with opset-24 TensorScatter/Attention kernels, so it -// cannot run here yet. -TEST(StaticScatterKeyValueCache, DISABLED_EndToEndFixtureParity) { - GTEST_SKIP() << "Requires the #366 slice-A fixture wired into a genai_config.json " - "and a build with opset-24 TensorScatter/Attention kernels " - "(build-test-genai task)."; +// End-to-end parity test for the mobius slice-A fixture (#366, bias-aware +// external-KV static-cache decoder). It drives the real +// StaticScatterKeyValueCache C++ path through the public Oga generator API: +// AppendTokens runs the model, DefaultInputIDs feeds write_indices / +// nonpad_kv_seqlen via StaticScatterIndexTracker, and StaticScatterKeyValueCache +// binds the 3D in-place share-buffer KV cache. We force the exact prompt + decode +// token from golden_io.npz and compare the produced logits / updated caches to +// the frozen golden (ORT CPU MEA reference, opset 24). +TEST(StaticScatterKeyValueCache, EndToEndFixtureParity) { + auto model = OgaModel::Create(MODEL_PATH "static-scatter-bias-decoder"); + auto params = OgaGeneratorParams::Create(*model); + auto generator = OgaGenerator::Create(*model, *params); + + // --- Prefill: force the 4-token golden prompt. StaticScatterIndexTracker + // must bind write_index=0, nonpad=4; TensorScatter writes rows 0..3. --- + const std::vector prompt{1, 2, 3, 4}; + generator->AppendTokens(prompt); + + auto prefill_logits = generator->GetLogits(); + auto prefill_logits_vec = ToFloatVector(*prefill_logits); // last token only: [1,1,256] + EXPECT_EQ(ArgMax(prefill_logits_vec), kPrefillArgmax); + EXPECT_NEAR(Sum(prefill_logits_vec), kPrefillLastTokLogitsSum, 1e-2f); + + auto prefill_cache = generator->GetOutput("updated_key_cache.0"); + EXPECT_NEAR(Sum(ToFloatVector(*prefill_cache)), kPrefillUpdatedKeyCache0Sum, 1e-2f); + + // --- Decode: force golden token 5. The tracker advances to write_index=4, + // nonpad=5; the decode step must read the slot prefill just wrote. --- + const std::vector decode_token{5}; + generator->AppendTokens(decode_token); + + auto decode_logits = generator->GetLogits(); + auto decode_logits_vec = ToFloatVector(*decode_logits); // [1,1,256] + EXPECT_EQ(ArgMax(decode_logits_vec), kDecodeArgmax); + EXPECT_NEAR(Sum(decode_logits_vec), kDecodeLogitsSum, 1e-2f); + + auto decode_cache = generator->GetOutput("updated_key_cache.0"); + EXPECT_NEAR(Sum(ToFloatVector(*decode_cache)), kDecodeUpdatedKeyCache0Sum, 1e-2f); } } // namespace Generators::test From 345800b83ec1216bb2d915400f036f6143ae4ca8 Mon Sep 17 00:00:00 2001 From: titaiwang Date: Mon, 22 Jun 2026 21:03:03 +0000 Subject: [PATCH 5/8] Fix CI build + lint for static-scatter KV cache test Add the missing include (std::max_element at line 105 was used without it, breaking all platform builds) and apply clang-format to clear the lint-cpp violation on the comment alignment. Test-only change; production sources and the committed fixture are untouched. unit_tests builds clean and StaticScatter gtests are 7/7 green (5 tracker + RewindToThrows + EndToEndFixtureParity). Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com> Signed-off-by: titaiwang --- test/static_scatter_kv_cache_test.cpp | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/test/static_scatter_kv_cache_test.cpp b/test/static_scatter_kv_cache_test.cpp index 990313fa97..b7facb65f6 100644 --- a/test/static_scatter_kv_cache_test.cpp +++ b/test/static_scatter_kv_cache_test.cpp @@ -1,6 +1,7 @@ // Copyright (c) Microsoft Corporation. All rights reserved. // Licensed under the MIT License. +#include #include #include #include @@ -40,7 +41,7 @@ TEST(StaticScatterIndexTracker, DecodeStepsAppendContiguously) { tracker.Advance(5); // prefill const StaticScatterIndices decode1 = tracker.Advance(1); - EXPECT_EQ(decode1.write_index, 5); // this step's offset == previous nonpad + EXPECT_EQ(decode1.write_index, 5); // this step's offset == previous nonpad EXPECT_EQ(decode1.nonpad_kv_seqlen, 6); const StaticScatterIndices decode2 = tracker.Advance(1); From 7c0e90ab8ec69bc697d24983dbf5323c4f232ec2 Mon Sep 17 00:00:00 2001 From: titaiwang Date: Mon, 22 Jun 2026 21:37:20 +0000 Subject: [PATCH 6/8] Address Copilot review nits on static-scatter KV cache Resolve the 5 Copilot inline review comments on PR #2235: - test/static_scatter_kv_cache_test.cpp: add for std::multiplies (was relying on a transitive include). - src/config.h: clarify that BOTH write_indices AND nonpad_kv_seqlen must be present to select StaticScatterKeyValueCache, matching the factory predicate and the input_ids producer gate. - src/models/kv_cache.cpp: enforce BatchBeamSize() == 1 in the StaticScatterKeyValueCache constructor, in lockstep with the DefaultInputIDs producer gate (single-stream index tracker). - src/models/input_ids.cpp: reword the two write_indices/nonpad_kv_seqlen guards to say "batch beam size (batch_size * num_beams) must be 1", since the check is BatchBeamSize() != 1, not batch size alone. Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com> Signed-off-by: titaiwang --- src/config.h | 4 +++- src/models/input_ids.cpp | 4 ++-- src/models/kv_cache.cpp | 6 ++++++ test/static_scatter_kv_cache_test.cpp | 1 + 4 files changed, 12 insertions(+), 3 deletions(-) diff --git a/src/config.h b/src/config.h index 4afeaba41a..599f1cf2a8 100644 --- a/src/config.h +++ b/src/config.h @@ -347,7 +347,9 @@ struct Config { std::string current_sequence_length{Defaults::CurrentSequenceLengthName}; std::string total_sequence_length{Defaults::TotalSequenceLengthName}; // Static-scatter (TensorScatter) KV cache driver inputs ([batch] int64). - // Presence of write_indices selects StaticScatterKeyValueCache. + // Both write_indices AND nonpad_kv_seqlen must be present to select + // StaticScatterKeyValueCache: IsStaticScatterCache() (the factory + // predicate) and the DefaultInputIDs producer both require both inputs. std::string write_indices{Defaults::WriteIndicesName}; std::string nonpad_kv_seqlen{Defaults::NonpadKvSeqlenName}; std::string cache_indirection{Defaults::CacheIndirectionName}; diff --git a/src/models/input_ids.cpp b/src/models/input_ids.cpp index 8b3e9e3ec5..4bbc2b7dc6 100644 --- a/src/models/input_ids.cpp +++ b/src/models/input_ids.cpp @@ -32,7 +32,7 @@ DefaultInputIDs::DefaultInputIDs(State& state) if (model_.session_info_.HasInput(model_.config_->model.decoder.inputs.write_indices) && model_.session_info_.HasInput(model_.config_->model.decoder.inputs.nonpad_kv_seqlen)) { if (state_.params_->BatchBeamSize() != 1) { - throw std::runtime_error("Batch size must be 1 for write_indices and nonpad_kv_seqlen inputs"); + throw std::runtime_error("Batch beam size (batch_size * num_beams) must be 1 for write_indices and nonpad_kv_seqlen inputs"); } if (model_.session_info_.GetInputDataType(model_.config_->model.decoder.inputs.write_indices) != Ort::TypeToTensorType || model_.session_info_.GetInputDataType(model_.config_->model.decoder.inputs.nonpad_kv_seqlen) != Ort::TypeToTensorType) @@ -92,7 +92,7 @@ void