diff --git a/.gitattributes b/.gitattributes
index c7d9f3332a950355d5a77d85000f05e6f45435ea..fb0aa264c85c7eb13805ff558646bbfe61ffe114 100644
--- a/.gitattributes
+++ b/.gitattributes
@@ -2,13 +2,13 @@
*.arrow filter=lfs diff=lfs merge=lfs -text
*.bin filter=lfs diff=lfs merge=lfs -text
*.bz2 filter=lfs diff=lfs merge=lfs -text
-*.ckpt filter=lfs diff=lfs merge=lfs -text
*.ftz filter=lfs diff=lfs merge=lfs -text
*.gz filter=lfs diff=lfs merge=lfs -text
*.h5 filter=lfs diff=lfs merge=lfs -text
*.joblib filter=lfs diff=lfs merge=lfs -text
+*.jpeg filter=lfs diff=lfs merge=lfs -text
+*.jpg filter=lfs diff=lfs merge=lfs -text
*.lfs.* filter=lfs diff=lfs merge=lfs -text
-*.mlmodel filter=lfs diff=lfs merge=lfs -text
*.model filter=lfs diff=lfs merge=lfs -text
*.msgpack filter=lfs diff=lfs merge=lfs -text
*.npy filter=lfs diff=lfs merge=lfs -text
@@ -16,13 +16,13 @@
*.onnx filter=lfs diff=lfs merge=lfs -text
*.ot filter=lfs diff=lfs merge=lfs -text
*.parquet filter=lfs diff=lfs merge=lfs -text
-*.pb filter=lfs diff=lfs merge=lfs -text
*.pickle filter=lfs diff=lfs merge=lfs -text
*.pkl filter=lfs diff=lfs merge=lfs -text
+*.pb filter=lfs diff=lfs merge=lfs -text
*.pt filter=lfs diff=lfs merge=lfs -text
+*.png filter=lfs diff=lfs merge=lfs -text
*.pth filter=lfs diff=lfs merge=lfs -text
*.rar filter=lfs diff=lfs merge=lfs -text
-*.safetensors filter=lfs diff=lfs merge=lfs -text
saved_model/**/* filter=lfs diff=lfs merge=lfs -text
*.tar.* filter=lfs diff=lfs merge=lfs -text
*.tflite filter=lfs diff=lfs merge=lfs -text
diff --git a/README.md b/README.md
index d2503dde00a62500711d785b789f22109a9b68d8..d9c388f6ae36f0f9a91594e71e8813b781748513 100644
--- a/README.md
+++ b/README.md
@@ -1,13 +1,14 @@
---
title: OneFormer
-emoji: 🏃
-colorFrom: yellow
-colorTo: green
+emoji: 🎗️
+colorFrom: red
+colorTo: blue
sdk: gradio
-sdk_version: 3.9.1
-app_file: app.py
+sdk_version: 3.1.4
+app_file: gradio_app.py
pinned: false
license: mit
+python_version: 3.8.15
---
Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference
diff --git a/configs/.DS_Store b/configs/.DS_Store
new file mode 100644
index 0000000000000000000000000000000000000000..748cf79ac5addd75c606b34b4ec7d14c2ab9f25f
Binary files /dev/null and b/configs/.DS_Store differ
diff --git a/configs/ade20k/Base-ADE20K-UnifiedSegmentation.yaml b/configs/ade20k/Base-ADE20K-UnifiedSegmentation.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..31eab45b878433fc844a13dbdd54f97c936d9b89
--- /dev/null
+++ b/configs/ade20k/Base-ADE20K-UnifiedSegmentation.yaml
@@ -0,0 +1,68 @@
+MODEL:
+ BACKBONE:
+ FREEZE_AT: 0
+ NAME: "build_resnet_backbone"
+ WEIGHTS: "detectron2://ImageNetPretrained/torchvision/R-50.pkl"
+ PIXEL_MEAN: [123.675, 116.280, 103.530]
+ PIXEL_STD: [58.395, 57.120, 57.375]
+ RESNETS:
+ DEPTH: 50
+ STEM_TYPE: "basic" # not used
+ STEM_OUT_CHANNELS: 64
+ STRIDE_IN_1X1: False
+ OUT_FEATURES: ["res2", "res3", "res4", "res5"]
+ # NORM: "SyncBN"
+ RES5_MULTI_GRID: [1, 1, 1] # not used
+DATASETS:
+ TRAIN: ("ade20k_panoptic_train",)
+ TEST_PANOPTIC: ("ade20k_panoptic_val",)
+ TEST_INSTANCE: ("ade20k_instance_val",)
+ TEST_SEMANTIC: ("ade20k_sem_seg_val",)
+SOLVER:
+ IMS_PER_BATCH: 16
+ BASE_LR: 0.0001
+ MAX_ITER: 160000
+ WARMUP_FACTOR: 1.0
+ WARMUP_ITERS: 0
+ WEIGHT_DECAY: 0.05
+ OPTIMIZER: "ADAMW"
+ LR_SCHEDULER_NAME: "WarmupPolyLR"
+ BACKBONE_MULTIPLIER: 0.1
+ CLIP_GRADIENTS:
+ ENABLED: True
+ CLIP_TYPE: "full_model"
+ CLIP_VALUE: 0.01
+ NORM_TYPE: 2.0
+ AMP:
+ ENABLED: True
+INPUT:
+ MIN_SIZE_TRAIN: !!python/object/apply:eval ["[int(x * 0.1 * 512) for x in range(5, 21)]"]
+ MIN_SIZE_TRAIN_SAMPLING: "choice"
+ MIN_SIZE_TEST: 512
+ MAX_SIZE_TRAIN: 2048
+ MAX_SIZE_TEST: 2048
+ CROP:
+ ENABLED: True
+ TYPE: "absolute"
+ SIZE: (512, 512)
+ SINGLE_CATEGORY_MAX_AREA: 1.0
+ COLOR_AUG_SSD: True
+ SIZE_DIVISIBILITY: 512 # used in dataset mapper
+ FORMAT: "RGB"
+ DATASET_MAPPER_NAME: "oneformer_unified"
+ MAX_SEQ_LEN: 77
+ TASK_SEQ_LEN: 77
+ TASK_PROB:
+ SEMANTIC: 0.33
+ INSTANCE: 0.66
+TEST:
+ EVAL_PERIOD: 5000
+ AUG:
+ ENABLED: False
+ MIN_SIZES: [256, 384, 512, 640, 768, 896]
+ MAX_SIZE: 3584
+ FLIP: True
+DATALOADER:
+ FILTER_EMPTY_ANNOTATIONS: True
+ NUM_WORKERS: 4
+VERSION: 2
\ No newline at end of file
diff --git a/configs/ade20k/oneformer_R50_bs16_160k.yaml b/configs/ade20k/oneformer_R50_bs16_160k.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..770ffc81907f8d7c7520e079b1c46060707254b8
--- /dev/null
+++ b/configs/ade20k/oneformer_R50_bs16_160k.yaml
@@ -0,0 +1,58 @@
+_BASE_: Base-ADE20K-UnifiedSegmentation.yaml
+MODEL:
+ META_ARCHITECTURE: "OneFormer"
+ SEM_SEG_HEAD:
+ NAME: "OneFormerHead"
+ IGNORE_VALUE: 255
+ NUM_CLASSES: 150
+ LOSS_WEIGHT: 1.0
+ CONVS_DIM: 256
+ MASK_DIM: 256
+ NORM: "GN"
+ # pixel decoder
+ PIXEL_DECODER_NAME: "MSDeformAttnPixelDecoder"
+ IN_FEATURES: ["res2", "res3", "res4", "res5"]
+ DEFORMABLE_TRANSFORMER_ENCODER_IN_FEATURES: ["res3", "res4", "res5"]
+ COMMON_STRIDE: 4
+ TRANSFORMER_ENC_LAYERS: 6
+ ONE_FORMER:
+ TRANSFORMER_DECODER_NAME: "ContrastiveMultiScaleMaskedTransformerDecoder"
+ TRANSFORMER_IN_FEATURE: "multi_scale_pixel_decoder"
+ DEEP_SUPERVISION: True
+ NO_OBJECT_WEIGHT: 0.1
+ CLASS_WEIGHT: 2.0
+ MASK_WEIGHT: 5.0
+ DICE_WEIGHT: 5.0
+ CONTRASTIVE_WEIGHT: 0.5
+ CONTRASTIVE_TEMPERATURE: 0.07
+ HIDDEN_DIM: 256
+ NUM_OBJECT_QUERIES: 150
+ USE_TASK_NORM: True
+ NHEADS: 8
+ DROPOUT: 0.1
+ DIM_FEEDFORWARD: 2048
+ ENC_LAYERS: 0
+ PRE_NORM: False
+ ENFORCE_INPUT_PROJ: False
+ SIZE_DIVISIBILITY: 32
+ CLASS_DEC_LAYERS: 2
+ DEC_LAYERS: 10 # 9 decoder layers, add one for the loss on learnable query
+ TRAIN_NUM_POINTS: 12544
+ OVERSAMPLE_RATIO: 3.0
+ IMPORTANCE_SAMPLE_RATIO: 0.75
+ TEXT_ENCODER:
+ WIDTH: 256
+ CONTEXT_LENGTH: 77
+ NUM_LAYERS: 6
+ VOCAB_SIZE: 49408
+ PROJ_NUM_LAYERS: 2
+ N_CTX: 16
+ TEST:
+ SEMANTIC_ON: True
+ INSTANCE_ON: True
+ PANOPTIC_ON: True
+ OVERLAP_THRESHOLD: 0.8
+ OBJECT_MASK_THRESHOLD: 0.8
+ TASK: "panoptic"
+TEST:
+ DETECTIONS_PER_IMAGE: 150
diff --git a/configs/ade20k/oneformer_dinat_large_IN21k_384_bs16_160k.yaml b/configs/ade20k/oneformer_dinat_large_IN21k_384_bs16_160k.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..d5fa95be8dec2b55e3ee4e88dbd32fd23becad85
--- /dev/null
+++ b/configs/ade20k/oneformer_dinat_large_IN21k_384_bs16_160k.yaml
@@ -0,0 +1,42 @@
+_BASE_: oneformer_R50_bs16_160k.yaml
+MODEL:
+ BACKBONE:
+ NAME: "D2DiNAT"
+ DiNAT:
+ EMBED_DIM: 192
+ MLP_RATIO: 2.0
+ DEPTHS: [3, 4, 18, 5]
+ NUM_HEADS: [6, 12, 24, 48]
+ KERNEL_SIZE: 11
+ DROP_PATH_RATE: 0.3
+ DILATIONS: [[1, 20, 1], [1, 5, 1, 10], [1, 2, 1, 3, 1, 4, 1, 5, 1, 2, 1, 3, 1, 4, 1, 5, 1, 5], [1, 2, 1, 2, 1]]
+ WEIGHTS: "dinat_large_in22k_in1k_384_11x11.pkl"
+ PIXEL_MEAN: [123.675, 116.280, 103.530]
+ PIXEL_STD: [58.395, 57.120, 57.375]
+ ONE_FORMER:
+ NUM_OBJECT_QUERIES: 250
+SOLVER:
+ AMP:
+ ENABLED: False
+INPUT:
+ MIN_SIZE_TRAIN: !!python/object/apply:eval ["[int(x * 0.1 * 640) for x in range(5, 21)]"]
+ MIN_SIZE_TRAIN_SAMPLING: "choice"
+ MIN_SIZE_TEST: 640
+ MAX_SIZE_TRAIN: 2560
+ MAX_SIZE_TEST: 2560
+ CROP:
+ ENABLED: True
+ TYPE: "absolute"
+ SIZE: (640, 640)
+ SINGLE_CATEGORY_MAX_AREA: 1.0
+ COLOR_AUG_SSD: True
+ SIZE_DIVISIBILITY: 640 # used in dataset mapper
+ FORMAT: "RGB"
+TEST:
+ DETECTIONS_PER_IMAGE: 250
+ EVAL_PERIOD: 5000
+ AUG:
+ ENABLED: False
+ MIN_SIZES: [320, 480, 640, 800, 960, 1120]
+ MAX_SIZE: 4480
+ FLIP: True
diff --git a/configs/ade20k/oneformer_swin_large_IN21k_384_bs16_160k.yaml b/configs/ade20k/oneformer_swin_large_IN21k_384_bs16_160k.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..69c44ade144e4504077c0fe04fa8bb3491a679ed
--- /dev/null
+++ b/configs/ade20k/oneformer_swin_large_IN21k_384_bs16_160k.yaml
@@ -0,0 +1,40 @@
+_BASE_: oneformer_R50_bs16_160k.yaml
+MODEL:
+ BACKBONE:
+ NAME: "D2SwinTransformer"
+ SWIN:
+ EMBED_DIM: 192
+ DEPTHS: [2, 2, 18, 2]
+ NUM_HEADS: [6, 12, 24, 48]
+ WINDOW_SIZE: 12
+ APE: False
+ DROP_PATH_RATE: 0.3
+ PATCH_NORM: True
+ PRETRAIN_IMG_SIZE: 384
+ WEIGHTS: "swin_large_patch4_window12_384_22k.pkl"
+ PIXEL_MEAN: [123.675, 116.280, 103.530]
+ PIXEL_STD: [58.395, 57.120, 57.375]
+ ONE_FORMER:
+ NUM_OBJECT_QUERIES: 250
+INPUT:
+ MIN_SIZE_TRAIN: !!python/object/apply:eval ["[int(x * 0.1 * 640) for x in range(5, 21)]"]
+ MIN_SIZE_TRAIN_SAMPLING: "choice"
+ MIN_SIZE_TEST: 640
+ MAX_SIZE_TRAIN: 2560
+ MAX_SIZE_TEST: 2560
+ CROP:
+ ENABLED: True
+ TYPE: "absolute"
+ SIZE: (640, 640)
+ SINGLE_CATEGORY_MAX_AREA: 1.0
+ COLOR_AUG_SSD: True
+ SIZE_DIVISIBILITY: 640 # used in dataset mapper
+ FORMAT: "RGB"
+TEST:
+ DETECTIONS_PER_IMAGE: 250
+ EVAL_PERIOD: 5000
+ AUG:
+ ENABLED: False
+ MIN_SIZES: [320, 480, 640, 800, 960, 1120]
+ MAX_SIZE: 4480
+ FLIP: True
diff --git a/configs/cityscapes/.DS_Store b/configs/cityscapes/.DS_Store
new file mode 100644
index 0000000000000000000000000000000000000000..5008ddfcf53c02e82d7eee2e57c38e5672ef89f6
Binary files /dev/null and b/configs/cityscapes/.DS_Store differ
diff --git a/configs/cityscapes/Base-Cityscapes-UnifiedSegmentation.yaml b/configs/cityscapes/Base-Cityscapes-UnifiedSegmentation.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..88ea243cd09b5e695bc236babc39c6889e628a1c
--- /dev/null
+++ b/configs/cityscapes/Base-Cityscapes-UnifiedSegmentation.yaml
@@ -0,0 +1,68 @@
+MODEL:
+ BACKBONE:
+ FREEZE_AT: 0
+ NAME: "build_resnet_backbone"
+ WEIGHTS: "detectron2://ImageNetPretrained/torchvision/R-50.pkl"
+ PIXEL_MEAN: [123.675, 116.280, 103.530]
+ PIXEL_STD: [58.395, 57.120, 57.375]
+ RESNETS:
+ DEPTH: 50
+ STEM_TYPE: "basic" # not used
+ STEM_OUT_CHANNELS: 64
+ STRIDE_IN_1X1: False
+ OUT_FEATURES: ["res2", "res3", "res4", "res5"]
+ NORM: "SyncBN" # use syncbn for cityscapes dataset
+ RES5_MULTI_GRID: [1, 1, 1] # not used
+DATASETS:
+ TRAIN: ("cityscapes_fine_panoptic_train",)
+ TEST_PANOPTIC: ("cityscapes_fine_panoptic_val",)
+ TEST_INSTANCE: ("cityscapes_fine_instance_seg_val",)
+ TEST_SEMANTIC: ("cityscapes_fine_sem_seg_val",)
+SOLVER:
+ IMS_PER_BATCH: 16
+ BASE_LR: 0.0001
+ MAX_ITER: 90000
+ WARMUP_FACTOR: 1.0
+ WARMUP_ITERS: 0
+ WEIGHT_DECAY: 0.05
+ OPTIMIZER: "ADAMW"
+ LR_SCHEDULER_NAME: "WarmupPolyLR"
+ BACKBONE_MULTIPLIER: 0.1
+ CLIP_GRADIENTS:
+ ENABLED: True
+ CLIP_TYPE: "full_model"
+ CLIP_VALUE: 0.01
+ NORM_TYPE: 2.0
+ AMP:
+ ENABLED: True
+INPUT:
+ MIN_SIZE_TRAIN: !!python/object/apply:eval ["[int(x * 0.1 * 1024) for x in range(5, 21)]"]
+ MIN_SIZE_TRAIN_SAMPLING: "choice"
+ MIN_SIZE_TEST: 1024
+ MAX_SIZE_TRAIN: 4096
+ MAX_SIZE_TEST: 2048
+ CROP:
+ ENABLED: True
+ TYPE: "absolute"
+ SIZE: (512, 1024)
+ SINGLE_CATEGORY_MAX_AREA: 1.0
+ COLOR_AUG_SSD: True
+ SIZE_DIVISIBILITY: -1
+ FORMAT: "RGB"
+ DATASET_MAPPER_NAME: "oneformer_unified"
+ MAX_SEQ_LEN: 77
+ TASK_SEQ_LEN: 77
+ TASK_PROB:
+ SEMANTIC: 0.33
+ INSTANCE: 0.66
+TEST:
+ EVAL_PERIOD: 5000
+ AUG:
+ ENABLED: False
+ MIN_SIZES: [512, 768, 1024, 1280, 1536, 1792]
+ MAX_SIZE: 4096
+ FLIP: True
+DATALOADER:
+ FILTER_EMPTY_ANNOTATIONS: True
+ NUM_WORKERS: 4
+VERSION: 2
\ No newline at end of file
diff --git a/configs/cityscapes/oneformer_R50_bs16_90k.yaml b/configs/cityscapes/oneformer_R50_bs16_90k.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..a4746e47729978a623af3319315f7201ebe84841
--- /dev/null
+++ b/configs/cityscapes/oneformer_R50_bs16_90k.yaml
@@ -0,0 +1,59 @@
+_BASE_: Base-Cityscapes-UnifiedSegmentation.yaml
+MODEL:
+ META_ARCHITECTURE: "OneFormer"
+ SEM_SEG_HEAD:
+ NAME: "OneFormerHead"
+ IGNORE_VALUE: 255
+ NUM_CLASSES: 19
+ LOSS_WEIGHT: 1.0
+ CONVS_DIM: 256
+ MASK_DIM: 256
+ NORM: "GN"
+ # pixel decoder
+ PIXEL_DECODER_NAME: "MSDeformAttnPixelDecoder"
+ IN_FEATURES: ["res2", "res3", "res4", "res5"]
+ DEFORMABLE_TRANSFORMER_ENCODER_IN_FEATURES: ["res3", "res4", "res5"]
+ COMMON_STRIDE: 4
+ TRANSFORMER_ENC_LAYERS: 6
+ ONE_FORMER:
+ TRANSFORMER_DECODER_NAME: "ContrastiveMultiScaleMaskedTransformerDecoder"
+ TRANSFORMER_IN_FEATURE: "multi_scale_pixel_decoder"
+ DEEP_SUPERVISION: True
+ NO_OBJECT_WEIGHT: 0.1
+ CLASS_WEIGHT: 2.0
+ MASK_WEIGHT: 5.0
+ DICE_WEIGHT: 5.0
+ CONTRASTIVE_WEIGHT: 0.5
+ CONTRASTIVE_TEMPERATURE: 0.07
+ HIDDEN_DIM: 256
+ NUM_OBJECT_QUERIES: 150
