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facepp.py
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facepp.py
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# -*- coding: utf-8 -*-
# $File: facepp.py
# $Date: Thu May 16 14:59:36 2013 +0800
# $Author: jiakai@megvii.com
#
# This program is free software. It comes without any warranty, to
# the extent permitted by applicable law. You can redistribute it
# and/or modify it under the terms of the Do What The Fuck You Want
# To Public License, Version 2, as published by Sam Hocevar. See
# http://sam.zoy.org/wtfpl/COPYING (copied as below) for more details.
#
# DO WHAT THE FUCK YOU WANT TO PUBLIC LICENSE
# Version 2, December 2004
#
# Copyright (C) 2004 Sam Hocevar <sam@hocevar.net>
#
# Everyone is permitted to copy and distribute verbatim or modified
# copies of this license document, and changing it is allowed as long
# as the name is changed.
#
# DO WHAT THE FUCK YOU WANT TO PUBLIC LICENSE
# TERMS AND CONDITIONS FOR COPYING, DISTRIBUTION AND MODIFICATION
#
# 0. You just DO WHAT THE FUCK YOU WANT TO.
"""a simple facepp sdk
example:
api = API(key, secret)
api.detection.detect(img = File('/tmp/test.jpg'))"""
__all__ = ['File', 'APIError', 'API']
DEBUG_LEVEL = 1
import sys
import socket
import urllib
import urllib2
import json
import os
import os.path
import itertools
import mimetools
import mimetypes
import time
import tempfile
from collections import Iterable
from cStringIO import StringIO
class File(object):
"""an object representing a local file"""
path = None
content = None
def __init__(self, path):
self.path = path
self._get_content()
def _resize_cv2(self, ftmp):
try:
import cv2
except ImportError:
return False
img = cv2.imread(self.path)
assert img is not None and img.size != 0, 'Invalid image'
bigdim = max(img.shape[0], img.shape[1])
downscale = max(1., bigdim / 600.)
img = cv2.resize(img,
(int(img.shape[1] / downscale),
int(img.shape[0] / downscale)))
cv2.imwrite(ftmp, img)
return True
def _resize_PIL(self, ftmp):
try:
import PIL.Image
except ImportError:
return False
img = PIL.Image.open(self.path)
bigdim = max(img.size[0], img.size[1])
downscale = max(1., bigdim / 600.)
img = img.resize(
(int(img.size[0] / downscale), int(img.size[1] / downscale)))
img.save(ftmp)
return True
def _get_content(self):
"""read image content; resize the image if necessary"""
if os.path.getsize(self.path) > 2 * 1024 * 1024:
ftmp = tempfile.NamedTemporaryFile(
suffix = '.jpg', delete = False).name
try:
if not (self._resize_cv2(ftmp) or self._resize_PIL(ftmp)):
raise APIError(-1, None, 'image file size too large')
with open(ftmp, 'rb') as f:
self.content = f.read()
finally:
os.unlink(ftmp)
else:
with open(self.path, 'rb') as f:
self.content = f.read()
def get_filename(self):
return os.path.basename(self.path)
class APIError(Exception):
code = None
"""HTTP status code"""
url = None
"""request URL"""
body = None
"""server response body; or detailed error information"""
def __init__(self, code, url, body):
self.code = code
self.url = url
self.body = body
def __str__(self):
return 'code={s.code}\nurl={s.url}\n{s.body}'.format(s = self)
__repr__ = __str__
class API(object):
key = None
secret = None
server = 'http://api.faceplusplus.com/'
decode_result = True
timeout = None
max_retries = None
retry_delay = None
def __init__(self, key, secret, srv = None,
decode_result = True, timeout = 30, max_retries = 10,
retry_delay = 5):
""":param srv: The API server address
:param decode_result: whether to json_decode the result
:param timeout: HTTP request timeout in seconds
:param max_retries: maximal number of retries after catching URL error
or socket error
:param retry_delay: time to sleep before retrying"""
self.key = key
self.secret = secret
if srv:
self.server = srv
self.decode_result = decode_result
assert timeout >= 0 or timeout is None
assert max_retries >= 0
self.timeout = timeout
self.max_retries = max_retries
self.retry_delay = retry_delay
_setup_apiobj(self, self, [])
def wait_async(self, session_id, referesh_interval = 2):
"""wait for asynchronous operations to complete"""
while True:
rst = self.info.get_session(session_id = session_id)
if rst['status'] != u'INQUEUE':
return rst
_print_debug(rst)
time.sleep(referesh_interval)
def update_request(self, request):
"""overwrite this function to update the request before sending it to
server"""
pass
def _setup_apiobj(self, api, path):
if self is not api:
self._api = api
self._urlbase = api.server + '/'.join(path)
lvl = len(path)
done = set()
for i in _APIS:
if len(i) <= lvl:
continue
cur = i[lvl]
if i[:lvl] == path and cur not in done:
done.add(cur)
setattr(self, cur, _APIProxy(api, i[:lvl + 1]))
class _APIProxy(object):
_api = None
"""underlying :class:`API` object"""
_urlbase = None
