include/tenzr/modules/data/dataset.h¶
Namespaces¶
| Name |
|---|
| tenzr |
| tenzr::data |
Classes¶
| Name | |
|---|---|
| class | tenzr::data::Dataset Abstract indexed collection of tensor samples. |
| class | tenzr::data::TensorDataset Dataset backed by an in-memory list of tensors. |
| class | tenzr::data::ShardedDataset View of a Dataset restricted to the samples owned by one shard. |
Source code¶
// Copyright 2026 The Tenzr Project Authors
//
// SPDX-License-Identifier: Apache-2.0
//
// 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
//
// https://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.
#ifndef TENZR_MODULES_DATA_DATASET_H_
#define TENZR_MODULES_DATA_DATASET_H_
#include <cstddef>
#include <memory>
#include <vector>
#include "tenzr/common/error.h"
#include "tenzr/frontend/tensor.h"
namespace tenzr::data {
using DataItem = std::vector<Tensor>;
class Dataset {
public:
virtual ~Dataset() = default;
virtual size_t Size() const = 0;
virtual DataItem Get(size_t index) const = 0;
};
class TensorDataset : public Dataset {
public:
explicit TensorDataset(std::vector<Tensor> tensors);
size_t Size() const override { return size_; }
DataItem Get(size_t index) const override;
const std::vector<Tensor>& Tensors() const { return tensors_; }
private:
std::vector<Tensor> tensors_;
size_t size_{0};
};
class ShardedDataset : public Dataset {
public:
ShardedDataset(std::shared_ptr<Dataset> base_dataset, size_t num_shards, size_t shard_index);
size_t Size() const override { return sharded_indices_.size(); }
DataItem Get(size_t index) const override {
TENZR_CHECK(index < sharded_indices_.size(), "Index out of bounds in ShardedDataset");
return base_dataset_->Get(sharded_indices_[index]);
}
size_t NumShards() const { return num_shards_; }
size_t ShardIndex() const { return shard_index_; }
private:
std::shared_ptr<Dataset> base_dataset_;
size_t num_shards_;
size_t shard_index_;
std::vector<size_t> sharded_indices_;
};
} // namespace tenzr::data
#endif // TENZR_MODULES_DATA_DATASET_H_