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| #include "image_batch_sampler.h" |
|
|
| #include <dirent.h> |
| #include <sys/stat.h> |
|
|
| #include <algorithm> |
| #include <cctype> |
| #include <iostream> |
|
|
| #include "src/utils/ilogger.h" |
| #include "src/utils/utility.h" |
|
|
| const std::set<std::string> ImageBatchSampler::kImgSuffixes = {"jpg", "png", |
| "jpeg", "bmp"}; |
|
|
| ImageBatchSampler::ImageBatchSampler(int batch_size) |
| : BaseBatchSampler(batch_size) {} |
|
|
| absl::StatusOr<std::vector<std::vector<cv::Mat>>> |
| ImageBatchSampler::SampleFromString(const std::string &input) { |
| std::vector<std::string> inputs = {input}; |
| return SampleFromVector(inputs); |
| } |
|
|
| absl::StatusOr<std::vector<std::vector<cv::Mat>>> |
| ImageBatchSampler::SampleFromVector(const std::vector<std::string> &inputs) { |
| std::vector<std::vector<cv::Mat>> results; |
| std::vector<cv::Mat> current_batch; |
| input_path_.clear(); |
| for (size_t i = 0; i < inputs.size(); ++i) { |
| const std::string &input = inputs[i]; |
|
|
| if (Utility::IsDirectory(input)) { |
| absl::StatusOr<std::vector<std::string>> files_result = |
| GetFilesList(input); |
| if (!files_result.ok()) { |
| return files_result.status(); |
| } |
| input_path_.insert(input_path_.end(), files_result.value().begin(), |
| files_result.value().end()); |
| absl::StatusOr<std::vector<std::vector<cv::Mat>>> sub_result = |
| SampleFromVector(files_result.value()); |
| if (!sub_result.ok()) { |
| return sub_result.status(); |
| } |
|
|
| const std::vector<std::vector<cv::Mat>> &sub_batches = sub_result.value(); |
| for (size_t j = 0; j < sub_batches.size(); ++j) { |
| results.push_back(sub_batches[j]); |
| } |
| } else if (Utility::IsImageFile(input)) { |
| if (!Utility::FileExists(input).ok()) { |
| return absl::NotFoundError("File not found: " + input); |
| } |
| input_path_.push_back(input); |
| absl::StatusOr<cv::Mat> image_result = Utility::MyLoadImage(input); |
| if (!image_result.ok()) { |
| return image_result.status(); |
| } |
|
|
| current_batch.push_back(image_result.value()); |
|
|
| if (static_cast<int>(current_batch.size()) == batch_size_) { |
| results.push_back(current_batch); |
| current_batch.clear(); |
| } |
| } else { |
| return absl::InvalidArgumentError("Unsupported file type: " + input); |
| } |
| } |
|
|
| if (!current_batch.empty()) { |
| results.push_back(current_batch); |
| } |
| return results; |
| } |
|
|
| absl::StatusOr<std::vector<std::vector<cv::Mat>>> |
| ImageBatchSampler::SampleFromMatVector(const std::vector<cv::Mat> &inputs) { |
| std::vector<std::vector<cv::Mat>> results; |
| std::vector<cv::Mat> current_batch; |
|
|
| for (size_t i = 0; i < inputs.size(); ++i) { |
| const cv::Mat &image = inputs[i]; |
|
|
| if (image.empty()) { |
| return absl::InvalidArgumentError("Input image at index " + |
| std::to_string(i) + " is empty."); |
| } |
|
|
| current_batch.push_back(image); |
|
|
| if (static_cast<int>(current_batch.size()) == batch_size_) { |
| results.push_back(current_batch); |
| current_batch.clear(); |
| } |
| } |
|
|
| if (!current_batch.empty()) { |
| results.push_back(current_batch); |
| } |
|
|
| return results; |
| } |
|
|