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faster_rcnn_inception_resnet_v2_keras_feature_extractor.py
Source:faster_rcnn_inception_resnet_v2_keras_feature_extractor.py 
1# Copyright 2019 The TensorFlow 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# ==============================================================================15"""Inception Resnet v2 Faster R-CNN implementation in Keras.16See "Inception-v4, Inception-ResNet and the Impact of Residual Connections on17Learning" by Szegedy et al. (https://arxiv.org/abs/1602.07261)18as well as19"Speed/accuracy trade-offs for modern convolutional object detectors" by20Huang et al. (https://arxiv.org/abs/1611.10012)21"""22# Skip pylint for this file because it times out23# pylint: skip-file24import tensorflow as tf25from object_detection.meta_architectures import faster_rcnn_meta_arch26from object_detection.models.keras_models import inception_resnet_v227from object_detection.utils import model_util28from object_detection.utils import variables_helper29class FasterRCNNInceptionResnetV2KerasFeatureExtractor(30 faster_rcnn_meta_arch.FasterRCNNKerasFeatureExtractor):31 """Faster R-CNN with Inception Resnet v2 feature extractor implementation."""32 def __init__(self,33 is_training,34 first_stage_features_stride,35 batch_norm_trainable=False,36 weight_decay=0.0):37 """Constructor.38 Args:39 is_training: See base class.40 first_stage_features_stride: See base class.41 batch_norm_trainable: See base class.42 weight_decay: See base class.43 Raises:44 ValueError: If `first_stage_features_stride` is not 8 or 16.45 """46 if first_stage_features_stride != 8 and first_stage_features_stride != 16:47 raise ValueError('`first_stage_features_stride` must be 8 or 16.')48 super(FasterRCNNInceptionResnetV2KerasFeatureExtractor, self).__init__(49 is_training, first_stage_features_stride, batch_norm_trainable,50 weight_decay)51 def preprocess(self, resized_inputs):52 """Faster R-CNN with Inception Resnet v2 preprocessing.53 Maps pixel values to the range [-1, 1].54 Args:55 resized_inputs: A [batch, height_in, width_in, channels] float32 tensor56 representing a batch of images with values between 0 and 255.0.57 Returns:58 preprocessed_inputs: A [batch, height_out, width_out, channels] float3259 tensor representing a batch of images.60 """61 return (2.0 / 255.0) * resized_inputs - 1.062 def get_proposal_feature_extractor_model(self, name=None):63 """Returns a model that extracts first stage RPN features.64 Extracts features using the first half of the Inception Resnet v2 network.65 We construct the network in `align_feature_maps=True` mode, which means66 that all VALID paddings in the network are changed to SAME padding so that67 the feature maps are aligned.68 Args:69 name: A scope name to construct all variables within.70 Returns:71 A Keras model that takes preprocessed_inputs:72 A [batch, height, width, channels] float32 tensor73 representing a batch of images.74 And returns rpn_feature_map:75 A tensor with shape [batch, height, width, depth]76 """77 with tf.name_scope(name):78 with tf.name_scope('InceptionResnetV2'):79 model = inception_resnet_v2.inception_resnet_v2(80 self._train_batch_norm,81 output_stride=self._first_stage_features_stride,82 align_feature_maps=True,83 weight_decay=self._weight_decay,84 weights=None,85 include_top=False)86 proposal_features = model.get_layer(87 name='block17_20_ac').output88 return tf.keras.Model(89 inputs=model.inputs,90 outputs=proposal_features)91 def get_box_classifier_feature_extractor_model(self, name=None):92 """Returns a model that extracts second stage box classifier features.93 This function reconstructs the "second half" of the Inception ResNet v294 network after the part defined in `get_proposal_feature_extractor_model`.95 Args:96 name: A scope name to construct all variables within.97 Returns:98 A Keras model that takes proposal_feature_maps:99 A 4-D float tensor with shape100 [batch_size * self.max_num_proposals, crop_height, crop_width, depth]101 representing the feature map cropped to each proposal.102 And returns proposal_classifier_features:103 A 4-D float tensor with shape104 [batch_size * self.max_num_proposals, height, width, depth]105 representing box classifier features for each proposal.106 """107 with tf.name_scope(name):108 with tf.name_scope('InceptionResnetV2'):109 model = inception_resnet_v2.inception_resnet_v2(110 self._train_batch_norm,111 output_stride=16,112 align_feature_maps=False,113 weight_decay=self._weight_decay,114 weights=None,115 include_top=False)116 proposal_feature_maps = model.get_layer(117 name='block17_20_ac').output118 proposal_classifier_features = model.get_layer(119 name='conv_7b_ac').output120 return model_util.extract_submodel(121 model=model,122 inputs=proposal_feature_maps,123 outputs=proposal_classifier_features)124 def restore_from_classification_checkpoint_fn(125 self,126 first_stage_feature_extractor_scope,127 second_stage_feature_extractor_scope):128 """Returns a map of variables to load from a foreign checkpoint.129 This uses a hard-coded conversion to load into Keras from a slim-trained130 inception_resnet_v2 checkpoint.131 Note that this overrides the default implementation in132 faster_rcnn_meta_arch.FasterRCNNKerasFeatureExtractor which does not work133 for InceptionResnetV2 checkpoints.134 Args:135 first_stage_feature_extractor_scope: A scope name for the first stage136 feature extractor.137 second_stage_feature_extractor_scope: A scope name for the second stage138 feature extractor.139 Returns:140 A dict mapping variable names (to load from a checkpoint) to variables in141 the model graph.142 """143 keras_to_slim_name_mapping = {144 'FirstStageFeatureExtractor/InceptionResnetV2/conv2d/kernel': 'InceptionResnetV2/Conv2d_1a_3x3/weights',145 'FirstStageFeatureExtractor/InceptionResnetV2/freezable_batch_norm/beta': 'InceptionResnetV2/Conv2d_1a_3x3/BatchNorm/beta',146 'FirstStageFeatureExtractor/InceptionResnetV2/freezable_batch_norm/moving_mean': 'InceptionResnetV2/Conv2d_1a_3x3/BatchNorm/moving_mean',147 'FirstStageFeatureExtractor/InceptionResnetV2/freezable_batch_norm/moving_variance': 'InceptionResnetV2/Conv2d_1a_3x3/BatchNorm/moving_variance',148 'FirstStageFeatureExtractor/InceptionResnetV2/conv2d_1/kernel': 'InceptionResnetV2/Conv2d_2a_3x3/weights',149 'FirstStageFeatureExtractor/InceptionResnetV2/freezable_batch_norm_1/beta': 'InceptionResnetV2/Conv2d_2a_3x3/BatchNorm/beta',150 'FirstStageFeatureExtractor/InceptionResnetV2/freezable_batch_norm_1/moving_mean': 'InceptionResnetV2/Conv2d_2a_3x3/BatchNorm/moving_mean',151 'FirstStageFeatureExtractor/InceptionResnetV2/freezable_batch_norm_1/moving_variance': 'InceptionResnetV2/Conv2d_2a_3x3/BatchNorm/moving_variance',152 'FirstStageFeatureExtractor/InceptionResnetV2/conv2d_2/kernel': 'InceptionResnetV2/Conv2d_2b_3x3/weights',153 'FirstStageFeatureExtractor/InceptionResnetV2/freezable_batch_norm_2/beta': 'InceptionResnetV2/Conv2d_2b_3x3/BatchNorm/beta',154 'FirstStageFeatureExtractor/InceptionResnetV2/freezable_batch_norm_2/moving_mean': 'InceptionResnetV2/Conv2d_2b_3x3/BatchNorm/moving_mean',155 'FirstStageFeatureExtractor/InceptionResnetV2/freezable_batch_norm_2/moving_variance': 'InceptionResnetV2/Conv2d_2b_3x3/BatchNorm/moving_variance',156 'FirstStageFeatureExtractor/InceptionResnetV2/conv2d_3/kernel': 'InceptionResnetV2/Conv2d_3b_1x1/weights',157 'FirstStageFeatureExtractor/InceptionResnetV2/freezable_batch_norm_3/beta': 'InceptionResnetV2/Conv2d_3b_1x1/BatchNorm/beta',158 'FirstStageFeatureExtractor/InceptionResnetV2/freezable_batch_norm_3/moving_mean': 'InceptionResnetV2/Conv2d_3b_1x1/BatchNorm/moving_mean',159 'FirstStageFeatureExtractor/InceptionResnetV2/freezable_batch_norm_3/moving_variance': 'InceptionResnetV2/Conv2d_3b_1x1/BatchNorm/moving_variance',160 'FirstStageFeatureExtractor/InceptionResnetV2/conv2d_4/kernel': 'InceptionResnetV2/Conv2d_4a_3x3/weights',161 'FirstStageFeatureExtractor/InceptionResnetV2/freezable_batch_norm_4/beta': 'InceptionResnetV2/Conv2d_4a_3x3/BatchNorm/beta',162 'FirstStageFeatureExtractor/InceptionResnetV2/freezable_batch_norm_4/moving_mean': 'InceptionResnetV2/Conv2d_4a_3x3/BatchNorm/moving_mean',163 'FirstStageFeatureExtractor/InceptionResnetV2/freezable_batch_norm_4/moving_variance': 'InceptionResnetV2/Conv2d_4a_3x3/BatchNorm/moving_variance',164 'FirstStageFeatureExtractor/InceptionResnetV2/conv2d_5/kernel': 'InceptionResnetV2/Mixed_5b/Branch_0/Conv2d_1x1/weights',165 'FirstStageFeatureExtractor/InceptionResnetV2/freezable_batch_norm_5/beta': 'InceptionResnetV2/Mixed_5b/Branch_0/Conv2d_1x1/BatchNorm/beta',166 'FirstStageFeatureExtractor/InceptionResnetV2/freezable_batch_norm_5/moving_mean': 'InceptionResnetV2/Mixed_5b/Branch_0/Conv2d_1x1/BatchNorm/moving_mean',167 'FirstStageFeatureExtractor/InceptionResnetV2/freezable_batch_norm_5/moving_variance': 'InceptionResnetV2/Mixed_5b/Branch_0/Conv2d_1x1/BatchNorm/moving_variance',168 'FirstStageFeatureExtractor/InceptionResnetV2/conv2d_6/kernel': 'InceptionResnetV2/Mixed_5b/Branch_1/Conv2d_0a_1x1/weights',169 'FirstStageFeatureExtractor/InceptionResnetV2/freezable_batch_norm_6/beta': 'InceptionResnetV2/Mixed_5b/Branch_1/Conv2d_0a_1x1/BatchNorm/beta',170 'FirstStageFeatureExtractor/InceptionResnetV2/freezable_batch_norm_6/moving_mean': 'InceptionResnetV2/Mixed_5b/Branch_1/Conv2d_0a_1x1/BatchNorm/moving_mean',171 'FirstStageFeatureExtractor/InceptionResnetV2/freezable_batch_norm_6/moving_variance': 'InceptionResnetV2/Mixed_5b/Branch_1/Conv2d_0a_1x1/BatchNorm/moving_variance',172 'FirstStageFeatureExtractor/InceptionResnetV2/conv2d_7/kernel': 'InceptionResnetV2/Mixed_5b/Branch_1/Conv2d_0b_5x5/weights',173 'FirstStageFeatureExtractor/InceptionResnetV2/freezable_batch_norm_7/beta': 'InceptionResnetV2/Mixed_5b/Branch_1/Conv2d_0b_5x5/BatchNorm/beta',174 'FirstStageFeatureExtractor/InceptionResnetV2/freezable_batch_norm_7/moving_mean': 'InceptionResnetV2/Mixed_5b/Branch_1/Conv2d_0b_5x5/BatchNorm/moving_mean',175 'FirstStageFeatureExtractor/InceptionResnetV2/freezable_batch_norm_7/moving_variance': 'InceptionResnetV2/Mixed_5b/Branch_1/Conv2d_0b_5x5/BatchNorm/moving_variance',176 'FirstStageFeatureExtractor/InceptionResnetV2/conv2d_8/kernel': 'InceptionResnetV2/Mixed_5b/Branch_2/Conv2d_0a_1x1/weights',177 'FirstStageFeatureExtractor/InceptionResnetV2/freezable_batch_norm_8/beta': 'InceptionResnetV2/Mixed_5b/Branch_2/Conv2d_0a_1x1/BatchNorm/beta',178 'FirstStageFeatureExtractor/InceptionResnetV2/freezable_batch_norm_8/moving_mean': 'InceptionResnetV2/Mixed_5b/Branch_2/Conv2d_0a_1x1/BatchNorm/moving_mean',179 'FirstStageFeatureExtractor/InceptionResnetV2/freezable_batch_norm_8/moving_variance': 'InceptionResnetV2/Mixed_5b/Branch_2/Conv2d_0a_1x1/BatchNorm/moving_variance',180 'FirstStageFeatureExtractor/InceptionResnetV2/conv2d_9/kernel': 'InceptionResnetV2/Mixed_5b/Branch_2/Conv2d_0b_3x3/weights',181 'FirstStageFeatureExtractor/InceptionResnetV2/freezable_batch_norm_9/beta': 'InceptionResnetV2/Mixed_5b/Branch_2/Conv2d_0b_3x3/BatchNorm/beta',182 'FirstStageFeatureExtractor/InceptionResnetV2/freezable_batch_norm_9/moving_mean': 'InceptionResnetV2/Mixed_5b/Branch_2/Conv2d_0b_3x3/BatchNorm/moving_mean',183 'FirstStageFeatureExtractor/InceptionResnetV2/freezable_batch_norm_9/moving_variance': 'InceptionResnetV2/Mixed_5b/Branch_2/Conv2d_0b_3x3/BatchNorm/moving_variance',184 'FirstStageFeatureExtractor/InceptionResnetV2/conv2d_10/kernel': 'InceptionResnetV2/Mixed_5b/Branch_2/Conv2d_0c_3x3/weights',185 'FirstStageFeatureExtractor/InceptionResnetV2/freezable_batch_norm_10/beta': 