#! /usr/bin/env python import sys import os import logging from datetime import datetime try: from dateutil import parser USE_DATEUTIL = True except ImportError: USE_DATEUTIL = False from pig_util import write_user_exception, udf_logging FIELD_DELIMITER = b',' TUPLE_START = b'(' TUPLE_END = b')' BAG_START = b'{' BAG_END = b'}' MAP_START = b'[' MAP_END = b']' MAP_KEY = b'#' PARAMETER_DELIMITER = b'\t' PRE_WRAP_DELIM = b'|' POST_WRAP_DELIM = b'_' NULL_BYTE = b"-" END_RECORD_DELIM = b'|_\n' END_RECORD_DELIM_LENGTH = len(END_RECORD_DELIM) WRAPPED_FIELD_DELIMITER = PRE_WRAP_DELIM + FIELD_DELIMITER + POST_WRAP_DELIM WRAPPED_TUPLE_START = PRE_WRAP_DELIM + TUPLE_START + POST_WRAP_DELIM WRAPPED_TUPLE_END = PRE_WRAP_DELIM + TUPLE_END + POST_WRAP_DELIM WRAPPED_BAG_START = PRE_WRAP_DELIM + BAG_START + POST_WRAP_DELIM WRAPPED_BAG_END = PRE_WRAP_DELIM + BAG_END + POST_WRAP_DELIM WRAPPED_MAP_START = PRE_WRAP_DELIM + MAP_START + POST_WRAP_DELIM WRAPPED_MAP_END = PRE_WRAP_DELIM + MAP_END + POST_WRAP_DELIM WRAPPED_PARAMETER_DELIMITER = PRE_WRAP_DELIM + PARAMETER_DELIMITER + POST_WRAP_DELIM WRAPPED_NULL_BYTE = PRE_WRAP_DELIM + NULL_BYTE + POST_WRAP_DELIM TYPE_TUPLE = TUPLE_START TYPE_BAG = BAG_START TYPE_MAP = MAP_START TYPE_BOOLEAN = b"B" TYPE_INTEGER = b"I" TYPE_LONG = b"L" TYPE_FLOAT = b"F" TYPE_DOUBLE = b"D" TYPE_BYTEARRAY = b"A" TYPE_CHARARRAY = b"C" TYPE_DATETIME = b"T" TYPE_BIGINTEGER = b"N" TYPE_BIGDECIMAL = b"E" END_OF_STREAM = TYPE_CHARARRAY + b"\x04" + END_RECORD_DELIM TURN_ON_OUTPUT_CAPTURING = TYPE_CHARARRAY + b"TURN_ON_OUTPUT_CAPTURING" + END_RECORD_DELIM NUM_LINES_OFFSET_TRACE = int(os.environ.get('PYTHON_TRACE_OFFSET', 0)) # Deal with Python 2.x to 3.x incompatibilities if sys.version_info[0] >= 3: PYTHON3 = True long = int #https://bugs.python.org/issue15610 IMPORT_LEVEL = 0 # Python 3 handles str as unicode by default. unicode type is dropped def tounicode(input, encoding="utf-8"): if type(input) == str: return input else: return str(input) else: PYTHON3 = False IMPORT_LEVEL = -1 def tounicode(input, encoding=None): return unicode(input) if encoding is None else unicode(input, encoding) class PythonStreamingController: def __init__(self, profiling_mode=False): self.profiling_mode = profiling_mode self.input_count = 0 self.next_input_count_to_log = 1 def main(self, module_name, file_path, func_name, cache_path, output_stream_path, error_stream_path, log_file_name, is_illustrate_str): sys.stdin = os.fdopen(sys.stdin.fileno(), 'rb', 0) #Need to ensure that user functions can't write to the streams we use to #communicate with pig. self.stream_output = os.fdopen(sys.stdout.fileno(), 'wb', 0) self.stream_error = os.fdopen(sys.stderr.fileno(), 'wb', 0) self.input_stream = sys.stdin self.output_stream = open(output_stream_path, 'a') sys.stderr = open(error_stream_path, 'w') is_illustrate = is_illustrate_str == "true" sys.path.append(file_path) sys.path.append(cache_path) sys.path.append('.') logging.basicConfig(filename=log_file_name, format="%(asctime)s %(levelname)s %(message)s", level=udf_logging.udf_log_level) logging.info("To reduce the amount of information being logged only a small subset of rows are logged at the INFO level. Call udf_logging.set_log_level_debug in pig_util to see all rows being processed.") input_bytes = self.get_next_input() try: func = __import__(module_name, globals(), locals(), [func_name], IMPORT_LEVEL).__dict__[func_name] except: #These errors should always be caused by user code. write_user_exception(module_name, self.stream_error, NUM_LINES_OFFSET_TRACE) self.close_controller(-1) if is_illustrate or udf_logging.udf_log_level != logging.DEBUG: #Only log output for illustrate after we get the flag to capture output. sys.stdout = open(os.devnull, 'w') else: sys.stdout = self.output_stream while input_bytes != END_OF_STREAM: should_log = False if self.input_count == self.next_input_count_to_log: should_log = True log_message = logging.info self.update_next_input_count_to_log() elif udf_logging.udf_log_level == logging.DEBUG: should_log = True log_message = logging.debug try: try: if should_log: log_message("Row %s: Serialized Input: %s" % (self.input_count, input_bytes)) inputs = deserialize_input(input_bytes) if should_log: log_message("Row %s: Deserialized Input: %s" % (self.input_count, tounicode(inputs))) except: #Capture errors where the