|
--- |
|
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 |
|
``` |
|
|