chore(mge): improve symbolic tracing value/shape inference

GitOrigin-RevId: d1a6baac741726604c799752b19d2ed90e399639

imperative/python/megengine/jit/tracing.py

@@ -186,6 +186,9 @@ class trace:
         self._seq.append((op, tuple(ihandles), tuple(ohandles)))
         self._active_tensors.update(outputs)
 
+    def _record_const(self, op, outputs):
+        pass
+
     @contextlib.contextmanager
     def _setup(self):
         global active_trace
@@ -195,8 +198,10 @@ class trace:
 
         if self._untraced:
             apply.enable(apply_with_tracing)
+            apply.enable(apply_const_with_tracing)
             if self._symbolic:
                 apply.enable(apply_symbolic_mode)
+                apply.enable(apply_const_symbolic_mode)
                 self._lazy_eval_graph = G.Graph()
         else:
             apply.enable(apply_compiled_mode)
@@ -239,7 +244,9 @@ class trace:
             self._pc = 0
 
         apply.disable(apply_with_tracing)
+        apply.disable(apply_const_with_tracing)
         apply.disable(apply_symbolic_mode)
+        apply.disable(apply_const_symbolic_mode)
         apply.disable(apply_compiled_mode)
         active_trace = None
 
@@ -477,6 +484,16 @@ def apply_symbolic_mode(op: OpDef, *args: RawTensor):
 apply.disable(apply_symbolic_mode)
 
 
+@apply.register()
+def apply_const_symbolic_mode(op: Const, *args: RawTensor):
+    graph = active_trace._lazy_eval_graph
+    ret = LazyEvalTensor(graph.make_const(op.value, dtype=op.dtype, device=op.device))
+    return (ret,)
+
+
+apply.disable(apply_const_symbolic_mode)
+
+
 @apply.register()
 def apply_compiled_mode(op: OpDef, *args: RawTensor):
     if skip_tracing:
@@ -502,9 +519,14 @@ def apply_with_tracing(op: OpDef, *args: RawTensor):
 apply.disable(apply_with_tracing)
 
 
-# @apply.register()
-# def _(op: Const, *args: RawTensor):
-#     return active_trace._apply_const(op, args)
+@apply.register()
+def apply_const_with_tracing(op: Const, *args: RawTensor):
+    outputs = apply.super(op, *args)
+    active_trace._record_const(op, outputs)
+    return outputs
+
+
+apply.disable(apply_const_with_tracing)
 
 
 class BrokenRawTensor(RawTensor):