Slice the last matmull in stateful llm pipeline

openvinotoolkit · Sep 19, 2024 · c726fe5 · c726fe5
1 parent 7b81bcb
commit c726fe5
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Showing 2 changed files with 22 additions and 2 deletions.
diff --git a/src/cpp/src/greedy_decoding.cpp b/src/cpp/src/greedy_decoding.cpp
@@ -73,7 +73,6 @@ EncodedResults greedy_decoding(
     bool all_are_eos = std::all_of(eos_met.begin(), eos_met.end(), [](int elem) { return elem == 1; });
     if (!generation_config.ignore_eos && all_are_eos)
         return results;
-
 
     for (size_t i = 0; i < max_new_tokens - 1; ++i) {
         if (position_ids.has_value())

diff --git a/src/cpp/src/llm_pipeline.cpp b/src/cpp/src/llm_pipeline.cpp
@@ -16,6 +16,9 @@
 #include "utils.hpp"
 #include "text_callback_streamer.hpp"
 
+#include "openvino/op/matmul.hpp"
+#include "openvino/op/slice.hpp"
+
 namespace {
 
 ov::genai::TokenizedInputs subtract_chat_tokenized_inputs(const ov::genai::TokenizedInputs& fisrt, const ov::genai::TokenizedInputs& second){
@@ -65,6 +68,22 @@ std::pair<EncodedResults, int32_t> beam_search(
 );
 
 class StatefulLLMPipeline final : public LLMPipelineImplBase {
+private:
+    void slice_matmul_statefull_model(std::shared_ptr<ov::Model> model) {
+        auto last_node = model->output(0).get_node()->input_value(0).get_node();
+        if (auto matmul = dynamic_cast<ov::op::v0::MatMul*>(last_node)) {
+            auto shape = matmul->input(0).get_partial_shape();
+            if (shape.rank().get_length() == 3 && shape[1] != 1) {
+                auto start = std::make_shared<ov::op::v0::Constant>(ov::element::i64, ov::Shape{1}, std::vector<int64_t>{-1});
+                auto stop = std::make_shared<ov::op::v0::Constant>(ov::element::i64, ov::Shape{1}, std::vector<int64_t>{-2});
+                auto step = std::make_shared<ov::op::v0::Constant>(ov::element::i64, ov::Shape{1}, std::vector<int64_t>{-1});
+                auto axis = std::make_shared<ov::op::v0::Constant>(ov::element::i64, ov::Shape{1}, std::vector<int64_t>{1});
+                auto slice = std::make_shared<ov::op::v8::Slice>(matmul->input_value(0), start, stop, step, axis);
+                matmul->input(0).replace_source_output(slice);
+            }
+        }
+    }
+
 public:
     ov::InferRequest m_model_runner;
 
@@ -94,7 +113,9 @@ class StatefulLLMPipeline final : public LLMPipelineImplBase {
     {
         ov::Core core;
         core.set_property(device, plugin_config);
-        m_model_runner = core.compile_model(model_path / "openvino_model.xml", device).create_infer_request();
+        auto model = core.read_model(model_path / "openvino_model.xml");
+        slice_matmul_statefull_model(model);
+        m_model_runner = core.compile_model(model, device).create_infer_request();
 
         // If eos_token_id was not provided, take value
         if (m_generation_config.eos_token_id == -1)