Datasets:

LJ0815
/

EvoCodeBench

ArXiv:
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Cannot get the split names for the config 'default' of the dataset.
Exception:    SplitsNotFoundError
Message:      The split names could not be parsed from the dataset config.
Traceback:    Traceback (most recent call last):
                File "/src/services/worker/src/worker/job_runners/config/split_names.py", line 159, in compute
                  compute_split_names_from_info_response(
                File "/src/services/worker/src/worker/job_runners/config/split_names.py", line 131, in compute_split_names_from_info_response
                  config_info_response = get_previous_step_or_raise(kind="config-info", dataset=dataset, config=config)
                File "/src/libs/libcommon/src/libcommon/simple_cache.py", line 567, in get_previous_step_or_raise
                  raise CachedArtifactError(
              libcommon.simple_cache.CachedArtifactError: The previous step failed.
              
              During handling of the above exception, another exception occurred:
              
              Traceback (most recent call last):
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/inspect.py", line 499, in get_dataset_config_info
                  for split_generator in builder._split_generators(
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/packaged_modules/webdataset/webdataset.py", line 99, in _split_generators
                  inferred_arrow_schema = pa.concat_tables(pa_tables, promote_options="default").schema
                File "pyarrow/table.pxi", line 5317, in pyarrow.lib.concat_tables
                File "pyarrow/error.pxi", line 154, in pyarrow.lib.pyarrow_internal_check_status
                File "pyarrow/error.pxi", line 91, in pyarrow.lib.check_status
              pyarrow.lib.ArrowTypeError: struct fields don't match or are in the wrong order: Input fields: struct<get_negatives: struct<annotation: string, annotation_position: list<item: int64>, body_position: list<item: int64>, import: list<item: struct<defined: bool, name: string, path: string, type: string>>, in_class: list<item: null>, in_file: list<item: null>, in_object: list<item: null>, name: string, namespace: string, position: list<item: list<item: int64>>, type: string, virtual: list<item: struct<candidate: list<item: struct<defined: bool, name: string, path: string, type: string>>, name: string>>>, get_negatives.embed: struct<annotation: string, annotation_position: list<item: int64>, body_position: list<item: int64>, import: list<item: struct<defined: bool, name: string, path: string, type: string>>, in_class: list<item: null>, in_file: list<item: struct<defined: bool, name: string, path: string, type: string>>, in_object: list<item: null>, name: string, namespace: string, position: list<item: list<item: int64>>, type: string, virtual: list<item: struct<candidate: list<item: struct<defined: bool, name: string, path: string, type: string>>, name: string>>>, get_negatives.knn_neighbors: struct<annotation: string, annotation_position: list<item: int64>, body_position: list<item: int64>, import: list<item: struct<defined: bool, name: string, path: string, type: string>>, in_class: list<item: null>, in_file: list<item: null>, in_object: list<item: null>, name: string, namespace: string, position: list<item: list<item: int64>>, type: string, virtual: list<item: struct<candidate: list<item: struct<defined: bool, name: string, path: string, type: string>>, name: string>>>, get_negatives.load_dataset: struct<annotation: string, annotation_position: list<item: int64>, body_position: list<item: int64>, import: list<item: struct<defined: bool, name: string, path: string, type: string>>, in_class: list<item: null>, in_file: list<item: null>, in_object: list<item: null>, name: string, namespace: string, position: list<item: list<item: int64>>, type: string, virtual: list<item: struct<candidate: list<item: struct<defined: bool, name: string, path: string, type: string>>, name: string>>>, get_negatives.mean_pooling: struct<annotation: string, annotation_position: list<item: int64>, body_position: list<item: int64>, import: list<item: struct<defined: bool, name: string, path: string, type: string>>, in_class: list<item: null>, in_file: list<item: null>, in_object: list<item: null>, name: string, namespace: string, position: list<item: list<item: int64>>, type: string, virtual: list<item: struct<candidate: list<item: struct<defined: bool, name: string, path: string, type: string>>, name: string>>>, get_negatives.parse_args: struct<annotation: string, annotation_position: list<item: int64>, body_position: list<item: int64>, import: list<item: struct<defined: bool, name: string, path: string, type: string>>, in_class: list<item: null>, in_file: list<item: null>, in_object: list<item: null>, name: string, namespace: string, position: list<item: list<item: int64>>, type: string, virtual: list<item: struct<candidate: list<item: struct<defined: bool, name: string, path: string, type: string>>, name: string>>>, get_negatives.print_rank0: struct<annotation: string, annotation_position: list<item: int64>, body_position: list<item: int64>, import: list<item: struct<defined: bool, name: string, path: string, type: string>>, in_class: list<item: null>, in_file: list<item: struct<defined: bool, name: string, path: string, type: