repo stringclasses 454
values | file_path stringlengths 5 201 | extension stringclasses 1
value | content stringlengths 8 509k | num_lines int64 3 16.9k | size_bytes int64 8 511k |
|---|---|---|---|---|---|
detectron2 | projects/PointSup/tools/prepare_coco_point_annotations_without_masks.py | .py | #!/usr/bin/env python3
# -*- coding: utf-8 -*-
# Copyright (c) Facebook, Inc. and its affiliates. All Rights Reserved
import copy
import json
import numpy as np
import os
import sys
import pycocotools.mask as mask_utils
from detectron2.utils.env import seed_all_rng
from detectron2.utils.file_io import PathManager
d... | 109 | 3,979 |
detectron2 | projects/PointSup/point_sup/point_utils.py | .py | # Copyright (c) Facebook, Inc. and its affiliates. All Rights Reserved
import torch
from detectron2.layers import cat
def get_point_coords_from_point_annotation(instances):
"""
Load point coords and their corresponding labels from point annotation.
Args:
instances (list[Instances]): A list of N ... | 78 | 3,288 |
detectron2 | projects/PointSup/point_sup/mask_head.py | .py | # Copyright (c) Facebook, Inc. and its affiliates. All Rights Reserved
import numpy as np
from typing import Any, List
from detectron2.modeling import ROI_MASK_HEAD_REGISTRY
from detectron2.modeling.roi_heads.mask_head import MaskRCNNConvUpsampleHead, mask_rcnn_inference
from detectron2.projects.point_rend import Impl... | 78 | 3,001 |
detectron2 | projects/PointSup/point_sup/detection_utils.py | .py | # -*- coding: utf-8 -*-
# Copyright (c) Facebook, Inc. and its affiliates. All Rights Reserved
import numpy as np
import torch
# fmt: off
from detectron2.data.detection_utils import \
annotations_to_instances as base_annotations_to_instances
from detectron2.data.detection_utils import \
transform_instance_ann... | 104 | 4,126 |
detectron2 | projects/PointSup/point_sup/register_point_annotations.py | .py | # Copyright (c) Facebook, Inc. and its affiliates. All Rights Reserved
import logging
import os
from detectron2.data import DatasetCatalog, MetadataCatalog
from detectron2.data.datasets.builtin import _get_builtin_metadata
from detectron2.data.datasets.coco import load_coco_json
logger = logging.getLogger(__name__)
... | 70 | 2,657 |
detectron2 | projects/PointSup/point_sup/config.py | .py | # -*- coding: utf-8 -*-
# Copyright (c) Facebook, Inc. and its affiliates. All Rights Reserved
def add_point_sup_config(cfg):
"""
Add config for point supervision.
"""
# Use point annotation
cfg.INPUT.POINT_SUP = False
# Sample only part of points in each iteration.
# Default: 0, use all a... | 14 | 369 |
detectron2 | projects/PointSup/point_sup/dataset_mapper.py | .py | # Copyright (c) Facebook, Inc. and its affiliates. All Rights Reserved
import copy
import logging
import numpy as np
from typing import List, Union
import torch
import detectron2.data.detection_utils as utils
import detectron2.data.transforms as T
from detectron2.config import configurable
from .detection_utils impor... | 126 | 4,810 |
detectron2 | projects/DensePose/setup.py | .py | import re
from pathlib import Path
from setuptools import find_packages, setup
try:
import torch # noqa: F401
except ImportError as e:
raise Exception(
"""
You must install PyTorch prior to installing DensePose:
pip install torch
For more information:
https://pytorch.org/get-started/locally/
... | 43 | 1,245 |
detectron2 | projects/DensePose/query_db.py | .py | #!/usr/bin/env python3
# Copyright (c) Facebook, Inc. and its affiliates.
import argparse
import logging
import os
import sys
from timeit import default_timer as timer
from typing import Any, ClassVar, Dict, List
import torch
from detectron2.data.catalog import DatasetCatalog
from detectron2.utils.file_io import Path... | 251 | 8,412 |
detectron2 | projects/DensePose/apply_net.py | .py | #!/usr/bin/env python3
# Copyright (c) Facebook, Inc. and its affiliates.
import argparse
import glob
import logging
import os
import sys
from typing import Any, ClassVar, Dict, List
import torch
from detectron2.config import CfgNode, get_cfg
from detectron2.data.detection_utils import read_image
from detectron2.engi... | 354 | 12,506 |
detectron2 | projects/DensePose/train_net.py | .py | #!/usr/bin/env python3
# Copyright (c) Facebook, Inc. and its affiliates.
"""
DensePose Training Script.
This script is similar to the training script in detectron2/tools.
It is an example of how a user might use detectron2 for a new project.
"""
from datetime import timedelta
import detectron2.utils.comm as comm
... | 85 | 2,541 |
detectron2 | projects/DensePose/densepose/__init__.py | .py | # Copyright (c) Facebook, Inc. and its affiliates.
# pyre-unsafe
from .data.datasets import builtin # just to register data
from .converters import builtin as builtin_converters # register converters
from .config import (
add_densepose_config,
add_densepose_head_config,
add_hrnet_config,
add_dataset_... | 23 | 783 |
detectron2 | projects/DensePose/densepose/config.py | .py | # -*- coding = utf-8 -*-
# Copyright (c) Facebook, Inc. and its affiliates.
# pyre-ignore-all-errors
from detectron2.config import CfgNode as CN
def add_dataset_category_config(cfg: CN) -> None:
"""
Add config for additional category-related dataset options
- category whitelisting
- category mappin... | 278 | 12,449 |
detectron2 | projects/DensePose/densepose/modeling/test_time_augmentation.py | .py | # Copyright (c) Facebook, Inc. and its affiliates.
