Project dependencies may have API risk issues

numpy>=1.13
pyyaml==3.12
matplotlib*
opencv-python>=3.2
setuptools*
Cython*
mock*
scipy*
six*
future*
protobuf*

urllib.request.urlopen

inputs.items
caffenet_weights.ParseFromString
core_config.merge_cfg_from_cfg
A.W.H._labels.reshape.transpose
re.match
get_min_max_levels
model.BilinearInterpolation
metrics.keys
valid_segms.append
type
round
self.net.NextName
add_residual_block
model.mask_net.Proto
core.InjectDeviceCopiesAmongNets
np.logical_and
W.H._bbox_targets.reshape.transpose
FieldOfAnchors
_coco_segms_results_one_category
reversed
new_net.Proto.external_input.extend
response.info
threading.Event
FPN.add_fpn_rpn_losses
_bbox_inside_weights.reshape
w.start
model.AddGradientOperators
losses.append
AttributeError
np.transpose
convert_coco_blobs_to_cityscape_blobs
coco_blob.reshape
anchor_by_gt_overlap.argmax
log_json_stats
get_nvidia_smi_output
self.COCO.getImgIds
logging.basicConfig
core.DeviceOption
_use_voc_evaluator
model.TrainableParams
remove_momentum
self._SetNewLr
CudaDevice
rois_idx_order.np.argsort.astype
gauss_fill
mask_rcnn_fcn_head_v1upXconvs
blob_utils.im_list_to_blob
core.Net
time.sleep
sys.stdout.flush
np.where
plt.figure
box_to_gt_ind_map.astype
model.net.SelectSmoothL1Loss
all_anchors.reshape
e.copy
ops_ref.extend
self._add_proposals_from_file
model.GenerateProposals
_DATASETS.keys
self.SpatialGN
ex_gt_overlaps.argmax
normalize_resnet_name
input_blobs.items
enumerate
core.NameScope
training_stats.UpdateIterStats
np.append
vis_utils.convert_from_cls_format
hash_obj.hexdigest
self.values
add_single_scale_rpn_outputs
np.spacing
im_info.astype
keypoint_utils.keypoints_to_heatmap_labels
blobs.append
lvl.str.k.blobs.append
roi_data_minibatch.get_minibatch_blob_names
os.makedirs
unscoped_param_name.find
head_loss_gradients.values
_create_tensor
ord
cache_cfg_urls
npr.choice
workspace.GlobalInit
mask_rcnn_heads.add_mask_rcnn_losses
segm_utils.polys_to_boxes
_t.toc
self.Conv
kwargs.OpFilter.check
h5py.File
k.roi_map_probs.max
response.read
keypoint_rcnn_heads.add_keypoint_outputs
mask_rcnn_roi_data.add_mask_rcnn_blobs
_write_coco_keypoint_results_file
caffe_pb2.NetParameter
_scale_enum
self.GetStats
c.reshape
np.amax
_remove_layers
A.W.H._bbox_inside_weights.reshape.transpose
op.device_option.CopyFrom
model.ConvGN
envu.get_py_bin_ext
flipped_roidb.append
convert_func.cs.getattr
x
_export_to_logfiledb
cfg_to_load.replace
json_dataset_evaluator.evaluate_boxes
coordinated_get
mask.sum
remove_spatial_bn_layers
AttrDict
argparse.ArgumentParser
_empty_box_results
model.AddLosses
task_evaluation.evaluate_all
model.RoIFeatureTransform
_key_is_renamed
get_minibatch
timers.items
model.net.Name
fuse_first_affine
labels.fill
is_valid
self.ConvTranspose
envu.yaml_load
workspace.ResetWorkspace
caffemodel_file_name.open.read
stats.items
model.WeightedSum
model.param_init_net.ConstantFill
blobs.update
workspace.RunNet
k.blobs.append
init_net.Proto
plt.close
top_segms_out.append
spatial_scales.insert
_check_and_coerce_cfg_value_type
proposal_to_gt_overlaps.argmax
np.column_stack
self.train.CollectAndDistributeFpnRpnProposalsOp.forward.self.net.Python
join
smtplib.SMTP
threading.local
np.isnan
k.endswith
get_bounds
combined_roidb_for_training
np.ones
build_generic_detection_model
np.meshgrid
configure_bbox_reg_weights
self.coordinator.wait_for_stop
check_blobs.keys
c2_utils.GpuNameScope
_coco_eval_to_box_results
i.rpn_blobs.items
c2_utils.CudaScope
open
im_list_to_blob
log_subprocess_output
self.net.GenerateProposals
_get_rpn_blobs
mutils.compare_model
subprocess.check_output
generate_anchors
_get_voc_results_file_template
TrainingStats
merge_cfg_from_cfg
heatmaps.copy
lr_policy.get_lr_at_iter
