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177 lines
6.5 KiB
Python

# Copyright (C) 2020 Intel Corporation
#
# SPDX-License-Identifier: MIT
import json
import logging
import os
import requests
from io import BytesIO
import mimetypes
from PIL import Image
from .definition import ResourceType
log = logging.getLogger(__name__)
class CLI():
def __init__(self, session, api):
self.api = api
self.session = session
def tasks_data(self, task_id, resource_type, resources):
""" Add local, remote, or shared files to an existing task. """
url = self.api.tasks_id_data(task_id)
data = {}
files = None
if resource_type == ResourceType.LOCAL:
files = {'client_files[{}]'.format(i): open(f, 'rb') for i, f in enumerate(resources)}
elif resource_type == ResourceType.REMOTE:
data = {'remote_files[{}]'.format(i): f for i, f in enumerate(resources)}
elif resource_type == ResourceType.SHARE:
data = {'server_files[{}]'.format(i): f for i, f in enumerate(resources)}
data['image_quality'] = 50
response = self.session.post(url, data=data, files=files)
response.raise_for_status()
def tasks_list(self, use_json_output, **kwargs):
""" List all tasks in either basic or JSON format. """
url = self.api.tasks
response = self.session.get(url)
response.raise_for_status()
page = 1
while True:
response_json = response.json()
for r in response_json['results']:
if use_json_output:
log.info(json.dumps(r, indent=4))
else:
log.info('{id},{name},{status}'.format(**r))
if not response_json['next']:
return
page += 1
url = self.api.tasks_page(page)
response = self.session.get(url)
response.raise_for_status()
def tasks_create(self, name, labels, bug, resource_type, resources, **kwargs):
""" Create a new task with the given name and labels JSON and
add the files to it. """
url = self.api.tasks
data = {'name': name,
'labels': labels,
'bug_tracker': bug,
}
response = self.session.post(url, json=data)
response.raise_for_status()
response_json = response.json()
log.info('Created task ID: {id} NAME: {name}'.format(**response_json))
self.tasks_data(response_json['id'], resource_type, resources)
def tasks_delete(self, task_ids, **kwargs):
""" Delete a list of tasks, ignoring those which don't exist. """
for task_id in task_ids:
url = self.api.tasks_id(task_id)
response = self.session.delete(url)
try:
response.raise_for_status()
log.info('Task ID {} deleted'.format(task_id))
except requests.exceptions.HTTPError as e:
if response.status_code == 404:
log.info('Task ID {} not found'.format(task_id))
else:
raise e
def tasks_frame(self, task_id, frame_ids, outdir='', quality='original', **kwargs):
""" Download the requested frame numbers for a task and save images as
task_<ID>_frame_<FRAME>.jpg."""
for frame_id in frame_ids:
url = self.api.tasks_id_frame_id(task_id, frame_id, quality)
response = self.session.get(url)
response.raise_for_status()
im = Image.open(BytesIO(response.content))
mime_type = im.get_format_mimetype() or 'image/jpg'
im_ext = mimetypes.guess_extension(mime_type)
# FIXME It is better to use meta information from the server
# to determine the extension
# replace '.jpe' or '.jpeg' with a more used '.jpg'
if im_ext == '.jpe' or '.jpeg' or None:
im_ext = '.jpg'
outfile = 'task_{}_frame_{:06d}{}'.format(task_id, frame_id, im_ext)
im.save(os.path.join(outdir, outfile))
def tasks_dump(self, task_id, fileformat, filename, **kwargs):
""" Download annotations for a task in the specified format
(e.g. 'YOLO ZIP 1.0')."""
url = self.api.tasks_id(task_id)
response = self.session.get(url)
response.raise_for_status()
response_json = response.json()
url = self.api.tasks_id_annotations_filename(task_id,
response_json['name'],
fileformat)
while True:
response = self.session.get(url)
response.raise_for_status()
log.info('STATUS {}'.format(response.status_code))
if response.status_code == 201:
break
response = self.session.get(url + '&action=download')
response.raise_for_status()
with open(filename, 'wb') as fp:
fp.write(response.content)
def tasks_upload(self, task_id, fileformat, filename, **kwargs):
""" Upload annotations for a task in the specified format
(e.g. 'YOLO ZIP 1.0')."""
url = self.api.tasks_id_annotations_format(task_id, fileformat)
while True:
response = self.session.put(
url,
files={'annotation_file':open(filename, 'rb')}
)
response.raise_for_status()
if response.status_code == 201:
break
logger_string = "Upload job for Task ID {} ".format(task_id) +\
"with annotation file {} finished".format(filename)
log.info(logger_string)
class CVAT_API_V1():
""" Build parameterized API URLs """
def __init__(self, host):
self.base = 'http://{}/api/v1/'.format(host)
@property
def tasks(self):
return self.base + 'tasks'
def tasks_page(self, page_id):
return self.tasks + '?page={}'.format(page_id)
def tasks_id(self, task_id):
return self.tasks + '/{}'.format(task_id)
def tasks_id_data(self, task_id):
return self.tasks_id(task_id) + '/data'
def tasks_id_frame_id(self, task_id, frame_id, quality):
return self.tasks_id(task_id) + '/data?type=frame&number={}&quality={}'.format(frame_id, quality)
def tasks_id_annotations_format(self, task_id, fileformat):
return self.tasks_id(task_id) + '/annotations?format={}' \
.format(fileformat)
def tasks_id_annotations_filename(self, task_id, name, fileformat):
return self.tasks_id(task_id) + '/annotations?format={}&filename={}' \
.format(fileformat, name)