+ USE_TASK_NORM: True
+ NHEADS: 8
+ DROPOUT: 0.1
+ DIM_FEEDFORWARD: 2048
+ ENC_LAYERS: 0
+ PRE_NORM: False
+ ENFORCE_INPUT_PROJ: False
+ SIZE_DIVISIBILITY: 32
+ ENC_LAYERS: 0
+ CLASS_DEC_LAYERS: 2
+ DEC_LAYERS: 10 # 9 decoder layers, add one for the loss on learnable query
+ TRAIN_NUM_POINTS: 12544
+ OVERSAMPLE_RATIO: 3.0
+ IMPORTANCE_SAMPLE_RATIO: 0.75
+ TEXT_ENCODER:
+ WIDTH: 256
+ CONTEXT_LENGTH: 77
+ NUM_LAYERS: 6
+ VOCAB_SIZE: 49408
+ PROJ_NUM_LAYERS: 2
+ N_CTX: 16
+ TEST:
+ SEMANTIC_ON: True
+ INSTANCE_ON: True
+ PANOPTIC_ON: True
+ OVERLAP_THRESHOLD: 0.8
+ OBJECT_MASK_THRESHOLD: 0.8
+ TASK: "panoptic"
+TEST:
+ DETECTIONS_PER_IMAGE: 150
diff --git a/configs/cityscapes/oneformer_dinat_large_bs16_90k.yaml b/configs/cityscapes/oneformer_dinat_large_bs16_90k.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..fe3f64cb658e9b3116985921392061cb86abab96
--- /dev/null
+++ b/configs/cityscapes/oneformer_dinat_large_bs16_90k.yaml
@@ -0,0 +1,22 @@
+_BASE_: oneformer_R50_bs16_90k.yaml
+MODEL:
+ BACKBONE:
+ NAME: "D2DiNAT"
+ DiNAT:
+ EMBED_DIM: 192
+ MLP_RATIO: 2.0
+ DEPTHS: [3, 4, 18, 5]
+ NUM_HEADS: [6, 12, 24, 48]
+ KERNEL_SIZE: 7
+ DROP_PATH_RATE: 0.3
+ DILATIONS: [[1, 18, 1], [1, 5, 1, 9], [1, 2, 1, 3, 1, 4, 1, 2, 1, 3, 1, 4, 1, 2, 1, 3, 1, 4], [1, 2, 1, 2, 1]]
+ WEIGHTS: "dinat_large_in22k_224.pkl"
+ PIXEL_MEAN: [123.675, 116.280, 103.530]
+ PIXEL_STD: [58.395, 57.120, 57.375]
+ ONE_FORMER:
+ NUM_OBJECT_QUERIES: 250
+SOLVER:
+ AMP:
+ ENABLED: False
+TEST:
+ DETECTIONS_PER_IMAGE: 250
\ No newline at end of file
diff --git a/configs/cityscapes/oneformer_swin_large_IN21k_384_bs16_90k.yaml b/configs/cityscapes/oneformer_swin_large_IN21k_384_bs16_90k.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..30b0a7dacbb664662db860c12fd381503d870459
--- /dev/null
+++ b/configs/cityscapes/oneformer_swin_large_IN21k_384_bs16_90k.yaml
@@ -0,0 +1,20 @@
+_BASE_: oneformer_R50_bs16_90k.yaml
+MODEL:
+ BACKBONE:
+ NAME: "D2SwinTransformer"
+ SWIN:
+ EMBED_DIM: 192
+ DEPTHS: [2, 2, 18, 2]
+ NUM_HEADS: [6, 12, 24, 48]
+ WINDOW_SIZE: 12
+ APE: False
+ DROP_PATH_RATE: 0.3
+ PATCH_NORM: True
+ PRETRAIN_IMG_SIZE: 384
+ WEIGHTS: "swin_large_patch4_window12_384_22k.pkl"
+ PIXEL_MEAN: [123.675, 116.280, 103.530]
+ PIXEL_STD: [58.395, 57.120, 57.375]
+ ONE_FORMER:
+ NUM_OBJECT_QUERIES: 250
+TEST:
+ DETECTIONS_PER_IMAGE: 250
diff --git a/configs/coco/Base-COCO-UnifiedSegmentation.yaml b/configs/coco/Base-COCO-UnifiedSegmentation.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..ccd24f348f9bc7d60dcdc4b74d887708e57cb8a8
--- /dev/null
+++ b/configs/coco/Base-COCO-UnifiedSegmentation.yaml
@@ -0,0 +1,54 @@
+MODEL:
+ BACKBONE:
+ FREEZE_AT: 0
+ NAME: "build_resnet_backbone"
+ WEIGHTS: "detectron2://ImageNetPretrained/torchvision/R-50.pkl"
+ PIXEL_MEAN: [123.675, 116.280, 103.530]
+ PIXEL_STD: [58.395, 57.120, 57.375]
+ RESNETS:
+ DEPTH: 50
+ STEM_TYPE: "basic" # not used
+ STEM_OUT_CHANNELS: 64
+ STRIDE_IN_1X1: False
+ OUT_FEATURES: ["res2", "res3", "res4", "res5"]
+ # NORM: "SyncBN"
+ RES5_MULTI_GRID: [1, 1, 1] # not used
+DATASETS:
+ TRAIN: ("coco_2017_train_panoptic_with_sem_seg",)
+ TEST_PANOPTIC: ("coco_2017_val_panoptic_with_sem_seg",) # to evaluate instance and semantic performance as well
+ TEST_INSTANCE: ("coco_2017_val",)
+ TEST_SEMANTIC: ("coco_2017_val_panoptic_with_sem_seg",)
+SOLVER:
+ IMS_PER_BATCH: 16
+ BASE_LR: 0.0001
+ STEPS: (327778, 355092)
+ MAX_ITER: 368750
+ WARMUP_FACTOR: 1.0
+ WARMUP_ITERS: 10
+ WEIGHT_DECAY: 0.05
+ OPTIMIZER: "ADAMW"
+ BACKBONE_MULTIPLIER: 0.1
+ CLIP_GRADIENTS:
+ ENABLED: True
+ CLIP_TYPE: "full_model"
+ CLIP_VALUE: 0.01
+ NORM_TYPE: 2.0
+ AMP:
+ ENABLED: True
+INPUT:
+ IMAGE_SIZE: 1024
+ MIN_SCALE: 0.1
+ MAX_SCALE: 2.0
+ FORMAT: "RGB"
+ DATASET_MAPPER_NAME: "coco_unified_lsj"
+ MAX_SEQ_LEN: 77
+ TASK_SEQ_LEN: 77
+ TASK_PROB:
+ SEMANTIC: 0.33
+ INSTANCE: 0.66
+TEST:
+ EVAL_PERIOD: 5000
+DATALOADER:
+ FILTER_EMPTY_ANNOTATIONS: True
+ NUM_WORKERS: 4
+VERSION: 2
diff --git a/configs/coco/oneformer_R50_bs16_50ep.yaml b/configs/coco/oneformer_R50_bs16_50ep.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..f768c8fa8b5e4fc1121e65e050053e0d8870cd73
--- /dev/null
+++ b/configs/coco/oneformer_R50_bs16_50ep.yaml
@@ -0,0 +1,59 @@
+_BASE_: Base-COCO-UnifiedSegmentation.yaml
+MODEL:
+ META_ARCHITECTURE: "OneFormer"
+ SEM_SEG_HEAD:
+ NAME: "OneFormerHead"
+ IGNORE_VALUE: 255
+ NUM_CLASSES: 133
+ LOSS_WEIGHT: 1.0
+ CONVS_DIM: 256
+ MASK_DIM: 256
+ NORM: "GN"
+ # pixel decoder
+ PIXEL_DECODER_NAME: "MSDeformAttnPixelDecoder"
+ IN_FEATURES: ["res2", "res3", "res4", "res5"]
+ DEFORMABLE_TRANSFORMER_ENCODER_IN_FEATURES: ["res3", "res4", "res5"]
+ COMMON_STRIDE: 4
+ TRANSFORMER_ENC_LAYERS: 6
+ ONE_FORMER:
+ TRANSFORMER_DECODER_NAME: "ContrastiveMultiScaleMaskedTransformerDecoder"
+ TRANSFORMER_IN_FEATURE: "multi_scale_pixel_decoder"
+ DEEP_SUPERVISION: True
+ NO_OBJECT_WEIGHT: 0.1
+ CLASS_WEIGHT: 2.0
+ MASK_WEIGHT: 5.0
+ DICE_WEIGHT: 5.0
+ CONTRASTIVE_WEIGHT: 0.5
+ CONTRASTIVE_TEMPERATURE: 0.07
+ HIDDEN_DIM: 256
+ NUM_OBJECT_QUERIES: 150
+ USE_TASK_NORM: True
+ NHEADS: 8
+ DROPOUT: 0.1
+ DIM_FEEDFORWARD: 2048
+ ENC_LAYERS: 0
+ PRE_NORM: False
+ ENFORCE_INPUT_PROJ: False
+ SIZE_DIVISIBILITY: 32
+ CLASS_DEC_LAYERS: 2
+ DEC_LAYERS: 10 # 9 decoder layers, add one for the loss on learnable query
+ TRAIN_NUM_POINTS: 12544
+ OVERSAMPLE_RATIO: 3.0
+ IMPORTANCE_SAMPLE_RATIO: 0.75
+ TEXT_ENCODER:
+ WIDTH: 256
+ CONTEXT_LENGTH: 77
+ NUM_LAYERS: 6
+ VOCAB_SIZE: 49408
+ PROJ_NUM_LAYERS: 2
+ N_CTX: 16
+ TEST:
+ SEMANTIC_ON: True
+ INSTANCE_ON: True
+ PANOPTIC_ON: True
+ DETECTION_ON: False
+ OVERLAP_THRESHOLD: 0.8
+ OBJECT_MASK_THRESHOLD: 0.8
+ TASK: "panoptic"
+TEST:
+ DETECTIONS_PER_IMAGE: 150
diff --git a/configs/coco/oneformer_dinat_large_bs16_100ep.yaml b/configs/coco/oneformer_dinat_large_bs16_100ep.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..1b46b63ad43eb1d12f57f988286fb9649d7c12d5
--- /dev/null
+++ b/configs/coco/oneformer_dinat_large_bs16_100ep.yaml
@@ -0,0 +1,22 @@
+_BASE_: oneformer_R50_bs16_50ep.yaml
+MODEL:
+ BACKBONE:
+ NAME: "D2DiNAT"
+ DiNAT:
+ EMBED_DIM: 192
+ MLP_RATIO: 2.0
+ DEPTHS: [3, 4, 18, 5]
+ NUM_HEADS: [6, 12, 24, 48]
+ KERNEL_SIZE: 11
+ DROP_PATH_RATE: 0.3
+ DILATIONS: [[1, 20, 1], [1, 5, 1, 10], [1, 2, 1, 3, 1, 4, 1, 5, 1, 2, 1, 3, 1, 4, 1, 5, 1, 5], [1, 2, 1, 2, 1]]
+ WEIGHTS: "dinat_large_in22k_in1k_384_11x11.pkl"
+ PIXEL_MEAN: [123.675, 116.280, 103.530]
+ PIXEL_STD: [58.395, 57.120, 57.375]
+ ONE_FORMER:
+ NUM_OBJECT_QUERIES: 150
+SOLVER:
+ STEPS: (655556, 710184)
+ MAX_ITER: 737500
+TEST:
+ DETECTIONS_PER_IMAGE: 150
\ No newline at end of file
diff --git a/configs/coco/oneformer_swin_large_IN21k_384_bs16_100ep.yaml b/configs/coco/oneformer_swin_large_IN21k_384_bs16_100ep.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..faae655317c52d90b9f756417f8b1a1adcbe78f2
--- /dev/null
+++ b/configs/coco/oneformer_swin_large_IN21k_384_bs16_100ep.yaml
@@ -0,0 +1,25 @@
+_BASE_: oneformer_R50_bs16_50ep.yaml
+MODEL:
+ BACKBONE:
+ NAME: "D2SwinTransformer"
+ SWIN:
+ EMBED_DIM: 192
+ DEPTHS: [2, 2, 18, 2]
+ NUM_HEADS: [6, 12, 24, 48]
+ WINDOW_SIZE: 12
+ APE: False
+ DROP_PATH_RATE: 0.3
+ PATCH_NORM: True
+ PRETRAIN_IMG_SIZE: 384
+ WEIGHTS: "swin_large_patch4_window12_384_22k.pkl"
+ PIXEL_MEAN: [123.675, 116.280, 103.530]
+ PIXEL_STD: [58.395, 57.120, 57.375]
+ ONE_FORMER:
+ NUM_OBJECT_QUERIES: 150
+SOLVER:
+ STEPS: (655556, 735184)
+ MAX_ITER: 737500
+ AMP:
+ ENABLED: False
+TEST:
+ DETECTIONS_PER_IMAGE: 150
diff --git a/deform_setup.sh b/deform_setup.sh
new file mode 100644
index 0000000000000000000000000000000000000000..cb58547f6650a680f1c331c250a30509c00d1fb8
--- /dev/null
+++ b/deform_setup.sh
@@ -0,0 +1,21 @@
+#!/usr/bin/env bash
+ln -s ./oneformer/modeling/pixel_decoder/ops/ ./
+ls
+cd ops/ && bash make.sh && cd ..
+
+echo '----------------------------------------------------------------'
+echo '----------------------------------------------------------------'
+pip3 freeze | grep MultiScaleDeformableAttention
+pip3 freeze | grep torch
+pip3 freeze | grep detectron2
+pip3 freeze | grep natten
+echo '----------------------------------------------------------------'
+echo '----------------------------------------------------------------'
+
+echo '----------------------------------------------------------------'
+echo '----------------------------------------------------------------'
+cd /home/user/.pyenv/versions/3.8.15/lib/python3.8/site-packages
+ls
+ls | grep MultiScale
+echo '----------------------------------------------------------------'
+echo '----------------------------------------------------------------'
diff --git a/demo/colormap.py b/demo/colormap.py
new file mode 100644
index 0000000000000000000000000000000000000000..3eff9a46d37a1926c48ef0ad6e3308128438140f
--- /dev/null
+++ b/demo/colormap.py
@@ -0,0 +1,170 @@
+# Copyright (c) Facebook, Inc. and its affiliates.
+
+"""
+An awesome colormap for really neat visualizations.
+Copied from Detectron, and removed gray colors.
+"""
+
+import numpy as np
+import random
+random.seed(0)
+
+__all__ = ["colormap", "random_color", "random_colors"]
+
+# fmt: off
+# RGB:
+# _COLORS = np.array(
+# [
+# 0.000, 0.447, 0.741,
+# 0.850, 0.325, 0.098,
+# 0.929, 0.694, 0.125,
+# 0.494, 0.184, 0.556,
+# 0.466, 0.674, 0.188,
+# 0.301, 0.745, 0.933,
+# 0.635, 0.078, 0.184,
+# 0.300, 0.300, 0.300,
+# 0.600, 0.600, 0.600,
+# 1.000, 0.000, 0.000,
+# 1.000, 0.500, 0.000,
+# 0.749, 0.749, 0.000,
+# 0.000, 1.000, 0.000,
+# 0.000, 0.000, 1.000,
+# 0.667, 0.000, 1.000,
+# 0.333, 0.333, 0.000,
+# 0.333, 0.667, 0.000,
+# 0.333, 1.000, 0.000,
+# 0.667, 0.333, 0.000,
+# 0.667, 0.667, 0.000,
+# 0.667, 1.000, 0.000,
+# 1.000, 0.333, 0.000,
+# 1.000, 0.667, 0.000,
+# 1.000, 1.000, 0.000,
+# 0.000, 0.333, 0.500,
+# 0.000, 0.667, 0.500,
+# 0.000, 1.000, 0.500,
+# 0.333, 0.000, 0.500,
+# 0.333, 0.333, 0.500,
+# 0.333, 0.667, 0.500,
+# 0.333, 1.000, 0.500,
+# 0.667, 0.000, 0.500,
+# 0.667, 0.333, 0.500,
+# 0.667, 0.667, 0.500,
+# 0.667, 1.000, 0.500,
+# 1.000, 0.000, 0.500,
+# 1.000, 0.333, 0.500,
+# 1.000, 0.667, 0.500,
+# 1.000, 1.000, 0.500,
+# 0.000, 0.333, 1.000,
+# 0.000, 0.667, 1.000,
+# 0.000, 1.000, 1.000,
+# 0.333, 0.000, 1.000,
+# 0.333, 0.333, 1.000,
+# 0.333, 0.667, 1.000,
+# 0.333, 1.000, 1.000,
+# 0.667, 0.000, 1.000,
+# 0.667, 0.333, 1.000,
+# 0.667, 0.667, 1.000,
+# 0.667, 1.000, 1.000,
+# 1.000, 0.000, 1.000,
+# 1.000, 0.333, 1.000,
+# 1.000, 0.667, 1.000,
+# 0.333, 0.000, 0.000,
+# 0.500, 0.000, 0.000,
+# 0.667, 0.000, 0.000,
+# 0.833, 0.000, 0.000,
+# 1.000, 0.000, 0.000,
+# 0.000, 0.167, 0.000,
+# 0.000, 0.333, 0.000,
+# 0.000, 0.500, 0.000,
+# 0.000, 0.667, 0.000,
+# 0.000, 0.833, 0.000,
+# 0.000, 1.000, 0.000,
+# 0.000, 0.000, 0.167,
+# 0.000, 0.000, 0.333,
+# 0.000, 0.000, 0.500,
+# 0.000, 0.000, 0.667,
+# 0.000, 0.000, 0.833,
+# 0.000, 0.000, 1.000,
+# 0.000, 0.000, 0.000,
+# 0.143, 0.143, 0.143,
+# 0.857, 0.857, 0.857,
+# 1.000, 1.000, 1.000
+# ]
+# ).astype(np.float32).reshape(-1, 3)
+# fmt: on
+
+_COLORS = []
+
+
+def gen_color():
+ color = tuple(np.round(np.random.choice(range(256), size=3)/255, 3))
+ if color not in _COLORS and np.mean(color) != 0.0:
+ _COLORS.append(color)
+ else:
+ gen_color()
+
+
+for _ in range(300):
+ gen_color()
+
+
+def colormap(rgb=False, maximum=255):
+ """
+ Args:
+ rgb (bool): whether to return RGB colors or BGR colors.
+ maximum (int): either 255 or 1
+ Returns:
+ ndarray: a float32 array of Nx3 colors, in range [0, 255] or [0, 1]
+ """
+ assert maximum in [255, 1], maximum
+ c = _COLORS * maximum
+ if not rgb:
+ c = c[:, ::-1]
+ return c
+
+
+def random_color(rgb=False, maximum=255):
+ """
+ Args:
+ rgb (bool): whether to return RGB colors or BGR colors.
+ maximum (int): either 255 or 1
+ Returns:
+ ndarray: a vector of 3 numbers
+ """
+ idx = np.random.randint(0, len(_COLORS))
+ ret = _COLORS[idx] * maximum
+ if not rgb:
+ ret = ret[::-1]
+ return ret
+
+
+def random_colors(N, rgb=False, maximum=255):
+ """
+ Args:
+ N (int): number of unique colors needed
+ rgb (bool): whether to return RGB colors or BGR colors.
