metadata
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:
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num_bytes: 590554966
num_examples: 224
download_size: 236538429
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- 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
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sequence: string
- name: metainfo_separator
dtype: string
splits:
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num_examples: 224
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- 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
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dtype: string
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sequence: string
- name: metainfo_separator
dtype: string
splits:
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num_examples: 224
download_size: 22096586
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- 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
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- 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
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list:
- name: content
dtype: string
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dtype: string
- name: gt
sequence: string
- name: metainfo_separator
dtype: string
splits:
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download_size: 0
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- 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:
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dtype: string
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sequence: string
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dtype: string
splits:
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download_size: 127938122
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- config_name: function_class_mask_half_composer_py_context
features:
- name: repo_id
dtype: int64
- name: repo_name
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- config_name: function_class_mask_one_composer_all_context
features:
- name: repo_id
dtype: int64
- name: repo_name
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- name: project_context
dtype: string
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list:
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dtype: string
splits:
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- 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:
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dtype: string
splits:
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- 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
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dtype: string
splits:
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- 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
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sequence: string
- name: metainfo_separator
dtype: string
splits:
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download_size: 123799195
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- 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:
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download_size: 18008844
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- 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
via
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