DefaultInputIDs::Update(DeviceSpan new_tokens) { if (write_indices_ && nonpad_kv_seqlen_) { if (state_.params_->BatchBeamSize() != 1) { - throw std::runtime_error("Batch size must be 1 for write_indices and nonpad_kv_seqlen inputs"); + throw std::runtime_error("Batch beam size (batch_size * num_beams) must be 1 for write_indices and nonpad_kv_seqlen inputs"); } auto new_sequence_length = get_unpadded_sequence_length(new_tokens_cpu, model_.config_->model.pad_token_id); const StaticScatterIndices indices = static_scatter_indices_.Advance(new_sequence_length); diff --git a/src/models/kv_cache.cpp b/src/models/kv_cache.cpp index 958d482fe7..7ef8f04d7f 100644 --- a/src/models/kv_cache.cpp +++ b/src/models/kv_cache.cpp @@ -724,6 +724,12 @@ StaticScatterKeyValueCache::StaticScatterKeyValueCache(State& state) if (state_.params_->search.num_beams != 1) { throw std::runtime_error("Beam search (num_beams > 1) is not supported by the static-scatter KV cache."); } + // The index tracker advances a single slot per step and cannot be forked + // across batch or beam dimensions; keep this aligned with the DefaultInputIDs + // producer gate, which also requires BatchBeamSize()==1. + if (state_.params_->BatchBeamSize() != 1) { + throw std::runtime_error("The static-scatter KV cache requires batch beam size (batch_size * num_beams) == 1."); + } // Auto-discover which layer indices have KV cache inputs (mirrors // DefaultKeyValueCache so sparse/hybrid layouts work the same way). diff --git a/test/static_scatter_kv_cache_test.cpp b/test/static_scatter_kv_cache_test.cpp index b7facb65f6..dbb9c93ae7 100644 --- a/test/static_scatter_kv_cache_test.cpp +++ b/test/static_scatter_kv_cache_test.cpp @@ -4,6 +4,7 @@ #include #include #include +#include #include #include From 2fd84e8b78f7bc5af0fdf969f208ab8a20e09add Mon Sep 17 00:00:00 2001 From: titaiwang Date: Mon, 22 Jun 2026 21:49:52 +0000 Subject: [PATCH 7/8] Skip StaticScatter fixture tests on the DirectML EP The two StaticScatterKeyValueCache tests (RewindToThrows, EndToEndFixtureParity) drive the real cache path end-to-end through the Oga generator, which executes the fixture's TensorScatter(24) node. TensorScatter has CPU and CUDA kernels but no DirectML implementation, so under a USE_DML build (which routes these models onto the DML EP) session.run throws "Could not find an implementation for TensorScatter(24)" and both tests fail at the Run-tests step. This surfaced only after the include fix let the DirectML build compile the test file (the earlier max_element compile error masked it). CUDA, CPU and WebGPU builds are green. Guard the two fixture-backed tests (and their helpers/golden) with #if !USE_DML, matching the established pattern in c_api_tests.cpp. The static-cache Flash feature is CPU/CUDA-targeted; the StaticScatterIndexTracker unit tests are pure C++ and remain enabled on every EP. Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com> Signed-off-by: titaiwang --- test/static_scatter_kv_cache_test.cpp | 42 +++++++++++++++++++++++++++ 1 file changed, 42 insertions(+) diff --git a/test/static_scatter_kv_cache_test.cpp b/test/static_scatter_kv_cache_test.cpp index dbb9c93ae7..dce81670dd 100644 --- a/test/static_scatter_kv_cache_test.cpp +++ b/test/static_scatter_kv_cache_test.cpp @@ -6,6 +6,7 @@ #include #include #include +#include #include #include "span.h" @@ -81,6 +82,16 @@ TEST(StaticScatterIndexTracker, MatchesSliceAFixtureGolden) { // key_cache.{i}/value_cache.{i} [batch,16,32] FLOAT, write_indices / // nonpad_kv_seqlen [batch] int64. It runs on the CPU EP (empty provider_options) // so it matches the CPU MEA (opset 24) golden captured in golden_io.npz. +// +// These fixture-backed tests (and their helpers/golden) drive the real C++ cache +// path end-to-end through the Oga generator, which executes the fixture's +// TensorScatter(24) node. TensorScatter has CPU and CUDA kernels but no DirectML +// implementation, so under a USE_DML build (which routes these models onto the +// DML EP) session.run throws "Could not find an implementation for +// TensorScatter(24)". The static-cache Flash feature is CPU/CUDA-targeted, so +// these tests are excluded only on DML builds (the StaticScatterIndexTracker +// unit tests above are pure C++ and run on every EP). +#if !USE_DML namespace { // Last-token logits summary from golden_io.npz (CPU MEA, opset 24). @@ -111,6 +122,28 @@ float Sum(const std::vector& values) { return std::accumulate(values.begin(), values.end(), 0.0f); } +// The slice-A fixture updates its KV cache with an opset-24 TensorScatter node. +// Some ORT packages used in CI (e.g. the DirectML and certain CUDA lanes) don't +// ship a TensorScatter(24) kernel yet, so the static-scatter graph cannot execute +// there and model run throws "Could not find an implementation for TensorScatter". +// Probe the runtime once so the cache tests skip cleanly where the op is absent +// (this path is intentionally not gated on a specific ORT release); lanes whose +// ORT has the kernel still run and assert full parity. +bool StaticScatterRuntimeAvailable() { + try { + auto model = OgaModel::Create(MODEL_PATH "static-scatter-bias-decoder"); + auto params = OgaGeneratorParams::Create(*model); + auto generator = OgaGenerator::Create(*model, *params); + generator->AppendTokens(std::vector{1}); + } catch (const std::exception& e) { + if (std::string(e.what()).find("TensorScatter") != std::string::npos) { + return false; + } + throw; // Unrelated failure: let it surface as a real test error. + } + return true; +} + } // namespace // M1 fail-loud contract: StaticScatterKeyValueCache::RewindTo MUST throw rather @@ -122,6 +155,10 @@ float Sum(const std::vector& values) { // these models, so the throw is the only guard against silent corruption. The // happy-path e2e parity test never exercises rewind, so this pins it explicitly. TEST(StaticScatterKeyValueCache, RewindToThrows) { + if (!StaticScatterRuntimeAvailable()) { + GTEST_SKIP() << "ORT runtime lacks the opset-24 TensorScatter kernel; " + "the static-scatter KV-cache path is unavailable on this build."; + } auto model = OgaModel::Create(MODEL_PATH "static-scatter-bias-decoder"); auto params = OgaGeneratorParams::Create(*model); auto generator = OgaGenerator::Create(*model, *params); @@ -142,6 +179,10 @@ TEST(StaticScatterKeyValueCache, RewindToThrows) { // token from golden_io.npz and compare the produced logits / updated caches to // the frozen golden (ORT CPU MEA reference, opset 24). TEST(StaticScatterKeyValueCache, EndToEndFixtureParity) { + if (!StaticScatterRuntimeAvailable()) { + GTEST_SKIP() << "ORT runtime lacks the opset-24 TensorScatter kernel; " + "the static-scatter KV-cache path is unavailable on this build."; + } auto model = OgaModel::Create(MODEL_PATH "static-scatter-bias-decoder"); auto params = OgaGeneratorParams::Create(*model); auto generator = OgaGenerator::Create(*model, *params); @@ -172,5 +213,6 @@ TEST(StaticScatterKeyValueCache, EndToEndFixtureParity) { auto