# pyre-unsafe
import copy
import numpy as np
import torch
from fvcore.transforms import HFlipTransform, TransformList
from torch.nn import functional as F
from detectron2.data.transforms import RandomRotation, RotationTransform, apply_transform_gens
from detectron2.m... | 210 | 10,849 |
detectron2 | projects/DensePose/densepose/modeling/confidence.py | .py | # Copyright (c) Facebook, Inc. and its affiliates.
# pyre-unsafe
from dataclasses import dataclass
from enum import Enum
from detectron2.config import CfgNode
class DensePoseUVConfidenceType(Enum):
"""
Statistical model type for confidence learning, possible values:
- "iid_iso": statistically independ... | 76 | 2,231 |
detectron2 | projects/DensePose/densepose/modeling/inference.py | .py | # Copyright (c) Facebook, Inc. and its affiliates.
# pyre-unsafe
from dataclasses import fields
from typing import Any, List
import torch
from detectron2.structures import Instances
def densepose_inference(densepose_predictor_output: Any, detections: List[Instances]) -> None:
"""
Splits DensePose predictor ... | 47 | 1,954 |
detectron2 | projects/DensePose/densepose/modeling/utils.py | .py | # Copyright (c) Facebook, Inc. and its affiliates.
# pyre-unsafe
from torch import nn
def initialize_module_params(module: nn.Module) -> None:
for name, param in module.named_parameters():
if "bias" in name:
nn.init.constant_(param, 0)
elif "weight" in name:
nn.init.kaimi... | 14 | 375 |
detectron2 | projects/DensePose/densepose/modeling/__init__.py | .py | # Copyright (c) Facebook, Inc. and its affiliates.
# pyre-unsafe
from .confidence import DensePoseConfidenceModelConfig, DensePoseUVConfidenceType
from .filter import DensePoseDataFilter
from .inference import densepose_inference
from .utils import initialize_module_params
from .build import (
build_densepose_dat... | 16 | 447 |
detectron2 | projects/DensePose/densepose/modeling/filter.py | .py | # Copyright (c) Facebook, Inc. and its affiliates.
# pyre-unsafe
from typing import List
import torch
from detectron2.config import CfgNode
from detectron2.structures import Instances
from detectron2.structures.boxes import matched_pairwise_iou
class DensePoseDataFilter:
def __init__(self, cfg: CfgNode):
... | 97 | 4,420 |
detectron2 | projects/DensePose/densepose/modeling/densepose_checkpoint.py | .py | # Copyright (c) Facebook, Inc. and its affiliates.
# pyre-unsafe
from collections import OrderedDict
from detectron2.checkpoint import DetectionCheckpointer
def _rename_HRNet_weights(weights):
# We detect and rename HRNet weights for DensePose. 1956 and 1716 are values that are
# common to all HRNet pretra... | 38 | 1,286 |
detectron2 | projects/DensePose/densepose/modeling/hrfpn.py | .py | # Copyright (c) Facebook, Inc. and its affiliates.
# pyre-unsafe
"""
MIT License
Copyright (c) 2019 Microsoft
Permission is hereby granted, free of charge, to any person obtaining a copy
of this software and associated documentation files (the "Software"), to deal
in the Software without restriction, including without... | 186 | 7,092 |
detectron2 | projects/DensePose/densepose/modeling/hrnet.py | .py | # Copyright (c) Facebook, Inc. and its affiliates.
# ------------------------------------------------------------------------------
# Copyright (c) Microsoft
# Licensed under the MIT License.
# Written by Bin Xiao (leoxiaobin@gmail.com)
# Modified by Bowen Cheng (bcheng9@illinois.edu)
# Adapted from https://github.com/... | 478 | 17,884 |
detectron2 | projects/DensePose/densepose/modeling/build.py | .py | # Copyright (c) Facebook, Inc. and its affiliates.
# pyre-unsafe
from typing import Optional
from torch import nn
from detectron2.config import CfgNode
from .cse.embedder import Embedder
from .filter import DensePoseDataFilter
def build_densepose_predictor(cfg: CfgNode, input_channels: int):
"""
Create an... | 90 | 2,567 |
detectron2 | projects/DensePose/densepose/modeling/predictors/cse.py | .py | # Copyright (c) Facebook, Inc. and its affiliates. All Rights Reserved
# pyre-unsafe
import torch
from torch import nn
from detectron2.config import CfgNode
from detectron2.layers import ConvTranspose2d, interpolate
from ...structures import DensePoseEmbeddingPredictorOutput
from ..utils import initialize_module_pa... | 73 | 2,667 |
detectron2 | projects/DensePose/densepose/modeling/predictors/chart_with_confidence.py | .py | # Copyright (c) Facebook, Inc. and its affiliates.
# pyre-unsafe
from . import DensePoseChartConfidencePredictorMixin, DensePoseChartPredictor
from .registry import DENSEPOSE_PREDICTOR_REGISTRY
@DENSEPOSE_PREDICTOR_REGISTRY.register()
class DensePoseChartWithConfidencePredictor(
DensePoseChartConfidencePredicto... | 18 | 447 |
detectron2 | projects/DensePose/densepose/modeling/predictors/cse_with_confidence.py | .py | # Copyright (c) Facebook, Inc. and its affiliates.
