--- license: apache-2.0 dataset_info: - config_name: alphabetical_composer_all_context features: - name: repo_id dtype: int64 - name: repo_name dtype: string - name: project_context dtype: string - name: file_context list: - name: content dtype: string - name: type dtype: string - name: gt sequence: string - name: metainfo_separator dtype: string splits: - name: test num_bytes: 590554966 num_examples: 224 download_size: 236538429 dataset_size: 590554966 - config_name: alphabetical_composer_non_py_context features: - name: repo_id dtype: int64 - name: repo_name dtype: string - name: project_context dtype: string - name: file_context list: - name: content dtype: string - name: type dtype: string - name: gt sequence: string - name: metainfo_separator dtype: string splits: - name: test num_bytes: 560157388 num_examples: 224 download_size: 226511858 dataset_size: 560157388 - config_name: alphabetical_composer_py_context features: - name: repo_id dtype: int64 - name: repo_name dtype: string - name: project_context dtype: string - name: file_context list: - name: content dtype: string - name: type dtype: string - name: gt sequence: string - name: metainfo_separator dtype: string splits: - name: test num_bytes: 114370147 num_examples: 224 download_size: 22096586 dataset_size: 114370147 - config_name: file_length_composer_all_context features: - name: repo_id dtype: int64 - name: repo_name dtype: string - name: project_context dtype: string - name: file_context list: - name: content dtype: string - name: type dtype: string - name: gt sequence: string - name: metainfo_separator dtype: string splits: - name: test num_bytes: 590554966 num_examples: 224 download_size: 239093262 dataset_size: 590554966 - config_name: file_length_composer_non_py_context features: - name: repo_id dtype: int64 - name: repo_name dtype: string - name: project_context dtype: string - name: file_context list: - name: content dtype: string - name: type dtype: string - name: gt sequence: string - name: metainfo_separator dtype: string splits: - name: test num_bytes: 560157388 num_examples: 224 download_size: 228632512 dataset_size: 560157388 - config_name: file_length_composer_py_context features: - name: repo_id dtype: int64 - name: repo_name dtype: string - name: project_context dtype: string - name: file_context list: - name: content dtype: string - name: type dtype: string - name: gt sequence: string - name: metainfo_separator dtype: string splits: - name: test num_bytes: 114370147 num_examples: 224 download_size: 22181715 dataset_size: 114370147 - config_name: function_class_mask_half_composer_all_context features: - name: repo_id dtype: int64 - name: repo_name dtype: string - name: project_context dtype: string - name: file_context list: - name: content dtype: string - name: type dtype: string - name: gt sequence: string - name: metainfo_separator dtype: string splits: - name: test num_bytes: 316335006 num_examples: 224 download_size: 0 dataset_size: 316335006 - config_name: function_class_mask_half_composer_non_py_context features: - name: repo_id dtype: int64 - name: repo_name dtype: string - name: project_context dtype: string - name: file_context list: - name: content dtype: string - name: type dtype: string - name: gt sequence: string - name: metainfo_separator dtype: string splits: - name: test num_bytes: 315664977 num_examples: 224 download_size: 127938122 dataset_size: 315664977 - config_name: function_class_mask_half_composer_py_context features: - name: repo_id dtype: int64 - name: repo_name dtype: string - name: project_context dtype: string - name: file_context list: - name: content dtype: string - name: type dtype: string - name: gt sequence: string - name: metainfo_separator dtype: string splits: - name: test num_bytes: 101260211 num_examples: 224 download_size: 17862587 dataset_size: 101260211 - config_name: function_class_mask_one_composer_all_context features: - name: repo_id dtype: int64 - name: repo_name dtype: string - name: project_context dtype: string - name: file_context list: - name: content dtype: string - name: type dtype: string - name: gt sequence: string - name: metainfo_separator dtype: string splits: - name: test num_bytes: 90116249 num_examples: 224 download_size: 13554986 dataset_size: 90116249 - config_name: function_class_mask_one_composer_non_py_context features: - name: repo_id dtype: int64 - name: repo_name dtype: string - name: project_context dtype: string - name: file_context list: - name: content dtype: string - name: type dtype: string - name: gt sequence: string - name: metainfo_separator dtype: string splits: - name: test num_bytes: 105054619 num_examples: 224 download_size: 15624970 dataset_size: 105054619 - config_name: function_class_mask_one_composer_py_context features: - name: repo_id dtype: int64 - name: repo_name dtype: string - name: project_context dtype: string - name: file_context list: - name: content dtype: string - name: type dtype: string - name: gt sequence: string - name: metainfo_separator dtype: string splits: - name: test num_bytes: 87046937 num_examples: 224 download_size: 12999652 dataset_size: 87046937 - config_name: half_memory_composer_all_context features: - name: repo_id dtype: int64 - name: repo_name dtype: string - name: project_context dtype: string - name: file_context list: - name: content dtype: string - name: type dtype: string - name: gt sequence: string - name: metainfo_separator dtype: string splits: - name: test num_bytes: 334960024 num_examples: 224 download_size: 123799195 dataset_size: 334960024 - config_name: half_memory_composer_non_py_context features: - name: repo_id dtype: int64 - name: repo_name dtype: string - name: project_context dtype: string - name: file_context list: - name: content dtype: string - name: type dtype: string - name: gt sequence: string - name: metainfo_separator dtype: string splits: - name: test num_bytes: 311325289 num_examples: 224 download_size: 115444406 dataset_size: 311325289 - config_name: half_memory_composer_py_context features: - name: repo_id dtype: int64 - name: repo_name dtype: string - name: project_context dtype: string - name: file_context list: - name: content dtype: string - name: type dtype: string - name: gt sequence: string - name: metainfo_separator dtype: string splits: - name: test num_bytes: 99351776 num_examples: 224 download_size: 18008844 dataset_size: 99351776 - config_name: imports_first_composer_all_context features: - name: repo_id dtype: int64 - name: repo_name dtype: string - name: project_context dtype: string - name: file_context list: - name: content dtype: string - name: type dtype: string - name: gt sequence: string - name: metainfo_separator dtype: string splits: - name: test num_bytes: 590554966 num_examples: 224 download_size: 236389259 dataset_size: 590554966 - config_name: imports_first_composer_non_py_context features: - name: repo_id dtype: int64 - name: repo_name dtype: string - name: project_context dtype: string - name: file_context list: - name: content dtype: string - name: type dtype: string - name: gt sequence: string - name: metainfo_separator dtype: string splits: - name: test num_bytes: 560157388 num_examples: 224 download_size: 226465503 dataset_size: 560157388 - config_name: imports_first_composer_py_context features: - name: repo_id dtype: int64 - name: repo_name dtype: string - name: project_context dtype: string - name: file_context list: - name: content dtype: string - name: type dtype: string - name: gt sequence: string - name: metainfo_separator dtype: string splits: - name: test num_bytes: 114370147 num_examples: 224 download_size: 22077336 dataset_size: 114370147 - config_name: naive_composer_all_context features: - name: repo_id dtype: int64 - name: repo_name dtype: string - name: project_context dtype: string - name: file_context list: - name: content dtype: string - name: type dtype: string - name: gt sequence: string - name: metainfo_separator dtype: string splits: - name: test num_bytes: 590554966 num_examples: 224 download_size: 236382094 dataset_size: 590554966 - config_name: naive_composer_non_py_context features: - name: repo_id dtype: int64 - name: repo_name dtype: string - name: project_context dtype: string - name: file_context list: - name: content dtype: string - name: type dtype: string - name: gt sequence: string - name: metainfo_separator dtype: string splits: - name: test num_bytes: 560157388 num_examples: 224 download_size: 226480268 dataset_size: 560157388 - config_name: naive_composer_py_context features: - name: repo_id dtype: int64 - name: repo_name dtype: string - name: project_context dtype: string - name: file_context list: - name: content dtype: string - name: type dtype: string - name: gt sequence: string - name: metainfo_separator dtype: string splits: - name: test num_bytes: 114370147 num_examples: 224 download_size: 22084803 dataset_size: 114370147 - config_name: path_distance_composer_all_context features: - name: repo_id dtype: int64 - name: repo_name dtype: string - name: project_context dtype: string - name: file_context list: - name: content dtype: string - name: type dtype: string - name: gt sequence: string - name: metainfo_separator dtype: string splits: - name: test num_bytes: 590554966 num_examples: 224 download_size: 236585246 dataset_size: 590554966 - config_name: path_distance_composer_non_py_context features: - name: repo_id dtype: int64 - name: repo_name dtype: string - name: project_context dtype: string - name: file_context list: - name: content dtype: string - name: type dtype: string - name: gt sequence: string - name: metainfo_separator dtype: string splits: - name: test num_bytes: 560157388 num_examples: 224 download_size: 226460548 dataset_size: 560157388 - config_name: path_distance_composer_py_context features: - name: repo_id dtype: int64 - name: repo_name dtype: string - name: project_context dtype: string - name: file_context list: - name: content dtype: string - name: type dtype: string - name: gt sequence: string - name: metainfo_separator dtype: string splits: - name: test num_bytes: 114370147 num_examples: 224 download_size: 22014753 dataset_size: 114370147 - config_name: function_class_mask_half_composer_all_context data_files: - split: test path: data/function_class_mask_half_composer/all_context/test-* - config_name: function_class_mask_half_composer_non_py_context data_files: - split: test path: data/function_class_mask_half_composer/non_py_context/test-* - config_name: function_class_mask_half_composer_py_context data_files: - split: test path: