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How to use test_patch method in responses
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test_pool_get_deploy_mock.py
Source:test_pool_get_deploy_mock.py 
1# -*- coding: utf-8 -*-2import logging3from django.core.management import call_command4from django.test.client import Client5from mock import patch6from networkapi.api_pools.facade.v3 import deploy as facade_pool_deploy7from networkapi.test.mock import MockPlugin8from networkapi.test.test_case import NetworkApiTestCase9from networkapi.usuario.models import Usuario10log = logging.getLogger(__name__)11def setup():12 call_command(13 'loaddata',14 'networkapi/system/fixtures/initial_variables.json',15 'networkapi/api_pools/fixtures/initial_optionspool.json',16 'networkapi/requisicaovips/fixtures/initial_optionsvip.json',17 'networkapi/healthcheckexpect/fixtures/initial_healthcheck.json',18 'networkapi/usuario/fixtures/initial_usuario.json',19 'networkapi/grupo/fixtures/initial_ugrupo.json',20 'networkapi/usuario/fixtures/initial_usuariogrupo.json',21 'networkapi/api_ogp/fixtures/initial_objecttype.json',22 'networkapi/api_ogp/fixtures/initial_objectgrouppermissiongeneral.json',23 'networkapi/grupo/fixtures/initial_permissions.json',24 'networkapi/grupo/fixtures/initial_permissoes_administrativas.json',25 'networkapi/api_pools/fixtures/initial_base.json',26 'networkapi/api_pools/fixtures/initial_pools_2.json',27 verbosity=028 )29class PoolGetDeployMockTestCase(NetworkApiTestCase):30 maxDiff = None31 def setUp(self):32 self.client = Client()33 self.user = Usuario(id=1, nome='test')34 def tearDown(self):35 pass36 def mock_create_pool(self, id_pool, test_patch):37 pool = self.client.get(38 '/api/v3/pool/%s/' % id_pool,39 HTTP_AUTHORIZATION=self.get_http_authorization('test'))40 test_patch.return_value = MockPlugin()41 facade_pool_deploy.create_real_pool(42 pool.data['server_pools'],43 self.user)44 pool = self.client.get(45 '/api/v3/pool/%s/' % id_pool,46 HTTP_AUTHORIZATION=self.get_http_authorization('test')47 ).data['server_pools'][0]48 self.assertEqual(49 True,50 pool['pool_created'],51 'After deploy, flag created should be True.')52 pass53 def mock_delete_pool(self, id_pool, test_patch):54 pool = self.client.get(55 '/api/v3/pool/%s/' % id_pool,56 HTTP_AUTHORIZATION=self.get_http_authorization('test')).data57 test_patch.return_value = MockPlugin()58 facade_pool_deploy.delete_real_pool(pool['server_pools'], self.user)59 pool = self.client.get(60 '/api/v3/pool/%s/' % id_pool,61 HTTP_AUTHORIZATION=self.get_http_authorization('test')) \62 .data['server_pools'][0]63 self.assertEqual(64 False,65 pool['pool_created'],66 'After undeploy, flag created should be False.')67 @patch('networkapi.plugins.factory.PluginFactory.factory')68 def test_deploy_pool_without_reals(self, test_patch):69 """Tries to deploy a pool without reals."""70 self.mock_create_pool(31, test_patch)71 @patch('networkapi.plugins.factory.PluginFactory.factory')72 def test_deploy_pool_with_two_reals_and_tcp_protocol(self, test_patch):73 """Tries to deploy a pool with two reals and TCP protocol74 in healthcheck.75 """76 self.mock_create_pool(32, test_patch)77 @patch('networkapi.plugins.factory.PluginFactory.factory')78 def test_deploy_pool_with_two_reals_and_https_protocol(self, test_patch):79 """Tries to deploy a pool with two reals and HTTPS protocol80 in healthcheck.81 """82 self.mock_create_pool(33, test_patch)83 @patch('networkapi.plugins.factory.PluginFactory.factory')84 def test_deploy_pool_with_two_reals_and_udp_protocol(self, test_patch):85 """Tries to deploy a pool with two reals