OVEP Stateful: Improve accuracy on NPU for sequence lengths >= 2048

Author: RyanMetcalfeInt8

onnxruntime/core/providers/openvino/ov_stateful_patch_utils.cc

@@ -292,6 +292,13 @@ void UpdateNPUConfig(ov::AnyMap& config, const KVAxesPosition& kv_pos, const KVD
   RenameKey(config, "PREFILL_HINT", "NPUW_LLM_PREFILL_HINT");
   RenameKey(config, "GENERATE_CONFIG", "NPUW_LLM_GENERATE_CONFIG");
   RenameKey(config, "GENERATE_HINT", "NPUW_LLM_GENERATE_HINT");
+
+  const size_t npuw_context_len_threshold = 2048;
+  if ((kv_desc.max_prompt_len + kv_desc.min_response_len) >= npuw_context_len_threshold) {
+    // This improves accuracy for generation sequences that exceed 2k tokens.
+    config["++NPUW_LLM_PREFILL_CONFIG"] = ov::AnyMap{{"NPUW_DEVICES", "NPU,CPU"}, {"NPUW_ONLINE_AVOID", "P:SinCos/NPU"}};
+    config["++NPUW_LLM_GENERATE_CONFIG"] = ov::AnyMap{{"NPUW_DEVICES", "NPU,CPU"}, {"NPUW_ONLINE_AVOID", "P:SinCos/NPU"}};
+  }
 }
 
 std::optional<ov::Any> PopOptionNew(ov::AnyMap& config, const std::string& option_name) {