Object detection Internal Changes. (#4757)

* Merged commit includes the following changes:
204316992  by Zhichao Lu:

    Update docs to prepare inputs

--
204309254  by Zhichao Lu:

    Update running_pets.md to use new binaries and correct a few things in running_on_cloud.md

--
204306734  by Zhichao Lu:

    Move old binaries into legacy folder and add deprecation notice.

--
204267757  by Zhichao Lu:

    Fixing a problem in VRD evaluation with missing ground truth annotations for
    images that do not contain objects from 62 groundtruth classes.

--
204167430  by Zhichao Lu:

    This fixes a flaky losses test failure.

--
203670721  by Zhichao Lu:

    Internal change.

--
203569388  by Zhichao Lu:

    Internal change

203546580  by Zhichao Lu:

    * Expand TPU compatibility g3doc with config snippets
    * Change mscoco dataset path in sample configs to the sharded versions

--
203325694  by Zhichao Lu:

    Make merge_multiple_label_boxes work for model_main code path.

--
203305655  by Zhichao Lu:

    Remove the 1x1 conv layer before pooling in MobileNet-v1-PPN feature extractor.

--
203139608  by Zhichao Lu:

    - Support exponential_decay with burnin learning rate schedule.
    - Add the minimum learning rate option.
    - Make the exponential decay start only after the burnin steps.

--
203068703  by Zhichao Lu:

    Modify create_coco_tf_record.py to output sharded files.

--
203025308  by Zhichao Lu:

    Add an option to share the prediction tower in WeightSharedBoxPredictor.

--
203024942  by Zhichao Lu:

    Move ssd mobilenet v1 ppn configs to third party.

--
202901259  by Zhichao Lu:

    Delete obsolete ssd mobilenet v1 focal loss configs and update pets dataset path

--
202894154  by Zhichao Lu:

    Move all TPU compatible ssd mobilenet v1 coco14/pet configs to third party.

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202861774  by Zhichao Lu:

    Move Retinanet (SSD + FPN + Shared box predictor) configs to third_party.

--

PiperOrigin-RevId: 204316992

* Add original files back.

research/object_detection/samples/configs/faster_rcnn_inception_v2_pets.config

@@ -120,7 +120,7 @@ train_config: {
 
 train_input_reader: {
   tf_record_input_reader {
-    input_path: "PATH_TO_BE_CONFIGURED/pet_faces_train.record-?????-of-?????"
+    input_path: "PATH_TO_BE_CONFIGURED/pet_faces_train.record-?????-of-00010"
   }
   label_map_path: "PATH_TO_BE_CONFIGURED/pet_label_map.pbtxt"
 }
@@ -132,7 +132,7 @@ eval_config: {
 
 eval_input_reader: {
   tf_record_input_reader {
-    input_path: "PATH_TO_BE_CONFIGURED/pet_faces_val.record-?????-of-?????"
+    input_path: "PATH_TO_BE_CONFIGURED/pet_faces_val.record-?????-of-00010"
   }
   label_map_path: "PATH_TO_BE_CONFIGURED/pet_label_map.pbtxt"
   shuffle: false

research/object_detection/samples/configs/faster_rcnn_nas_coco.config

@@ -121,7 +121,7 @@ train_config: {
 
 train_input_reader: {
   tf_record_input_reader {
-    input_path: "PATH_TO_BE_CONFIGURED/mscoco_train.record"
+    input_path: "PATH_TO_BE_CONFIGURED/mscoco_train.record-?????-of-00100"
   }
   label_map_path: "PATH_TO_BE_CONFIGURED/mscoco_label_map.pbtxt"
 }
@@ -134,7 +134,7 @@ eval_config: {
 
 eval_input_reader: {
   tf_record_input_reader {
-    input_path: "PATH_TO_BE_CONFIGURED/mscoco_val.record"
+    input_path: "PATH_TO_BE_CONFIGURED/mscoco_val.record-?????-of-00010"
   }
   label_map_path: "PATH_TO_BE_CONFIGURED/mscoco_label_map.pbtxt"
   shuffle: false

research/object_detection/samples/configs/faster_rcnn_resnet101_atrous_coco.config