+ maximum (int): either 255 or 1
+ Returns:
+ ndarray: a list of random_color
+ """
+ indices = random.sample(range(len(_COLORS)), N)
+ ret = [_COLORS[i] * maximum for i in indices]
+ if not rgb:
+ ret = [x[::-1] for x in ret]
+ return ret
+
+
+if __name__ == "__main__":
+ import cv2
+
+ size = 100
+ H, W = 10, 10
+ canvas = np.random.rand(H * size, W * size, 3).astype("float32")
+ for h in range(H):
+ for w in range(W):
+ idx = h * W + w
+ if idx >= len(_COLORS):
+ break
+ canvas[h * size : (h + 1) * size, w * size : (w + 1) * size] = _COLORS[idx]
+ cv2.imshow("a", canvas)
+ cv2.waitKey(0)
\ No newline at end of file
diff --git a/demo/defaults.py b/demo/defaults.py
new file mode 100644
index 0000000000000000000000000000000000000000..2abcab7a86eb9a93cdc75d1d3010bb6b2579dba4
--- /dev/null
+++ b/demo/defaults.py
@@ -0,0 +1,77 @@
+import torch
+import detectron2.data.transforms as T
+from detectron2.checkpoint import DetectionCheckpointer
+from detectron2.data import (
+ MetadataCatalog,
+)
+from detectron2.modeling import build_model
+
+
+__all__ = [
+ "DefaultPredictor",
+]
+
+
+class DefaultPredictor:
+ """
+ Create a simple end-to-end predictor with the given config that runs on
+ single device for a single input image.
+ Compared to using the model directly, this class does the following additions:
+ 1. Load checkpoint from `cfg.MODEL.WEIGHTS`.
+ 2. Always take BGR image as the input and apply conversion defined by `cfg.INPUT.FORMAT`.
+ 3. Apply resizing defined by `cfg.INPUT.{MIN,MAX}_SIZE_TEST`.
+ 4. Take one input image and produce a single output, instead of a batch.
+ This is meant for simple demo purposes, so it does the above steps automatically.
+ This is not meant for benchmarks or running complicated inference logic.
+ If you'd like to do anything more complicated, please refer to its source code as
+ examples to build and use the model manually.
+ Attributes:
+ metadata (Metadata): the metadata of the underlying dataset, obtained from
+ cfg.DATASETS.TEST.
+ Examples:
+ ::
+ pred = DefaultPredictor(cfg)
+ inputs = cv2.imread("input.jpg")
+ outputs = pred(inputs)
+ """
+
+ def __init__(self, cfg):
+ self.cfg = cfg.clone() # cfg can be modified by model
+ self.model = build_model(self.cfg)
+ self.model.eval()
+ if len(cfg.DATASETS.TEST):
+ self.metadata = MetadataCatalog.get(cfg.DATASETS.TEST[0])
+
+ checkpointer = DetectionCheckpointer(self.model)
+ checkpointer.load(cfg.MODEL.WEIGHTS)
+
+ self.aug = T.ResizeShortestEdge(
+ [cfg.INPUT.MIN_SIZE_TEST, cfg.INPUT.MIN_SIZE_TEST], cfg.INPUT.MAX_SIZE_TEST
+ )
+
+ self.input_format = cfg.INPUT.FORMAT
+ assert self.input_format in ["RGB", "BGR"], self.input_format
+
+ def __call__(self, original_image, task):
+ """
+ Args:
+ original_image (np.ndarray): an image of shape (H, W, C) (in BGR order).
+ Returns:
+ predictions (dict):
+ the output of the model for one image only.
+ See :doc:`/tutorials/models` for details about the format.
+ """
+ with torch.no_grad(): # https://github.com/sphinx-doc/sphinx/issues/4258
+ # Apply pre-processing to image.
+ if self.input_format == "RGB":
+ # whether the model expects BGR inputs or RGB
+ original_image = original_image[:, :, ::-1]
+ height, width = original_image.shape[:2]
+ image = self.aug.get_transform(original_image).apply_image(original_image)
+ image = torch.as_tensor(image.astype("float32").transpose(2, 0, 1))
+
+ task = f"The task is {task}"
+
+ inputs = {"image": image, "height": height, "width": width, "task": task}
+ predictions = self.model([inputs])[0]
+ return predictions
\ No newline at end of file
diff --git a/demo/predictor.py b/demo/predictor.py
new file mode 100644
index 0000000000000000000000000000000000000000..2d2d5c47616931a5f0899e35491561afa1dcc673
--- /dev/null
+++ b/demo/predictor.py
@@ -0,0 +1,190 @@
+# Copyright (c) Facebook, Inc. and its affiliates.
+# Copied from: https://github.com/facebookresearch/detectron2/blob/master/demo/predictor.py
+import atexit
+import bisect
+import multiprocessing as mp
+from collections import deque
+
+import cv2
+import torch
+
+from detectron2.data import MetadataCatalog
+from defaults import DefaultPredictor
+from detectron2.utils.video_visualizer import VideoVisualizer
+from visualizer import ColorMode, Visualizer
+
+
+class VisualizationDemo(object):
+ def __init__(self, cfg, instance_mode=ColorMode.IMAGE, parallel=False):
+ """
+ Args:
+ cfg (CfgNode):
+ instance_mode (ColorMode):
+ parallel (bool): whether to run the model in different processes from visualization.
+ Useful since the visualization logic can be slow.
+ """
+ self.metadata = MetadataCatalog.get(
+ cfg.DATASETS.TEST[0] if len(cfg.DATASETS.TEST) else "__unused"
+ )
+ if 'cityscapes_fine_sem_seg_val' in cfg.DATASETS.TEST[0]:
+ from cityscapesscripts.helpers.labels import labels
+ stuff_colors = [k.color for k in labels if k.trainId != 255]
+ self.metadata = self.metadata.set(stuff_colors=stuff_colors)
+ self.cpu_device = torch.device("cpu")
+ self.instance_mode = instance_mode
+
+ self.parallel = parallel
+ if parallel:
+ num_gpu = torch.cuda.device_count()
+ self.predictor = AsyncPredictor(cfg, num_gpus=num_gpu)
+ else:
+ self.predictor = DefaultPredictor(cfg)
+
+ def run_on_image(self, image, task, sem_gt, pan_gt, ins_gt, box_gt):
+ """
+ Args:
+ image (np.ndarray): an image of shape (H, W, C) (in BGR order).
+ This is the format used by OpenCV.
+ Returns:
+ predictions (dict): the output of the model.
+ vis_output (VisImage): the visualized image output.
+ """
+ vis_output = None
+ # Convert image from OpenCV BGR format to Matplotlib RGB format.
+ image = image[:, :, ::-1]
+ vis_output = {}
+
+ if task == 'panoptic':
+ visualizer = Visualizer(image, metadata=self.metadata, instance_mode=0)
+ predictions = self.predictor(image, "panoptic")
+ panoptic_seg, segments_info = predictions["panoptic_seg"]
+ vis_output['panoptic'] = visualizer.draw_panoptic_seg_predictions(
+ panoptic_seg.to(self.cpu_device), segments_info, alpha=1
+ )
+
+ # visualizer = Visualizer(image, metadata=self.metadata, instance_mode=0)
+ # vis_output['pan_gt'] = visualizer.draw_panoptic_seg(
+ # pan_gt[0].to(self.cpu_device), pan_gt[1], alpha=1
+ # )
+
+ if task == 'panoptic' or task == 'semantic':
+ visualizer = Visualizer(image, metadata=self.metadata, instance_mode=1)
+ predictions = self.predictor(image, "semantic")
+ vis_output['semantic'] = visualizer.draw_sem_seg(
+ predictions["sem_seg"].argmax(dim=0).to(self.cpu_device), alpha=1
+ )
+
+ # visualizer = Visualizer(image, metadata=self.metadata, instance_mode=1)
+ # vis_output['gt_sem'] = visualizer.draw_sem_seg(
+ # sem_gt.to(self.cpu_device), alpha=1
+ # )
+
+ if task == 'panoptic' or task == 'instance':
+ visualizer = Visualizer(image, metadata=self.metadata, instance_mode=2)
+ predictions = self.predictor(image, "instance")
+ instances = predictions["instances"].to(self.cpu_device)
+ vis_output['instance'] = visualizer.draw_instance_predictions(predictions=instances, alpha=1)
+
+ if 'boxes' in predictions:
+ boxes, labels, scores = predictions["boxes"]
+ visualizer = Visualizer(image, False, metadata=self.metadata, instance_mode=0)
+ vis_output['boxes'] = visualizer.draw_box_predictions(
+ boxes.to(self.cpu_device), labels.to(self.cpu_device), scores.to(self.cpu_device))
+
+
+ # visualizer = Visualizer(image, metadata=self.metadata, instance_mode=2)
+ # vis_output['ins_gt'] = visualizer.draw_instance_predictions(predictions=ins_gt.to(self.cpu_device), alpha=1)
+ # vis_output['input'] = visualizer.get_image(image)
+
+ return predictions, vis_output
+
+
+class AsyncPredictor:
+ """
+ A predictor that runs the model asynchronously, possibly on >1 GPUs.
+ Because rendering the visualization takes considerably amount of time,
+ this helps improve throughput a little bit when rendering videos.
+ """
+
+ class _StopToken:
+ pass
+
+ class _PredictWorker(mp.Process):
+ def __init__(self, cfg, task_queue, result_queue):
+ self.cfg = cfg
+ self.task_queue = task_queue
+ self.result_queue = result_queue
+ super().__init__()
+
+ def run(self):
+ predictor = DefaultPredictor(self.cfg)
+
+ while True:
+ task = self.task_queue.get()
+ if isinstance(task, AsyncPredictor._StopToken):
+ break
+ idx, data = task
+ result = predictor(data)
+ self.result_queue.put((idx, result))
+
+ def __init__(self, cfg, num_gpus: int = 1):
+ """
+ Args:
+ cfg (CfgNode):
+ num_gpus (int): if 0, will run on CPU
+ """
+ num_workers = max(num_gpus, 1)
+ self.task_queue = mp.Queue(maxsize=num_workers * 3)
+ self.result_queue = mp.Queue(maxsize=num_workers * 3)
+ self.procs = []
+ for gpuid in range(max(num_gpus, 1)):
+ cfg = cfg.clone()
+ cfg.defrost()
+ cfg.MODEL.DEVICE = "cuda:{}".format(gpuid) if num_gpus > 0 else "cpu"
+ self.procs.append(
+ AsyncPredictor._PredictWorker(cfg, self.task_queue, self.result_queue)
+ )
+
+ self.put_idx = 0
+ self.get_idx = 0
+ self.result_rank = []
+ self.result_data = []
+
+ for p in self.procs:
+ p.start()
+ atexit.register(self.shutdown)
+
+ def put(self, image):
+ self.put_idx += 1
+ self.task_queue.put((self.put_idx, image))
+
+ def get(self):
+ self.get_idx += 1 # the index needed for this request
+ if len(self.result_rank) and self.result_rank[0] == self.get_idx:
+ res = self.result_data[0]
+ del self.result_data[0], self.result_rank[0]
+ return res
+
+ while True:
+ # make sure the results are returned in the correct order
+ idx, res = self.result_queue.get()
+ if idx == self.get_idx:
+ return res
+ insert = bisect.bisect(self.result_rank, idx)
+ self.result_rank.insert(insert, idx)
+ self.result_data.insert(insert, res)
+
+ def __len__(self):
+ return self.put_idx - self.get_idx
+
+ def __call__(self, image):
+ self.put(image)
+ return self.get()
+
+ def shutdown(self):
+ for _ in self.procs:
+ self.task_queue.put(AsyncPredictor._StopToken())
+
+ @property
+ def default_buffer_size(self):
+ return len(self.procs) * 5
diff --git a/demo/visualizer.py b/demo/visualizer.py
new file mode 100644
index 0000000000000000000000000000000000000000..dc59565c42072cefceb3d7513b990a69d7eefff8
--- /dev/null
+++ b/demo/visualizer.py
@@ -0,0 +1,1350 @@
+# Copyright (c) Facebook, Inc. and its affiliates.
+import colorsys
+import logging
+import math
+import numpy as np
+from enum import Enum, unique
+import cv2
+import matplotlib as mpl
+import matplotlib.colors as mplc
+import matplotlib.figure as mplfigure
+import pycocotools.mask as mask_util
+import torch
+from matplotlib.backends.backend_agg import FigureCanvasAgg
+from PIL import Image
+
+from detectron2.data import MetadataCatalog
+from detectron2.structures import BitMasks, Boxes, BoxMode, Keypoints, PolygonMasks, RotatedBoxes
+from detectron2.utils.file_io import PathManager
+import random
+random.seed(0)
+from .colormap import random_color, _COLORS
+logger = logging.getLogger(__name__)
+
+__all__ = ["ColorMode", "VisImage", "Visualizer"]
+
+
+_SMALL_OBJECT_AREA_THRESH = 1000
+_LARGE_MASK_AREA_THRESH = 120000
+_OFF_WHITE = (1.0, 1.0, 240.0 / 255)
+_BLACK = (0, 0, 0)
+_RED = (1.0, 0, 0)
+
+_KEYPOINT_THRESHOLD = 0.05
+
+
+def instance_color(rgb=False, idx=1, maximum=255):
+ """
+ Args:
+ rgb (bool): whether to return RGB colors or BGR colors.
+ maximum (int): either 255 or 1
+ Returns:
+ ndarray: a vector of 3 numbers
+ """
+ ret = _COLORS[idx] * maximum
+ if not rgb:
+ ret = ret[::-1]
+ return ret
+
+@unique
+class ColorMode(Enum):
+ """
+ Enum of different color modes to use for instance visualizations.
+ """
+
+ IMAGE = 0
+ """
+ Picks a random color for every instance and overlay segmentations with low opacity.
+ """
+ SEGMENTATION = 1
+ """
+ Let instances of the same category have similar colors
+ (from metadata.thing_colors), and overlay them with
+ high opacity. This provides more attention on the quality of segmentation.
+ """
+ IMAGE_BW = 2
+ """
+ Same as IMAGE, but convert all areas without masks to gray-scale.
+ Only available for drawing per-instance mask predictions.
+ """
+
+
+class GenericMask:
+ """
+ Attribute:
+ polygons (list[ndarray]): list[ndarray]: polygons for this mask.
+ Each ndarray has format [x, y, x, y, ...]
+ mask (ndarray): a binary mask
+ """
+
+ def __init__(self, mask_or_polygons, height, width):
+ self._mask = self._polygons = self._has_holes = None
+ self.height = height
+ self.width = width
+
+ m = mask_or_polygons
+ if isinstance(m, dict):
+ # RLEs
+ assert "counts" in m and "size" in m
+ if isinstance(m["counts"], list): # uncompressed RLEs
+ h, w = m["size"]
+ assert h == height and w == width
+ m = mask_util.frPyObjects(m, h, w)
+ self._mask = mask_util.decode(m)[:, :]
+ return
+
+ if isinstance(m, list): # list[ndarray]
+ self._polygons = [np.asarray(x).reshape(-1) for x in m]
+ return
+
+ if isinstance(m, np.ndarray): # assumed to be a binary mask
+ assert m.shape[1] != 2, m.shape
+ assert m.shape == (
+ height,
+ width,
+ ), f"mask shape: {m.shape}, target dims: {height}, {width}"
+ self._mask = m.astype("uint8")
+ return
+
+ raise ValueError("GenericMask cannot handle object {} of type '{}'".format(m, type(m)))
+
+ @property
+ def mask(self):
+ if self._mask is None:
+ self._mask = self.polygons_to_mask(self._polygons)
+ return self._mask
+
+ @property
+ def polygons(self):
+ if self._polygons is None:
+ self._polygons, self._has_holes = self.mask_to_polygons(self._mask)
+ return self._polygons
+
+ @property
+ def has_holes(self):
+ if self._has_holes is None:
+ if self._mask is not None:
+ self._polygons, self._has_holes = self.mask_to_polygons(self._mask)
+ else:
+ self._has_holes = False # if original format is polygon, does not have holes
+ return self._has_holes
+
+ def mask_to_polygons(self, mask):
+ # cv2.RETR_CCOMP flag retrieves all the contours and arranges them to a 2-level
+ # hierarchy. External contours (boundary) of the object are placed in hierarchy-1.
+ # Internal contours (holes) are placed in hierarchy-2.
+ # cv2.CHAIN_APPROX_NONE flag gets vertices of polygons from contours.
+ mask = np.ascontiguousarray(mask) # some versions of cv2 does not support incontiguous arr
+ res = cv2.findContours(mask.astype("uint8"), cv2.RETR_CCOMP, cv2.CHAIN_APPROX_NONE)
+ hierarchy = res[-1]
+ if hierarchy is None: # empty mask
+ return [], False
+ has_holes = (hierarchy.reshape(-1, 4)[:, 3] >= 0).sum() > 0
+ res = res[-2]
+ res = [x.flatten() for x in res]
+ # These coordinates from OpenCV are integers in range [0, W-1 or H-1].
+ # We add 0.5 to turn them into real-value coordinate space. A better solution
+ # would be to first +0.5 and then dilate the returned polygon by 0.5.
+ res = [x + 0.5 for x in res if len(x) >= 6]
+ return res, has_holes
+
+ def polygons_to_mask(self, polygons):
+ rle = mask_util.frPyObjects(polygons, self.height, self.width)
+ rle = mask_util.merge(rle)
+ return mask_util.decode(rle)[:, :]
+
+ def area(self):
+ return self.mask.sum()
+
+ def bbox(self):
+ p = mask_util.frPyObjects(self.polygons, self.height, self.width)
+ p = mask_util.merge(p)
+ bbox = mask_util.toBbox(p)
+ bbox[2] += bbox[0]
+ bbox[3] += bbox[1]
+ return bbox
+
+
+class _PanopticPrediction:
+ """
+ Unify different panoptic annotation/prediction formats
+ """
+
+ def __init__(self, panoptic_seg, segments_info, metadata=None):
+ if segments_info is None:
+ assert metadata is not None
+ # If "segments_info" is None, we assume "panoptic_img" is a
+ # H*W int32 image storing the panoptic_id in the format of
+ # category_id * label_divisor + instance_id. We reserve -1 for
+ # VOID label.
+ label_divisor = metadata.label_divisor
+ segments_info = []
+ for panoptic_label in np.unique(panoptic_seg.numpy()):
+ if panoptic_label == -1:
+ # VOID region.
+ continue
+ pred_class = panoptic_label // label_divisor
+ isthing = pred_class in metadata.thing_dataset_id_to_contiguous_id.values()
+ segments_info.append(
+ {
+ "id": int(panoptic_label),
+ "category_id": int(pred_class),
+ "isthing": bool(isthing),
+ }
+ )
+ del metadata
+
+ self._seg = panoptic_seg
+
+ self._sinfo = {s["id"]: s for s in segments_info} # seg id -> seg info
+ segment_ids, areas = torch.unique(panoptic_seg, sorted=True, return_counts=True)
+ areas = areas.numpy()
+ sorted_idxs = np.argsort(-areas)
+ self._seg_ids, self._seg_areas = segment_ids[sorted_idxs], areas[sorted_idxs]
+ self._seg_ids = self._seg_ids.tolist()
+ for sid, area in zip(self._seg_ids, self._seg_areas):
+ if sid in self._sinfo:
+ self._sinfo[sid]["area"] = float(area)
+
+ def non_empty_mask(self):
+ """
+ Returns:
+ (H, W) array, a mask for all pixels that have a prediction
+ """
+ empty_ids = []
+ for id in self._seg_ids:
+ if id not in self._sinfo:
+ empty_ids.append(id)
+ if len(empty_ids) == 0:
+ return np.zeros(self._seg.shape, dtype=np.uint8)
+ assert (
+ len(empty_ids) == 1
+ ), ">1 ids corresponds to no labels. This is currently not supported"
+ return (self._seg != empty_ids[0]).numpy().astype(np.bool)
+
+ def semantic_masks(self):
+ for sid in self._seg_ids:
+ sinfo = self._sinfo.get(sid)
+ if sinfo is None or sinfo["isthing"]:
+ # Some pixels (e.g. id 0 in PanopticFPN) have no instance or semantic predictions.
