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roytseng-tw / Detectron.pytorch

A pytorch implementation of Detectron. Both training from scratch and inferring directly from pretrained Detectron weights are available.
MIT License
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Running eval script results in empty output directory #199

Open Terry-Kusunoki-Martin opened 5 years ago

Terry-Kusunoki-Martin commented 5 years ago

After training finished, I ran this command:

python tools/test_net.py --dataset my_dataset --cfg configs/baselines/e2e_faster_rcnn_R-50-C4_1x.yaml --load_ckpt Outputs/e2e_faster_rcnn_R-50-C4_1x/Feb06-15-50-25_k2_step/ --multi-gpu-testing

This creates a directory at {the/parent/dir/of/checkpoint}/test. However, the "test" directory itself is empty. I believe it should be writing a .pkl file to the directory, so any reason why it might be empty? The problem still occurs when I specify the output directory.

Here is the full terminal output from running eval command:

INFO test_net.py:  68: Called with args:
INFO test_net.py:  69: Namespace(cfg_file='configs/baselines/e2e_faster_rcnn_R-50-C4_1x.yaml', dataset='my_dataset', load_ckpt='Outputs/e2e_faster_rcnn_R-50-C4_1x/Feb06-15-50-25_k2_step/', load_detectron=None, multi_gpu_testing=True, output_dir='/home/tkmartin/Detectron.pytorch', range=None, set_cfgs=[], vis=False)
INFO test_net.py: 103: Testing with config:
INFO test_net.py: 104: {'BBOX_XFORM_CLIP': 4.135166556742356,
 'CROP_RESIZE_WITH_MAX_POOL': True,
 'CUDA': False,
 'DATA_DIR': '/home/tkmartin/Detectron.pytorch/data',
 'DATA_LOADER': {'NUM_THREADS': 4},
 'DEBUG': False,
 'DEDUP_BOXES': 0.0625,
 'EPS': 1e-14,
 'EXPECTED_RESULTS': [],
 'EXPECTED_RESULTS_ATOL': 0.005,
 'EXPECTED_RESULTS_EMAIL': '',
 'EXPECTED_RESULTS_RTOL': 0.1,
 'FAST_RCNN': {'CONV_HEAD_DIM': 256,
               'MLP_HEAD_DIM': 1024,
               'NUM_STACKED_CONVS': 4,
               'ROI_BOX_HEAD': 'ResNet.ResNet_roi_conv5_head',
               'ROI_XFORM_METHOD': 'RoIAlign',
               'ROI_XFORM_RESOLUTION': 14,
               'ROI_XFORM_SAMPLING_RATIO': 0},
 'FPN': {'COARSEST_STRIDE': 32,
         'DIM': 256,
         'EXTRA_CONV_LEVELS': False,
         'FPN_ON': False,
         'MULTILEVEL_ROIS': False,
         'MULTILEVEL_RPN': False,
         'ROI_CANONICAL_LEVEL': 4,
         'ROI_CANONICAL_SCALE': 224,
         'ROI_MAX_LEVEL': 5,
         'ROI_MIN_LEVEL': 2,
         'RPN_ANCHOR_START_SIZE': 32,
         'RPN_ASPECT_RATIOS': (0.5, 1, 2),
         'RPN_COLLECT_SCALE': 1,
         'RPN_MAX_LEVEL': 6,
         'RPN_MIN_LEVEL': 2,
         'USE_GN': False,
         'ZERO_INIT_LATERAL': False},
 'GROUP_NORM': {'DIM_PER_GP': -1, 'EPSILON': 1e-05, 'NUM_GROUPS': 32},
 'KRCNN': {'CONV_HEAD_DIM': 256,
           'CONV_HEAD_KERNEL': 3,
           'CONV_INIT': 'GaussianFill',
           'DECONV_DIM': 256,
           'DECONV_KERNEL': 4,
           'DILATION': 1,
           'HEATMAP_SIZE': -1,
           'INFERENCE_MIN_SIZE': 0,
           'KEYPOINT_CONFIDENCE': 'bbox',
           'LOSS_WEIGHT': 1.0,
           'MIN_KEYPOINT_COUNT_FOR_VALID_MINIBATCH': 20,
           'NMS_OKS': False,
           'NORMALIZE_BY_VISIBLE_KEYPOINTS': True,
           'NUM_KEYPOINTS': -1,
           'NUM_STACKED_CONVS': 8,
           'ROI_KEYPOINTS_HEAD': '',
           'ROI_XFORM_METHOD': 'RoIAlign',
           'ROI_XFORM_RESOLUTION': 7,
           'ROI_XFORM_SAMPLING_RATIO': 0,
           'UP_SCALE': -1,