@@ -114,7 +114,7 @@ train_config: {
 
 train_input_reader: {
   tf_record_input_reader {
-    input_path: "PATH_TO_BE_CONFIGURED/mscoco_train.record"
+    input_path: "PATH_TO_BE_CONFIGURED/mscoco_train.record-?????-of-00100"
   }
   label_map_path: "PATH_TO_BE_CONFIGURED/mscoco_label_map.pbtxt"
 }
@@ -128,7 +128,7 @@ eval_config: {
 
 eval_input_reader: {
   tf_record_input_reader {
-    input_path: "PATH_TO_BE_CONFIGURED/mscoco_val.record"
+    input_path: "PATH_TO_BE_CONFIGURED/mscoco_val.record-?????-of-00010"
   }
   label_map_path: "PATH_TO_BE_CONFIGURED/mscoco_label_map.pbtxt"
   shuffle: false

research/object_detection/samples/configs/faster_rcnn_resnet101_coco.config

@@ -113,7 +113,7 @@ train_config: {
 
 train_input_reader: {
   tf_record_input_reader {
-    input_path: "PATH_TO_BE_CONFIGURED/mscoco_train.record"
+    input_path: "PATH_TO_BE_CONFIGURED/mscoco_train.record-?????-of-00100"
   }
   label_map_path: "PATH_TO_BE_CONFIGURED/mscoco_label_map.pbtxt"
 }
@@ -127,7 +127,7 @@ eval_config: {
 
 eval_input_reader: {
   tf_record_input_reader {
-    input_path: "PATH_TO_BE_CONFIGURED/mscoco_val.record"
+    input_path: "PATH_TO_BE_CONFIGURED/mscoco_val.record-?????-of-00010"
   }
   label_map_path: "PATH_TO_BE_CONFIGURED/mscoco_label_map.pbtxt"
   shuffle: false

research/object_detection/samples/configs/faster_rcnn_resnet101_pets.config

@@ -119,7 +119,7 @@ train_config: {
 
 train_input_reader: {
   tf_record_input_reader {
-    input_path: "PATH_TO_BE_CONFIGURED/pet_faces_train.record-?????-of-?????"
+    input_path: "PATH_TO_BE_CONFIGURED/pet_faces_train.record-?????-of-00010"
   }
   label_map_path: "PATH_TO_BE_CONFIGURED/pet_label_map.pbtxt"
 }
@@ -131,7 +131,7 @@ eval_config: {
 
 eval_input_reader: {
   tf_record_input_reader {
-    input_path: "PATH_TO_BE_CONFIGURED/pet_faces_val.record-?????-of-?????"
+    input_path: "PATH_TO_BE_CONFIGURED/pet_faces_val.record-?????-of-00010"
   }
   label_map_path: "PATH_TO_BE_CONFIGURED/pet_label_map.pbtxt"
   shuffle: false

research/object_detection/samples/configs/faster_rcnn_resnet152_coco.config

@@ -118,7 +118,7 @@ train_config: {
 
 train_input_reader: {
   tf_record_input_reader {
-    input_path: "PATH_TO_BE_CONFIGURED/mscoco_train.record"
+    input_path: "PATH_TO_BE_CONFIGURED/mscoco_train.record-?????-of-00100"
   }
   label_map_path: "PATH_TO_BE_CONFIGURED/mscoco_label_map.pbtxt"
 }
@@ -132,7 +132,7 @@ eval_config: {
 
 eval_input_reader: {
   tf_record_input_reader {
-    input_path: "PATH_TO_BE_CONFIGURED/mscoco_val.record"
+    input_path: "PATH_TO_BE_CONFIGURED/mscoco_val.record-?????-of-00010"
   }
   label_map_path: "PATH_TO_BE_CONFIGURED/mscoco_label_map.pbtxt"
   shuffle: false

research/object_detection/samples/configs/faster_rcnn_resnet152_pets.config

@@ -119,7 +119,7 @@ train_config: {
 
 train_input_reader: {
   tf_record_input_reader {
-    input_path: "PATH_TO_BE_CONFIGURED/pet_faces_train.record-?????-of-?????"
+    input_path: "PATH_TO_BE_CONFIGURED/pet_faces_train.record-?????-of-00010"
   }
   label_map_path: "PATH_TO_BE_CONFIGURED/pet_label_map.pbtxt"
 }
@@ -131,7 +131,7 @@ eval_config: {
 