and UDP protocol86 in healthcheck.87 """88 self.mock_create_pool(34, test_patch)89 @patch('networkapi.plugins.factory.PluginFactory.factory')90 def test_deploy_pool_with_two_reals_and_http_protocol(self, test_patch):91 """Tries to deploy a pool with two reals and HTTP protocol92 in healthcheck.93 """94 self.mock_create_pool(35, test_patch)95 @patch('networkapi.plugins.factory.PluginFactory.factory')96 def test_deploy_pool_three_reals_and_weighted(self, test_patch):97 """Tries to deploy a pool with three reals and weighted balancing.98 """99 self.mock_create_pool(36, test_patch)100 @patch('networkapi.plugins.factory.PluginFactory.factory')101 def test_deploy_pool_three_reals_and_least_conn(self, test_patch):102 """Tries to deploy a pool with three reals and least-conn balancing.103 """104 self.mock_create_pool(37, test_patch)105 @patch('networkapi.plugins.factory.PluginFactory.factory')106 def test_update_deployed_pool_without_reals(self, test_patch):107 """Tries to update deployed pool without reals adding two reals to it.108 """109 id = 38110 pool = self.client.get(111 '/api/v3/pool/%s/' % id,112 HTTP_AUTHORIZATION=self.get_http_authorization('test')).data113 test_patch.return_value = MockPlugin()114 qt_reals = 2115 ipsv4 = [116 {'id': 45, 'ip_formated': '10.0.0.45'},117 {'id': 46, 'ip_formated': '10.0.0.46'}118 ]119 server_pool_members = [120 self.build_server_pool_member(121 ip__id=ipsv4[i]['id'],122 ip__ip_formated=ipsv4[i]['ip_formated'],123 port_real=8) for i in range(qt_reals)]124 pool['server_pools'][0]['server_pool_members'] = server_pool_members125 facade_pool_deploy.update_real_pool(pool['server_pools'], self.user)126 pool = self.client.get(127 '/api/v3/pool/%s/' % id,128 HTTP_AUTHORIZATION=self.get_http_authorization('test'))\129 .data['server_pools'][0]130 self.assertEqual(2,131 len(pool['server_pool_members']),132 'This server pool should have two members.')133 self.assertEqual(134 True,135 pool['pool_created'],136 'After deploy, flag created should be True.')137 @patch('networkapi.plugins.factory.PluginFactory.factory')138 def test_update_deployed_pool_with_reals_removing_them(self, test_patch):139 """Tries to update pool with reals removing them."""140 id = 39141 pool = self.client.get(142 '/api/v3/pool/%s/' % id,143 HTTP_AUTHORIZATION=self.get_http_authorization('test')).data144 test_patch.return_value = MockPlugin()145 pool['server_pools'][0]['server_pool_members'] = []146 facade_pool_deploy.update_real_pool(pool['server_pools'], self.user)147 pool = self.client.get(148 '/api/v3/pool/%s/' % id,149 HTTP_AUTHORIZATION=self.get_http_authorization('test')) \150 .data['server_pools'][0]151 self.assertEqual(0,152 len(pool['server_pool_members']),153 'This server pool should have zero members.')154 self.assertEqual(155 True,156 pool['pool_created'],157 'After deploy, flag created should be True.')158 @patch('networkapi.plugins.factory.PluginFactory.factory')159 def test_update_deployed_pool_removing_half_of_reals(self, test_patch):160 """Tries to remove half of reals in a deployed server pool."""161 id = 40 # Pool with this ID has four members162 pool = self.client.get(163 '/api/v3/pool/%s/' % id,164 HTTP_AUTHORIZATION=self.get_http_authorization('test')).data165 self.assertEqual(4,166 len(pool['server_pools'][0]['server_pool_members']),167 'This server pool should have four members.')168 test_patch.return_value = MockPlugin()169 qt_reals = 2170 ipsv4 = [171 {'id': 49, 'ip_formated': '10.0.0.49'},172 {'id': 50, 'ip_formated': '10.0.0.50'}173 ]174 server_pool_members = [175 self.build_server_pool_member(176 ip__id=ipsv4[i]['id'],177 