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--- |
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dataset_info: |
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features: |
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- name: text |
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dtype: string |
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- name: code |
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dtype: string |
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|
- name: task_id |
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dtype: int64 |
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- name: test_setup_code |
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dtype: string |
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- name: test_list |
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sequence: string |
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- name: challenge_test_list |
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sequence: string |
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splits: |
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- name: train |
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|
num_bytes: 181176.50513347023 |
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num_examples: 374 |
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|
- name: few_shot |
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|
num_bytes: 4844.29158110883 |
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|
num_examples: 10 |
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|
- name: validation |
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|
num_bytes: 43598.62422997947 |
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|
num_examples: 90 |
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|
- name: test |
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|
num_bytes: 242214.57905544149 |
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num_examples: 500 |
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|
download_size: 230787 |
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dataset_size: 471834.0 |
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configs: |
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- config_name: default |
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data_files: |
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- split: train |
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path: data/train-* |
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- split: few_shot |
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path: data/few_shot-* |
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- split: validation |
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path: data/validation-* |
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- split: test |
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path: data/test-* |
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--- |
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|
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This is the MBPP dataset. Downloaded [from here](https://raw.githubusercontent.com/google-research/google-research/refs/heads/master/mbpp/mbpp.jsonl) |
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and constructed as follows: |
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|
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```python3 |
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import datasets |
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ds = datasets.load_dataset("json", data_files="mbpp.jsonl", split="train") |
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test = ds.filter(lambda item: item['task_id'] >= 11 and item['task_id'] <= 510) |
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few_shot = ds.filter(lambda item: item['task_id'] >= 1 and item['task_id'] <= 10) |
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validation = ds.filter(lambda item: item['task_id'] >= 511 and item['task_id'] <= 600) |
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train = ds.filter(lambda item: item['task_id'] >= 601 and item['task_id'] <= 974) |
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ds = datasets.DatasetDict({ "train": train, "few_shot": few_shot, "validation": validation, "test": test }) |
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ds.push_to_hub("arjunguha/mbpp") |
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``` |
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Credit: |
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|
|
|
```bibtex |
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@misc{austin2021programsynthesislargelanguage, |
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title={Program Synthesis with Large Language Models}, |
|
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author={Jacob Austin and Augustus Odena and Maxwell Nye and Maarten Bosma and Henryk Michalewski and David Dohan and Ellen Jiang and Carrie Cai and Michael Terry and Quoc Le and Charles Sutton}, |
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year={2021}, |
|
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eprint={2108.07732}, |
|
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archivePrefix={arXiv}, |
|
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primaryClass={cs.PL}, |
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url={https://arxiv.org/abs/2108.07732}, |
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} |
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``` |