segm_utils.polys_to_mask_wrt_box
c2_utils.import_detectron_ops
model_dict.keys
score.format.lstrip
convert_gen_proposals
compute_bbox_regression_targets
range
output_idx.outputs.reshape
compute_oks
ious.max
model.net.SigmoidCrossEntropyLoss
rois_idx_restore.astype
np.sqrt
self.net.Python
sio.loadmat
model.net.MomentumSGDUpdate
_key_is_deprecated
_sort_proposals
copyfile
pprint.pformat
cmap
fig.savefig
cs.instances2dict_with_polygons
img_name.replace.strip
GenerateProposalLabelsOp
model_builder.create
bbox_deltas.transpose.reshape
op.name.startswith
logger.warn
self._event.is_set
net.op.extend
fuse_func
dataset_catalog.get_ann_fn
line.rstrip.decode
next
self._add_gt_annotations
K.shifts.reshape.transpose
kwargs.get
shutil.copy
box_utils.filter_small_boxes
deque
JsonDataset
evaluate_proposal_file
print
download_url
overlaps.max
json_dataset_evaluator.evaluate_box_proposals
np.asarray
cv2.putText
_save_models
model.net.SoftmaxFocalLoss
main
_roi_bbox_targets.astype
field_of_anchors.astype
rfcn_heads.add_rfcn_outputs
self._get_gt_keypoints
workspace.FeedBlob
convert_from_cls_format
np.floor
blob.transpose
_coco_bbox_results_one_category
cache_url
box_utils.xywh_to_xyxy
pickle_weights
np.hstack
np.log
np.random.choice
rpn_roi_data.add_rpn_blobs
fast_rcnn_heads.add_fast_rcnn_losses
c2_utils.BlobReferenceList
subprocess.call
caffe2_pb2.NetDef
np.random.randn
reset_names
boxes.copy
keypoints.index
c2_utils.CudaDevice
rpn_blobs.items
i.classes.rjust
parse_args
self.create_blobs_queues
keypoint_rcnn_roi_data.finalize_keypoint_minibatch
add_tensor
get_anchors
v.immutable
gt_boxes.astype
convert_coco_blob_to_cityscapes_blob
f.read
net_drawer.GetPydotGraphMinimal
blob_out.init
cfg.RESNETS.STEM_FUNC.globals
convert_op_in_proto
np.ascontiguousarray
bbox_overlaps
self.should_stop
fig.set_size_inches
self.coordinator.request_stop
c2_utils.UnscopeName
nu.print_net
plt.get_cmap
json_dataset.name.find
blobs.copy
caffenet.layer.pop
p.stdout.close
os.path.join
inputs.append
cs_blob.reshape
model.net.Reshape
valid.astype
extend_with_flipped_entries
d.BB.astype
conv_body_func
recalls.mean.mean
response.info.getheader.strip
bboxs_util.xyxy_to_xywh
ResNet.add_stage
caffe_pb2.BlobProto
op.input.isdigit
Timer
pickle.loads
wraps
bl_out_list.append
model.net.SampleAs
np.average
scores.argsort
json_dataset.COCO.getImgIds
defaultdict
add_conv_body_func
box_utils.bbox_transform_inv
info.decode
str
np.mean
net.BlobIsDefined
get_output_dir
cell_anchors.reshape
parser.add_argument
box_utils.nms
v.astype
_filter_boxes
mime.as_string
rois.rois_idx_restore.rois_stacked.all
logger.warning
get_minibatch_blob_names
get_retinanet_bias_init
model_engine.initialize_model_from_cfg
self.Dropout
CudaScope
MIMEText
weights.reshape
keypoint_utils.flip_keypoints
_flip_poly
np.arange
hasattr
Extension
self.create_enqueue_blobs
check_blobs.values
bg_inds.sampled_boxes.reshape
workspace.CreateBlob
training_stats.ResetIterTimer
sys.exit
model.net.GroupSpatialSoftmax
func_name.split
filter_for_training
detectron.utils.train.train_model
vis_keypoints
any
COCOeval
evaluate_boxes
_empty_box_proposal_results
utils.Caffe2TensorToNumpyArray
processed_ims.append
roi_data_loader.get_next_minibatch
nu.broadcast_parameters
blob_utils.serialize
_whctrs
_write_coco_segms_results_file
coco_eval.evaluate
keypoint_flip_map.items
np.testing.assert_array_almost_equal
proposal_to_gt_overlaps.max
inds.sum
COCO
segms_util.polys_to_boxes
convert_net
pretrained_weights.protos.extend
gt_inds.rois.astype
_sort_results
prototxt_file_name.open.read
logger.info
self.deque.append
ret.fill
CollectAndDistributeFpnRpnProposalsOp
GenerateProposalLabelsOp.forward.self.net.Python
gt_overlaps.max
self._shuffle_roidb_inds