           'USE_DECONV': False,
           'USE_DECONV_OUTPUT': False},
 'MATLAB': 'matlab',
 'MODEL': {'BBOX_REG_WEIGHTS': (10.0, 10.0, 5.0, 5.0),
           'CLS_AGNOSTIC_BBOX_REG': False,
           'CONV_BODY': 'ResNet.ResNet50_conv4_body',
           'FASTER_RCNN': True,
           'KEYPOINTS_ON': False,
           'LOAD_IMAGENET_PRETRAINED_WEIGHTS': True,
           'MASK_ON': False,
           'NUM_CLASSES': 2,
           'RPN_ONLY': False,
           'SHARE_RES5': False,
           'TYPE': 'generalized_rcnn',
           'UNSUPERVISED_POSE': False},
 'MRCNN': {'CLS_SPECIFIC_MASK': True,
           'CONV_INIT': 'GaussianFill',
           'DILATION': 2,
           'DIM_REDUCED': 256,
           'MEMORY_EFFICIENT_LOSS': True,
           'RESOLUTION': 14,
           'ROI_MASK_HEAD': '',
           'ROI_XFORM_METHOD': 'RoIAlign',
           'ROI_XFORM_RESOLUTION': 7,
           'ROI_XFORM_SAMPLING_RATIO': 0,
           'THRESH_BINARIZE': 0.5,
           'UPSAMPLE_RATIO': 1,
           'USE_FC_OUTPUT': False,
           'WEIGHT_LOSS_MASK': 1.0},
 'NUM_GPUS': 8,
 'OUTPUT_DIR': 'Outputs',
 'PIXEL_MEANS': array([[[102.9801, 115.9465, 122.7717]]]),
 'POOLING_MODE': 'crop',
 'POOLING_SIZE': 7,
 'PYTORCH_VERSION_LESS_THAN_040': False,
 'RESNETS': {'FREEZE_AT': 2,
             'IMAGENET_PRETRAINED_WEIGHTS': 'data/pretrained_model/resnet50_caffe.pth',
             'NUM_GROUPS': 1,
             'RES5_DILATION': 1,
             'SHORTCUT_FUNC': 'basic_bn_shortcut',
             'STEM_FUNC': 'basic_bn_stem',
             'STRIDE_1X1': True,
             'TRANS_FUNC': 'bottleneck_transformation',
             'USE_GN': False,
             'WIDTH_PER_GROUP': 64},
 'RETINANET': {'ANCHOR_SCALE': 4,
               'ASPECT_RATIOS': (0.5, 1.0, 2.0),
               'BBOX_REG_BETA': 0.11,
               'BBOX_REG_WEIGHT': 1.0,
               'CLASS_SPECIFIC_BBOX': False,
               'INFERENCE_TH': 0.05,
               'LOSS_ALPHA': 0.25,
               'LOSS_GAMMA': 2.0,
               'NEGATIVE_OVERLAP': 0.4,
               'NUM_CONVS': 4,
               'POSITIVE_OVERLAP': 0.5,
               'PRE_NMS_TOP_N': 1000,
               'PRIOR_PROB': 0.01,
               'RETINANET_ON': False,
               'SCALES_PER_OCTAVE': 3,
               'SHARE_CLS_BBOX_TOWER': False,
               'SOFTMAX': False},
 'RFCN': {'PS_GRID_SIZE': 3},
 'RNG_SEED': 3,
 'ROOT_DIR': '/home/tkmartin/Detectron.pytorch',
 'RPN': {'ASPECT_RATIOS': (0.5, 1, 2),
         'CLS_ACTIVATION': 'sigmoid',
         'OUT_DIM': 512,
         'OUT_DIM_AS_IN_DIM': True,
         'RPN_ON': True,
         'SIZES': (32, 64, 128, 256, 512),
         'STRIDE': 16},
 'SOLVER': {'BASE_LR': 0.01,
            'BIAS_DOUBLE_LR': True,
            'BIAS_WEIGHT_DECAY': False,
            'GAMMA': 0.1,
            'LOG_LR_CHANGE_THRESHOLD': 1.1,
            'LRS': [],
            'LR_POLICY': 'steps_with_decay',
            'MAX_ITER': 180000,
            'MOMENTUM': 0.9,
            'SCALE_MOMENTUM': True,
            'SCALE_MOMENTUM_THRESHOLD': 1.1,
            'STEPS': [0, 120000, 160000],
            'STEP_SIZE': 30000,
            'TYPE': 'SGD',
            'WARM_UP_FACTOR': 0.3333333333333333,
            'WARM_UP_ITERS': 500,
            'WARM_UP_METHOD': 'linear',
            'WEIGHT_DECAY': 0.0001,
            'WEIGHT_DECAY_GN': 0.0},
 'TEST': {'BBOX_AUG': {'AREA_TH_HI': 32400,
                       'AREA_TH_LO': 2500,
                       'ASPECT_RATIOS': (),