string>>, in_object: list<item: null>, name: string, namespace: string, position: list<item: list<item: int64>>, type: string, virtual: list<item: struct<candidate: list<item: struct<defined: bool, name: string, path: string, type: string>>, name: string>>>> output fields: struct<get_negatives: struct<annotation: string, annotation_position: list<item: int64>, body_position: list<item: int64>, import: list<item: struct<defined: bool, name: string, path: string, type: string>>, in_class: list<item: null>, in_file: list<item: null>, in_object: list<item: null>, name: string, namespace: string, position: list<item: list<item: int64>>, type: string, virtual: list<item: struct<candidate: list<item: struct<defined: bool, name: string, path: string, type: string>>, name: string>>>, get_negatives.embed: struct<annotation: string, annotation_position: list<item: int64>, body_position: list<item: int64>, import: list<item: struct<defined: bool, name: string, path: string, type: string>>, in_class: list<item: null>, in_file: list<item: struct<defined: bool, name: string, path: string, type: string>>, in_object: list<item: null>, name: string, namespace: string, position: list<item: list<item: int64>>, type: string, virtual: list<item: struct<candidate: list<item: struct<defined: bool, name: string, path: string, type: string>>, name: string>>>, get_negatives.knn_neighbors: struct<annotation: string, annotation_position: list<item: int64>, body_position: list<item: int64>, import: list<item: struct<defined: bool, name: string, path: string, type: string>>, in_class: list<item: null>, in_file: list<item: null>, in_object: list<item: null>, name: string, namespace: string, position: list<item: list<item: int64>>, type: string, virtual: list<item: struct<candidate: list<item: struct<defined: bool, name: string, path: string, type: string>>, name: string>>>, get_negatives.load_dataset: struct<annotation: string, annotation_position: list<item: int64>, body_position: list<item: int64>, import: list<item: struct<defined: bool, name: string, path: string, type: string>>, in_class: list<item: null>, in_file: list<item: null>, in_object: list<item: null>, name: string, namespace: string, position: list<item: list<item: int64>>, type: string, virtual: list<item: struct<candidate: list<item: struct<defined: bool, name: string, path: string, type: string>>, name: string>>>, get_negatives.mean_pooling: struct<annotation: string, annotation_position: list<item: int64>, body_position: list<item: int64>, import: list<item: struct<defined: bool, name: string, path: string, type: string>>, in_class: list<item: null>, in_file: list<item: null>, in_object: list<item: null>, name: string, namespace: string, position: list<item: list<item: int64>>, type: string, virtual: list<item: struct<candidate: list<item: struct<defined: bool, name: string, path: string, type: string>>, name: string>>>, get_negatives.parse_args: struct<annotation: string, annotation_position: list<item: int64>, body_position: list<item: int64>, import: list<item: struct<defined: bool, name: string, path: string, type: string>>, in_class: list<item: null>, in_file: list<item: null>, in_object: list<item: null>, name: string, namespace: string, position: list<item: list<item: int64>>, type: string, virtual: list<item: struct<candidate: list<item: struct<defined: bool, name: string, path: string, type: string>>, name: string>>>, get_negatives.print_rank0: struct<annotation: string, annotation_position: list<item: int64>, body_position: list<item: int64>, import: list<item: struct<defined: bool, name: string, path: string, type: string>>, in_class: list<item: null>, in_file: list<item: struct<defined: bool, name: string, path: string, type: string>>, in_object: list<item: null>, name: string, namespace: string, position: list<item: list<item: int64>>, type: string, virtual: list<item: struct<candidate: list<item: struct<defined: bool, name: string, path: string, type: string>>, name: string>>>, filter_false_negatives: struct<annotation: string, annotation_position: list<item: int64>, body_position: list<item: int64>, import: list<item: struct<defined: bool, name: string, path: string, type: string>>, in_class: list<item: null>, in_file: list<item: null>, in_object: list<item: null>, name: string, namespace: string, position: list<item: list<item: int64>>, type: string, virtual: list<item: struct<candidate: list<item: struct<defined: bool, name: string, path: string, type: string>>, name: string>>>, filter_false_negatives.parse_args: struct<annotation: string, annotation_position: list<item: int64>, body_position: list<item: int64>, import: list<item: struct<defined: bool, name: string, path: string, type: string>>, in_class: list<item: null>, in_file: list<item: null>, in_object: list<item: null>, name: string, namespace: string, position: list<item: list<item: int64>>, type: string, virtual: list<item: struct<candidate: list<item: struct<defined: bool, name: string, path: string, type: string>>, name: string>>>, get_beir_negatives: struct<annotation: string, annotation_position: list<item: int64>, body_position: list<item: int64>, import: list<item: struct<defined: bool, name: string, path: string, type: string>>, in_class: list<item: null>, in_file: list<item: null>, in_object: list<item: null>, name: string, namespace: string, position: list<item: list<item: int64>>, type: string, virtual: list<item: struct<candidate: list<item: struct<defined: bool, name: string, path: string, type: string>>, name: string>>>, get_beir_negatives.embed: struct<annotation: string, annotation_position: list<item: int64>, body_position: list<item: int64>, import: list<item: struct<defined: bool, name: string, path: string, type: string>>, in_class: list<item: null>, in_file: list<item: struct<defined: bool, name: string, path: string, type: string>>, in_object: list<item: null>, name: string, namespace: string, position: list<item: list<item: int64>>, type: string, virtual: list<item: struct<candidate: list<item: struct<defined: bool, name: string, path: string, type: string>>, name: string>>>, get_beir_negatives.knn_neighbors: struct<annotation: string, annotation_position: list<item: int64>, body_position: list<item: int64>, import: list<item: struct<defined: bool, name: string, path: string, type: string>>, in_class: list<item: null>, in_file: list<item: null>, in_object: list<item: null>, name: string, namespace: string, position: list<item: list<item: int64>>, type: string, virtual: list<item: struct<candidate: list<item: struct<defined: bool, name: string, path: string, type: string>>, name: string>>>, get_beir_negatives.load_beir: struct<annotation: string, annotation_position: list<item: int64>, body_position: list<item: int64>, import: list<item: struct<defined: bool, name: string, path: string, type: string>>, in_class: list<item: null>, in_file: list<item: null>, in_object: list<item: null>, name: string, namespace: string, position: list<item: list<item: int64>>, type: string, virtual: list<item: struct<candidate: list<item: struct<defined: bool, name: string, path: string, type: string>>, name: string>>>, get_beir_negatives.load_dataset: struct<annotation: string, annotation_position: list<item: int64>, body_position: list<item: int64>, import: list<item: struct<defined: bool, name: string, path: string, type: string>>, in_class: list<item: null>, in_file: list<item: null>, in_object: list<item: null>, name: string, namespace: string, position: list<item: list<item: int64>>, type: string, virtual: list<item: struct<candidate: list<item: struct<defined: bool, name: string, path: string, type: string>>, name: string>>>, get_beir_negatives.mean_pooling: struct<annotation: string, annotation_position: list<item: int64>, body_position: list<item: int64>, import: list<item: struct<defined: bool, name: string, path: string, type: string>>, in_class: list<item: null>, in_file: list<item: null>, in_object: list<item: null>, name: string, namespace: string, position: list<item: list<item: int64>>, type: string, virtual: list<item: struct<candidate: list<item: struct<defined: bool, name: string, path: string, type: string>>, name: string>>>, get_beir_negatives.parse_args: struct<annotation: string, annotation_position: list<item: int64>, body_position: list<item: int64>, import: list<item: struct<defined: bool, name: string, path: string, type: string>>, in_class: list<item: null>, in_file: list<item: null>, in_object: list<item: null>, name: string, namespace: string, position: list<item: list<item: int64>>, type: string, virtual: list<item: struct<candidate: list<item: struct<defined: bool, name: string, path: string, type: string>>, name: string>>>, get_beir_negatives.print_rank0: struct<annotation: string, annotation_position: list<item: int64>, body_position: list<item: int64>, import: list<item: struct<defined: bool, name: string, path: string, type: string>>, in_class: list<item: null>, in_file: list<item: struct<defined: bool, name: string, path: string, type: string>>, in_object: list<item: null>, name: string, namespace: string, position: list<item: list<item: int64>>, type: string, virtual: list<item: struct<candidate: list<item: struct<defined: bool, name: string, path: string, type: string>>, name: string>>>, offsets_count: struct<annotation: string, annotation_position: list<item: int64>, body_position: list<item: int64>, import: list<item: struct<defined: bool, name: string, path: string, type: string>>, in_class: list<item: null>, in_file: list<item: null>, in_object: list<item: null>, name: string, namespace: string, position: list<item: list<item: int64>>, type: string, virtual: list<item: struct<candidate: list<item: struct<defined: bool, name: string, path: string, type: string>>, name: string>>>, offsets_count.parser_args: struct<annotation: string, annotation_position: list<item: int64>, body_position: list<item: int64>, import: list<item: struct<defined: bool, name: string, path: string, type: string>>, in_class: list<item: null>, in_file: list<item: null>, in_object: list<item: null>, name: string, namespace: string, position: list<item: list<item: int64>>, type: string, virtual: list<item: struct<candidate: list<item: struct<defined: bool, name: string, path: string, type: string>>, name: string>>>, index_filtering: struct<annotation: string, annotation_position: list<item: int64>, body_position: list<item: int64>, import: list<item: struct<defined: bool, name: string, path: string, type: string>>, in_class: list<item: null>, in_file: list<item: null>, in_object: list<item: null>, name: string, namespace: string, position: list<item: list<item: int64>>, type: string, virtual: list<item: struct<candidate: list<item: struct<defined: bool, name: string, path: string, type: string>>, name: string>>>, index_filtering.dict_collator: struct<annotation: string, annotation_position: list<item: int64>, body_position: list<item: int64>, import: list<item: struct<defined: bool, name: string, path: string, type: string>>, in_class: list<item: null>, in_file: list<item: null>, in_object: list<item: null>, name: string, namespace: string, position: list<item: list<item: int64>>, type: string, virtual: list<item: struct<candidate: list<item: struct<defined: bool, name: string, path: string, type: string>>, name: string>>>, index_filtering.embed: struct<annotation: string, annotation_position: list<item: int64>, body_position: list<item: int64>, import: list<item: struct<defined: bool, name: string, path: string, type: string>>, in_class: list<item: null>, in_file: list<item: struct<defined: bool, name: string, path: string, type: string>>, in_object: list<item: null>, name: string, namespace: string, position: list<item: list<item: int64>>, type: string, virtual: list<item: struct<candidate: list<item: struct<defined: bool, name: string, path: string, type: string>>, name: string>>>, index_filtering.filter_points: struct<annotation: string, annotation_position: list<item: int64>, body_position: list<item: int64>, import: list<item: struct<defined: bool, name: string, path: string, type: string>>, in_class: list<item: null>, in_file: list<item: null>, in_object: list<item: null>, name: string, namespace: string, position: list<item: list<item: int64>>, type: string, virtual: list<item: struct<candidate: list<item: struct<defined: bool, name: string, path: string, type: string>>, name: string>>>, index_filtering.get_num_lines: struct<annotation: string, annotation_position: list<item: int64>, body_position: list<item: int64>, import: list<item: struct<defined: bool, name: string, path: string, type: string>>, in_class: list<item: null>, in_file: list<item: null>, in_object: list<item: null>, name: string, namespace: string, position: list<item: list<item: int64>>, type: string, virtual: list<item: struct<candidate: list<item: struct<defined: bool, name: string, path: string, type: string>>, name: string>>>, index_filtering.jsonl_collator: struct<annotation: string, annotation_position: list<item: int64>, body_position: list<item: int64>, import: list<item: struct<defined: bool, name: string, path: string, type: string>>, in_class: list<item: null>, in_file: list<item: null>, in_object: list<item: null>, name: string, namespace: string, position: list<item: list<item: int64>>, type: string, virtual: list<item: struct<candidate: list<item: struct<defined: bool, name: string, path: string, type: string>>, name: string>>>, index_filtering.load_dataset: struct<annotation: string, annotation_position: list<item: int64>, body_position: list<item: int64>, import: list<item: struct<defined: bool, name: string, path: string, type: string>>, in_class: list<item: null>, in_file: list<item: null>, in_object: list<item: null>, name: string, namespace: string, position: list<item: list<item: int64>>, type: string, virtual: list<item: struct<candidate: list<item: struct<defined: bool, name: string, path: string, type: string>>, name: string>>>, index_filtering.mean_pooling: struct<annotation: string, annotation_position: list<item: int64>, body_position: list<item: int64>, import: list<item: struct<defined: bool, name: string, path: string, type: string>>, in_class: list<item: null>, in_file: list<item: null>, in_object: list<item: null>, name: string, namespace: string, position: list<item: list<item: int64>>, type: string, virtual: list<item: struct<candidate: list<item: struct<defined: bool, name: string, path: string, type: string>>, name: string>>>, index_filtering.parse_args: struct<annotation: string, annotation_position: list<item: int64>, body_position: list<item: int64>, import: list<item: struct<defined: bool, name: string, path: string, type: string>>, in_class: list<item: null>, in_file: list<item: null>, in_object: list<item: null>, name: string, namespace: string, position: list<item: list<item: int64>>, type: string, virtual: list<item: struct<candidate: list<item: struct<defined: bool, name: string, path: string, type: string>>, name: string>>>, index_filtering.print_rank0: struct<annotation: string, annotation_position: list<item: int64>, body_position: list<item: int64>, import: list<item: struct<defined: bool, name: string, path: string, type: string>>, in_class: list<item: null>, in_file: list<item: struct<defined: bool, name: string, path: string, type: string>>, in_object: list<item: null>, name: string, namespace: string, position: list<item: list<item: int64>>, type: string, virtual: list<item: struct<candidate: list<item: struct<defined: bool, name: string, path: string, type: string>>, name: string>>>, index_filtering.send_dict_to_rank0: struct<annotation: string, annotation_position: list<item: int64>, body_position: list<item: int64>, import: list<item: struct<defined: bool, name: string, path: string, type: string>>, in_class: list<item: null>, in_file: list<item: null>, in_object: list<item: null>, name: string, namespace: string, position: list<item: list<item: int64>>, type: string, virtual: list<item: struct<candidate: list<item: struct<defined: bool, name: string, path: string, type: string>>, name: string>>>>
              