 eval_input_reader: {
   tf_record_input_reader {
-    input_path: "PATH_TO_BE_CONFIGURED/pet_faces_val.record-?????-of-?????"
+    input_path: "PATH_TO_BE_CONFIGURED/pet_faces_val.record-?????-of-00010"
   }
   label_map_path: "PATH_TO_BE_CONFIGURED/pet_label_map.pbtxt"
   shuffle: false

research/object_detection/samples/configs/faster_rcnn_resnet50_coco.config

@@ -118,7 +118,7 @@ train_config: {
 
 train_input_reader: {
   tf_record_input_reader {
-    input_path: "PATH_TO_BE_CONFIGURED/mscoco_train.record"
+    input_path: "PATH_TO_BE_CONFIGURED/mscoco_train.record-?????-of-00100"
   }
   label_map_path: "PATH_TO_BE_CONFIGURED/mscoco_label_map.pbtxt"
 }
@@ -132,7 +132,7 @@ eval_config: {
 
 eval_input_reader: {
   tf_record_input_reader {
-    input_path: "PATH_TO_BE_CONFIGURED/mscoco_val.record"
+    input_path: "PATH_TO_BE_CONFIGURED/mscoco_val.record-?????-of-00010"
   }
   label_map_path: "PATH_TO_BE_CONFIGURED/mscoco_label_map.pbtxt"
   shuffle: false

research/object_detection/samples/configs/faster_rcnn_resnet50_pets.config

@@ -120,7 +120,7 @@ train_config: {
 
 train_input_reader: {
   tf_record_input_reader {
-    input_path: "PATH_TO_BE_CONFIGURED/pet_faces_train.record-?????-of-?????"
+    input_path: "PATH_TO_BE_CONFIGURED/pet_faces_train.record-?????-of-00010"
   }
   label_map_path: "PATH_TO_BE_CONFIGURED/pet_label_map.pbtxt"
 }
@@ -132,7 +132,7 @@ eval_config: {
 
 eval_input_reader: {
   tf_record_input_reader {
-    input_path: "PATH_TO_BE_CONFIGURED/pet_faces_val.record-?????-of-?????"
+    input_path: "PATH_TO_BE_CONFIGURED/pet_faces_val.record-?????-of-00010"
   }
   label_map_path: "PATH_TO_BE_CONFIGURED/pet_label_map.pbtxt"
   shuffle: false

research/object_detection/samples/configs/mask_rcnn_inception_resnet_v2_atrous_coco.config

@@ -140,7 +140,7 @@ train_config: {
 
 train_input_reader: {
   tf_record_input_reader {
-    input_path: "PATH_TO_BE_CONFIGURED/mscoco_train.record"
+    input_path: "PATH_TO_BE_CONFIGURED/mscoco_train.record-?????-of-00100"
   }
   label_map_path: "PATH_TO_BE_CONFIGURED/mscoco_label_map.pbtxt"
   load_instance_masks: true
@@ -156,7 +156,7 @@ eval_config: {
 
 eval_input_reader: {
   tf_record_input_reader {
-    input_path: "PATH_TO_BE_CONFIGURED/mscoco_val.record"
+    input_path: "PATH_TO_BE_CONFIGURED/mscoco_val.record-?????-of-00010"
   }
   label_map_path: "PATH_TO_BE_CONFIGURED/mscoco_label_map.pbtxt"
   load_instance_masks: true

research/object_detection/samples/configs/mask_rcnn_inception_v2_coco.config

@@ -139,7 +139,7 @@ train_config: {
 
 train_input_reader: {
   tf_record_input_reader {
-    input_path: "PATH_TO_BE_CONFIGURED/mscoco_train.record"
+    input_path: "PATH_TO_BE_CONFIGURED/mscoco_train.record-?????-of-00100"
   }
   label_map_path: "PATH_TO_BE_CONFIGURED/mscoco_label_map.pbtxt"
   load_instance_masks: true
@@ -155,7 +155,7 @@ eval_config: {
 
 eval_input_reader: {
   tf_record_input_reader {
-    input_path: "PATH_TO_BE_CONFIGURED/mscoco_val.record"
+    input_path: "PATH_TO_BE_CONFIGURED/mscoco_val.record-?????-of-00010"
   }
   label_map_path: "PATH_TO_BE_CONFIGURED/mscoco_label_map.pbtxt"
   load_instance_masks: true