                       'ASPECT_RATIO_H_FLIP': False,
                       'COORD_HEUR': 'UNION',
                       'ENABLED': False,
                       'H_FLIP': False,
                       'MAX_SIZE': 4000,
                       'SCALES': (),
                       'SCALE_H_FLIP': False,
                       'SCALE_SIZE_DEP': False,
                       'SCORE_HEUR': 'UNION'},
          'BBOX_REG': True,
          'BBOX_VOTE': {'ENABLED': False,
                        'SCORING_METHOD': 'ID',
                        'SCORING_METHOD_BETA': 1.0,
                        'VOTE_TH': 0.8},
          'COMPETITION_MODE': True,
          'DATASETS': (),
          'DETECTIONS_PER_IM': 100,
          'FORCE_JSON_DATASET_EVAL': False,
          'KPS_AUG': {'AREA_TH': 32400,
                      'ASPECT_RATIOS': (),
                      'ASPECT_RATIO_H_FLIP': False,
                      'ENABLED': False,
                      'HEUR': 'HM_AVG',
                      'H_FLIP': False,
                      'MAX_SIZE': 4000,
                      'SCALES': (),
                      'SCALE_H_FLIP': False,
                      'SCALE_SIZE_DEP': False},
          'MASK_AUG': {'AREA_TH': 32400,
                       'ASPECT_RATIOS': (),
                       'ASPECT_RATIO_H_FLIP': False,
                       'ENABLED': False,
                       'HEUR': 'SOFT_AVG',
                       'H_FLIP': False,
                       'MAX_SIZE': 4000,
                       'SCALES': (),
                       'SCALE_H_FLIP': False,
                       'SCALE_SIZE_DEP': False},
          'MAX_SIZE': 1333,
          'NMS': 0.5,
          'PRECOMPUTED_PROPOSALS': False,
          'PROPOSAL_FILES': (),
          'PROPOSAL_LIMIT': 2000,
          'RPN_MIN_SIZE': 0,
          'RPN_NMS_THRESH': 0.7,
          'RPN_POST_NMS_TOP_N': 1000,
          'RPN_PRE_NMS_TOP_N': 6000,
          'SCALE': 800,
          'SCORE_THRESH': 0.05,
          'SOFT_NMS': {'ENABLED': False, 'METHOD': 'linear', 'SIGMA': 0.5}},
 'TRAIN': {'ASPECT_CROPPING': False,
           'ASPECT_GROUPING': True,
           'ASPECT_HI': 2,
           'ASPECT_LO': 0.5,
           'BATCH_SIZE_PER_IM': 512,
           'BBOX_INSIDE_WEIGHTS': (1.0, 1.0, 1.0, 1.0),
           'BBOX_NORMALIZE_MEANS': (0.0, 0.0, 0.0, 0.0),
           'BBOX_NORMALIZE_STDS': (0.1, 0.1, 0.2, 0.2),
           'BBOX_NORMALIZE_TARGETS': True,
           'BBOX_NORMALIZE_TARGETS_PRECOMPUTED': False,
           'BBOX_THRESH': 0.5,
           'BG_THRESH_HI': 0.5,
           'BG_THRESH_LO': 0.0,
           'CROWD_FILTER_THRESH': 0.7,
           'DATASETS': (),
           'FG_FRACTION': 0.25,
           'FG_THRESH': 0.5,
           'FREEZE_CONV_BODY': False,
           'GT_MIN_AREA': -1,
           'IMS_PER_BATCH': 1,
           'MAX_SIZE': 1333,
           'PROPOSAL_FILES': (),
           'RPN_BATCH_SIZE_PER_IM': 256,
           'RPN_FG_FRACTION': 0.5,
           'RPN_MIN_SIZE': 0,
           'RPN_NEGATIVE_OVERLAP': 0.3,
           'RPN_NMS_THRESH': 0.7,
           'RPN_POSITIVE_OVERLAP': 0.7,
           'RPN_POST_NMS_TOP_N': 2000,
           'RPN_PRE_NMS_TOP_N': 12000,
           'RPN_STRADDLE_THRESH': 0,
           'SCALES': (800,),
           'SNAPSHOT_ITERS': 20000,
           'USE_FLIPPED': True},
 'VIS': False,
 'VIS_TH': 0.9}
lin1061991611 commented 5 years ago

im same to u ,did u solved it?

mingkaid commented 5 years ago

Bumping up. Encountered the same issue