ip__ip_formated=ipsv4[i]['ip_formated'],178 port_real=8) for i in range(qt_reals)]179 pool['server_pools'][0]['server_pool_members'] = server_pool_members180 facade_pool_deploy.update_real_pool(pool['server_pools'], self.user)181 pool = self.client.get(182 '/api/v3/pool/%s/' % id,183 HTTP_AUTHORIZATION=self.get_http_authorization('test')) \184 .data['server_pools'][0]185 self.assertEqual(2,186 len(pool['server_pool_members']),187 'This server pool should have two members.')188 self.assertEqual(189 True,190 pool['pool_created'],191 'After deploy, flag created should be True.')192 @patch('networkapi.plugins.factory.PluginFactory.factory')193 def test_update_deployed_pool_rm_half_reals_add_another(self, test_patch):194 """Tries to remove half of the reals in a deployed server pool and195 at same time adding a new real.196 """197 id = 41 # Pool with this ID has four members (IPs 53, 54, 55, 56)198 pool = self.client.get(199 '/api/v3/pool/%s/' % id,200 HTTP_AUTHORIZATION=self.get_http_authorization('test')).data201 self.assertEqual(4,202 len(pool['server_pools'][0]['server_pool_members']),203 'This server pool should have four members.')204 test_patch.return_value = MockPlugin()205 qt_reals = 3206 ipsv4 = [207 {'id': 53, 'ip_formated': '10.0.0.53'},208 {'id': 54, 'ip_formated': '10.0.0.54'},209 {'id': 57, 'ip_formated': '10.0.0.57'}210 ]211 server_pool_members = [212 self.build_server_pool_member(213 ip__id=ipsv4[i]['id'],214 ip__ip_formated=ipsv4[i]['ip_formated'],215 port_real=8) for i in range(qt_reals)]216 pool['server_pools'][0]['server_pool_members'] = server_pool_members217 facade_pool_deploy.update_real_pool(pool['server_pools'], self.user)218 pool = self.client.get(219 '/api/v3/pool/%s/' % id,220 HTTP_AUTHORIZATION=self.get_http_authorization('test')) \221 .data['server_pools'][0]222 self.assertEqual(3,223 len(pool['server_pool_members']),224 'This server pool should have three members.')225 self.assertEqual(226 True,227 pool['pool_created'],228 'After deploy, flag created should be True.')229 @patch('networkapi.plugins.factory.PluginFactory.factory')230 def test_undeploy_pool_with_reals(self, test_patch):231 """Tries to undeploy pool with two reals."""232 self.mock_delete_pool(42, test_patch)233 @patch('networkapi.plugins.factory.PluginFactory.factory')234 def test_undeploy_pool_without_reals(self, test_patch):235 """Tries to undeploy pool without reals."""236 self.mock_delete_pool(43, test_patch)237 def build_server_pool_member(self, **kwargs):238 ip__id = None239 ip__ip_formated = None240 ipv6__id = None241 ipv6__ip_formated = None242 port_real = None243 weight = None244 priority = None245 id = None246 for key in kwargs:247 if key == 'ip__id':248 ip__id = kwargs[key]249 elif key == 'ip__ip_formated':250 ip__ip_formated = kwargs[key]251 elif key == 'ipv6__id':252 ipv6__id = kwargs[key]253 elif key == 'ipv6__ip_formated':254 ipv6__ip_formated = kwargs[key]255 elif key == 'port_real':256 port_real = kwargs[key]257 elif key == 'weight':258 weight = kwargs[key]259 elif key == 'priority':260 priority = kwargs[key]261 elif key == 'id':262 id = kwargs[key]263 return {264 'id': id,265 'ip': {266 'id': ip__id,267 'ip_formated': ip__ip_formated268 } if ip__id is not None and ip__ip_formated is not None269 else None,270 'ipv6': {271 'id': ip__id,272 'ip_formated': ip__ip_formated273 } if ipv6__id is not None and ipv6__ip_formated is not None274 else None,275 'priority': priority if priority is not None else 0,276 'weight': weight if weight is not None else 0,277 'limit': 0,278 'port_real': port_real,279 'member_status': 7,280 'last_status_update_formated': None...
