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Codegen is a model for conversational program synthesis, where each problem is interactively solved in multiple steps, each consisting of a natural language specification from the user and a synthesized subprogram from the system. | |
It was was sequentially trained on three datasets: | |
- The Pile | |
- A 341GB subset of Google’s [BigQuery dataset](https://cloud.google.com/blog/topics/public-datasets/github-on-bigquery-analyze-all-the-open-source-code) of code files from multiple programming languages, keeping only 6: C, C++, Go, Java, JavaScript, and Python | |
- 217GB of Python data from Github repositories | |
The second and third datasets used the following preprocessing: | |
- Exact match deduplication | |
- Filtering: | |
- Exact match deduplication | |
- Average line length < 100 tokens | |
- Maximum line length < 1000 MB | |
- >90% of the characters being decimal or hexadecimal digits | |
**Remark**: | |
The reported data sizes are after preprocessing. |