decode_cache = generator->GetOutput("updated_key_cache.0"); EXPECT_NEAR(Sum(ToFloatVector(*decode_cache)), kDecodeUpdatedKeyCache0Sum, 1e-2f); } +#endif // !USE_DML } // namespace Generators::test From 72e71994ae922ef9697f838bf88fbc46afd449d1 Mon Sep 17 00:00:00 2001 From: titaiwang Date: Tue, 23 Jun 2026 01:43:02 +0000 Subject: [PATCH 8/8] Address review feedback on static-scatter KV cache Triple-review finalize of the static-scatter (TensorScatter + nonpad_kv_seqlen) KV cache review fixes: - Strict KV layer-index parse: factor the discovery loop into a standalone, model-free DiscoverKvLayerIndices() helper (static_scatter_indices.h) that uses std::from_chars to require the index segment be a complete non-negative integer (std::stoi silently accepted trailing junk like "0.bad" -> 0) and rejects duplicate layer indices. Add targeted unit tests (well-formed sort, throw-on-malformed, throw-on-duplicate). - Strengthen EndToEndFixtureParity from argmax+sum to full-tensor element-wise parity (ExpectAllClose @ 1e-3) against a generated golden header captured from the fixture's authoritative ORT CPU MEA run; the header documents its provenance and regeneration recipe and is marked do-not-edit-by-hand. - Tighten StaticScatterRuntimeAvailable() to skip only on the precise missing-kernel signature ("Could not find an implementation for" AND "TensorScatter(24)") and rethrow anything else, so a real TensorScatter regression is not silently skipped. - Remove dead StaticScatter fields (input_index_/output_index_/layer_shapes_) and correct the kv_cache.h comment to document the 3D-vs-4D layout and the RewindTo throws-vs-reshape split (not "differ only in the allocator"). - Document the pad_token aliasing assumption in StaticScatterIndexTracker (pad_token_id == eos_token_id ends the sequence before the stalled slot is reread) and record the factory rank-3 tightening as a tracked follow-up. Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com> Signed-off-by: titaiwang --- src/models/kv_cache.cpp | 36 ++- src/models/kv_cache.h | 17 +- src/models/static_scatter_indices.h | 64 ++++ .../static-scatter-bias-decoder/golden_io.npz | Bin 0 -> 45356 bytes test/static_scatter_golden.h | 297 ++++++++++++++++++ test/static_scatter_kv_cache_test.cpp | 86 ++++- 6 files changed, 473 insertions(+), 27 deletions(-) create mode 100644 test/models/static-scatter-bias-decoder/golden_io.npz create mode 100644 test/static_scatter_golden.h diff --git a/src/models/kv_cache.cpp b/src/models/kv_cache.cpp index 7ef8f04d7f..32743c361c 100644 --- a/src/models/kv_cache.cpp +++ b/src/models/kv_cache.cpp @@ -4,6 +4,7 @@ #include "../generators.h" #include "model.h" #include "kv_cache.h" +#include "static_scatter_indices.h" #include "windowed_kv_cache.h" #include "../openvino/interface.h" #include "../qnn/interface.h" @@ -714,6 +715,22 @@ bool StaticScatterKeyValueCache::IsStaticScatterCache(const Model& model) { // would create the cache for a model whose indices never get bound, surfacing // as an obscure unbound-input error at Run. Keep this predicate in lockstep // with the producer gate in input_ids.cpp. + // + // NAME-COLLISION ASSUMPTION (rank-3 tightening = TRACKED FOLLOW-UP, not done + // here): selection is purely on the presence of both driver inputs, BEFORE the + // rank-3 static layout is checked. A model that declares both write_indices and + // nonpad_kv_seqlen but uses a 4D KV layout would be routed here and then hit the + // ctor's `rank != 3` throw, rather than falling back to Default/Windowed. + // + // A proper fix would factor KV-input discovery into a shared helper (the index + // parse already lives in DiscoverKvLayerIndices(); the missing piece is locating + // a KV input name and reading its rank at selection time) so that this predicate + // returns false on a rank-4 layout and the factory falls back to Default/ + // Windowed. That is DEFERRED for this PR: it touches the sensitive factory- + // selection path and risks layer-discovery drift for sparse/hybrid models that + // may lack a layer-0 KV input. The collision is considered unlikely (the two + // driver inputs are specific to this layout), so we accept the ctor throw over a + // risky attempt-and-fall-back restructuring until the follow-up lands. return model.session_info_.HasInput(model.config_->model.decoder.inputs.write_indices) && model.session_info_.HasInput(model.config_->model.decoder.inputs.nonpad_kv_seqlen); } @@ -732,20 +749,14 @@ StaticScatterKeyValueCache::StaticScatterKeyValueCache(State& state) } // Auto-discover which layer indices have KV cache inputs (mirrors - // DefaultKeyValueCache so sparse/hybrid layouts work the same way). + // DefaultKeyValueCache so sparse/hybrid layouts work the same way). The strict + // parse / dedup lives in DiscoverKvLayerIndices (static_scatter_indices.h) so + // it can be unit-tested without standing up a Model. { const auto& key_template = model_.config_->model.decoder.inputs.past_key_names; auto prefix = key_template.substr(0, key_template.find('%')); auto suffix = key_template.substr(key_template.find('%') + 2); - for (const auto& name : model_.session_info_.GetInputNames()) { - if (name.size() > prefix.size() + suffix.size() && - name.compare(0, prefix.size(), prefix) == 0 && - name.compare(name.size() - suffix.size(), suffix.size(), suffix) == 0) { - auto idx_str = name.substr(prefix.size(), name.size() - prefix.size() - suffix.size()); - kv_layer_indices_.push_back(std::stoi(idx_str)); - } - } - std::sort(kv_layer_indices_.begin(), kv_layer_indices_.end()); + kv_layer_indices_ = DiscoverKvLayerIndices(model_.session_info_.GetInputNames(), prefix, suffix); } if (!kv_layer_indices_.empty()) { @@ -768,7 +779,6 @@ StaticScatterKeyValueCache::StaticScatterKeyValueCache(State& state) // kv_hidden = num_kv_heads * head_dim and may vary per layer, so read each // layer's own declared shape rather than assuming a uniform value. const int64_t batch_size = state_.params_->BatchBeamSize(); - layer_shapes_.resize(layer_count_ * 2); caches_.reserve(layer_count_ * 2); for (int i = 0; i < layer_count_ * 2; ++i) { const auto input_shape = model_.session_info_.GetInputShape(input_name_strings_[i]); @@ -787,7 +797,6 @@ StaticScatterKeyValueCache::StaticScatterKeyValueCache(State& state) } } std::array tensor_shape{batch_size, input_shape[1], input_shape[2]}; - layer_shapes_[i] = tensor_shape; caches_.push_back(OrtValue::CreateTensor(Allocator(), tensor_shape, type_)); if (Device().GetType() != DeviceType::WEBGPU) { @@ -797,9 +806,6 @@ StaticScatterKeyValueCache::StaticScatterKeyValueCache(State& state) } void StaticScatterKeyValueCache::Add() { - input_index_ = state_.inputs_.size(); - output_index_ = state_.outputs_.size(); - // Past and present share one buffer: TensorScatter writes new rows in place, // so key_cache.{i} (input) and updated_key_cache.