tag scales for external data

Author: lucylq

backends/xnnpack/operators/node_visitor.py

@@ -275,7 +275,7 @@ def get_per_channel_dtype(
         return dtype
 
     def get_quant_params(
-        self, quant_params: QuantParams, xnn_graph: XNNGraph
+        self, quant_params: QuantParams, xnn_graph: XNNGraph, external_tag: str = None
     ) -> XNNQuantParams:
         if quant_params.per_channel:
             scale = cast(torch.Tensor, quant_params.scale)
@@ -291,13 +291,18 @@ def get_quant_params(
                 ctypes.POINTER(ctypes.c_char * num_bytes),
             ).contents
             scale_name = hashlib.sha256(bytes(scale_array)).hexdigest()
+            scale_name = "scale_" + scale_name
             xnn_graph.constant_data.append(
                 ConstantDataOffset(
                     offset=UINT64_MAX, size=num_bytes, named_key=scale_name
                 )
             )
+            if external_tag is not None:
+                logging.info(
+                    f"Adding constant data with name, key {scale_name} and external_tag {external_tag} to named_data_store"
+                )
             self._named_data_store.add_named_data(
-                scale_name, bytes(scale_array), CONSTANT_TENSOR_ALIGNMENT
+                scale_name, bytes(scale_array), CONSTANT_TENSOR_ALIGNMENT, external_tag
             )
 
             if quant_params.per_channel_group:
@@ -470,13 +475,17 @@ def define_tensor(  # noqa: C901
                 assert f"Unsupported weight per channel quantization axis for depthwise conv2d / conv_transpose2d : {quant_params.axis}, expecting 0 / 1."
 
         # Serialize tensor value
+        custom_meta = tensor.meta.get("custom", None)
+        external_tag = (
+            custom_meta.get("delegate_constant_tag", None) if custom_meta else None
+        )
         ser_val = (
             XValue(xvalue_union=tvalue)
             if quant_params is None
             else XValue(
                 xvalue_union=XNNQuantizedTensorValue(
                     tensor_value=tvalue,
-                    quant_params=self.get_quant_params(quant_params, xnn_graph),
+                    quant_params=self.get_quant_params(quant_params, xnn_graph, external_tag),
                 )
             )
         )
@@ -626,7 +635,6 @@ def get_serialized_buffer_index(
             custom_meta.get("delegate_constant_tag", None) if custom_meta else None
         )
         if external_tag is not None:
-            external_tag = custom_meta.get("delegate_constant_tag", None)
             logging.info(
                 f"Adding constant data with name {tensor.name}, key {named_key} and external_tag {external_tag} to named_data_store"
             )