| --- |
| dataset_info: |
| - config_name: huge_context |
| features: |
| - name: repo |
| dtype: string |
| - name: commit_hash |
| dtype: string |
| - name: completion_file |
| struct: |
| - name: filename |
| dtype: string |
| - name: content |
| dtype: string |
| - name: completion_lines |
| struct: |
| - name: commited |
| sequence: int64 |
| - name: common |
| sequence: int64 |
| - name: infile |
| sequence: int64 |
| - name: inproject |
| sequence: int64 |
| - name: non_informative |
| sequence: int64 |
| - name: random |
| sequence: int64 |
| - name: repo_snapshot |
| sequence: |
| - name: filename |
| dtype: string |
| - name: content |
| dtype: string |
| - name: completion_lines_raw |
| struct: |
| - name: commited |
| sequence: int64 |
| - name: common |
| sequence: int64 |
| - name: infile |
| sequence: int64 |
| - name: inproject |
| sequence: int64 |
| - name: non_informative |
| sequence: int64 |
| - name: other |
| sequence: int64 |
| splits: |
| - name: test |
| num_bytes: 5220294969 |
| num_examples: 296 |
| download_size: 1811066263 |
| dataset_size: 5220294969 |
| - config_name: large_context |
| features: |
| - name: repo |
| dtype: string |
| - name: commit_hash |
| dtype: string |
| - name: completion_file |
| struct: |
| - name: filename |
| dtype: string |
| - name: content |
| dtype: string |
| - name: completion_lines |
| struct: |
| - name: commited |
| sequence: int64 |
| - name: common |
| sequence: int64 |
| - name: infile |
| sequence: int64 |
| - name: inproject |
| sequence: int64 |
| - name: non_informative |
| sequence: int64 |
| - name: random |
| sequence: int64 |
| - name: repo_snapshot |
| sequence: |
| - name: filename |
| dtype: string |
| - name: content |
| dtype: string |
| - name: completion_lines_raw |
| struct: |
| - name: commited |
| sequence: int64 |
| - name: common |
| sequence: int64 |
| - name: infile |
| sequence: int64 |
| - name: inproject |
| sequence: int64 |
| - name: non_informative |
| sequence: int64 |
| - name: other |
| sequence: int64 |
| splits: |
| - name: test |
| num_bytes: 2972051649 |
| num_examples: 270 |
| download_size: 1242106504 |
| dataset_size: 2972051649 |
| - config_name: medium_context |
| features: |
| - name: repo |
| dtype: string |
| - name: commit_hash |
| dtype: string |
| - name: completion_file |
| struct: |
| - name: filename |
| dtype: string |
| - name: content |
| dtype: string |
| - name: completion_lines |
| struct: |
| - name: commited |
| sequence: int64 |
| - name: common |
| sequence: int64 |
| - name: infile |
| sequence: int64 |
| - name: inproject |
| sequence: int64 |
| - name: non_informative |
| sequence: int64 |
| - name: random |
| sequence: int64 |
| - name: repo_snapshot |
| sequence: |
| - name: filename |
| dtype: string |
| - name: content |
| dtype: string |
| - name: completion_lines_raw |
| struct: |
| - name: commited |
| sequence: int64 |
| - name: common |
| sequence: int64 |
| - name: infile |
| sequence: int64 |
| - name: inproject |
| sequence: int64 |
| - name: non_informative |
| sequence: int64 |
| - name: other |
| sequence: int64 |
| splits: |
| - name: test |
| num_bytes: 514963163 |
| num_examples: 224 |
| download_size: 225815877 |
| dataset_size: 514963163 |
| - config_name: small_context |
| features: |
| - name: repo |
| dtype: string |
| - name: commit_hash |
| dtype: string |
| - name: completion_file |
| struct: |
| - name: filename |
| dtype: string |
| - name: content |
| dtype: string |
| - name: completion_lines |
| struct: |
| - name: commited |
| sequence: int64 |
| - name: common |
| sequence: int64 |
| - name: infile |
| sequence: int64 |
| - name: inproject |
| sequence: int64 |
| - name: non_informative |
| sequence: int64 |
| - name: random |
| sequence: int64 |
| - name: repo_snapshot |
| sequence: |
| - name: filename |
| dtype: string |
| - name: content |
| dtype: string |
| - name: completion_lines_raw |
| struct: |
| - name: commited |
| sequence: int64 |
| - name: common |
| sequence: int64 |
| - name: infile |
| sequence: int64 |
| - name: inproject |
| sequence: int64 |
| - name: non_informative |
| sequence: int64 |
| - name: other |
| sequence: int64 |
| splits: |
| - name: test |
| num_bytes: 111028780 |
| num_examples: 144 |
| download_size: 37598294 |
| dataset_size: 111028780 |
| configs: |
| - config_name: huge_context |
| data_files: |
| - split: test |
| path: huge_context/test-* |
| - config_name: large_context |
| data_files: |
| - split: test |
| path: large_context/test-* |
| - config_name: medium_context |
| data_files: |
| - split: test |
| path: medium_context/test-* |
| - config_name: small_context |
| data_files: |
| - split: test |
| path: small_context/test-* |
| --- |
| |
| # BenchName (Project-level code completion) |
| This is the benchmark for Project-level code completion task as part of the [BenchName benchmark](https://huggingface.co/collections/icmlbenchname/icml-25-benchname-679b57e38a389f054cdf33e9). |
| Each datapoint contains the file for completion, a list of lines to complete with their categories (see the categorization below), and a repository snapshot that can be used to build the context. |
| All the repositories are published under permissive licenses (MIT, Apache-2.0, BSD-3-Clause, and BSD-2-Clause). The datapoints can be removed upon request. |
