model { ssd { num_classes: 90 image_resizer { fixed_shape_resizer { height: 320 width: 320 } } feature_extractor { type: "ssd_mobilenet_v2" depth_multiplier: 0.5 min_depth: 16 conv_hyperparams { regularizer { l2_regularizer { weight: 3.99999989895e-05 } } initializer { truncated_normal_initializer { mean: 0.0 stddev: 0.0299999993294 } } activation: RELU_6 batch_norm { decay: 0.97000002861 center: true scale: true epsilon: 0.0010000000475 train: true } } use_depthwise: true override_base_feature_extractor_hyperparams: true } box_coder { faster_rcnn_box_coder { y_scale: 10.0 x_scale: 10.0 height_scale: 5.0 width_scale: 5.0 } } matcher { argmax_matcher { matched_threshold: 0.5 unmatched_threshold: 0.5 ignore_thresholds: false negatives_lower_than_unmatched: true force_match_for_each_row: true use_matmul_gather: true } } similarity_calculator { iou_similarity { } } box_predictor { convolutional_box_predictor { conv_hyperparams { regularizer { l2_regularizer { weight: 3.99999989895e-05 } } initializer { random_normal_initializer { mean: 0.0 stddev: 0.0299999993294 } } activation: RELU_6 batch_norm { decay: 0.97000002861 center: true scale: true epsilon: 0.0010000000475 train: true } } min_depth: 0 max_depth: 0 num_layers_before_predictor: 0 use_dropout: false dropout_keep_probability: 0.800000011921 kernel_size: 3 box_code_size: 4 apply_sigmoid_to_scores: false class_prediction_bias_init: -4.59999990463 use_depthwise: true } } anchor_generator { ssd_anchor_generator { num_layers: 6 min_scale: 0.20000000298 max_scale: 0.949999988079 aspect_ratios: 1.0 aspect_ratios: 2.0 aspect_ratios: 0.5 aspect_ratios: 3.0 aspect_ratios: 0.333299994469 } } post_processing { batch_non_max_suppression { score_threshold: 9.99999993923e-09 iou_threshold: 0.600000023842 max_detections_per_class: 100 max_total_detections: 100 use_static_shapes: true } score_converter: SIGMOID } normalize_loss_by_num_matches: true loss { localization_loss { weighted_smooth_l1 { delta: 1.0 } } classification_loss { weighted_sigmoid_focal { gamma: 2.0 alpha: 0.75 } } classification_weight: 1.0 localization_weight: 1.0 } encode_background_as_zeros: true normalize_loc_loss_by_codesize: true inplace_batchnorm_update: true freeze_batchnorm: false } } train_config { batch_size: 512 data_augmentation_options { random_horizontal_flip { } } data_augmentation_options { ssd_random_crop { } } sync_replicas: true optimizer { momentum_optimizer { learning_rate { cosine_decay_learning_rate { learning_rate_base: 0.40000000596 total_steps: 400000 warmup_learning_rate: 0.133330002427 warmup_steps: 2000 } } momentum_optimizer_value: 0.899999976158 } use_moving_average: false } fine_tune_checkpoint: "checkpoint/to/fine/tune/from/if/needed" num_steps: 400000 startup_delay_steps: 0.0 replicas_to_aggregate: 8 max_number_of_boxes: 100 unpad_groundtruth_tensors: false use_bfloat16: false }