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tensor draft for review #2645
tensor draft for review #2645
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Original file line number | Diff line number | Diff line change |
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#include "paddle/framework/tensor.h" | ||
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namespace paddle { | ||
namespace framework { | ||
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template <typename T> | ||
const T* Tensor::Data() const { | ||
PADDLE_ASSERT(holder_ != nullptr); | ||
PADDLE_ASSERT(holder_->Place() == place_); | ||
PADDLE_ASSERT(holder_->Size() >= product(dims_) * sizeof(T)); | ||
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. Do we need to check the There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. It is worth discussing, I think. |
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return static_cast<const T*>(holder->Ptr()); | ||
} | ||
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bool Tensor::NeedReset() { | ||
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more.
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. fixed |
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return (holder_ == nullptr || holder_->Place() != place_ || | ||
holder_->Size() < product(dims_) * sizeof(T)); | ||
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. There is no |
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} | ||
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template <typename T, typename = std::enable_if<std::is_pod<T>::value>::type> | ||
T* Tensor::MutableData() { | ||
if (NeedReset()) { | ||
holder_.reset(new PlaceholderImpl(place_, product(dims_) * sizeof(T))); | ||
} | ||
return static_cast<T*>(holder_->Ptr()); | ||
} | ||
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template <typename T, typename = std::enable_if<std::is_pod<T>::value>::type> | ||
T* Tensor::MutableData(const DDim& dims) { | ||
dims_ = dims; | ||
return MutableData<T>(); | ||
} | ||
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template <typename T, typename = std::enable_if<std::is_pod<T>::value>::type> | ||
T* Tensor::MutableData(const DDim& dims, const Place& place) { | ||
dims_ = dims; | ||
place_ = place; | ||
return MutableData<T>(); | ||
} | ||
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int Tensor::Rank() const { return arity(dims_); } | ||
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int Tensor::Numel() const { return product(dims_); } | ||
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void Tensor::Resize(const DDim& dims) { | ||
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. In my design, I don't see that we need There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. Do you mean that if users want to change tensor's size, they can invoke There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. Yes. |
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dims_ = dims; | ||
return; | ||
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. Why add so many There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. It's just my personal habit... I'm used to adding There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. Please strictly follow a common style as we work as a team. Let's remove all unnecessary code. |
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} | ||
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void Tensor::Reshape(const DDim& dims) { | ||
if (product(dims) != product(dims_)) { | ||
// TODO: error: "Reshape() can not change tensor's numel". | ||
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. Why can not reshape change tensor's numel? In each mini-batch training, each output of Op should be There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. Users can use |
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} | ||
_dims = dim; | ||
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more.
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more.
However, from the implementation perspective, the difference is really just a checking step. |
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return; | ||
} | ||
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void Tensor::ShareData(const Tensor& src) { | ||
if (src.NeedReset()) { | ||
// TODO: error: "Src tensor need to be reseted before calling ShareData()". | ||
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. What's the meaning of reset? Does it actually mean resize? There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more.
