mbs-octoml commented on a change in pull request #9313:
URL: https://github.com/apache/tvm/pull/9313#discussion_r737918128



##########
File path: src/target/se_scope.cc
##########
@@ -0,0 +1,225 @@
+/*
+ * Licensed to the Apache Software Foundation (ASF) under one
+ * or more contributor license agreements.  See the NOTICE file
+ * distributed with this work for additional information
+ * regarding copyright ownership.  The ASF licenses this file
+ * to you under the Apache License, Version 2.0 (the
+ * "License"); you may not use this file except in compliance
+ * with the License.  You may obtain a copy of the License at
+ *
+ *   http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing,
+ * software distributed under the License is distributed on an
+ * "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+ * KIND, either express or implied.  See the License for the
+ * specific language governing permissions and limitations
+ * under the License.
+ */
+
+/*!
+ * \file tvm/target/se_scope.cc
+ * \brief Implementation of \p SEScope for representing a Storage or Execution 
scope.
+ */
+#include <tvm/node/reflection.h>
+#include <tvm/runtime/device_api.h>
+#include <tvm/target/se_scope.h>
+
+namespace tvm {
+
+TVM_REGISTER_NODE_TYPE(SEScopeNode);
+
+void SEScopeNode::VisitAttrs(AttrVisitor* v) {
+  int i = static_cast<int>(device_type_);
+  v->Visit("device_type", &i);
+  device_type_ = static_cast<DLDeviceType>(i);
+  v->Visit("virtual_device_id", &virtual_device_id_);
+  v->Visit("target", &target_);
+  v->Visit("memory_scope", &memory_scope_);
+}
+
+bool SEScopeNode::SEqualReduce(const SEScopeNode* other, SEqualReducer equal) 
const {
+  return device_type_ == other->device_type_ && virtual_device_id_ == 
other->virtual_device_id_ &&
+         // NOTE: Comparing targets by their str representations
+         target_->str() == other->target_->str() && memory_scope_ == 
other->memory_scope_;
+}
+
+void SEScopeNode::SHashReduce(SHashReducer hash_reduce) const {
+  hash_reduce(device_type_);
+  hash_reduce(virtual_device_id_);
+  // NOTE: Reducing target to its str representation
+  hash_reduce(target_->str());
+  hash_reduce(memory_scope_);
+}
+
+TVM_STATIC_IR_FUNCTOR(ReprPrinter, vtable)
+    .set_dispatch<SEScopeNode>([](const ObjectRef& ref, ReprPrinter* p) {
+      auto* node = ref.as<SEScopeNode>();
+      p->stream << "SEScopeNode(";
+      if (node->is_fully_unconstrained()) {
+        p->stream << "?";
+      } else {
+        bool need_sep = false;
+        if (node->device_type() != kInvalidDeviceType) {
+          p->stream << "device_type=" << node->device_type();
+          need_sep = true;
+        }
+        if (node->virtual_device_id() >= 0) {
+          if (need_sep) {
+            p->stream << ", ";
+          }
+          p->stream << "virtual_device_id=" << node->virtual_device_id();
+          need_sep = true;
+        }
+        if (node->target().defined()) {
+          if (need_sep) {
+            p->stream << ", ";
+          }
+          p->stream << "target='" << node->target()->str() << "'";
+          need_sep = true;
+        }
+        if (!node->memory_scope().empty()) {
+          if (need_sep) {
+            p->stream << ", ";
+          }
+          p->stream << "memory_scope='" << node->memory_scope() << "'";
+        }
+      }
+      p->stream << ")";
+    });
+
+SEScope::SEScope(DLDeviceType device_type, int virtual_device_id, Target 
target,
+                 String memory_scope) {
+  ICHECK(!target.defined() || device_type == target->kind->device_type)