gcloud_test.py
Source:gcloud_test.py
1# Copyright 2017 The Forseti Security Authors. All rights reserved.2#3# Licensed under the Apache License, Version 2.0 (the "License");4# you may not use this file except in compliance with the License.5# You may obtain a copy of the License at6#7# http://www.apache.org/licenses/LICENSE-2.08#9# Unless required by applicable law or agreed to in writing, software10# distributed under the License is distributed on an "AS IS" BASIS,11# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.12# See the License for the specific language governing permissions and13# limitations under the License.14"""Tests for install/gcp/installer/util/gcloud.py."""15import json16import sys17import unittest18from StringIO import StringIO19from contextlib import contextmanager20import mock21from install.gcp.installer.util import gcloud22from install.gcp.installer.util import utils23from tests.unittest_utils import ForsetiTestCase24FAKE_PROJECT = 'fake-project'25FAKE_ACCOUNT = 'fake-account@localhost.domain'26FAKE_GCLOUD_INFO = {27 'config': {28 'project': FAKE_PROJECT,29 'account': FAKE_ACCOUNT,30 'properties': {31 }32 }33}34FAKE_GCLOUD_INFO_CLOUDSHELL = {35 'config': {36 'project': FAKE_PROJECT,37 'account': FAKE_ACCOUNT,38 'properties': {39 'metrics': {40 'environment': 'devshell'41 }42 }43 }44}45FAKE_IAM_POLICY = {46 'bindings': [47 {'members': [48 'user:root@localhost.domain',49 'group:security-group@localhost.domain',50 ],51 'role': 'roles/fakeAdminRole'52 },53 {'members': [54 'user:user1@localhost.domain',55 'user:{}'.format(FAKE_ACCOUNT),56 ],57 'role': 'roles/fakeViewerRole'58 },59 {'members': [60 'user:{}'.format(FAKE_ACCOUNT),61 ],62 'role': 'roles/fakeEditorRole'63 },64 ]65}66GCLOUD_MIN_VERSION = (163, 0, 0)67# Thank you https://stackoverflow.com/questions/4219717/how-to-assert-output-with-nosetest-unittest-in-python/17981937#1798193768@contextmanager69def captured_output():70 new_out, new_err = StringIO(), StringIO()71 old_out, old_err = sys.stdout, sys.stderr72 try:73 sys.stdout, sys.stderr = new_out, new_err74 yield sys.stdout, sys.stderr75 finally:76 sys.stdout, sys.stderr = old_out, old_err77class GcloudTest(ForsetiTestCase):78 """Test the install_forseti."""79 def setUp(self):80 """Setup."""81 utils.run_command = mock.MagicMock()82 self.gcloud_min_ver_formatted = '.'.join([str(d) for d in GCLOUD_MIN_VERSION])83 @mock.patch('install.gcp.installer.util.gcloud.constants.GCLOUD_MIN_VERSION', GCLOUD_MIN_VERSION)84 @mock.patch('install.gcp.installer.util.gcloud.utils.run_command')85 def test_check_proper_gcloud(self, test_patch):86 """Test check_proper_gcloud() works with proper version/alpha."""87 test_patch.return_value = (88 0,89 'Google Cloud SDK %s\nalpha 12345\netc' % self.gcloud_min_ver_formatted,90 None91 )92 output_head = 'Current gcloud version'93 with captured_output() as (out, err):94 gcloud.check_proper_gcloud()95 output = out.getvalue()[:len(output_head)]96 self.assertEqual(output_head, output)97 @mock.patch('install.gcp.installer.util.gcloud.utils.run_command')98 def test_check_proper_gcloud_failed_command(self, test_patch):99 """Test check_proper_gcloud() exits when command fails."""100 test_patch.return_value = (101 1,102 'Google Cloud SDK %s\nalpha 12345\netc' % self.gcloud_min_ver_formatted,103 None104 )105 output_head = 'Error'106 with self.assertRaises(SystemExit):107 with captured_output() as (out, err):108 