blob: 7058d0598cb3ed22796e4e8f027537065013d337 [file] [log] [blame]
#!/usr/bin/env python
# Licensed to the Apache Software Foundation (ASF) under one
# or more contributor license agreements. See the NOTICE file
# distributed with this work for additional information
# regarding copyright ownership. The ASF licenses this file
# to you under the Apache License, Version 2.0 (the
# "License"); you may not use this file except in compliance
# with the License. You may obtain a copy of the License at
#
# https://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
"""Command line utility for reading and writing Avro files."""
from __future__ import absolute_import, division, print_function
import csv
import itertools
import json
import os.path
import sys
from functools import partial
from optparse import OptionGroup, OptionParser
import avro
import avro.schema
from avro.datafile import DataFileReader, DataFileWriter
from avro.io import DatumReader, DatumWriter
_AVRO_DIR = os.path.abspath(os.path.dirname(avro.__file__))
ifilter = getattr(itertools, 'ifilter', filter)
imap = getattr(itertools, 'imap', map)
try:
unicode
except NameError:
unicode = str
try:
long
except NameError:
long = int
def _version():
with open(os.path.join(_AVRO_DIR, 'VERSION.txt')) as v:
return v.read()
_AVRO_VERSION = _version()
class AvroError(Exception):
pass
def print_json(row):
print(json.dumps(row))
def print_json_pretty(row):
"""Pretty print JSON"""
# Need to work around https://bugs.python.org/issue16333
# where json.dumps leaves trailing spaces.
result = json.dumps(row, sort_keys=True, indent=4).replace(' \n', '\n')
print(result)
_write_row = csv.writer(sys.stdout).writerow
def print_csv(row):
# We sort the keys to the fields will be in the same place
# FIXME: Do we want to do it in schema order?
_write_row([row[key] for key in sorted(row)])
def select_printer(format):
return {
"json": print_json,
"json-pretty": print_json_pretty,
"csv": print_csv
}[format]
def record_match(expr, record):
return eval(expr, None, {"r": record})
def parse_fields(fields):
fields = fields or ''
if not fields.strip():
return None
return [field.strip() for field in fields.split(',') if field.strip()]
def field_selector(fields):
fields = set(fields)
def keys_filter(obj):
return dict((k, obj[k]) for k in (set(obj) & fields))
return keys_filter
def print_avro(avro, opts):
if opts.header and (opts.format != "csv"):
raise AvroError("--header applies only to CSV format")
# Apply filter first
if opts.filter:
avro = ifilter(partial(record_match, opts.filter), avro)
for i in range(opts.skip):
try:
next(avro)
except StopIteration:
return
fields = parse_fields(opts.fields)
if fields:
avro = imap(field_selector(fields), avro)
printer = select_printer(opts.format)
for i, record in enumerate(avro):
if i == 0 and opts.header:
_write_row(sorted(record.keys()))
if i >= opts.count:
break
printer(record)
def print_schema(avro):
schema = avro.schema
# Pretty print
print(json.dumps(json.loads(schema), indent=4))
def cat(opts, args):
if not args:
raise AvroError("No files to show")
for filename in args:
with DataFileReader(open(filename, 'rb'), DatumReader()) as avro:
if opts.print_schema:
print_schema(avro)
continue
print_avro(avro, opts)
def _open(filename, mode):
if filename == "-":
return {
"rb": sys.stdin,
"wb": sys.stdout
}[mode]
return open(filename, mode)
def iter_json(info, _):
for i in info:
try:
s = i.decode()
except AttributeError:
s = i
yield json.loads(s)
def convert(value, field):
type = field.type.type
if type == "union":
return convert_union(value, field)
return {
"int": int,
"long": long,
"float": float,
"double": float,
"string": unicode,
"bytes": bytes,
"boolean": bool,
"null": lambda _: None,
"union": lambda v: convert_union(v, field),
}[type](value)
def convert_union(value, field):
for name in [s.name for s in field.type.schemas]:
try:
return convert(name)(value)
except ValueError:
continue
def iter_csv(info, schema):
header = [field.name for field in schema.fields]
for row in csv.reader((getattr(i, "decode", lambda: i)() for i in info)):
values = [convert(v, f) for v, f in zip(row, schema.fields)]
yield dict(zip(header, values))
def guess_input_type(files):
if not files:
return None
ext = os.path.splitext(files[0])[1].lower()
if ext in (".json", ".js"):
return "json"
elif ext in (".csv",):
return "csv"
return None
def write(opts, files):
if not opts.schema:
raise AvroError("No schema specified")
input_type = opts.input_type or guess_input_type(files)
if not input_type:
raise AvroError("Can't guess input file type (not .json or .csv)")
iter_records = {"json": iter_json, "csv": iter_csv}[input_type]
try:
with open(opts.schema) as schema_file:
schema = avro.schema.parse(schema_file.read())
out = _open(opts.output, "wb")
except (IOError, OSError) as e:
raise AvroError("Can't open file - %s" % e)
writer = DataFileWriter(getattr(out, 'buffer', out), DatumWriter(), schema)
for filename in (files or ["-"]):
info = _open(filename, "rb")
for record in iter_records(info, schema):
writer.append(record)
writer.close()
def main(argv=None):
argv = argv or sys.argv
parser = OptionParser(description="Display/write for Avro files",
version=_AVRO_VERSION,
usage="usage: %prog cat|write [options] FILE [FILE...]")
# cat options
cat_options = OptionGroup(parser, "cat options")
cat_options.add_option("-n", "--count", default=float("Infinity"),
help="number of records to print", type=int)
cat_options.add_option("-s", "--skip", help="number of records to skip",
type=int, default=0)
cat_options.add_option("-f", "--format", help="record format",
default="json",
choices=["json", "csv", "json-pretty"])
cat_options.add_option("--header", help="print CSV header", default=False,
action="store_true")
cat_options.add_option("--filter", help="filter records (e.g. r['age']>1)",
default=None)
cat_options.add_option("--print-schema", help="print schema",
action="store_true", default=False)
cat_options.add_option('--fields', default=None,
help='fields to show, comma separated (show all by default)')
parser.add_option_group(cat_options)
# write options
write_options = OptionGroup(parser, "write options")
write_options.add_option("--schema", help="schema file (required)")
write_options.add_option("--input-type",
help="input file(s) type (json or csv)",
choices=["json", "csv"], default=None)
write_options.add_option("-o", "--output", help="output file", default="-")
parser.add_option_group(write_options)
opts, args = parser.parse_args(argv[1:])
if len(args) < 1:
parser.error("You much specify `cat` or `write`") # Will exit
command = args.pop(0)
try:
if command == "cat":
cat(opts, args)
elif command == "write":
write(opts, args)
else:
raise AvroError("Unknown command - %s" % command)
except AvroError as e:
parser.error("%s" % e) # Will exit
if __name__ == "__main__":
main()