research/object_detection/samples/configs/mask_rcnn_resnet101_atrous_coco.config

@@ -140,7 +140,7 @@ train_config: {
 
 train_input_reader: {
   tf_record_input_reader {
-    input_path: "PATH_TO_BE_CONFIGURED/mscoco_train.record"
+    input_path: "PATH_TO_BE_CONFIGURED/mscoco_train.record-?????-of-00100"
   }
   label_map_path: "PATH_TO_BE_CONFIGURED/mscoco_label_map.pbtxt"
   load_instance_masks: true
@@ -156,7 +156,7 @@ eval_config: {
 
 eval_input_reader: {
   tf_record_input_reader {
-    input_path: "PATH_TO_BE_CONFIGURED/mscoco_val.record"
+    input_path: "PATH_TO_BE_CONFIGURED/mscoco_val.record-?????-of-00010"
   }
   label_map_path: "PATH_TO_BE_CONFIGURED/mscoco_label_map.pbtxt"
   load_instance_masks: true

research/object_detection/samples/configs/mask_rcnn_resnet101_pets.config

@@ -134,7 +134,7 @@ train_config: {
 
 train_input_reader: {
   tf_record_input_reader {
-    input_path: "PATH_TO_BE_CONFIGURED/pet_fullbody_with_masks_train.record-?????-of-?????"
+    input_path: "PATH_TO_BE_CONFIGURED/pet_fullbody_with_masks_train.record-?????-of-00010"
   }
   label_map_path: "PATH_TO_BE_CONFIGURED/pet_label_map.pbtxt"
   load_instance_masks: true
@@ -147,7 +147,7 @@ eval_config: {
 
 eval_input_reader: {
   tf_record_input_reader {
-    input_path: "PATH_TO_BE_CONFIGURED/pet_fullbody_with_masks_val.record-?????-of-?????"
+    input_path: "PATH_TO_BE_CONFIGURED/pet_fullbody_with_masks_val.record-?????-of-00010"
   }
   label_map_path: "PATH_TO_BE_CONFIGURED/pet_label_map.pbtxt"
   load_instance_masks: true

research/object_detection/samples/configs/mask_rcnn_resnet50_atrous_coco.config

@@ -140,7 +140,7 @@ train_config: {
 
 train_input_reader: {
   tf_record_input_reader {
-    input_path: "PATH_TO_BE_CONFIGURED/mscoco_train.record"
+    input_path: "PATH_TO_BE_CONFIGURED/mscoco_train.record-?????-of-00100"
   }
   label_map_path: "PATH_TO_BE_CONFIGURED/mscoco_label_map.pbtxt"
   load_instance_masks: true
@@ -156,7 +156,7 @@ eval_config: {
 
 eval_input_reader: {
   tf_record_input_reader {
-    input_path: "PATH_TO_BE_CONFIGURED/mscoco_val.record"
+    input_path: "PATH_TO_BE_CONFIGURED/mscoco_val.record-?????-of-00010"
   }
   label_map_path: "PATH_TO_BE_CONFIGURED/mscoco_label_map.pbtxt"
   load_instance_masks: true

research/object_detection/samples/configs/rfcn_resnet101_coco.config

@@ -115,7 +115,7 @@ train_config: {
 
 train_input_reader: {
   tf_record_input_reader {
-    input_path: "PATH_TO_BE_CONFIGURED/mscoco_train.record"
+    input_path: "PATH_TO_BE_CONFIGURED/mscoco_train.record-?????-of-00100"
   }
   label_map_path: "PATH_TO_BE_CONFIGURED/mscoco_label_map.pbtxt"
 }
@@ -129,7 +129,7 @@ eval_config: {
 
 eval_input_reader: {
   tf_record_input_reader {
-    input_path: "PATH_TO_BE_CONFIGURED/mscoco_val.record"
+    input_path: "PATH_TO_BE_CONFIGURED/mscoco_val.record-?????-of-00010"
   }
   label_map_path: "PATH_TO_BE_CONFIGURED/mscoco_label_map.pbtxt"
   shuffle: false