gcloud.check_proper_gcloud()109 output = out.getvalue()[:len(output_head)]110 self.assertEqual(output_head, output)111 @mock.patch('install.gcp.installer.util.gcloud.utils.run_command')112 def test_check_proper_gcloud_low_version(self, test_patch):113 """Test check_proper_gcloud() exits with low gcloud version."""114 test_patch.return_value = (115 0,116 'Google Cloud SDK 162.9.9\nalpha 12345\netc',117 None118 )119 output_head = ('Current gcloud version: %s\n'120 'Has alpha components? True'121 'You need' % self.gcloud_min_ver_formatted)122 with self.assertRaises(SystemExit):123 with captured_output() as (out, err):124 gcloud.check_proper_gcloud()125 output = out.getvalue()[:len(output_head)]126 @mock.patch('install.gcp.installer.util.gcloud.utils.run_command')127 def test_check_proper_gcloud_no_alpha(self, test_patch):128 """Test check_proper_gcloud() exits with no alpha components."""129 test_patch.return_value = (130 0,131 'Google Cloud SDK %s\netc' % self.gcloud_min_ver_formatted,132 None133 )134 output_head = ('Current gcloud version: %s\n'135 'Has alpha components? False\n'136 'You need' % self.gcloud_min_ver_formatted)137 with self.assertRaises(SystemExit):138 with captured_output() as (out, err):139 gcloud.check_proper_gcloud()140 output = out.getvalue()[:len(output_head)]141 self.assertEqual(output_head, output)142 @mock.patch('install.gcp.installer.util.gcloud.utils.run_command')143 def test_gcloud_info_works_nocloudshell(self, test_patch):144 """Test gcloud_info()."""145 test_patch.return_value = (146 0,147 json.dumps(FAKE_GCLOUD_INFO),148 None149 )150 with captured_output() as (out, err):151 gcloud.get_gcloud_info()152 output = out.getvalue().strip()153 self.assertEqual('Read gcloud info: Success', output)154 @mock.patch('install.gcp.installer.util.gcloud.utils.run_command')155 def test_gcloud_info_cmd_fails(self, test_patch):156 """Test gcloud_info() exits when command fails."""157 test_patch.return_value = (158 1,159 None,160 'Error output'161 )162 with self.assertRaises(SystemExit):163 with captured_output():164 gcloud.check_proper_gcloud()165 @mock.patch('install.gcp.installer.util.gcloud.utils.run_command')166 def test_gcloud_info_json_fails(self, test_patch):167 """Test gcloud_info() exits when json output fails."""168 test_patch.return_value = (169 0,170 'invalid json',171 None,172 )173 with self.assertRaises(SystemExit):174 with captured_output():175 gcloud.get_gcloud_info()176 @mock.patch('install.gcp.installer.util.gcloud.check_proper_gcloud')177 def test_check_cloudshell_no_flag_no_cloudshell(self, test_patch):178 """Test check_cloudshell() when no cloudshell and no flag to bypass."""179 test_patch.return_value = {}180 force_no_cloudshell = False181 is_dev_shell = False182 with self.assertRaises(SystemExit):183 with captured_output():184 gcloud.verify_gcloud_information(185 'id', 'user', force_no_cloudshell, is_dev_shell)186 @mock.patch('install.gcp.installer.util.gcloud.utils.run_command')187 def test_lookup_organization(self, test_patch):188 """Test lookup_organization().189 Find organization from a project nested inside 3 folders.190 """191 project_desc = json.dumps({192 'name': 'project-1',193 'parent': {194 'id': '12345',195 'type': 'folder'196 },197 })198 folder_12345_desc = json.dumps({199 'name': 'folders/12345',200 'parent': 'folders/23456'201 })202 folder_23456_desc = json.dumps({203 'name': 'folders/23456',204 'parent': 'folders/34567'205 })206 folder_34567_desc = json.dumps({207 'name': 'folders/34567',208 'parent': 'organizations/1111122222'209 })210 test_patch.side_effect = [211 [0, project_desc, None],212 [0, folder_12345_desc, None],213 [0, folder_23456_desc, None],214 [0, folder_34567_desc, None],215 ]216 output_head = 'Organization id'217 with captured_output() as (out, err):218 gcloud.lookup_organization(FAKE_PROJECT)219 # collect all the output, the last line (excluding blank line)220 # should be 'Organization id: ...'221 all_output = [s for s in out.getvalue().split('\n') if len(s)]222 output = all_output[-1][:len(output_head)]223 self.assertEqual(output_head, output)224 @mock.patch('install.gcp.installer.util.gcloud.utils.run_command')225 def test_choose_organization_no_org(self, test_patch):226 """Test choose_organization()."""227 # No orgs228 test_patch.return_value = (0, '{}', None)229 with captured_output() as (out, err):230 target_id = gcloud.choose_organization()231 self.assertEqual(None, target_id)232 @mock.patch('install.gcp.installer.util.gcloud.utils.run_command')233 @mock.patch('__builtin__.raw_input')234 def test_choose_organization_has_org(self, mock_rawinput, test_patch):235 """Test choose_organization()."""236 mock_rawinput.side_effect = ['123']237 # Has orgs238 test_patch.return_value = (239 0, '[{"name": "organizations/123", "displayName": "fake org"}]', None)240 with captured_output() as (out, err):241 target_id = gcloud.choose_organization()242 self.assertEqual('123', target_id)243 @mock.patch('__builtin__.raw_input')244 def test_choose_folder(self, mock_rawinput):245 """Test choose_folder()."""246 mock_rawinput.side_effect = ['abc', '123']247 # Has orgs248 with captured_output() as (out, err):249 target_id = gcloud.choose_folder(FAKE_PROJECT)250 self.assertEqual('123', target_id)251 @mock.patch('__builtin__.raw_input')252 def test_choose_project(self, mock_rawinput):253 """Test choose_project()."""254 mock_rawinput.side_effect = ['abc']255 # Has orgs256 with captured_output() as (out, err):257 target_id = gcloud.choose_project()258 self.assertEqual('abc', target_id)259if __name__ == '__main__':...
utils.py
Source:utils.py
1from __future__ import division2import os, scipy.io3import re4import torch5import torch.nn as nn6import torch.optim as optim7import numpy as np8import glob9import cv210from scipy.stats import poisson11from skimage.measure import compare_psnr,compare_ssim12import time13def pack_gbrg_raw(raw):14 #pack GBRG Bayer raw to 4 channels15 black_level = 24016 white_level = 2**12-117 im = raw.astype(np.float32)18 im = np.maximum(im - black_level, 0) / (white_level-black_level)19 im = np.expand_dims(im, axis=2)20 img_shape = im.shape21 H = img_shape[0]22 W = img_shape[1]23 out = np.concatenate((im[1:H:2, 0:W:2, :],24 im[1:H:2, 1:W:2, :],25 im[0:H:2, 1:W:2, :],26 im[0:H:2, 0:W:2, :]), axis=2)27 return np.minimum(out, 1.0)28def depack_gbrg_raw(raw):29 H = raw.shape[1]30 W = raw.shape[2]31 output = np.zeros((H*2,W*2))32 33 output[ ::2, ::2]=raw[...,3]34 output[ ::2,1::2]=raw[...,2]35 output[1::2, ::2]=raw[...,0]36 output[1::2,1::2]=raw[...,1]37 return output38def pack_rggb_raw(raw):39 #pack RGGB Bayer raw to 4 channels40 black_level = 24041 white_level = 2**12-142 im = raw.astype(np.float32)43 im = np.maximum(im - black_level, 0) / (white_level-black_level)44 im = np.expand_dims(im, axis=2)45 img_shape = im.shape46 H = img_shape[0]47 W = img_shape[1]48 out = np.concatenate((im[0:H:2, 0:W:2, :],49 im[0:H:2, 1:W:2, :],50 im[1:H:2, 1:W:2, :],51 im[1:H:2, 0:W:2, :]), axis=2)52 return out53def generate_noisy_raw(gt_raw, a, b):54 """55 a: sigma_s^256 b: sigma_r^257 """58 gaussian_noise_var = b59 poisson_noisy_img = poisson((gt_raw-240)/a).rvs()*a60 gaussian_noise = np.sqrt(gaussian_noise_var)*np.random.randn(gt_raw.shape[0], gt_raw.shape[1])61 noisy_img = poisson_noisy_img + gaussian_noise + 24062 noisy_img = np.minimum(np.maximum(noisy_img,0), 2**12-1)63 64 return noisy_img65def generate_name(number):66 name = list('000000_raw.tiff')67 num_str = str(number)68 for i in range(len(num_str)):69 name[5-i] = num_str[-(i+1)]70 name = ''.join(name)71 return name72def reduce_mean(out_im, gt_im):73 return torch.abs(out_im - gt_im).mean()74def reduce_mean_with_weight(im1, im2, noisy_level_data):75 result = torch.abs(im1 - im2) * noisy_level_data * 0.176 return result.mean()77def preprocess(raw):78 input_full = raw.transpose((0, 3, 1, 2))79 input_full = torch.from_numpy(input_full)80 input_full = input_full.cuda()81 return input_full82def postprocess(output):83 output = output.cpu()84 output = output.detach().numpy().astype(np.float32)85 output = np.transpose(output, (0, 2, 3, 1))86 output = np.clip(output,0,1)87 return output88def findLastCheckpoint(save_dir):89 file_list = glob.glob(os.path.join(save_dir, 'model_epoch*.pth'))90 if file_list:91 epochs_exist = []92 for file_ in file_list:93 result = re.findall(".*model_epoch(.*).pth.*", file_)94 epochs_exist.append(int(result[0]))95 initial_epoch = max(epochs_exist)96 else:97 initial_epoch = 098 return initial_epoch99def bayer_preserving_augmentation(raw, aug_mode):100 if aug_mode == 0: # horizontal flip101 aug_raw = np.flip(raw, axis=1)[:,1:-1]102 elif aug_mode == 1: # vertical flip103 aug_raw = np.flip(raw, axis=0)[1:-1,:]104 else: # random transpose105 aug_raw = np.transpose(raw, (1, 0))106 return aug_raw107def test_big_size_raw(input_data, denoiser, patch_h = 256, patch_w = 256, patch_h_overlap = 64, patch_w_overlap = 64):108 H = input_data.shape[1]109 W = input_data.shape[2]110 111 test_result = np.zeros((input_data.shape[0],H,W,4))112 t0 = time.clock()113 h_index = 1114 while (patch_h*h_index-patch_h_overlap*(h_index-1)) < H:115 test_horizontal_result = np.zeros((input_data.shape[0],patch_h,W,4))116 h_begin = patch_h*(h_index-1)-patch_h_overlap*(h_index-1)117 h_end = patch_h*h_index-patch_h_overlap*(h_index-1) 118 w_index = 1119 while (patch_w*w_index-patch_w_overlap*(w_index-1)) < W:120 w_begin = patch_w*(w_index-1)-patch_w_overlap*(w_index-1)121 w_end = patch_w*w_index-patch_w_overlap*(w_index-1)122 test_patch = input_data[:,h_begin:h_end,w_begin:w_end,:] 123 test_patch = preprocess(test_patch) 124 with torch.no_grad():125 output_patch = denoiser(test_patch.reshape(1,3,4,patch_h,patch_w))126 test_patch_result = postprocess(output_patch)127 if w_index == 1:128 test_horizontal_result[:,:,w_begin:w_end,:] = test_patch_result129 else:130 for i in range(patch_w_overlap):131 test_horizontal_result[:,:,w_begin+i,:] = test_horizontal_result[:,:,w_begin+i,:]*(patch_w_overlap-1-i)/(patch_w_overlap-1)+test_patch_result[:,:,i,:]*i/(patch_w_overlap-1)132 test_horizontal_result[:,:,w_begin+patch_w_overlap:w_end,:] = test_patch_result[:,:,patch_w_overlap:,:]133 w_index += 1 134 135 test_patch = input_data[:,h_begin:h_end,-patch_w:,:] 136 test_patch = preprocess(test_patch)137 