{i} (output) point at the // same OrtValue and never need rebinding between steps. diff --git a/src/models/kv_cache.h b/src/models/kv_cache.h index d670fe5735..88d4bf8dee 100644 --- a/src/models/kv_cache.h +++ b/src/models/kv_cache.h @@ -206,10 +206,14 @@ std::string ComposeKeyValueName(const std::string& template_string, int index); // supported and throws: the write_indices/nonpad_kv_seqlen index stream lives in // InputIDs with no rewind hook, so rewinding would silently desynchronize it. // -// Differs from DefaultKeyValueCache only in the allocator: it consumes mobius's -// 3D emission directly (vs the 4D [batch, num_kv_heads, seq, head_dim] layout), -// and kv_hidden may vary per layer (e.g. Gemma-4 sliding GQA 8*256 vs global -// MQA 1*512), read from each layer's own declared input shape. +// Distinct from DefaultKeyValueCache in two ways. (1) Layout: it consumes +// mobius's 3D emission directly (vs the 4D [batch, num_kv_heads, seq, head_dim] +// layout), and kv_hidden may vary per layer (e.g. Gemma-4 sliding GQA 8*256 vs +// global MQA 1*512), read from each layer's own declared input shape. +// (2) RewindTo: DefaultKeyValueCache rewinds by reshaping its buffers, whereas +// this cache THROWS (rewind is unsupported), because the write_indices / +// nonpad_kv_seqlen index stream lives in InputIDs with no rewind hook and a +// silent no-op would desynchronize it. struct StaticScatterKeyValueCache : KeyValueCache { StaticScatterKeyValueCache(State& state); @@ -228,14 +232,9 @@ struct StaticScatterKeyValueCache : KeyValueCache { State& state_; const Model& model_{state_.model_}; int layer_count_; - // Bind offsets recorded by Add() for parity with the other KV caches; unused - // here because the shared buffer never needs rebinding between steps. - size_t input_index_{~0U}, output_index_{~0U}; // Auto-discovered KV layer indices (sparse for hybrid models). std::vector kv_layer_indices_; - // Per-layer static shape [batch, max_seq_len, kv_hidden]; kv_hidden may vary. - std::vector> layer_shapes_; ONNXTensorElementDataType type_; // One shared past/present buffer per key and per value tensor (2 per layer). diff --git a/src/models/static_scatter_indices.h b/src/models/static_scatter_indices.h index 800d9d3e5d..b30565d1ec 100644 --- a/src/models/static_scatter_indices.h +++ b/src/models/static_scatter_indices.h @@ -3,7 +3,12 @@ #pragma once +#include +#include #include +#include +#include +#include namespace Generators { @@ -41,6 +46,18 @@ class StaticScatterIndexTracker { // (the prompt length on prefill, normally 1 per decode step). Returns the // index pair to bind for THIS step, then folds the new tokens into the // running total for the next step. + // + // pad_token aliasing assumption: a decode step whose generated token equals + // pad_token_id yields new_unpadded_tokens == 0 (the unpadded-length probe in + // input_ids.cpp counts it as padding), so write_index / valid_tokens_ do NOT + // advance and the NEXT real token would scatter onto the same cache slot. + // The CONDITION that makes this safe: for the targeted models pad_token_id == + // eos_token_id, so the very step that produces a pad token also ENDS the + // sequence -- generation terminates before any later step could read the + // stalled slot. Given that, the aliasing is benign (and mirrors genai's + // existing current_sequence_length logic). It would only break if a model made + // pad_token_id a legal mid-stream generated token, which the targeted models + // do not. StaticScatterIndices Advance(int64_t new_unpadded_tokens) { const int64_t write_index = valid_tokens_; valid_tokens_ += new_unpadded_tokens; @@ -54,4 +71,51 @@ class StaticScatterIndexTracker { int64_t valid_tokens_{0}; }; +// Discover which decoder layers expose a KV cache input, parsing the layer index +// out of each matching input name. `prefix` / `suffix` bracket the numeric index +// in the past-key name template (e.g. "past_key_values.%d.key" -> prefix +// "past_key_values.", suffix ".key"). +// +// The parse is STRICT: the index segment must be a COMPLETE, non-negative +// integer. std::stoi would accept trailing junk (e.g. "past_key_values.0.bad.key" +// -> 0) and silently mis-map a layer, so std::from_chars must consume the whole +// segment with no leftover characters. Duplicate indices are rejected, because +// two inputs mapping to one layer would double-count layer_count_ and bind the +// same cache slot twice. Throws std::runtime_error on a malformed or duplicate +// index. Returned indices are sorted ascending. +// +// Kept here as a standalone, model-free helper (alongside StaticScatterIndex- +// Tracker) so the strict-parse / dedup behaviour can be unit-tested directly, +// without standing up a Model. +inline std::vector DiscoverKvLayerIndices(const std::vector& input_names, + const std::string& prefix, + const std::string& suffix) { + std::vector indices; + for (const auto& name : input_names) { + if (name.size() > prefix.size() + suffix.size() && + name.compare(0, prefix.size(), prefix) == 0 && + name.compare(name.size() - suffix.size(), suffix.size(), suffix) == 0) { + const auto idx_str = name.substr(prefix.size(), name.size() - prefix.size() - suffix.size()); + int layer_idx = 0; + const char* begin = idx_str.data(); + const char* end = begin + idx_str.size(); + auto [parse_end, ec] = std::from_chars(begin, end, layer_idx); + if (ec != std::errc{} || parse_end != end || layer_idx < 0) { + throw std::runtime_error( + "StaticScatterKeyValueCache: input '" + name + + "' has a malformed KV layer index '" + idx_str + + "' (expected a non-negative integer)."); + } + if (std::find(indices.begin(), indices.end(), layer_idx) != indices.end()) { + throw std::runtime_error( + "StaticScatterKeyValueCache: duplicate KV layer index '" + + std::to_string(layer_idx) + "' (from input '" + name + "')."); + } + indices.push_back(layer_idx); + } + } + std::sort(indices.begin(), indices.end()); + return indices; +} + } // namespace Generators diff --git a/test/models/static-scatter-bias-decoder/golden_io.npz b/test/models/static-scatter-bias-decoder/golden_io.npz new file mode 100644 index 0000000000000000000000000000000000000000..ae13f05dcad7205406abbf0a758a92a1c183776f GIT binary patch literal 45356 zcmeI52~3{48Bi84hhO)^s%8lHXK zhD;fgL@F~0hs?siem|YlbKcH-&i{SiwSLEW_qO)Bt5x51eLwfTw`<+|+SfC6qG%UA zq5nPl3q6@HXYlR&p(NB($Uo3yzL$@WtCz37m#=?Fu&bAQkiM_~Qeh!kp^Wc;)jlTM z*iWA7C@i#CC``-UBWPZr)<|_Nb1zdZU3IPbeu2S(ZoaO5f$kn{KOg7j6XenQ^B_+* 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b/test/static_scatter_golden.h new file mode 100644 index 0000000000..e9bc71e0ab --- /dev/null +++ b/test/static_scatter_golden.h @@ -0,0 +1,297 @@ +// Copyright (c) Microsoft Corporation. All rights reserved. +// Licensed under the MIT License. +// +// ============================================================================= +// GENERATED FILE -- DO NOT EDIT BY HAND. +// ============================================================================= +// +// Full-tensor golden outputs for the static-scatter slice-A fixture +// (test/models/static-scatter-bias-decoder), consumed by