+ continue
+ yield (self._seg == sid).numpy().astype(np.bool), sinfo
+
+ def instance_masks(self):
+ for sid in self._seg_ids:
+ sinfo = self._sinfo.get(sid)
+ if sinfo is None or not sinfo["isthing"]:
+ continue
+ mask = (self._seg == sid).numpy().astype(np.bool)
+ if mask.sum() > 0:
+ yield mask, sinfo
+
+
+def _create_text_labels(classes, scores, class_names, is_crowd=None):
+ """
+ Args:
+ classes (list[int] or None):
+ scores (list[float] or None):
+ class_names (list[str] or None):
+ is_crowd (list[bool] or None):
+ Returns:
+ list[str] or None
+ """
+ labels = None
+ if classes is not None:
+ if class_names is not None and len(class_names) > 0:
+ labels = [class_names[i] for i in classes]
+ else:
+ labels = [str(i) for i in classes]
+ if scores is not None:
+ if labels is None:
+ labels = ["{:.0f}%".format(s * 100) for s in scores]
+ else:
+ labels = ["{} {:.0f}%".format(l, s * 100) for l, s in zip(labels, scores)]
+ if labels is not None and is_crowd is not None:
+ labels = [l + ("|crowd" if crowd else "") for l, crowd in zip(labels, is_crowd)]
+ return labels
+
+
+class VisImage:
+ def __init__(self, img, scale=1.0):
+ """
+ Args:
+ img (ndarray): an RGB image of shape (H, W, 3) in range [0, 255].
+ scale (float): scale the input image
+ """
+ self.img = img
+ self.scale = scale
+ self.width, self.height = img.shape[1], img.shape[0]
+ self._setup_figure(img)
+
+ def _setup_figure(self, img):
+ """
+ Args:
+ Same as in :meth:`__init__()`.
+ Returns:
+ fig (matplotlib.pyplot.figure): top level container for all the image plot elements.
+ ax (matplotlib.pyplot.Axes): contains figure elements and sets the coordinate system.
+ """
+ fig = mplfigure.Figure(frameon=False)
+ self.dpi = fig.get_dpi()
+ # add a small 1e-2 to avoid precision lost due to matplotlib's truncation
+ # (https://github.com/matplotlib/matplotlib/issues/15363)
+ fig.set_size_inches(
+ (self.width * self.scale + 1e-2) / self.dpi,
+ (self.height * self.scale + 1e-2) / self.dpi,
+ )
+ self.canvas = FigureCanvasAgg(fig)
+ # self.canvas = mpl.backends.backend_cairo.FigureCanvasCairo(fig)
+ ax = fig.add_axes([0.0, 0.0, 1.0, 1.0])
+ ax.axis("off")
+ self.fig = fig
+ self.ax = ax
+ self.reset_image(img)
+
+ def reset_image(self, img):
+ """
+ Args:
+ img: same as in __init__
+ """
+ img = img.astype("uint8")
+ self.ax.imshow(img, extent=(0, self.width, self.height, 0), interpolation="nearest")
+
+ def save(self, filepath):
+ """
+ Args:
+ filepath (str): a string that contains the absolute path, including the file name, where
+ the visualized image will be saved.
+ """
+ self.fig.savefig(filepath)
+
+ def get_image(self):
+ """
+ Returns:
+ ndarray:
+ the visualized image of shape (H, W, 3) (RGB) in uint8 type.
+ The shape is scaled w.r.t the input image using the given `scale` argument.
+ """
+ canvas = self.canvas
+ s, (width, height) = canvas.print_to_buffer()
+ # buf = io.BytesIO() # works for cairo backend
+ # canvas.print_rgba(buf)
+ # width, height = self.width, self.height
+ # s = buf.getvalue()
+
+ buffer = np.frombuffer(s, dtype="uint8")
+
+ img_rgba = buffer.reshape(height, width, 4)
+ rgb, alpha = np.split(img_rgba, [3], axis=2)
+ return rgb.astype("uint8")
+
+
+class Visualizer:
+ """
+ Visualizer that draws data about detection/segmentation on images.
+ It contains methods like `draw_{text,box,circle,line,binary_mask,polygon}`
+ that draw primitive objects to images, as well as high-level wrappers like
+ `draw_{instance_predictions,sem_seg,panoptic_seg_predictions,dataset_dict}`
+ that draw composite data in some pre-defined style.
+ Note that the exact visualization style for the high-level wrappers are subject to change.
+ Style such as color, opacity, label contents, visibility of labels, or even the visibility
+ of objects themselves (e.g. when the object is too small) may change according
+ to different heuristics, as long as the results still look visually reasonable.
+ To obtain a consistent style, you can implement custom drawing functions with the
+ abovementioned primitive methods instead. If you need more customized visualization
+ styles, you can process the data yourself following their format documented in
+ tutorials (:doc:`/tutorials/models`, :doc:`/tutorials/datasets`). This class does not
+ intend to satisfy everyone's preference on drawing styles.
+ This visualizer focuses on high rendering quality rather than performance. It is not
+ designed to be used for real-time applications.
+ """
+
+ # TODO implement a fast, rasterized version using OpenCV
+
+ def __init__(self, img_rgb, is_img=True, metadata=None, scale=1.0, instance_mode=ColorMode.IMAGE):
+ """
+ Args:
+ img_rgb: a numpy array of shape (H, W, C), where H and W correspond to
+ the height and width of the image respectively. C is the number of
+ color channels. The image is required to be in RGB format since that
+ is a requirement of the Matplotlib library. The image is also expected
+ to be in the range [0, 255].
+ metadata (Metadata): dataset metadata (e.g. class names and colors)
+ instance_mode (ColorMode): defines one of the pre-defined style for drawing
+ instances on an image.
+ """
+ if is_img:
+ self.img = np.asarray(img_rgb).clip(0, 255).astype(np.uint8)
+ else:
+ self.img = np.zeros_like(img_rgb).clip(0, 255).astype(np.uint8)
+ if metadata is None:
+ metadata = MetadataCatalog.get("__nonexist__")
+ self.metadata = metadata
+ self.output = VisImage(self.img, scale=scale)
+ self.cpu_device = torch.device("cpu")
+
+ # too small texts are useless, therefore clamp to 9
+ self._default_font_size = max(
+ np.sqrt(self.output.height * self.output.width) // 90, 10 // scale
+ )
+ self._instance_mode = instance_mode
+ self.keypoint_threshold = _KEYPOINT_THRESHOLD
+
+ def get_image(self, img):
+ img = np.asarray(img).clip(0, 255).astype(np.uint8)
+ return VisImage(img, scale=1.0)
+
+ def draw_box_predictions(
+ self,
+ boxes=None,
+ labels=None,
+ scores=None,
+ assigned_colors=None
+ ):
+ """
+ Args:
+ boxes (Boxes, RotatedBoxes or ndarray): either a :class:`Boxes`,
+ or an Nx4 numpy array of XYXY_ABS format for the N objects in a single image,
+ or a :class:`RotatedBoxes`,
+ or an Nx5 numpy array of (x_center, y_center, width, height, angle_degrees) format
+ for the N objects in a single image,
+ labels (list[str]): the text to be displayed for each instance.
+ assigned_colors (list[matplotlib.colors]): a list of colors, where each color
+ corresponds to each mask or box in the image. Refer to 'matplotlib.colors'
+ for full list of formats that the colors are accepted in.
+ Returns:
+ output (VisImage): image object with visualizations.
+ """
+ num_instances = 0
+ boxes = self._convert_boxes(boxes)
+ classes = labels.tolist()
+ scores = scores.tolist()
+ labels = _create_text_labels(classes, scores, self.metadata.get("stuff_classes", None))
+ num_instances = len(boxes)
+ assert len(labels) == num_instances
+ if assigned_colors is None:
+ # assigned_colors = [random_color(rgb=True, maximum=1) for _ in range(num_instances)]
+ assigned_colors = [instance_color(rgb=True, idx=i, maximum=1) for i in range(num_instances)]
+ if num_instances == 0:
+ return self.output
+
+ # Display in largest to smallest order to reduce occlusion.
+ areas = None
+ areas = np.prod(boxes[:, 2:] - boxes[:, :2], axis=1)
+
+ if areas is not None:
+ sorted_idxs = np.argsort(-areas).tolist()
+ # Re-order overlapped instances in descending order.
+ boxes = boxes[sorted_idxs] if boxes is not None else None
+ labels = [labels[k] for k in sorted_idxs] if labels is not None else None
+ assigned_colors = [assigned_colors[idx] for idx in sorted_idxs]
+
+ for i in range(num_instances):
+ color = assigned_colors[i]
+ if boxes is not None:
+ self.draw_box(boxes[i], edge_color=color)
+
+ if labels is not None:
+ # first get a box
+ if boxes is not None:
+ x0, y0, x1, y1 = boxes[i]
+ text_pos = (x0, y0) # if drawing boxes, put text on the box corner.
+ horiz_align = "left"
+ else:
+ continue # drawing the box confidence for keypoints isn't very useful.
+ # for small objects, draw text at the side to avoid occlusion
+ instance_area = (y1 - y0) * (x1 - x0)
+ if (
+ instance_area < _SMALL_OBJECT_AREA_THRESH * self.output.scale
+ or y1 - y0 < 40 * self.output.scale
+ ):
+ if y1 >= self.output.height - 5:
+ text_pos = (x1, y0)
+ else:
+ text_pos = (x0, y1)
+
+ height_ratio = (y1 - y0) / np.sqrt(self.output.height * self.output.width)
+ lighter_color = self._change_color_brightness(color, brightness_factor=0.7)
+ font_size = (
+ np.clip((height_ratio - 0.02) / 0.08 + 1, 1.2, 2)
+ * 0.5
+ * self._default_font_size
+ )
+ self.draw_text(
+ labels[i],
+ text_pos,
+ color=lighter_color,
+ horizontal_alignment=horiz_align,
+ font_size=font_size,
+ )
+
+ return self.output
+
+
+ def draw_instance_predictions(self, predictions, alpha=0.8, is_text=True):
+ """
+ Draw instance-level prediction results on an image.
+ Args:
+ predictions (Instances): the output of an instance detection/segmentation
+ model. Following fields will be used to draw:
+ "pred_boxes", "pred_classes", "scores", "pred_masks" (or "pred_masks_rle").
+ Returns:
+ output (VisImage): image object with visualizations.
+ """
+ boxes = predictions.pred_boxes if predictions.has("pred_boxes") else None
+ scores = predictions.scores if predictions.has("scores") else None
+ classes = predictions.pred_classes.tolist() if predictions.has("pred_classes") else None
+ labels = _create_text_labels(classes, scores, self.metadata.get("stuff_classes", None))
+ keypoints = predictions.pred_keypoints if predictions.has("pred_keypoints") else None
+
+ if predictions.has("pred_masks"):
+ masks = np.asarray(predictions.pred_masks)
+ masks = [GenericMask(x, self.output.height, self.output.width) for x in masks]
+ else:
+ masks = None
+
+ if self._instance_mode == ColorMode.SEGMENTATION and self.metadata.get("stuff_colors"):
+ # colors = [
+ # self._jitter([x / 255 for x in self.metadata.thing_colors[c]]) for c in classes
+ # ]
+ colors = [
+ instance_color(rgb=True, idx=c, maximum=1) for c in classes
+ ]
+ else:
+ colors = None
+
+ if self._instance_mode == ColorMode.IMAGE_BW:
+ self.output.reset_image(
+ self._create_grayscale_image(
+ (predictions.pred_masks.any(dim=0) > 0).numpy()
+ if predictions.has("pred_masks")
+ else None
+ )
+ )
+
+ self.overlay_instances(
+ masks=masks,
+ boxes=boxes,
+ labels=labels,
+ keypoints=keypoints,
+ assigned_colors=colors,
+ alpha=alpha,
+ is_text=is_text,
+ )
+ return self.output
+
+ def draw_sem_seg(self, sem_seg, area_threshold=None, alpha=0.8, is_text=True):
+ """
+ Draw semantic segmentation predictions/labels.
+ Args:
+ sem_seg (Tensor or ndarray): the segmentation of shape (H, W).
+ Each value is the integer label of the pixel.
+ area_threshold (int): segments with less than `area_threshold` are not drawn.
+ alpha (float): the larger it is, the more opaque the segmentations are.
+ Returns:
+ output (VisImage): image object with visualizations.
+ """
+ if isinstance(sem_seg, torch.Tensor):
+ sem_seg = sem_seg.numpy()
+ labels, areas = np.unique(sem_seg, return_counts=True)
+ sorted_idxs = np.argsort(-areas).tolist()
+ labels = labels[sorted_idxs]
+ for label in filter(lambda l: l < len(self.metadata.stuff_classes), labels):
+ try:
+ mask_color = [x / 255 for x in self.metadata.stuff_colors[label]]
+ except (AttributeError, IndexError):
+ mask_color = None
+
+ binary_mask = (sem_seg == label).astype(np.uint8)
+ text = self.metadata.stuff_classes[label]
+ self.draw_binary_mask(
+ binary_mask,
+ color=mask_color,
+ edge_color=_OFF_WHITE,
+ text=text,
+ alpha=alpha,
+ area_threshold=area_threshold,
+ is_text=is_text,
+ )
+ return self.output
+
+ def draw_panoptic_seg(self, panoptic_seg, segments_info, area_threshold=None, alpha=0.7, is_text=True,):
+ """
+ Draw panoptic prediction annotations or results.
+ Args:
+ panoptic_seg (Tensor): of shape (height, width) where the values are ids for each
+ segment.
+ segments_info (list[dict] or None): Describe each segment in `panoptic_seg`.
+ If it is a ``list[dict]``, each dict contains keys "id", "category_id".
+ If None, category id of each pixel is computed by
+ ``pixel // metadata.label_divisor``.
+ area_threshold (int): stuff segments with less than `area_threshold` are not drawn.
+ Returns:
+ output (VisImage): image object with visualizations.
+ """
+ pred = _PanopticPrediction(panoptic_seg, segments_info, self.metadata)
+
+ if self._instance_mode == ColorMode.IMAGE_BW:
+ self.output.reset_image(self._create_grayscale_image(pred.non_empty_mask()))
+
+ # draw mask for all semantic segments first i.e. "stuff"
+ for mask, sinfo in pred.semantic_masks():
+ category_idx = sinfo["category_id"]
+ try:
+ mask_color = [x / 255 for x in self.metadata.stuff_colors[category_idx]]
+ except AttributeError:
+ mask_color = None
+
+ text = self.metadata.stuff_classes[category_idx]
+ self.draw_binary_mask(
+ mask,
+ color=mask_color,
+ edge_color=_OFF_WHITE,
+ text=text,
+ alpha=alpha,
+ area_threshold=area_threshold,
+ is_text=is_text,
+ )
+
+ # draw mask for all instances second
+ all_instances = list(pred.instance_masks())
+ if len(all_instances) == 0:
+ return self.output
+ masks, sinfo = list(zip(*all_instances))
+ category_ids = [x["category_id"] for x in sinfo]
+
+ try:
+ scores = [x["score"] for x in sinfo]
+ except KeyError:
+ scores = None
+ labels = _create_text_labels(
+ category_ids, scores, self.metadata.stuff_classes, [x.get("iscrowd", 0) for x in sinfo]
+ )
+
+ try:
+ colors = [
+ self._jitter([x / 255 for x in self.metadata.stuff_colors[c]]) for c in category_ids
+ ]
+ except AttributeError:
+ colors = None
+ self.overlay_instances(masks=masks, labels=labels, assigned_colors=colors, alpha=alpha, is_text=is_text)
+
+ return self.output
+
+ draw_panoptic_seg_predictions = draw_panoptic_seg # backward compatibility
+
+ def draw_dataset_dict(self, dic):
+ """
+ Draw annotations/segmentaions in Detectron2 Dataset format.
+ Args:
+ dic (dict): annotation/segmentation data of one image, in Detectron2 Dataset format.
+ Returns:
+ output (VisImage): image object with visualizations.
+ """
+ annos = dic.get("annotations", None)
+ if annos:
+ if "segmentation" in annos[0]:
+ masks = [x["segmentation"] for x in annos]
+ else:
+ masks = None
+ if "keypoints" in annos[0]:
+ keypts = [x["keypoints"] for x in annos]
+ keypts = np.array(keypts).reshape(len(annos), -1, 3)
+ else:
+ keypts = None
+
+ boxes = [
+ BoxMode.convert(x["bbox"], x["bbox_mode"], BoxMode.XYXY_ABS)
+ if len(x["bbox"]) == 4
+ else x["bbox"]
+ for x in annos
+ ]
+
+ colors = None
+ category_ids = [x["category_id"] for x in annos]
+ if self._instance_mode == ColorMode.SEGMENTATION and self.metadata.get("stuff_colors"):
+ colors = [
+ self._jitter([x / 255 for x in self.metadata.stuff_colors[c]])
+ for c in category_ids
+ ]
+ names = self.metadata.get("stuff_classes", None)
+ labels = _create_text_labels(
+ category_ids,
+ scores=None,
+ class_names=names,
+ is_crowd=[x.get("iscrowd", 0) for x in annos],
+ )
+ self.overlay_instances(
+ labels=labels, boxes=boxes, masks=masks, keypoints=keypts, assigned_colors=colors
+ )
+
+ sem_seg = dic.get("sem_seg", None)
+ if sem_seg is None and "sem_seg_file_name" in dic:
+ with PathManager.open(dic["sem_seg_file_name"], "rb") as f:
+ sem_seg = Image.open(f)
+ sem_seg = np.asarray(sem_seg, dtype="uint8")
+ if sem_seg is not None:
+ self.draw_sem_seg(sem_seg, area_threshold=0, alpha=0.5)
+
+ pan_seg = dic.get("pan_seg", None)
+ if pan_seg is None and "pan_seg_file_name" in dic:
+ with PathManager.open(dic["pan_seg_file_name"], "rb") as f:
+ pan_seg = Image.open(f)
+ pan_seg = np.asarray(pan_seg)
+ from panopticapi.utils import rgb2id
+
+ pan_seg = rgb2id(pan_seg)
+ if pan_seg is not None:
+ segments_info = dic["segments_info"]
+ pan_seg = torch.tensor(pan_seg)
+ self.draw_panoptic_seg(pan_seg, segments_info, area_threshold=0, alpha=0.5)
+ return self.output
+
+ def overlay_instances(
+ self,
+ *,
+ boxes=None,
+ labels=None,
+ masks=None,
+ keypoints=None,
+ assigned_colors=None,
+ alpha=0.5,
+ is_text=True,
+ ):
+ """
+ Args:
+ boxes (Boxes, RotatedBoxes or ndarray): either a :class:`Boxes`,
+ or an Nx4 numpy array of XYXY_ABS format for the N objects in a single image,
+ or a :class:`RotatedBoxes`,
+ or an Nx5 numpy array of (x_center, y_center, width, height, angle_degrees) format
+ for the N objects in a single image,
+ labels (list[str]): the text to be displayed for each instance.
