# this is an example of iterating over all zst files in a single folder, # decompressing them and reading the created_utc field to make sure the files # are intact. It has no output other than the number of lines import zstandard import os import json import sys from datetime import datetime import logging.handlers log = logging.getLogger("bot") log.setLevel(logging.DEBUG) log.addHandler(logging.StreamHandler()) def read_and_decode(reader, chunk_size, max_window_size, previous_chunk=None, bytes_read=0): chunk = reader.read(chunk_size) bytes_read += chunk_size if previous_chunk is not None: chunk = previous_chunk + chunk try: return chunk.decode() except UnicodeDecodeError: if bytes_read > max_window_size: raise UnicodeError(f"Unable to decode frame after reading {bytes_read:,} bytes") log.info(f"Decoding error with {bytes_read:,} bytes, reading another chunk") return read_and_decode(reader, chunk_size, max_window_size, chunk, bytes_read) def read_lines_zst(file_name): with open(file_name, 'rb') as file_handle: buffer = '' reader = zstandard.ZstdDecompressor(max_window_size=2**31).stream_reader(file_handle) while True: chunk = read_and_decode(reader, 2**27, (2**29) * 2) if not chunk: break lines = (buffer + chunk).split("\n") for line in lines[:-1]: yield line.strip(), file_handle.tell() buffer = lines[-1] reader.close() input_folder = sys.argv[1] input_files = [] total_size = 0 for subdir, dirs, files in os.walk(input_folder): for filename in files: input_path = os.path.join(subdir, filename) if input_path.endswith(".zst"): file_size = os.stat(input_path).st_size total_size += file_size input_files.append([input_path, file_size]) log.info(f"Processing {len(input_files)} files of {(total_size / (2**30)):.2f} gigabytes") total_lines = 0 total_bytes_processed = 0 for input_file in input_files: file_lines = 0 file_bytes_processed = 0 created = None for line, file_bytes_processed in read_lines_zst(input_file[0]): obj = json.loads(line) created = datetime.utcfromtimestamp(int(obj['created_utc'])) file_lines += 1 if file_lines == 1: log.info(f"{created.strftime('%Y-%m-%d %H:%M:%S')} : {file_lines + total_lines:,} : 0% : {(total_bytes_processed / total_size) * 100:.0f}%") if file_lines % 100000 == 0: log.info(f"{created.strftime('%Y-%m-%d %H:%M:%S')} : {file_lines + total_lines:,} : {(file_bytes_processed / input_file[1]) * 100:.0f}% : {(total_bytes_processed / total_size) * 100:.0f}%") total_lines += file_lines total_bytes_processed += input_file[1] log.info(f"{created.strftime('%Y-%m-%d %H:%M:%S')} : {total_lines:,} : 100% : {(total_bytes_processed / total_size) * 100:.0f}%") log.info(f"Total: {total_lines}")