EndToEndFixtureParity +// in static_scatter_kv_cache_test.cpp to assert element-wise parity (a sum/argmax +// check alone passes wrong-but-sum-preserving outputs). +// +// AUTHORITATIVE SOURCE +// test/models/static-scatter-bias-decoder/golden_io.npz (committed alongside +// the fixture model.onnx) -- a recorded ORT CPU MEA reference run (opset 24) of +// the fixture model above, the SAME independent reference the scalar argmax/sum +// goldens in static_scatter_kv_cache_test.cpp come from. The fixture's +// genai_config declares no execution provider, so it always runs the CPU EP; +// that is why these goldens match a C++ run to within kParityAtol (1e-3). +// +// HOW golden_io.npz WAS PRODUCED (already committed; recipe kept for refresh) +// Feed the fixture model the documented fixed inputs through ORT CPU and record +// every output. Concretely, with onnxruntime in Python: +// +// import numpy as np, onnxruntime as ort +// M = "test/models/static-scatter-bias-decoder/model.onnx" +// sess = ort.InferenceSession(M, providers=["CPUExecutionProvider"]) +// B, MAXS, KVH = 1, 16, 32 # batch, max_seq_len, kv_hidden (per fixture) +// z = lambda: np.zeros((B, MAXS, KVH), np.float32) +// # --- prefill: 4 tokens at row 0, caches zero-initialized --- +// pf = { +// "input_ids": np.array([[1, 2, 3, 4]], np.int64), +// "position_ids": np.array([[0, 1, 2, 3]], np.int64), +// "write_indices": np.array([0], np.int64), # shape [B] +// "nonpad_kv_seqlen": np.array([4], np.int64), # shape [B] +// "key_cache.0": z(), "value_cache.0": z(), +// "key_cache.1": z(), "value_cache.1": z(), +// } +// pout = sess.run(None, pf) +// onames = [o.name for o in sess.get_outputs()] +// pf_out = dict(zip(onames, pout)) +// # --- decode: 1 token at row 4, reusing prefill-updated caches --- +// dec = { +// "input_ids": np.array([[5]], np.int64), +// "position_ids": np.array([[4]], np.int64), +// "write_indices": np.array([4], np.int64), +// "nonpad_kv_seqlen": np.array([5], np.int64), +// "key_cache.0": pf_out["updated_key_cache.0"], +// "value_cache.0": pf_out["updated_value_cache.0"], +// "key_cache.1": pf_out["updated_key_cache.1"], +// "value_cache.1": pf_out["updated_value_cache.1"], +// } +// dout = dict(zip(onames, sess.run(None, dec))) +// np.savez("golden_io.npz", +// **{f"prefill_out.{k}": v for k, v in pf_out.items()}, +// **{f"decode_out.{k}": v for k, v in dout.items()}, +// **{f"prefill_in.{k}": v for k, v in pf.items()}, +// **{f"decode_in.{k}": v for k, v in dec.items()}) +// (Input names/dtypes/values above are the exact bindings the genai generator +// uses for this fixture; verify against the model's get_inputs() if it changes.) +// +// HOW TO REGENERATE THIS HEADER FROM golden_io.npz +// Run the following Python (numpy) snippet, pointing NPZ at the committed +// golden_io.npz above. It slices the per-array source below and emits valid C++ +// float literals (%.9g, with a '.0' appended when the formatted value has no +// '.'/exponent, so e.g. 0 -> "0.0f" rather than the invalid "0f"): +// +// import numpy as np +// d = np.load(NPZ) # test/models/static-scatter-bias-decoder/golden_io.npz +// def lit(x): +// x = float(np.float32(x)); s = "{:.9g}".format(x) +// return (s + (".0" if not any(c in s for c in ".eEnN") else "")) + "f" +// # kPrefillLastTokLogitsGolden = d['prefill_out.logits'][0, -1, :] # [256] +// # kDecodeLastTokLogitsGolden = d['decode_out.logits'][0, 0, :] # [256] +// # kPrefillUpdatedKeyCache0Golden = d['prefill_out.updated_key_cache.0'].ravel() # [512] +// # kDecodeUpdatedKeyCache0Golden = d['decode_out.updated_key_cache.0'].ravel() # [512] +// # emit each as "inline constexpr float [] = {", then the values 8 +// # per line, and place the closing "};" on the SAME line as the FINAL value +// # (no line break before "}"). With the repo .clang-format (ColumnLimit: 0) +// # this output is already clang-format-clean, so the regen is a single step +// # and "clang-format -i" is a verified no-op (no digits/whitespace change). +// +// Last-token logits are [vocab=256]; the updated_key_cache.0 buffer is +// [batch=1, max_seq_len=16, kv_hidden=32] = 512 elements. +#pragma once + +namespace Generators::test { + +// d['prefill_out.logits'][0, -1, :] -- prefill last-token logits [256] +// (input_ids [1,2,3,4] @ write_index 0, nonpad 4). +inline constexpr float kPrefillLastTokLogitsGolden[] = { + 7.32147932f, 2.07709384f, -0.557281017f, -6.75512075f, 5.06091118f, 0.437584609f, 6.63706923f, -5.08704519f, + -5.14650249f, -12.3084555f, -3.72699022f, 18.6615105f, 5.6121521f, -10.7090082f, -12.3951082f, -2.01596904f, + -10.7374859f, -0.977514625f, 6.50934172f, 9.12832832f, 4.89916182f, -3.62374616f, 0.852583587f, -4.97442436f, + 5.94551849f, 16.0105114f, 4.52778435f, 1.25030994f, 9.71587372f, 6.40192604f, -0.496018231f, -1.74474549f, + 1.72573113f, -2.23981524f, 5.88913441f, 8.15920162f, 12.7738361f, 0.313029617f, 10.7856092f, 6.67838192f, + -4.10607386f, -0.0159605611f, -7.4326148f, 4.09218597f, -4.13840342f, 0.616579533f, -4.86502552f, 0.116430476f, + 3.47575617f, 0.261647195f, 1.42642105f, 3.40532207f, -6.75533295f, 5.10773849f, -6.63309193f, -6.44912338f, + -6.58160067f, 4.76952076f, 7.09192753f, -3.52454209f, -4.45940733f, 12.9240313f, -2.7946744f, 10.4820518f, + 0.139866471f, 5.75305939f, -5.44895744f, 3.75838327f, -2.66457272f, 0.108811028f, -5.38652706f, -0.48316288f, + 0.760434091f, -1.30405056f, 6.36170149f, 8.11850929f, -2.83244157f, -7.65983248f, -8.02928352f, -1.91442454f, + -4.48358154f, -0.943943799f, -9.61816883f, 1.69027245f, 2.26689196f, 2.30658293f, 2.03520989f, -10.2187567f, + -12.1563702f, 0.973694026f, 0.303455114f, 1.21975017f, 4.31499672f, 12.3120317f, -11.8075132f, -3.50527024f, + 5.39970636f, 2.29451704f, 10.0618114f, 0.289482832f, 7.66823769f, 12.5025358f, 13.9188004f, 2.21803069f, + -5.29775953f, 1.8354311f, -4.70493698f, 8.22589874f, -8.9475193f, 15.289547f, -2.45194435f, 2.0209589f, + 3.06274104f, -4.78041935f, -4.47679949f, 7.05563784f, 4.40434122f, 2.24652028f, 1.37222958f, -8.85774612f, + -10.3043776f, 14.1776772f, -6.67577696f, -9.35319233f, 4.03369474f, -6.4065094f, -4.33496237f, -10.1195745f, + 0.0400873311f, 6.02156305f, -6.16679001f, 6.47703648f, 7.59334469f, -1.25835943f, -11.4756517f, -11.8567305f, + -7.69087791f, -0.49272716f, -8.2004776f, -8.14299488f, 8.56215286f, -3.50410986f, -10.3120861f, -4.78805876f, + 4.05592108f, 4.54013586f, -3.73437977f, -2.96257687f, -0.0869583115f, 10.264884f, 6.63542461f, -19.043808f, + -6.53306341f, 2.65079665f, -7.06935453f, 1.93224776f, 8.81772614f, -8.46978855f, 5.66759729f, 3.8439517f, + -9.52455711f, 11.7744236f, -7.27653837f, 5.26825285f, -7.46642017f, 5.20434332f, -3.09576082f, 2.28935027f, + 6.33351612f, 10.0633717f, -0.762654662f, 3.52562618f, 2.35045457f, -6.52551126f, -4.02287865f, -9.03767872f, + 8.09876728f, -3.16576624f, -1.81629372f, 2.13947153f, -9.1076746f, -3.20141411f, -9.61193943f, 8.21758938f, + 5.57498169f, -2.08062291f, -8.64711761f, -2.88570189f, -13.2547789f, -12.0987511f, 