+ masks (masks-like object): Supported types are:
+ * :class:`detectron2.structures.PolygonMasks`,
+ :class:`detectron2.structures.BitMasks`.
+ * list[list[ndarray]]: contains the segmentation masks for all objects in one image.
+ The first level of the list corresponds to individual instances. The second
+ level to all the polygon that compose the instance, and the third level
+ to the polygon coordinates. The third level should have the format of
+ [x0, y0, x1, y1, ..., xn, yn] (n >= 3).
+ * list[ndarray]: each ndarray is a binary mask of shape (H, W).
+ * list[dict]: each dict is a COCO-style RLE.
+ keypoints (Keypoint or array like): an array-like object of shape (N, K, 3),
+ where the N is the number of instances and K is the number of keypoints.
+ The last dimension corresponds to (x, y, visibility or score).
+ assigned_colors (list[matplotlib.colors]): a list of colors, where each color
+ corresponds to each mask or box in the image. Refer to 'matplotlib.colors'
+ for full list of formats that the colors are accepted in.
+ Returns:
+ output (VisImage): image object with visualizations.
+ """
+ num_instances = 0
+ if boxes is not None:
+ boxes = self._convert_boxes(boxes)
+ num_instances = len(boxes)
+ if masks is not None:
+ masks = self._convert_masks(masks)
+ if num_instances:
+ assert len(masks) == num_instances
+ else:
+ num_instances = len(masks)
+ if keypoints is not None:
+ if num_instances:
+ assert len(keypoints) == num_instances
+ else:
+ num_instances = len(keypoints)
+ keypoints = self._convert_keypoints(keypoints)
+ if labels is not None:
+ assert len(labels) == num_instances
+ if assigned_colors is None:
+ # assigned_colors = [random_color(rgb=True, maximum=1) for _ in range(num_instances)]
+ assigned_colors = [instance_color(rgb=True, idx=i, maximum=1) for i in range(num_instances)]
+ if num_instances == 0:
+ return self.output
+ if boxes is not None and boxes.shape[1] == 5:
+ return self.overlay_rotated_instances(
+ boxes=boxes, labels=labels, assigned_colors=assigned_colors
+ )
+
+ # Display in largest to smallest order to reduce occlusion.
+ areas = None
+ if boxes is not None:
+ areas = np.prod(boxes[:, 2:] - boxes[:, :2], axis=1)
+ elif masks is not None:
+ areas = np.asarray([x.area() for x in masks])
+
+ if areas is not None:
+ sorted_idxs = np.argsort(-areas).tolist()
+ # Re-order overlapped instances in descending order.
+ boxes = boxes[sorted_idxs] if boxes is not None else None
+ labels = [labels[k] for k in sorted_idxs] if labels is not None else None
+ masks = [masks[idx] for idx in sorted_idxs] if masks is not None else None
+ assigned_colors = [assigned_colors[idx] for idx in sorted_idxs]
+ keypoints = keypoints[sorted_idxs] if keypoints is not None else None
+
+ for i in range(num_instances):
+ color = assigned_colors[i]
+ if boxes is not None:
+ self.draw_box(boxes[i], edge_color=color)
+
+ if masks is not None:
+ for segment in masks[i].polygons:
+ self.draw_polygon(segment.reshape(-1, 2), color, alpha=alpha)
+
+ if labels is not None:
+ # first get a box
+ if boxes is not None:
+ x0, y0, x1, y1 = boxes[i]
+ text_pos = (x0, y0) # if drawing boxes, put text on the box corner.
+ horiz_align = "left"
+ elif masks is not None:
+ # skip small mask without polygon
+ if len(masks[i].polygons) == 0:
+ continue
+
+ x0, y0, x1, y1 = masks[i].bbox()
+
+ # draw text in the center (defined by median) when box is not drawn
+ # median is less sensitive to outliers.
+ text_pos = np.median(masks[i].mask.nonzero(), axis=1)[::-1]
+ horiz_align = "center"
+ else:
+ continue # drawing the box confidence for keypoints isn't very useful.
+ # for small objects, draw text at the side to avoid occlusion
+ instance_area = (y1 - y0) * (x1 - x0)
+ if (
+ instance_area < _SMALL_OBJECT_AREA_THRESH * self.output.scale
+ or y1 - y0 < 40 * self.output.scale
+ ):
+ if y1 >= self.output.height - 5:
+ text_pos = (x1, y0)
+ else:
+ text_pos = (x0, y1)
+
+ height_ratio = (y1 - y0) / np.sqrt(self.output.height * self.output.width)
+ lighter_color = self._change_color_brightness(color, brightness_factor=0.7)
+ font_size = (
+ np.clip((height_ratio - 0.02) / 0.08 + 1, 1.2, 2)
+ * 0.5
+ * self._default_font_size
+ )
+ if is_text:
+ self.draw_text(
+ labels[i],
+ text_pos,
+ color=lighter_color,
+ horizontal_alignment=horiz_align,
+ font_size=font_size,
+ )
+
+ # draw keypoints
+ if keypoints is not None:
+ for keypoints_per_instance in keypoints:
+ self.draw_and_connect_keypoints(keypoints_per_instance)
+
+ return self.output
+
+ def overlay_rotated_instances(self, boxes=None, labels=None, assigned_colors=None):
+ """
+ Args:
+ boxes (ndarray): an Nx5 numpy array of
+ (x_center, y_center, width, height, angle_degrees) format
+ for the N objects in a single image.
+ labels (list[str]): the text to be displayed for each instance.
+ assigned_colors (list[matplotlib.colors]): a list of colors, where each color
+ corresponds to each mask or box in the image. Refer to 'matplotlib.colors'
+ for full list of formats that the colors are accepted in.
+ Returns:
+ output (VisImage): image object with visualizations.
+ """
+ num_instances = len(boxes)
+
+ if assigned_colors is None:
+ # assigned_colors = [random_color(rgb=True, maximum=1) for _ in range(num_instances)]
+ assigned_colors = [instance_color(rgb=True, idx=i, maximum=1) for i in range(num_instances)]
+ if num_instances == 0:
+ return self.output
+
+ # Display in largest to smallest order to reduce occlusion.
+ if boxes is not None:
+ areas = boxes[:, 2] * boxes[:, 3]
+
+ sorted_idxs = np.argsort(-areas).tolist()
+ # Re-order overlapped instances in descending order.
+ boxes = boxes[sorted_idxs]
+ labels = [labels[k] for k in sorted_idxs] if labels is not None else None
+ colors = [assigned_colors[idx] for idx in sorted_idxs]
+
+ for i in range(num_instances):
+ self.draw_rotated_box_with_label(
+ boxes[i], edge_color=colors[i], label=labels[i] if labels is not None else None
+ )
+
+ return self.output
+
+ def draw_and_connect_keypoints(self, keypoints):
+ """
+ Draws keypoints of an instance and follows the rules for keypoint connections
+ to draw lines between appropriate keypoints. This follows color heuristics for
+ line color.
+ Args:
+ keypoints (Tensor): a tensor of shape (K, 3), where K is the number of keypoints
+ and the last dimension corresponds to (x, y, probability).
+ Returns:
+ output (VisImage): image object with visualizations.
+ """
+ visible = {}
+ keypoint_names = self.metadata.get("keypoint_names")
+ for idx, keypoint in enumerate(keypoints):
+
+ # draw keypoint
+ x, y, prob = keypoint
+ if prob > self.keypoint_threshold:
+ self.draw_circle((x, y), color=_RED)
+ if keypoint_names:
+ keypoint_name = keypoint_names[idx]
+ visible[keypoint_name] = (x, y)
+
+ if self.metadata.get("keypoint_connection_rules"):
+ for kp0, kp1, color in self.metadata.keypoint_connection_rules:
+ if kp0 in visible and kp1 in visible:
+ x0, y0 = visible[kp0]
+ x1, y1 = visible[kp1]
+ color = tuple(x / 255.0 for x in color)
+ self.draw_line([x0, x1], [y0, y1], color=color)
+
+ # draw lines from nose to mid-shoulder and mid-shoulder to mid-hip
+ # Note that this strategy is specific to person keypoints.
+ # For other keypoints, it should just do nothing
+ try:
+ ls_x, ls_y = visible["left_shoulder"]
+ rs_x, rs_y = visible["right_shoulder"]
+ mid_shoulder_x, mid_shoulder_y = (ls_x + rs_x) / 2, (ls_y + rs_y) / 2
+ except KeyError:
+ pass
+ else:
+ # draw line from nose to mid-shoulder
+ nose_x, nose_y = visible.get("nose", (None, None))
+ if nose_x is not None:
+ self.draw_line([nose_x, mid_shoulder_x], [nose_y, mid_shoulder_y], color=_RED)
+
+ try:
+ # draw line from mid-shoulder to mid-hip
+ lh_x, lh_y = visible["left_hip"]
+ rh_x, rh_y = visible["right_hip"]
+ except KeyError:
+ pass
+ else:
+ mid_hip_x, mid_hip_y = (lh_x + rh_x) / 2, (lh_y + rh_y) / 2
+ self.draw_line([mid_hip_x, mid_shoulder_x], [mid_hip_y, mid_shoulder_y], color=_RED)
+ return self.output
+
+ """
+ Primitive drawing functions:
+ """
+
+ def draw_text(
+ self,
+ text,
+ position,
+ *,
+ font_size=None,
+ color="g",
+ horizontal_alignment="center",
+ rotation=0,
+ ):
+ """
+ Args:
+ text (str): class label
+ position (tuple): a tuple of the x and y coordinates to place text on image.
+ font_size (int, optional): font of the text. If not provided, a font size
+ proportional to the image width is calculated and used.
+ color: color of the text. Refer to `matplotlib.colors` for full list
+ of formats that are accepted.
+ horizontal_alignment (str): see `matplotlib.text.Text`
+ rotation: rotation angle in degrees CCW
+ Returns:
+ output (VisImage): image object with text drawn.
+ """
+ if not font_size:
+ font_size = self._default_font_size
+
+ # since the text background is dark, we don't want the text to be dark
+ color = np.maximum(list(mplc.to_rgb(color)), 0.2)
+ color[np.argmax(color)] = max(0.8, np.max(color))
+
+ x, y = position
+ self.output.ax.text(
+ x,
+ y,
+ text,
+ size=font_size * self.output.scale,
+ family="sans-serif",
+ bbox={"facecolor": "black", "alpha": 0.8, "pad": 0.7, "edgecolor": "none"},
+ verticalalignment="top",
+ horizontalalignment=horizontal_alignment,
+ color=color,
+ zorder=10,
+ rotation=rotation,
+ )
+ return self.output
+
+ def draw_box(self, box_coord, alpha=1.0, edge_color="g", line_style="-"):
+ """
+ Args:
+ box_coord (tuple): a tuple containing x0, y0, x1, y1 coordinates, where x0 and y0
+ are the coordinates of the image's top left corner. x1 and y1 are the
+ coordinates of the image's bottom right corner.
+ alpha (float): blending efficient. Smaller values lead to more transparent masks.
+ edge_color: color of the outline of the box. Refer to `matplotlib.colors`
+ for full list of formats that are accepted.
+ line_style (string): the string to use to create the outline of the boxes.
+ Returns:
+ output (VisImage): image object with box drawn.
+ """
+ x0, y0, x1, y1 = box_coord
+ width = x1 - x0
+ height = y1 - y0
+
+ linewidth = 2
+
+ self.output.ax.add_patch(
+ mpl.patches.Rectangle(
+ (x0, y0),
+ width,
+ height,
+ fill=False,
+ edgecolor=edge_color,
+ linewidth=linewidth * self.output.scale,
+ alpha=alpha,
+ linestyle=line_style,
+ )
+ )
+ return self.output
+
+ def draw_rotated_box_with_label(
+ self, rotated_box, alpha=0.5, edge_color="g", line_style="-", label=None
+ ):
+ """
+ Draw a rotated box with label on its top-left corner.
+ Args:
+ rotated_box (tuple): a tuple containing (cnt_x, cnt_y, w, h, angle),
+ where cnt_x and cnt_y are the center coordinates of the box.
+ w and h are the width and height of the box. angle represents how
+ many degrees the box is rotated CCW with regard to the 0-degree box.
+ alpha (float): blending efficient. Smaller values lead to more transparent masks.
+ edge_color: color of the outline of the box. Refer to `matplotlib.colors`
+ for full list of formats that are accepted.
+ line_style (string): the string to use to create the outline of the boxes.
+ label (string): label for rotated box. It will not be rendered when set to None.
+ Returns:
+ output (VisImage): image object with box drawn.
+ """
+ cnt_x, cnt_y, w, h, angle = rotated_box
+ area = w * h
+ # use thinner lines when the box is small
+ linewidth = self._default_font_size / (
+ 6 if area < _SMALL_OBJECT_AREA_THRESH * self.output.scale else 3
+ )
+
+ theta = angle * math.pi / 180.0
+ c = math.cos(theta)
+ s = math.sin(theta)
+ rect = [(-w / 2, h / 2), (-w / 2, -h / 2), (w / 2, -h / 2), (w / 2, h / 2)]
+ # x: left->right ; y: top->down
+ rotated_rect = [(s * yy + c * xx + cnt_x, c * yy - s * xx + cnt_y) for (xx, yy) in rect]
+ for k in range(4):
+ j = (k + 1) % 4
+ self.draw_line(
+ [rotated_rect[k][0], rotated_rect[j][0]],
+ [rotated_rect[k][1], rotated_rect[j][1]],
+ color=edge_color,
+ linestyle="--" if k == 1 else line_style,
+ linewidth=linewidth,
+ )
+
+ if label is not None:
+ text_pos = rotated_rect[1] # topleft corner
+
+ height_ratio = h / np.sqrt(self.output.height * self.output.width)
+ label_color = self._change_color_brightness(edge_color, brightness_factor=0.7)
+ font_size = (
+ np.clip((height_ratio - 0.02) / 0.08 + 1, 1.2, 2) * 0.5 * self._default_font_size
+ )
+ self.draw_text(label, text_pos, color=label_color, font_size=font_size, rotation=angle)
+
+ return self.output
+
+ def draw_circle(self, circle_coord, color, radius=3):
+ """
+ Args:
+ circle_coord (list(int) or tuple(int)): contains the x and y coordinates
+ of the center of the circle.
+ color: color of the polygon. Refer to `matplotlib.colors` for a full list of
+ formats that are accepted.
+ radius (int): radius of the circle.
+ Returns:
+ output (VisImage): image object with box drawn.
+ """
+ x, y = circle_coord
+ self.output.ax.add_patch(
+ mpl.patches.Circle(circle_coord, radius=radius, fill=True, color=color)
+ )
+ return self.output
+
+ def draw_line(self, x_data, y_data, color, linestyle="-", linewidth=None):
+ """
+ Args:
+ x_data (list[int]): a list containing x values of all the points being drawn.
+ Length of list should match the length of y_data.
+ y_data (list[int]): a list containing y values of all the points being drawn.
+ Length of list should match the length of x_data.
+ color: color of the line. Refer to `matplotlib.colors` for a full list of
+ formats that are accepted.
+ linestyle: style of the line. Refer to `matplotlib.lines.Line2D`
+ for a full list of formats that are accepted.
+ linewidth (float or None): width of the line. When it's None,
+ a default value will be computed and used.
+ Returns:
+ output (VisImage): image object with line drawn.
+ """
+ if linewidth is None:
+ linewidth = self._default_font_size / 3
+ linewidth = max(linewidth, 1)
+ self.output.ax.add_line(
+ mpl.lines.Line2D(
+ x_data,
+ y_data,
+ linewidth=linewidth * self.output.scale,
+ color=color,
+ linestyle=linestyle,
+ )
+ )
+ return self.output
+
+ def draw_binary_mask(
+ self, binary_mask, color=None, *, edge_color=None, text=None, alpha=0.5, area_threshold=10, is_text=True,
+ ):
+ """
+ Args:
+ binary_mask (ndarray): numpy array of shape (H, W), where H is the image height and
+ W is the image width. Each value in the array is either a 0 or 1 value of uint8
+ type.
+ color: color of the mask. Refer to `matplotlib.colors` for a full list of
+ formats that are accepted. If None, will pick a random color.
+ edge_color: color of the polygon edges. Refer to `matplotlib.colors` for a
+ full list of formats that are accepted.
+ text (str): if None, will be drawn on the object
+ alpha (float): blending efficient. Smaller values lead to more transparent masks.
+ area_threshold (float): a connected component smaller than this area will not be shown.
+ Returns:
+ output (VisImage): image object with mask drawn.
+ """
+ if color is None:
+ color = random_color(rgb=True, maximum=1)
+ color = mplc.to_rgb(color)
+
+ has_valid_segment = False
+ binary_mask = binary_mask.astype("uint8") # opencv needs uint8
+ mask = GenericMask(binary_mask, self.output.height, self.output.width)
+ shape2d = (binary_mask.shape[0], binary_mask.shape[1])
+
+ if not mask.has_holes:
+ # draw polygons for regular masks
+ for segment in mask.polygons:
+ area = mask_util.area(mask_util.frPyObjects([segment], shape2d[0], shape2d[1]))
+ if area < (area_threshold or 0):
+ continue
+ has_valid_segment = True
+ segment = segment.reshape(-1, 2)
+ self.draw_polygon(segment, color=color, edge_color=edge_color, alpha=alpha)
+ else:
+ # TODO: Use Path/PathPatch to draw vector graphics:
+ # https://stackoverflow.com/questions/8919719/how-to-plot-a-complex-polygon
+ rgba = np.zeros(shape2d + (4,), dtype="float32")
+ rgba[:, :, :3] = color
+ rgba[:, :, 3] = (mask.mask == 1).astype("float32") * alpha
+ has_valid_segment = True
+ self.output.ax.imshow(rgba, extent=(0, self.output.width, self.output.height, 0))
+
+ if is_text:
+ if text is not None and has_valid_segment:
+ lighter_color = self._change_color_brightness(color, brightness_factor=0.7)
+ self._draw_text_in_mask(binary_mask, text, lighter_color)
+ return self.output
+
+ def draw_soft_mask(self, soft_mask, color=None, *, text=None, alpha=0.5):
+ """
+ Args:
+ soft_mask (ndarray): float array of shape (H, W), each value in [0, 1].
+ color: color of the mask. Refer to `matplotlib.colors` for a full list of
+ formats that are accepted. If None, will pick a random color.
+ text (str): if None, will be drawn on the object
+ alpha (float): blending efficient. Smaller values lead to more transparent masks.
+ Returns:
+ output (VisImage): image object with mask drawn.
+ """
+ if color is None:
+ color = random_color(rgb=True, maximum=1)
+ color = mplc.to_rgb(color)
+
+ shape2d = (soft_mask.shape[0], soft_mask.shape[1])
+ rgba = np.zeros(shape2d + (4,), dtype="float32")
+ rgba[:, :, :3] = color
+ rgba[:, :, 3] = soft_mask * alpha
+ self.output.ax.imshow(rgba, extent=(0, self.output.width, self.output.height, 0))
+
+ if text is not None:
+ lighter_color = self._change_color_brightness(color, brightness_factor=0.7)
+ binary_mask = (soft_mask > 0.5).astype("uint8")
+ # self._draw_text_in_mask(binary_mask, text, lighter_color)
+ return self.output
+
+ def draw_polygon(self, segment, color, edge_color=None, alpha=0.5):
+ """
+ Args:
+ segment: numpy array of shape Nx2, containing all the points in the polygon.
+ color: color of the polygon. Refer to `matplotlib.colors` for a full list of
+ formats that are accepted.