os.path.split
rpn_roi_data.get_rpn_blob_names
model1_func
box_utils.unique_boxes
BlobReferenceList
workspace.FetchBlobs
voc_dataset_evaluator.evaluate_boxes
self.COCO.loadCats
url.startswith
polygons_norm.append
new_net.Proto.external_output.extend
_add_multilevel_rois
sampled_labels.astype
sys.stdout.write
single_gpu_build_func
run_inference
c2_utils.import_contrib_ops
fid_txt.write
do_reval
self.net.Conv
t.float_data.extend
test_timer.tic
vis
_merge_a_into_b
subprocess_stdout.close
cityscapes_eval.main
response.info.get.strip
npr.randint
ret_net.Proto
self.train.spatial_scale.anchors.GenerateProposalsOp.forward.self.net.Python
colormap
_do_broadcast
const_fill
method.self.net.__getattr__
model.roi_data_loader.has_stopped
add_stage
np.uint8.obj.pickle.dumps.np.fromstring.astype
self._CorrectMomentum
voc_info
workspace.Blobs
scores_to_probs
logging.getLogger.setLevel
model2_func
format
img_name.replace
dataset.name.find
all
load_and_convert_caffe_model
os.getcwd
removed_tensors.append
keep.append
self.series.append
add_roi_mask_head_func
_coco_kp_results_one_category
fpn.add_multilevel_roi_blobs
fast_rcnn_heads.add_fast_rcnn_outputs
retinanet_roi_data.get_retinanet_blob_names
get_group_gn
retinanet_roi_data.add_retinanet_blobs
loader_loop
cfg.immutable
uuid4
blobs.clear
self.smoothed_mb_qsize.GetMedianValue
results.keys
task_evaluation.log_box_proposal_results
detpath.format
initialize_gpu_from_weights_file
OrderedDict
pickle.dumps
np.zeros_like
envu.import_nccl_ops
box_utils.clip_boxes_to_image
Coordinator
get_keypoints
isinstance
layer.blobs.extend
a.items
test_timer.toc
R.x.x.np.array.astype
self.get_next_minibatch
zip
os.remove
self.net.Concat
osp.join
_do_segmentation_eval
arr.astype
FPN.add_fpn_rpn_outputs
box_utils.clip_tiled_boxes
np.cumsum
t.gt_overlaps.sum
add_bbox_regression_targets
np.array
_save_image_graphs
box_utils.bbox_transform
model.FC
create_input_blobs_for_net
self.__dict__.values
task_evaluation.log_copy_paste_friendly_results
boxes.boxes.all
self.smoothed_mb_qsize.AddValue
logging.getLogger
set
flipped_segms.append
iteritems
caffenet_weights.layer.pop
data_set.split
coco_blob.mean
NotImplementedError
uuid.uuid4
net.external_input.extend
model.GetLossScale
model.ConvTranspose
queue.put
c2_utils.CpuScope
json_dataset.add_proposals
chr
add_bbox_ops
flip_map.items
model.net.UpsampleNearest
_mkanchors
bias.astype
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os.rename
p.str.find
weights.gt_rois.ex_rois.box_utils.bbox_transform_inv.astype
threading.Thread
convert_coco_stuff_mat
ann.segms_util.polys_to_boxes.bboxs_util.xyxy_to_xywh.tolist
reset_blob_names
_ornone
caffe2_pb2.TensorProto
os.listdir
plt.autoscale
x.strip
test_engine.initialize_model_from_cfg
_expand_to_class_specific_mask_targets
name_compat.get_new_name
vis_utils.vis_one_image
cv2.addWeighted
kp.keypoints.astype
c2_py_utils.GetGPUMemoryUsageStats
super
generalized_rcnn
_add_class_assignments
self._init_keypoints
broadcast_parameters
self.iter_timer.reset
blob_utils.get_loss_gradients
score_inputs.blob.blob.data.np.concatenate.squeeze
scoped_name.startswith
func
np.random.permutation
envu.get_runtime_dir
results.extend
add_single_scale_rpn_losses
np.nonzero
im.astype
dataset_catalog.contains
self.COCO.loadImgs
os.walk
blobs.astype
rpn_engine.im_proposals
np.concatenate
logger.setLevel
np.array_split
os.path.abspath
evaluate_masks
self.gn_params.append
coordinated_put
outputs.append
_use_json_dataset_evaluator
importlib.import_module
min
run_model_pb
src_blobs.keys
envu.get_detectron_ops_lib
add_fpn
entry.extend
parser.parse_args
all_dets.astype
self._minibatch_queue.full
full_key.split
self.AffineChannel
os.path.exists
_get_lr_change_ratio