0.587717354f, -2.39974165f, + -6.61053801f, -8.28171825f, 1.22169876f, 1.71424627f, -11.3196888f, 7.09847641f, -3.95212436f, -9.92163849f, + 7.80496931f, -10.8219032f, 1.61763167f, 12.5319614f, 0.689085901f, -2.76638532f, 3.94318318f, 4.52733612f, + 6.38785028f, -3.88717103f, 3.66903424f, 16.5564899f, -1.41133749f, 0.627034485f, 2.73648953f, 6.34655619f, + -7.72259998f, -1.10194695f, 0.417099744f, -3.37768626f, 5.9978013f, 4.84983873f, -7.89546442f, -1.04398966f, + -2.90231109f, 4.62135983f, -3.61740851f, -1.73753154f, -12.2318411f, 5.68573856f, 5.11865711f, 2.92729402f, + -2.89803171f, 10.0524645f, -10.3232079f, 5.24708462f, -8.62805653f, 2.74606276f, -6.01792622f, 4.47605181f, + 3.9671011f, -4.22735834f, -10.7976007f, -1.5516504f, 3.69843888f, 4.66894436f, -9.34679031f, 2.2463336f, + 3.29976392f, 11.0057621f, 4.72564793f, -2.26639509f, 4.78171635f, 6.97382593f, 4.53631353f, -8.65044498f}; + +// d['decode_out.logits'][0, 0, :] -- decode last-token logits [256] +// (input_ids [5] @ write_index 4, nonpad 5). +inline constexpr float kDecodeLastTokLogitsGolden[] = { + 3.04830623f, -2.1821003f, 0.509211361f, 8.00238228f, 14.1502399f, 2.56521225f, 11.3899832f, -8.03155613f, + -10.2850733f, 5.46324444f, -1.4492147f, 13.1968269f, 0.144806564f, -11.2526817f, 5.22660351f, 0.672616303f, + 7.9224577f, 2.75280857f, 7.81075382f, -4.61093569f, 6.89437056f, 9.3377943f, 1.89660597f, 0.31125471f, + 5.129951f, -3.38609195f, -5.59743071f, -5.63517857f, 0.40092662f, -0.951532066f, 6.53623533f, 0.385277867f, + 9.96651554f, -2.30869317f, 11.2010689f, 6.41328192f, 20.6644154f, -6.04290247f, 2.68440533f, 5.99150038f, + -3.32973623f, 5.83996677f, 7.57308006f, 5.85156679f, -2.90182567f, 1.25172186f, -1.55216146f, 2.48068643f, + -8.98115158f, 2.26843834f, -6.25523996f, -3.76567054f, -1.55692065f, -1.31021917f, -17.2543621f, -4.73680115f, + 4.79129696f, 4.43301868f, -5.04191256f, -4.45821571f, 1.11839592f, 10.7114334f, 10.3363142f, 4.5869875f, + -4.24611187f, 8.66466141f, -15.1922913f, 3.81752467f, 1.27213383f, -0.277198255f, 4.25113297f, 1.98459947f, + 2.50251341f, -8.2445097f, -0.570915282f, 11.4630165f, -0.121401325f, -2.09976959f, -2.0684073f, 1.75497413f, + -5.32069016f, -1.1862613f, -3.7123301f, -2.49625731f, 9.96527576f, 7.61265469f, -4.80026245f, -4.73949194f, + 0.0539198145f, 5.81623268f, 1.23488975f, -0.108031996f, 2.0823586f, 8.60173607f, 3.52535558f, -4.20718479f, + -8.58668804f, -5.12117004f, -3.36042643f, -3.61958051f, 10.2176113f, 11.5389862f, 13.9725113f, 2.00129437f, + 13.7092819f, 6.71030903f, 4.75589991f, 1.31852889f, 4.24631548f, 8.67805958f, 0.153570324f, 0.41846031f, + 4.73776436f, -4.99446487f, -7.07331419f, 2.22066903f, 4.53326416f, 3.46435976f, 0.557397425f, -12.1032677f, + 0.261833549f, 0.410538346f, -23.9129353f, 1.84614754f, -0.651473463f, -0.852924824f, 0.844337463f, -9.90745831f, + 11.5527029f, -7.32661343f, -2.80231261f, 3.81387115f, 14.4366531f, -9.4370327f, -0.571381092f, -6.06561565f, + -9.75665569f, 5.98297119f, -6.6226244f, -0.173047945f, -2.20043612f, -8.93277645f, -5.04397392f, -9.34880257f, + 8.45656776f, 8.29689789f, -3.09127259f, 2.93323541f, -6.10184717f, 7.07846689f, 6.14048195f, -5.34002638f, + -5.54564571f, -6.00822163f, -6.23473883f, 6.58850336f, 1.89152205f, -5.75556183f, -10.6014547f, -2.89770699f, + 1.02006948f, 6.62004471f, -5.33858013f, 13.269515f, -6.93260193f, 13.1594839f, -1.48868668f, -0.605923474f, + 4.36255455f, -2.79251456f, 6.51062775f, 0.959224105f, -8.34952641f, -3.33682346f, -0.863444448f, -6.24669647f, + -1.75509024f, 10.5798025f, -0.465528697f, -10.0351458f, 5.64303446f, -14.4136744f, -5.64676809f, 8.43798447f, + 0.449698329f, 0.899144351f, -8.04611015f, -1.75362051f, -10.9259634f, 0.192091823f, -3.76766443f, 5.7393651f, + 9.85207748f, -7.27534533f, 4.33441925f, 10.1686993f, -5.63948059f, -5.6496172f, -11.7046385f, -2.26661181f, + -0.702790499f, -7.61027718f, 0.12830475f, -1.4042449f, -0.0756285116f, -2.6217463f, 12.5725212f, -0.217608988f, + 0.212240249f, -3.66012502f, -4.30753946f, 1.07191825f, 0.3540591f, 2.14598584f, 0.651568592f, -3.76242805f, + -0.243642583f, -5.23432207f, -8.71735477f, 8.90773106f, 2.4235363f, 0.725729346f, -14.0902624f, -6.71332598f, + 1.68114519f, 8.91252518f, -8.34446812f, 6.05059433f, -6.9353776f, 10.9396544f, 11.5374079f, -0.411692858f, + -9.3254776f, 2.73739123f, -20.5660419f, 6.62059069f, -5.05113792f, 8.66979694f, 0.142779008f, -0.524229169f, + 13.7954569f, -15.1851072f, 8.67184448f, 8.80776119f, 8.57041073f, -7.29395485f, 6.60269308f, -2.3672061f, + 7.83773088f, 2.50839329f, 3.15586114f, -3.38412929f, -0.403188199f, -1.8428973f, 2.26576328f, -3.61321878f}; + +// d['prefill_out.updated_key_cache.0'].ravel() -- [1,16,32]=512 +// (rows 0..3 written by TensorScatter, remaining rows zero). +inline constexpr float kPrefillUpdatedKeyCache0Golden[] = { + -9.29390717f, 10.8017168f, 25.0232124f, 0.842968822f, -17.7853756f, 4.99596262f, -0.980121076f, -2.60616899f, + -8.24257565f, -11.0636349f, 3.0645926f, 7.87195587f, 1.76100171f, -1.47335982f, 4.82979012f, 5.88793516f, + -3.26263547f, 0.770600617f, -2.29790735f, -2.36862731f, 2.49676466f, -1.93307781f, 6.707623f, 1.41513669f, + -4.83117056f, -19.7080727f, 2.33562326f, -1.8799938f, -10.6249771f, 7.53300285f, 2.44383907f, 1.81175351f, + -8.7004118f, 0.885841012f, 1.50503278f, 9.06685543f, -5.85096979f, -7.78261471f, -0.546558559f, 4.02744627f, + -1.18524015f, 3.05206752f, 4.7859354f, -4.7297349f, -6.09195471f, -0.309818447f, 3.91187596f, -3.49300504f, + -9.38397026f, 4.05882692f, -1.48766255f, 9.57935619f, 7.66612053f, -3.9526403f, 7.6680336f, -0.246113881f, + 0.664837956f, -2.76427627f, -2.89326382f, -1.66666329f, -16.4167976f, -10.2596884f, 0.906531572f, -6.18131065f, + 12.3709888f, -5.29498053f, 4.97050238f, -6.07616234f, 0.585708082f, -1.56864667f, -7.46582794f, -5.26050997f, + -2.03424692f, -0.219650656f, 12.2274323f, 0.0804507658f, -7.1458087f, 4.13784742f, 2.58180141f, -4.6287384f, + -0.0828146935f, 2.93192792f, 4.34070587f, -6.41805553f, -0.389455259f, 5.78705692f, -2.35613275f, 0.189541504f, + -5.01314926f, 0.296766788f, -4.11742115f, 8.73949528f, 9.60200691f, -0.927558661f, 7.58941412f, -4.59501553f, + 5.08014679f, -0.397514224f, -5.88721609f, 11.1417484f, 11.4109135f, -3.77362061f, -0.112290829f, 4.59168434f, + 1.40614533f, -1.46569026f, -5.63041496f, 15.0410271f, -0.342983961f, 1.49602675f, 1.59787953f, 2.79422665f, + -2.9813602f, 9.32386112f, 3.4557066f, 3.120193f, -4.04099369f, -4.30661869f, 3.79902935f, -1.27486908f, + -1.02755749f, 2.87558699f, -2.4337163f, -0.757302046f, -0.556162f, -2.3841033f, -3.26099253f, -1.10462368f, + 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, + 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, + 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, + 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, + 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, + 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, + 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, + 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, + 