From af6a28fac3688be8639da248e3cd39093c9a3270 Mon Sep 17 00:00:00 2001 From: Daoud Clarke Date: Sun, 20 Mar 2022 22:01:45 +0000 Subject: [PATCH] Implement learning to rank feature extraction and thresholding --- mwmbl/tinysearchengine/ltr.py | 46 ++++ mwmbl/tinysearchengine/rank.py | 20 +- poetry.lock | 459 +++++++++++++++++++-------------- pyproject.toml | 8 +- 4 files changed, 333 insertions(+), 200 deletions(-) create mode 100644 mwmbl/tinysearchengine/ltr.py diff --git a/mwmbl/tinysearchengine/ltr.py b/mwmbl/tinysearchengine/ltr.py new file mode 100644 index 0000000..e30a104 --- /dev/null +++ b/mwmbl/tinysearchengine/ltr.py @@ -0,0 +1,46 @@ +""" +Learning to rank predictor +""" +from pandas import DataFrame, Series +from sklearn.base import BaseEstimator, RegressorMixin, TransformerMixin + +from mwmbl.tinysearchengine.rank import get_match_features + + +class ThresholdPredictor(BaseEstimator, RegressorMixin): + def __init__(self, threshold: float, classifier: BaseEstimator): + self.threshold = threshold + self.classifier = classifier + + def fit(self, X, y) -> BaseEstimator: + y_thresholded = y > self.threshold + self.classifier.fit(X, y_thresholded) + return self + + def predict(self, X): + predictions = self.classifier.predict_proba(X) + if predictions.shape[1] == 2: + return predictions[:, 1] + return predictions + + +def get_match_features_as_series(item: Series): + terms = item['query'].lower().split() + last_match_char, match_length, total_possible_match_length = get_match_features( + terms, item['title'], item['extract'], True) + return Series({ + 'last_match_char': last_match_char, + 'match_length': match_length, + 'total_possible_match_length': total_possible_match_length, + 'num_terms': len(terms), + }) + + +class FeatureExtractor(BaseEstimator, TransformerMixin): + def fit(self, X, y=None): + return self + + def transform(self, X: DataFrame, y=None): + return X.apply(get_match_features_as_series, axis=1) + + diff --git a/mwmbl/tinysearchengine/rank.py b/mwmbl/tinysearchengine/rank.py index bb6cb0b..c9360b7 100644 --- a/mwmbl/tinysearchengine/rank.py +++ b/mwmbl/tinysearchengine/rank.py @@ -33,7 +33,19 @@ def _score_result(terms, result: Document, is_complete: bool, max_score: float): domain = urlparse(result.url).netloc domain_score = DOMAINS.get(domain, 0.0) - result_string = f"{result.title.strip()} {result.extract.strip()}" + last_match_char, match_length, total_possible_match_length = get_match_features( + terms, result.title, result.extract, is_complete) + + match_score = (match_length + 1. / last_match_char) / (total_possible_match_length + 1) + score = 0.01 * domain_score + 0.99 * match_score + # score = (0.1 + 0.9*match_score) * (0.1 + 0.9*(result.score / max_score)) + # score = 0.01 * match_score + 0.99 * (result.score / max_score) + return score + + +def get_match_features(terms, title, extract, is_complete): + result_string = f"{title.strip()} {extract.strip()}" + query_regex = _get_query_regex(terms, is_complete) print("Query regex", query_regex) matches = list(re.finditer(query_regex, result_string, flags=re.IGNORECASE)) @@ -49,11 +61,7 @@ def _score_result(terms, result: Document, is_complete: bool, max_score: float): seen_matches.add(value) total_possible_match_length = sum(len(x) for x in terms) - match_score = (match_length + 1. / last_match_char) / (total_possible_match_length + 1) - score = 0.01 * domain_score + 0.99 * match_score - # score = (0.1 + 0.9*match_score) * (0.1 + 0.9*(result.score / max_score)) - # score = 0.01 * match_score + 0.99 * (result.score / max_score) - return score + return last_match_char, match_length, total_possible_match_length def _order_results(terms: list[str], results: list[Document], is_complete: bool): diff --git a/poetry.lock b/poetry.lock index cc3189d..a02238d 100644 --- a/poetry.lock +++ b/poetry.lock @@ -65,7 +65,7 @@ lxml = ["lxml"] [[package]] name = "blis" -version = "0.7.5" +version = "0.7.6" description = "The Blis BLAS-like linear algebra library, as a self-contained C-extension." category = "main" optional = true @@ -135,7 +135,7 @@ pycparser = "*" [[package]] name = "charset-normalizer" -version = "2.0.11" +version = "2.0.12" description = "The Real First Universal Charset Detector. Open, modern and actively maintained alternative to Chardet." category = "main" optional = true @@ -146,7 +146,7 @@ unicode_backport = ["unicodedata2"] [[package]] name = "click" -version = "8.0.3" +version = "8.0.4" description = "Composable command line interface toolkit" category = "main" optional = false @@ -185,7 +185,6 @@ spacy = ">=3.2.0,<3.3.0" [package.source] type = "url" url = "https://github.com/explosion/spacy-models/releases/download/en_core_web_sm-3.2.0/en_core_web_sm-3.2.0.tar.gz" - [[package]] name = "fastapi" version = "0.70.1" @@ -250,6 +249,14 @@ category = "main" optional = true python-versions = ">=2.6, !=3.0.*, !=3.1.*, !=3.2.*" +[[package]] +name = "joblib" +version = "1.1.0" +description = "Lightweight pipelining with Python functions" +category = "main" +optional = false +python-versions = ">=3.6" + [[package]] name = "justext" version = "3.0.0" @@ -310,11 +317,11 @@ source = ["Cython (>=0.29.7)"] [[package]] name = "markupsafe" -version = "2.0.1" +version = "2.1.1" description = "Safely add untrusted strings to HTML/XML markup." category = "main" optional = true -python-versions = ">=3.6" +python-versions = ">=3.7" [[package]] name = "mmh3" @@ -334,11 +341,11 @@ python-versions = "*" [[package]] name = "numpy" -version = "1.21.1" +version = "1.22.3" description = "NumPy is the fundamental package for array computing with Python." category = "main" optional = false -python-versions = ">=3.7" +python-versions = ">=3.8" [[package]] name = "packaging" @@ -353,7 +360,7 @@ pyparsing = ">=2.0.2,<3.0.5 || >3.0.5" [[package]] name = "pandas" -version = "1.4.0" +version = "1.4.1" description = "Powerful data structures for data analysis, time series, and statistics" category = "main" optional = false @@ -489,11 +496,11 @@ sql = ["pandas (>=0.23.2)", "pyarrow (>=1.0.0)"] [[package]] name = "pytest" -version = "7.0.1" +version = "7.1.1" description = "pytest: simple powerful testing with Python" category = "dev" optional = false -python-versions = 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Look under tool.poetry.extras section # to see which extras to use. botocore = {version= "==1.23.20", optional = true}