|
|
| ## How-to |
|
|
| Load the data via [load_dataset](https://huggingface.co/docs/datasets/v2.14.3/en/package_reference/loading_methods#datasets.load_dataset): |
|
|
| ``` |
| from datasets import load_dataset |
| |
| config_names = [ |
| 'small_context', |
| 'medium_context', |
| 'large_context', |
| 'huge_context' |
| ] |
| |
| ds = load_dataset('icmlbenchname/project-level-code-completion', config_name, split='test') |
| ``` |
| ## Dataset Structure |
|
|
| Datapoints in the dataset have the following structure: |
|
|
| * `repo` – repository name in the format `{GitHub_user_name}__{repository_name}` |
| * `commit_hash` – commit hash of the repository |
| * `completion_file` – dictionary with the completion file content in the following format: |
| * `filename` – path to the completion file |
| * `content` – content of the completion file |
| * `completion_lines` – dictionary where the keys are categories of lines and values are a list of integers (numbers of lines to complete). The categories are: |
| * `committed` – line contains at least one function or class from the files that were added on the completion file commit |
| * `inproject` – line contains at least one function or class from the repository snapshot at the moment of completion |
| * `infile` – line contains at least one function or class from the completion file |
| * `common` – line contains at least one function or class with common names, e.g., `main`, `get`, etc. |
| * `non_informative` – line that was classified to be non-informative, e.g., too short, contains comments, etc. |
| * `random` – other lines. |
| * `repo_snapshot` – dictionary with a snapshot of the repository before the commit. It has the same structure as `completion_file`, but filenames and contents are orginized as lists. |
| * `completion_lines_raw` – same as `completion_lines`, but before sampling |
|
|
| ## How we collected the data |
|
|
| To collect the data, we cloned repositories from GitHub where the main language is Python. |
| The completion file for each datapoint is a `.py` file that was added to the repository in a commit. |
| The state of the repository before this commit is the repo snapshot. |
|
|
| The dataset configurations are based on the number of characters in `.py` files from the repository snapshot: |
| - `small_context` – less than 48K characters; |
| - `medium_context` – from 48K to 192K characters; |
| - `large_context` – from 192K to 768K characters; |
| - `huge_context` – more than 768K characters. |
|
|
| ## Datasets Stats |
|
|
| | Dataset | Number of datapoints | Number of repositories | Number of commits | |
| |:-----------------:|:--------------------:|:----------------------:|:-----------------:| |
| | `small_context` | 144 | 46 | 63 | |
| | `medium_context` | 224 | 80 | 175 | |
| | `large_context` | 270 | 75 | 219 | |
| | `huge_context` | 296 | 75 | 252 | |
|
|
|
|
| ### Completion File |
| | Dataset | Completion file lines, min | Completion file lines, max | Completion file lines, median | |
| |:------------------:|:--------------------------:|:--------------------------:|:------------------------------:| |
| | `small_context` | 201 | 1916 | 310.5 | |
| | `medium_context` | 200 | 1648 | 310.0 | |
| | `large_context` | 200 | 1694 | 278.0 | |
| | `huge_context` | 200 | 1877 | 313.5 | |
|
|
|
|
|
|
| ### Repository Snapshot `.py` files |
| | Dataset | Context py files number, min | Context py files number, max | Context py files number, median | Context py lines, median | |
| |:------------------:|:----------------------------:|:----------------------------:|:--------------------------------:|:-------------------------:| |
| | `small_context` | 0 | 52 | 4.0 | 128.0 | |
| | `medium_context` | 3 | 117 | 34.0 | 3786.0 | |
| | `large_context` | 3 | 255 | 84.0 | 15466.5 | |
| | `huge_context` | 47 | 5227 | 261.0 | 49811.0 | |
|
|
|
|
| ### Repository Snapshot non `.py` files |
| | Dataset | Context non-py files number, min | Context non-py files number, max | Context non-py files number, median | Context non-py lines, median | |
| |:------------------:|:---------------------------------:|:---------------------------------:|:-----------------------------------:|:-----------------------------:| |
| | `small_context` | 1 | 1044 | 19.5 | 1227.0 | |
| | `medium_context` | 3 | 3977 | 64.5 | 9735.0 | |
| | `large_context` | 8 | 2174 | 155.0 | 18759.0 | |
| | `huge_context` | 24 | 7687 | 262.0 | 60163.0 | |
|
|
|
|
| ### Line Counts: |
| | Dataset | *infile* | *inproject* | *common* | *commited* | *non-informative* | *random* | **all** | |
| |:------------------:|:--------:|:-----------:|:--------:|:----------:|:-----------------:|:--------:|:-----:| |
| | `small_context` | 1430 | 95 | 500 | 1426 | 532 | 703 | **4686** | |
| | `medium_context` | 2224 | 2236 | 779 | 1495 | 858 | 1084 | **8676** | |
| | `large_context` | 2691 | 2595 | 693 | 1322 | 1019 | 1311 | **9631** | |
| | `huge_context` | 2608 | 2901 | 692 | 1019 | 1164 | 1426 | **9810** | |
|
|
|
|
| ## Scores |
| You can find the results of running various models on this dataset in our [leaderboard](https://huggingface.co/collections/icmlbenchname/icml-25-benchname-679b57e38a389f054cdf33e9). |
|
|