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, + 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, + 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, + 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, + 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, + 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, + 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, + 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, + 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, + 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, + 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, + 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, + 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, + 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, + 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, + 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, + 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, + 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, + 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, + 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, + 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, + 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, + 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, + 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, + 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, + 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, + 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, + 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, + 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, + 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, + 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, + 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, + 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, + 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, + 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, + 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, + 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, + 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, + 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, + 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f}; + +// d['decode_out.updated_key_cache.0'].ravel() -- [1,16,32]=512 +// (row 4 additionally written on the decode step). +inline constexpr float kDecodeUpdatedKeyCache0Golden[] = { + -9.29390717f, 10.8017168f, 25.0232124f, 0.842968822f, -17.7853756f, 4.99596262f, -0.980121076f, -2.60616899f, + -8.24257565f, -11.0636349f, 3.0645926f, 7.87195587f, 1.76100171f, -1.47335982f, 4.82979012f, 5.88793516f, + -3.26263547f, 0.770600617f, -2.29790735f, -2.36862731f, 2.49676466f, -1.93307781f, 6.707623f, 1.41513669f, + -4.83117056f, -19.7080727f, 2.33562326f, -1.8799938f, -10.6249771f, 7.53300285f, 2.44383907f, 1.81175351f, + -8.7004118f, 0.885841012f, 1.50503278f, 9.06685543f, -5.85096979f, -7.78261471f, -0.546558559f, 4.02744627f, + -1.18524015f, 3.05206752f, 4.7859354f, -4.7297349f, -6.09195471f, -0.309818447f, 3.91187596f, -3.49300504f, + -9.38397026f, 4.05882692f, -1.48766255f, 9.57935619f, 7.66612053f, -3.9526403f, 7.6680336f, -0.246113881f, + 0.664837956f, -2.76427627f, -2.89326382f, -1.66666329f, -16.4167976f, -10.2596884f, 0.906531572f, -6.18131065f, + 12.3709888f, -5.29498053f, 4.97050238f, -6.07616234f, 0.585708082f, -1.56864667f, -7.46582794f, -5.26050997f, + -2.03424692f, -0.219650656f, 12.2274323f, 0.0804507658f, -7.1458087f, 4.13784742f, 2.58180141f, -4.6287384f, + -0.0828146935f, 2.93192792f, 4.34070587f, -6.41805553f, -0.389455259f, 5.78705692f, -2.35613275f, 0.189541504f, + -5.01314926f, 0.296766788f, -4.11742115f, 8.73949528f, 9.60200691f, -0.927558661f, 7.58941412f, -4.59501553f, + 5.08014679f, -0.397514224f, -5.88721609f, 11.1417484f, 11.4109135f, -3.77362061f, -0.112290829f, 4.59168434f, + 1.40614533f, -1.46569026f, -5.63041496f, 15.0410271f, -0.342983961f, 1.49602675f, 1.59787953f, 2.79422665f, + -2.9813602f, 9.32386112f, 3.4557066f, 3.120193f, -4.04099369f, -4.30661869f, 3.79902935f, -1.27486908f, + -1.02755749f, 2.87558699f, -2.4337163f, -0.757302046f, -0.556162f, -2.3841033f, -3.26099253f, -1.10462368f, + -5.66989565f, -5.78240442f, 1.98012221f, -6.78923988f, 12.5755196f, 10.0883236f, 4.15663481f, -5.95230722f, + -5.14942312f, -6.5461688f, -2.30390453f, 2.63517213f, 3.67549992f, -5.18695545f, -11.2737637f, 2.47666097f, + -2.95048976f, -3.02296424f, -3.18152666f, 14.9827433f, -11.2399702f, -3.75876999f, -1.66768241f, 7.25395632f, + -5.13640833f, -1.79465723f, -10.2185383f, -4.30390215f, 6.81118441f, 0.0244651996f, 4.45140266f, -10.8126154f, + 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, + 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, + 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, + 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, + 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, + 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, + 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, + 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, + 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, + 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, + 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, + 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, + 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, + 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, + 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, + 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, + 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, + 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, + 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, + 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, + 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, + 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, + 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, + 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, + 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, + 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, + 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, + 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, + 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, + 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, + 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, + 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, + 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, + 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, + 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, + 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, + 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, + 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, + 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, + 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, + 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, + 