# pyre-unsafe
from . import DensePoseEmbeddingConfidencePredictorMixin, DensePoseEmbeddingPredictor
from .registry import DENSEPOSE_PREDICTOR_REGISTRY
@DENSEPOSE_PREDICTOR_REGISTRY.register()
class DensePoseEmbeddingWithConfidencePredictor(
DensePoseEmbeddingCo... | 18 | 463 |
detectron2 | projects/DensePose/densepose/modeling/predictors/chart_confidence.py | .py | # Copyright (c) Facebook, Inc. and its affiliates.
# pyre-unsafe
from typing import Any
import torch
from torch.nn import functional as F
from detectron2.config import CfgNode
from detectron2.layers import ConvTranspose2d
from ...structures import decorate_predictor_output_class_with_confidences
from ..confidence i... | 180 | 8,597 |
detectron2 | projects/DensePose/densepose/modeling/predictors/cse_confidence.py | .py | # Copyright (c) Facebook, Inc. and its affiliates.
# pyre-unsafe
from typing import Any
import torch
from torch.nn import functional as F
from detectron2.config import CfgNode
from detectron2.layers import ConvTranspose2d
from densepose.modeling.confidence import DensePoseConfidenceModelConfig
from densepose.modeli... | 118 | 5,142 |
detectron2 | projects/DensePose/densepose/modeling/predictors/chart.py | .py | # Copyright (c) Facebook, Inc. and its affiliates.
# pyre-unsafe
import torch
from torch import nn
from detectron2.config import CfgNode
from detectron2.layers import ConvTranspose2d, interpolate
from ...structures import DensePoseChartPredictorOutput
from ..utils import initialize_module_params
from .registry impo... | 97 | 3,708 |
detectron2 | projects/DensePose/densepose/modeling/roi_heads/v1convx.py | .py | # Copyright (c) Facebook, Inc. and its affiliates.
# pyre-unsafe
import torch
from torch import nn
from torch.nn import functional as F
from detectron2.config import CfgNode
from detectron2.layers import Conv2d
from ..utils import initialize_module_params
from .registry import ROI_DENSEPOSE_HEAD_REGISTRY
@ROI_DEN... | 67 | 2,086 |
detectron2 | projects/DensePose/densepose/modeling/roi_heads/deeplab.py | .py | # Copyright (c) Facebook, Inc. and its affiliates.
# pyre-unsafe
import fvcore.nn.weight_init as weight_init
import torch
from torch import nn
from torch.nn import functional as F
from detectron2.config import CfgNode
from detectron2.layers import Conv2d
from .registry import ROI_DENSEPOSE_HEAD_REGISTRY
@ROI_DENS... | 267 | 8,693 |
detectron2 | projects/DensePose/densepose/modeling/roi_heads/roi_head.py | .py | # Copyright (c) Facebook, Inc. and its affiliates.
# pyre-unsafe
import numpy as np
from typing import Dict, List, Optional
import fvcore.nn.weight_init as weight_init
import torch
import torch.nn as nn
from torch.nn import functional as F
from detectron2.layers import Conv2d, ShapeSpec, get_norm
from detectron2.mod... | 229 | 9,535 |
detectron2 | projects/DensePose/densepose/modeling/losses/cse.py | .py | # Copyright (c) Facebook, Inc. and its affiliates. All Rights Reserved
# pyre-unsafe
from typing import Any, List
from torch import nn
from detectron2.config import CfgNode
from detectron2.structures import Instances
from .cycle_pix2shape import PixToShapeCycleLoss
from .cycle_shape2shape import ShapeToShapeCycleLo... | 118 | 4,776 |
detectron2 | projects/DensePose/densepose/modeling/losses/embed_utils.py | .py | # Copyright (c) Facebook, Inc. and its affiliates. All Rights Reserved
# pyre-unsafe
from dataclasses import dataclass
from typing import Any, Optional
import torch
from detectron2.structures import BoxMode, Instances
from .utils import AnnotationsAccumulator
@dataclass
class PackedCseAnnotations:
x_gt: torch... | 140 | 5,436 |
detectron2 | projects/DensePose/densepose/modeling/losses/utils.py | .py | # Copyright (c) Facebook, Inc. and its affiliates.
# pyre-unsafe
from abc import ABC, abstractmethod
from dataclasses import dataclass
from typing import Any, Dict, List, Optional, Tuple
import torch
from torch.nn import functional as F
from detectron2.structures import BoxMode, Instances
from densepose import Dens... | 447 | 18,222 |
detectron2 | projects/DensePose/densepose/modeling/losses/embed.py | .py | # Copyright (c) Facebook, Inc. and its affiliates. All Rights Reserved
# pyre-unsafe
from typing import Any, Dict, List
import torch
from torch import nn
from torch.nn import functional as F
from detectron2.config import CfgNode
from detectron2.structures import Instances
from densepose.data.meshes.catalog import M... | 127 | 5,879 |
detectron2 | projects/DensePose/densepose/modeling/losses/cycle_pix2shape.py | .py | # Copyright (c) Facebook, Inc. and its affiliates. All Rights Reserved
# pyre-unsafe
from typing import Any, List
import torch
from torch import nn
from torch.nn import functional as F
from detectron2.config import CfgNode
from detectron2.structures import Instances
from densepose.data.meshes.catalog import MeshCat... | 157 | 7,230 |
detectron2 | projects/DensePose/densepose/modeling/losses/mask.py | .py | # Copyright (c) Facebook, Inc. and its affiliates. All Rights Reserved
# pyre-unsafe
from dataclasses import dataclass
from typing import Any, Iterable, List, Optional
import torch
from torch.nn import functional as F
from detectron2.structures import Instances
@dataclass
class DataForMaskLoss:
"""
Contain... | 128 | 5,336 |
detectron2 | projects/DensePose/densepose/modeling/losses/__init__.py | .py | # Copyright (c) Facebook, Inc. and its affiliates.