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} | ||
holder_ = src.Holder(); | ||
dims_ = src.Dims(); | ||
place_ = src.Place(); | ||
return; | ||
} | ||
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template <typename T> | ||
void CopyFrom(const Tensor& src) { | ||
if ((void*)&src == (void*)this) { | ||
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. Maybe need more checking? Is CopyFrom always success? There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. There are some checking in |
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return; | ||
} | ||
int len = product(src.Dims()); | ||
T* src_ptr = src.Data<T>(); | ||
T* dst_ptr = MutableData<T>(src.Dims()); | ||
for (int i = 0; i < len; ++i) { | ||
dst_ptr[i] = src_ptr[i]; | ||
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. This is not correct for There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. Yes, it's just for CPU at present. GPU part will be implemented later. |
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} | ||
return; | ||
} | ||
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const std::shared_ptr<Tensor::Placeholder>& Tensor::Holder() const { | ||
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. I think that users don't need to and shouldn't know the concept "holder", which is defined as a private type inside Tensor in my design. There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. done |
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return holder_; | ||
} | ||
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const DDim& Tensor::Dims() const { return dims_; } | ||
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. Put these simple functions into the header file, the compiler can do inline optimization. There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. done |
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const paddle::platform::Place& Tensor::Place() const { return place_; } | ||
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template <typename T> | ||
bool Tensor::IsType() const { | ||
return typeid(T) == holder_.TypeInfo(); | ||
} | ||
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} // namespace framework | ||
} // namespace paddle |
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#pragma once | ||
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#include <memory> | ||
#include <type_traits> | ||
#include <typeinfo> | ||
#include "paddle/framework/ddim.h" | ||
#include "paddle/platform/assert.h" | ||
#include "paddle/platform/place.h" | ||
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namespace paddle { | ||
namespace framework { | ||
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class Tensor { | ||
using paddle::platform::Place; | ||
using paddle::platform::get_place; | ||
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public: | ||
explicit Tensor(DDim dims) : dims_(dims), place_(get_place()) {} | ||
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. Please be aware that I followed @qingqing01 's suggestion 3 days ago #2611 (review) and removed |
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explicit Tensor(DDim dims, Place place) : dims_(dims), place_(place) {} | ||
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Tensor& operator=(const Tensor& src) = delete; | ||
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template <typename T> | ||
const T* Data() const; | ||
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bool NeedReset(); | ||
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// must be POD types | ||
template <typename T, typename = std::enable_if<std::is_pod<T>::value>::type> | ||
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. Also, I followed @qingqing01 's suggestion and removed multiple signatures of mutable_data. |
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T* MutableData(); | ||
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template <typename T, typename = std::enable_if<std::is_pod<T>::value>::type> | ||
T* MutableData(const DDim& dims); | ||
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template <typename T, typename = std::enable_if<std::is_pod<T>::value>::type> | ||
T* MutableData(const DDim& dims, const Place& place); | ||
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int Rank() const; | ||
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int Numel() const; | ||
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void Resize(const DDim& dims); | ||
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void Reshape(const DDim& dims); | ||
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void ShareData(const Tensor& src); | ||
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template <typename T> | ||
void CopyFrom(const Tensor& src); | ||
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const std::shared_ptr<Placeholder>& Holder() const; | ||
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const DDim& Dims() const; | ||
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const paddle::platform::Place& Place() const; | ||
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template <typename T> | ||
bool IsType() const; | ||
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// Placeholder hides type T, so it doesn't appear as a template | ||
struct Placeholder { | ||
virtual ~Placeholder() {} | ||
virtual std::type_info TypeInfo() const = 0; | ||
virtual void* Ptr() const = 0; | ||
virtual Place Place() const = 0; | ||
virtual size_t Size() const = 0; | ||
}; | ||
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private: | ||
template <typename T> | ||
struct PlaceholderImpl : public Placeholder { | ||
PlaceholderImpl(Place place, size_t size) | ||
: ptr_(paddle::memory::Alloc(place, size), | ||
paddle::memory::Deleter(place)), | ||
place_(place), | ||
size_(size) {} | ||
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virtual std::type_info TypeInfo() const { return typeid(T); } | ||
virtual void* Ptr() const { return static_cast<void*>(ptr_.get()); } | ||
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. Maybe Ptr() should not be added in interface, it should return T* like struct Placeholder {
virtual ~Placeholder() {} // for rtti
};
template <typename T>
struct PlaceholderImpl : public Placeholder {
T* Ptr() const { return ptr_.get(); }
};
template <typename T>
const T* Data() const {
auto holder = std::dynamic_pointer_cast<PlaceholderImpl<T>>(holder_);
ASSERT(holder != nullptr);
return holder->Ptr();
} Using There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. See PR #2647 |
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virtual size_t Size() const { return size_; } | ||
virtual Place Place() const { return place_; } | ||
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std::unique_ptr<T, paddle::memory::Deleter> ptr_; | ||
Place place_; // record the place of ptr_. | ||
size_t size_; // size of the memory block. | ||
}; | ||
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std::shared_ptr<Placeholder> holder_; // holds the memory block if allocated. | ||
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. Following @qingqing01 's suggestion, |
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DDim dims_; // could be smallers than the holder_->Size(). | ||
Place place_; | ||
}; | ||
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} // namespace framework | ||
} // namespace paddle |
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Template should implement in header.
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done