Skip hash computation for EPContext models (microsoft#25106)

### Description
Add early exit in ComputeModelGraphHash when EPContext nodes are
present, returning "0" to indicate pre-compiled model state.
Conditionally skip ComputeModelWeightHash when graph hash is "0" to
avoid unnecessary computation for pre-compiled models.

This optimization reduces overhead for models containing EPContext
nodes, which represent execution provider pre-compiled subgraphs.

### Motivation and Context
Currently, the hash generated by ComputeModelGraphHash function when the
graph contains EPContext nodes does not correctly represent the graph
because we do not hash the contents of the context pointed to by the
EPContext node. Thus, it makes more sense to skip hashing for cases
involving EPContext nodes.

Author: ashrit-ms

onnxruntime/core/session/inference_session.cc

@@ -1774,11 +1774,17 @@ static bool ModelHasFP16Inputs(const Graph& graph) {
 
 #ifdef _WIN32
 [[maybe_unused]] static std::string ComputeModelGraphHash(const Graph& graph) {
-  std::size_t final_hash = 0;
-  const std::size_t node_hash_count = TelemetrySampleCount;
+  // Skip hashing if the graph contains an EPContext node.
+  const auto& nodes = graph.Nodes();
+  for (const auto& node : nodes) {
+    if (node.OpType() == "EPContext") {
+      return "0";
+    }
+  }
 
   // Graph Hash
-  const auto& nodes = graph.Nodes();
+  std::size_t final_hash = 0;
+  const std::size_t node_hash_count = TelemetrySampleCount;
   const std::size_t total_nodes = graph.NumberOfNodes();
   const std::size_t node_step = (total_nodes > node_hash_count) ? (total_nodes / node_hash_count) : 1;
 
@@ -2077,7 +2083,7 @@ common::Status InferenceSession::Initialize() {
 #endif
 #ifdef _WIN32
       model_graph_hash = ComputeModelGraphHash(graph);
-      model_weight_hash = ComputeModelWeightHash(initializers);
+      model_weight_hash = (model_graph_hash == "0") ? "0" : ComputeModelWeightHash(initializers);
       SetGraphHash(model_graph_hash);
       SetWeightHash(model_weight_hash);
 #endif