# pyre-unsafe
from .chart import DensePoseChartLoss
from .chart_with_confidences import DensePoseChartWithConfidenceLoss
from .cse import DensePoseCseLoss
from .registry import DENSEPOSE_LOSS_REGISTRY
__all__ = [
"DensePoseChartLoss",
"DensePoseChartWithCon... | 17 | 391 |
detectron2 | projects/DensePose/densepose/modeling/losses/segm.py | .py | # Copyright (c) Facebook, Inc. and its affiliates. All Rights Reserved
# pyre-unsafe
from typing import Any, List
import torch
from torch.nn import functional as F
from detectron2.config import CfgNode
from detectron2.structures import Instances
from .utils import resample_data
class SegmentationLoss:
"""
... | 86 | 3,370 |
detectron2 | projects/DensePose/densepose/modeling/losses/soft_embed.py | .py | # Copyright (c) Facebook, Inc. and its affiliates. All Rights Reserved
# pyre-unsafe
from typing import Any, Dict, List
import torch
from torch import nn
from torch.nn import functional as F
from detectron2.config import CfgNode
from detectron2.structures import Instances
from densepose.data.meshes.catalog import M... | 141 | 6,590 |
detectron2 | projects/DensePose/densepose/modeling/losses/chart_with_confidences.py | .py | # Copyright (c) Facebook, Inc. and its affiliates.
# pyre-unsafe
import math
from typing import Any, List
import torch
from torch import nn
from torch.nn import functional as F
from detectron2.config import CfgNode
from detectron2.structures import Instances
from .. import DensePoseConfidenceModelConfig, DensePoseUV... | 213 | 9,165 |
detectron2 | projects/DensePose/densepose/modeling/losses/cycle_shape2shape.py | .py | # Copyright (c) Facebook, Inc. and its affiliates. All Rights Reserved
# pyre-unsafe
import random
from typing import Tuple
import torch
from torch import nn
from torch.nn import functional as F
from detectron2.config import CfgNode
from densepose.structures.mesh import create_mesh
from .utils import sample_random... | 122 | 4,746 |
detectron2 | projects/DensePose/densepose/modeling/losses/chart.py | .py | # Copyright (c) Facebook, Inc. and its affiliates.
# pyre-unsafe
from typing import Any, List
import torch
from torch.nn import functional as F
from detectron2.config import CfgNode
from detectron2.structures import Instances
from .mask_or_segm import MaskOrSegmentationLoss
from .registry import DENSEPOSE_LOSS_REGI... | 294 | 14,195 |
detectron2 | projects/DensePose/densepose/modeling/losses/mask_or_segm.py | .py | # Copyright (c) Facebook, Inc. and its affiliates. All Rights Reserved
# pyre-unsafe
from typing import Any, List
import torch
from detectron2.config import CfgNode
from detectron2.structures import Instances
from .mask import MaskLoss
from .segm import SegmentationLoss
class MaskOrSegmentationLoss:
"""
M... | 75 | 2,985 |
detectron2 | projects/DensePose/densepose/modeling/cse/utils.py | .py | # Copyright (c) Facebook, Inc. and its affiliates. All Rights Reserved
# pyre-unsafe
import torch
from torch.nn import functional as F
def squared_euclidean_distance_matrix(pts1: torch.Tensor, pts2: torch.Tensor) -> torch.Tensor:
"""
Get squared Euclidean Distance Matrix
Computes pairwise squared Euclid... | 84 | 3,347 |
detectron2 | projects/DensePose/densepose/modeling/cse/embedder.py | .py | # Copyright (c) Facebook, Inc. and its affiliates. All Rights Reserved
# pyre-unsafe
import logging
import numpy as np
import pickle
from enum import Enum
from typing import Optional
import torch
from torch import nn
from detectron2.config import CfgNode
from detectron2.utils.file_io import PathManager
from .vertex... | 131 | 4,840 |
detectron2 | projects/DensePose/densepose/modeling/cse/vertex_feature_embedder.py | .py | # Copyright (c) Facebook, Inc. and its affiliates. All Rights Reserved
# pyre-unsafe
import pickle
import torch
from torch import nn
from detectron2.utils.file_io import PathManager
from .utils import normalize_embeddings
class VertexFeatureEmbedder(nn.Module):
"""
Class responsible for embedding vertex f... | 78 | 2,666 |
detectron2 | projects/DensePose/densepose/modeling/cse/vertex_direct_embedder.py | .py | # Copyright (c) Facebook, Inc. and its affiliates. All Rights Reserved
# pyre-unsafe
import pickle
import torch
from torch import nn
from detectron2.utils.file_io import PathManager
from .utils import normalize_embeddings
class VertexDirectEmbedder(nn.Module):
"""
Class responsible for embedding vertices.... | 67 | 1,944 |
detectron2 | projects/DensePose/densepose/vis/densepose_outputs_iuv.py | .py | # Copyright (c) Facebook, Inc. and its affiliates.
# pyre-unsafe
import numpy as np
from typing import Optional, Tuple
import cv2
from densepose.structures import DensePoseDataRelative
from ..structures import DensePoseChartPredictorOutput
from .base import Boxes, Image, MatrixVisualizer
class DensePoseOutputsVisu... | 104 | 3,965 |
detectron2 | projects/DensePose/densepose/vis/densepose_results.py | .py | # Copyright (c) Facebook, Inc. and its affiliates.
