import os import gzip import json import sys from concurrent.futures import ThreadPoolExecutor import random from tqdm import tqdm num_docs = 10 def select_random_documents(args): folder_path, lang_id, output_file = args # Find all JSON.gz files for the given language ID file_paths = [os.path.join(folder_path, f) for f in os.listdir(folder_path) if f.startswith(lang_id + "_") and f.endswith('.json.gz')] if not file_paths: print("No files found for the given language ID.") return ############################################################## selected_documents = [] for file in file_paths: with gzip.open(file, 'rt') as f: for line in f: json_obj = json.loads(line) url = json_obj["url"].replace("https://", "").replace("http://", "").replace("www.", "") if(url.endswith("/")): url = url[:-1] if(json_obj["source_domain"].replace("www.", "") == url): selected_documents.append(json_obj) return selected_documents ############################################################## # Select a random file random_file = random.choice(file_paths) # Read random file and select 10 random documents selected_documents = [] with gzip.open(random_file, 'rt') as f: for line in f: json_obj = json.loads(line) selected_documents.append(json_obj) if len(selected_documents) >= num_docs: break # Write selected documents to output file with open(output_file, 'w') as f: json.dump(selected_documents, f, indent=4, ensure_ascii=False) print(f"Randomly selected {num_docs} documents from {random_file}") # Example usage: # folder_path = sys.argv[1] # lang_id = sys.argv[2] # Example language ID # output_file = 'selected_documents.json' # snapshots = ["2018-17", "2018-22", "2018-26", "2018-30", "2018-34", "2018-39", "2018-43", "2018-47", "2018-51", "2019-04", "2019-09", "2019-13", "2019-18", "2019-22", "2019-26", "2019-30", "2019-35", "2019-39", "2019-43", "2019-47", "2019-51", "2020-05", "2020-10", "2020-16", "2020-24", "2020-29", "2020-34", "2020-40", "2020-45", "2020-50", "2021-04", "2021-10", "2021-17", "2021-21", "2021-25", "2021-31", "2021-39", "2021-43", "2021-49", "2022-05", "2022-21", "2022-27", "2022-33", "2022-40", "2022-49", "2023-06", "2023-14", "2023-23", "2023-40", "2023-50", "2024-10"] # snap = random.choice(snapshots) # select_random_documents(os.path.join(folder_path, snap), lang_id, output_file) folder_path = "../output/toxic_filtered_without_bloom_new/" lang_id = "hi" output_file = 'random_documents_hi.json' snapshots = ["2018-17", "2018-22", "2018-26", "2018-30", "2018-34", "2018-39", "2018-43", "2018-47", "2018-51", "2019-04", "2019-09", "2019-13", "2019-18", "2019-22", "2019-26", "2019-30", "2019-35", "2019-39", "2019-43", "2019-47", "2019-51", "2020-05", "2020-10", "2020-16", "2020-24", "2020-29", "2020-34", "2020-40", "2020-45", "2020-50", "2021-04", "2021-10", "2021-17", "2021-21", "2021-25", "2021-31", "2021-39", "2021-43", "2021-49", "2022-05", "2022-21", "2022-27", "2022-33", "2022-40", "2022-49", "2023-06", "2023-14", "2023-23", "2023-40", "2023-50", "2024-10"] # all_docs = [] # for snap in snapshots: # documents = select_random_documents(os.path.join(folder_path, snap), lang_id, output_file) # all_docs.extend(documents) all_docs = [] to_process = [(os.path.join(folder_path, snap), lang_id, output_file) for snap in snapshots] with ThreadPoolExecutor() as executor: for documents in tqdm(executor.map(select_random_documents, to_process), total=len(snapshots), desc="Processing Snapshots"): # Extend the list of all documents with the documents from the current snapshot all_docs.extend(documents) with open(output_file, 'w') as f: json.dump(all_docs, f, indent=4, ensure_ascii=False)