| --- |
| pretty_name: Samsoup CodeNet |
| configs: |
| - config_name: all |
| data_files: |
| - split: train |
| path: languages/*/train.jsonl |
| - split: validation |
| path: languages/*/validation.jsonl |
| - split: test_in_distribution |
| path: languages/*/test_in_distribution.jsonl |
| - split: test_out_of_distribution |
| path: languages/*/test_out_of_distribution.jsonl |
| - config_name: cpp |
| data_files: |
| - split: train |
| path: languages/cpp/train.jsonl |
| - split: validation |
| path: languages/cpp/validation.jsonl |
| - split: test_in_distribution |
| path: languages/cpp/test_in_distribution.jsonl |
| - split: test_out_of_distribution |
| path: languages/cpp/test_out_of_distribution.jsonl |
| - config_name: python |
| data_files: |
| - split: train |
| path: languages/python/train.jsonl |
| - split: validation |
| path: languages/python/validation.jsonl |
| - split: test_in_distribution |
| path: languages/python/test_in_distribution.jsonl |
| - split: test_out_of_distribution |
| path: languages/python/test_out_of_distribution.jsonl |
| - config_name: java |
| data_files: |
| - split: train |
| path: languages/java/train.jsonl |
| - split: validation |
| path: languages/java/validation.jsonl |
| - split: test_in_distribution |
| path: languages/java/test_in_distribution.jsonl |
| - split: test_out_of_distribution |
| path: languages/java/test_out_of_distribution.jsonl |
| - config_name: c |
| data_files: |
| - split: train |
| path: languages/c/train.jsonl |
| - split: validation |
| path: languages/c/validation.jsonl |
| - split: test_in_distribution |
| path: languages/c/test_in_distribution.jsonl |
| - split: test_out_of_distribution |
| path: languages/c/test_out_of_distribution.jsonl |
| - config_name: ruby |
| data_files: |
| - split: train |
| path: languages/ruby/train.jsonl |
| - split: validation |
| path: languages/ruby/validation.jsonl |
| - split: test_in_distribution |
| path: languages/ruby/test_in_distribution.jsonl |
| - split: test_out_of_distribution |
| path: languages/ruby/test_out_of_distribution.jsonl |
| - config_name: csharp |
| data_files: |
| - split: train |
| path: languages/csharp/train.jsonl |
| - split: validation |
| path: languages/csharp/validation.jsonl |
| - split: test_in_distribution |
| path: languages/csharp/test_in_distribution.jsonl |
| - split: test_out_of_distribution |
| path: languages/csharp/test_out_of_distribution.jsonl |
| - config_name: rust |
| data_files: |
| - split: train |
| path: languages/rust/train.jsonl |
| - split: validation |
| path: languages/rust/validation.jsonl |
| - split: test_in_distribution |
| path: languages/rust/test_in_distribution.jsonl |
| - split: test_out_of_distribution |
| path: languages/rust/test_out_of_distribution.jsonl |
| - config_name: go |
| data_files: |
| - split: train |
| path: languages/go/train.jsonl |
| - split: validation |
| path: languages/go/validation.jsonl |
| - split: test_in_distribution |
| path: languages/go/test_in_distribution.jsonl |
| - split: test_out_of_distribution |
| path: languages/go/test_out_of_distribution.jsonl |
| - config_name: javascript |
| data_files: |
| - split: train |
| path: languages/javascript/train.jsonl |
| - split: validation |
| path: languages/javascript/validation.jsonl |
| - split: test_in_distribution |
| path: languages/javascript/test_in_distribution.jsonl |
| - split: test_out_of_distribution |
| path: languages/javascript/test_out_of_distribution.jsonl |
| - config_name: haskell |
| data_files: |
| - split: train |
| path: languages/haskell/train.jsonl |
| - split: validation |
| path: languages/haskell/validation.jsonl |
| - split: test_in_distribution |