user passes in bad data. write_user_exception(module_name, self.stream_error, NUM_LINES_OFFSET_TRACE) self.close_controller(-3) try: func_output = func(*inputs) if should_log: try: log_message("Row %s: UDF Output: %s" % (self.input_count, tounicode(func_output))) except: #This is probably an error with unicoding the output. Calling unicode on bytearray will #throw an exception. Since its just a log statement, just skip and carry on. logging.exception("Couldn't log output. Try to continue.") except: #These errors should always be caused by user code. write_user_exception(module_name, self.stream_error, NUM_LINES_OFFSET_TRACE) self.close_controller(-2) output = serialize_output(func_output) if should_log: log_message("Row %s: Serialized Output: %s" % (self.input_count, output)) self.stream_output.write( b"%s%s" % (output, END_RECORD_DELIM) ) except Exception as e: #This should only catch internal exceptions with the controller #and pig- not with user code. import traceback traceback.print_exc(file=self.stream_error) sys.exit(-3) sys.stdout.flush() sys.stderr.flush() self.stream_output.flush() self.stream_error.flush() input_bytes = self.get_next_input() def get_next_input(self): input_stream = self.input_stream output_stream = self.output_stream input_bytes = input_stream.readline() while input_bytes.endswith(END_RECORD_DELIM) == False: line = input_stream.readline() if line == '': input_bytes = '' break input_bytes += line if input_bytes == '': return END_OF_STREAM if input_bytes == TURN_ON_OUTPUT_CAPTURING: logging.debug("Turned on Output Capturing") sys.stdout = output_stream return self.get_next_input() if input_bytes == END_OF_STREAM: return input_bytes self.input_count += 1 return input_bytes[:-END_RECORD_DELIM_LENGTH] def update_next_input_count_to_log(self): """ Want to log enough rows that you can see progress being made and see timings without wasting time logging thousands of rows. Show first 10 rows, and then the first 5 rows of every order of magnitude (10-15, 100-105, 1000-1005, ...) """ if self.next_input_count_to_log < 10: self.next_input_count_to_log = self.next_input_count_to_log + 1 elif self.next_input_count_to_log % 10 == 5: self.next_input_count_to_log = (self.next_input_count_to_log - 5) * 10 else: self.next_input_count_to_log = self.next_input_count_to_log + 1 def close_controller(self, exit_code): sys.stderr.close() self.stream_error.write(b"\n") self.stream_error.close() sys.stdout.close() self.stream_output.write(b"\n") self.stream_output.close() sys.exit(exit_code) def deserialize_input(input_bytes): if len(input_bytes) == 0: return [] return [_deserialize_input(param, 0, len(param)-1) for param in input_bytes.split(WRAPPED_PARAMETER_DELIMITER)] def _deserialize_input(input_bytes, si, ei): if ei - si < 1: #Handle all of the cases where you can have valid empty input. if ei == si: if input_bytes[si:si+1] == TYPE_CHARARRAY: if PYTHON3 == True: return "" else: return u"" elif input_bytes[si:si+1] == TYPE_BYTEARRAY: return bytearray(b"") else: raise Exception("Got input type flag %s, but no data to go with it.\nInput string: %s\nSlice: %s" % (input_bytes[si], input_bytes, input_bytes[si:ei+1])) else: raise Exception("Start index %d greater than end index %d.\nInput string: %s\n, Slice: %s" % (si, ei, input_bytes[si:ei+1])) first = input_bytes[si:si+1] schema = input_bytes[si+1:si+2] if first == PRE_WRAP_DELIM else first # Pig to streaming input is serialized in PigStreaming.serializeToBytes() via StorageUtil.putField() if schema == NULL_BYTE: return None elif schema == TYPE_TUPLE or schema == TYPE_MAP or schema == TYPE_BAG: return _deserialize_collection(input_bytes, schema, si+3, ei-3) elif schema == TYPE_CHARARRAY: if PYTHON3 == True: return input_bytes[si+1:ei+1].decode("utf-8") else: return tounicode(input_bytes[si+1:ei+1], 'utf-8') elif schema == TYPE_BYTEARRAY: return bytearray(input_bytes[si+1:ei+1]) elif schema == TYPE_INTEGER: return int(input_bytes[si+1:ei+1]) elif schema == TYPE_LONG or schema == TYPE_BIGINTEGER: return long(input_bytes[si + 1:ei + 1]) elif schema == TYPE_FLOAT or schema == TYPE_DOUBLE or schema == TYPE_BIGDECIMAL: return float(input_bytes[si+1:ei+1]) elif schema == TYPE_BOOLEAN: return input_bytes[si+1:ei+1] == b"true" elif schema == TYPE_DATETIME: #Format is "yyyy-MM-ddTHH:mm:ss.SSS+00:00" or "2013-08-23T18:14:03.123+ZZ" if USE_DATEUTIL: if PYTHON3 == True: return parser.parse(input_bytes[si+1:ei+1].decode('utf-8')) else: return parser.parse(input_bytes[si+1:ei+1]) else: #Try to use datetime even though it doesn't handle time zones properly, #We only use the first 3 microsecond digits and drop time zone (first 23 characters) if PYTHON3 == True: return datetime.strptime(input_bytes[si+1:si+24].decode('utf-8'), "%Y-%m-%dT%H:%M:%S.