+ edge_color: color of the polygon edges. Refer to `matplotlib.colors` for a
+ full list of formats that are accepted. If not provided, a darker shade
+ of the polygon color will be used instead.
+ alpha (float): blending efficient. Smaller values lead to more transparent masks.
+ Returns:
+ output (VisImage): image object with polygon drawn.
+ """
+ if edge_color is None:
+ # make edge color darker than the polygon color
+ if alpha > 0.8:
+ edge_color = self._change_color_brightness(color, brightness_factor=-0.7)
+ else:
+ edge_color = color
+ edge_color = mplc.to_rgb(edge_color) + (1,)
+
+ polygon = mpl.patches.Polygon(
+ segment,
+ fill=True,
+ facecolor=mplc.to_rgb(color) + (alpha,),
+ edgecolor=edge_color,
+ linewidth=max(self._default_font_size // 15 * self.output.scale, 1),
+ )
+ self.output.ax.add_patch(polygon)
+ return self.output
+
+ """
+ Internal methods:
+ """
+
+ def _jitter(self, color):
+ """
+ Randomly modifies given color to produce a slightly different color than the color given.
+ Args:
+ color (tuple[double]): a tuple of 3 elements, containing the RGB values of the color
+ picked. The values in the list are in the [0.0, 1.0] range.
+ Returns:
+ jittered_color (tuple[double]): a tuple of 3 elements, containing the RGB values of the
+ color after being jittered. The values in the list are in the [0.0, 1.0] range.
+ """
+ color = mplc.to_rgb(color)
+ vec = np.random.rand(3)
+ # better to do it in another color space
+ vec = vec / np.linalg.norm(vec) * 0.5
+ res = np.clip(vec + color, 0, 1)
+ return tuple(res)
+
+ def _create_grayscale_image(self, mask=None):
+ """
+ Create a grayscale version of the original image.
+ The colors in masked area, if given, will be kept.
+ """
+ img_bw = self.img.astype("f4").mean(axis=2)
+ img_bw = np.stack([img_bw] * 3, axis=2)
+ if mask is not None:
+ img_bw[mask] = self.img[mask]
+ return img_bw
+
+ def _change_color_brightness(self, color, brightness_factor):
+ """
+ Depending on the brightness_factor, gives a lighter or darker color i.e. a color with
+ less or more saturation than the original color.
+ Args:
+ color: color of the polygon. Refer to `matplotlib.colors` for a full list of
+ formats that are accepted.
+ brightness_factor (float): a value in [-1.0, 1.0] range. A lightness factor of
+ 0 will correspond to no change, a factor in [-1.0, 0) range will result in
+ a darker color and a factor in (0, 1.0] range will result in a lighter color.
+ Returns:
+ modified_color (tuple[double]): a tuple containing the RGB values of the
+ modified color. Each value in the tuple is in the [0.0, 1.0] range.
+ """
+ assert brightness_factor >= -1.0 and brightness_factor <= 1.0
+ color = mplc.to_rgb(color)
+ polygon_color = colorsys.rgb_to_hls(*mplc.to_rgb(color))
+ modified_lightness = polygon_color[1] + (brightness_factor * polygon_color[1])
+ modified_lightness = 0.0 if modified_lightness < 0.0 else modified_lightness
+ modified_lightness = 1.0 if modified_lightness > 1.0 else modified_lightness
+ modified_color = colorsys.hls_to_rgb(polygon_color[0], modified_lightness, polygon_color[2])
+ return modified_color
+
+ def _convert_boxes(self, boxes):
+ """
+ Convert different format of boxes to an NxB array, where B = 4 or 5 is the box dimension.
+ """
+ if isinstance(boxes, Boxes) or isinstance(boxes, RotatedBoxes):
+ return boxes.tensor.detach().numpy()
+ else:
+ return np.asarray(boxes)
+
+ def _convert_masks(self, masks_or_polygons):
+ """
+ Convert different format of masks or polygons to a tuple of masks and polygons.
+ Returns:
+ list[GenericMask]:
+ """
+
+ m = masks_or_polygons
+ if isinstance(m, PolygonMasks):
+ m = m.polygons
+ if isinstance(m, BitMasks):
+ m = m.tensor.numpy()
+ if isinstance(m, torch.Tensor):
+ m = m.numpy()
+ ret = []
+ for x in m:
+ if isinstance(x, GenericMask):
+ ret.append(x)
+ else:
+ ret.append(GenericMask(x, self.output.height, self.output.width))
+ return ret
+
+ def _draw_text_in_mask(self, binary_mask, text, color):
+ """
+ Find proper places to draw text given a binary mask.
+ """
+ # TODO sometimes drawn on wrong objects. the heuristics here can improve.
+ _num_cc, cc_labels, stats, centroids = cv2.connectedComponentsWithStats(binary_mask, 8)
+ if stats[1:, -1].size == 0:
+ return
+ largest_component_id = np.argmax(stats[1:, -1]) + 1
+
+ # draw text on the largest component, as well as other very large components.
+ for cid in range(1, _num_cc):
+ if cid == largest_component_id or stats[cid, -1] > _LARGE_MASK_AREA_THRESH:
+ # median is more stable than centroid
+ # center = centroids[largest_component_id]
+ center = np.median((cc_labels == cid).nonzero(), axis=1)[::-1]
+ self.draw_text(text, center, color=color)
+
+ def _convert_keypoints(self, keypoints):
+ if isinstance(keypoints, Keypoints):
+ keypoints = keypoints.tensor
+ keypoints = np.asarray(keypoints)
+ return keypoints
+
+ def get_output(self):
+ """
+ Returns:
+ output (VisImage): the image output containing the visualizations added
+ to the image.
+ """
+ return self.output
\ No newline at end of file
diff --git a/examples/ade20k.jpeg b/examples/ade20k.jpeg
new file mode 100644
index 0000000000000000000000000000000000000000..e5e1cd686ee1674fc7ee7258eace86789fa85591
--- /dev/null
+++ b/examples/ade20k.jpeg
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:99f7af15a7bd66f3d2ad8b98f1b41941c27407a35d303f9b70724cb231a36098
+size 52650
diff --git a/examples/cityscapes.png b/examples/cityscapes.png
new file mode 100644
index 0000000000000000000000000000000000000000..b972ee23f4a38681e6e3359569f67cad10fad9c1
--- /dev/null
+++ b/examples/cityscapes.png
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:55d6e21e5358e9df0fde8a5fb0b50cf1aac1b5865dc454ebb23774d66ca6be2a
+size 2299675
diff --git a/examples/coco.jpeg b/examples/coco.jpeg
new file mode 100644
index 0000000000000000000000000000000000000000..d1d462ab49b9ec885e390c8c84a5c5e4527ef141
--- /dev/null
+++ b/examples/coco.jpeg
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:83981537a7baeafbeb9c8cb67b3484dc26433f574b3685d021fa537e277e4726
+size 133674
diff --git a/gradio_app.py b/gradio_app.py
new file mode 100644
index 0000000000000000000000000000000000000000..f350caf47a9f8ecd02f51bb8ceeffb84ef5cd567
--- /dev/null
+++ b/gradio_app.py
@@ -0,0 +1,194 @@
+import subprocess
+import torch
+if torch.cuda.is_available():
+ subprocess.run('sh deform_setup.sh', shell=True)
+
+print("Installed the dependencies!")
+
+import numpy as np
+from PIL import Image
+import cv2
+import imutils
+
+from detectron2.config import get_cfg
+from detectron2.projects.deeplab import add_deeplab_config
+from detectron2.data import MetadataCatalog
+
+from oneformer import (
+ add_oneformer_config,
+ add_common_config,
+ add_swin_config,
+ add_dinat_config,
+)
+
+from demo.defaults import DefaultPredictor
+from demo.visualizer import Visualizer, ColorMode
+
+import gradio as gr
+
+KEY_DICT = {"Cityscapes (19 classes)": "cityscapes",
+ "COCO (133 classes)": "coco",
+ "ADE20K (150 classes)": "ade20k",}
+
+SWIN_CFG_DICT = {"cityscapes": "configs/cityscapes/oneformer_swin_large_IN21k_384_bs16_90k.yaml",
+ "coco": "configs/coco/oneformer_swin_large_IN21k_384_bs16_100ep.yaml",
+ "ade20k": "configs/ade20k/oneformer_swin_large_IN21k_384_bs16_160k.yaml",}
+
+SWIN_MODEL_DICT = {"cityscapes": "models/250_16_swin_l_oneformer_cityscapes_90k.pth",
+ "coco": "models/150_16_swin_l_oneformer_coco_100ep.pth",
+ "ade20k": "models/250_16_swin_l_oneformer_ade20k_160k.pth"}
+
+DINAT_CFG_DICT = {"cityscapes": "configs/cityscapes/oneformer_dinat_large_bs16_90k.yaml",
+ "coco": "configs/coco/oneformer_dinat_large_bs16_100ep.yaml",
+ "ade20k": "configs/ade20k/oneformer_dinat_large_IN21k_384_bs16_160k.yaml",}
+
+DINAT_MODEL_DICT = {"cityscapes": "models/250_16_dinat_l_oneformer_cityscapes_90k.pth",
+ "coco": "models/150_16_dinat_l_oneformer_coco_100ep.pth",
+ "ade20k": "models/250_16_dinat_l_oneformer_ade20k_160k.pth"}
+
+MODEL_DICT = {"DiNAT-L": DINAT_MODEL_DICT,
+ "Swin-L": SWIN_MODEL_DICT }
+
+CFG_DICT = {"DiNAT-L": DINAT_CFG_DICT,
+ "Swin-L": SWIN_CFG_DICT }
+
+WIDTH_DICT = {"cityscapes": 512,
+ "coco": 512,
+ "ade20k": 640}
+
+cpu_device = torch.device("cpu")
+
+PREDICTORS = {
+ "DiNAT-L": {
+ "Cityscapes (19 classes)": None,
+ "COCO (133 classes)": None,
+ "ADE20K (150 classes)": None
+ },
+ "Swin-L": {
+ "Cityscapes (19 classes)": None,
+ "COCO (133 classes)": None,
+ "ADE20K (150 classes)": None
+ }
+}
+
+def setup_predictors():
+ for dataset in ["Cityscapes (19 classes)", "COCO (133 classes)", "ADE20K (150 classes)"]:
+ for backbone in ["DiNAT-L", "Swin-L"]:
+ cfg = setup_cfg(dataset, backbone)
+ PREDICTORS[backbone][dataset] = DefaultPredictor(cfg)
+
+def setup_cfg(dataset, backbone):
+ # load config from file and command-line arguments
+ cfg = get_cfg()
+ add_deeplab_config(cfg)
+ add_common_config(cfg)
+ add_swin_config(cfg)
+ add_oneformer_config(cfg)
+ add_dinat_config(cfg)
+ dataset = KEY_DICT[dataset]
+ cfg_path = CFG_DICT[backbone][dataset]
+ cfg.merge_from_file(cfg_path)
+ if torch.cuda.is_available():
+ cfg.MODEL.DEVICE = 'cuda'
+ else:
+ cfg.MODEL.DEVICE = 'cpu'
+ cfg.MODEL.WEIGHTS = MODEL_DICT[backbone][dataset]
+ cfg.freeze()
+ return cfg
+
+def setup_modules(dataset, backbone):
+ cfg = setup_cfg(dataset, backbone)
+ # predictor = DefaultPredictor(cfg)
+ predictor = PREDICTORS[backbone][dataset]
+ metadata = MetadataCatalog.get(
+ cfg.DATASETS.TEST_PANOPTIC[0] if len(cfg.DATASETS.TEST_PANOPTIC) else "__unused"
+ )
+ if 'cityscapes_fine_sem_seg_val' in cfg.DATASETS.TEST_PANOPTIC[0]:
+ from cityscapesscripts.helpers.labels import labels
+ stuff_colors = [k.color for k in labels if k.trainId != 255]
+ metadata = metadata.set(stuff_colors=stuff_colors)
+
+ return predictor, metadata
+
+def panoptic_run(img, predictor, metadata):
+ visualizer = Visualizer(img[:, :, ::-1], metadata=metadata, instance_mode=ColorMode.IMAGE)
+ predictions = predictor(img, "panoptic")
+ panoptic_seg, segments_info = predictions["panoptic_seg"]
+ out = visualizer.draw_panoptic_seg_predictions(
+ panoptic_seg.to(cpu_device), segments_info, alpha=0.5
+ )
+ visualizer_map = Visualizer(img[:, :, ::-1], is_img=False, metadata=metadata, instance_mode=ColorMode.IMAGE)
+ out_map = visualizer_map.draw_panoptic_seg_predictions(
+ panoptic_seg.to(cpu_device), segments_info, alpha=1, is_text=False
+ )
+ return out, out_map
+
+def instance_run(img, predictor, metadata):
+ visualizer = Visualizer(img[:, :, ::-1], metadata=metadata, instance_mode=ColorMode.IMAGE)
+ predictions = predictor(img, "instance")
+ instances = predictions["instances"].to(cpu_device)
+ out = visualizer.draw_instance_predictions(predictions=instances, alpha=0.5)
+ visualizer_map = Visualizer(img[:, :, ::-1], is_img=False, metadata=metadata, instance_mode=ColorMode.IMAGE)
+ out_map = visualizer_map.draw_instance_predictions(predictions=instances, alpha=1, is_text=False)
+ return out, out_map
+
+def semantic_run(img, predictor, metadata):
+ visualizer = Visualizer(img[:, :, ::-1], metadata=metadata, instance_mode=ColorMode.IMAGE)
+ predictions = predictor(img, "semantic")
+ out = visualizer.draw_sem_seg(
+ predictions["sem_seg"].argmax(dim=0).to(cpu_device), alpha=0.5
+ )
+ visualizer_map = Visualizer(img[:, :, ::-1], is_img=False, metadata=metadata, instance_mode=ColorMode.IMAGE)
+ out_map = visualizer_map.draw_sem_seg(
+ predictions["sem_seg"].argmax(dim=0).to(cpu_device), alpha=1, is_text=False
+ )
+ return out, out_map
+
+TASK_INFER = {"the task is panoptic": panoptic_run, "the task is instance": instance_run, "the task is semantic": semantic_run}
+
+def segment(path, task, dataset, backbone):
+ predictor, metadata = setup_modules(dataset, backbone)
+ img = cv2.imread(path)
+ width = WIDTH_DICT[KEY_DICT[dataset]]
+ img = imutils.resize(img, width=width)
+ out, out_map = TASK_INFER[task](img, predictor, metadata)
+ out = Image.fromarray(out.get_image())
+ out_map = Image.fromarray(out_map.get_image())
+ return out, out_map
+
+title = "OneFormer: One Transformer to Rule Universal Image Segmentation"
+
+description = "<p style='color: #E0B941; font-size: 16px; font-weight: w600; text-align: center'> <a style='color: #E0B941;' href='https://praeclarumjj3.github.io/oneformer/' target='_blank'>Project Page</a> | <a style='color: #E0B941;' href='https://arxiv.org/abs/2211.06220' target='_blank'>OneFormer: One Transformer to Rule Universal Image Segmentation</a> | <a style='color: #E0B941;' href='https://github.com/SHI-Labs/OneFormer' target='_blank'>Github</a></p>" \
+ + "<p style='color:royalblue; margin: 10px; font-size: 16px; font-weight: w400;'> \
+ [Note: Inference on CPU may take upto 2 minutes.] This is the official gradio demo for our paper <span style='color:#E0B941;'>OneFormer: One Transformer to Rule Universal Image Segmentation</span> To use OneFormer: <br> \
+ (1) <span style='color:#E0B941;'>Upload an Image</span> or <span style='color:#E0B941;'> select a sample image from the examples</span> <br> \
+ (2) Select the value of the <span style='color:#E0B941;'>Task Token Input</span> <br>\
+ (3) Select the <span style='color:#E0B941;'>Model</span> </p>"
+
+# article =
+
+# css = ".image-preview {height: 32rem; width: auto;} .output-image {height: 32rem; width: auto;} .panel-buttons { display: flex; flex-direction: row;}"
+
+setup_predictors()
+
+gradio_inputs = [gr.Image(source="upload", tool=None, label="Input Image",type="filepath"),
+ gr.inputs.Radio(choices=["the task is panoptic" ,"the task is instance", "the task is semantic"], type="value", default="the task is panoptic", label="Task Token Input"),
+ gr.inputs.Radio(choices=["COCO (133 classes)" ,"Cityscapes (19 classes)", "ADE20K (150 classes)"], type="value", default="Cityscapes (19 classes)", label="Model"),
+ gr.inputs.Radio(choices=["DiNAT-L" ,"Swin-L"], type="value", default="DiNAT-L", label="Backbone"),
+ ]
+gradio_outputs = [gr.Image(type="pil", label="Segmentation Overlay"), gr.Image(type="pil", label="Segmentation Map")]
+
+
+examples = [["examples/coco.jpeg", "the task is panoptic", "COCO (133 classes)", "DiNAT-L"],
+ ["examples/cityscapes.png", "the task is panoptic", "Cityscapes (19 classes)", "DiNAT-L"],
+ ["examples/ade20k.jpeg", "the task is panoptic", "ADE20K (150 classes)", "DiNAT-L"]]
+
+
+iface = gr.Interface(fn=segment, inputs=gradio_inputs,
+ outputs=gradio_outputs,
+ examples_per_page=5,
+ allow_flagging="never",
+ examples=examples, title=title,
+ description=description)
+
+iface.launch(enable_queue=True)
\ No newline at end of file
diff --git a/oneformer/.DS_Store b/oneformer/.DS_Store
new file mode 100644
index 0000000000000000000000000000000000000000..ac5e258c957b83c4e1a505263fb55eb83b51d0de
Binary files /dev/null and b/oneformer/.DS_Store differ
diff --git a/oneformer/__init__.py b/oneformer/__init__.py
new file mode 100644
index 0000000000000000000000000000000000000000..39ebcd384f616ae2ba170407cee3267d461a5914
--- /dev/null
+++ b/oneformer/__init__.py
@@ -0,0 +1,9 @@
+# Copyright (c) Facebook, Inc. and its affiliates.
+from . import data # register all new datasets
+from . import modeling
+
+# config
+from .config import *
+
+# models
+from .oneformer_model import OneFormer
\ No newline at end of file
diff --git a/oneformer/config.py b/oneformer/config.py
new file mode 100644
index 0000000000000000000000000000000000000000..78bc13fd7e3fbc7cff4a3325d851bd15275ae633
--- /dev/null
+++ b/oneformer/config.py
@@ -0,0 +1,239 @@
+# -*- coding: utf-8 -*-
+# Copyright (c) Facebook, Inc. and its affiliates.
+from detectron2.config import CfgNode as CN
+
+__all__ = ["add_common_config", "add_oneformer_config", "add_swin_config",
+ "add_dinat_config", "add_beit_adapter_config", "add_convnext_config"]
+
+def add_common_config(cfg):
+ """
+ Add config for common configuration
+ """
+ # data config
+ # select the dataset mapper
+ cfg.INPUT.DATASET_MAPPER_NAME = "oneformer_unified"
+ # Color augmentation
+ cfg.INPUT.COLOR_AUG_SSD = False
+ # We retry random cropping until no single category in semantic segmentation GT occupies more
+ # than `SINGLE_CATEGORY_MAX_AREA` part of the crop.
+ cfg.INPUT.CROP.SINGLE_CATEGORY_MAX_AREA = 1.0
+ # Pad image and segmentation GT in dataset mapper.