predictor_exporter.save_to_db
self._perm.rotate
blobs.items
dataset.get_roidb
i.retinanet_blobs.items
_write_voc_results_files
k.roi_map.argmax
annopath.format
shlex_quote
workspace.RunOperatorOnce
os.path.splitext
fid.write
model.param_init_net.Proto
net_drawer.GetPydotGraph
graph.write_png
f.fileno
inds.max
inds.scores.squeeze
data_utils.get_field_of_anchors
k.find
_sample_rois
np.sum
FpnLevelInfo
logger.error
multi_gpu_generate_rpn_on_dataset
cython_nms.soft_nms
queue.get
blob_utils.zeros
hash_obj.update
workspace.RunNetOnce
coco_blob.std
line.rstrip
response.info.getheader
key.blobs.append
training_stats.LogIterStats
src_name.src_blobs.astype
_labels.reshape
box_utils.bbox_overlaps
A.W.H._bbox_outside_weights.reshape.transpose
keypoint_rcnn_heads.add_keypoint_losses
categories.append
KeyError
op_filter
send_email
_add_roi_keypoint_head
hashlib.md5
vis_mask
np.histogram
valid_objs.append
os.path.dirname
w.join
foas.append
get_func
recalls.mean
k.ljust
json.dumps
outputs.reshape
cuda_visible_devices.split
mask.copy
model.net.DequeueBlobs
model.roi_data_loader.register_sigint_handler
scores.transpose
sorted
possibly_scoped_name.rfind
input_name.isdigit
model.net.Clone
self.DetectionModelHelper.super.__init__
self.close_blobs_queues
putils.MakeArgument
url_md5sum.urllib.request.urlopen.read
np.logical_not
cv2.findContours
add_roi_box_head_func
P_temp.mean
model_dict.items
add_shortcut
w.setDaemon
convert_collect_and_distribute
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voc_ap
core_config.load_cfg
w.h._labels.astype
fpn_level_info_func
ds.get_roidb
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gradients.append
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v.GetMedianValue
f.write
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net.Proto.op.extend
mask_util.frPyObjects
scores.squeeze
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model_engine.im_detect_all
self.create_threads
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f.readlines
scores.transpose.reshape
boxes_from_polys.astype
flipped_poly.tolist
shift_x.ravel
np.log2
bbox_feat_list.append
mask_rcnn_heads.add_mask_rcnn_outputs
core.DeviceScope
x.strip.split
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workspace.GetCuDNNVersion
temp.max
model.net.Sum
all_net.Proto
np.expand_dims
cfg.RESNETS.TRANS_FUNC.globals
self.TrainableParams
cv2.drawContours
pickle.load
DetectionModelHelper
core.ScopedBlobReference
roi_data_loader.shutdown
self.reset
new_net.Proto
os.path.basename
model_type_func.get_func
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merge_cfg_from_file
np.maximum
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model.Relu
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max
osp.exists
dataset_catalog.get_im_dir
name.find
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op_func_chain
np.dtype
GenerateProposalsOp
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np.minimum
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boxes.append
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np.sort
keypoint_coords.copy
ValueError
np.argsort
shifts.reshape
shift_y.ravel.shift_x.ravel.shift_y.ravel.shift_x.ravel.np.vstack.transpose
add_missing_biases
add_fpn_onto_conv_body
create_model
subprocess.Popen
_add_fast_rcnn_head
np.reshape
self.coordinator.should_stop
assert_and_infer_cfg
np.random.seed
mutils.get_op_arg_valf
keypoint_rcnn_roi_data.add_keypoint_rcnn_blobs
rois_names.len.blobs.np.concatenate.squeeze
model.Conv
np.absolute
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np.finfo
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setup
rjust
nu.save_model_to_weights_file