%f") else: return datetime.strptime(input_bytes[si+1:si+24], "%Y-%m-%dT%H:%M:%S.%f") else: raise Exception("Can't determine type of input: %s" % input_bytes[si:ei+1]) def _deserialize_collection(input_bytes, return_type, si, ei): list_result = [] append_to_list_result = list_result.append dict_result = {} index = si field_start = si depth = 0 key = None # recurse to deserialize elements if the collection is not empty if ei-si+1 > 0: while True: if index >= ei - 2: if return_type == TYPE_MAP: dict_result[key] = _deserialize_input(input_bytes, value_start, ei) else: append_to_list_result(_deserialize_input(input_bytes, field_start, ei)) break if return_type == TYPE_MAP and not key: key_index = input_bytes.find(MAP_KEY, index) if PYTHON3 == True: key = input_bytes[index+1:key_index].decode("utf-8") else: key = tounicode(input_bytes[index+1:key_index], 'utf-8') index = key_index + 1 value_start = key_index + 1 continue if not (input_bytes[index:index+1] == PRE_WRAP_DELIM and input_bytes[index+2:index+3] == POST_WRAP_DELIM): prewrap_index = input_bytes.find(PRE_WRAP_DELIM, index+1) index = (prewrap_index if prewrap_index != -1 else end_index) continue mid = input_bytes[index+1:index+2] if mid == BAG_START or mid == TUPLE_START or mid == MAP_START: depth += 1 elif mid == BAG_END or mid == TUPLE_END or mid == MAP_END: depth -= 1 elif depth == 0 and mid == FIELD_DELIMITER: if return_type == TYPE_MAP: dict_result[key] = _deserialize_input(input_bytes, value_start, index - 1) key = None else: append_to_list_result(_deserialize_input(input_bytes, field_start, index - 1)) field_start = index + 3 index += 3 if return_type == TYPE_MAP: return dict_result elif return_type == TYPE_TUPLE: return tuple(list_result) else: return list_result def wrap_tuple(o, serialized_item): if type(o) != tuple: return WRAPPED_TUPLE_START + serialized_item + WRAPPED_TUPLE_END else: return serialized_item def encode_map_key(key): if PYTHON3 == True and type(key) == bytes: return bytes else: return key.encode('utf-8') def serialize_output(output, utfEncodeAllFields=False): """ @param utfEncodeStrings - Generally we want to utf encode only strings. But for Maps we utf encode everything because on the Java side we don't know the schema for maps so we wouldn't be able to tell which fields were encoded or not. """ output_type = type(output) if output is None: return WRAPPED_NULL_BYTE elif output_type == tuple: return (WRAPPED_TUPLE_START + WRAPPED_FIELD_DELIMITER.join([serialize_output(o, utfEncodeAllFields) for o in output]) + WRAPPED_TUPLE_END) elif output_type == list: return (WRAPPED_BAG_START + WRAPPED_FIELD_DELIMITER.join([wrap_tuple(o, serialize_output(o, utfEncodeAllFields)) for o in output]) + WRAPPED_BAG_END) elif output_type == dict: if PYTHON3 == True: items = output.items() else: items = output.iteritems() return (WRAPPED_MAP_START + WRAPPED_FIELD_DELIMITER.join([b'%s%s%s' % (encode_map_key(k), MAP_KEY, serialize_output(v, True)) for k, v in items]) + WRAPPED_MAP_END) elif output_type == bool: return (b"true" if output else b"false") elif output_type == bytearray or (PYTHON3 == True and output_type == bytes): if PYTHON3 == True: return bytes(output) if output_type == bytearray else output else: return str(output) elif output_type == datetime: if PYTHON3 == True: return bytes(output.isoformat(), 'utf-8') else: return output.isoformat() elif PYTHON3 == True and output_type == str: return output.encode('utf-8') elif PYTHON3 == False and (utfEncodeAllFields or output_type == str or output_type == unicode): #unicode is necessary in cases where we're encoding non-strings. return tounicode(output).encode('utf-8') else: if PYTHON3 == True: return str(output).encode("utf-8") else: return str(output) if __name__ == '__main__': controller = PythonStreamingController() controller.main(sys.argv[1], sys.argv[2], sys.argv[3], sys.argv[4], sys.argv[5], sys.argv[6], sys.argv[7], sys.argv[8])