+ cfg.INPUT.SIZE_DIVISIBILITY = -1
+
+ cfg.INPUT.TASK_SEQ_LEN = 77
+ cfg.INPUT.MAX_SEQ_LEN = 77
+
+ cfg.INPUT.TASK_PROB = CN()
+ cfg.INPUT.TASK_PROB.SEMANTIC = 0.33
+ cfg.INPUT.TASK_PROB.INSTANCE = 0.66
+
+ # test dataset
+ cfg.DATASETS.TEST_PANOPTIC = ("",)
+ cfg.DATASETS.TEST_INSTANCE = ("",)
+ cfg.DATASETS.TEST_SEMANTIC = ("",)
+
+ # solver config
+ # weight decay on embedding
+ cfg.SOLVER.WEIGHT_DECAY_EMBED = 0.0
+ # optimizer
+ cfg.SOLVER.OPTIMIZER = "ADAMW"
+ cfg.SOLVER.BACKBONE_MULTIPLIER = 0.1
+
+ # wandb
+ cfg.WANDB = CN()
+ cfg.WANDB.PROJECT = "unified_dense_recognition"
+ cfg.WANDB.NAME = None
+
+ cfg.MODEL.IS_TRAIN = False
+ cfg.MODEL.IS_DEMO = True
+
+ # text encoder config
+ cfg.MODEL.TEXT_ENCODER = CN()
+
+ cfg.MODEL.TEXT_ENCODER.WIDTH = 256
+ cfg.MODEL.TEXT_ENCODER.CONTEXT_LENGTH = 77
+ cfg.MODEL.TEXT_ENCODER.NUM_LAYERS = 12
+ cfg.MODEL.TEXT_ENCODER.VOCAB_SIZE = 49408
+ cfg.MODEL.TEXT_ENCODER.PROJ_NUM_LAYERS = 2
+ cfg.MODEL.TEXT_ENCODER.N_CTX = 16
+
+ # mask_former inference config
+ cfg.MODEL.TEST = CN()
+ cfg.MODEL.TEST.SEMANTIC_ON = True
+ cfg.MODEL.TEST.INSTANCE_ON = False
+ cfg.MODEL.TEST.PANOPTIC_ON = False
+ cfg.MODEL.TEST.DETECTION_ON = False
+ cfg.MODEL.TEST.OBJECT_MASK_THRESHOLD = 0.0
+ cfg.MODEL.TEST.OVERLAP_THRESHOLD = 0.0
+ cfg.MODEL.TEST.SEM_SEG_POSTPROCESSING_BEFORE_INFERENCE = False
+ cfg.MODEL.TEST.TASK = "panoptic"
+
+ # TEST AUG Slide
+ cfg.TEST.AUG.IS_SLIDE = False
+ cfg.TEST.AUG.CROP_SIZE = (640, 640)
+ cfg.TEST.AUG.STRIDE = (426, 426)
+ cfg.TEST.AUG.SCALE = (2048, 640)
+ cfg.TEST.AUG.SETR_MULTI_SCALE = True
+ cfg.TEST.AUG.KEEP_RATIO = True
+ cfg.TEST.AUG.SIZE_DIVISOR = 32
+
+ # pixel decoder config
+ cfg.MODEL.SEM_SEG_HEAD.MASK_DIM = 256
+ # adding transformer in pixel decoder
+ cfg.MODEL.SEM_SEG_HEAD.TRANSFORMER_ENC_LAYERS = 0
+ # pixel decoder
+ cfg.MODEL.SEM_SEG_HEAD.PIXEL_DECODER_NAME = "BasePixelDecoder"
+ cfg.MODEL.SEM_SEG_HEAD.SEM_EMBED_DIM = 256
+ cfg.MODEL.SEM_SEG_HEAD.INST_EMBED_DIM = 256
+
+ # LSJ aug
+ cfg.INPUT.IMAGE_SIZE = 1024
+ cfg.INPUT.MIN_SCALE = 0.1
+ cfg.INPUT.MAX_SCALE = 2.0
+
+ # MSDeformAttn encoder configs
+ cfg.MODEL.SEM_SEG_HEAD.DEFORMABLE_TRANSFORMER_ENCODER_IN_FEATURES = ["res3", "res4", "res5"]
+ cfg.MODEL.SEM_SEG_HEAD.DEFORMABLE_TRANSFORMER_ENCODER_N_POINTS = 4
+ cfg.MODEL.SEM_SEG_HEAD.DEFORMABLE_TRANSFORMER_ENCODER_N_HEADS = 8
+
+def add_oneformer_config(cfg):
+ """
+ Add config for ONE_FORMER.
+ """
+
+ # mask_former model config
+ cfg.MODEL.ONE_FORMER = CN()
+
+ # loss
+ cfg.MODEL.ONE_FORMER.DEEP_SUPERVISION = True
+ cfg.MODEL.ONE_FORMER.NO_OBJECT_WEIGHT = 0.1
+ cfg.MODEL.ONE_FORMER.CLASS_WEIGHT = 1.0
+ cfg.MODEL.ONE_FORMER.DICE_WEIGHT = 1.0
+ cfg.MODEL.ONE_FORMER.MASK_WEIGHT = 20.0
+ cfg.MODEL.ONE_FORMER.CONTRASTIVE_WEIGHT = 0.5
+ cfg.MODEL.ONE_FORMER.CONTRASTIVE_TEMPERATURE = 0.07
+
+ # transformer config
+ cfg.MODEL.ONE_FORMER.NHEADS = 8
+ cfg.MODEL.ONE_FORMER.DROPOUT = 0.1
+ cfg.MODEL.ONE_FORMER.DIM_FEEDFORWARD = 2048
+ cfg.MODEL.ONE_FORMER.ENC_LAYERS = 0
+ cfg.MODEL.ONE_FORMER.CLASS_DEC_LAYERS = 2
+ cfg.MODEL.ONE_FORMER.DEC_LAYERS = 6
+ cfg.MODEL.ONE_FORMER.PRE_NORM = False
+
+ cfg.MODEL.ONE_FORMER.HIDDEN_DIM = 256
+ cfg.MODEL.ONE_FORMER.NUM_OBJECT_QUERIES = 120
+ cfg.MODEL.ONE_FORMER.NUM_OBJECT_CTX = 16
+ cfg.MODEL.ONE_FORMER.USE_TASK_NORM = True
+
+ cfg.MODEL.ONE_FORMER.TRANSFORMER_IN_FEATURE = "res5"
+ cfg.MODEL.ONE_FORMER.ENFORCE_INPUT_PROJ = False
+
+ # Sometimes `backbone.size_divisibility` is set to 0 for some backbone (e.g. ResNet)
+ # you can use this config to override
+ cfg.MODEL.ONE_FORMER.SIZE_DIVISIBILITY = 32
+
+ # transformer module
+ cfg.MODEL.ONE_FORMER.TRANSFORMER_DECODER_NAME = "ContrastiveMultiScaleMaskedTransformerDecoder"
+
+ # point loss configs
+ # Number of points sampled during training for a mask point head.
+ cfg.MODEL.ONE_FORMER.TRAIN_NUM_POINTS = 112 * 112
+ # Oversampling parameter for PointRend point sampling during training. Parameter `k` in the
+ # original paper.
+ cfg.MODEL.ONE_FORMER.OVERSAMPLE_RATIO = 3.0
+ # Importance sampling parameter for PointRend point sampling during training. Parametr `beta` in
+ # the original paper.
+ cfg.MODEL.ONE_FORMER.IMPORTANCE_SAMPLE_RATIO = 0.75
+
+def add_swin_config(cfg):
+ """
+ Add config forSWIN Backbone.
+ """
+
+ # swin transformer backbone
+ cfg.MODEL.SWIN = CN()
+ cfg.MODEL.SWIN.PRETRAIN_IMG_SIZE = 224
+ cfg.MODEL.SWIN.PATCH_SIZE = 4
+ cfg.MODEL.SWIN.EMBED_DIM = 96
+ cfg.MODEL.SWIN.DEPTHS = [2, 2, 6, 2]
+ cfg.MODEL.SWIN.NUM_HEADS = [3, 6, 12, 24]
+ cfg.MODEL.SWIN.WINDOW_SIZE = 7
+ cfg.MODEL.SWIN.MLP_RATIO = 4.0
+ cfg.MODEL.SWIN.QKV_BIAS = True
+ cfg.MODEL.SWIN.QK_SCALE = None
+ cfg.MODEL.SWIN.DROP_RATE = 0.0
+ cfg.MODEL.SWIN.ATTN_DROP_RATE = 0.0
+ cfg.MODEL.SWIN.DROP_PATH_RATE = 0.3
+ cfg.MODEL.SWIN.APE = False
+ cfg.MODEL.SWIN.PATCH_NORM = True
+ cfg.MODEL.SWIN.OUT_FEATURES = ["res2", "res3", "res4", "res5"]
+ cfg.MODEL.SWIN.USE_CHECKPOINT = False
+ ## Semask additions
+ cfg.MODEL.SWIN.SEM_WINDOW_SIZE = 7
+ cfg.MODEL.SWIN.NUM_SEM_BLOCKS = 1
+
+def add_dinat_config(cfg):
+ """
+ Add config for NAT Backbone.
+ """
+
+ # DINAT transformer backbone
+ cfg.MODEL.DiNAT = CN()
+ cfg.MODEL.DiNAT.DEPTHS = [3, 4, 18, 5]
+ cfg.MODEL.DiNAT.OUT_FEATURES = ["res2", "res3", "res4", "res5"]
+ cfg.MODEL.DiNAT.EMBED_DIM = 64
+ cfg.MODEL.DiNAT.MLP_RATIO = 3.0
+ cfg.MODEL.DiNAT.NUM_HEADS = [2, 4, 8, 16]
+ cfg.MODEL.DiNAT.DROP_PATH_RATE = 0.2
+ cfg.MODEL.DiNAT.KERNEL_SIZE = 7
+ cfg.MODEL.DiNAT.DILATIONS = [[1, 16, 1], [1, 4, 1, 8], [1, 2, 1, 3, 1, 4], [1, 2, 1, 2, 1]]
+ cfg.MODEL.DiNAT.OUT_INDICES = (0, 1, 2, 3)
+ cfg.MODEL.DiNAT.QKV_BIAS = True
+ cfg.MODEL.DiNAT.QK_SCALE = None
+ cfg.MODEL.DiNAT.DROP_RATE = 0
+ cfg.MODEL.DiNAT.ATTN_DROP_RATE = 0.
+ cfg.MODEL.DiNAT.IN_PATCH_SIZE = 4
+
+def add_convnext_config(cfg):
+ """
+ Add config for ConvNeXt Backbone.
+ """
+
+ # swin transformer backbone
+ cfg.MODEL.CONVNEXT = CN()
+ cfg.MODEL.CONVNEXT.IN_CHANNELS = 3
+ cfg.MODEL.CONVNEXT.DEPTHS = [3, 3, 27, 3]
+ cfg.MODEL.CONVNEXT.DIMS = [192, 384, 768, 1536]
+ cfg.MODEL.CONVNEXT.DROP_PATH_RATE = 0.4
+ cfg.MODEL.CONVNEXT.LSIT = 1.0
+ cfg.MODEL.CONVNEXT.OUT_INDICES = [0, 1, 2, 3]
+ cfg.MODEL.CONVNEXT.OUT_FEATURES = ["res2", "res3", "res4", "res5"]
+
+def add_beit_adapter_config(cfg):
+ """
+ Add config for BEiT Adapter Backbone.
+ """
+
+ # beit adapter backbone
+ cfg.MODEL.BEiTAdapter = CN()
+ cfg.MODEL.BEiTAdapter.IMG_SIZE = 640
+ cfg.MODEL.BEiTAdapter.PATCH_SIZE = 16
+ cfg.MODEL.BEiTAdapter.EMBED_DIM = 1024
+ cfg.MODEL.BEiTAdapter.DEPTH = 24
+ cfg.MODEL.BEiTAdapter.NUM_HEADS = 16
+ cfg.MODEL.BEiTAdapter.MLP_RATIO = 4
+ cfg.MODEL.BEiTAdapter.QKV_BIAS = True
+ cfg.MODEL.BEiTAdapter.USE_ABS_POS_EMB = False
+ cfg.MODEL.BEiTAdapter.USE_REL_POS_BIAS = True
+ cfg.MODEL.BEiTAdapter.INIT_VALUES = 1e-6
+ cfg.MODEL.BEiTAdapter.DROP_PATH_RATE = 0.3
+ cfg.MODEL.BEiTAdapter.CONV_INPLANE = 64
+ cfg.MODEL.BEiTAdapter.N_POINTS = 4
+ cfg.MODEL.BEiTAdapter.DEFORM_NUM_HEADS = 16
+ cfg.MODEL.BEiTAdapter.CFFN_RATIO = 0.25
+ cfg.MODEL.BEiTAdapter.DEFORM_RATIO = 0.5
+ cfg.MODEL.BEiTAdapter.WITH_CP = True
+ cfg.MODEL.BEiTAdapter.INTERACTION_INDEXES=[[0, 5], [6, 11], [12, 17], [18, 23]]
+ cfg.MODEL.BEiTAdapter.OUT_FEATURES = ["res2", "res3", "res4", "res5"]
\ No newline at end of file
diff --git a/oneformer/data/__init__.py b/oneformer/data/__init__.py
new file mode 100644
index 0000000000000000000000000000000000000000..63ba265b1effc69f1eef16e57a04db8902ee347e
--- /dev/null
+++ b/oneformer/data/__init__.py
@@ -0,0 +1,2 @@
+# Copyright (c) Facebook, Inc. and its affiliates.
+from . import datasets
diff --git a/oneformer/data/bpe_simple_vocab_16e6.txt b/oneformer/data/bpe_simple_vocab_16e6.txt
new file mode 100644
index 0000000000000000000000000000000000000000..aff3ec8f3d5f3d6c859b5751eda5e870dffd7eaf
--- /dev/null
+++ b/oneformer/data/bpe_simple_vocab_16e6.txt
@@ -0,0 +1,262145 @@
+"bpe_simple_vocab_16e6.txt#version: 0.2
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+**************** ****************
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+! :))</w>
+ðŁĴį ðŁĴİ</w>
+ðŁijįðŁı½ ðŁijįðŁı½</w>
+zar da</w>
+yuk ito</w>
+work athome</w>
+women scienceday</w>
+wit s
+where withal</w>
+vic ta</w>
+vas elines</w>
+v any
+utaware ru
+us fda</w>
+un competitive</w>
+un believe
+twoo odley</w>
+tw ofer</w>
+truck driver</w>
+tri stin</w>
+trans acted</w>
+threep wood</w>
+the yyam</w>
+the shoe</w>
+the il</w>
+tari kh</w>
+tali m</w>
+sussex lifemag</w>
+sus open</w>
+sugi mori</w>
+su long</w>
+stati stik</w>
+sta this</w>
+spring side</w>
+smo ss</w>
+set su
+sch aer
+sc ana</w>
+sat oh</w>
+sar la</w>
+santa anita</w>
+sambu cus</w>
+saig on
+ru perts</w>
+ru ia</w>
+roman i
+robb ins
+real muto</w>
+reading festival</w>
+read justment</w>
+provision als</w>
+pro kabaddi
+ppl summit</w>
+poe mas</w>
+pig tail</w>
+pdp nigeria</w>
+party yyy</w>
+ow lets</w>
+news sport</w>
+neptun o</w>
+naray ang
+nan tong</w>
+nai ad</w>
+mur rin</w>
+mo scon
+ml h</w>
+merq ury
+mc t
+marcus butler</w>
+makha chkala</w>
+lucky man</w>
+loe hr</w>
+ll cc</w>
+liveyour dream</w>
+lin acre</w>
+lime stone
+lifeof an
+li ffs</w>
+lesmiz bway</w>
+leh ri</w>
+learn coding</w>
+le user</w>
+lan l</w>
+lake eri
+lado ga</w>
+ko chunni</w>
+k dd</w>
+justicele ague
+jen nar
+iyanla vanzant</w>
+im pi
+i stre
+i ib
+hondac anada</w>
+hey ns</w>
+har diest</w>
+hannah bronfman</w>
+h pr
+h fc
+gw m</w>
+guar in</w>
+greatbritish menu</w>
+ghu ggi</w>
+ghost story</w>
+gec dsb</w>
+ge ats</w>
+gaslight anthem</w>
+garci aparra</w>
+friend sday</w>
+fl ye</w>
+fis chl</w>
+fent anil</w>
+fair vote</w>
+ery ri</w>
+episco po</w>
+eng cro</w>
+electrocardio gram</w>
+ek mainaure
+dun ces</w>
+duc ators</w>
+dub nyk</w>
+distru stful</w>
+deton ators</w>
+deceler ate</w>
+debbie reynolds</w>
+de mais</w>
+day z
+d th
+cuar ón</w>
+cu pich</w>
+cros well</w>
+courts matter</w>
+cool kid</w>
+chol ar
+cha que</w>
+catholic faith</w>
+cap olitics</w>
+c pride</w>
+by land</w>
+bran sholme</w>
+bla zek</w>
+bicy clec
+be calmed</w>
+bas combe</w>
+bae jin</w>
+bad on</w>
+auri fil</w>
+audi op
+attenu ated</w>
+ar ki</w>
+ar dara</w>
+anti theism</w>
+ames waran</w>
+am paio</w>
+al isms</w>
+ag api</w>
+abo g</w>
+!!! ??</w>
+! âĿ¤ï¸ıâĿ¤ï¸ıâĿ¤ï¸ı</w>
+ðŁĴĻ ðŁĴļðŁĴĽ</w>
+ðŁĩ´ ðŁĩ²</w>
+ìĨ Ķë
+미ë Ĥĺ</w>
+é İ
+åį ģ
+âĢĶâĢĶâĢĶâĢĶâĢĶâĢĶâĢĶâĢĶâĢĶâĢĶâĢĶâĢĶ âĢĶâĢĶâĢĶâĢĶ</w>
+z abu</w>
+ye young</w>
+ye ji</w>
+y ma
+wild boyz</w>
+weald stonefc</w>
+vote ariana</w>
+ven ne</w>
+v bn
+ut zon</w>
+uise du</w>
+ufo table</w>
+ufo sighting</w>
+uff ington</w>
+tu le
+tt itz</w>
+troph ication</w>
+travel awesome</w>
+transcendent alism</w>
+tra pper
+tik va</w>
+ti sed</w>
+thisis england</w>
+teenwolf season</w>
+tech support</w>
+sundar c</w>
+suare zg</w>
+su sy
+stron gheart</w>
+street food
+story bots</w>
+sto c
+st gile
+srsg vac</w>
+southeast ward</w>
+soccer saturday</w>
+so zone</w>
+smid t</w>
+sm city
+sli mey</w>
+sin claire</w>
+sd reader</w>
+scare d
diff --git a/oneformer/data/bpe_simple_vocab_16e6.txt.gz b/oneformer/data/bpe_simple_vocab_16e6.txt.gz
new file mode 100644
index 0000000000000000000000000000000000000000..36a15856e00a06a9fbed8cdd34d2393fea4a3113
--- /dev/null
+++ b/oneformer/data/bpe_simple_vocab_16e6.txt.gz
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:924691ac288e54409236115652ad4aa250f48203de50a9e4722a6ecd48d6804a
+size 1356917
diff --git a/oneformer/data/build.py b/oneformer/data/build.py
new file mode 100644
index 0000000000000000000000000000000000000000..fb775313605cf24ed2385681fa2c43d5068b5a4a
--- /dev/null
+++ b/oneformer/data/build.py
@@ -0,0 +1,117 @@
+# Copyright (c) Facebook, Inc. and its affiliates.