def __init__(self, api, path):
_setup_apiobj(self, api, path)
def __call__(self, post = False, *args, **kargs):
if len(args):
raise TypeError('Only keyword arguments are allowed')
if type(post) is not bool:
raise TypeError('post argument can only be True or False')
form = _MultiPartForm()
add_form = False
for (k, v) in kargs.iteritems():
if isinstance(v, File):
add_form = True
form.add_file(k, v.get_filename(), v.content)
if post:
url = self._urlbase
for k, v in self._mkarg(kargs).iteritems():
form.add_field(k, v)
add_form = True
else:
url = self.geturl(**kargs)
request = urllib2.Request(url)
if add_form:
body = str(form)
request.add_header('Content-type', form.get_content_type())
request.add_header('Content-length', str(len(body)))
request.add_data(body)
self._api.update_request(request)
retry = self._api.max_retries
while True:
retry -= 1
try:
ret = urllib2.urlopen(request, timeout = self._api.timeout).read()
break
except urllib2.HTTPError as e:
raise APIError(e.code, url, e.read())
except (socket.error, urllib2.URLError) as e:
if retry < 0:
raise e
_print_debug('caught error: {}; retrying'.format(e))
time.sleep(self._api.retry_delay)
if self._api.decode_result:
try:
ret = json.loads(ret)
except:
raise APIError(-1, url, 'json decode error, value={0!r}'.format(ret))
return ret
def _mkarg(self, kargs):
"""change the argument list (encode value, add api key/secret)
:return: the new argument list"""
def enc(x):
if isinstance(x, unicode):
return x.encode('utf-8')
return str(x)
kargs = kargs.copy()
kargs['api_key'] = self._api.key
kargs['api_secret'] = self._api.secret
for (k, v) in kargs.items():
if isinstance(v, Iterable) and not isinstance(v, basestring):
kargs[k] = ','.join([enc(i) for i in v])
elif isinstance(v, File) or v is None:
del kargs[k]
else:
kargs[k] = enc(v)
return kargs
def geturl(self, **kargs):
"""return the request url"""
return self._urlbase + '?' + urllib.urlencode(self._mkarg(kargs))
def visit(self, browser = 'chromium', **kargs):
"""visit the url in browser"""
os.system('{0} "{1}"'.format(browser, self.geturl(**kargs)))
# ref: http://www.doughellmann.com/PyMOTW/urllib2/
class _MultiPartForm(object):
"""Accumulate the data to be used when posting a form."""
def __init__(self):
self.form_fields = []
self.files = []
self.boundary = mimetools.choose_boundary()
return
def get_content_type(self):
return 'multipart/form-data; boundary=%s' % self.boundary
def add_field(self, name, value):
"""Add a simple field to the form data."""
self.form_fields.append((name, value))
return
def add_file(self, fieldname, filename, content, mimetype = None):
"""Add a file to be uploaded."""
if mimetype is None:
mimetype = mimetypes.guess_type(filename)[0] or 'application/octet-stream'
self.files.append((fieldname, filename, mimetype, content))
return
def __str__(self):
"""Return a string representing the form data, including attached files."""
# Build a list of lists, each containing "lines" of the
# request. Each part is separated by a boundary string.
# Once the list is built, return a string where each
# line is separated by '\r\n'.
parts = []
part_boundary = '--' + self.boundary
# Add the form fields
parts.extend(
[ part_boundary,
'Content-Disposition: form-data; name="%s"' % name,
'',
value,
]
for name, value in self.form_fields
)
# Add the files to upload
parts.extend(
[ part_boundary,
'Content-Disposition: file; name="%s"; filename="%s"' % \
(field_name, filename),
'Content-Type: %s' % content_type,
'',
body,
]
for field_name, filename, content_type, body in self.files
)
# Flatten the list and add closing boundary marker,
# then return CR+LF separated data
flattened = list(itertools.chain(*parts))
flattened.append('--' + self.boundary + '--')
flattened.append('')
return '\r\n'.join(flattened)
def _print_debug(msg):
if DEBUG_LEVEL:
sys.stderr.write(str(msg) + '\n')
_APIS = [
'/detection/detect',
'/detection/landmark',
'/faceset/add_face',
'/faceset/create',
'/faceset/delete',
'/faceset/get_info',
'/faceset/remove_face',
'/faceset/set_info',
'/group/add_person',
'/group/create',
'/group/delete',
'/group/get_info',
'/group/remove_person',
'/group/set_info',
'/grouping/grouping',
'/info/get_app',
'/info/get_face',
'/info/get_faceset_list',
'/info/get_group_list',
'/info/get_image',
'/info/get_person_list',
'/info/get_quota',
'/info/get_session',
'/person/add_face',
'/person/create',
'/person/delete',
'/person/get_info',
'/person/remove_face',
'/person/set_info',
'/recognition/compare',
'/recognition/group_search',
'/recognition/identify',
'/recognition/recognize',
'/recognition/search',
'/recognition/test_train',
'/recognition/train',
'/recognition/verify',
'/train/group_search',
'/train/identify',
'/train/recognize',
'/train/search',
'/train/verify'
]
_APIS = [i.split('/')[1:] for i in _APIS]