research/object_detection/samples/configs/rfcn_resnet101_pets.config

@@ -116,7 +116,7 @@ train_config: {
 
 train_input_reader: {
   tf_record_input_reader {
-    input_path: "PATH_TO_BE_CONFIGURED/pet_faces_train.record-?????-of-?????"
+    input_path: "PATH_TO_BE_CONFIGURED/pet_faces_train.record-?????-of-00010"
   }
   label_map_path: "PATH_TO_BE_CONFIGURED/pet_label_map.pbtxt"
 }
@@ -128,7 +128,7 @@ eval_config: {
 
 eval_input_reader: {
   tf_record_input_reader {
-    input_path: "PATH_TO_BE_CONFIGURED/pet_faces_val.record-?????-of-?????"
+    input_path: "PATH_TO_BE_CONFIGURED/pet_faces_val.record-?????-of-00010"
   }
   label_map_path: "PATH_TO_BE_CONFIGURED/pet_label_map.pbtxt"
   shuffle: false

research/object_detection/samples/configs/ssd_inception_v2_coco.config

@@ -167,7 +167,7 @@ train_config: {
 
 train_input_reader: {
   tf_record_input_reader {
-    input_path: "PATH_TO_BE_CONFIGURED/mscoco_train.record"
+    input_path: "PATH_TO_BE_CONFIGURED/mscoco_train.record-?????-of-00100"
   }
   label_map_path: "PATH_TO_BE_CONFIGURED/mscoco_label_map.pbtxt"
 }
@@ -181,7 +181,7 @@ eval_config: {
 
 eval_input_reader: {
   tf_record_input_reader {
-    input_path: "PATH_TO_BE_CONFIGURED/mscoco_val.record"
+    input_path: "PATH_TO_BE_CONFIGURED/mscoco_val.record-?????-of-00010"
   }
   label_map_path: "PATH_TO_BE_CONFIGURED/mscoco_label_map.pbtxt"
   shuffle: false

research/object_detection/samples/configs/ssd_inception_v2_pets.config

@@ -169,7 +169,7 @@ train_config: {
 
 train_input_reader: {
   tf_record_input_reader {
-    input_path: "PATH_TO_BE_CONFIGURED/pet_faces_train.record-?????-of-?????"
+    input_path: "PATH_TO_BE_CONFIGURED/pet_faces_train.record-?????-of-00010"
   }
   label_map_path: "PATH_TO_BE_CONFIGURED/pet_label_map.pbtxt"
 }
@@ -181,7 +181,7 @@ eval_config: {
 
 eval_input_reader: {
   tf_record_input_reader {
-    input_path: "PATH_TO_BE_CONFIGURED/pet_faces_val.record-?????-of-?????"
+    input_path: "PATH_TO_BE_CONFIGURED/pet_faces_val.record-?????-of-00010"
   }
   label_map_path: "PATH_TO_BE_CONFIGURED/pet_label_map.pbtxt"
   shuffle: false

research/object_detection/samples/configs/ssd_inception_v3_pets.config

@@ -168,7 +168,7 @@ train_config: {
 
 train_input_reader: {
   tf_record_input_reader {
-    input_path: "PATH_TO_BE_CONFIGURED/pet_faces_train.record-?????-of-?????"
+    input_path: "PATH_TO_BE_CONFIGURED/pet_faces_train.record-?????-of-00010"
   }
   label_map_path: "PATH_TO_BE_CONFIGURED/pet_label_map.pbtxt"
 }
@@ -180,7 +180,7 @@ eval_config: {
 
 eval_input_reader: {
   tf_record_input_reader {
-    input_path: "PATH_TO_BE_CONFIGURED/pet_faces_val.record-?????-of-?????"
+    input_path: "PATH_TO_BE_CONFIGURED/pet_faces_val.record-?????-of-00010"
   }
   label_map_path: "PATH_TO_BE_CONFIGURED/pet_label_map.pbtxt"
   shuffle: false

research/object_detection/samples/configs/ssd_mobilenet_v1_0.75_depth_300x300_coco14_sync.config

