diff --git a/Makefile b/Makefile new file mode 100644 index 0000000..45bdc02 --- /dev/null +++ b/Makefile @@ -0,0 +1,5 @@ +rate: + python rate.py --input_dir=Kranjska-xml-perplexity --output_dir=Kranjska-xml-perplexity + +parse: + python parse.py --input_dir=Kranjska-xml --output_dir=Kranjska-xml-perplexity diff --git a/parse.py b/parse.py index e039dba..9d80f8c 100644 --- a/parse.py +++ b/parse.py @@ -113,6 +113,7 @@ class XMLProcessor: if num_segments != 0: root.set("perplexity", str(document_perplexity / num_segments)) + self.documents[xml_path] = float(document_perplexity / num_segments) xml_str = ET.tostring(root, encoding="unicode", method="xml") dom = minidom.parseString(xml_str) diff --git a/plots/barplot_of_perplexities.png b/plots/barplot_of_perplexities.png new file mode 100644 index 0000000..2953b4d Binary files /dev/null and b/plots/barplot_of_perplexities.png differ diff --git a/plots/boxplot_of_perplexities.png b/plots/boxplot_of_perplexities.png new file mode 100644 index 0000000..e1681f6 Binary files /dev/null and b/plots/boxplot_of_perplexities.png differ diff --git a/plots/cumulative_distribution_of_perplexities.png b/plots/cumulative_distribution_of_perplexities.png new file mode 100644 index 0000000..8da1c2f Binary files /dev/null and b/plots/cumulative_distribution_of_perplexities.png differ diff --git a/plots/docs.json b/plots/docs.json new file mode 100644 index 0000000..a3e4460 --- /dev/null +++ b/plots/docs.json @@ -0,0 +1 @@ +{"Kranjska-xml-perplexity/Corpus-Kranjska.xml": -100, "Kranjska-xml-perplexity/DezelniZborKranjski-18980225-39-14.tei.xml": 1.1135538120912452, "Kranjska-xml-perplexity/DezelniZborKranjski-18690916-09-02.tei.xml": 1.1211840282757204, "Kranjska-xml-perplexity/DezelniZborKranjski-19031016-44-07.tei.xml": 1.152925943636756, "Kranjska-xml-perplexity/DezelniZborKranjski-19020623-43-03.tei.xml": 1.1668544802957335, "Kranjska-xml-perplexity/DezelniZborKranjski-19041007-45-03.tei.xml": 1.1764820703217806, 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+import xml.etree.ElementTree as ET +import argparse +from typing import List +import json +import matplotlib.pyplot as plt +from tqdm import tqdm +import numpy as np + + +class Rate: + def __init__(self, args: argparse.Namespace): + self.input_dir: str = args.input_dir + self.output_dir: str = args.output_dir + self.use_cpu: bool = args.cpu + self.docs: dict = {} + self.plots_dir: str = "./plots" + os.makedirs(self.plots_dir, exist_ok=True) + + def find_xmls_recursively(self, input_dir: str, xmls: List[str]) -> List[str]: + for entry in os.scandir(input_dir): + if entry.is_file() and entry.name.endswith(".xml"): + xmls.append(entry.path) + elif entry.is_dir(): + self.find_xmls_recursively(entry.path, xmls) + return xmls + + def find_xmls(self) -> List[str]: + return self.find_xmls_recursively(self.input_dir, []) + + def get_doc_perplexity(self, filepath: str) -> float: + tree = ET.parse(filepath) + root = tree.getroot() + + try: + perplexity = float(root.attrib["perplexity"]) + except KeyError: + perplexity = -100 + return perplexity + + def parse_docs(self, xmls: List[str]) -> None: + docs = {} + for xml in tqdm(xmls): + perplexity = self.get_doc_perplexity(xml) + docs[xml] = perplexity + + self.docs = docs + + def sort_docs(self) -> None: + self.docs = dict(sorted(self.docs.items(), key=lambda item: item[1])) + + def save_docs(self) -> None: + with open(os.path.join(self.plots_dir, "docs.json"), "w") as f: + json.dump(self.docs, f) + + def histogram_of_perplexities(self) -> None: + _, values = zip(*self.docs.items()) + + # Create histogram + plt.figure(figsize=(10, 6)) + plt.hist(values, bins=20, edgecolor="black") + plt.xlabel("Perplexity") + plt.ylabel("Number of Documents") + plt.title("Histogram of Document Perplexities") + plt.tight_layout() + # Save figure + plt.savefig(os.path.join(self.plots_dir, "histogram_of_perplexities.png")) + plt.close() + plt.clf() + + def cumulative_distribution_of_perplexities(self) -> None: + _, values = zip(*self.docs.items()) + + # Create cumulative distribution plot + plt.figure(figsize=(10, 6)) + plt.hist(values, bins=20, cumulative=True, edgecolor="black") + plt.xlabel("Perplexity") + plt.ylabel("Cumulative Number of Documents") + plt.title("Cumulative Distribution of Document Perplexities") + plt.tight_layout() + + # Save figure + plt.savefig( + os.path.join(self.plots_dir, "cumulative_distribution_of_perplexities.png") + ) + plt.close() + plt.clf() + + def boxplot_of_perplexities(self) -> None: + _, values = zip(*self.docs.items()) + + # Create boxplot + plt.figure(figsize=(10, 6)) + plt.boxplot(values) + plt.ylabel("Perplexity") + plt.title("Boxplot of Document Perplexities") + plt.tight_layout() + + # Save figure + plt.savefig(os.path.join(self.plots_dir, "boxplot_of_perplexities.png")) + plt.close() + plt.clf() + + def barplot_of_perplexities(self) -> None: + # Prepare data for visualization + labels, values = zip(*self.docs.items()) + indexes = np.arange(len(labels)) + + # Create bar plot + plt.figure(figsize=(20, 10)) + plt.bar(indexes, values, align="center") + plt.xticks(indexes, labels, rotation="vertical") + plt.ylabel("Perplexity") + plt.xlabel("Document") + plt.title("Perplexity of documents") + plt.tight_layout() + + # Save figure + plt.savefig(os.path.join(self.plots_dir, "barplot_of_perplexities.png")) + plt.close() + plt.clf() + + def pltt(self) -> None: + self.histogram_of_perplexities() + self.cumulative_distribution_of_perplexities() + self.boxplot_of_perplexities() + self.barplot_of_perplexities() + + def main(self): + xmls = self.find_xmls() + self.parse_docs(xmls) + self.sort_docs() + self.save_docs() + self.pltt() + exit(0) + + +if __name__ == "__main__": + parser = argparse.ArgumentParser(description="Process XML files.") + parser.add_argument( + "--input_dir", type=str, help="Input directory containing XML files." + ) + parser.add_argument( + "--output_dir", type=str, help="Output directory to save processed files." + ) + parser.add_argument("--cpu", action="store_true", help="Force usage of CPU.") + args = parser.parse_args() + + rater = Rate(args) + rater.main()