| path: languages/haskell/test_in_distribution.jsonl |
| - split: test_out_of_distribution |
| path: languages/haskell/test_out_of_distribution.jsonl |
| - config_name: kotlin |
| data_files: |
| - split: train |
| path: languages/kotlin/train.jsonl |
| - split: validation |
| path: languages/kotlin/validation.jsonl |
| - split: test_in_distribution |
| path: languages/kotlin/test_in_distribution.jsonl |
| - split: test_out_of_distribution |
| path: languages/kotlin/test_out_of_distribution.jsonl |
| - config_name: php |
| data_files: |
| - split: train |
| path: languages/php/train.jsonl |
| - split: validation |
| path: languages/php/validation.jsonl |
| - split: test_in_distribution |
| path: languages/php/test_in_distribution.jsonl |
| - split: test_out_of_distribution |
| path: languages/php/test_out_of_distribution.jsonl |
| - config_name: scala |
| data_files: |
| - split: train |
| path: languages/scala/train.jsonl |
| - split: validation |
| path: languages/scala/validation.jsonl |
| - split: test_in_distribution |
| path: languages/scala/test_in_distribution.jsonl |
| - split: test_out_of_distribution |
| path: languages/scala/test_out_of_distribution.jsonl |
| - config_name: perl |
| data_files: |
| - split: train |
| path: languages/perl/train.jsonl |
| - split: validation |
| path: languages/perl/validation.jsonl |
| - split: test_in_distribution |
| path: languages/perl/test_in_distribution.jsonl |
| - split: test_out_of_distribution |
| path: languages/perl/test_out_of_distribution.jsonl |
| - config_name: fortran |
| data_files: |
| - split: train |
| path: languages/fortran/train.jsonl |
| - split: validation |
| path: languages/fortran/validation.jsonl |
| - split: test_in_distribution |
| path: languages/fortran/test_in_distribution.jsonl |
| - split: test_out_of_distribution |
| path: languages/fortran/test_out_of_distribution.jsonl |
| - config_name: julia |
| data_files: |
| - split: train |
| path: languages/julia/train.jsonl |
| - split: validation |
| path: languages/julia/validation.jsonl |
| - split: test_in_distribution |
| path: languages/julia/test_in_distribution.jsonl |
| - split: test_out_of_distribution |
| path: languages/julia/test_out_of_distribution.jsonl |
| - config_name: ocaml |
| data_files: |
| - split: train |
| path: languages/ocaml/train.jsonl |
| - split: validation |
| path: languages/ocaml/validation.jsonl |
| - split: test_in_distribution |
| path: languages/ocaml/test_in_distribution.jsonl |
| - split: test_out_of_distribution |
| path: languages/ocaml/test_out_of_distribution.jsonl |
| - config_name: lisp |
| data_files: |
| - split: train |
| path: languages/lisp/train.jsonl |
| - split: validation |
| path: languages/lisp/validation.jsonl |
| - split: test_in_distribution |
| path: languages/lisp/test_in_distribution.jsonl |
| - split: test_out_of_distribution |
| path: languages/lisp/test_out_of_distribution.jsonl |
| - config_name: lua |
| data_files: |
| - split: train |
| path: languages/lua/train.jsonl |
| - split: validation |
| path: languages/lua/validation.jsonl |
| - split: test_in_distribution |
| path: languages/lua/test_in_distribution.jsonl |
| - split: test_out_of_distribution |
| path: languages/lua/test_out_of_distribution.jsonl |
| - config_name: pascal |
| data_files: |
| - split: train |
| path: languages/pascal/train.jsonl |
| - split: validation |
| path: languages/pascal/validation.jsonl |
| - split: test_in_distribution |
| path: languages/pascal/test_in_distribution.jsonl |
| - split: test_out_of_distribution |
| path: languages/pascal/test_out_of_distribution.jsonl |
| --- |
| |
| # CodeNet |
|
|
