| --- |
| language: |
| - "en" |
| pretty_name: "SWE-MERA" |
| tags: |
| - SWE |
| - SWE-MERA |
| - text-to-text |
| - other |
| - agent |
| license: "mit" |
| task_categories: |
| - other |
| --- |
| # SWE-MERA |
| Continuously updated [SWE-MERA](https://mera-evaluation.github.io/demo-swe-mera/leaderboard) dataset |
|
|
| ### SWE-MERA splits: |
|
|
| - **dev**: for testing (10 samples) |
| - **lite**: presented at the leaderboard [here](https://mera-evaluation.github.io/demo-swe-mera/leaderboard) (750 samples) |
| - **full**: continuously updated to collect more data (2738 samples) |
|
|
| ### Load dataset |
| ```python |
| from datasets import load_dataset |
| ds = load_dataset("MERA-evaluation/SWE-MERA", split='dev') |
| ``` |
|
|
| ### Evaluation |
| #### Description |
| The main tool to validate tasks is **repotest** (available at [PyPI](https://pypi.org/project/repositorytest/) or [GitHub](https://github.com/MERA-Evaluation/repotest)) |
|
|
| `data.jsonl` - dataset file, where after the agent run, the `patch` column was changed |
|
|
| #### Install dependencies |
| ```bash |
| pip install repositorytest |
| ``` |
|
|
| #### Run evaluation |
| ```bash |
| swemera --fn_input=data.jsonl --fn_output=submission.jsonl --column_patch=patch --mode=docker |
| ``` |
|
|
| If you don't want to use Docker and prefer Conda or local execution: |
| ```bash |
| swemera --fn_input=data.jsonl --fn_output=submission.jsonl --column_patch=patch --mode=local |
| ``` |
|
|
| ### Schema |
| | Column Name | Type | Description | Is New Column | |
| |--------------------------|----------------|--------------------------------------------------------------------------------------------|--------------| |
| | repo | VARCHAR | Repository name (e.g., GitHub repository) | False | |
| | instance_id | VARCHAR | Unique identifier for task: f"{repo.replace('/', '__') + '_' + pr_number}" | False | |
| | base_commit | VARCHAR | Commit hash of the base code before patch applied | False | |
| | patch | VARCHAR | Code patch or diff applied to the base_commit to be the correct solution | False | |
| | test_patch | VARCHAR | Patch for test code, if separate from main code patch | False | |
| | problem_statement | VARCHAR | Description or statement of the problem to solve | False | |
| | hint_text | VARCHAR | Hints or tips for solving the problem from GitHub issue comments | False | |
| | created_at | VARCHAR | Date when the instance was created | False | |
| | closed_at | VARCHAR | Date when the instance was closed or resolved | True | |
| | version | VARCHAR | Version identifier for the instance or dataset | False | |
| | FAIL_TO_PASS | LIST[VARCHAR] | Test cases which were failing but later passed | False | |
| | PASS_TO_PASS | LIST[VARCHAR] | Test cases which passed at all times | False | |
| | environment_setup_commit | VARCHAR | Commit hash for environment setup configuration | False | |
| | command_build | VARCHAR | Command used to build the repo | True | |
| | command_test | VARCHAR | Command used to run the tests inside repo | True | |
| | image_name | VARCHAR | Docker or container image name used for testing environment | True | |
| | command_test_small | VARCHAR | Command to run a smaller subset of tests | True | |
| | timeout_build | INTEGER | Timeout limit in seconds for build command | True | |
| | timeout_test | INTEGER | Timeout limit in seconds for test command | True | |
| | meta | DICT[STR,ANY] | Additional metadata about the instance* | |
| |
| *meta field description: |
| ```json |
| { |
| "score": { |
| "task_correctness": "INTEGER", |
| "test_correctness": "INTEGER", |
| "complexity": "INTEGER", |
| "test_completeness": "INTEGER" |
| }, |
| "type": "VARCHAR", |
| "pr_number": "INTEGER", |
| "issue_number": "INTEGER", |
| "merged_at": "VARCHAR", |
| "tag": "VARCHAR // Information on how data was collected", |
| "merge_commit": "VARCHAR", |
| "task_id": "VARCHAR // Latency identifier of the task", |
| "url": { |
| "issue": "VARCHAR", |
| "pr": "VARCHAR", |
| "diff": "VARCHAR" |
| }, |
| "command_test_small": "VARCHAR // Command to run only a small number of tests" |
| } |
| ``` |
| |
| ### Dev tasks Examples |
| |
| ### Instances |
| |
| | Instance ID | Short Title | |
| |------------------------ |---------------------------------------------------------------------------------------------------------------------------------------| |
| | reframe-0 | Performance threshold goes to -inf when it should be zero. | |
| | pyflakes-1 | Walrus operator + annotation can cause F821 | |
| | sqlglot-2 | MySQL dialect fails to parse PRIMARY KEY USING BTREE syntax | |
| | matchms-3 | matchms fails when reading spectra where abundance is in scientific notation #809 | |
| | guarddog-4 | Add Mach-O magic bytes to bundled binary detector #523 | |
| | pdoc-5 | Include HTML headers in ToC | |
| | 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. | |
| | sqlglot-7 | TSQL: PRIMARY KEY constraint fails to parse if | |
| | sqlglot-8 | [BUG] Conversion from SQL Server's DATEADD(quarter...) to PostgreSQL not working properly | |
| | python-markdownify-9 | Inline Quotation element ignored | |
