add tensor interfaces #2809
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add tensor interfaces #2809
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1. Add member variable 'DDim dims_' and a getter function 'dims()'. 'dims' is supposed to hold tensor's shape during Op::InferShape. 2. Remove 'mutable_data' which use default Place. User must specify a explicit Place when call 'mutable_data'. 3. A PlaceHolder may be shared by more than one tensor, and some of them may be the others' slices. So we add a new member variable 'offset_' for Tensor, which is used to show the byte offset between PlaceHolder::ptr_ and where tensor's data really begins. 4. Add functions 'ShareDataFrom' and 'Slice' for Tensor. TODO: Tensor needs a 'CopyFrom' function.
JiayiFeng
requested review from
Superjomn,
reyoung,
wangkuiyi,
jacquesqiao,
qingqing01,
QiJune and
luotao1
reyoung
approved these changes
Jul 12, 2017
paddle/framework/tensor.h
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| @@ -26,31 +27,65 @@ namespace framework { | |||
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| class Tensor { | |||
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| Tensor() : offset_(0) {} | |||
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| Tensor(const DDim& dims) : dims_(dims), offset_(0) {} | |||
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explicit Tensor(const DDim& dims).
paddle/framework/tensor.h
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| } | ||
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| Tensor Slice(const int& begin_idx, const int& end_idx) { |
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This function could be const
Tensor Slice(int begin_idx, int end_idx) const
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DDim dims_and a getter functiondims().dims_is supposed to hold tensor's shape and it is required byOp::InferShape.mutable_datawhich use defaultPlace. Now users must provide an explicitPlaceas parameter when callingmutable_data. See Proposal: remove get_place and set_place #2742.PlaceHolder::ptr_and where tensor's data really begins.ShareDataFromandSlicefor Tensor.TODO: Tensor needs a 'CopyFrom' function
And there is another question. After
Op::InferShape, we are going to get a series of tensors which have only dims_ but no data(holder_ == nullptr). So it seems reasonable to add a new interface for these tensors' memory allocation:If not, we have to write: