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Upload pipeline.config
Browse files- pipeline.config +181 -0
pipeline.config
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| 1 |
+
model {
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| 2 |
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ssd {
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| 3 |
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num_classes: 90
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| 4 |
+
image_resizer {
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| 5 |
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fixed_shape_resizer {
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height: 300
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| 7 |
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width: 300
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}
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}
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+
feature_extractor {
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type: "ssd_mobilenet_v2"
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+
depth_multiplier: 1.0
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min_depth: 16
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+
conv_hyperparams {
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regularizer {
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l2_regularizer {
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weight: 3.99999989895e-05
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}
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}
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initializer {
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truncated_normal_initializer {
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mean: 0.0
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| 23 |
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stddev: 0.0299999993294
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| 24 |
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}
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}
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+
activation: RELU_6
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| 27 |
+
batch_norm {
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decay: 0.999700009823
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| 29 |
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center: true
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scale: true
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| 31 |
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epsilon: 0.0010000000475
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| 32 |
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train: true
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| 33 |
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}
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}
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batch_norm_trainable: true
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use_depthwise: true
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| 37 |
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}
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| 38 |
+
box_coder {
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| 39 |
+
faster_rcnn_box_coder {
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y_scale: 10.0
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| 41 |
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x_scale: 10.0
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| 42 |
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height_scale: 5.0
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width_scale: 5.0
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}
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| 45 |
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}
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| 46 |
+
matcher {
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+
argmax_matcher {
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matched_threshold: 0.5
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unmatched_threshold: 0.5
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| 50 |
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ignore_thresholds: false
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| 51 |
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negatives_lower_than_unmatched: true
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| 52 |
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force_match_for_each_row: true
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| 53 |
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}
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| 54 |
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}
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| 55 |
+
similarity_calculator {
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+
iou_similarity {
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}
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}
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+
box_predictor {
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+
convolutional_box_predictor {
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| 61 |
+
conv_hyperparams {
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| 62 |
+
regularizer {
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| 63 |
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l2_regularizer {
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weight: 3.99999989895e-05
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| 65 |
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}
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| 66 |
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}
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| 67 |
+
initializer {
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| 68 |
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truncated_normal_initializer {
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| 69 |
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mean: 0.0
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| 70 |
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stddev: 0.0299999993294
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| 71 |
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}
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| 72 |
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}
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| 73 |
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activation: RELU_6
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| 74 |
+
batch_norm {
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| 75 |
+
decay: 0.999700009823
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| 76 |
+
center: true
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| 77 |
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scale: true
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| 78 |
+
epsilon: 0.0010000000475
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| 79 |
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train: true
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| 80 |
+
}
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| 81 |
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}
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| 82 |
+
min_depth: 0
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| 83 |
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max_depth: 0
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| 84 |
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num_layers_before_predictor: 0
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| 85 |
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use_dropout: false
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| 86 |
+
dropout_keep_probability: 0.800000011921
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| 87 |
+
kernel_size: 3
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| 88 |
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box_code_size: 4
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| 89 |
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apply_sigmoid_to_scores: false
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| 90 |
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}
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}
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+
anchor_generator {
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ssd_anchor_generator {
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num_layers: 6
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min_scale: 0.20000000298
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max_scale: 0.949999988079
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aspect_ratios: 1.0
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| 98 |
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aspect_ratios: 2.0
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aspect_ratios: 0.5
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| 100 |
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aspect_ratios: 3.0
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| 101 |
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aspect_ratios: 0.333299994469
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| 102 |
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}
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}
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post_processing {
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| 105 |
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batch_non_max_suppression {
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score_threshold: 0.300000011921
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| 107 |
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iou_threshold: 0.600000023842
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| 108 |
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max_detections_per_class: 100
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| 109 |
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max_total_detections: 100
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| 110 |
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}
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| 111 |
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score_converter: SIGMOID
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| 112 |
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}
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| 113 |
+
normalize_loss_by_num_matches: true
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| 114 |
+
loss {
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| 115 |
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localization_loss {
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| 116 |
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weighted_smooth_l1 {
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}
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| 118 |
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}
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| 119 |
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classification_loss {
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| 120 |
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weighted_sigmoid {
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| 121 |
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}
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| 122 |
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}
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| 123 |
+
hard_example_miner {
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num_hard_examples: 3000
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| 125 |
+
iou_threshold: 0.990000009537
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| 126 |
+
loss_type: CLASSIFICATION
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| 127 |
+
max_negatives_per_positive: 3
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| 128 |
+
min_negatives_per_image: 3
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| 129 |
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}
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| 130 |
+
classification_weight: 1.0
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| 131 |
+
localization_weight: 1.0
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| 132 |
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}
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| 133 |
+
}
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| 134 |
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}
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| 135 |
+
train_config {
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| 136 |
+
batch_size: 24
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| 137 |
+
data_augmentation_options {
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| 138 |
+
random_horizontal_flip {
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| 139 |
+
}
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| 140 |
+
}
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| 141 |
+
data_augmentation_options {
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| 142 |
+
ssd_random_crop {
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| 143 |
+
}
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| 144 |
+
}
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| 145 |
+
optimizer {
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| 146 |
+
rms_prop_optimizer {
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| 147 |
+
learning_rate {
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| 148 |
+
exponential_decay_learning_rate {
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| 149 |
+
initial_learning_rate: 0.00400000018999
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| 150 |
+
decay_steps: 800720
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| 151 |
+
decay_factor: 0.949999988079
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| 152 |
+
}
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| 153 |
+
}
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| 154 |
+
momentum_optimizer_value: 0.899999976158
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| 155 |
+
decay: 0.899999976158
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| 156 |
+
epsilon: 1.0
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| 157 |
+
}
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| 158 |
+
}
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| 159 |
+
fine_tune_checkpoint: "PATH_TO_BE_CONFIGURED/model.ckpt"
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| 160 |
+
num_steps: 200000
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| 161 |
+
fine_tune_checkpoint_type: "detection"
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| 162 |
+
}
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| 163 |
+
train_input_reader {
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| 164 |
+
label_map_path: "PATH_TO_BE_CONFIGURED/mscoco_label_map.pbtxt"
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| 165 |
+
tf_record_input_reader {
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| 166 |
+
input_path: "PATH_TO_BE_CONFIGURED/mscoco_train.record"
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| 167 |
+
}
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| 168 |
+
}
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| 169 |
+
eval_config {
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| 170 |
+
num_examples: 8000
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| 171 |
+
max_evals: 10
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| 172 |
+
use_moving_averages: false
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| 173 |
+
}
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| 174 |
+
eval_input_reader {
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| 175 |
+
label_map_path: "PATH_TO_BE_CONFIGURED/mscoco_label_map.pbtxt"
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| 176 |
+
shuffle: false
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| 177 |
+
num_readers: 1
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| 178 |
+
tf_record_input_reader {
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| 179 |
+
input_path: "PATH_TO_BE_CONFIGURED/mscoco_val.record"
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| 180 |
+
}
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| 181 |
+
}
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