| import json |
| from pathlib import Path |
|
|
| import pytest |
|
|
| import mteb |
|
|
|
|
| def find_unimplemented_models() -> dict[str, list[str]]: |
| """ |
| Find all models in results that are not implemented in MTEB. |
| """ |
| implementations = {meta.name for meta in mteb.get_model_metas() if meta.name} |
| results_folder = Path(__file__).parent.parent / "results" |
| unimplemented = {} |
|
|
| for model_folder in sorted(results_folder.glob("*")): |
| if not model_folder.is_dir() or model_folder.name.startswith("."): |
| continue |
|
|
| model_name_from_path = model_folder.name.replace("__", "/") |
| revisions = [] |
|
|
| |
| impl_exists = False |
| meta_files = list(model_folder.glob("**/model_meta.json")) |
|
|
| for meta_file in meta_files: |
| try: |
| with meta_file.open("r") as f: |
| model_meta = json.load(f) |
| model_name_from_meta = model_meta.get("name") |
|
|
| if model_name_from_meta and model_name_from_meta in implementations: |
| impl_exists = True |
| break |
| except Exception as e: |
| pytest.fail(f"Error reading {meta_file}: {e}") |
|
|
| |
| if not impl_exists and model_name_from_path in implementations: |
| impl_exists = True |
|
|
| |
| if not impl_exists: |
| for revision_folder in model_folder.glob("*"): |
| if revision_folder.is_dir() and not revision_folder.name.startswith( |
| "." |
| ): |
| revisions.append(revision_folder.name) |
|
|
| if revisions: |
| unimplemented[model_name_from_path] = revisions |
|
|
| return unimplemented |
|
|
|
|
| def test_all_models_are_implemented_in_mteb(): |
| """ |
| Test that all models in the results folder are implemented in MTEB. |
| |
| A model is considered implemented if: |
| 1. Its name appears in mteb.get_model_metas(), OR |
| 2. Its model_meta.json file contains a name that appears in mteb.get_model_metas() |
| """ |
| unimplemented_check = find_unimplemented_models() |
| if unimplemented_check: |
| error_lines = [ |
| "Found models in results that are not implemented in MTEB:\n", |
| ] |
|
|
| for model_name, revisions in sorted(unimplemented_check.items()): |
| error_lines.append(f" {model_name}") |
| error_lines.append(f" Revisions: {revisions}") |
|
|
| error_lines.append( |
| "\nThese models need to be added to MTEB's model implementations " |
| "or the results should be removed." |
| ) |
|
|
| error_message = "\n".join(error_lines) |
| pytest.fail(error_message) |
|
|