| This dataset is the MO-RELISH CodeNet code-generation quality-estimation |
| collection derived from official Project CodeNet artifacts. It pairs a |
| programming problem, sample I/O, and submitted source code with execution and |
| source-size metadata. It is hosted as one Hugging Face dataset with one config |
| per programming language plus an `all` config across curated languages. |
|
|
| ## Configs And Splits |
|
|
| | Language | Config | Group | Train | Validation | ID test | OOD test | |
| | --- | --- | --- | ---: | ---: | ---: | ---: | |
| | C++ | `cpp` | high_resource | 100,000 | 1,000 | 1,000 | 1,000 | |
| | Python | `python` | high_resource | 100,000 | 1,000 | 1,000 | 1,000 | |
| | Java | `java` | high_resource | 100,000 | 1,000 | 1,000 | 1,000 | |
| | C | `c` | high_resource | 100,000 | 1,000 | 1,000 | 1,000 | |
| | Ruby | `ruby` | high_resource | 100,000 | 1,000 | 1,000 | 1,000 | |
| | C# | `csharp` | high_resource | 100,000 | 1,000 | 1,000 | 1,000 | |
| | Rust | `rust` | high_resource | 100,000 | 1,000 | 1,000 | 1,000 | |
| | Go | `go` | medium_resource | 10,000 | 1,000 | 1,000 | 1,000 | |
| | JavaScript | `javascript` | medium_resource | 10,000 | 1,000 | 1,000 | 1,000 | |
| | Haskell | `haskell` | medium_resource | 10,000 | 1,000 | 1,000 | 1,000 | |
| | Kotlin | `kotlin` | medium_resource | 10,000 | 1,000 | 1,000 | 1,000 | |
| | PHP | `php` | medium_resource | 10,000 | 1,000 | 1,000 | 1,000 | |
| | Scala | `scala` | medium_resource | 10,000 | 1,000 | 1,000 | 1,000 | |
| | Perl | `perl` | low_resource | 1,000 | 1,000 | 1,000 | 1,000 | |
| | Fortran | `fortran` | low_resource | 1,000 | 1,000 | 1,000 | 1,000 | |
| | Julia | `julia` | low_resource | 1,000 | 1,000 | 1,000 | 1,000 | |
| | OCaml | `ocaml` | low_resource | 1,000 | 1,000 | 1,000 | 1,000 | |
| | Lisp | `lisp` | low_resource | 1,000 | 1,000 | 1,000 | 1,000 | |
| | Lua | `lua` | low_resource | 1,000 | 1,000 | 1,000 | 1,000 | |
| | Pascal | `pascal` | low_resource | 1,000 | 1,000 | 1,000 | 1,000 | |
|
|
| `test_in_distribution` shares problem IDs with training data. Every |
| in-distribution test problem ID has at least one same-problem training row. |
| `test_out_of_distribution` uses a global problem-ID pool that is disjoint from |
| train, validation, and in-distribution test across all curated CodeNet |
| languages. |
|
|
| ## Columns |
|
|
| Input columns: |
|
|
| - `source_text`: plain-text problem statement. |
| - `input_text`: submitted source code to evaluate. |
| - `reference_outputs`: list containing the sample output when available. |
| - `prompt_components.problem_context`: same problem statement as `source_text`. |
| - `prompt_components.sample_input`: official sample input. |
| - `prompt_components.gold_output`: official sample output. |
| - `prompt_components.input_to_evaluate`: same source code as `input_text`. |
|
|
| Prediction targets: |
|
|
| - `targets.memory_kb` |
| - `targets.cpu_time_ms` |
| - `targets.code_size_bytes` |
|
|
| Output dimensions: |
|
|
| - `targets.memory_kb`: Peak memory usage reported by official Project CodeNet metadata, in kilobytes. |
| - `targets.cpu_time_ms`: Execution CPU time reported by official Project CodeNet metadata, in milliseconds. |
| - `targets.code_size_bytes`: Submitted source-code file size, in bytes. |
|
|
| The retained `metadata.status` field records the original CodeNet submission |
| status but is not a prediction target. Prediction targets: `memory_kb`, `cpu_time_ms`, `code_size_bytes`. |
|
|
| ## Loading |
|
|
| ```python |
| from datasets import load_dataset |
| |
| python_ds = load_dataset("Samsoup/CodeNet", "python") |
| all_ds = load_dataset("Samsoup/CodeNet", "all") |
| ``` |
|
|