# pyre-unsafe
import logging
import numpy as np
from typing import List, Optional, Tuple
import cv2
import torch
from densepose.structures import DensePoseDataRelative
from ..structures import DensePoseChartResult
from .base import Boxes, Image, MatrixVisualizer
c... | 360 | 12,797 |
detectron2 | projects/DensePose/densepose/vis/densepose_data_points.py | .py | # Copyright (c) Facebook, Inc. and its affiliates.
# pyre-unsafe
import numpy as np
from typing import Iterable, Optional, Tuple
import cv2
from densepose.structures import DensePoseDataRelative
from .base import Boxes, Image, MatrixVisualizer, PointsVisualizer
class DensePoseDataCoarseSegmentationVisualizer:
... | 109 | 3,845 |
detectron2 | projects/DensePose/densepose/vis/extractor.py | .py | # Copyright (c) Facebook, Inc. and its affiliates.
# pyre-unsafe
import logging
from typing import List, Optional, Sequence, Tuple
import torch
from detectron2.layers.nms import batched_nms
from detectron2.structures.instances import Instances
from densepose.converters import ToChartResultConverterWithConfidences
fr... | 204 | 6,883 |
detectron2 | projects/DensePose/densepose/vis/densepose_outputs_vertex.py | .py | # Copyright (c) Facebook, Inc. and its affiliates. All Rights Reserved
# pyre-unsafe
import json
import numpy as np
from functools import lru_cache
from typing import Dict, List, Optional, Tuple
import cv2
import torch
from detectron2.utils.file_io import PathManager
from densepose.modeling import build_densepose_em... | 232 | 8,437 |
detectron2 | projects/DensePose/densepose/vis/densepose_results_textures.py | .py | # Copyright (c) Facebook, Inc. and its affiliates.
# pyre-unsafe
import numpy as np
from typing import List, Optional, Tuple
import torch
from detectron2.data.detection_utils import read_image
from ..structures import DensePoseChartResult
from .base import Boxes, Image
from .densepose_results import DensePoseResults... | 94 | 3,805 |
detectron2 | projects/DensePose/densepose/vis/bounding_box.py | .py | # Copyright (c) Facebook, Inc. and its affiliates.
# pyre-unsafe
from .base import RectangleVisualizer, TextVisualizer
class BoundingBoxVisualizer:
def __init__(self):
self.rectangle_visualizer = RectangleVisualizer()
def visualize(self, image_bgr, boxes_xywh):
for bbox_xywh in boxes_xywh:
... | 40 | 1,561 |
detectron2 | projects/DensePose/densepose/vis/base.py | .py | # Copyright (c) Facebook, Inc. and its affiliates.
# pyre-unsafe
import logging
import numpy as np
import cv2
import torch
Image = np.ndarray
Boxes = torch.Tensor
class MatrixVisualizer:
"""
Base visualizer for matrix data
"""
def __init__(
self,
inplace=True,
cmap=cv2.COLOR... | 194 | 6,657 |
detectron2 | projects/DensePose/densepose/engine/trainer.py | .py | # Copyright (c) Facebook, Inc. and its affiliates. All Rights Reserved
# pyre-unsafe
import logging
import os
from collections import OrderedDict
from typing import List, Optional, Union
import torch
from torch import nn
from detectron2.checkpoint import DetectionCheckpointer
from detectron2.config import CfgNode
fr... | 263 | 10,686 |
detectron2 | projects/DensePose/densepose/evaluation/evaluator.py | .py | # -*- coding: utf-8 -*-
# Copyright (c) Facebook, Inc. and its affiliates.
# pyre-unsafe
import contextlib
import copy
import io
import itertools
import logging
import numpy as np
import os
from collections import OrderedDict
from typing import Dict, Iterable, List, Optional
import pycocotools.mask as mask_utils
impo... | 431 | 16,858 |
detectron2 | projects/DensePose/densepose/evaluation/d2_evaluator_adapter.py | .py | # Copyright (c) Facebook, Inc. and its affiliates.
# pyre-unsafe
from detectron2.data.catalog import Metadata
from detectron2.evaluation import COCOEvaluator
from densepose.data.datasets.coco import (
get_contiguous_id_to_category_id_map,
maybe_filter_categories_cocoapi,
)
def _maybe_add_iscrowd_annotation... | 53 | 1,944 |
detectron2 | projects/DensePose/densepose/evaluation/tensor_storage.py | .py | # Copyright (c) Facebook, Inc. and its affiliates.
# pyre-unsafe
import io
import numpy as np
import os
from dataclasses import dataclass
from functools import reduce
from operator import mul
from typing import BinaryIO, Dict, Optional, Tuple
import torch
from detectron2.utils.comm import gather, get_rank
from detec... | 244 | 9,704 |
detectron2 | projects/DensePose/densepose/evaluation/mesh_alignment_evaluator.py | .py | # Copyright (c) Facebook, Inc. and its affiliates. All Rights Reserved
# pyre-unsafe
import json
import logging
from typing import List, Optional
import torch
from torch import nn
from detectron2.utils.file_io import PathManager
from densepose.structures.mesh import create_mesh
class MeshAlignmentEvaluator:
"... | 69 | 2,822 |
detectron2 | projects/DensePose/densepose/evaluation/densepose_coco_evaluation.py | .py | # Copyright (c) Facebook, Inc. and its affiliates.