'InceptionResnetV2/Mixed_5b/Branch_2/Conv2d_0c_3x3/BatchNorm/beta',186 'FirstStageFeatureExtractor/InceptionResnetV2/freezable_batch_norm_10/moving_mean': 'InceptionResnetV2/Mixed_5b/Branch_2/Conv2d_0c_3x3/BatchNorm/moving_mean',187 'FirstStageFeatureExtractor/InceptionResnetV2/freezable_batch_norm_10/moving_variance': 'InceptionResnetV2/Mixed_5b/Branch_2/Conv2d_0c_3x3/BatchNorm/moving_variance',188 'FirstStageFeatureExtractor/InceptionResnetV2/conv2d_11/kernel': 'InceptionResnetV2/Mixed_5b/Branch_3/Conv2d_0b_1x1/weights',189 'FirstStageFeatureExtractor/InceptionResnetV2/freezable_batch_norm_11/beta': 'InceptionResnetV2/Mixed_5b/Branch_3/Conv2d_0b_1x1/BatchNorm/beta',190 'FirstStageFeatureExtractor/InceptionResnetV2/freezable_batch_norm_11/moving_mean': 'InceptionResnetV2/Mixed_5b/Branch_3/Conv2d_0b_1x1/BatchNorm/moving_mean',191 'FirstStageFeatureExtractor/InceptionResnetV2/freezable_batch_norm_11/moving_variance': 'InceptionResnetV2/Mixed_5b/Branch_3/Conv2d_0b_1x1/BatchNorm/moving_variance',192 'FirstStageFeatureExtractor/InceptionResnetV2/conv2d_12/kernel': 'InceptionResnetV2/Repeat/block35_1/Branch_0/Conv2d_1x1/weights',193 'FirstStageFeatureExtractor/InceptionResnetV2/freezable_batch_norm_12/beta': 'InceptionResnetV2/Repeat/block35_1/Branch_0/Conv2d_1x1/BatchNorm/beta',194 'FirstStageFeatureExtractor/InceptionResnetV2/freezable_batch_norm_12/moving_mean': 'InceptionResnetV2/Repeat/block35_1/Branch_0/Conv2d_1x1/BatchNorm/moving_mean',195 'FirstStageFeatureExtractor/InceptionResnetV2/freezable_batch_norm_12/moving_variance': 'InceptionResnetV2/Repeat/block35_1/Branch_0/Conv2d_1x1/BatchNorm/moving_variance',196 'FirstStageFeatureExtractor/InceptionResnetV2/conv2d_13/kernel': 'InceptionResnetV2/Repeat/block35_1/Branch_1/Conv2d_0a_1x1/weights',197 'FirstStageFeatureExtractor/InceptionResnetV2/freezable_batch_norm_13/beta': 'InceptionResnetV2/Repeat/block35_1/Branch_1/Conv2d_0a_1x1/BatchNorm/beta',198 'FirstStageFeatureExtractor/InceptionResnetV2/freezable_batch_norm_13/moving_mean': 'InceptionResnetV2/Repeat/block35_1/Branch_1/Conv2d_0a_1x1/BatchNorm/moving_mean',199 'FirstStageFeatureExtractor/InceptionResnetV2/freezable_batch_norm_13/moving_variance': 'InceptionResnetV2/Repeat/block35_1/Branch_1/Conv2d_0a_1x1/BatchNorm/moving_variance',200 'FirstStageFeatureExtractor/InceptionResnetV2/conv2d_14/kernel': 'InceptionResnetV2/Repeat/block35_1/Branch_1/Conv2d_0b_3x3/weights',201 'FirstStageFeatureExtractor/InceptionResnetV2/freezable_batch_norm_14/beta': 'InceptionResnetV2/Repeat/block35_1/Branch_1/Conv2d_0b_3x3/BatchNorm/beta',202 'FirstStageFeatureExtractor/InceptionResnetV2/freezable_batch_norm_14/moving_mean': 'InceptionResnetV2/Repeat/block35_1/Branch_1/Conv2d_0b_3x3/BatchNorm/moving_mean',203 'FirstStageFeatureExtractor/InceptionResnetV2/freezable_batch_norm_14/moving_variance': 'InceptionResnetV2/Repeat/block35_1/Branch_1/Conv2d_0b_3x3/BatchNorm/moving_variance',204 'FirstStageFeatureExtractor/InceptionResnetV2/conv2d_15/kernel': 'InceptionResnetV2/Repeat/block35_1/Branch_2/Conv2d_0a_1x1/weights',205 'FirstStageFeatureExtractor/InceptionResnetV2/freezable_batch_norm_15/beta': 'InceptionResnetV2/Repeat/block35_1/Branch_2/Conv2d_0a_1x1/BatchNorm/beta',206 'FirstStageFeatureExtractor/InceptionResnetV2/freezable_batch_norm_15/moving_mean': 'InceptionResnetV2/Repeat/block35_1/Branch_2/Conv2d_0a_1x1/BatchNorm/moving_mean',207 'FirstStageFeatureExtractor/InceptionResnetV2/freezable_batch_norm_15/moving_variance': 'InceptionResnetV2/Repeat/block35_1/Branch_2/Conv2d_0a_1x1/BatchNorm/moving_variance',208 'FirstStageFeatureExtractor/InceptionResnetV2/conv2d_16/kernel': 'InceptionResnetV2/Repeat/block35_1/Branch_2/Conv2d_0b_3x3/weights',209 'FirstStageFeatureExtractor/InceptionResnetV2/freezable_batch_norm_16/beta': 'InceptionResnetV2/Repeat/block35_1/Branch_2/Conv2d_0b_3x3/BatchNorm/beta',210 'FirstStageFeatureExtractor/InceptionResnetV2/freezable_batch_norm_16/moving_mean': 'InceptionResnetV2/Repeat/block35_1/Branch_2/Conv2d_0b_3x3/BatchNorm/moving_mean',211 'FirstStageFeatureExtractor/InceptionResnetV2/freezable_batch_norm_16/moving_variance': 'InceptionResnetV2/Repeat/block35_1/Branch_2/Conv2d_0b_3x3/BatchNorm/moving_variance',212 'FirstStageFeatureExtractor/InceptionResnetV2/conv2d_17/kernel': 'InceptionResnetV2/Repeat/block35_1/Branch_2/Conv2d_0c_3x3/weights',213 'FirstStageFeatureExtractor/InceptionResnetV2/freezable_batch_norm_17/beta': 'InceptionResnetV2/Repeat/block35_1/Branch_2/Conv2d_0c_3x3/BatchNorm/beta',214 'FirstStageFeatureExtractor/InceptionResnetV2/freezable_batch_norm_17/moving_mean': 'InceptionResnetV2/Repeat/block35_1/Branch_2/Conv2d_0c_3x3/BatchNorm/moving_mean',215 'FirstStageFeatureExtractor/InceptionResnetV2/freezable_batch_norm_17/moving_variance': 'InceptionResnetV2/Repeat/block35_1/Branch_2/Conv2d_0c_3x3/BatchNorm/moving_variance',216 'FirstStageFeatureExtractor/InceptionResnetV2/block35_1_conv/kernel': 'InceptionResnetV2/Repeat/block35_1/Conv2d_1x1/weights',217 'FirstStageFeatureExtractor/InceptionResnetV2/block35_1_conv/bias': 'InceptionResnetV2/Repeat/block35_1/Conv2d_1x1/biases',218 'FirstStageFeatureExtractor/InceptionResnetV2/conv2d_18/kernel': 'InceptionResnetV2/Repeat/block35_2/Branch_0/Conv2d_1x1/weights',219 'FirstStageFeatureExtractor/InceptionResnetV2/freezable_batch_norm_18/beta': 'InceptionResnetV2/Repeat/block35_2/Branch_0/Conv2d_1x1/BatchNorm/beta',220 'FirstStageFeatureExtractor/InceptionResnetV2/freezable_batch_norm_18/moving_mean': 'InceptionResnetV2/Repeat/block35_2/Branch_0/Conv2d_1x1/BatchNorm/moving_mean',221 'FirstStageFeatureExtractor/InceptionResnetV2/freezable_batch_norm_18/moving_variance': 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'InceptionResnetV2/Repeat/block35_2/Branch_1/Conv2d_0b_3x3/BatchNorm/beta',228 'FirstStageFeatureExtractor/InceptionResnetV2/freezable_batch_norm_20/moving_mean': 'InceptionResnetV2/Repeat/block35_2/Branch_1/Conv2d_0b_3x3/BatchNorm/moving_mean',229 'FirstStageFeatureExtractor/InceptionResnetV2/freezable_batch_norm_20/moving_variance': 'InceptionResnetV2/Repeat/block35_2/Branch_1/Conv2d_0b_3x3/BatchNorm/moving_variance',230 'FirstStageFeatureExtractor/InceptionResnetV2/conv2d_21/kernel': 'InceptionResnetV2/Repeat/block35_2/Branch_2/Conv2d_0a_1x1/weights',231 'FirstStageFeatureExtractor/InceptionResnetV2/freezable_batch_norm_21/beta': 'InceptionResnetV2/Repeat/block35_2/Branch_2/Conv2d_0a_1x1/BatchNorm/beta',232 'FirstStageFeatureExtractor/InceptionResnetV2/freezable_batch_norm_21/moving_mean': 'InceptionResnetV2/Repeat/block35_2/Branch_2/Conv2d_0a_1x1/BatchNorm/moving_mean',233 'FirstStageFeatureExtractor/InceptionResnetV2/freezable_batch_norm_21/moving_variance': 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'InceptionResnetV2/Repeat_2/block8_9/Branch_1/Conv2d_0c_3x1/BatchNorm/moving_variance',1016 'SecondStageFeatureExtractor/InceptionResnetV2/block8_9_conv/kernel': 'InceptionResnetV2/Repeat_2/block8_9/Conv2d_1x1/weights',1017 'SecondStageFeatureExtractor/InceptionResnetV2/block8_9_conv/bias': 'InceptionResnetV2/Repeat_2/block8_9/Conv2d_1x1/biases',1018 'SecondStageFeatureExtractor/InceptionResnetV2/conv2d_402/kernel': 'InceptionResnetV2/Block8/Branch_0/Conv2d_1x1/weights',1019 'SecondStageFeatureExtractor/InceptionResnetV2/freezable_batch_norm_402/beta': 'InceptionResnetV2/Block8/Branch_0/Conv2d_1x1/BatchNorm/beta',1020 'SecondStageFeatureExtractor/InceptionResnetV2/freezable_batch_norm_402/moving_mean': 'InceptionResnetV2/Block8/Branch_0/Conv2d_1x1/BatchNorm/moving_mean',1021 'SecondStageFeatureExtractor/InceptionResnetV2/freezable_batch_norm_402/moving_variance': 'InceptionResnetV2/Block8/Branch_0/Conv2d_1x1/BatchNorm/moving_variance',1022 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'InceptionResnetV2/Block8/Branch_1/Conv2d_0b_1x3/BatchNorm/moving_mean',1029 'SecondStageFeatureExtractor/InceptionResnetV2/freezable_batch_norm_404/moving_variance': 'InceptionResnetV2/Block8/Branch_1/Conv2d_0b_1x3/BatchNorm/moving_variance',1030 'SecondStageFeatureExtractor/InceptionResnetV2/conv2d_405/kernel': 'InceptionResnetV2/Block8/Branch_1/Conv2d_0c_3x1/weights',1031 'SecondStageFeatureExtractor/InceptionResnetV2/freezable_batch_norm_405/beta': 'InceptionResnetV2/Block8/Branch_1/Conv2d_0c_3x1/BatchNorm/beta',1032 'SecondStageFeatureExtractor/InceptionResnetV2/freezable_batch_norm_405/moving_mean': 'InceptionResnetV2/Block8/Branch_1/Conv2d_0c_3x1/BatchNorm/moving_mean',1033 'SecondStageFeatureExtractor/InceptionResnetV2/freezable_batch_norm_405/moving_variance': 'InceptionResnetV2/Block8/Branch_1/Conv2d_0c_3x1/BatchNorm/moving_variance',1034 'SecondStageFeatureExtractor/InceptionResnetV2/block8_10_conv/kernel': 'InceptionResnetV2/Block8/Conv2d_1x1/weights',1035 'SecondStageFeatureExtractor/InceptionResnetV2/block8_10_conv/bias': 'InceptionResnetV2/Block8/Conv2d_1x1/biases',1036 'SecondStageFeatureExtractor/InceptionResnetV2/conv_7b/kernel': 'InceptionResnetV2/Conv2d_7b_1x1/weights',1037 'SecondStageFeatureExtractor/InceptionResnetV2/conv_7b_bn/beta': 'InceptionResnetV2/Conv2d_7b_1x1/BatchNorm/beta',1038 'SecondStageFeatureExtractor/InceptionResnetV2/conv_7b_bn/moving_mean': 'InceptionResnetV2/Conv2d_7b_1x1/BatchNorm/moving_mean',1039 'SecondStageFeatureExtractor/InceptionResnetV2/conv_7b_bn/moving_variance': 'InceptionResnetV2/Conv2d_7b_1x1/BatchNorm/moving_variance',1040 }1041 variables_to_restore = {}1042 for variable in variables_helper.get_global_variables_safely():1043 var_name = keras_to_slim_name_mapping.get(variable.op.name)1044 if var_name:1045 variables_to_restore[var_name] = variable...
commctrl.py
Source:commctrl.py
1# Generated by h2py from COMMCTRL.H2WM_USER = 10243ICC_LISTVIEW_CLASSES = 1 # listview, header4ICC_TREEVIEW_CLASSES = 2 # treeview, tooltips5ICC_BAR_CLASSES = 4 # toolbar, statusbar, trackbar, tooltips6ICC_TAB_CLASSES = 8 # tab, tooltips7ICC_UPDOWN_CLASS = 16 # updown8ICC_PROGRESS_CLASS = 32 # progress9ICC_HOTKEY_CLASS = 64 # hotkey10ICC_ANIMATE_CLASS = 128 # animate11ICC_WIN95_CLASSES = 25512ICC_DATE_CLASSES = 256 # month picker, date picker, time picker, updown13ICC_USEREX_CLASSES = 512 # comboex14ICC_COOL_CLASSES = 1024 # rebar (coolbar) control15ICC_INTERNET_CLASSES = 204816ICC_PAGESCROLLER_CLASS = 4096 # page scroller17ICC_NATIVEFNTCTL_CLASS = 8192 # native font control18ODT_HEADER = 10019ODT_TAB = 10120ODT_LISTVIEW = 10221PY_0U = 022NM_FIRST = (PY_0U) # generic to all controls23NM_LAST = (PY_0U- 99)24LVN_FIRST = (PY_0U-100) # listview25LVN_LAST = (PY_0U-199)26HDN_FIRST = (PY_0U-300) # header27HDN_LAST = (PY_0U-399)28TVN_FIRST = (PY_0U-400) # treeview29TVN_LAST = (PY_0U-499)30TTN_FIRST = (PY_0U-520) # tooltips31TTN_LAST = (PY_0U-549)32TCN_FIRST = (PY_0U-550) # tab control33TCN_LAST = (PY_0U-580)34CDN_FIRST = (PY_0U-601) # common dialog (new)35CDN_LAST = (PY_0U-699)36TBN_FIRST = (PY_0U-700) # toolbar37TBN_LAST = (PY_0U-720)38UDN_FIRST = (PY_0U-721) # updown39UDN_LAST = (PY_0U-740)40MCN_FIRST = (PY_0U-750) # monthcal41MCN_LAST = (PY_0U-759)42DTN_FIRST = (PY_0U-760) # datetimepick43DTN_LAST = (PY_0U-799)44CBEN_FIRST = (PY_0U-800) # combo box ex45CBEN_LAST = (PY_0U-830)46RBN_FIRST = (PY_0U-831) # rebar47RBN_LAST = (PY_0U-859)48IPN_FIRST = (PY_0U-860) # internet address49IPN_LAST = (PY_0U-879) # internet address50SBN_FIRST = (PY_0U-880) # status bar51SBN_LAST = (PY_0U-899)52PGN_FIRST = (PY_0U-900) # Pager Control53PGN_LAST = (PY_0U-950)54LVM_FIRST = 4096 # ListView messages55TV_FIRST = 4352 # TreeView messages56HDM_FIRST = 4608 # Header messages57TCM_FIRST = 4864 # Tab control messages58PGM_FIRST = 5120 # Pager control messages59CCM_FIRST = 8192 # Common control shared messages60CCM_SETBKCOLOR = (CCM_FIRST + 1) # lParam is bkColor61CCM_SETCOLORSCHEME = (CCM_FIRST + 2) # lParam is color scheme62CCM_GETCOLORSCHEME = (CCM_FIRST + 3) # fills in COLORSCHEME pointed to by lParam63CCM_GETDROPTARGET = (CCM_FIRST + 4)64CCM_SETUNICODEFORMAT = (CCM_FIRST + 5)65CCM_GETUNICODEFORMAT = (CCM_FIRST + 6)66INFOTIPSIZE = 102467NM_OUTOFMEMORY = (NM_FIRST-1)68NM_CLICK = (NM_FIRST-2) # uses NMCLICK struct69NM_DBLCLK = (NM_FIRST-3)70NM_RETURN = (NM_FIRST-4)71NM_RCLICK = (NM_FIRST-5) # uses NMCLICK struct72NM_RDBLCLK = (NM_FIRST-6)73NM_SETFOCUS = (NM_FIRST-7)74NM_KILLFOCUS = (NM_FIRST-8)75NM_CUSTOMDRAW = (NM_FIRST-12)76NM_HOVER = (NM_FIRST-13)77NM_NCHITTEST = (NM_FIRST-14) # uses NMMOUSE struct78NM_KEYDOWN = (NM_FIRST-15) # uses NMKEY struct79NM_RELEASEDCAPTURE = (NM_FIRST-16)80NM_SETCURSOR = (NM_FIRST-17) # uses NMMOUSE struct81NM_CHAR = (NM_FIRST-18) # uses NMCHAR struct82MSGF_COMMCTRL_BEGINDRAG = 1689683MSGF_COMMCTRL_SIZEHEADER = 1689784MSGF_COMMCTRL_DRAGSELECT = 1689885MSGF_COMMCTRL_TOOLBARCUST = 1689986CDRF_DODEFAULT = 087CDRF_NEWFONT = 288CDRF_SKIPDEFAULT = 489CDRF_NOTIFYPOSTPAINT = 1690CDRF_NOTIFYITEMDRAW = 3291CDRF_NOTIFYSUBITEMDRAW = 32 # flags are the same, we can distinguish by context92CDRF_NOTIFYPOSTERASE = 6493CDDS_PREPAINT = 194CDDS_POSTPAINT = 295CDDS_PREERASE = 396CDDS_POSTERASE = 497CDDS_ITEM = 6553698CDDS_ITEMPREPAINT = (CDDS_ITEM | CDDS_PREPAINT)99CDDS_ITEMPOSTPAINT = (CDDS_ITEM | CDDS_POSTPAINT)100CDDS_ITEMPREERASE = (CDDS_ITEM | CDDS_PREERASE)101CDDS_ITEMPOSTERASE = (CDDS_ITEM | CDDS_POSTERASE)102CDDS_SUBITEM = 131072103CDIS_SELECTED = 1104CDIS_GRAYED = 2105CDIS_DISABLED = 4106CDIS_CHECKED = 8107CDIS_FOCUS = 16108CDIS_DEFAULT = 32109CDIS_HOT = 64110CDIS_MARKED = 128111CDIS_INDETERMINATE = 256112CLR_NONE = -1 # 0xFFFFFFFFL113CLR_DEFAULT = -16777216 # 0xFF000000L114ILC_MASK = 1115ILC_COLOR = 0116ILC_COLORDDB = 254117ILC_COLOR4 = 4118ILC_COLOR8 = 8119ILC_COLOR16 = 16120ILC_COLOR24 = 24121ILC_COLOR32 = 32122ILC_PALETTE = 2048 # (not implemented)123ILD_NORMAL = 0124ILD_TRANSPARENT = 1125ILD_MASK = 16126ILD_IMAGE = 32127ILD_ROP = 64128ILD_BLEND25 = 2129ILD_BLEND50 = 4130ILD_OVERLAYMASK = 3840131ILD_SELECTED = ILD_BLEND50132ILD_FOCUS = ILD_BLEND25133ILD_BLEND = ILD_BLEND50134CLR_HILIGHT = CLR_DEFAULT135ILCF_MOVE = (0)136ILCF_SWAP = (1)137WC_HEADERA = "SysHeader32"138WC_HEADER = WC_HEADERA139HDS_HORZ = 0140HDS_BUTTONS = 2141HDS_HOTTRACK = 4142HDS_HIDDEN = 8143HDS_DRAGDROP = 64144HDS_FULLDRAG = 128145HDI_WIDTH = 1146HDI_HEIGHT = HDI_WIDTH147HDI_TEXT = 2148HDI_FORMAT = 4149HDI_LPARAM = 8150HDI_BITMAP = 16151HDI_IMAGE = 32152HDI_DI_SETITEM = 64153HDI_ORDER = 128154HDF_LEFT = 0155HDF_RIGHT = 1156HDF_CENTER = 2157HDF_JUSTIFYMASK = 3158HDF_RTLREADING = 4159HDF_OWNERDRAW = 32768160HDF_STRING = 16384161HDF_BITMAP = 8192162HDF_BITMAP_ON_RIGHT = 4096163HDF_IMAGE = 2048164HDM_GETITEMCOUNT = (HDM_FIRST + 0)165HDM_INSERTITEMA = (HDM_FIRST + 1)166HDM_INSERTITEMW = (HDM_FIRST + 10)167HDM_INSERTITEM = HDM_INSERTITEMA168HDM_DELETEITEM = (HDM_FIRST + 2)169HDM_GETITEMA = (HDM_FIRST + 3)170HDM_GETITEMW = (HDM_FIRST + 11)171HDM_GETITEM = HDM_GETITEMA172HDM_SETITEMA = (HDM_FIRST + 4)173HDM_SETITEMW = (HDM_FIRST + 12)174HDM_SETITEM = HDM_SETITEMA175HDM_LAYOUT = (HDM_FIRST + 5)176HHT_NOWHERE = 1177HHT_ONHEADER = 2178HHT_ONDIVIDER = 4179HHT_ONDIVOPEN = 8180HHT_ABOVE = 256181HHT_BELOW = 512182HHT_TORIGHT = 1024183HHT_TOLEFT = 2048184HDM_HITTEST = (HDM_FIRST + 6)185HDM_GETITEMRECT = (HDM_FIRST + 7)186HDM_SETIMAGELIST = (HDM_FIRST + 8)187HDM_GETIMAGELIST = (HDM_FIRST + 9)188HDM_ORDERTOINDEX = (HDM_FIRST + 15)189HDM_CREATEDRAGIMAGE = (HDM_FIRST + 16) # wparam = which item (by index)190HDM_GETORDERARRAY = (HDM_FIRST + 17)191HDM_SETORDERARRAY = (HDM_FIRST + 18)192HDM_SETHOTDIVIDER = (HDM_FIRST + 19)193HDM_SETUNICODEFORMAT = CCM_SETUNICODEFORMAT194HDM_GETUNICODEFORMAT = CCM_GETUNICODEFORMAT195HDN_ITEMCHANGINGA = (HDN_FIRST-0)196HDN_ITEMCHANGINGW = (HDN_FIRST-20)197HDN_ITEMCHANGEDA = (HDN_FIRST-1)198HDN_ITEMCHANGEDW = (HDN_FIRST-21)199HDN_ITEMCLICKA = (HDN_FIRST-2)200HDN_ITEMCLICKW = (HDN_FIRST-22)201HDN_ITEMDBLCLICKA = (HDN_FIRST-3)202HDN_ITEMDBLCLICKW = (HDN_FIRST-23)203HDN_DIVIDERDBLCLICKA = (HDN_FIRST-5)204HDN_DIVIDERDBLCLICKW = (HDN_FIRST-25)205HDN_BEGINTRACKA = (HDN_FIRST-6)206HDN_BEGINTRACKW = (HDN_FIRST-26)207HDN_ENDTRACKA = (HDN_FIRST-7)208HDN_ENDTRACKW = (HDN_FIRST-27)209HDN_TRACKA = (HDN_FIRST-8)210HDN_TRACKW = (HDN_FIRST-28)211HDN_GETDISPINFOA = (HDN_FIRST-9)212HDN_GETDISPINFOW = (HDN_FIRST-29)213HDN_BEGINDRAG = (HDN_FIRST-10)214HDN_ENDDRAG = (HDN_FIRST-11)215HDN_ITEMCHANGING = HDN_ITEMCHANGINGA216HDN_ITEMCHANGED = HDN_ITEMCHANGEDA217HDN_ITEMCLICK = HDN_ITEMCLICKA218HDN_ITEMDBLCLICK = HDN_ITEMDBLCLICKA219HDN_DIVIDERDBLCLICK = HDN_DIVIDERDBLCLICKA220HDN_BEGINTRACK = HDN_BEGINTRACKA221HDN_ENDTRACK = HDN_ENDTRACKA222HDN_TRACK = HDN_TRACKA223HDN_GETDISPINFO = HDN_GETDISPINFOA224TOOLBARCLASSNAMEA = "ToolbarWindow32"225TOOLBARCLASSNAME = TOOLBARCLASSNAMEA226CMB_MASKED = 2227TBSTATE_CHECKED = 1228TBSTATE_PRESSED = 2229TBSTATE_ENABLED = 4230TBSTATE_HIDDEN = 8231TBSTATE_INDETERMINATE = 16232TBSTATE_WRAP = 32233TBSTATE_ELLIPSES = 64234TBSTATE_MARKED = 128235TBSTYLE_BUTTON = 0236TBSTYLE_SEP = 1237TBSTYLE_CHECK = 2238TBSTYLE_GROUP = 4239TBSTYLE_CHECKGROUP = (TBSTYLE_GROUP | TBSTYLE_CHECK)240TBSTYLE_DROPDOWN = 8241TBSTYLE_AUTOSIZE = 16 # automatically calculate the cx of the button242TBSTYLE_NOPREFIX = 32 # if this button should not have accel prefix243TBSTYLE_TOOLTIPS = 256244TBSTYLE_WRAPABLE = 512245TBSTYLE_ALTDRAG = 1024246TBSTYLE_FLAT = 2048247TBSTYLE_LIST = 4096248TBSTYLE_CUSTOMERASE = 8192249TBSTYLE_REGISTERDROP = 16384250TBSTYLE_TRANSPARENT = 32768251TBSTYLE_EX_DRAWDDARROWS = 1252BTNS_BUTTON = TBSTYLE_BUTTON253BTNS_SEP = TBSTYLE_SEP # 0x0001254BTNS_CHECK = TBSTYLE_CHECK # 0x0002255BTNS_GROUP = TBSTYLE_GROUP # 0x0004256BTNS_CHECKGROUP = TBSTYLE_CHECKGROUP # (TBSTYLE_GROUP | TBSTYLE_CHECK)257BTNS_DROPDOWN = TBSTYLE_DROPDOWN # 0x0008258BTNS_AUTOSIZE = TBSTYLE_AUTOSIZE # 0x0010; automatically calculate the cx of the button259BTNS_NOPREFIX = TBSTYLE_NOPREFIX # 0x0020; this button should not have accel prefix260BTNS_SHOWTEXT = 64 # 0x0040 // ignored unless TBSTYLE_EX_MIXEDBUTTONS is set261BTNS_WHOLEDROPDOWN = 128 # 0x0080 // draw drop-down arrow, but without split arrow section262TBCDRF_NOEDGES = 65536 # Don't draw button edges263TBCDRF_HILITEHOTTRACK = 131072 # Use color of the button bk when hottracked264TBCDRF_NOOFFSET = 262144 # Don't offset button if pressed265TBCDRF_NOMARK = 524288 # Don't draw default highlight of image/text for TBSTATE_MARKED266TBCDRF_NOETCHEDEFFECT = 1048576 # Don't draw etched effect for disabled items267TB_ENABLEBUTTON = (WM_USER + 1)268TB_CHECKBUTTON = (WM_USER + 2)269TB_PRESSBUTTON = (WM_USER + 3)270TB_HIDEBUTTON = (WM_USER + 4)271TB_INDETERMINATE = (WM_USER + 5)272TB_MARKBUTTON = (WM_USER + 6)273TB_ISBUTTONENABLED = (WM_USER + 9)274TB_ISBUTTONCHECKED = (WM_USER + 10)275TB_ISBUTTONPRESSED = (WM_USER + 11)276TB_ISBUTTONHIDDEN = (WM_USER + 12)277TB_ISBUTTONINDETERMINATE = (WM_USER + 13)278TB_ISBUTTONHIGHLIGHTED = (WM_USER + 14)279TB_SETSTATE = (WM_USER + 17)280TB_GETSTATE = (WM_USER + 18)281TB_ADDBITMAP = (WM_USER + 19)282HINST_COMMCTRL = -1283IDB_STD_SMALL_COLOR = 0284IDB_STD_LARGE_COLOR = 1285IDB_VIEW_SMALL_COLOR = 4286IDB_VIEW_LARGE_COLOR = 5287IDB_HIST_SMALL_COLOR = 8288IDB_HIST_LARGE_COLOR = 9289STD_CUT = 0290STD_COPY = 1291STD_PASTE = 2292STD_UNDO = 3293STD_REDOW = 4294STD_DELETE = 5295STD_FILENEW = 6296STD_FILEOPEN = 7297STD_FILESAVE = 8298STD_PRINTPRE = 9299STD_PROPERTIES = 10300STD_HELP = 11301STD_FIND = 12302STD_REPLACE = 13303STD_PRINT = 14304VIEW_LARGEICONS = 0305VIEW_SMALLICONS = 1306VIEW_LIST = 2307VIEW_DETAILS = 3308VIEW_SORTNAME = 4309VIEW_SORTSIZE = 5310VIEW_SORTDATE = 6311VIEW_SORTTYPE = 7312VIEW_PARENTFOLDER = 8313VIEW_NETCONNECT = 9314VIEW_NETDISCONNECT = 10315VIEW_NEWFOLDER = 11316VIEW_VIEWMENU = 12317HIST_BACK = 0318HIST_FORWARD = 1319HIST_FAVORITES = 2320HIST_ADDTOFAVORITES = 3321HIST_VIEWTREE = 4322TB_ADDBUTTONSA = (WM_USER + 20)323TB_INSERTBUTTONA = (WM_USER + 21)324TB_ADDBUTTONS = (WM_USER + 20)325TB_INSERTBUTTON = (WM_USER + 21)326TB_DELETEBUTTON = (WM_USER + 22)327TB_GETBUTTON = (WM_USER + 23)328TB_BUTTONCOUNT = (WM_USER + 24)329TB_COMMANDTOINDEX = (WM_USER + 25)330TB_SAVERESTOREA = (WM_USER + 26)331TB_SAVERESTOREW = (WM_USER + 76)332TB_CUSTOMIZE = (WM_USER + 27)333TB_ADDSTRINGA = (WM_USER + 28)334TB_ADDSTRINGW = (WM_USER + 77)335TB_GETITEMRECT = (WM_USER + 29)336TB_BUTTONSTRUCTSIZE = (WM_USER + 30)337TB_SETBUTTONSIZE = (WM_USER + 31)338TB_SETBITMAPSIZE = (WM_USER + 32)339TB_AUTOSIZE = (WM_USER + 33)340TB_GETTOOLTIPS = (WM_USER + 35)341TB_SETTOOLTIPS = (WM_USER + 36)342TB_SETPARENT = (WM_USER + 37)343TB_SETROWS = (WM_USER + 39)344TB_GETROWS = (WM_USER + 40)345TB_SETCMDID = (WM_USER + 42)346TB_CHANGEBITMAP = (WM_USER + 43)347TB_GETBITMAP = (WM_USER + 44)348TB_GETBUTTONTEXTA = (WM_USER + 45)349TB_GETBUTTONTEXTW = (WM_USER + 75)350TB_REPLACEBITMAP = (WM_USER + 46)351TB_SETINDENT = (WM_USER + 47)352TB_SETIMAGELIST = (WM_USER + 48)353TB_GETIMAGELIST = (WM_USER + 49)354TB_LOADIMAGES = (WM_USER + 50)355TB_GETRECT = (WM_USER + 51) # wParam is the Cmd instead of index356TB_SETHOTIMAGELIST = (WM_USER + 52)357TB_GETHOTIMAGELIST = (WM_USER + 53)358TB_SETDISABLEDIMAGELIST = (WM_USER + 54)359TB_GETDISABLEDIMAGELIST = (WM_USER + 55)360TB_SETSTYLE = (WM_USER + 56)361TB_GETSTYLE = (WM_USER + 57)362TB_GETBUTTONSIZE = (WM_USER + 58)363TB_SETBUTTONWIDTH = (WM_USER + 59)364TB_SETMAXTEXTROWS = (WM_USER + 60)365TB_GETTEXTROWS = (WM_USER + 61)366TB_GETBUTTONTEXT = TB_GETBUTTONTEXTW367TB_SAVERESTORE = TB_SAVERESTOREW368TB_ADDSTRING = TB_ADDSTRINGW369TB_GETBUTTONTEXT = TB_GETBUTTONTEXTA370TB_SAVERESTORE = TB_SAVERESTOREA371TB_ADDSTRING = TB_ADDSTRINGA372TB_GETOBJECT = (WM_USER + 62) # wParam == IID, lParam void **ppv373TB_GETHOTITEM = (WM_USER + 71)374TB_SETHOTITEM = (WM_USER + 72) # wParam == iHotItem375TB_SETANCHORHIGHLIGHT = (WM_USER + 73) # wParam == TRUE/FALSE376TB_GETANCHORHIGHLIGHT = (WM_USER + 74)377TB_MAPACCELERATORA = (WM_USER + 78) # wParam == ch, lParam int * pidBtn378TBIMHT_AFTER = 1 # TRUE = insert After iButton, otherwise before379TBIMHT_BACKGROUND = 2 # TRUE iff missed buttons completely380TB_GETINSERTMARK = (WM_USER + 79) # lParam == LPTBINSERTMARK381TB_SETINSERTMARK = (WM_USER + 80) # lParam == LPTBINSERTMARK382TB_INSERTMARKHITTEST = (WM_USER + 81) # wParam == LPPOINT lParam == LPTBINSERTMARK383TB_MOVEBUTTON = (WM_USER + 82)384TB_GETMAXSIZE = (WM_USER + 83) # lParam == LPSIZE385TB_SETEXTENDEDSTYLE = (WM_USER + 84) # For TBSTYLE_EX_*386TB_GETEXTENDEDSTYLE = (WM_USER + 85) # For TBSTYLE_EX_*387TB_GETPADDING = (WM_USER + 86)388TB_SETPADDING = (WM_USER + 87)389TB_SETINSERTMARKCOLOR = (WM_USER + 88)390TB_GETINSERTMARKCOLOR = (WM_USER + 89)391TB_SETCOLORSCHEME = CCM_SETCOLORSCHEME # lParam is color scheme392TB_GETCOLORSCHEME = CCM_GETCOLORSCHEME # fills in COLORSCHEME pointed to by lParam393TB_SETUNICODEFORMAT = CCM_SETUNICODEFORMAT394TB_GETUNICODEFORMAT = CCM_GETUNICODEFORMAT395TB_MAPACCELERATORW = (WM_USER + 90) # wParam == ch, lParam int * pidBtn396TB_MAPACCELERATOR = TB_MAPACCELERATORW397TB_MAPACCELERATOR = TB_MAPACCELERATORA398TBBF_LARGE = 1399TB_GETBITMAPFLAGS = (WM_USER + 41)400TBIF_IMAGE = 1401TBIF_TEXT = 2402TBIF_STATE = 4403TBIF_STYLE = 8404TBIF_LPARAM = 16405TBIF_COMMAND = 32406TBIF_SIZE = 64407TB_GETBUTTONINFOW = (WM_USER + 63)408TB_SETBUTTONINFOW = (WM_USER + 64)409TB_GETBUTTONINFOA = (WM_USER + 65)410TB_SETBUTTONINFOA = (WM_USER + 66)411TB_INSERTBUTTONW = (WM_USER + 67)412TB_ADDBUTTONSW = (WM_USER + 68)413TB_HITTEST = (WM_USER + 69)414TB_SETDRAWTEXTFLAGS = (WM_USER + 70) # wParam == mask lParam == bit values415TBN_GETBUTTONINFOA = (TBN_FIRST-0)416TBN_GETBUTTONINFOW = (TBN_FIRST-20)417TBN_BEGINDRAG = (TBN_FIRST-1)418TBN_ENDDRAG = (TBN_FIRST-2)419TBN_BEGINADJUST = (TBN_FIRST-3)420TBN_ENDADJUST = (TBN_FIRST-4)421TBN_RESET = (TBN_FIRST-5)422TBN_QUERYINSERT = (TBN_FIRST-6)423TBN_QUERYDELETE = (TBN_FIRST-7)424TBN_TOOLBARCHANGE = (TBN_FIRST-8)425TBN_CUSTHELP = (TBN_FIRST-9)426TBN_DROPDOWN = (TBN_FIRST - 10)427TBN_GETOBJECT = (TBN_FIRST - 12)428HICF_OTHER = 0429HICF_MOUSE = 1 # Triggered by mouse430HICF_ARROWKEYS = 2 # Triggered by arrow keys431HICF_ACCELERATOR = 4 # Triggered by accelerator432HICF_DUPACCEL = 8 # This accelerator is not unique433HICF_ENTERING = 16 # idOld is invalid434HICF_LEAVING = 32 # idNew is invalid435HICF_RESELECT = 64 # hot item reselected436TBN_HOTITEMCHANGE = (TBN_FIRST - 13)437TBN_DRAGOUT = (TBN_FIRST - 14) # this is sent when the user clicks down on a button then drags off the button438TBN_DELETINGBUTTON = (TBN_FIRST - 15) # uses TBNOTIFY439TBN_GETDISPINFOA = (TBN_FIRST - 16) # This is sent when the toolbar needs some display information440TBN_GETDISPINFOW = (TBN_FIRST - 17) # This is sent when the toolbar needs some display information441TBN_GETINFOTIPA = (TBN_FIRST - 18)442TBN_GETINFOTIPW = (TBN_FIRST - 19)443TBN_GETINFOTIP = TBN_GETINFOTIPA444TBNF_IMAGE = 1445TBNF_TEXT = 2446TBNF_DI_SETITEM = 268435456447TBN_GETDISPINFO = TBN_GETDISPINFOA448TBDDRET_DEFAULT = 0449TBDDRET_NODEFAULT = 1450TBDDRET_TREATPRESSED = 2 # Treat as a standard press button451TBN_GETBUTTONINFO = TBN_GETBUTTONINFOA452REBARCLASSNAMEA = "ReBarWindow32"453REBARCLASSNAME = REBARCLASSNAMEA454RBIM_IMAGELIST = 1455RBS_TOOLTIPS = 256456RBS_VARHEIGHT = 512457RBS_BANDBORDERS = 1024458RBS_FIXEDORDER = 2048459RBS_REGISTERDROP = 4096460RBS_AUTOSIZE = 8192461RBS_VERTICALGRIPPER = 16384 # this always has the vertical gripper (default for horizontal mode)462RBS_DBLCLKTOGGLE = 32768463RBS_TOOLTIPS = 256464RBS_VARHEIGHT = 512465RBS_BANDBORDERS = 1024466RBS_FIXEDORDER = 2048467RBBS_BREAK = 1 # break to new line468RBBS_FIXEDSIZE = 2 # band can't be sized469RBBS_CHILDEDGE = 4 # edge around top & bottom of child window470RBBS_HIDDEN = 8 # don't show471RBBS_NOVERT = 16 # don't show when vertical472RBBS_FIXEDBMP = 32 # bitmap doesn't move during band resize473RBBS_VARIABLEHEIGHT = 64 # allow autosizing of this child vertically474RBBS_GRIPPERALWAYS = 128 # always show the gripper475RBBS_NOGRIPPER = 256 # never show the gripper476RBBIM_STYLE = 1477RBBIM_COLORS = 2478RBBIM_TEXT = 4479RBBIM_IMAGE = 8480RBBIM_CHILD = 16481RBBIM_CHILDSIZE = 32482RBBIM_SIZE = 64483RBBIM_BACKGROUND = 128484RBBIM_ID = 256485RBBIM_IDEALSIZE = 512486RBBIM_LPARAM = 1024487RB_INSERTBANDA = (WM_USER + 1)488RB_DELETEBAND = (WM_USER + 2)489RB_GETBARINFO = (WM_USER + 3)490RB_SETBARINFO = (WM_USER + 4)491RB_GETBANDINFO = (WM_USER + 5)492RB_SETBANDINFOA = (WM_USER + 6)493RB_SETPARENT = (WM_USER + 7)494RB_HITTEST = (WM_USER + 8)495RB_GETRECT = (WM_USER + 9)496RB_INSERTBANDW = (WM_USER + 10)497RB_SETBANDINFOW = (WM_USER + 11)498RB_GETBANDCOUNT = (WM_USER + 12)499RB_GETROWCOUNT = (WM_USER + 13)500RB_GETROWHEIGHT = (WM_USER + 14)501RB_IDTOINDEX = (WM_USER + 16) # wParam == id502RB_GETTOOLTIPS = (WM_USER + 17)503RB_SETTOOLTIPS = (WM_USER + 18)504RB_SETBKCOLOR = (WM_USER + 19) # sets the default BK color505RB_GETBKCOLOR = (WM_USER + 20) # defaults to CLR_NONE506RB_SETTEXTCOLOR = (WM_USER + 21)507RB_GETTEXTCOLOR = (WM_USER + 22) # defaults to 0x00000000508RB_SIZETORECT = (WM_USER + 23) # resize the rebar/break bands and such to this rect (lparam)509RB_SETCOLORSCHEME = CCM_SETCOLORSCHEME # lParam is color scheme510RB_GETCOLORSCHEME = CCM_GETCOLORSCHEME # fills in COLORSCHEME pointed to by lParam511RB_INSERTBAND = RB_INSERTBANDA512RB_SETBANDINFO = RB_SETBANDINFOA513RB_BEGINDRAG = (WM_USER + 24)514RB_ENDDRAG = (WM_USER + 25)515RB_DRAGMOVE = (WM_USER + 26)516RB_GETBARHEIGHT = (WM_USER + 27)517RB_GETBANDINFOW = (WM_USER + 28)518RB_GETBANDINFOA = (WM_USER + 29)519RB_GETBANDINFO = RB_GETBANDINFOA520RB_MINIMIZEBAND = (WM_USER + 30)521RB_MAXIMIZEBAND = (WM_USER + 31)522RB_GETDROPTARGET = (CCM_GETDROPTARGET)523RB_GETBANDBORDERS = (WM_USER + 34) # returns in lparam = lprc the amount of edges added to band wparam524RB_SHOWBAND = (WM_USER + 35) # show/hide band525RB_SETPALETTE = (WM_USER + 37)526RB_GETPALETTE = (WM_USER + 38)527RB_MOVEBAND = (WM_USER + 39)528RB_SETUNICODEFORMAT = CCM_SETUNICODEFORMAT529RB_GETUNICODEFORMAT = CCM_GETUNICODEFORMAT530RBN_HEIGHTCHANGE = (RBN_FIRST - 0)531RBN_GETOBJECT = (RBN_FIRST - 1)532RBN_LAYOUTCHANGED = (RBN_FIRST - 2)533RBN_AUTOSIZE = (RBN_FIRST - 3)534RBN_BEGINDRAG = (RBN_FIRST - 4)535RBN_ENDDRAG = (RBN_FIRST - 5)536RBN_DELETINGBAND = (RBN_FIRST - 6) # Uses NMREBAR537RBN_DELETEDBAND = (RBN_FIRST - 7) # Uses NMREBAR538RBN_CHILDSIZE = (RBN_FIRST - 8)539RBNM_ID = 1540RBNM_STYLE = 2541RBNM_LPARAM = 4542RBHT_NOWHERE = 1543RBHT_CAPTION = 2544RBHT_CLIENT = 3545RBHT_GRABBER = 4546TOOLTIPS_CLASSA = "tooltips_class32"547TOOLTIPS_CLASS = TOOLTIPS_CLASSA548TTS_ALWAYSTIP = 1549TTS_NOPREFIX = 2550TTF_IDISHWND = 1551TTF_CENTERTIP = 2552TTF_RTLREADING = 4553TTF_SUBCLASS = 16554TTF_TRACK = 32555TTF_ABSOLUTE = 128556TTF_TRANSPARENT = 256557TTF_DI_SETITEM = 32768 # valid only on the TTN_NEEDTEXT callback558TTDT_AUTOMATIC = 0559TTDT_RESHOW = 1560TTDT_AUTOPOP = 2561TTDT_INITIAL = 3562TTM_ACTIVATE = (WM_USER + 1)563TTM_SETDELAYTIME = (WM_USER + 3)564TTM_ADDTOOLA = (WM_USER + 4)565TTM_ADDTOOLW = (WM_USER + 50)566TTM_DELTOOLA = (WM_USER + 5)567TTM_DELTOOLW = (WM_USER + 51)568TTM_NEWTOOLRECTA = (WM_USER + 6)569TTM_NEWTOOLRECTW = (WM_USER + 52)570TTM_RELAYEVENT = (WM_USER + 7)571TTM_GETTOOLINFOA = (WM_USER + 8)572TTM_GETTOOLINFOW = (WM_USER + 53)573TTM_SETTOOLINFOA = (WM_USER + 9)574TTM_SETTOOLINFOW = (WM_USER + 54)575TTM_HITTESTA = (WM_USER +10)576TTM_HITTESTW = (WM_USER +55)577TTM_GETTEXTA = (WM_USER +11)578TTM_GETTEXTW = (WM_USER +56)579TTM_UPDATETIPTEXTA = (WM_USER +12)580TTM_UPDATETIPTEXTW = (WM_USER +57)581TTM_GETTOOLCOUNT = (WM_USER +13)582TTM_ENUMTOOLSA = (WM_USER +14)583TTM_ENUMTOOLSW = (WM_USER +58)584TTM_GETCURRENTTOOLA = (WM_USER + 15)585TTM_GETCURRENTTOOLW = (WM_USER + 59)586TTM_WINDOWFROMPOINT = (WM_USER + 16)587TTM_TRACKACTIVATE = (WM_USER + 17) # wParam = TRUE/FALSE start end lparam = LPTOOLINFO588TTM_TRACKPOSITION = (WM_USER + 18) # lParam = dwPos589TTM_SETTIPBKCOLOR = (WM_USER + 19)590TTM_SETTIPTEXTCOLOR = (WM_USER + 20)591TTM_GETDELAYTIME = (WM_USER + 21)592TTM_GETTIPBKCOLOR = (WM_USER + 22)593TTM_GETTIPTEXTCOLOR = (WM_USER + 23)594TTM_SETMAXTIPWIDTH = (WM_USER + 24)595TTM_GETMAXTIPWIDTH = (WM_USER + 25)596TTM_SETMARGIN = (WM_USER + 26) # lParam = lprc597TTM_GETMARGIN = (WM_USER + 27) # lParam = lprc598TTM_POP = (WM_USER + 28)599TTM_UPDATE = (WM_USER + 29)600TTM_ADDTOOL = TTM_ADDTOOLA601TTM_DELTOOL = TTM_DELTOOLA602TTM_NEWTOOLRECT = TTM_NEWTOOLRECTA603TTM_GETTOOLINFO = TTM_GETTOOLINFOA604TTM_SETTOOLINFO = TTM_SETTOOLINFOA605TTM_HITTEST = TTM_HITTESTA606TTM_GETTEXT = TTM_GETTEXTA607TTM_UPDATETIPTEXT = TTM_UPDATETIPTEXTA608TTM_ENUMTOOLS = TTM_ENUMTOOLSA609TTM_GETCURRENTTOOL = TTM_GETCURRENTTOOLA610TTN_GETDISPINFOA = (TTN_FIRST - 0)611TTN_GETDISPINFOW = (TTN_FIRST - 10)612TTN_SHOW = (TTN_FIRST - 1)613TTN_POP = (TTN_FIRST - 2)614TTN_GETDISPINFO = TTN_GETDISPINFOA615TTN_NEEDTEXT = TTN_GETDISPINFO616TTN_NEEDTEXTA = TTN_GETDISPINFOA617TTN_NEEDTEXTW = TTN_GETDISPINFOW618SBARS_SIZEGRIP = 256619SBARS_TOOLTIPS = 2048620STATUSCLASSNAMEA = "msctls_statusbar32"621STATUSCLASSNAME = STATUSCLASSNAMEA622SB_SETTEXTA = (WM_USER+1)623SB_SETTEXTW = (WM_USER+11)624SB_GETTEXTA = (WM_USER+2)625SB_GETTEXTW = (WM_USER+13)626SB_GETTEXTLENGTHA = (WM_USER+3)627SB_GETTEXTLENGTHW = (WM_USER+12)628SB_GETTEXT = SB_GETTEXTA629SB_SETTEXT = SB_SETTEXTA630SB_GETTEXTLENGTH = SB_GETTEXTLENGTHA631SB_SETPARTS = (WM_USER+4)632SB_GETPARTS = (WM_USER+6)633SB_GETBORDERS = (WM_USER+7)634SB_SETMINHEIGHT = (WM_USER+8)635SB_SIMPLE = (WM_USER+9)636SB_GETRECT = (WM_USER+10)637SB_ISSIMPLE = (WM_USER+14)638SB_SETICON = (WM_USER+15)639SB_SETTIPTEXTA = (WM_USER+16)640SB_SETTIPTEXTW = (WM_USER+17)641SB_GETTIPTEXTA = (WM_USER+18)642SB_GETTIPTEXTW = (WM_USER+19)643SB_GETICON = (WM_USER+20)644SB_SETTIPTEXT = SB_SETTIPTEXTA645SB_GETTIPTEXT = SB_GETTIPTEXTA646SB_SETUNICODEFORMAT = CCM_SETUNICODEFORMAT647SB_GETUNICODEFORMAT = CCM_GETUNICODEFORMAT648SBT_OWNERDRAW = 4096649SBT_NOBORDERS = 256650SBT_POPOUT = 512651SBT_RTLREADING = 1024652SBT_NOTABPARSING = 2048653SBT_TOOLTIPS = 2048654SB_SETBKCOLOR = CCM_SETBKCOLOR # lParam = bkColor655SBN_SIMPLEMODECHANGE = (SBN_FIRST - 0)656TRACKBAR_CLASSA = "msctls_trackbar32"657TRACKBAR_CLASS = TRACKBAR_CLASSA658TBS_AUTOTICKS = 1659TBS_VERT = 2660TBS_HORZ = 0661TBS_TOP = 4662TBS_BOTTOM = 0663TBS_LEFT = 4664TBS_RIGHT = 0665TBS_BOTH = 8666TBS_NOTICKS = 16667TBS_ENABLESELRANGE = 32668TBS_FIXEDLENGTH = 64669TBS_NOTHUMB = 128670TBS_TOOLTIPS = 256671TBM_GETPOS = (WM_USER)672TBM_GETRANGEMIN = (WM_USER+1)673TBM_GETRANGEMAX = (WM_USER+2)674TBM_GETTIC = (WM_USER+3)675TBM_SETTIC = (WM_USER+4)676TBM_SETPOS = (WM_USER+5)677TBM_SETRANGE = (WM_USER+6)678TBM_SETRANGEMIN = (WM_USER+7)679TBM_SETRANGEMAX = (WM_USER+8)680TBM_CLEARTICS = (WM_USER+9)681TBM_SETSEL = (WM_USER+10)682TBM_SETSELSTART = (WM_USER+11)683TBM_SETSELEND = (WM_USER+12)684TBM_GETPTICS = (WM_USER+14)685TBM_GETTICPOS = (WM_USER+15)686TBM_GETNUMTICS = (WM_USER+16)687TBM_GETSELSTART = (WM_USER+17)688TBM_GETSELEND = (WM_USER+18)689TBM_CLEARSEL = (WM_USER+19)690TBM_SETTICFREQ = (WM_USER+20)691TBM_SETPAGESIZE = (WM_USER+21)692TBM_GETPAGESIZE = (WM_USER+22)693TBM_SETLINESIZE = (WM_USER+23)694TBM_GETLINESIZE = (WM_USER+24)695TBM_GETTHUMBRECT = (WM_USER+25)696TBM_GETCHANNELRECT = (WM_USER+26)697TBM_SETTHUMBLENGTH = (WM_USER+27)698TBM_GETTHUMBLENGTH = (WM_USER+28)699TBM_SETTOOLTIPS = (WM_USER+29)700TBM_GETTOOLTIPS = (WM_USER+30)701TBM_SETTIPSIDE = (WM_USER+31)702TBTS_TOP = 0703TBTS_LEFT = 1704TBTS_BOTTOM = 2705TBTS_RIGHT = 3706TBM_SETBUDDY = (WM_USER+32) # wparam = BOOL fLeft; (or right)707TBM_GETBUDDY = (WM_USER+33) # wparam = BOOL fLeft; (or right)708TBM_SETUNICODEFORMAT = CCM_SETUNICODEFORMAT709TBM_GETUNICODEFORMAT = CCM_GETUNICODEFORMAT710TB_LINEUP = 0711TB_LINEDOWN = 1712TB_PAGEUP = 2713TB_PAGEDOWN = 3714TB_THUMBPOSITION = 4715TB_THUMBTRACK = 5716TB_TOP = 6717TB_BOTTOM = 7718TB_ENDTRACK = 8719TBCD_TICS = 1720TBCD_THUMB = 2721TBCD_CHANNEL = 3722DL_BEGINDRAG = (WM_USER+133)723DL_DRAGGING = (WM_USER+134)724DL_DROPPED = (WM_USER+135)725DL_CANCELDRAG = (WM_USER+136)726DL_CURSORSET = 0727DL_STOPCURSOR = 1728DL_COPYCURSOR = 2729DL_MOVECURSOR = 3730DRAGLISTMSGSTRING = "commctrl_DragListMsg"731UPDOWN_CLASSA = "msctls_updown32"732UPDOWN_CLASS = UPDOWN_CLASSA733UD_MAXVAL = 32767734UD_MINVAL = (-UD_MAXVAL)735UDS_WRAP = 1736UDS_SETBUDDYINT = 2737UDS_ALIGNRIGHT = 4738UDS_ALIGNLEFT = 8739UDS_AUTOBUDDY = 16740UDS_ARROWKEYS = 32741UDS_HORZ = 64742UDS_NOTHOUSANDS = 128743UDS_HOTTRACK = 256744UDM_SETRANGE = (WM_USER+101)745UDM_GETRANGE = (WM_USER+102)746UDM_SETPOS = (WM_USER+103)747UDM_GETPOS = (WM_USER+104)748UDM_SETBUDDY = (WM_USER+105)749UDM_GETBUDDY = (WM_USER+106)750UDM_SETACCEL = (WM_USER+107)751UDM_GETACCEL = (WM_USER+108)752UDM_SETBASE = (WM_USER+109)753UDM_GETBASE = (WM_USER+110)754UDM_SETRANGE32 = (WM_USER+111)755UDM_GETRANGE32 = (WM_USER+112) # wParam & lParam are LPINT756UDM_SETUNICODEFORMAT = CCM_SETUNICODEFORMAT757UDM_GETUNICODEFORMAT = CCM_GETUNICODEFORMAT758UDN_DELTAPOS = (UDN_FIRST - 1)759PROGRESS_CLASSA = "msctls_progress32"760PROGRESS_CLASS = PROGRESS_CLASSA761PBS_SMOOTH = 1762PBS_VERTICAL = 4763PBM_SETRANGE = (WM_USER+1)764PBM_SETPOS = (WM_USER+2)765PBM_DELTAPOS = (WM_USER+3)766PBM_SETSTEP = (WM_USER+4)767PBM_STEPIT = (WM_USER+5)768PBM_SETRANGE32 = (WM_USER+6) # lParam = high, wParam = low769PBM_GETRANGE = (WM_USER+7) # wParam = return (TRUE ? low : high). lParam = PPBRANGE or NULL770PBM_GETPOS = (WM_USER+8)771PBM_SETBARCOLOR = (WM_USER+9) # lParam = bar color772PBM_SETBKCOLOR = CCM_SETBKCOLOR # lParam = bkColor773HOTKEYF_SHIFT = 1774HOTKEYF_CONTROL = 2775HOTKEYF_ALT = 4776HOTKEYF_EXT = 128777HOTKEYF_EXT = 8778HKCOMB_NONE = 1779HKCOMB_S = 2780HKCOMB_C = 4781HKCOMB_A = 8782HKCOMB_SC = 16783HKCOMB_SA = 32784HKCOMB_CA = 64785HKCOMB_SCA = 128786HKM_SETHOTKEY = (WM_USER+1)787HKM_GETHOTKEY = (WM_USER+2)788HKM_SETRULES = (WM_USER+3)789HOTKEY_CLASSA = "msctls_hotkey32"790HOTKEY_CLASS = HOTKEY_CLASSA791CCS_TOP = 0x00000001792CCS_NOMOVEY = 0x00000002793CCS_BOTTOM = 0x00000003794CCS_NORESIZE = 0x00000004795CCS_NOPARENTALIGN = 0x00000008796CCS_ADJUSTABLE = 0x00000020797CCS_NODIVIDER = 0x00000040798CCS_VERT = 0x00000080799CCS_LEFT = (CCS_VERT | CCS_TOP)800CCS_RIGHT = (CCS_VERT | CCS_BOTTOM)801CCS_NOMOVEX = (CCS_VERT | CCS_NOMOVEY)802WC_LISTVIEWA = "SysListView32"803WC_LISTVIEW = WC_LISTVIEWA804LVS_ICON = 0805LVS_REPORT = 1806LVS_SMALLICON = 2807LVS_LIST = 3808LVS_TYPEMASK = 3809LVS_SINGLESEL = 4810LVS_SHOWSELALWAYS = 8811LVS_SORTASCENDING = 16812LVS_SORTDESCENDING = 32813LVS_SHAREIMAGELISTS = 64814LVS_NOLABELWRAP = 128815LVS_AUTOARRANGE = 256816LVS_EDITLABELS = 512817LVS_OWNERDATA = 4096818LVS_NOSCROLL = 8192819LVS_TYPESTYLEMASK = 64512820LVS_ALIGNTOP = 0821LVS_ALIGNLEFT = 2048822LVS_ALIGNMASK = 3072823LVS_OWNERDRAWFIXED = 1024824LVS_NOCOLUMNHEADER = 16384825LVS_NOSORTHEADER = 32768826LVM_SETUNICODEFORMAT = CCM_SETUNICODEFORMAT827LVM_GETUNICODEFORMAT = CCM_GETUNICODEFORMAT828LVM_GETBKCOLOR = (LVM_FIRST + 0)829LVM_SETBKCOLOR = (LVM_FIRST + 1)830LVM_GETIMAGELIST = (LVM_FIRST + 2)831LVSIL_NORMAL = 0832LVSIL_SMALL = 1833LVSIL_STATE = 2834LVM_SETIMAGELIST = (LVM_FIRST + 3)835LVM_GETITEMCOUNT = (LVM_FIRST + 4)836LVIF_TEXT = 1837LVIF_IMAGE = 2838LVIF_PARAM = 4839LVIF_STATE = 8840LVIF_INDENT = 16841LVIF_NORECOMPUTE = 2048842LVIS_FOCUSED = 1843LVIS_SELECTED = 2844LVIS_CUT = 4845LVIS_DROPHILITED = 8846LVIS_ACTIVATING = 32847LVIS_OVERLAYMASK = 3840848LVIS_STATEIMAGEMASK = 61440849I_INDENTCALLBACK = (-1)850LPSTR_TEXTCALLBACKA = -1851LPSTR_TEXTCALLBACK = LPSTR_TEXTCALLBACKA852I_IMAGECALLBACK = (-1)853LVM_GETITEMA = (LVM_FIRST + 5)854LVM_GETITEMW = (LVM_FIRST + 75)855LVM_GETITEM = LVM_GETITEMW856LVM_GETITEM = LVM_GETITEMA857LVM_SETITEMA = (LVM_FIRST + 6)858LVM_SETITEMW = (LVM_FIRST + 76)859LVM_SETITEM = LVM_SETITEMW860LVM_SETITEM = LVM_SETITEMA861LVM_INSERTITEMA = (LVM_FIRST + 7)862LVM_INSERTITEMW = (LVM_FIRST + 77)863LVM_INSERTITEM = LVM_INSERTITEMA864LVM_DELETEITEM = (LVM_FIRST + 8)865LVM_DELETEALLITEMS = (LVM_FIRST + 9)866LVM_GETCALLBACKMASK = (LVM_FIRST + 10)867LVM_SETCALLBACKMASK = (LVM_FIRST + 11)868LVNI_ALL = 0869LVNI_FOCUSED = 1870LVNI_SELECTED = 2871LVNI_CUT = 4872LVNI_DROPHILITED = 8873LVNI_ABOVE = 256874LVNI_BELOW = 512875LVNI_TOLEFT = 1024876LVNI_TORIGHT = 2048877LVM_GETNEXTITEM = (LVM_FIRST + 12)878LVFI_PARAM = 1879LVFI_STRING = 2880LVFI_PARTIAL = 8881LVFI_WRAP = 32882LVFI_NEARESTXY = 64883LVM_FINDITEMA = (LVM_FIRST + 13)884LVM_FINDITEMW = (LVM_FIRST + 83)885LVM_FINDITEM = LVM_FINDITEMA886LVIR_BOUNDS = 0887LVIR_ICON = 1888LVIR_LABEL = 2889LVIR_SELECTBOUNDS = 3890LVM_GETITEMRECT = (LVM_FIRST + 14)891LVM_SETITEMPOSITION = (LVM_FIRST + 15)892LVM_GETITEMPOSITION = (LVM_FIRST + 16)893LVM_GETSTRINGWIDTHA = (LVM_FIRST + 17)894LVM_GETSTRINGWIDTHW = (LVM_FIRST + 87)895LVM_GETSTRINGWIDTH = LVM_GETSTRINGWIDTHA896LVHT_NOWHERE = 1897LVHT_ONITEMICON = 2898LVHT_ONITEMLABEL = 4899LVHT_ONITEMSTATEICON = 8900LVHT_ONITEM = (LVHT_ONITEMICON | LVHT_ONITEMLABEL | LVHT_ONITEMSTATEICON)901LVHT_ABOVE = 8902LVHT_BELOW = 16903LVHT_TORIGHT = 32904LVHT_TOLEFT = 64905LVM_HITTEST = (LVM_FIRST + 18)906LVM_ENSUREVISIBLE = (LVM_FIRST + 19)907LVM_SCROLL = (LVM_FIRST + 20)908LVM_REDRAWITEMS = (LVM_FIRST + 21)909LVA_DEFAULT = 0910LVA_ALIGNLEFT = 1911LVA_ALIGNTOP = 2912LVA_SNAPTOGRID = 5913LVM_ARRANGE = (LVM_FIRST + 22)914LVM_EDITLABELA = (LVM_FIRST + 23)915LVM_EDITLABELW = (LVM_FIRST + 118)916LVM_EDITLABEL = LVM_EDITLABELW917LVM_EDITLABEL = LVM_EDITLABELA918LVM_GETEDITCONTROL = (LVM_FIRST + 24)919LVCF_FMT = 1920LVCF_WIDTH = 2921LVCF_TEXT = 4922LVCF_SUBITEM = 8923LVCF_IMAGE = 16924LVCF_ORDER = 32925LVCFMT_LEFT = 0926LVCFMT_RIGHT = 1927LVCFMT_CENTER = 2928LVCFMT_JUSTIFYMASK = 3929LVCFMT_IMAGE = 2048930LVCFMT_BITMAP_ON_RIGHT = 4096931LVCFMT_COL_HAS_IMAGES = 32768932LVM_GETCOLUMNA = (LVM_FIRST + 25)933LVM_GETCOLUMNW = (LVM_FIRST + 95)934LVM_GETCOLUMN = LVM_GETCOLUMNA935LVM_SETCOLUMNA = (LVM_FIRST + 26)936LVM_SETCOLUMNW = (LVM_FIRST + 96)937LVM_SETCOLUMN = LVM_SETCOLUMNA938LVM_INSERTCOLUMNA = (LVM_FIRST + 27)939LVM_INSERTCOLUMNW = (LVM_FIRST + 97)940LVM_INSERTCOLUMN = LVM_INSERTCOLUMNA941LVM_DELETECOLUMN = (LVM_FIRST + 28)942LVM_GETCOLUMNWIDTH = (LVM_FIRST + 29)943LVSCW_AUTOSIZE = -1944LVSCW_AUTOSIZE_USEHEADER = -2945LVM_SETCOLUMNWIDTH = (LVM_FIRST + 30)946LVM_GETHEADER = (LVM_FIRST + 31)947LVM_CREATEDRAGIMAGE = (LVM_FIRST + 33)948LVM_GETVIEWRECT = (LVM_FIRST + 34)949LVM_GETTEXTCOLOR = (LVM_FIRST + 35)950LVM_SETTEXTCOLOR = (LVM_FIRST + 36)951LVM_GETTEXTBKCOLOR = (LVM_FIRST + 37)952LVM_SETTEXTBKCOLOR = (LVM_FIRST + 38)953LVM_GETTOPINDEX = (LVM_FIRST + 39)954LVM_GETCOUNTPERPAGE = (LVM_FIRST + 40)955LVM_GETORIGIN = (LVM_FIRST + 41)956LVM_UPDATE = (LVM_FIRST + 42)957LVM_SETITEMSTATE = (LVM_FIRST + 43)958LVM_GETITEMSTATE = (LVM_FIRST + 44)959LVM_GETITEMTEXTA = (LVM_FIRST + 45)960LVM_GETITEMTEXTW = (LVM_FIRST + 115)961LVM_GETITEMTEXT = LVM_GETITEMTEXTW962LVM_GETITEMTEXT = LVM_GETITEMTEXTA963LVM_SETITEMTEXTA = (LVM_FIRST + 46)964LVM_SETITEMTEXTW = (LVM_FIRST + 116)965LVM_SETITEMTEXT = LVM_SETITEMTEXTW966LVM_SETITEMTEXT = LVM_SETITEMTEXTA967LVSICF_NOINVALIDATEALL = 1968LVSICF_NOSCROLL = 2969LVM_SETITEMCOUNT = (LVM_FIRST + 47)970LVM_SORTITEMS = (LVM_FIRST + 48)971LVM_SETITEMPOSITION32 = (LVM_FIRST + 49)972LVM_GETSELECTEDCOUNT = (LVM_FIRST + 50)973LVM_GETITEMSPACING = (LVM_FIRST + 51)974LVM_GETISEARCHSTRINGA = (LVM_FIRST + 52)975LVM_GETISEARCHSTRINGW = (LVM_FIRST + 117)976LVM_GETISEARCHSTRING = LVM_GETISEARCHSTRINGA977LVM_SETICONSPACING = (LVM_FIRST + 53)978LVM_SETEXTENDEDLISTVIEWSTYLE = (LVM_FIRST + 54) # optional wParam == mask979LVM_GETEXTENDEDLISTVIEWSTYLE = (LVM_FIRST + 55)980LVS_EX_GRIDLINES = 1981LVS_EX_SUBITEMIMAGES = 2982LVS_EX_CHECKBOXES = 4983LVS_EX_TRACKSELECT = 8984LVS_EX_HEADERDRAGDROP = 16985LVS_EX_FULLROWSELECT = 32 # applies to report mode only986LVS_EX_ONECLICKACTIVATE = 64987LVS_EX_TWOCLICKACTIVATE = 128988LVS_EX_FLATSB = 256989LVS_EX_REGIONAL = 512990LVS_EX_INFOTIP = 1024 # listview does InfoTips for you991LVS_EX_UNDERLINEHOT = 2048992LVS_EX_UNDERLINECOLD = 4096993LVS_EX_MULTIWORKAREAS = 8192994LVM_GETSUBITEMRECT = (LVM_FIRST + 56)995LVM_SUBITEMHITTEST = (LVM_FIRST + 57)996LVM_SETCOLUMNORDERARRAY = (LVM_FIRST + 58)997LVM_GETCOLUMNORDERARRAY = (LVM_FIRST + 59)998LVM_SETHOTITEM = (LVM_FIRST + 60)999LVM_GETHOTITEM = (LVM_FIRST + 61)1000LVM_SETHOTCURSOR = (LVM_FIRST + 62)1001LVM_GETHOTCURSOR = (LVM_FIRST + 63)1002LVM_APPROXIMATEVIEWRECT = (LVM_FIRST + 64)1003LV_MAX_WORKAREAS = 161004LVM_SETWORKAREAS = (LVM_FIRST + 65)1005LVM_GETWORKAREAS = (LVM_FIRST + 70)1006LVM_GETNUMBEROFWORKAREAS = (LVM_FIRST + 73)1007LVM_GETSELECTIONMARK = (LVM_FIRST + 66)1008LVM_SETSELECTIONMARK = (LVM_FIRST + 67)1009LVM_SETHOVERTIME = (LVM_FIRST + 71)1010LVM_GETHOVERTIME = (LVM_FIRST + 72)1011LVM_SETTOOLTIPS = (LVM_FIRST + 74)1012LVM_GETTOOLTIPS = (LVM_FIRST + 78)1013LVBKIF_SOURCE_NONE = 01014LVBKIF_SOURCE_HBITMAP = 11015LVBKIF_SOURCE_URL = 21016LVBKIF_SOURCE_MASK = 31017LVBKIF_STYLE_NORMAL = 01018LVBKIF_STYLE_TILE = 161019LVBKIF_STYLE_MASK = 161020LVM_SETBKIMAGEA = (LVM_FIRST + 68)1021LVM_SETBKIMAGEW = (LVM_FIRST + 138)1022LVM_GETBKIMAGEA = (LVM_FIRST + 69)1023LVM_GETBKIMAGEW = (LVM_FIRST + 139)1024LVKF_ALT = 11025LVKF_CONTROL = 21026LVKF_SHIFT = 41027LVN_ITEMCHANGING = (LVN_FIRST-0)1028LVN_ITEMCHANGED = (LVN_FIRST-1)1029LVN_INSERTITEM = (LVN_FIRST-2)1030LVN_DELETEITEM = (LVN_FIRST-3)1031LVN_DELETEALLITEMS = (LVN_FIRST-4)1032LVN_BEGINLABELEDITA = (LVN_FIRST-5)1033LVN_BEGINLABELEDITW = (LVN_FIRST-75)1034LVN_ENDLABELEDITA = (LVN_FIRST-6)1035LVN_ENDLABELEDITW = (LVN_FIRST-76)1036LVN_COLUMNCLICK = (LVN_FIRST-8)1037LVN_BEGINDRAG = (LVN_FIRST-9)1038LVN_BEGINRDRAG = (LVN_FIRST-11)1039LVN_ODCACHEHINT = (LVN_FIRST-13)1040LVN_ODFINDITEMA = (LVN_FIRST-52)1041LVN_ODFINDITEMW = (LVN_FIRST-79)1042LVN_ITEMACTIVATE = (LVN_FIRST-14)1043LVN_ODSTATECHANGED = (LVN_FIRST-15)1044LVN_ODFINDITEM = LVN_ODFINDITEMA1045LVN_HOTTRACK = (LVN_FIRST-21)1046LVN_GETDISPINFOA = (LVN_FIRST-50)1047LVN_GETDISPINFOW = (LVN_FIRST-77)1048LVN_SETDISPINFOA = (LVN_FIRST-51)1049LVN_SETDISPINFOW = (LVN_FIRST-78)1050LVN_BEGINLABELEDIT = LVN_BEGINLABELEDITA1051LVN_ENDLABELEDIT = LVN_ENDLABELEDITA1052LVN_GETDISPINFO = LVN_GETDISPINFOA1053LVN_SETDISPINFO = LVN_SETDISPINFOA1054LVIF_DI_SETITEM = 40961055LVN_KEYDOWN = (LVN_FIRST-55)1056LVN_MARQUEEBEGIN = (LVN_FIRST-56)1057LVGIT_UNFOLDED = 11058LVN_GETINFOTIPA = (LVN_FIRST-57)1059LVN_GETINFOTIPW = (LVN_FIRST-58)1060LVN_GETINFOTIP = LVN_GETINFOTIPA1061WC_TREEVIEWA = "SysTreeView32"1062WC_TREEVIEW = WC_TREEVIEWA1063TVS_HASBUTTONS = 11064TVS_HASLINES = 21065TVS_LINESATROOT = 41066TVS_EDITLABELS = 81067TVS_DISABLEDRAGDROP = 161068TVS_SHOWSELALWAYS = 321069TVS_RTLREADING = 641070TVS_NOTOOLTIPS = 1281071TVS_CHECKBOXES = 2561072TVS_TRACKSELECT = 5121073TVS_SINGLEEXPAND = 10241074TVS_INFOTIP = 20481075TVS_FULLROWSELECT = 40961076TVS_NOSCROLL = 81921077TVS_NONEVENHEIGHT = 163841078TVIF_TEXT = 11079TVIF_IMAGE = 21080TVIF_PARAM = 41081TVIF_STATE = 81082TVIF_HANDLE = 161083TVIF_SELECTEDIMAGE = 321084TVIF_CHILDREN = 641085TVIF_INTEGRAL = 1281086TVIS_SELECTED = 21087TVIS_CUT = 41088TVIS_DROPHILITED = 81089TVIS_BOLD = 161090TVIS_EXPANDED = 321091TVIS_EXPANDEDONCE = 641092TVIS_EXPANDPARTIAL = 1281093TVIS_OVERLAYMASK = 38401094TVIS_STATEIMAGEMASK = 614401095TVIS_USERMASK = 614401096I_CHILDRENCALLBACK = (-1)1097TVI_ROOT = -655361098TVI_FIRST = -655351099TVI_LAST = -655341100TVI_SORT = -655331101TVM_INSERTITEMA = (TV_FIRST + 0)1102TVM_INSERTITEMW = (TV_FIRST + 50)1103TVM_INSERTITEM = TVM_INSERTITEMW1104TVM_INSERTITEM = TVM_INSERTITEMA1105TVM_DELETEITEM = (TV_FIRST + 1)1106TVM_EXPAND = (TV_FIRST + 2)1107TVE_COLLAPSE = 11108TVE_EXPAND = 21109TVE_TOGGLE = 31110TVE_EXPANDPARTIAL = 163841111TVE_COLLAPSERESET = 327681112TVM_GETITEMRECT = (TV_FIRST + 4)1113TVM_GETCOUNT = (TV_FIRST + 5)1114TVM_GETINDENT = (TV_FIRST + 6)1115TVM_SETINDENT = (TV_FIRST + 7)1116TVM_GETIMAGELIST = (TV_FIRST + 8)1117TVSIL_NORMAL = 01118TVSIL_STATE = 21119TVM_SETIMAGELIST = (TV_FIRST + 9)1120TVM_GETNEXTITEM = (TV_FIRST + 10)1121TVGN_ROOT = 01122TVGN_NEXT = 11123TVGN_PREVIOUS = 21124TVGN_PARENT = 31125TVGN_CHILD = 41126TVGN_FIRSTVISIBLE = 51127TVGN_NEXTVISIBLE = 61128TVGN_PREVIOUSVISIBLE = 71129TVGN_DROPHILITE = 81130TVGN_CARET = 91131TVGN_LASTVISIBLE = 101132TVM_SELECTITEM = (TV_FIRST + 11)1133TVM_GETITEMA = (TV_FIRST + 12)1134TVM_GETITEMW = (TV_FIRST + 62)1135TVM_GETITEM = TVM_GETITEMW1136TVM_GETITEM = TVM_GETITEMA1137TVM_SETITEMA = (TV_FIRST + 13)1138TVM_SETITEMW = (TV_FIRST + 63)1139TVM_SETITEM = TVM_SETITEMW1140TVM_SETITEM = TVM_SETITEMA1141TVM_EDITLABELA = (TV_FIRST + 14)1142TVM_EDITLABELW = (TV_FIRST + 65)1143TVM_EDITLABEL = TVM_EDITLABELW1144TVM_EDITLABEL = TVM_EDITLABELA1145TVM_GETEDITCONTROL = (TV_FIRST + 15)1146TVM_GETVISIBLECOUNT = (TV_FIRST + 16)1147TVM_HITTEST = (TV_FIRST + 17)1148TVHT_NOWHERE = 11149TVHT_ONITEMICON = 21150TVHT_ONITEMLABEL = 41151TVHT_ONITEMINDENT = 81152TVHT_ONITEMBUTTON = 161153TVHT_ONITEMRIGHT = 321154TVHT_ONITEMSTATEICON = 641155TVHT_ABOVE = 2561156TVHT_BELOW = 5121157TVHT_TORIGHT = 10241158TVHT_TOLEFT = 20481159TVHT_ONITEM = (TVHT_ONITEMICON | TVHT_ONITEMLABEL | TVHT_ONITEMSTATEICON)1160TVM_CREATEDRAGIMAGE = (TV_FIRST + 18)1161TVM_SORTCHILDREN = (TV_FIRST + 19)1162TVM_ENSUREVISIBLE = (TV_FIRST + 20)1163TVM_SORTCHILDRENCB = (TV_FIRST + 21)1164TVM_ENDEDITLABELNOW = (TV_FIRST + 22)1165TVM_GETISEARCHSTRINGA = (TV_FIRST + 23)1166TVM_GETISEARCHSTRINGW = (TV_FIRST + 64)1167TVM_GETISEARCHSTRING = TVM_GETISEARCHSTRINGA1168TVM_SETTOOLTIPS = (TV_FIRST + 24)1169TVM_GETTOOLTIPS = (TV_FIRST + 25)1170TVM_SETINSERTMARK = (TV_FIRST + 26)1171TVM_SETUNICODEFORMAT = CCM_SETUNICODEFORMAT1172TVM_GETUNICODEFORMAT = CCM_GETUNICODEFORMAT1173TVM_SETITEMHEIGHT = (TV_FIRST + 27)1174TVM_GETITEMHEIGHT = (TV_FIRST + 28)1175TVM_SETBKCOLOR = (TV_FIRST + 29)1176TVM_SETTEXTCOLOR = (TV_FIRST + 30)1177TVM_GETBKCOLOR = (TV_FIRST + 31)1178TVM_GETTEXTCOLOR = (TV_FIRST + 32)1179TVM_SETSCROLLTIME = (TV_FIRST + 33)1180TVM_GETSCROLLTIME = (TV_FIRST + 34)1181TVM_SETINSERTMARKCOLOR = (TV_FIRST + 37)1182TVM_GETINSERTMARKCOLOR = (TV_FIRST + 38)1183TVN_SELCHANGINGA = (TVN_FIRST-1)1184TVN_SELCHANGINGW = (TVN_FIRST-50)1185TVN_SELCHANGEDA = (TVN_FIRST-2)1186TVN_SELCHANGEDW = (TVN_FIRST-51)1187TVC_UNKNOWN = 01188TVC_BYMOUSE = 11189TVC_BYKEYBOARD = 21190TVN_GETDISPINFOA = (TVN_FIRST-3)1191TVN_GETDISPINFOW = (TVN_FIRST-52)1192TVN_SETDISPINFOA = (TVN_FIRST-4)1193TVN_SETDISPINFOW = (TVN_FIRST-53)1194TVIF_DI_SETITEM = 40961195TVN_ITEMEXPANDINGA = (TVN_FIRST-5)1196TVN_ITEMEXPANDINGW = (TVN_FIRST-54)1197TVN_ITEMEXPANDEDA = (TVN_FIRST-6)1198TVN_ITEMEXPANDEDW = (TVN_FIRST-55)1199TVN_BEGINDRAGA = (TVN_FIRST-7)1200TVN_BEGINDRAGW = (TVN_FIRST-56)1201TVN_BEGINRDRAGA = (TVN_FIRST-8)1202TVN_BEGINRDRAGW = (TVN_FIRST-57)1203TVN_DELETEITEMA = (TVN_FIRST-9)1204TVN_DELETEITEMW = (TVN_FIRST-58)1205TVN_BEGINLABELEDITA = (TVN_FIRST-10)1206TVN_BEGINLABELEDITW = (TVN_FIRST-59)1207TVN_ENDLABELEDITA = (TVN_FIRST-11)1208TVN_ENDLABELEDITW = (TVN_FIRST-60)1209TVN_KEYDOWN = (TVN_FIRST-12)1210TVN_GETINFOTIPA = (TVN_FIRST-13)1211TVN_GETINFOTIPW = (TVN_FIRST-14)1212TVN_SINGLEEXPAND = (TVN_FIRST-15)1213TVN_SELCHANGING = TVN_SELCHANGINGA1214TVN_SELCHANGED = TVN_SELCHANGEDA1215TVN_GETDISPINFO = TVN_GETDISPINFOA1216TVN_SETDISPINFO = TVN_SETDISPINFOA1217TVN_ITEMEXPANDING = TVN_ITEMEXPANDINGA1218TVN_ITEMEXPANDED = TVN_ITEMEXPANDEDA1219TVN_BEGINDRAG = TVN_BEGINDRAGA1220TVN_BEGINRDRAG = TVN_BEGINRDRAGA1221TVN_DELETEITEM = TVN_DELETEITEMA1222TVN_BEGINLABELEDIT = TVN_BEGINLABELEDITA1223TVN_ENDLABELEDIT = TVN_ENDLABELEDITA1224TVN_GETINFOTIP = TVN_GETINFOTIPA1225TVCDRF_NOIMAGES = 655361226WC_COMBOBOXEXA = "ComboBoxEx32"1227WC_COMBOBOXEX = WC_COMBOBOXEXA1228CBEIF_TEXT = 11229CBEIF_IMAGE = 21230CBEIF_SELECTEDIMAGE = 41231CBEIF_OVERLAY = 81232CBEIF_INDENT = 161233CBEIF_LPARAM = 321234CBEIF_DI_SETITEM = 2684354561235CBEM_INSERTITEMA = (WM_USER + 1)1236CBEM_SETIMAGELIST = (WM_USER + 2)1237CBEM_GETIMAGELIST = (WM_USER + 3)1238CBEM_GETITEMA = (WM_USER + 4)1239CBEM_SETITEMA = (WM_USER + 5)1240#CBEM_DELETEITEM = CB_DELETESTRING1241CBEM_GETCOMBOCONTROL = (WM_USER + 6)1242CBEM_GETEDITCONTROL = (WM_USER + 7)1243CBEM_SETEXSTYLE = (WM_USER + 8) # use SETEXTENDEDSTYLE instead1244CBEM_SETEXTENDEDSTYLE = (WM_USER + 14) # lparam == new style, wParam (optional) == mask1245CBEM_GETEXSTYLE = (WM_USER + 9) # use GETEXTENDEDSTYLE instead1246CBEM_GETEXTENDEDSTYLE = (WM_USER + 9)1247CBEM_SETUNICODEFORMAT = CCM_SETUNICODEFORMAT1248CBEM_GETUNICODEFORMAT = CCM_GETUNICODEFORMAT1249CBEM_SETEXSTYLE = (WM_USER + 8)1250CBEM_GETEXSTYLE = (WM_USER + 9)1251CBEM_HASEDITCHANGED = (WM_USER + 10)1252CBEM_INSERTITEMW = (WM_USER + 11)1253CBEM_SETITEMW = (WM_USER + 12)1254CBEM_GETITEMW = (WM_USER + 13)1255CBEM_INSERTITEM = CBEM_INSERTITEMA1256CBEM_SETITEM = CBEM_SETITEMA1257CBEM_GETITEM = CBEM_GETITEMA1258CBES_EX_NOEDITIMAGE = 11259CBES_EX_NOEDITIMAGEINDENT = 21260CBES_EX_PATHWORDBREAKPROC = 41261CBES_EX_NOSIZELIMIT = 81262CBES_EX_CASESENSITIVE = 161263CBEN_GETDISPINFO = (CBEN_FIRST - 0)1264CBEN_GETDISPINFOA = (CBEN_FIRST - 0)1265CBEN_INSERTITEM = (CBEN_FIRST - 1)1266CBEN_DELETEITEM = (CBEN_FIRST - 2)1267CBEN_BEGINEDIT = (CBEN_FIRST - 4)1268CBEN_ENDEDITA = (CBEN_FIRST - 5)1269CBEN_ENDEDITW = (CBEN_FIRST - 6)1270CBEN_GETDISPINFOW = (CBEN_FIRST - 7)1271CBEN_DRAGBEGINA = (CBEN_FIRST - 8)1272CBEN_DRAGBEGINW = (CBEN_FIRST - 9)1273CBEN_DRAGBEGIN = CBEN_DRAGBEGINA1274CBEN_ENDEDIT = CBEN_ENDEDITA1275CBENF_KILLFOCUS = 11276CBENF_RETURN = 21277CBENF_ESCAPE = 31278CBENF_DROPDOWN = 41279CBEMAXSTRLEN = 2601280WC_TABCONTROLA = "SysTabControl32"1281WC_TABCONTROL = WC_TABCONTROLA1282TCS_SCROLLOPPOSITE = 1 # assumes multiline tab1283TCS_BOTTOM = 21284TCS_RIGHT = 21285TCS_MULTISELECT = 4 # allow multi-select in button mode1286TCS_FLATBUTTONS = 81287TCS_FORCEICONLEFT = 161288TCS_FORCELABELLEFT = 321289TCS_HOTTRACK = 641290TCS_VERTICAL = 1281291TCS_TABS = 01292TCS_BUTTONS = 2561293TCS_SINGLELINE = 01294TCS_MULTILINE = 5121295TCS_RIGHTJUSTIFY = 01296TCS_FIXEDWIDTH = 10241297TCS_RAGGEDRIGHT = 20481298TCS_FOCUSONBUTTONDOWN = 40961299TCS_OWNERDRAWFIXED = 81921300TCS_TOOLTIPS = 163841301TCS_FOCUSNEVER = 327681302TCS_EX_FLATSEPARATORS = 11303TCS_EX_REGISTERDROP = 21304TCM_GETIMAGELIST = (TCM_FIRST + 2)1305TCM_SETIMAGELIST = (TCM_FIRST + 3)1306TCM_GETITEMCOUNT = (TCM_FIRST + 4)1307TCIF_TEXT = 11308TCIF_IMAGE = 21309TCIF_RTLREADING = 41310TCIF_PARAM = 81311TCIF_STATE = 161312TCIS_BUTTONPRESSED = 11313TCIS_HIGHLIGHTED = 21314TCM_GETITEMA = (TCM_FIRST + 5)1315TCM_GETITEMW = (TCM_FIRST + 60)1316TCM_GETITEM = TCM_GETITEMA1317TCM_SETITEMA = (TCM_FIRST + 6)1318TCM_SETITEMW = (TCM_FIRST + 61)1319TCM_SETITEM = TCM_SETITEMA1320TCM_INSERTITEMA = (TCM_FIRST + 7)1321TCM_INSERTITEMW = (TCM_FIRST + 62)1322TCM_INSERTITEM = TCM_INSERTITEMA1323TCM_DELETEITEM = (TCM_FIRST + 8)1324TCM_DELETEALLITEMS = (TCM_FIRST + 9)1325TCM_GETITEMRECT = (TCM_FIRST + 10)1326TCM_GETCURSEL = (TCM_FIRST + 11)1327TCM_SETCURSEL = (TCM_FIRST + 12)1328TCHT_NOWHERE = 11329TCHT_ONITEMICON = 21330TCHT_ONITEMLABEL = 41331TCHT_ONITEM = (TCHT_ONITEMICON | TCHT_ONITEMLABEL)1332TCM_HITTEST = (TCM_FIRST + 13)1333TCM_SETITEMEXTRA = (TCM_FIRST + 14)1334TCM_ADJUSTRECT = (TCM_FIRST + 40)1335TCM_SETITEMSIZE = (TCM_FIRST + 41)1336TCM_REMOVEIMAGE = (TCM_FIRST + 42)1337TCM_SETPADDING = (TCM_FIRST + 43)1338TCM_GETROWCOUNT = (TCM_FIRST + 44)1339TCM_GETTOOLTIPS = (TCM_FIRST + 45)1340TCM_SETTOOLTIPS = (TCM_FIRST + 46)1341TCM_GETCURFOCUS = (TCM_FIRST + 47)1342TCM_SETCURFOCUS = (TCM_FIRST + 48)1343TCM_SETMINTABWIDTH = (TCM_FIRST + 49)1344TCM_DESELECTALL = (TCM_FIRST + 50)1345TCM_HIGHLIGHTITEM = (TCM_FIRST + 51)1346TCM_SETEXTENDEDSTYLE = (TCM_FIRST + 52) # optional wParam == mask1347TCM_GETEXTENDEDSTYLE = (TCM_FIRST + 53)1348TCM_SETUNICODEFORMAT = CCM_SETUNICODEFORMAT1349TCM_GETUNICODEFORMAT = CCM_GETUNICODEFORMAT1350TCN_KEYDOWN = (TCN_FIRST - 0)1351ANIMATE_CLASSA = "SysAnimate32"1352ANIMATE_CLASS = ANIMATE_CLASSA1353ACS_CENTER = 11354ACS_TRANSPARENT = 21355ACS_AUTOPLAY = 41356ACS_TIMER = 8 # don't use threads... use timers1357ACM_OPENA = (WM_USER+100)1358ACM_OPENW = (WM_USER+103)1359ACM_OPEN = ACM_OPENW1360ACM_OPEN = ACM_OPENA1361ACM_PLAY = (WM_USER+101)1362ACM_STOP = (WM_USER+102)1363ACN_START = 11364ACN_STOP = 21365MONTHCAL_CLASSA = "SysMonthCal32"1366MONTHCAL_CLASS = MONTHCAL_CLASSA1367MCM_FIRST = 40961368MCM_GETCURSEL = (MCM_FIRST + 1)1369MCM_SETCURSEL = (MCM_FIRST + 2)1370MCM_GETMAXSELCOUNT = (MCM_FIRST + 3)1371MCM_SETMAXSELCOUNT = (MCM_FIRST + 4)1372MCM_GETSELRANGE = (MCM_FIRST + 5)1373MCM_SETSELRANGE = (MCM_FIRST + 6)1374MCM_GETMONTHRANGE = (MCM_FIRST + 7)1375MCM_SETDAYSTATE = (MCM_FIRST + 8)1376MCM_GETMINREQRECT = (MCM_FIRST + 9)1377MCM_SETCOLOR = (MCM_FIRST + 10)1378MCM_GETCOLOR = (MCM_FIRST + 11)1379MCSC_BACKGROUND = 0 # the background color (between months)1380MCSC_TEXT = 1 # the dates1381MCSC_TITLEBK = 2 # background of the title1382MCSC_TITLETEXT = 31383MCSC_MONTHBK = 4 # background within the month cal1384MCSC_TRAILINGTEXT = 5 # the text color of header & trailing days1385MCM_SETTODAY = (MCM_FIRST + 12)1386MCM_GETTODAY = (MCM_FIRST + 13)1387MCM_HITTEST = (MCM_FIRST + 14)1388MCHT_TITLE = 655361389MCHT_CALENDAR = 1310721390MCHT_TODAYLINK = 1966081391MCHT_NEXT = 16777216 # these indicate that hitting1392MCHT_PREV = 33554432 # here will go to the next/prev month1393MCHT_NOWHERE = 01394MCHT_TITLEBK = (MCHT_TITLE)1395MCHT_TITLEMONTH = (MCHT_TITLE | 1)1396MCHT_TITLEYEAR = (MCHT_TITLE | 2)1397MCHT_TITLEBTNNEXT = (MCHT_TITLE | MCHT_NEXT | 3)1398MCHT_TITLEBTNPREV = (MCHT_TITLE | MCHT_PREV | 3)1399MCHT_CALENDARBK = (MCHT_CALENDAR)1400MCHT_CALENDARDATE = (MCHT_CALENDAR | 1)1401MCHT_CALENDARDATENEXT = (MCHT_CALENDARDATE | MCHT_NEXT)1402MCHT_CALENDARDATEPREV = (MCHT_CALENDARDATE | MCHT_PREV)1403MCHT_CALENDARDAY = (MCHT_CALENDAR | 2)1404MCHT_CALENDARWEEKNUM = (MCHT_CALENDAR | 3)1405MCM_SETFIRSTDAYOFWEEK = (MCM_FIRST + 15)1406MCM_GETFIRSTDAYOFWEEK = (MCM_FIRST + 16)1407MCM_GETRANGE = (MCM_FIRST + 17)1408MCM_SETRANGE = (MCM_FIRST + 18)1409MCM_GETMONTHDELTA = (MCM_FIRST + 19)1410MCM_SETMONTHDELTA = (MCM_FIRST + 20)1411MCM_GETMAXTODAYWIDTH = (MCM_FIRST + 21)1412MCM_SETUNICODEFORMAT = CCM_SETUNICODEFORMAT1413MCM_GETUNICODEFORMAT = CCM_GETUNICODEFORMAT1414MCN_SELCHANGE = (MCN_FIRST + 1)1415MCN_GETDAYSTATE = (MCN_FIRST + 3)1416MCN_SELECT = (MCN_FIRST + 4)1417MCS_DAYSTATE = 11418MCS_MULTISELECT = 21419MCS_WEEKNUMBERS = 41420MCS_NOTODAYCIRCLE = 81421MCS_NOTODAY = 161422MCS_NOTODAY = 81423GMR_VISIBLE = 0 # visible portion of display1424GMR_DAYSTATE = 1 # above plus the grayed out parts of1425DATETIMEPICK_CLASSA = "SysDateTimePick32"1426DATETIMEPICK_CLASS = DATETIMEPICK_CLASSA1427DTM_FIRST = 40961428DTM_GETSYSTEMTIME = (DTM_FIRST + 1)1429DTM_SETSYSTEMTIME = (DTM_FIRST + 2)1430DTM_GETRANGE = (DTM_FIRST + 3)1431DTM_SETRANGE = (DTM_FIRST + 4)1432DTM_SETFORMATA = (DTM_FIRST + 5)1433DTM_SETFORMATW = (DTM_FIRST + 50)1434DTM_SETFORMAT = DTM_SETFORMATW1435DTM_SETFORMAT = DTM_SETFORMATA1436DTM_SETMCCOLOR = (DTM_FIRST + 6)1437DTM_GETMCCOLOR = (DTM_FIRST + 7)1438DTM_GETMONTHCAL = (DTM_FIRST + 8)1439DTM_SETMCFONT = (DTM_FIRST + 9)1440DTM_GETMCFONT = (DTM_FIRST + 10)1441DTS_UPDOWN = 1 # use UPDOWN instead of MONTHCAL1442DTS_SHOWNONE = 2 # allow a NONE selection1443DTS_SHORTDATEFORMAT = 0 # use the short date format (app must forward WM_WININICHANGE messages)1444DTS_LONGDATEFORMAT = 4 # use the long date format (app must forward WM_WININICHANGE messages)1445DTS_TIMEFORMAT = 9 # use the time format (app must forward WM_WININICHANGE messages)1446DTS_APPCANPARSE = 16 # allow user entered strings (app MUST respond to DTN_USERSTRING)1447DTS_RIGHTALIGN = 32 # right-align popup instead of left-align it1448DTN_DATETIMECHANGE = (DTN_FIRST + 1) # the systemtime has changed1449DTN_USERSTRINGA = (DTN_FIRST + 2) # the user has entered a string1450DTN_USERSTRINGW = (DTN_FIRST + 15)1451DTN_USERSTRING = DTN_USERSTRINGW1452DTN_WMKEYDOWNA = (DTN_FIRST + 3) # modify keydown on app format field (X)1453DTN_WMKEYDOWNW = (DTN_FIRST + 16)1454DTN_WMKEYDOWN = DTN_WMKEYDOWNA1455DTN_FORMATA = (DTN_FIRST + 4) # query display for app format field (X)1456DTN_FORMATW = (DTN_FIRST + 17)1457DTN_FORMAT = DTN_FORMATA1458DTN_FORMATQUERYA = (DTN_FIRST + 5) # query formatting info for app format field (X)1459DTN_FORMATQUERYW = (DTN_FIRST + 18)1460DTN_FORMATQUERY = DTN_FORMATQUERYA1461DTN_DROPDOWN = (DTN_FIRST + 6) # MonthCal has dropped down1462DTN_CLOSEUP = (DTN_FIRST + 7) # MonthCal is popping up1463GDTR_MIN = 11464GDTR_MAX = 21465GDT_ERROR = -11466GDT_VALID = 01467GDT_NONE = 11468IPM_CLEARADDRESS = (WM_USER+100) # no parameters1469IPM_SETADDRESS = (WM_USER+101) # lparam = TCP/IP address1470IPM_GETADDRESS = (WM_USER+102) # lresult = # of non black fields. lparam = LPDWORD for TCP/IP address1471IPM_SETRANGE = (WM_USER+103) # wparam = field, lparam = range1472IPM_SETFOCUS = (WM_USER+104) # wparam = field1473IPM_ISBLANK = (WM_USER+105) # no parameters1474WC_IPADDRESSA = "SysIPAddress32"1475WC_IPADDRESS = WC_IPADDRESSA1476IPN_FIELDCHANGED = (IPN_FIRST - 0)1477WC_PAGESCROLLERA = "SysPager"1478WC_PAGESCROLLER = WC_PAGESCROLLERA1479PGS_VERT = 01480PGS_HORZ = 11481PGS_AUTOSCROLL = 21482PGS_DRAGNDROP = 41483PGF_INVISIBLE = 0 # Scroll button is not visible1484PGF_NORMAL = 1 # Scroll button is in normal state1485PGF_GRAYED = 2 # Scroll button is in grayed state1486PGF_DEPRESSED = 4 # Scroll button is in depressed state1487PGF_HOT = 8 # Scroll button is in hot state1488PGB_TOPORLEFT = 01489PGB_BOTTOMORRIGHT = 11490PGM_SETCHILD = (PGM_FIRST + 1) # lParam == hwnd1491PGM_RECALCSIZE = (PGM_FIRST + 2)1492PGM_FORWARDMOUSE = (PGM_FIRST + 3)1493PGM_SETBKCOLOR = (PGM_FIRST + 4)1494PGM_GETBKCOLOR = (PGM_FIRST + 5)1495PGM_SETBORDER = (PGM_FIRST + 6)1496PGM_GETBORDER = (PGM_FIRST + 7)1497PGM_SETPOS = (PGM_FIRST + 8)1498PGM_GETPOS = (PGM_FIRST + 9)1499PGM_SETBUTTONSIZE = (PGM_FIRST + 10)1500PGM_GETBUTTONSIZE = (PGM_FIRST + 11)1501PGM_GETBUTTONSTATE = (PGM_FIRST + 12)1502PGM_GETDROPTARGET = CCM_GETDROPTARGET1503PGN_SCROLL = (PGN_FIRST-1)1504PGF_SCROLLUP = 11505PGF_SCROLLDOWN = 21506PGF_SCROLLLEFT = 41507PGF_SCROLLRIGHT = 81508PGK_SHIFT = 11509PGK_CONTROL = 21510PGK_MENU = 41511PGN_CALCSIZE = (PGN_FIRST-2)1512PGF_CALCWIDTH = 11513PGF_CALCHEIGHT = 21514WC_NATIVEFONTCTLA = "NativeFontCtl"1515WC_NATIVEFONTCTL = WC_NATIVEFONTCTLA1516NFS_EDIT = 11517NFS_STATIC = 21518NFS_LISTCOMBO = 41519NFS_BUTTON = 81520NFS_ALL = 161521WM_MOUSEHOVER = 6731522WM_MOUSELEAVE = 6751523TME_HOVER = 11524TME_LEAVE = 21525TME_QUERY = 10737418241526TME_CANCEL = -21474836481527HOVER_DEFAULT = -11528WSB_PROP_CYVSCROLL = 0x000000011529WSB_PROP_CXHSCROLL = 0x000000021530WSB_PROP_CYHSCROLL = 0x000000041531WSB_PROP_CXVSCROLL = 0x000000081532WSB_PROP_CXHTHUMB = 0x000000101533WSB_PROP_CYVTHUMB = 0x000000201534WSB_PROP_VBKGCOLOR = 0x000000401535WSB_PROP_HBKGCOLOR = 0x000000801536WSB_PROP_VSTYLE = 0x000001001537WSB_PROP_HSTYLE = 0x000002001538WSB_PROP_WINSTYLE = 0x000004001539WSB_PROP_PALETTE = 0x000008001540WSB_PROP_MASK = 0x00000FFF1541FSB_FLAT_MODE = 21542FSB_ENCARTA_MODE = 11543FSB_REGULAR_MODE = 01544def INDEXTOOVERLAYMASK(i):1545 return i << 81546def INDEXTOSTATEIMAGEMASK(i):...
handle.py
Source:handle.py
...238 yield scrapy.Request("http://www.realax.cn/browse?type=dateissued", callback=self.parse_first)239 yield scrapy.Request("http://ir.sia.cn/browse?type=dateissued", callback=self.parse_first)240 yield scrapy.Request("http://ir.stlib.cn/browse?type=dateissued", callback=self.parse_first)241 # yield scrapy.Request("")242 def parse_first(self, response):243 self.log("Crawled %s %d" % (response.url, response.status), level=scrapy.log.INFO)244 if response.status / 100 != 2:245 return246 # ä»ç½é¡µä¸æåæ大ææ¡£æ°éï¼ç¨äºæé ç´¢å¼é¡µç¿»é¡µ247 ret = re.search("var totalItemCount = (\d+);", response.body)248 totalItemCount = 0249 if ret:250 totalItemCount = int(ret.groups()[0])251 self.log("Parse %s totalItemCount %d" % (response.url, totalItemCount), level=scrapy.log.INFO)252 else:253 self.log("Parse %s totalItemCount NULL" % (response.url), level=scrapy.log.INFO)254 offset = 0255 # site = get_url_site(response.url)256 # æé 翻页并æå...
ProjectIVs.py
Source:ProjectIVs.py
1import numpy as np2from sklearn.linear_model import LogisticRegression3import statsmodels.formula.api as smf4import matplotlib5matplotlib.use("TkAgg")6from matplotlib import pyplot as plt7from scipy.special import expit8#matplotlib inline9from sklearn.linear_model import LassoCV10from sklearn.linear_model import Ridge11from sklearn.linear_model import LinearRegression12from sklearn.metrics.pairwise import manhattan_distances13import statsmodels.api as sm14from scipy import stats15from linearmodels.iv import IV2SLS16import os, glob17import pandas as pd18#merge sessions19path = "/Users/antoniomoshe/OneDrive - Technion/TECHNION PHD/Winter 2020/Casuality/Devouir_4/Sessions"20all_files = glob.glob(os.path.join(path, "sessions*.csv"))21sessions_month= pd.concat([pd.read_csv(f) for f in all_files])22#---23len(sessions_month) #502,03324#calculate average service time per hour25sessions_month.columns26sessions_AcceptedInvo = sessions_month[sessions_month[" outcome"] < 5]27(sessions_AcceptedInvo[" queue_sec"] == 0).sum() #all are known abandonments28sessions_AcceptedInvo = sessions_AcceptedInvo[sessions_AcceptedInvo[" queue_sec"] > 0]29len(sessions_AcceptedInvo) #2338330#get StartDay and StartHour for invitation acceptance time ------31#convert strings into date32sessions_AcceptedInvo[' invitation_submit_date'] =\33 pd.to_datetime(sessions_AcceptedInvo[' invitation_submit_date'],\34 format=' %d/%m/%Y %H:%M:%S')35sessions_AcceptedInvo[' Invitation_Acep_Day_of_week']=\36 sessions_AcceptedInvo[' invitation_submit_date'].dt.dayofweek37sessions_AcceptedInvo['Invitation_Acep_Hour']=\38 sessions_AcceptedInvo[' invitation_submit_date'].dt.hour39#Treatment Wait variable ---Ö±40#short wait is the treatment i would expect them to buy41sessions_AcceptedInvo['WaitTreatment'] = np.where(sessions_AcceptedInvo[' queue_sec']< 60, 1, 0)42#----43sessions_AcceptedInvo['Y'] =\44 np.where(sessions_AcceptedInvo[' conversion_time']> 0, 1, 0)45#calculate total service duration46timezero=sessions_AcceptedInvo[" invitation_submit_time"].min()47sessions_AcceptedInvo['dummy'] =\48sessions_AcceptedInvo[" end_time"]- \49 sessions_AcceptedInvo[" chat_start_time"]50#known abandonments have no service time51sessions_AcceptedInvo['Total_Service_Duration'] =\52 np.where(sessions_AcceptedInvo['dummy']>= timezero, 0, sessions_AcceptedInvo['dummy'])53sessions_AcceptedInvo.drop('dummy', inplace=True, axis=1)54#write csv55sessions_AcceptedInvo.to_csv("sessions_AcceptedInvo.csv")56#using closure time57timemax=sessions_AcceptedInvo[" invitation_submit_time"].max()58#time in seconds59numberofbins=round((timemax-timezero)/3600)60sessions_AcceptedInvo['dummy'] =\61sessions_AcceptedInvo[" end_time"]- \62 sessions_AcceptedInvo[" chat_start_time"]63#known abandonments have no service time64sessions_AcceptedInvo['Total_Service_Duration'] =\65 np.where(sessions_AcceptedInvo['dummy']>= timezero, 0, sessions_AcceptedInvo['dummy'])66sessions_AcceptedInvo.drop('dummy', inplace=True, axis=1)67sessions_AcceptedInvo['Total_Service_Duration'].mean()68( (sessions_AcceptedInvo[' outcome']==1).sum()+(sessions_AcceptedInvo[' outcome']==2).sum()) \69 / (sessions_AcceptedInvo[' queue_sec'].sum())70#check with linear regression what influences outcome Y -----71#and also is data for other treatments72dataForRegression = pd.read_csv('DataForRegression.csv', index_col=0)73regresion_check = IV2SLS(dataForRegression.Y,\74 dataForRegression[['queue_sec','invite_type', 'engagement_skill','target_skill','region','city','country','continent','user_os',\75 'browser','score','other_time','other_lines','other_number_words',\76 'inner_wait', 'visitor_duration',\77 'agent_duration', 'visitor_number_words', 'agent_number_words',\78 'visitor_lines', 'agent_lines', \79 'total_canned_lines', 'average_sent', 'min_sent', 'max_sent', 'n_sent_pos', 'n_sent_neg', 'first_sent',\80 'last_sent', 'id_rep_code', \81 'Invitation_Acep_Day_of_week', 'Invitation_Acep_Hour', \82 'NumberofAssigned', 'NumberofAssignedwhenAssigned', \83 'Rho_atarrival',\84 ]], None, None).fit(cov_type='unadjusted')85print(regresion_check)86regresion_check2 = IV2SLS(dataForRegression.Y,\87 dataForRegression[['queue_sec','invite_type', 'engagement_skill','target_skill','score','other_time',\88 'agent_number_words',\89 'visitor_lines', 'agent_lines', \90 ]], None, None).fit(cov_type='unadjusted')91print(regresion_check2)92#-----93res_first = IV2SLS(dataFirstT.WaitTreatment,dataFirstT.iloc[:, 1:14], None, None).fit(cov_type='unadjusted')94res_first = IV2SLS(dataFirstT.WaitTreatment,dataFirstT.iloc[:, 1:14], None, None).fit(cov_type='unadjusted')95print(res_first)96res_second = IV2SLS(dataFirstT.Y,dataFirstT[['region','city','country','continent','user_os',\97 'browser','score','Invitation_Acep_Day_of_week','Invitation_Acep_Hour'\98 ]],\99 dataFirstT.queue_sec*60, dataFirstT[['Rho_atarrival','invite_type',\100 'engagement_skill','target_skill'\101 ]]).fit(cov_type='unadjusted')102def covariance(x, y):103 # Finding the mean of the series x and y104 mean_x = sum(x)/float(len(x))105 mean_y = sum(y)/float(len(y))106 # Subtracting mean from the individual elements107 sub_x = [i - mean_x for i in x]108 sub_y = [i - mean_y for i in y]109 numerator = sum([sub_x[i]*sub_y[i] for i in range(len(sub_x))])110 denominator = len(x)-1111 cov = numerator/denominator112 return cov113covariance(dataFirstT.queue_sec,dataFirstT.Rho_atarrival)114#-0.12115corralation=dataFirstT[['queue_sec','Rho_atarrival','invite_type',\116 'engagement_skill','target_skill']].corr()117#FIRST TREATMENT118#data that we are using after fix in Matlab119dataFirstTi = pd.read_csv('DataForFirstTreatment.csv', index_col=0)120len(dataFirstTi) #23383121#get only service customers122dataFirstT=dataFirstTi123#len(dataFirstT) #13345124dataFirstT.WaitTreatment\125 = np.where(dataFirstT['queue_sec']< 30, 1, 0)126dataFirstT.WaitTreatment\127 = np.where(dataFirstT['queue_sec']< 60, 1, 0)128#dataFirstT['RhoBinary']\129# = np.where(dataFirstT['Rho_atarrival']< 1, 0, 1)130dFT=dataFirstT[[\131'invite_type','region','city','engagement_skill','target_skill','country','continent','user_os','browser','score','Invitation_Acep_Day_of_week','Invitation_Acep_Hour','Rho_atarrival','WaitTreatment','Y'\132]]133modelP = LogisticRegression(max_iter=10000)134FirstX = dataFirstT[[\135 'Invitation_Acep_Hour', \136 'Rho_atarrival', 'invite_type', \137 'engagement_skill','target_skill',\138 'Invitation_Acep_Day_of_week',\139 'score','region','city','country','continent',\140 'user_os','browser'\141 ]]142#Wait time143FirstY = dataFirstT.WaitTreatment144modelP.fit(FirstX, FirstY)145#reg2 = LinearRegression().fit(FirstX, FirstY)146First_Propensityscore = np.asarray(modelP.predict_proba(FirstX))147treatment_plt=plt.hist(First_Propensityscore[:, 1],fc=(0,0,1,0.5),bins=10,label='Treated')148cont_plt=plt.hist(First_Propensityscore[:, 0],fc=(1,0,0,0.5),bins=10,label='Control')149plt.legend();150plt.xlabel('propensity score');151plt.ylabel('number of units');152plt.savefig('prop_score_wait_60000.pdf',format='pdf')153#hist, bin_edges = np.histogram(First_Propensityscore[:, 1])154FirstIndex=\155np.where((First_Propensityscore[:, 1] < 0.59)& (First_Propensityscore[:, 1] > 0.41))156First_PropensityscoreB=\157First_Propensityscore[FirstIndex[0]]158treatment_plt1B=plt.hist(First_PropensityscoreB[:, 1],fc=(0,0,1,0.5),bins=10,label='Treated')159cont_plt1B=plt.hist(First_PropensityscoreB[:, 0],fc=(1,0,0,0.5),bins=10,label='Control')160plt.legend();161plt.xlabel('propensity score');162plt.ylabel('number of units');163plt.savefig('prop_score_wait_6000000_Last.pdf',format='pdf')164dataFirstT2=dFT.iloc[FirstIndex[0]]165len(dataFirstT2) #30 sec 10041 #60 sec 6,316166len(dataFirstT) #23383167ATE_IPW=(((dataFirstT2['WaitTreatment']*dataFirstT2['Y'])/(First_PropensityscoreB[:, 1])).sum())*(1/len(dataFirstT2))\168-( ( ( (1-dataFirstT2['WaitTreatment'])*dataFirstT2['Y'] )/(First_PropensityscoreB[:, 0]) ).sum())*(1/len(dataFirstT2))169dataFirstT.groupby("Y")["queue_sec"].mean()170#Out[132]:171#Y172#0 70.728748173#1 48.358257174# ----- T-learner --------175#dataFirstTB = dataFirstT2[[\176# 'Invitation_Acep_Hour', \177# 'Rho_atarrival', 'invite_type', \178# 'engagement_skill', 'target_skill',\179# 'WaitTreatment', 'Y']]180dataFirstTB=dataFirstT2181dataFirstTB0 = dataFirstTB[dataFirstTB["WaitTreatment"] == 0]182dataFirstTB0 = dataFirstTB0.drop(["WaitTreatment"], axis=1)183dataFirstTB0x = dataFirstTB0.iloc[:, :-1]184dataFirstTB0Y = dataFirstTB0['Y']185dataFirstTBx = dataFirstTB.iloc[:, :-1]186dataFirstTBx = dataFirstTBx.drop(["WaitTreatment"], axis=1)187dataFirstTB1 = dataFirstTB[dataFirstTB["WaitTreatment"] == 1]188dataFirstTB1 = dataFirstTB1.drop(["WaitTreatment"], axis=1)189dataFirstTB1x = dataFirstTB1.iloc[:, :-1]190dataFirstTB1Y = dataFirstTB1['Y']191model_0 = LassoCV()192model_1 = LassoCV()193model_0.fit(dataFirstTB0x, dataFirstTB0Y)194model_1.fit(dataFirstTB1x, dataFirstTB1Y)195prediction0 = model_0.predict(dataFirstTBx)196prediction1 = model_1.predict(dataFirstTBx)197ATE_TLearner = float((prediction1-prediction0).sum()/len(dataFirstTBx))198# ----- T-learner --------199# ------- S-Learner ---------200dataFirstTBX = dataFirstTB.iloc[:, :-1]201dataFirstTBY = dataFirstTB['Y']202modelS = Ridge()203modelS.fit(dataFirstTBX, dataFirstTBY)204#T=1205dummT1 = dataFirstTB[dataFirstTB["WaitTreatment"] == 1]206dummT1x = dataFirstTB.iloc[:, :-1]207predictionUn = modelS.predict(dummT1x)208dummT1["WaitTreatment"] = 0209dummT1x = dummT1.iloc[:, :-1]210predictionZe = modelS.predict(dummT1x)211ATE_SLearner = (predictionUn.sum() / len(dummT1)) - (predictionZe.sum() / len(dummT1))212# ------- S-Learner ---------213# ---------matching---------214#T=0215dummT0 = dataFirstTB[dataFirstTB["WaitTreatment"] == 0]216dummT0 = dummT0.drop(["WaitTreatment"], axis=1)217dummT0x = dummT0.iloc[:, :-1]218dummT0Y = dummT0['Y']219#T=1220dummT1 = dataFirstTB[dataFirstTB["WaitTreatment"] == 1]221dummT1 = dummT1.drop(["WaitTreatment"], axis=1)222dummT1x = dummT1.iloc[:, :-1]223dummT1Y = dummT1['Y']224dummT0V = dummT0.values225dummT1V = dummT1.values226dummT1XV=dummT1x.values227dummT0XV=dummT0x.values228ITE = []229for row in dummT1V:230 dif=abs(row[:-1]-dummT0V[:,:-1])231 #index232 #dif.argmin()233 #value234 distance=row[-1]-dummT0V[dif.argmin(),-1]235 ITE.append(distance)236#Sum of the Treated/number of Treated237ATE_Matchingb = float(sum(ITE))/float(len(dataFirstTB))238# ---------matching---------239#-----------IV's-------------240corralation=dataFirstTB.corr()241res_second = IV2SLS(dataFirstTB.Y,dataFirstTB[['invite_type','engagement_skill','region','city','country','continent','user_os','browser','score','Invitation_Acep_Hour','Invitation_Acep_Day_of_week']],\242 dataFirstTB.WaitTreatment, dataFirstTB.Rho_atarrival).fit(cov_type='unadjusted')243print(res_second)244covariance(dataFirstT.queue_sec,dataFirstT.Rho_atarrival)245#-0.12246corralation=dataFirstT[['queue_sec','Rho_atarrival','invite_type',\247 'engagement_skill','target_skill']].corr()248#-----------IV's-------------249# treatment two inner Wait ------250dataForRegression['IW_Treatment'] = np.where(dataForRegression['other_time']< 30, 1, 0)251#120 #130252modelP2 = LogisticRegression(max_iter=10000)253SecondX = dataForRegression[[\254 'invite_type', 'engagement_skill','target_skill','region','city','country','continent','user_os',\255 'browser','score','other_number_words',\256 'visitor_duration',\257 'agent_duration', 'visitor_number_words', 'agent_number_words',\258 'total_canned_lines', 'average_sent', 'min_sent', 'max_sent', 'n_sent_pos', 'n_sent_neg', 'first_sent',\259 'last_sent', 'id_rep_code', \260 'Invitation_Acep_Day_of_week', 'Invitation_Acep_Hour', \261 'NumberofAssigned', 'NumberofAssignedwhenAssigned', \262 ]]263SecondY = dataForRegression.IW_Treatment264modelP2.fit(SecondX, SecondY)265Second_Propensityscore = np.asarray(modelP2.predict_proba(SecondX))266treatment_plt2=plt.hist(Second_Propensityscore[:, 1],fc=(0,0,1,0.5),bins=10,label='Treated')267cont_plt2=plt.hist(Second_Propensityscore[:, 0],fc=(1,0,0,0.5),bins=10,label='Control')268plt.legend();269plt.xlabel('propensity score');270plt.ylabel('number of units');271plt.savefig('prop_score_IW2_b.pdf',format='pdf')272ATE_IPW2=(((dataForRegression['IW_Treatment']*dataForRegression['Y'])/(Second_Propensityscore[:, 1])).sum())*(1/len(dataForRegression))\273-( ( ( (1-dataForRegression['IW_Treatment'])*dataForRegression['Y'] )/(Second_Propensityscore[:, 0]) ).sum())*(1/len(dataForRegression))274dataForRegression.groupby("Y")["other_time"].mean()275#Out[132]:276#Y277#0 139.905420278#1 237.277638279dataFirstTB = dataForRegression[[\280 'invite_type', 'engagement_skill','target_skill','region','city','country','continent','user_os',\281 'browser','score','other_number_words',\282 'visitor_duration',\283 'agent_duration', 'visitor_number_words', 'agent_number_words',\284 'total_canned_lines', 'average_sent', 'min_sent', 'max_sent', 'n_sent_pos', 'n_sent_neg', 'first_sent',\285 'last_sent', 'id_rep_code', \286 'Invitation_Acep_Day_of_week', 'Invitation_Acep_Hour', \287 'NumberofAssigned', 'NumberofAssignedwhenAssigned','IW_Treatment','Y',\288 ]]289dataFirstTB0 = dataFirstTB[dataFirstTB["IW_Treatment"] == 0]290dataFirstTB0 = dataFirstTB0.drop(["IW_Treatment"], axis=1)291dataFirstTB0x = dataFirstTB0.iloc[:, :-1]292dataFirstTB0Y = dataFirstTB0['Y']293dataFirstTBx = dataFirstTB.iloc[:, :-1]294dataFirstTBx = dataFirstTBx.drop(["IW_Treatment"], axis=1)295dataFirstTB1 = dataFirstTB[dataFirstTB["IW_Treatment"] == 1]296dataFirstTB1 = dataFirstTB1.drop(["IW_Treatment"], axis=1)297dataFirstTB1x = dataFirstTB1.iloc[:, :-1]298dataFirstTB1Y = dataFirstTB1['Y']299model_0 = LassoCV()300model_1 = LassoCV()301model_0.fit(dataFirstTB0x, dataFirstTB0Y)302model_1.fit(dataFirstTB1x, dataFirstTB1Y)303prediction0 = model_0.predict(dataFirstTBx)304prediction1 = model_1.predict(dataFirstTBx)305ATE_TLearner2 = float((prediction1-prediction0).sum()/len(dataFirstTBx))306#S-Learner307dataFirstTBX = dataFirstTB.iloc[:, :-1]308dataFirstTBY = dataFirstTB['Y']309modelS = Ridge()310modelS.fit(dataFirstTBX, dataFirstTBY)311#T=1312dummT1 = dataFirstTB[dataFirstTB["IW_Treatment"] == 1]313dummT1x = dataFirstTB.iloc[:, :-1]314predictionUn = modelS.predict(dummT1x)315dummT1["IW_Treatment"] = 0316dummT1x = dummT1.iloc[:, :-1]317predictionZe = modelS.predict(dummT1x)318ATE_SLearner2 = (predictionUn.sum() / len(dummT1)) - (predictionZe.sum() / len(dummT1))319# ---------matching---------320#T=0321dummT0 = dataFirstTB[dataFirstTB["IW_Treatment"] == 0]322dummT0 = dummT0.drop(["IW_Treatment"], axis=1)323dummT0x = dummT0.iloc[:, :-1]324dummT0Y = dummT0['Y']325#T=1326dummT1 = dataFirstTB[dataFirstTB["IW_Treatment"] == 1]327dummT1 = dummT1.drop(["IW_Treatment"], axis=1)328dummT1x = dummT1.iloc[:, :-1]329dummT1Y = dummT1['Y']330dummT0V = dummT0.values331dummT1V = dummT1.values332dummT1XV=dummT1x.values333dummT0XV=dummT0x.values334ITE = []335for row in dummT1V:336 dif=abs(row[:-1]-dummT0V[:,:-1])337 #index338 #dif.argmin()339 #value340 distance=row[-1]-dummT0V[dif.argmin(),-1]341 ITE.append(distance)342#Sum of the Treated/number of343ATE_Matchingb2 = float(sum(ITE))/float(len(dataFirstTB))344#--------345corralation=dataFirstTB.corr()346res_second = IV2SLS(dataFirstTB.Y,dataFirstTB[[\347 'invite_type', 'engagement_skill','target_skill','region','city','country','continent','user_os',\348 'browser','score','other_number_words',\349 'visitor_duration',\350 'agent_duration', 'visitor_number_words', 'agent_number_words',\351 'total_canned_lines', 'average_sent', 'min_sent', 'max_sent', 'n_sent_pos', 'n_sent_neg', 'first_sent',\352 'last_sent', 'id_rep_code', \353 'Invitation_Acep_Day_of_week', 'Invitation_Acep_Hour', \354 \355 ]],\356 dataFirstTB.IW_Treatment,dataFirstTB.NumberofAssigned).fit(cov_type='unadjusted')357print(res_second)358covariance(dataFirstT.queue_sec,dataFirstT.Rho_atarrival)359#-0.12360corralation=dataFirstT[['queue_sec','Rho_atarrival','invite_type',\361 'engagement_skill','target_skill']].corr()362#treatment 3 Invitation type363DataForThirdTreatment = pd.read_csv('DataForThirdTreatment.csv', index_col=0)364modelP3 = LogisticRegression(max_iter=10000)365ThirdX = DataForThirdTreatment[[\366 'region','city','country','continent','user_os', 'browser', 'score',\367 'Arrival_Day_of_week','Arrival_Hour',\368 'LOS_in_website_before_invorRequest',\369 ]]370ThirdY = DataForThirdTreatment.InvT371modelP3.fit(ThirdX, ThirdY)372Third_Propensityscore = np.asarray(modelP3.predict_proba(ThirdX))373treatment_plt3=plt.hist(Third_Propensityscore[:, 1],fc=(0,0,1,0.5),bins=10,label='Treated')374cont_plt3=plt.hist(Third_Propensityscore[:, 0],fc=(1,0,0,0.5),bins=10,label='Control')375plt.legend();376plt.xlabel('propensity score');377plt.ylabel('number of units');378plt.savefig('prop_score_Inv.pdf',format='pdf')379ThirdIndex=\380np.where((Third_Propensityscore[:,1] < 0.8)& (Third_Propensityscore[:,1] > 0.25))381Third_PropensityscoreB=\382Third_Propensityscore[ThirdIndex[0]]383treatment_plt3B=plt.hist(Third_PropensityscoreB[:, 1],fc=(0,0,1,0.5),bins=10,label='Treated')384cont_plt3B=plt.hist(Third_PropensityscoreB[:, 0],fc=(1,0,0,0.5),bins=10,label='Control')385plt.legend();386plt.xlabel('propensity score');387plt.ylabel('number of units');388plt.savefig('prop_score_Inv2.pdf',format='pdf')389datathird=DataForThirdTreatment[[\390 'region','city','country','continent','user_os', 'browser', 'score',\391 'Arrival_Day_of_week','Arrival_Hour',\392 'LOS_in_website_before_invorRequest',\393 'InvT','Y']]394dataFirstT2=datathird.iloc[ThirdIndex[0]]395len(dataFirstT2) #6387396len(dataFirstT) #23383397ATE_IPW=(((dataFirstT2['InvT']*dataFirstT2['Y'])/(Third_PropensityscoreB[:, 1])).sum())*(1/len(dataFirstT2))\398-( ( ( (1-dataFirstT2['InvT'])*dataFirstT2['Y'] )/(Third_PropensityscoreB[:, 0]) ).sum())*(1/len(dataFirstT2))399dataFirstT.groupby("Y")["queue_sec"].mean()400#Out[132]:401#Y402#0 70.728748403#1 48.358257404dataFirstTB0 = datathird[datathird["InvT"] == 0]405dataFirstTB0 = dataFirstTB0.drop(["InvT"], axis=1)406dataFirstTB0x = dataFirstTB0.iloc[:, :-1]407dataFirstTB0Y = dataFirstTB0['Y']408dataFirstTBx = datathird.iloc[:, :-1]409dataFirstTBx = dataFirstTBx.drop(["InvT"], axis=1)410dataFirstTB1 = datathird[datathird["InvT"] == 1]411dataFirstTB1 = dataFirstTB1.drop(["InvT"], axis=1)412dataFirstTB1x = dataFirstTB1.iloc[:, :-1]413dataFirstTB1Y = dataFirstTB1['Y']414model_0 = LinearRegression()415model_1 = LinearRegression()416model_0.fit(dataFirstTB0x, dataFirstTB0Y)417model_1.fit(dataFirstTB1x, dataFirstTB1Y)418prediction0 = model_0.predict(dataFirstTBx)419prediction1 = model_1.predict(dataFirstTBx)420ATE_TLearner3 = float((prediction1-prediction0).sum()/len(dataFirstTBx))421#S-Learner422dataFirstTBX = datathird.iloc[:, :-1]423dataFirstTBY = datathird['Y']424modelS = Ridge()425modelS.fit(dataFirstTBX, dataFirstTBY)426#T=1427dummT1 = datathird[datathird["InvT"] == 1]428dummT1x = datathird.iloc[:, :-1]429predictionUn = modelS.predict(dummT1x)430dummT1["InvT"] = 0431dummT1x = dummT1.iloc[:, :-1]432predictionZe = modelS.predict(dummT1x)...
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