with torch.no_grad():138 output_patch = denoiser(test_patch.reshape(1,3,4,patch_h,patch_w))139 test_patch_result = postprocess(output_patch) 140 last_range = w_end-(W-patch_w) 141 for i in range(last_range):142 test_horizontal_result[:,:,W-patch_w+i,:] = test_horizontal_result[:,:,W-patch_w+i,:]*(last_range-1-i)/(last_range-1)+test_patch_result[:,:,i,:]*i/(last_range-1)143 test_horizontal_result[:,:,w_end:,:] = test_patch_result[:,:,last_range:,:] 144 if h_index == 1:145 test_result[:,h_begin:h_end,:,:] = test_horizontal_result146 else:147 for i in range(patch_h_overlap):148 test_result[:,h_begin+i,:,:] = test_result[:,h_begin+i,:,:]*(patch_h_overlap-1-i)/(patch_h_overlap-1)+test_horizontal_result[:,i,:,:]*i/(patch_h_overlap-1)149 test_result[:,h_begin+patch_h_overlap:h_end,:,:] = test_horizontal_result[:,patch_h_overlap:,:,:] 150 h_index += 1151 test_horizontal_result = np.zeros((input_data.shape[0],patch_h,W,4))152 w_index = 1153 while (patch_w*w_index-patch_w_overlap*(w_index-1)) < W:154 w_begin = patch_w*(w_index-1)-patch_w_overlap*(w_index-1)155 w_end = patch_w*w_index-patch_w_overlap*(w_index-1)156 test_patch = input_data[:,-patch_h:,w_begin:w_end,:] 157 test_patch = preprocess(test_patch) 158 with torch.no_grad():159 output_patch = denoiser(test_patch.reshape(1,3,4,patch_h,patch_w))160 test_patch_result = postprocess(output_patch)161 if w_index == 1:162 test_horizontal_result[:,:,w_begin:w_end,:] = test_patch_result163 else:164 for i in range(patch_w_overlap):165 test_horizontal_result[:,:,w_begin+i,:] = test_horizontal_result[:,:,w_begin+i,:]*(patch_w_overlap-1-i)/(patch_w_overlap-1)+test_patch_result[:,:,i,:]*i/(patch_w_overlap-1)166 test_horizontal_result[:,:,w_begin+patch_w_overlap:w_end,:] = test_patch_result[:,:,patch_w_overlap:,:] 167 w_index += 1168 test_patch = input_data[:,-patch_h:,-patch_w:,:] 169 test_patch = preprocess(test_patch)170 with torch.no_grad():171 output_patch = denoiser(test_patch.reshape(1,3,4,patch_h,patch_w))172 test_patch_result = postprocess(output_patch)173 last_range = w_end-(W-patch_w) 174 for i in range(last_range):175 test_horizontal_result[:,:,W-patch_w+i,:] = test_horizontal_result[:,:,W-patch_w+i,:]*(last_range-1-i)/(last_range-1)+test_patch_result[:,:,i,:]*i/(last_range-1) 176 test_horizontal_result[:,:,w_end:,:] = test_patch_result[:,:,last_range:,:] 177 last_last_range = h_end-(H-patch_h)178 for i in range(last_last_range):179 test_result[:,H-patch_w+i,:,:] = test_result[:,H-patch_w+i,:,:]*(last_last_range-1-i)/(last_last_range-1)+test_horizontal_result[:,i,:,:]*i/(last_last_range-1)180 test_result[:,h_end:,:,:] = test_horizontal_result[:,last_last_range:,:,:]181 182 t1 = time.clock()183 print('Total running time: %s s' % (str(t1 - t0)))184 return test_result185def pack_gbrg_raw_for_compute_ssim(raw):186 im = raw.astype(np.float32)187 im = np.expand_dims(im, axis=2)188 img_shape = im.shape189 H = img_shape[0]190 W = img_shape[1]191 out = np.concatenate((im[1:H:2, 0:W:2, :],192 im[1:H:2, 1:W:2, :],193 im[0:H:2, 1:W:2, :],194 im[0:H:2, 0:W:2, :]), axis=2)195 return out196def compute_ssim_for_packed_raw(raw1, raw2):197 raw1_pack = pack_gbrg_raw_for_compute_ssim(raw1)198 raw2_pack = pack_gbrg_raw_for_compute_ssim(raw2)199 test_raw_ssim = 0200 for i in range(4):201 test_raw_ssim += compare_ssim(raw1_pack[:,:,i], raw2_pack[:,:,i], data_range=1.0)...
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