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--- |
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language: |
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- "en" |
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pretty_name: "SWE-MERA" |
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tags: |
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- SWE |
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- SWE-MERA |
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- text-to-text |
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- other |
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- agent |
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license: "mit" |
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task_categories: |
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- other |
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--- |
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# SWE-MERA |
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Continuously updated [SWE-MERA](https://mera-evaluation.github.io/demo-swe-mera/leaderboard) dataset |
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### SWE-MERA splits: |
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- **dev**: for testing (10 samples) |
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- **lite**: presented at the leaderboard [here](https://mera-evaluation.github.io/demo-swe-mera/leaderboard) (750 samples) |
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- **full**: continuously updated to collect more data (2738 samples) |
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### Load dataset |
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```python |
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from datasets import load_dataset |
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ds = load_dataset("MERA-evaluation/SWE-MERA", split='dev') |
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``` |
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### Evaluation |
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#### Description |
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The main tool to validate tasks is **repotest** (available at [PyPI](https://pypi.org/project/repositorytest/) or [GitHub](https://github.com/MERA-Evaluation/repotest)) |
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`data.jsonl` - dataset file, where after the agent run, the `patch` column was changed |
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#### Install dependencies |
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```bash |
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pip install repositorytest |
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``` |
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#### Run evaluation |
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```bash |
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swemera --fn_input=data.jsonl --fn_output=submission.jsonl --column_patch=patch --mode=docker |
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``` |
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If you don't want to use Docker and prefer Conda or local execution: |
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```bash |
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swemera --fn_input=data.jsonl --fn_output=submission.jsonl --column_patch=patch --mode=local |
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``` |
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### Schema |
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| Column Name | Type | Description | Is New Column | |
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|--------------------------|----------------|--------------------------------------------------------------------------------------------|--------------| |
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| repo | VARCHAR | Repository name (e.g., GitHub repository) | False | |
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| instance_id | VARCHAR | Unique identifier for task: f"{repo.replace('/', '__') + '_' + pr_number}" | False | |
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| base_commit | VARCHAR | Commit hash of the base code before patch applied | False | |
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| patch | VARCHAR | Code patch or diff applied to the base_commit to be the correct solution | False | |
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| test_patch | VARCHAR | Patch for test code, if separate from main code patch | False | |
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| problem_statement | VARCHAR | Description or statement of the problem to solve | False | |
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| hint_text | VARCHAR | Hints or tips for solving the problem from GitHub issue comments | False | |
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| created_at | VARCHAR | Date when the instance was created | False | |
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| closed_at | VARCHAR | Date when the instance was closed or resolved | True | |
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| version | VARCHAR | Version identifier for the instance or dataset | False | |
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| FAIL_TO_PASS | LIST[VARCHAR] | Test cases which were failing but later passed | False | |
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| PASS_TO_PASS | LIST[VARCHAR] | Test cases which passed at all times | False | |
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| environment_setup_commit | VARCHAR | Commit hash for environment setup configuration | False | |
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| command_build | VARCHAR | Command used to build the repo | True | |
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| command_test | VARCHAR | Command used to run the tests inside repo | True | |
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| image_name | VARCHAR | Docker or container image name used for testing environment | True | |
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| command_test_small | VARCHAR | Command to run a smaller subset of tests | True | |
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| timeout_build | INTEGER | Timeout limit in seconds for build command | True | |
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| timeout_test | INTEGER | Timeout limit in seconds for test command | True | |
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| meta | DICT[STR,ANY] | Additional metadata about the instance* | |
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*meta field description: |
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```json |
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{ |
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"score": { |
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"task_correctness": "INTEGER", |
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"test_correctness": "INTEGER", |
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"complexity": "INTEGER", |
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"test_completeness": "INTEGER" |
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}, |
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"type": "VARCHAR", |
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"pr_number": "INTEGER", |
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"issue_number": "INTEGER", |
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"merged_at": "VARCHAR", |
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"tag": "VARCHAR // Information on how data was collected", |
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"merge_commit": "VARCHAR", |
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"task_id": "VARCHAR // Latency identifier of the task", |
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"url": { |
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"issue": "VARCHAR", |
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"pr": "VARCHAR", |
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"diff": "VARCHAR" |
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}, |
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"command_test_small": "VARCHAR // Command to run only a small number of tests" |
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} |
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``` |
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### Dev tasks Examples |
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### Instances |
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| Instance ID | Short Title | |
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|------------------------ |---------------------------------------------------------------------------------------------------------------------------------------| |
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| reframe-0 | Performance threshold goes to -inf when it should be zero. | |
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| pyflakes-1 | Walrus operator + annotation can cause F821 | |
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| sqlglot-2 | MySQL dialect fails to parse PRIMARY KEY USING BTREE syntax | |
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| matchms-3 | matchms fails when reading spectra where abundance is in scientific notation #809 | |
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| guarddog-4 | Add Mach-O magic bytes to bundled binary detector #523 | |
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| pdoc-5 | Include HTML headers in ToC | |
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| QCElemental-6 | QCElemental allows floating point numbers for molecular charges, however when computing the spin with the fractional electron there is no way to represent the molecular multiplicity with just an integer. | |
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| sqlglot-7 | TSQL: PRIMARY KEY constraint fails to parse if | |
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| sqlglot-8 | [BUG] Conversion from SQL Server's DATEADD(quarter...) to PostgreSQL not working properly | |
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| python-markdownify-9 | Inline Quotation element ignored | |