data/function_class_mask_half_composer/py_context/test-* - config_name: imports_first_composer_all_context data_files: - split: test path: data/imports_first_composer/all_context/test-* - config_name: imports_first_composer_non_py_context data_files: - split: test path: data/imports_first_composer/non_py_context/test-* - config_name: imports_first_composer_py_context data_files: - split: test path: data/imports_first_composer/py_context/test-* - config_name: alphabetical_composer_all_context data_files: - split: test path: data/alphabetical_composer/all_context/test-* - config_name: alphabetical_composer_non_py_context data_files: - split: test path: data/alphabetical_composer/non_py_context/test-* - config_name: alphabetical_composer_py_context data_files: - split: test path: data/alphabetical_composer/py_context/test-* - config_name: naive_composer_all_context data_files: - split: test path: data/naive_composer/all_context/test-* - config_name: naive_composer_non_py_context data_files: - split: test path: data/naive_composer/non_py_context/test-* - config_name: naive_composer_py_context data_files: - split: test path: data/naive_composer/py_context/test-* - config_name: path_distance_composer_all_context data_files: - split: test path: data/path_distance_composer/all_context/test-* - config_name: path_distance_composer_non_py_context data_files: - split: test path: data/path_distance_composer/non_py_context/test-* - config_name: path_distance_composer_py_context data_files: - split: test path: data/path_distance_composer/py_context/test-* default: True - config_name: file_length_composer_all_context data_files: - split: test path: data/file_length_composer/all_context/test-* - config_name: file_length_composer_non_py_context data_files: - split: test path: data/file_length_composer/non_py_context/test-* - config_name: file_length_composer_py_context data_files: - split: test path: data/file_length_composer/py_context/test-* - config_name: half_memory_composer_all_context data_files: - split: test path: data/half_memory_composer/all_context/test-* - config_name: half_memory_composer_non_py_context data_files: - split: test path: data/half_memory_composer/non_py_context/test-* - config_name: half_memory_composer_py_context data_files: - split: test path: data/half_memory_composer/py_context/test-* - config_name: function_class_mask_one_composer_all_context data_files: - split: test path: data/function_class_mask_one_composer/all_context/test-* - config_name: function_class_mask_one_composer_non_py_context data_files: - split: test path: data/function_class_mask_one_composer/non_py_context/test-* - config_name: function_class_mask_one_composer_py_context data_files: - split: test path: data/function_class_mask_one_composer/py_context/test-* --- # Repository Level Code Completion Dataset for Evaluation This is a dataset of repository snapshots before a commit where a python file has been added. One needs to complete added file with given content of repository composed in different ways. ## How to load the data 1. via [`load_dataset`](https://huggingface.co/docs/datasets/v2.14.3/en/package_reference/loading_methods#datasets.load_dataset): ``` from datasets import load_dataset data_files = # choose from the table below dataset = load_dataset("jenyag/repo-code-completion", data_files=data_files, split="train") ``` #### Options for `data_files`: | | **all_context** | **non_py_context** | **py_context** | |----|----|----|----| | **function class mask half composer** | data/function_class_mask_half_composer/all_context/test-* | data/function_class_mask_half_composer/non_py_context/test-* | data/function_class_mask_half_composer/py_context/test-* | | **imports first composer** | data/imports_first_composer/all_context/test-* | data/imports_first_composer/non_py_context/test-* | data/imports_first_composer/py_context/test-* | | **alphabetical composer** | data/alphabetical_composer/all_context/test-* | data/alphabetical_composer/non_py_context/test-* | data/alphabetical_composer/py_context/test-* | | **naive composer** | data/naive_composer/all_context/test-* | data/naive_composer/non_py_context/test-* | data/naive_composer/py_context/test-* | | **path distance composer** | data/path_distance_composer/all_context/test-* | data/path_distance_composer/non_py_context/test-* | data/path_distance_composer/py_context/test-* | | **file length composer** | data/file_length_composer/all_context/test-* | data/file_length_composer/non_py_context/test-* | data/file_length_composer/py_context/test-* | | **half memory composer** | data/half_memory_composer/all_context/test-* | data/half_memory_composer/non_py_context/test-* | data/half_memory_composer/py_context/test-* | | **function class mask one composer** | data/function_class_mask_one_composer/all_context/test-* | data/function_class_mask_one_composer/non_py_context/test-* | data/function_class_mask_one_composer/py_context/test-* | ## How to get the full context for the specific line ``` for datapoint in dataset: project_context = datapoint['project_context'] # The project context may be quite long for file_context_dict, ground_truth in zip(datapoint['file_context'], datapoint['gt']): file_context = file_context_dict['content'] full_context = project_context + file_context ```