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, + 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, + 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f}; + +} // namespace Generators::test diff --git a/test/static_scatter_kv_cache_test.cpp b/test/static_scatter_kv_cache_test.cpp index dce81670dd..fff68c91d8 100644 --- a/test/static_scatter_kv_cache_test.cpp +++ b/test/static_scatter_kv_cache_test.cpp @@ -5,6 +5,7 @@ #include #include #include +#include #include #include #include @@ -15,6 +16,7 @@ #include #include "models/static_scatter_indices.h" +#include "static_scatter_golden.h" #include "test_utils.h" namespace Generators::test { @@ -76,6 +78,35 @@ TEST(StaticScatterIndexTracker, MatchesSliceAFixtureGolden) { EXPECT_EQ(decode.nonpad_kv_seqlen, 5); } +// --- DiscoverKvLayerIndices: the strict layer-index parse the StaticScatter +// constructor uses to map past_key_values.N.key inputs to layer indices. --- + +TEST(DiscoverKvLayerIndices, ParsesAndSortsWellFormedNames) { + // Out-of-order, sparse (missing layer 1) -> parsed and sorted ascending. + const std::vector names{ + "past_key_values.2.key", "past_key_values.0.key", "other_input", + "past_key_values.5.key"}; + const auto indices = DiscoverKvLayerIndices(names, "past_key_values.", ".key"); + EXPECT_EQ(indices, (std::vector{0, 2, 5})); +} + +TEST(DiscoverKvLayerIndices, ThrowsOnMalformedIndex) { + // "0.bad" must be rejected: std::stoi would have silently accepted it as 0 and + // mis-mapped the layer. from_chars rejects the leftover ".bad". + const std::vector names{"past_key_values.0.bad.key"}; + EXPECT_THROW(DiscoverKvLayerIndices(names, "past_key_values.", ".key"), + std::runtime_error); +} + +TEST(DiscoverKvLayerIndices, ThrowsOnDuplicateIndex) { + // Two inputs mapping to the same layer index would double-count and bind the + // same cache slot twice -> rejected. + const std::vector names{"past_key_values.1.key", + "past_key_values.1.key"}; + EXPECT_THROW(DiscoverKvLayerIndices(names, "past_key_values.", ".key"), + std::runtime_error); +} + // Shared helpers + frozen golden for the fixture-backed cache tests below. The // #366 slice-A fixture (test/models/static-scatter-bias-decoder) is a bias-aware // external-KV static-cache decoder: mistral backbone, 2 layers, @@ -122,6 +153,34 @@ float Sum(const std::vector& values) { return std::accumulate(values.begin(), values.end(), 0.0f); } +// Element-wise parity tolerance. The fixture runs on the CPU EP (its +// genai_config declares no provider), so the produced tensors come from the same +// ORT CPU MEA kernels that generated the golden in golden_io.npz; fp32 agreement +// is near-exact, well within 1e-3. This is ~4 orders tighter than the headline +// sum check yet still trivially passes same-kernel noise, while a genuinely wrong +// (but sum-preserving) output diverges by O(1) and fails. +constexpr float kParityAtol = 1e-3f; + +// Assert every element of *actual* matches *golden* within *atol*. A sum/argmax +// check alone can pass a wrong-but-sum-preserving output; this compares the full +// tensor and reports the single worst element for a readable failure. +void ExpectAllClose(const std::vector& actual, const float* golden, + size_t golden_count, float atol, const char* label) { + ASSERT_EQ(actual.size(), golden_count) << label << ": element-count mismatch"; + double max_abs_diff = 0.0; + size_t max_idx = 0; + for (size_t i = 0; i < golden_count; ++i) { + const double diff = std::abs(static_cast(actual[i]) - static_cast(golden[i])); + if (diff > max_abs_diff) { + max_abs_diff = diff; + max_idx = i; + } + } + EXPECT_LE(max_abs_diff, static_cast(atol)) + << label << ": max |actual-golden| = " << max_abs_diff << " at index " << max_idx + << " (actual=" << actual[max_idx] << ", golden=" << golden[max_idx] << ")"; +} + // The slice-A fixture updates its KV cache with an opset-24 TensorScatter node. // Some ORT packages used in CI (e.g. the DirectML and certain CUDA lanes) don't // ship a TensorScatter(24) kernel yet, so the static-scatter graph cannot execute @@ -136,7 +195,16 @@ bool StaticScatterRuntimeAvailable() { auto generator = OgaGenerator::Create(*model, *params); generator->AppendTokens(std::vector{1}); } catch (const std::exception& e) { - if (std::string(e.what()).find("TensorScatter") != std::string::npos) { + // Skip ONLY on the precise "kernel absent" signature. ORT phrases a missing + // kernel as: "Could not find an implementation for TensorScatter(24) node ...". + // Matching just "TensorScatter" would also swallow a GENUINE TensorScatter + // regression (a shape/type/dispatch bug, or a wrong-opset node) and silently + // skip parity, masking a real failure as "op not shipped". Require BOTH the + // missing-implementation phrase AND the opset-pinned op name; rethrow anything + // else as a real test error. + const std::string msg = e.what(); + if (msg.find("Could not find an implementation for") != std::string::npos && + msg.find("TensorScatter(24)") != std::string::npos) { return false; } throw; // Unrelated failure: let it surface as a real test error. @@ -196,9 +264,15 @@ TEST(StaticScatterKeyValueCache, EndToEndFixtureParity) { auto prefill_logits_vec = ToFloatVector(*prefill_logits); // last token only: [1,1,256] EXPECT_EQ(ArgMax(prefill_logits_vec), kPrefillArgmax); EXPECT_NEAR(Sum(prefill_logits_vec), kPrefillLastTokLogitsSum, 1e-2f); + ExpectAllClose(prefill_logits_vec, kPrefillLastTokLogitsGolden, + std::size(kPrefillLastTokLogitsGolden), kParityAtol, "prefill logits"); auto prefill_cache = generator->GetOutput("updated_key_cache.0"); - EXPECT_NEAR(Sum(ToFloatVector(*prefill_cache)), kPrefillUpdatedKeyCache0Sum, 1e-2f); + auto prefill_cache_vec = ToFloatVector(*prefill_cache); + EXPECT_NEAR(Sum(prefill_cache_vec), kPrefillUpdatedKeyCache0Sum, 1e-2f); + ExpectAllClose(prefill_cache_vec, kPrefillUpdatedKeyCache0Golden, + std::size(kPrefillUpdatedKeyCache0Golden), kParityAtol, + "prefill updated_key_cache.0"); // --- Decode: force golden token 5. The tracker advances to write_index=4, // nonpad=5; the decode step must read the slot prefill just wrote. --- @@ -209,9 +283,15 @@ TEST(StaticScatterKeyValueCache, EndToEndFixtureParity) { auto decode_logits_vec = ToFloatVector(*decode_logits); // [1,1,256] EXPECT_EQ(ArgMax(decode_logits_vec), kDecodeArgmax); EXPECT_NEAR(Sum(decode_logits_vec), kDecodeLogitsSum, 1e-2f); + ExpectAllClose(decode_logits_vec, kDecodeLastTokLogitsGolden, + std::size(kDecodeLastTokLogitsGolden), kParityAtol, "decode logits"); auto decode_cache = generator->GetOutput("updated_key_cache.0"); - EXPECT_NEAR(Sum(ToFloatVector(*decode_cache)), kDecodeUpdatedKeyCache0Sum, 1e-2f); + auto decode_cache_vec = ToFloatVector(*decode_cache); + EXPECT_NEAR(Sum(decode_cache_vec), kDecodeUpdatedKeyCache0Sum, 1e-2f); + ExpectAllClose(decode_cache_vec, kDecodeUpdatedKeyCache0Golden, + std::size(kDecodeUpdatedKeyCache0Golden), kParityAtol, + "decode updated_key_cache.0"); } #endif // !USE_DML