self._minibatch_queue.qsize
np.zeros
self.create_param
anchors.astype
i.boxes.astype
blob_utils.deserialize
abs
json_dataset.get_roidb
src_name.endswith
plt.Axes
envu.get_custom_ops_lib
add_topdown_lateral_module
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bbox_deltas.transpose
get_devkit_dir
net.Proto.external_input.extend
mutils.create_input_blobs_for_net
box_utils.boxes_area
net.DequeueBlobs
url_md5sum.urllib.request.urlopen.read.strip
self.get_output_names
self._get_next_minibatch_inds
self.debug_timer.toc
locals
R.astype
len
imgIds.sort
np.unique
self.shutdown
os.path.isfile
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re.findall
dyndep.InitOpsLibrary
all_net.Proto.SerializeToString
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self.smoothed_losses_and_metrics.items
coco_eval.accumulate
sum
collect
_remove_proposals_not_in_roidb
model.net.ConstantFill
os.fsync
muji.Allreduce
model.keypoint_net.Proto
self._prep_roidb_entry
infer_engine.initialize_model_from_cfg
img.astype
model.roi_data_loader.shutdown
load_model
heats.reshape
ids.append
float
mutils.filter_op
self.iter_timer.tic
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cfg_to_load.readlines
scale.boxes.np.round.dot
metrics.values
new_net.BlobIsDefined
data_utils.unmap
c2_utils.get_nvidia_info
vis_class
workspace.HasBlob
cfg.is_immutable
mutils.update_mobile_engines
c2_utils.SuffixNet
gt_overlaps.argmax
self.net.Proto
workspace.FetchBlob
self.AttrDict.super.__init__
cv2.imread
get_class_string
model.Softmax
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np.all
np.copy
net.layer.pop
file_in.sio.loadmat.ravel
ims.im.im.shape.np.array.max
data.get
logger.critical
loss_gradients.update
filenames.append
t.dims.extend
dataset.name.all_results.update
cs_json_dataset_evaluator.evaluate_masks
merge_cfg_from_list
json_dataset_evaluator.evaluate_keypoints
threading.Lock
load_timer.toc
ws.sum
cmd.format
build_generic_retinanet_model
_get_file_md5sum
plt.plot
dataset_catalog.get_im_prefix
_do_detection_eval
np.vstack
coco_eval.summarize
box_utils.xyxy_to_xywh
id_or_index
self.losses_and_metrics.keys
collections.namedtuple
assert_cache_file_is_ok
heats.astype
get_step_index
p.wait
blobs_fpn.insert
fast_rcnn_roi_data.add_fast_rcnn_blobs
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tree.findall
segm_utils.is_poly
model.param_to_grad.values
training_stats.IterToc
json_dataset.COCO.loadRes
im_scales.append
tmp.append
model.net.Sigmoid
build_generic_rfcn_model
cv2.imwrite
load_cfg
glob.iglob
imageio.imsave
load_object
info.strip
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progress_hook
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output_name.find
np.median
generate_proposals_on_roidb
segm_utils.flip_segms
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model.AveragePool
net.Clone
test_model
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f
k.decoded_top_masks.sum
np.uint8.arr.astype.tobytes
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model.ConvShared
cv2.rectangle
workspace.CreateNet
mask_rcnn_fcn_head_v1upXconvs_gn
self._event.wait
ax.axis
plt.Rectangle
COCOmask.iou
self.model.roi_data_loader._minibatch_queue.qsize
np.empty
evaluate_keypoints
s.sendmail
model.LRN
remove_layers_without_parameters
overlaps.argmax
net.Proto
bn_tensors.extend
cfg.RPN.ASPECT_RATIOS.anchor_sizes.spatial_scale.generate_anchors.generate_anchors.astype
roi_data_loader.get_output_names
roi_map.copy
model_builder.add_inference_inputs
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xy.append
self.__dict__.update
urllib.request.urlopen
ws.mean
GpuNameScope
np.cos
cythonize
new_ops.extend
processes.append
rpn_heads.add_generic_rpn_outputs
subpro