From aeeb77de1d40ea71df2d18de9969980aab4fc631 Mon Sep 17 00:00:00 2001 From: typhoonzero Date: Wed, 1 Nov 2017 20:53:43 +0800 Subject: [PATCH] simple pipe reader for hdfs or other service --- python/paddle/v2/reader/decorator.py | 98 ++++++++++++++++++++++++++++ 1 file changed, 98 insertions(+) diff --git a/python/paddle/v2/reader/decorator.py b/python/paddle/v2/reader/decorator.py index 45a4288751e..06955426905 100644 --- a/python/paddle/v2/reader/decorator.py +++ b/python/paddle/v2/reader/decorator.py @@ -323,3 +323,101 @@ def xmap_readers(mapper, reader, process_num, buffer_size, order=False): yield sample return xreader + + +def _buf2lines(buf, line_break="\n"): + # FIXME: line_break should be automatically configured. + lines = buf.split(line_break) + return lines[:-1], lines[-1] + + +def pipe_reader(left_cmd, + parser, + bufsize=8192, + file_type="plain", + cut_lines=True, + line_break="\n"): + """ + pipe_reader read data by stream from a command, take it's + stdout into a pipe buffer and redirect it to the parser to + parse, then yield data as your desired format. + + You can using standard linux command or call another program + to read data, from HDFS, Ceph, URL, AWS S3 etc: + + cmd = "hadoop fs -cat /path/to/some/file" + cmd = "cat sample_file.tar.gz" + cmd = "curl http://someurl" + cmd = "python print_s3_bucket.py" + + A sample parser: + + def sample_parser(lines): + # parse each line as one sample data, + # return a list of samples as batches. + ret = [] + for l in lines: + ret.append(l.split(" ")[1:5]) + return ret + + :param left_cmd: command to excute to get stdout from. + :type left_cmd: string + :param parser: parser function to parse lines of data. + if cut_lines is True, parser will receive list + of lines. + if cut_lines is False, parser will receive a + raw buffer each time. + parser should return a list of parsed values. + :type parser: callable + :param bufsize: the buffer size used for the stdout pipe. + :type bufsize: int + :param file_type: can be plain/gzip, stream buffer data type. + :type file_type: string + :param cut_lines: whether to pass lines instead of raw buffer + to the parser + :type cut_lines: bool + :param line_break: line break of the file, like \n or \r + :type line_break: string + + :return: the reader generator. + :rtype: callable + """ + if not isinstance(left_cmd, str): + raise TypeError("left_cmd must be a string") + if not callable(parser): + raise TypeError("parser must be a callable object") + + process = subprocess.Popen( + left_cmd.split(" "), bufsize=bufsize, stdout=subprocess.PIPE) + # TODO(typhoonzero): add a thread to read stderr + + # Always init a decompress object is better than + # create in the loop. + dec = zlib.decompressobj( + 32 + zlib.MAX_WBITS) # offset 32 to skip the header + + def reader(): + remained = "" + while True: + buff = process.stdout.read(bufsize) + if buff: + if file_type == "gzip": + decomp_buff = dec.decompress(buff) + elif file_type == "plain": + decomp_buff = buff + else: + raise TypeError("file_type %s is not allowed" % file_type) + + if cut_lines: + lines, remained = _buf2lines(''.join( + [remained, decomp_buff]), line_break) + parsed_list = parser(lines) + for ret in parsed_list: + yield ret + else: + for ret in parser(decomp_buff): + yield ret + else: + break + + return reader -- GitLab