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rapidocr/python/tests/test_model_resolver.py
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Python

# -*- encoding: utf-8 -*-
# @Author: SWHL
# @Contact: liekkaskono@163.com
import pytest
from rapidocr import ModelType, OCRVersion
from rapidocr.inference_engine.base import InferSession
from rapidocr.utils.model_resolver import (
MODEL_ROUTES,
list_supported_langs,
route_to_model_key,
)
from rapidocr.utils.typings import TaskType
from tools.validate_model_routes import validate_model_routes
def test_model_routes_schema_is_valid():
validate_model_routes(MODEL_ROUTES)
def test_every_route_resolves_and_exists_in_a_model_registry():
registries = InferSession.model_info
for version, version_cfg in MODEL_ROUTES.items():
if version == "_defs":
continue
for task, task_cfg in version_cfg.items():
if task == "aliases":
continue
for model_type, routes in task_cfg.items():
if model_type == "aliases":
continue
task_enum = TaskType(task)
version_enum = OCRVersion(version)
model_enum = ModelType(model_type)
for route in routes:
model_key = route["model_key"]
assert any(
model_key in (registry.get(version, {}).get(task, {}) or {})
for engine, registry in registries.items()
if engine != "model_routes"
), model_key
for lang in route["supported_langs"]:
assert (
route_to_model_key(
task_enum, version_enum, lang, model_enum
)
== model_key
)
@pytest.mark.parametrize(
"task_type,expected_key",
[
(TaskType.DET, "multi_PP-OCRv6_det_tiny"),
(TaskType.REC, "multi_PP-OCRv6_rec_tiny"),
],
)
def test_ppocrv6_tiny_supports_non_japan_lang(task_type, expected_key):
model_key = route_to_model_key(task_type, OCRVersion.PPOCRV6, "fr", ModelType.TINY)
assert model_key == expected_key
@pytest.mark.parametrize("model_type", [ModelType.SMALL, ModelType.MEDIUM])
def test_ppocrv6_japan_supported_by_non_tiny_models(model_type):
model_key = route_to_model_key(
TaskType.REC, OCRVersion.PPOCRV6, "japan", model_type
)
assert model_key == f"multi_PP-OCRv6_rec_{model_type.value}"
@pytest.mark.parametrize("task_type", [TaskType.DET, TaskType.REC])
def test_ppocrv6_tiny_does_not_support_japan(task_type):
with pytest.raises(ValueError, match="japan.*PP-OCRv6 tiny"):
route_to_model_key(task_type, OCRVersion.PPOCRV6, "japan", ModelType.TINY)
def test_ppocrv6_tiny_rejects_japan_alias():
with pytest.raises(ValueError, match="japan.*PP-OCRv6 tiny"):
route_to_model_key(TaskType.REC, OCRVersion.PPOCRV6, "ja", ModelType.TINY)
def test_list_supported_langs_can_filter_by_model_type():
tiny_langs = list_supported_langs(TaskType.REC, OCRVersion.PPOCRV6, ModelType.TINY)
small_langs = list_supported_langs(
TaskType.REC, OCRVersion.PPOCRV6, ModelType.SMALL
)
all_langs = list_supported_langs(TaskType.REC, OCRVersion.PPOCRV6)
assert "japan" not in tiny_langs
assert "japan" in small_langs
assert "japan" in all_langs
def test_ppocrv5_rec_route_is_loaded_from_yaml():
model_key = route_to_model_key(
TaskType.REC, OCRVersion.PPOCRV5, "ch", ModelType.MOBILE
)
assert model_key == "ch_PP-OCRv5_rec_mobile"
def test_ppocrv4_cls_route_is_loaded_from_yaml():
assert (
route_to_model_key(TaskType.CLS, OCRVersion.PPOCRV4, "ch", ModelType.MOBILE)
== "ch_ppocr_mobile_v2.0_cls_mobile"
)
def test_aliases_are_scoped_to_routes():
assert (
route_to_model_key(TaskType.REC, OCRVersion.PPOCRV4, "ja", ModelType.MOBILE)
== "japan_PP-OCRv4_rec_mobile"
)
def test_list_supported_langs_includes_cls():
assert list_supported_langs(TaskType.CLS, OCRVersion.PPOCRV5, ModelType.SERVER) == [
"ch",
"multi",
]