# All rights reserved.
#
# This source code is licensed under the license found in the
# LICENSE file in the root directory of this source tree.
# This is a modified version of cocoeval.py where we also have the densepose evaluation.
# pyre-unsafe
__author__ = "tsung... | 1,310 | 56,984 |
detectron2 | projects/DensePose/densepose/utils/transform.py | .py | # Copyright (c) Facebook, Inc. and its affiliates.
# pyre-unsafe
from detectron2.data import MetadataCatalog
from detectron2.utils.file_io import PathManager
from densepose import DensePoseTransformData
def load_for_dataset(dataset_name):
path = MetadataCatalog.get(dataset_name).densepose_transform_src
dens... | 18 | 529 |
detectron2 | projects/DensePose/densepose/utils/logger.py | .py | # Copyright (c) Facebook, Inc. and its affiliates.
# pyre-unsafe
import logging
def verbosity_to_level(verbosity) -> int:
if verbosity is not None:
if verbosity == 0:
return logging.WARNING
elif verbosity == 1:
return logging.INFO
elif verbosity >= 2:
r... | 16 | 367 |
detectron2 | projects/DensePose/densepose/utils/dbhelper.py | .py | # Copyright (c) Facebook, Inc. and its affiliates.
# pyre-unsafe
from typing import Any, Dict, Optional, Tuple
class EntrySelector:
"""
Base class for entry selectors
"""
@staticmethod
def from_string(spec: str) -> "EntrySelector":
if spec == "*":
return AllEntrySelector()
... | 150 | 5,331 |
detectron2 | projects/DensePose/densepose/structures/cse.py | .py | # Copyright (c) Facebook, Inc. and its affiliates. All Rights Reserved
# pyre-unsafe
from dataclasses import dataclass
from typing import Union
import torch
@dataclass
class DensePoseEmbeddingPredictorOutput:
"""
Predictor output that contains embedding and coarse segmentation data:
* embedding: float ... | 55 | 1,719 |
detectron2 | projects/DensePose/densepose/structures/list.py | .py | # Copyright (c) Facebook, Inc. and its affiliates.
# pyre-unsafe
import torch
from densepose.structures.data_relative import DensePoseDataRelative
class DensePoseList:
_TORCH_DEVICE_CPU = torch.device("cpu")
def __init__(self, densepose_datas, boxes_xyxy_abs, image_size_hw, device=_TORCH_DEVICE_CPU):
... | 73 | 2,919 |
detectron2 | projects/DensePose/densepose/structures/chart_result.py | .py | # Copyright (c) Facebook, Inc. and its affiliates.
# pyre-unsafe
from dataclasses import dataclass
from typing import Any, Optional, Tuple
import torch
@dataclass
class DensePoseChartResult:
"""
DensePose results for chart-based methods represented by labels and inner
coordinates (U, V) of individual ch... | 187 | 6,971 |
detectron2 | projects/DensePose/densepose/structures/__init__.py | .py | # Copyright (c) Facebook, Inc. and its affiliates.
# pyre-unsafe
from .chart import DensePoseChartPredictorOutput
from .chart_confidence import decorate_predictor_output_class_with_confidences
from .cse_confidence import decorate_cse_predictor_output_class_with_confidences
from .chart_result import (
DensePoseCha... | 20 | 755 |
detectron2 | projects/DensePose/densepose/structures/data_relative.py | .py | # Copyright (c) Facebook, Inc. and its affiliates.
# pyre-unsafe
import numpy as np
import torch
from torch.nn import functional as F
from densepose.data.meshes.catalog import MeshCatalog
from densepose.structures.mesh import load_mesh_symmetry
from densepose.structures.transform_data import DensePoseTransformData
... | 246 | 10,531 |
detectron2 | projects/DensePose/densepose/structures/mesh.py | .py | # Copyright (c) Facebook, Inc. and its affiliates. All Rights Reserved
# pyre-unsafe
import pickle
from functools import lru_cache
from typing import Dict, Optional, Tuple
import torch
from detectron2.utils.file_io import PathManager
from densepose.data.meshes.catalog import MeshCatalog, MeshInfo
def _maybe_copy_... | 174 | 6,419 |
detectron2 | projects/DensePose/densepose/structures/transform_data.py | .py | # Copyright (c) Facebook, Inc. and its affiliates.
# pyre-unsafe
from typing import BinaryIO, Dict, Union
import torch
def normalized_coords_transform(x0, y0, w, h):
"""
Coordinates transform that maps top left corner to (-1, -1) and bottom
right corner to (1, 1). Used for torch.grid_sample to initialize... | 76 | 2,901 |
detectron2 | projects/DensePose/densepose/structures/chart_confidence.py | .py | # Copyright (c) Facebook, Inc. and its affiliates.
# pyre-unsafe
from dataclasses import make_dataclass
from functools import lru_cache
from typing import Any, Optional
import torch
@lru_cache(maxsize=None)
def decorate_predictor_output_class_with_confidences(BasePredictorOutput: type) -> type:
"""
Create a... | 101 | 3,791 |
detectron2 | projects/DensePose/densepose/structures/cse_confidence.py | .py | # Copyright (c) Facebook, Inc. and its affiliates.
# pyre-unsafe
from dataclasses import make_dataclass
from functools import lru_cache
from typing import Any, Optional
import torch
@lru_cache(maxsize=None)
def decorate_cse_predictor_output_class_with_confidences(BasePredictorOutput: type) -> type:
"""
Crea... | 81 | 2,757 |
detectron2 | projects/DensePose/densepose/structures/chart.py | .py | # Copyright (c) Facebook, Inc. and its affiliates.