              The above exception was the direct cause of the following exception:
              
              Traceback (most recent call last):
                File "/src/services/worker/src/worker/job_runners/config/split_names.py", line 75, in compute_split_names_from_streaming_response
                  for split in get_dataset_split_names(
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/inspect.py", line 572, in get_dataset_split_names
                  info = get_dataset_config_info(
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/inspect.py", line 504, in get_dataset_config_info
                  raise SplitsNotFoundError("The split names could not be parsed from the dataset config.") from err
              datasets.inspect.SplitsNotFoundError: The split names could not be parsed from the dataset config.
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EvoCodeBench

EvoCodeBench is an evolutionary code generation benchmark aligned with real-world code repositories.
Details of EvoCodeBench can be found in our paper "EvoCodeBench: An Evolving Code Generation Benchmark Aligned with Real-world Code Repositories".
Paper: https://arxiv.org/pdf/2404.00599.pdf
Data and Source Code: https://github.com/seketeam/EvoCodeBench
Features

Compared to existing benchmarks (e.g., HumanEval), EvoCodeBench has the following features:
Aligned with real-world repositories in multiple dimensions, e.g., code distributions and dependency distributions.
Comprehensive annotations (e.g., requirements, code, dependencies, and repos) and robust metrics (Pass@k and Recall@k).
An evolving benchmark to avoid data leakage. The first version - EvoCodeBench-2403 has been released. It contains 275 samples from 25 real-world repositories (created from 10/2023 to 2/2024).
A sample in EvoCodeBench is shown as follows.
Repository-level Code Generation

Based on EvoCodeBench, we propose repository-level code generation and evaluate 10 popular LLMs (e.g., gpt-4, gpt-3.5, DeepSeek Coder, StarCoder 2, CodeLLaMa, Gemma, and Qwen 1.5). All prompts and models' completions have been released for further community analysis.
The evaluation results are shown as follows.
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