diff --git a/pyproject.toml b/pyproject.toml index fb9a8be7b8..f264128823 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -53,8 +53,8 @@ dependencies = [ all = ["crawlee[adaptive-crawler,pydantic-ai,beautifulsoup,cli,curl-impersonate,httpx,parsel,playwright,otel,sql_sqlite,sql_postgres,sql_mysql,stagehand,redis]"] adaptive-crawler = [ "crawlee[beautifulsoup,parsel]", - "jaro-winkler>=2.0.3", "playwright>=1.27.0", + "rapidfuzz>=3.0.0", "scikit-learn>=1.6.0", "apify_fingerprint_datapoints>=0.0.3", "browserforge>=1.2.4" diff --git a/src/crawlee/crawlers/_adaptive_playwright/_rendering_type_predictor.py b/src/crawlee/crawlers/_adaptive_playwright/_rendering_type_predictor.py index e03572515b..01058ca9c0 100644 --- a/src/crawlee/crawlers/_adaptive_playwright/_rendering_type_predictor.py +++ b/src/crawlee/crawlers/_adaptive_playwright/_rendering_type_predictor.py @@ -9,8 +9,8 @@ from typing import TYPE_CHECKING, Annotated, Literal from urllib.parse import urlparse -from jaro import jaro_winkler_metric from pydantic import BaseModel, ConfigDict, Field, PlainSerializer, PlainValidator +from rapidfuzz.distance import JaroWinkler from sklearn.linear_model import LogisticRegression from typing_extensions import override @@ -259,10 +259,10 @@ def calculate_url_similarity(url_1: UrlComponents, url_2: UrlComponents) -> floa """Calculate url similarity based on host name and path components similarity. Return 0 if different host names. - Compare path components using jaro-wrinkler method and assign 1 or 0 value based on similarity_cutoff for each + Compare path components using Jaro-Winkler method and assign 1 or 0 value based on similarity_cutoff for each path component. Return their weighted average. """ - # Anything with jaro_winkler_metric less than this value is considered completely different, + # Anything with Jaro-Winkler similarity less than this value is considered completely different, # otherwise considered the same. similarity_cutoff = 0.8 @@ -273,6 +273,6 @@ def calculate_url_similarity(url_1: UrlComponents, url_2: UrlComponents) -> floa # Each additional path component from longer path is compared to empty string. return mean( - 1 if jaro_winkler_metric(path_1, path_2) > similarity_cutoff else 0 + 1 if JaroWinkler.similarity(path_1, path_2) > similarity_cutoff else 0 for path_1, path_2 in zip_longest(url_1[1:], url_2[1:], fillvalue='') ) diff --git a/tests/unit/crawlers/_adaptive_playwright/test_adaptive_playwright_crawler.py b/tests/unit/crawlers/_adaptive_playwright/test_adaptive_playwright_crawler.py index e7ce700c7b..3efccd02a0 100644 --- a/tests/unit/crawlers/_adaptive_playwright/test_adaptive_playwright_crawler.py +++ b/tests/unit/crawlers/_adaptive_playwright/test_adaptive_playwright_crawler.py @@ -1079,7 +1079,7 @@ async def handler(context: AdaptivePlaywrightCrawlingContext) -> None: 'optional_module_name', [ pytest.param('playwright', id='playwright'), - pytest.param('jaro', id='jaro'), + pytest.param('rapidfuzz', id='rapidfuzz'), pytest.param('sklearn', id='sklearn'), ], ) diff --git a/tests/unit/crawlers/_adaptive_playwright/test_predictor.py b/tests/unit/crawlers/_adaptive_playwright/test_predictor.py index 67d73eb987..681307cc9e 100644 --- a/tests/unit/crawlers/_adaptive_playwright/test_predictor.py +++ b/tests/unit/crawlers/_adaptive_playwright/test_predictor.py @@ -200,14 +200,16 @@ async def test_persistent_prediction_recovery(*, persistence_enabled: bool, same @pytest.mark.parametrize( ('url_1', 'url_2', 'expected_rounded_similarity'), [ - ( + pytest.param( 'https://docs.python.org/3/library/itertools.html#itertools.zip_longest', 'https://docs.python.org/3.7/library/itertools.html#itertools.zip_longest', 0.67, + id='different path segment', ), - ('https://differente.com/same', 'https://differenta.com/same', 0), - ('https://same.com/almost_the_same', 'https://same.com/almost_the_sama', 1), - ('https://same.com/same/extra', 'https://same.com/same', 0.5), + pytest.param('https://differente.com/same', 'https://differenta.com/same', 0, id='different domain'), + pytest.param('https://same.com/almost_the_same', 'https://same.com/almost_the_sama', 1, id='similar path'), + pytest.param('https://same.com/same/extra', 'https://same.com/same', 0.5, id='extra path segment'), + pytest.param('https://same.com/item/12345', 'https://same.com/item/12399', 1, id='shared numeric prefix'), ], ) def test_url_similarity(url_1: str, url_2: str, expected_rounded_similarity: float) -> None: diff --git a/uv.lock b/uv.lock index 362f5acf33..bf6b24e94f 100644 --- a/uv.lock +++ b/uv.lock @@ -3,10 +3,10 @@ revision = 5 requires-python = 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