+      << "target '" << target->str() << "' has device type " << 
target->kind->device_type
+      << " but scope has device type " << device_type;
+  auto node = make_object<SEScopeNode>();
+  node->device_type_ = device_type;
+  node->virtual_device_id_ = virtual_device_id;
+  node->target_ = std::move(target);
+  node->memory_scope_ = std::move(memory_scope);
+  data_ = std::move(node);
+}
+
+/* static */ SEScope SEScope::FullyUnconstrained() {
+  static const SEScope unconstrained{};
+  return unconstrained;
+}
+
+/* static */
+Optional<SEScope> SEScope::Join(const SEScope& lhs, const SEScope& rhs) {
+  if (lhs == rhs) {
+    return lhs;
+  }
+  DLDeviceType joined_device_type;
+  if (lhs->device_type_ != kInvalidDeviceType) {
+    joined_device_type = lhs->device_type_;
+    if (rhs->device_type_ != kInvalidDeviceType && lhs->device_type_ != 
rhs->device_type_) {
+      return {};
+    }
+  } else {
+    joined_device_type = rhs->device_type_;
+  }
+  int joined_virtual_device_id;
+  if (lhs->virtual_device_id_ >= 0) {
+    joined_virtual_device_id = lhs->virtual_device_id_;
+    if (rhs->virtual_device_id_ >= 0 && lhs->virtual_device_id_ != 
rhs->virtual_device_id_) {
+      return {};
+    }
+  } else {
+    joined_virtual_device_id = rhs->virtual_device_id_;
+  }
+  Target joined_target;
+  if (lhs->target_.defined()) {
+    joined_target = lhs->target_;
+    if (rhs->target_.defined() && lhs->target_ != rhs->target_) {
+      return {};
+    }
+  } else {
+    joined_target = rhs->target_;
+  }
+  String joined_memory_scope;
+  if (!lhs->memory_scope_.empty()) {
+    joined_memory_scope = lhs->memory_scope_;
+    if (!rhs->memory_scope_.empty() && lhs->memory_scope_ != 
rhs->memory_scope_) {
+      return {};
+    }
+  } else {
+    joined_memory_scope = rhs->memory_scope_;
+  }
+  return SEScope(joined_device_type, joined_virtual_device_id, joined_target, 
joined_memory_scope);
+}
+
+/* static */
+SEScope SEScope::Default(const SEScope& lhs, const SEScope& rhs) {
+  if (lhs == rhs) {
+    return lhs;
+  }
+  DLDeviceType defaulted_device_type;
+  if (lhs->device_type_ != kInvalidDeviceType) {
+    defaulted_device_type = lhs->device_type_;
+  } else {
+    defaulted_device_type = rhs->device_type_;
+  }
+  int defaulted_virtual_device_id;
+  if (lhs->virtual_device_id_ >= 0) {
+    defaulted_virtual_device_id = lhs->virtual_device_id_;
+  } else {
+    defaulted_virtual_device_id = rhs->virtual_device_id_;
+  }
+  Target defaulted_target;
+  if (lhs->target_.defined()) {
+    defaulted_target = lhs->target_;
+  } else {
+    // We can only default to the rhs's target if it is consistent with the 
device type
+    if (rhs->target_.defined() && rhs->target_->kind->device_type == 
defaulted_device_type) {
+      defaulted_target = rhs->target_;
+    }
+    // else: leave as null
+  }
+  String defaulted_memory_scope;
+  if (!lhs->memory_scope_.empty()) {
+    defaulted_memory_scope = lhs->memory_scope_;
+  } else {
+    defaulted_memory_scope = rhs->memory_scope_;
+  }
+  return SEScope(defaulted_device_type, defaulted_virtual_device_id, 
defaulted_target,
+                 defaulted_memory_scope);
+}
+
+SEScope SEScopeCache::Make(DLDeviceType device_type, int virtual_device_id, 
Target target,
+                           String memory_scope) {
+  // Not the most efficient, but reducing the key to a string seems to be the 
simplest.

Review comment:
       Left a TODO.




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