+# SSD with Mobilenet v1 0.75 depth multiplied feature extractor and focal loss.
+# Trained on COCO14, initialized from Imagenet classification checkpoint
+
+# Achieves 17.5 mAP on COCO14 minival dataset. Doubling the number of training
+# steps gets to 18.4.
+
+# This config is TPU compatible
+
+model {
+  ssd {
+    inplace_batchnorm_update: true
+    freeze_batchnorm: false
+    num_classes: 90
+    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 {
+      }
+    }
+    encode_background_as_zeros: true
+    anchor_generator {
+      ssd_anchor_generator {
+        num_layers: 6
+        min_scale: 0.2
+        max_scale: 0.95
+        aspect_ratios: 1.0
+        aspect_ratios: 2.0
+        aspect_ratios: 0.5
+        aspect_ratios: 3.0
+        aspect_ratios: 0.3333
+      }
+    }
+    image_resizer {
+      fixed_shape_resizer {
+        height: 300
+        width: 300
+      }
+    }
+    box_predictor {
+      convolutional_box_predictor {
+        min_depth: 0
+        max_depth: 0
+        num_layers_before_predictor: 0
+        use_dropout: false
+        dropout_keep_probability: 0.8
+        kernel_size: 1
+        box_code_size: 4
+        apply_sigmoid_to_scores: false
+        class_prediction_bias_init: -4.6
+        conv_hyperparams {
+          activation: RELU_6,
+          regularizer {
+            l2_regularizer {
+              weight: 0.00004
+            }
+          }
+          initializer {
+            random_normal_initializer {
+              stddev: 0.01
+              mean: 0.0
+            }
+          }
+          batch_norm {
+            train: true,
+            scale: true,
+            center: true,
+            decay: 0.97,
+            epsilon: 0.001,
+          }
+        }
+      }
+    }
+    feature_extractor {
+      type: 'ssd_mobilenet_v1'
+      min_depth: 16
+      depth_multiplier: 0.75
+      conv_hyperparams {
+        activation: RELU_6,
+        regularizer {
+          l2_regularizer {
+            weight: 0.00004
+          }
+        }
+        initializer {
+          truncated_normal_initializer {
+            stddev: 0.03
+            mean: 0.0
+          }
+        }
+        batch_norm {
+          train: true,
+          scale: true,
+          center: true,
+          decay: 0.97,
+          epsilon: 0.001,
+        }
+      }
+      override_base_feature_extractor_hyperparams: true
+    }
+    loss {
+      classification_loss {
+        weighted_sigmoid_focal {
+          alpha: 0.75,
+          gamma: 2.0
+        }
+      }
+      localization_loss {
+        weighted_smooth_l1 {
+          delta: 1.0
+        }
+      }
+      classification_weight: 1.0
+      localization_weight: 1.0
+    }
+    normalize_loss_by_num_matches: true
+    normalize_loc_loss_by_codesize: true
+    post_processing {
+      batch_non_max_suppression {
+        score_threshold: 1e-8
+        iou_threshold: 0.6
+        max_detections_per_class: 100
+        max_total_detections: 100
+      }
+      score_converter: SIGMOID
+    }
+  }
+}
+
+train_config: {
+  fine_tune_checkpoint: "PATH_TO_BE_CONFIGURED/model.ckpt"
+  batch_size: 2048
+  sync_replicas: true
+  startup_delay_steps: 0
+  replicas_to_aggregate: 8
+  num_steps: 10000
+  data_augmentation_options {
+    random_horizontal_flip {
+    }
+  }
+  data_augmentation_options {
+    ssd_random_crop {
+    }
+  }
+  optimizer {
+    momentum_optimizer: {
+      learning_rate: {
+        cosine_decay_learning_rate {
+          learning_rate_base: 0.9
+          total_steps: 10000
+          warmup_learning_rate: 0.3
+          warmup_steps: 300
+        }
+      }
+      momentum_optimizer_value: 0.9
+    }
+    use_moving_average: false
+  }
+  max_number_of_boxes: 100
+  unpad_groundtruth_tensors: false
+}
+
+train_input_reader: {
+  tf_record_input_reader {
+    input_path: "PATH_TO_BE_CONFIGURED/mscoco_train.record-00000-of-00100"
+  }
+  label_map_path: "PATH_TO_BE_CONFIGURED/mscoco_label_map.pbtxt"
+}
+
+eval_config: {
+  metrics_set: "coco_detection_metrics"
+  use_moving_averages: false
+  num_examples: 8000
+}
+
+eval_input_reader: {
+  tf_record_input_reader {
+    input_path: "PATH_TO_BE_CONFIGURED/mscoco_val.record-00000-of-00010"
+  }
+  label_map_path: "PATH_TO_BE_CONFIGURED/mscoco_label_map.pbtxt"
+  shuffle: false
+  num_readers: 1
+}
\ No newline at end of file