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README.md
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- name: other
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sequence: int64
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configs:
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- config_name: large_context
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data_files:
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- split: test
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path: data/large_context/*
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- config_name: medium_context
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data_files:
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- split: test
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path: data/medium_context/*
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- config_name: small_context
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data_files:
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- split: test
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path: data/small_context/*
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- config_name: huge_context
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data_files:
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- split: test
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path: data/huge_context/*
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- config_name: large_context
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data_files:
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- split: test
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```
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from datasets import load_dataset
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```
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## Data Point Structure
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* `filename` β filepath to the completion file
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* `content` β content of the completion file
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* `completion_lines` β dictionary where keys are classes of lines and values are a list of integers (numbers of lines to complete). The classes are:
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* `committed` β line contains at least one function or class that was declared in the committed files from `commit_hash`
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* `inproject` β line contains at least one function or class that was declared in the project (excluding previous)
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* `infile` β line contains at least one function or class that was declared in the completion file (excluding previous)
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* `common` β line contains at least one function or class that was classified to be common, e.g., `main`, `get`, etc (excluding previous)
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* `non_informative` β line that was classified to be non-informative, e.g. too short, contains comments, etc
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* `random` β randomly sampled from the rest of the lines
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* `repo_snapshot` β dictionary with a snapshot of the repository before the commit. Has the same structure as `completion_file`, but filenames and contents are orginized as lists.
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* `completion_lines_raw` β the same as `completion_lines`, but before sampling.
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The completion file for each data point is a `.py` file that was added to the repository in a commit.
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The state of the repository before this commit is the repo snapshot.
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* Number of datapoints: 296
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* Number of repositories: 75
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* Number of commits: 252
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### Completion File
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### Repository Snapshot
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* `.py` files: <u>median 261</u>, from 47 to 5227
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* non `.py` files: <u>median 262</u>, from 24 to 7687
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* `.py` lines: <u>median 49811</u>
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* non `.py` lines: <u>median 60163</u>
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### Line Counts:
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## Scores
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[HF Space](https://huggingface.co/spaces/JetBrains-Research/long-code-arena)
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- name: other
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sequence: int64
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configs:
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- config_name: large_context
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data_files:
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- split: test
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```
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from datasets import load_dataset
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config_names = [
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'small_context',
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'medium_context',
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'large_context',
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'huge_context'
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]
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ds = load_dataset('JetBrains-Research/lca-code-completion', config_name, split='test')
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```
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## Data Point Structure
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* `filename` β filepath to the completion file
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* `content` β content of the completion file
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* `completion_lines` β dictionary where keys are classes of lines and values are a list of integers (numbers of lines to complete). The classes are:
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* `committed` β line contains at least one function or class that was declared in the committed files from `commit_hash`
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* `inproject` β line contains at least one function or class that was declared in the project (excluding previous)
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* `infile` β line contains at least one function or class that was declared in the completion file (excluding previous)
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* `common` β line contains at least one function or class that was classified to be common, e.g., `main`, `get`, etc (excluding previous)
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* `non_informative` β line that was classified to be non-informative, e.g. too short, contains comments, etc
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* `random` β randomly sampled from the rest of the lines
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* `repo_snapshot` β dictionary with a snapshot of the repository before the commit. Has the same structure as `completion_file`, but filenames and contents are orginized as lists.
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* `completion_lines_raw` β the same as `completion_lines`, but before sampling.
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The completion file for each data point is a `.py` file that was added to the repository in a commit.
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The state of the repository before this commit is the repo snapshot.
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The dataset configurations are based on the number of characters in `.py` files from the repository snapshot:
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- `small_context` β less than 48K characters;
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- `medium_context` β from 48K to 192K characters;
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- `large_context` β from 192K to 768K characters;
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- `huge_context` β more than 768K characters.
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## Datasets Stats
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| Dataset | Number of datapoints | Number of repositories | Number of commits |
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|:-----------------:|:--------------------:|:----------------------:|:-----------------:|
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| `small_context` | 144 | 46 | 63 |
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| `medium_context` | 224 | 80 | 175 |
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| `large_context` | 270 | 75 | 219 |
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| `huge_context` | 296 | 75 | 252 |
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### Completion File
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| Dataset | Completion file lines, min | Completion file lines, max | Completion file lines, median |
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|:------------------:|:--------------------------:|:--------------------------:|:------------------------------:|
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| `small_context` | 201 | 1916 | 310.5 |
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| `medium_context` | 200 | 1648 | 310.0 |
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| `large_context` | 200 | 1694 | 278.0 |
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| `huge_context` | 200 | 1877 | 313.5 |
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### Repository Snapshot `.py` files
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| Dataset | Context py files number, min | Context py files number, max | Context py files number, median | Context py lines, median |
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|:------------------:|:----------------------------:|:----------------------------:|:--------------------------------:|:-------------------------:|
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| `small_context` | 0 | 52 | 4.0 | 128.0 |
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| `medium_context` | 3 | 117 | 34.0 | 3786.0 |
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| `large_context` | 3 | 255 | 84.0 | 15466.5 |
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| `huge_context` | 47 | 5227 | 261.0 | 49811.0 |
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### Repository Snapshot non `.py` files
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| Dataset | Context non-py files number, min | Context non-py files number, max | Context non-py files number, median | Context non-py lines, median |
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|:------------------:|:---------------------------------:|:---------------------------------:|:-----------------------------------:|:-----------------------------:|
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| `small_context` | 1 | 1044 | 19.5 | 1227.0 |
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| `medium_context` | 3 | 3977 | 64.5 | 9735.0 |
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| `large_context` | 8 | 2174 | 155.0 | 18759.0 |
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| `huge_context` | 24 | 7687 | 262.0 | 60163.0 |
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### Line Counts:
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| Dataset | *infile* | *inproject* | *common* | *commited* | *non-informative* | *random* | **all** |
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|:------------------:|:--------:|:-----------:|:--------:|:----------:|:-----------------:|:--------:|:-----:|
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| `small_context` | 1430 | 95 | 500 | 1426 | 532 | 703 | **4686** |
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| `medium_context` | 2224 | 2236 | 779 | 1495 | 858 | 1084 | **8676** |
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| `large_context` | 2691 | 2595 | 693 | 1322 | 1019 | 1311 | **9631** |
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| `huge_context` | 2608 | 2901 | 692 | 1019 | 1164 | 1426 | **9810** |
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## Scores
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[HF Space](https://huggingface.co/spaces/JetBrains-Research/long-code-arena)
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