Added ZipOp

This commit is contained in:
Mahdi 2020-07-20 14:35:26 -04:00
parent eeba046115
commit 91b4d90716
4 changed files with 112 additions and 3 deletions

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@ -28,6 +28,7 @@
#include "minddata/dataset/engine/datasetops/repeat_op.h"
#include "minddata/dataset/engine/datasetops/shuffle_op.h"
#include "minddata/dataset/engine/datasetops/project_op.h"
#include "minddata/dataset/engine/datasetops/zip_op.h"
#include "minddata/dataset/engine/datasetops/source/sampler/sampler.h"
#include "minddata/dataset/engine/datasetops/source/sampler/random_sampler.h"
@ -53,6 +54,7 @@ std::shared_ptr<Iterator> Dataset::CreateIterator() {
iter = std::make_shared<Iterator>();
Status rc = iter->BuildAndLaunchTree(shared_from_this());
if (rc.IsError()) {
MS_LOG(ERROR) << rc;
MS_LOG(ERROR) << "CreateIterator failed.";
return nullptr;
}
@ -184,6 +186,21 @@ std::shared_ptr<ProjectDataset> Dataset::Project(const std::vector<std::string>
return ds;
}
// Function to create a Zip dataset
std::shared_ptr<ZipDataset> Dataset::Zip(const std::vector<std::shared_ptr<Dataset>> &datasets) {
// Default values
auto ds = std::make_shared<ZipDataset>();
if (!ds->ValidateParams()) {
return nullptr;
}
for (auto dataset : datasets) {
ds->children.push_back(dataset);
}
return ds;
}
// Helper function to create default RandomSampler.
std::shared_ptr<SamplerObj> CreateDefaultSampler() {
int32_t num_samples = 0; // 0 means to sample all ids.
@ -441,6 +458,19 @@ std::shared_ptr<std::vector<std::shared_ptr<DatasetOp>>> ProjectDataset::Build()
return std::make_shared<std::vector<std::shared_ptr<DatasetOp>>>(node_ops);
}
// Function to build ZipOp
ZipDataset::ZipDataset() {}
bool ZipDataset::ValidateParams() { return true; }
std::shared_ptr<std::vector<std::shared_ptr<DatasetOp>>> ZipDataset::Build() {
// A vector containing shared pointer to the Dataset Ops that this object will create
std::vector<std::shared_ptr<DatasetOp>> node_ops;
node_ops.push_back(std::make_shared<ZipOp>(rows_per_buffer_, connector_que_size_));
return std::make_shared<std::vector<std::shared_ptr<DatasetOp>>>(node_ops);
}
} // namespace api
} // namespace dataset
} // namespace mindspore

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@ -52,7 +52,9 @@ Status Iterator::BuildAndLaunchTree(std::shared_ptr<Dataset> ds) {
// Iterative BFS converting Dataset tree into runtime Execution tree.
std::queue<std::pair<std::shared_ptr<Dataset>, std::shared_ptr<DatasetOp>>> q;
if (ds != nullptr) {
if (ds == nullptr) {
RETURN_STATUS_UNEXPECTED("Input is null pointer");
} else {
// Convert the current root node.
auto root_op = ds->Build()->front();
RETURN_UNEXPECTED_IF_NULL(root_op);

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@ -48,6 +48,7 @@ class MapDataset;
class ShuffleDataset;
class Cifar10Dataset;
class ProjectDataset;
class ZipDataset;
/// \brief Function to create an ImageFolderDataset
/// \notes A source dataset that reads images from a tree of directories
@ -165,6 +166,12 @@ class Dataset : public std::enable_shared_from_this<Dataset> {
/// \return Shared pointer to the current Dataset
std::shared_ptr<ProjectDataset> Project(const std::vector<std::string> &columns);
/// \brief Function to create a Zip Dataset
/// \notes Applies zip to the dataset
/// \param[in] datasets A list of shared pointer to the datasets that we want to zip
/// \return Shared pointer to the current Dataset
std::shared_ptr<ZipDataset> Zip(const std::vector<std::shared_ptr<Dataset>> &datasets);
protected:
std::vector<std::shared_ptr<Dataset>> children;
std::shared_ptr<Dataset> parent;
@ -351,6 +358,24 @@ class ProjectDataset : public Dataset {
private:
std::vector<std::string> columns_;
};
class ZipDataset : public Dataset {
public:
/// \brief Constructor
ZipDataset();
/// \brief Destructor
~ZipDataset() = default;
/// \brief a base class override function to create the required runtime dataset op objects for this class
/// \return shared pointer to the list of newly created DatasetOps
std::shared_ptr<std::vector<std::shared_ptr<DatasetOp>>> Build() override;
/// \brief Parameters validation
/// \return bool true if all the params are valid
bool ValidateParams() override;
};
} // namespace api
} // namespace dataset
} // namespace mindspore

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@ -764,8 +764,60 @@ TEST_F(MindDataTestPipeline, TestProjectMap) {
iter->GetNextRow(&row);
}
EXPECT_TRUE(i == 20);
EXPECT_EQ(i, 20);
// Manually terminate the pipeline
iter->Stop();
}
}
TEST_F(MindDataTestPipeline, TestZip) {
// Create an ImageFolder Dataset
std::string folder_path = datasets_root_path_ + "/testPK/data/";
std::shared_ptr<Dataset> ds = ImageFolder(folder_path, true, RandomSampler(false, 10));
EXPECT_TRUE(ds != nullptr);
// Create a Project operation on ds
std::vector<std::string> column_project = {"image"};
ds = ds->Project(column_project);
EXPECT_TRUE(ds != nullptr);
folder_path = datasets_root_path_ + "/testCifar10Data/";
std::shared_ptr<Dataset> ds1 = Cifar10(folder_path, 0, RandomSampler(false, 10));
EXPECT_TRUE(ds1 != nullptr);
// Create a Project operation on ds
column_project = {"label"};
ds1 = ds1->Project(column_project);
EXPECT_TRUE(ds1 != nullptr);
// Create a Zip operation on the datasets
ds = ds->Zip({ds, ds1});
EXPECT_TRUE(ds != nullptr);
// Create a Batch operation on ds
int32_t batch_size = 1;
ds = ds->Batch(batch_size);
EXPECT_TRUE(ds != nullptr);
// Create an iterator over the result of the above dataset
// This will trigger the creation of the Execution Tree and launch it.
std::shared_ptr<Iterator> iter = ds->CreateIterator();
EXPECT_TRUE(iter != nullptr);
// Iterate the dataset and get each row
std::unordered_map<std::string, std::shared_ptr<Tensor>> row;
iter->GetNextRow(&row);
uint64_t i = 0;
while (row.size() != 0) {
i++;
auto image = row["image"];
MS_LOG(INFO) << "Tensor image shape: " << image->shape();
iter->GetNextRow(&row);
}
EXPECT_EQ(i, 10);
// Manually terminate the pipeline
iter->Stop();
}