-
Notifications
You must be signed in to change notification settings - Fork 57
/
Copy pathtensor_batch_reader.h
89 lines (71 loc) · 2.64 KB
/
tensor_batch_reader.h
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
// Copyright 2024 Ant Group Co., Ltd.
//
// Licensed 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.
#pragma once
#include "arrow/table.h"
#include "engine/core/tensor.h"
#include "engine/util/disk/arrow_reader.h"
namespace scql::engine {
class TensorBatchReader {
public:
explicit TensorBatchReader(size_t batch_size)
: batch_size_(batch_size), offset_(0) {}
/// @returns tensor ptr, return nullptr if no more batches
virtual std::shared_ptr<arrow::ChunkedArray> Next() = 0;
protected:
size_t batch_size_;
int64_t offset_;
};
class MemTensorBatchReader : public TensorBatchReader {
public:
explicit MemTensorBatchReader(
const std::shared_ptr<MemTensor>& tensor,
size_t batch_size = std::numeric_limits<size_t>::max())
: TensorBatchReader(batch_size), arrays_(tensor->ToArrowChunkedArray()) {}
MemTensorBatchReader(const MemTensorBatchReader&) = delete;
MemTensorBatchReader& operator=(const MemTensorBatchReader&) = delete;
std::shared_ptr<arrow::ChunkedArray> Next() override;
private:
std::shared_ptr<arrow::ChunkedArray> arrays_;
};
class DiskTensorBatchReader : public TensorBatchReader {
public:
explicit DiskTensorBatchReader(
std::shared_ptr<DiskTensor> tensor,
size_t batch_size = std::numeric_limits<size_t>::max())
: TensorBatchReader(batch_size), tensor_(std::move(tensor)) {}
DiskTensorBatchReader(const DiskTensorBatchReader&) = delete;
DiskTensorBatchReader& operator=(const DiskTensorBatchReader&) = delete;
std::shared_ptr<arrow::ChunkedArray> Next() override;
private:
bool FreshReader() {
// skip empty files;
while (cur_file_idx_ < tensor_->GetFileNum() &&
tensor_->GetFileArray(cur_file_idx_)->GetLen() == 0) {
cur_file_idx_++;
}
if (cur_file_idx_ >= tensor_->GetFileNum()) {
return false;
}
cur_reader_ = std::make_shared<util::disk::FileBatchReader>(
tensor_->GetFileArray(cur_file_idx_)->GetFilePath());
cur_file_idx_++;
return true;
}
private:
std::shared_ptr<DiskTensor> tensor_;
// file index
size_t cur_file_idx_ = 0;
std::shared_ptr<util::disk::FileBatchReader> cur_reader_;
};
} // namespace scql::engine