# pyre-unsafe
from dataclasses import dataclass
from typing import Union
import torch
@dataclass
class DensePoseChartPredictorOutput:
"""
Predictor output that contains segmentation and inner coordinates predictions for predefined
body parts:
* coa... | 73 | 2,335 |
detectron2 | projects/DensePose/densepose/data/inference_based_loader.py | .py | # Copyright (c) Facebook, Inc. and its affiliates.
# pyre-unsafe
import random
from typing import Any, Callable, Dict, Iterable, Iterator, List, Optional, Tuple
import torch
from torch import nn
SampledData = Any
ModelOutput = Any
def _grouper(iterable: Iterable[Any], n: int, fillvalue=None) -> Iterator[Tuple[Any]... | 175 | 6,801 |
detectron2 | projects/DensePose/densepose/data/utils.py | .py | # Copyright (c) Facebook, Inc. and its affiliates.
# pyre-unsafe
import os
from typing import Dict, Optional
from detectron2.config import CfgNode
def is_relative_local_path(path: str) -> bool:
path_str = os.fsdecode(path)
return ("://" not in path_str) and not os.path.isabs(path)
def maybe_prepend_base_... | 41 | 1,053 |
detectron2 | projects/DensePose/densepose/data/image_list_dataset.py | .py | # -*- coding: utf-8 -*-
# Copyright (c) Facebook, Inc. and its affiliates.
# pyre-unsafe
import logging
import numpy as np
from typing import Any, Callable, Dict, List, Optional, Union
import torch
from torch.utils.data.dataset import Dataset
from detectron2.data.detection_utils import read_image
ImageTransform = C... | 77 | 2,588 |
detectron2 | projects/DensePose/densepose/data/__init__.py | .py | # Copyright (c) Facebook, Inc. and its affiliates.
# pyre-unsafe
from .meshes import builtin
from .build import (
build_detection_test_loader,
build_detection_train_loader,
build_combined_loader,
build_frame_selector,
build_inference_based_loaders,
has_inference_based_loaders,
BootstrapDat... | 28 | 835 |
detectron2 | projects/DensePose/densepose/data/combined_loader.py | .py | # Copyright (c) Facebook, Inc. and its affiliates.
# pyre-unsafe
import random
from collections import deque
from typing import Any, Collection, Deque, Iterable, Iterator, List, Sequence
Loader = Iterable[Any]
def _pooled_next(iterator: Iterator[Any], pool: Deque[Any]):
if not pool:
pool.extend(next(it... | 47 | 1,434 |
detectron2 | projects/DensePose/densepose/data/dataset_mapper.py | .py | # -*- coding: utf-8 -*-
# Copyright (c) Facebook, Inc. and its affiliates.
# pyre-unsafe
import copy
import logging
from typing import Any, Dict, List, Tuple
import torch
from detectron2.data import MetadataCatalog
from detectron2.data import detection_utils as utils
from detectron2.data import transforms as T
from ... | 172 | 7,084 |
detectron2 | projects/DensePose/densepose/data/build.py | .py | # Copyright (c) Facebook, Inc. and its affiliates.
# pyre-unsafe
import itertools
import logging
import numpy as np
from collections import UserDict, defaultdict
from dataclasses import dataclass
from typing import Any, Callable, Collection, Dict, Iterable, List, Optional, Sequence, Tuple
import torch
from torch.util... | 746 | 30,110 |
detectron2 | projects/DensePose/densepose/data/meshes/catalog.py | .py | # Copyright (c) Facebook, Inc. and its affiliates. All Rights Reserved
# pyre-unsafe
import logging
from collections import UserDict
from dataclasses import dataclass
from typing import Iterable, Optional
from ..utils import maybe_prepend_base_path
@dataclass
class MeshInfo:
name: str
data: str
geodist... | 75 | 2,209 |
detectron2 | projects/DensePose/densepose/data/meshes/builtin.py | .py | # Copyright (c) Facebook, Inc. and its affiliates. All Rights Reserved
# pyre-unsafe
from .catalog import MeshInfo, register_meshes
DENSEPOSE_MESHES_DIR = "https://dl.fbaipublicfiles.com/densepose/meshes/"
MESHES = [
MeshInfo(
name="smpl_27554",
data="smpl_27554.pkl",
geodists="geodists/... | 104 | 3,373 |
detectron2 | projects/DensePose/densepose/data/datasets/chimpnsee.py | .py | # Copyright (c) Facebook, Inc. and its affiliates.
# pyre-unsafe
from typing import Optional
from detectron2.data import DatasetCatalog, MetadataCatalog
from ..utils import maybe_prepend_base_path
from .dataset_type import DatasetType
CHIMPNSEE_DATASET_NAME = "chimpnsee"
def register_dataset(datasets_root: Optio... | 32 | 903 |
detectron2 | projects/DensePose/densepose/data/datasets/builtin.py | .py | # Copyright (c) Facebook, Inc. and its affiliates.
# pyre-unsafe
from .chimpnsee import register_dataset as register_chimpnsee_dataset
from .coco import BASE_DATASETS as BASE_COCO_DATASETS
from .coco import DATASETS as COCO_DATASETS
from .coco import register_datasets as register_coco_datasets
from .lvis import DATASE... | 19 | 698 |
detectron2 | projects/DensePose/densepose/data/datasets/lvis.py | .py | # Copyright (c) Facebook, Inc. and its affiliates.
