tqchen commented on code in PR #15178:
URL: https://github.com/apache/tvm/pull/15178#discussion_r1248119679


##########
src/runtime/relax_vm/nd_allocator.h:
##########
@@ -0,0 +1,86 @@
+/*
+ * 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/runtime/relax_vm/nd_allocator.h
+ */
+#ifndef TVM_RUNTIME_RELAX_VM_ND_ALLOCATOR_H_
+#define TVM_RUNTIME_RELAX_VM_ND_ALLOCATOR_H_
+
+#include <tvm/runtime/device_api.h>
+#include <tvm/runtime/relax_vm/memory_manager.h>
+
+#include <atomic>
+
+namespace tvm {
+namespace runtime {
+namespace relax_vm {
+
+class NDAllocator final : public Allocator {
+ public:
+  explicit NDAllocator(Device dev) : Allocator(kNd), used_memory_(0), 
device_(dev) {}
+
+  Buffer Alloc(ShapeTuple shape, DLDataType type_hint, String mem_scope) 
override {
+    DLTensor temp;
+    temp.data = nullptr;
+    temp.device = device_;
+    temp.ndim = shape.size();
+    temp.dtype = type_hint;
+    temp.shape = const_cast<int64_t*>(shape.data());
+    temp.strides = nullptr;
+    temp.byte_offset = 0;
+    size_t nbytes = GetDataSize(temp);
+
+    Buffer buf;
+    buf.device = device_;
+    buf.size = nbytes;
+    buf.data = runtime::DeviceAPI::Get(device_)->AllocDataSpace(device_, 
shape.size(), shape.data(),
+                                                                type_hint, 
mem_scope);
+    used_memory_.fetch_add(nbytes, std::memory_order_relaxed);
+    DLOG(INFO) << "allocate " << nbytes << " B, used memory " << used_memory_ 
<< " B";
+    return buf;
+  }
+
+  Buffer Alloc(size_t nbytes, size_t alignment, DLDataType type_hint) override 
{
+    Buffer buf;
+    buf.device = device_;

Review Comment:
   Sorry, i was meant to comment on the nd version's `Alloc`. Seems that we can 
have both 1D and ND directly implemented in the NaiveAllocator atm. 



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