{"action":"created","comment":{"url":"https://api.github.com/repos/PaddlePaddle/Paddle/pulls/comments/124490517","pull_request_review_id":46780726,"id":124490517,"diff_hunk":"@@ -0,0 +1,95 @@\n+#include \"paddle/framework/tensor.h\"\n+\n+namespace paddle {\n+namespace framework {\n+\n+template <typename T>\n+const T* Tensor::Data() const {\n+  PADDLE_ASSERT(holder_ != nullptr);\n+  PADDLE_ASSERT(holder_->Place() == place_);\n+  PADDLE_ASSERT(holder_->Size() >= product(dims_) * sizeof(T));\n+  return static_cast<const T*>(holder->Ptr());\n+}\n+\n+bool Tensor::NeedReset() {\n+  return (holder_ == nullptr || holder_->Place() != place_ ||\n+          holder_->Size() < product(dims_) * sizeof(T));\n+}\n+\n+template <typename T, typename = std::enable_if<std::is_pod<T>::value>::type>\n+T* Tensor::MutableData() {\n+  if (NeedReset()) {\n+    holder_.reset(new PlaceholderImpl(place_, product(dims_) * sizeof(T)));\n+  }\n+  return static_cast<T*>(holder_->Ptr());\n+}\n+\n+template <typename T, typename = std::enable_if<std::is_pod<T>::value>::type>\n+T* Tensor::MutableData(const DDim& dims) {\n+  dims_ = dims;\n+  return MutableData<T>();\n+}\n+\n+template <typename T, typename = std::enable_if<std::is_pod<T>::value>::type>\n+T* Tensor::MutableData(const DDim& dims, const Place& place) {\n+  dims_ = dims;\n+  place_ = place;\n+  return MutableData<T>();\n+}\n+\n+int Tensor::Rank() const { return arity(dims_); }\n+\n+int Tensor::Numel() const { return product(dims_); }\n+\n+void Tensor::Resize(const DDim& dims) {\n+  dims_ = dims;\n+  return;\n+}\n+\n+void Tensor::Reshape(const DDim& dims) {\n+  if (product(dims) != product(dims_)) {\n+    // TODO: error: \"Reshape() can not change tensor's numel\".","path":"paddle/framework/tensor.cc","position":51,"original_position":51,"commit_id":"271ee6de5e1899d2a57fd0a23f9dbfc6c9733e72","original_commit_id":"8912719fcbe592a818e9ada974d571f87614f3ab","user":{"login":"reyoung","id":728699,"avatar_url":"https://avatars1.githubusercontent.com/u/728699?v=3","gravatar_id":"","url":"https://api.github.com/users/reyoung","html_url":"https://github.com/reyoung","followers_url":"https://api.github.com/users/reyoung/followers","following_url":"https://api.github.com/users/reyoung/following{/other_user}","gists_url":"https://api.github.com/users/reyoung/gists{/gist_id}","starred_url":"https://api.github.com/users/reyoung/starred{/owner}{/repo}","subscriptions_url":"https://api.github.com/users/reyoung/subscriptions","organizations_url":"https://api.github.com/users/reyoung/orgs","repos_url":"https://api.github.com/users/reyoung/repos","events_url":"https://api.github.com/users/reyoung/events{/privacy}","received_events_url":"https://api.github.com/users/reyoung/received_events","type":"User","site_admin":false},"body":"Why can not reshape change tensor's numel?\r\n\r\nIn each mini-batch training, each output of Op should be `Reshape`, because the shape of input tensor could be changed.\r\n","created_at":"2017-06-28T09:14:22Z","updated_at":"2017-06-28T09:52:51Z","html_url":"https://github.com/PaddlePaddle/Paddle/pull/2645#discussion_r124490517","pull_request_url":"https://api.github.com/repos/PaddlePaddle/Paddle/pulls/2645","_links":{"self":{"href":"https://api.github.com/repos/PaddlePaddle/Paddle/pulls/comments/124490517"},"html":{"href":"https://github.com/PaddlePaddle/Paddle/pull/2645#discussion_r124490517"},"pull_request":{"href":"https://api.github.com/repos/PaddlePaddle/Paddle/pulls/2645"}}},"pull_request":{"url":"https://api.github.com/repos/PaddlePaddle/Paddle/pulls/2645","id":127859771,"html_url":"https://github.com/PaddlePaddle/Paddle/pull/2645","diff_url":"https://github.com/PaddlePaddle/Paddle/pull/2645.diff","patch_url":"https://github.com/PaddlePaddle/Paddle/pull/2645.patch","issue_url":"https://api.github.com/repos/PaddlePaddle/Paddle/issues/2645","number":2645,"state":"open","locked":false,"title":"tensor draft for review","user":{"login":"Canpio","id":8395645,"avatar_url":"https://avatars1.githubusercontent.com/u/8395645?v=3","gravatar_id":"","url":"https://api.github.com/users/Canpio","html_url":"https://github.com/Canpio","followers_url":"https://api.github.com/users/Canpio/followers","following_url":"https://api.github.com/users/Canpio/following{/other_user}","gists_url":"https://api.github.com/users/Canpio/gists{/gist_id}","starred_url":"https://api.github.com/users/Canpio/starred{/owner}{/repo}","subscriptions_url":"https://api.github.com/users/Canpio/subscriptions","organizations_url":"https://api.github.com/users/Canpio/orgs","repos_url":"https://api.github.com/users/Canpio/repos","events_url":"https://api.github.com/users/Canpio/events{/privacy}","received_events_url":"https://api.github.com/users/Canpio/received_events","type":"User","site_admin":false},"body":"This is only a **draft** of tensor implementation for review and it has not been fully tested.  \r\nSo **DO NOT MERGE THIS PR**. \r\nComments are welcome if you have any idea or suggestion for my code.\r\n\r\nIn addition, during my coding work I came up with several other questions that need to be discussed:\r\n1. 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Is that going to be a 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