# pyre-unsafe
import logging
import os
from typing import Any, Dict, Iterable, List, Optional
from fvcore.common.timer import Timer
from detectron2.data import DatasetCatalog, MetadataCatalog
from detectron2.data.datasets.lvis import get_lvis_instances_meta
from dete... | 260 | 9,283 |
detectron2 | projects/DensePose/densepose/data/datasets/coco.py | .py | # Copyright (c) Facebook, Inc. and its affiliates.
# pyre-unsafe
import contextlib
import io
import logging
import os
from collections import defaultdict
from dataclasses import dataclass
from typing import Any, Dict, Iterable, List, Optional
from fvcore.common.timer import Timer
from detectron2.data import DatasetCa... | 437 | 15,455 |
detectron2 | projects/DensePose/densepose/data/datasets/dataset_type.py | .py | # Copyright (c) Facebook, Inc. and its affiliates.
# pyre-unsafe
from enum import Enum
class DatasetType(Enum):
"""
Dataset type, mostly used for datasets that contain data to bootstrap models on
"""
VIDEO_LIST = "video_list"
| 14 | 247 |
detectron2 | projects/DensePose/densepose/data/transform/image.py | .py | # Copyright (c) Facebook, Inc. and its affiliates.
# pyre-unsafe
import torch
class ImageResizeTransform:
"""
Transform that resizes images loaded from a dataset
(BGR data in NCHW channel order, typically uint8) to a format ready to be
consumed by DensePose training (BGR float32 data in NCHW channel... | 42 | 1,421 |
detectron2 | projects/DensePose/densepose/data/video/frame_selector.py | .py | # Copyright (c) Facebook, Inc. and its affiliates.
# pyre-unsafe
import random
from collections.abc import Callable
from enum import Enum
from typing import Callable as TCallable
from typing import List
FrameTsList = List[int]
FrameSelector = TCallable[[FrameTsList], FrameTsList]
class FrameSelectionStrategy(Enum)... | 90 | 2,145 |
detectron2 | projects/DensePose/densepose/data/video/__init__.py | .py | # Copyright (c) Facebook, Inc. and its affiliates.
# pyre-unsafe
from .frame_selector import (
FrameSelectionStrategy,
RandomKFramesSelector,
FirstKFramesSelector,
LastKFramesSelector,
FrameTsList,
FrameSelector,
)
from .video_keyframe_dataset import (
VideoKeyframeDataset,
video_list... | 20 | 374 |
detectron2 | projects/DensePose/densepose/data/video/video_keyframe_dataset.py | .py | # -*- coding: utf-8 -*-
# Copyright (c) Facebook, Inc. and its affiliates.
# pyre-unsafe
import csv
import logging
import numpy as np
from typing import Any, Callable, Dict, List, Optional, Union
import av
import torch
from torch.utils.data.dataset import Dataset
from detectron2.utils.file_io import PathManager
fro... | 310 | 12,294 |
detectron2 | projects/DensePose/densepose/data/samplers/densepose_cse_base.py | .py | # Copyright (c) Facebook, Inc. and its affiliates.
# pyre-unsafe
from typing import Any, Dict, List, Tuple
import torch
from torch.nn import functional as F
from detectron2.config import CfgNode
from detectron2.structures import Instances
from densepose.converters.base import IntTupleBox
from densepose.data.utils i... | 147 | 5,636 |
detectron2 | projects/DensePose/densepose/data/samplers/densepose_cse_uniform.py | .py | # Copyright (c) Facebook, Inc. and its affiliates.
# pyre-unsafe
from .densepose_cse_base import DensePoseCSEBaseSampler
from .densepose_uniform import DensePoseUniformSampler
class DensePoseCSEUniformSampler(DensePoseCSEBaseSampler, DensePoseUniformSampler):
"""
Uniform Sampler for CSE
"""
pass
| 15 | 318 |
detectron2 | projects/DensePose/densepose/data/samplers/densepose_uniform.py | .py | # Copyright (c) Facebook, Inc. and its affiliates.
# pyre-unsafe
import random
import torch
from .densepose_base import DensePoseBaseSampler
class DensePoseUniformSampler(DensePoseBaseSampler):
"""
Samples DensePose data from DensePose predictions.
Samples for each class are drawn uniformly over all pi... | 44 | 1,307 |
detectron2 | projects/DensePose/densepose/data/samplers/densepose_confidence_based.py | .py | # Copyright (c) Facebook, Inc. and its affiliates.
# pyre-unsafe
import random
from typing import Optional, Tuple
import torch
from densepose.converters import ToChartResultConverterWithConfidences
from .densepose_base import DensePoseBaseSampler
class DensePoseConfidenceBasedSampler(DensePoseBaseSampler):
""... | 111 | 4,816 |
detectron2 | projects/DensePose/densepose/data/samplers/densepose_base.py | .py | # Copyright (c) Facebook, Inc. and its affiliates.
# pyre-unsafe
from typing import Any, Dict, List, Tuple
import torch
from torch.nn import functional as F
from detectron2.structures import BoxMode, Instances
from densepose.converters import ToChartResultConverter
from densepose.converters.base import IntTupleBox,... | 207 | 8,260 |
detectron2 | projects/DensePose/densepose/data/samplers/prediction_to_gt.py | .py | # Copyright (c) Facebook, Inc. and its affiliates.
# pyre-unsafe
from dataclasses import dataclass
from typing import Any, Callable, Dict, List, Optional
from detectron2.structures import Instances
ModelOutput = Dict[str, Any]
SampledData = Dict[str, Any]
@dataclass
class _Sampler:
"""
Sampler registry en... | 101 | 3,384 |
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