+from typing import Any, Callable, Dict, List, Optional, Union
+import torch.utils.data as torchdata
+
+from detectron2.config import configurable
+
+
+from detectron2.data.common import DatasetFromList, MapDataset
+from detectron2.data.dataset_mapper import DatasetMapper
+from detectron2.data.samplers import (
+ InferenceSampler,
+)
+from detectron2.data.build import (
+ get_detection_dataset_dicts,
+ trivial_batch_collator
+)
+"""
+This file contains the default logic to build a dataloader for training or testing.
+"""
+
+__all__ = [
+ "build_detection_test_loader",
+]
+
+
+def _test_loader_from_config(cfg, dataset_name, mapper=None):
+ """
+ Uses the given `dataset_name` argument (instead of the names in cfg), because the
+ standard practice is to evaluate each test set individually (not combining them).
+ """
+ if isinstance(dataset_name, str):
+ dataset_name = [dataset_name]
+
+ dataset = get_detection_dataset_dicts(
+ dataset_name,
+ filter_empty=False,
+ proposal_files=[
+ cfg.DATASETS.PROPOSAL_FILES_TEST[list(cfg.DATASETS.TEST).index(x)] for x in dataset_name
+ ]
+ if cfg.MODEL.LOAD_PROPOSALS
+ else None,
+ )
+ if mapper is None:
+ mapper = DatasetMapper(cfg, False)
+ return {
+ "dataset": dataset,
+ "mapper": mapper,
+ "num_workers": cfg.DATALOADER.NUM_WORKERS,
+ "sampler": InferenceSampler(len(dataset))
+ if not isinstance(dataset, torchdata.IterableDataset)
+ else None,
+ }
+
+
+@configurable(from_config=_test_loader_from_config)
+def build_detection_test_loader(
+ dataset: Union[List[Any], torchdata.Dataset],
+ *,
+ mapper: Callable[[Dict[str, Any]], Any],
+ sampler: Optional[torchdata.Sampler] = None,
+ batch_size: int = 1,
+ num_workers: int = 0,
+ collate_fn: Optional[Callable[[List[Any]], Any]] = None,
+) -> torchdata.DataLoader:
+ """
+ Similar to `build_detection_train_loader`, with default batch size = 1,
+ and sampler = :class:`InferenceSampler`. This sampler coordinates all workers
+ to produce the exact set of all samples.
+
+ Args:
+ dataset: a list of dataset dicts,
+ or a pytorch dataset (either map-style or iterable). They can be obtained
+ by using :func:`DatasetCatalog.get` or :func:`get_detection_dataset_dicts`.
+ mapper: a callable which takes a sample (dict) from dataset
+ and returns the format to be consumed by the model.
+ When using cfg, the default choice is ``DatasetMapper(cfg, is_train=False)``.
+ sampler: a sampler that produces
+ indices to be applied on ``dataset``. Default to :class:`InferenceSampler`,
+ which splits the dataset across all workers. Sampler must be None
+ if `dataset` is iterable.
+ batch_size: the batch size of the data loader to be created.
+ Default to 1 image per worker since this is the standard when reporting
+ inference time in papers.
+ num_workers: number of parallel data loading workers
+ collate_fn: same as the argument of `torch.utils.data.DataLoader`.
+ Defaults to do no collation and return a list of data.
+
+ Returns:
+ DataLoader: a torch DataLoader, that loads the given detection
+ dataset, with test-time transformation and batching.
+
+ Examples:
+ ::
+ data_loader = build_detection_test_loader(
+ DatasetRegistry.get("my_test"),
+ mapper=DatasetMapper(...))
+
+ # or, instantiate with a CfgNode:
+ data_loader = build_detection_test_loader(cfg, "my_test")
+ """
+ if isinstance(dataset, list):
+ dataset = DatasetFromList(dataset, copy=False)
+ if mapper is not None:
+ dataset = MapDataset(dataset, mapper)
+ if isinstance(dataset, torchdata.IterableDataset):
+ assert sampler is None, "sampler must be None if dataset is IterableDataset"
+ else:
+ if sampler is None:
+ sampler = InferenceSampler(len(dataset))
+ return torchdata.DataLoader(
+ dataset,
+ batch_size=batch_size,
+ sampler=sampler,
+ drop_last=False,
+ num_workers=num_workers,
+ collate_fn=trivial_batch_collator if collate_fn is None else collate_fn,
+ )
\ No newline at end of file
diff --git a/oneformer/data/dataset_mappers/__init__.py b/oneformer/data/dataset_mappers/__init__.py
new file mode 100644
index 0000000000000000000000000000000000000000..8b137891791fe96927ad78e64b0aad7bded08bdc
--- /dev/null
+++ b/oneformer/data/dataset_mappers/__init__.py
@@ -0,0 +1 @@
+
diff --git a/oneformer/data/dataset_mappers/coco_unified_new_baseline_dataset_mapper.py b/oneformer/data/dataset_mappers/coco_unified_new_baseline_dataset_mapper.py
new file mode 100644
index 0000000000000000000000000000000000000000..677b9eaf25e25e98c6e7d39a6c77a29f2f313d3c
--- /dev/null
+++ b/oneformer/data/dataset_mappers/coco_unified_new_baseline_dataset_mapper.py
@@ -0,0 +1,341 @@
+# ------------------------------------------------------------------------------
+# Reference: https://github.com/facebookresearch/Mask2Former/blob/main/mask2former/data/dataset_mappers/coco_panoptic_new_baseline_dataset_mapper.py
+# Modified by Jitesh Jain (https://github.com/praeclarumjj3)
+# ------------------------------------------------------------------------------
+
+import copy
+import logging
+
+import numpy as np
+import torch
+
+from detectron2.data import MetadataCatalog
+from detectron2.config import configurable
+from detectron2.data import detection_utils as utils
+from detectron2.data import transforms as T
+from detectron2.structures import BitMasks, Instances
+from oneformer.utils.box_ops import masks_to_boxes
+from oneformer.data.tokenizer import SimpleTokenizer, Tokenize
+
+__all__ = ["COCOUnifiedNewBaselineDatasetMapper"]
+
+
+def build_transform_gen(cfg, is_train):
+ """
+ Create a list of default :class:`Augmentation` from config.
+ Now it includes resizing and flipping.
+ Returns:
+ list[Augmentation]
+ """
+ assert is_train, "Only support training augmentation"
+ image_size = cfg.INPUT.IMAGE_SIZE
+ min_scale = cfg.INPUT.MIN_SCALE
+ max_scale = cfg.INPUT.MAX_SCALE
+
+ augmentation = []
+
+ if cfg.INPUT.RANDOM_FLIP != "none":
+ augmentation.append(
+ T.RandomFlip(
+ horizontal=cfg.INPUT.RANDOM_FLIP == "horizontal",
+ vertical=cfg.INPUT.RANDOM_FLIP == "vertical",
+ )
+ )
+
+ augmentation.extend([
+ T.ResizeScale(
+ min_scale=min_scale, max_scale=max_scale, target_height=image_size, target_width=image_size
+ ),
+ T.FixedSizeCrop(crop_size=(image_size, image_size)),
+ ])
+
+ return augmentation
+
+
+# This is specifically designed for the COCO dataset.
+class COCOUnifiedNewBaselineDatasetMapper:
+ """
+ A callable which takes a dataset dict in Detectron2 Dataset format,
+ and map it into a format used by OneFormer.
+
+ This dataset mapper applies the same transformation as DETR for COCO panoptic segmentation.
+
+ The callable currently does the following:
+
+ 1. Read the image from "file_name"
+ 2. Applies geometric transforms to the image and annotation
+ 3. Find and applies suitable cropping to the image and annotation
+ 4. Prepare image and annotation to Tensors
+ """
+
+ @configurable
+ def __init__(
+ self,
+ is_train=True,
+ *,
+ num_queries,
+ tfm_gens,
+ meta,
+ image_format,
+ max_seq_len,
+ task_seq_len,
+ semantic_prob,
+ instance_prob,
+ ):
+ """
+ NOTE: this interface is experimental.
+ Args:
+ is_train: for training or inference
+ augmentations: a list of augmentations or deterministic transforms to apply
+ crop_gen: crop augmentation
+ tfm_gens: data augmentation
+ image_format: an image format supported by :func:`detection_utils.read_image`.
+ """
+ self.tfm_gens = tfm_gens
+ logging.getLogger(__name__).info(
+ "[COCOUnifiedNewBaselineDatasetMapper] Full TransformGens used in training: {}".format(
+ str(self.tfm_gens)
+ )
+ )
+
+ self.img_format = image_format
+ self.is_train = is_train
+ self.meta = meta
+ self.ignore_label = self.meta.ignore_label
+ self.num_queries = num_queries
+
+ self.things = []
+ for k,v in self.meta.thing_dataset_id_to_contiguous_id.items():
+ self.things.append(v)
+ self.class_names = self.meta.stuff_classes
+ self.text_tokenizer = Tokenize(SimpleTokenizer(), max_seq_len=max_seq_len)
+ self.task_tokenizer = Tokenize(SimpleTokenizer(), max_seq_len=task_seq_len)
+ self.semantic_prob = semantic_prob
+ self.instance_prob = instance_prob
+
+ @classmethod
+ def from_config(cls, cfg, is_train=True):
+ # Build augmentation
+ tfm_gens = build_transform_gen(cfg, is_train)
+ dataset_names = cfg.DATASETS.TRAIN
+ meta = MetadataCatalog.get(dataset_names[0])
+
+ ret = {
+ "is_train": is_train,
+ "meta": meta,
+ "tfm_gens": tfm_gens,
+ "image_format": cfg.INPUT.FORMAT,
+ "num_queries": cfg.MODEL.ONE_FORMER.NUM_OBJECT_QUERIES - cfg.MODEL.TEXT_ENCODER.N_CTX,
+ "task_seq_len": cfg.INPUT.TASK_SEQ_LEN,
+ "max_seq_len": cfg.INPUT.MAX_SEQ_LEN,
+ "semantic_prob": cfg.INPUT.TASK_PROB.SEMANTIC,
+ "instance_prob": cfg.INPUT.TASK_PROB.INSTANCE,
+ }
+ return ret
+
+ def _get_semantic_dict(self, pan_seg_gt, image_shape, segments_info, num_class_obj):
+ instances = Instances(image_shape)
+
+ classes = []
+ texts = ["a semantic photo"] * self.num_queries
+ masks = []
+ label = np.ones_like(pan_seg_gt) * self.ignore_label
+
+ for segment_info in segments_info:
+ class_id = segment_info["category_id"]
+ if not segment_info["iscrowd"]:
+ mask = pan_seg_gt == segment_info["id"]
+ if not np.all(mask == False):
+ if class_id not in classes:
+ cls_name = self.class_names[class_id]
+ classes.append(class_id)
+ masks.append(mask)
+ num_class_obj[cls_name] += 1
+ else:
+ idx = classes.index(class_id)
+ masks[idx] += mask
+ masks[idx] = np.clip(masks[idx], 0, 1).astype(np.bool)
+ label[mask] = class_id
+
+ num = 0
+ for i, cls_name in enumerate(self.class_names):
+ if num_class_obj[cls_name] > 0:
+ for _ in range(num_class_obj[cls_name]):
+ if num >= len(texts):
+ break
+ texts[num] = f"a photo with a {cls_name}"
+ num += 1
+
+ classes = np.array(classes)
+ instances.gt_classes = torch.tensor(classes, dtype=torch.int64)
+ if len(masks) == 0:
+ # Some image does not have annotation (all ignored)
+ instances.gt_masks = torch.zeros((0, pan_seg_gt.shape[-2], pan_seg_gt.shape[-1]))
+ instances.gt_bboxes = torch.zeros((0, 4))
+ else:
+ masks = BitMasks(
+ torch.stack([torch.from_numpy(np.ascontiguousarray(x.copy())) for x in masks])
+ )
+ instances.gt_masks = masks.tensor
+ # Placeholder bounding boxes for stuff regions. Note that these are not used during training.
+ instances.gt_bboxes = torch.stack([torch.tensor([0., 0., 1., 1.])] * instances.gt_masks.shape[0])
+ return instances, texts, label
+
+ def _get_instance_dict(self, pan_seg_gt, image_shape, segments_info, num_class_obj):
+ instances = Instances(image_shape)
+
+ classes = []
+ texts = ["an instance photo"] * self.num_queries
+ masks = []
+ label = np.ones_like(pan_seg_gt) * self.ignore_label
+
+ for segment_info in segments_info:
+ class_id = segment_info["category_id"]
+ if class_id in self.things:
+ if not segment_info["iscrowd"]:
+ mask = pan_seg_gt == segment_info["id"]
+ if not np.all(mask == False):
+ cls_name = self.class_names[class_id]
+ classes.append(class_id)
+ masks.append(mask)
+ num_class_obj[cls_name] += 1
+ label[mask] = class_id
+
+ num = 0
+ for i, cls_name in enumerate(self.class_names):
+ if num_class_obj[cls_name] > 0:
+ for _ in range(num_class_obj[cls_name]):
+ if num >= len(texts):
+ break
+ texts[num] = f"a photo with a {cls_name}"
+ num += 1
+
+ classes = np.array(classes)
+ instances.gt_classes = torch.tensor(classes, dtype=torch.int64)
+ if len(masks) == 0:
+ # Some image does not have annotation (all ignored)
+ instances.gt_masks = torch.zeros((0, pan_seg_gt.shape[-2], pan_seg_gt.shape[-1]))
+ instances.gt_bboxes = torch.zeros((0, 4))
+ else:
+ masks = BitMasks(
+ torch.stack([torch.from_numpy(np.ascontiguousarray(x.copy())) for x in masks])
+ )
+ instances.gt_masks = masks.tensor
+ instances.gt_bboxes = masks_to_boxes(instances.gt_masks)
+ return instances, texts, label
+
+ def _get_panoptic_dict(self, pan_seg_gt, image_shape, segments_info, num_class_obj):
+ instances = Instances(image_shape)
+
+ classes = []
+ texts = ["a panoptic photo"] * self.num_queries
+ masks = []
+ label = np.ones_like(pan_seg_gt) * self.ignore_label
+
+ for segment_info in segments_info:
+ class_id = segment_info["category_id"]
+ if not segment_info["iscrowd"]:
+ mask = pan_seg_gt == segment_info["id"]
+ if not np.all(mask == False):
+ cls_name = self.class_names[class_id]
+ classes.append(class_id)
+ masks.append(mask)
+ num_class_obj[cls_name] += 1
+ label[mask] = class_id
+
+ num = 0
+ for i, cls_name in enumerate(self.class_names):
+ if num_class_obj[cls_name] > 0:
+ for _ in range(num_class_obj[cls_name]):
+ if num >= len(texts):
+ break
+ texts[num] = f"a photo with a {cls_name}"
+ num += 1
+
+ classes = np.array(classes)
+ instances.gt_classes = torch.tensor(classes, dtype=torch.int64)
+ if len(masks) == 0:
+ # Some image does not have annotation (all ignored)
+ instances.gt_masks = torch.zeros((0, pan_seg_gt.shape[-2], pan_seg_gt.shape[-1]))
+ instances.gt_bboxes = torch.zeros((0, 4))
+ else:
+ masks = BitMasks(
+ torch.stack([torch.from_numpy(np.ascontiguousarray(x.copy())) for x in masks])
+ )
+ instances.gt_masks = masks.tensor
+ instances.gt_bboxes = masks_to_boxes(instances.gt_masks)
+ for i in range(instances.gt_classes.shape[0]):
+ # Placeholder bounding boxes for stuff regions. Note that these are not used during training.
+ if instances.gt_classes[i].item() not in self.things:
+ instances.gt_bboxes[i] = torch.tensor([0., 0., 1., 1.])
+ return instances, texts, label
+
+ def __call__(self, dataset_dict):
+ """
+ Args:
+ dataset_dict (dict): Metadata of one image, in Detectron2 Dataset format.
+
+ Returns:
+ dict: a format that builtin models in detectron2 accept
+ """
+ dataset_dict = copy.deepcopy(dataset_dict) # it will be modified by code below
+ image = utils.read_image(dataset_dict["file_name"], format=self.img_format)
+ utils.check_image_size(dataset_dict, image)
+
+ image, transforms = T.apply_transform_gens(self.tfm_gens, image)
+ image_shape = image.shape[:2] # h, w
+
+ # Pytorch's dataloader is efficient on torch.Tensor due to shared-memory,
+ # but not efficient on large generic data structures due to the use of pickle & mp.Queue.
+ # Therefore it's important to use torch.Tensor.
+ dataset_dict["image"] = torch.as_tensor(np.ascontiguousarray(image.transpose(2, 0, 1)))
+
+ if not self.is_train:
+ # USER: Modify this if you want to keep them for some reason.
+ dataset_dict.pop("annotations", None)
+ return dataset_dict
+
+ # semantic segmentation
+ if "sem_seg_file_name" in dataset_dict:
+ # PyTorch transformation not implemented for uint16, so converting it to double first
+ sem_seg_gt = utils.read_image(dataset_dict.pop("sem_seg_file_name")).astype("double")
+ sem_seg_gt = transforms.apply_segmentation(sem_seg_gt)
+ else:
+ sem_seg_gt = None
+
+ if "pan_seg_file_name" in dataset_dict:
+ pan_seg_gt = utils.read_image(dataset_dict.pop("pan_seg_file_name"), "RGB")
+ segments_info = dataset_dict["segments_info"]
+
+ # apply the same transformation to panoptic segmentation
+ pan_seg_gt = transforms.apply_segmentation(pan_seg_gt)
+
+ from panopticapi.utils import rgb2id
+ pan_seg_gt = rgb2id(pan_seg_gt)
+
+ prob_task = np.random.uniform(0,1.)
+
+ num_class_obj = {}
+
+ for name in self.class_names:
+ num_class_obj[name] = 0
+
+ if prob_task < self.semantic_prob:
+ task = "The task is semantic"
+ instances, text, sem_seg = self._get_semantic_dict(pan_seg_gt, image_shape, segments_info, num_class_obj)
+ elif prob_task < self.instance_prob:
+ task = "The task is instance"
+ instances, text, sem_seg = self._get_instance_dict(pan_seg_gt, image_shape, segments_info, num_class_obj)
+ else:
+ task = "The task is panoptic"
+ instances, text, sem_seg = self._get_panoptic_dict(pan_seg_gt, image_shape, segments_info, num_class_obj)
+
+
+ dataset_dict["sem_seg"] = torch.from_numpy(sem_seg).long()
+ dataset_dict["instances"] = instances
+ dataset_dict["orig_shape"] = image_shape
+ dataset_dict["task"] = task
+ dataset_dict["text"] = text
+ dataset_dict["thing_ids"] = self.things
+
+ return dataset_dict
diff --git a/oneformer/data/dataset_mappers/dataset_mapper.py b/oneformer/data/dataset_mappers/dataset_mapper.py
new file mode 100644
index 0000000000000000000000000000000000000000..b8617e8da4ddd851bf8c8bb97432a87503aa4afc
--- /dev/null
+++ b/oneformer/data/dataset_mappers/dataset_mapper.py
@@ -0,0 +1,203 @@
+# ------------------------------------------------------------------------------
+# Reference: https://github.com/facebookresearch/detectron2/blob/main/detectron2/data/dataset_mapper.py
+# Modified by Jitesh Jain (https://github.com/praeclarumjj3)
+# ------------------------------------------------------------------------------
+
+import copy
+import logging
+import numpy as np
+from typing import List, Optional, Union
+import torch
+
+from detectron2.config import configurable
+
+from detectron2.data import detection_utils as utils
+from detectron2.data import transforms as T
+from oneformer.data.tokenizer import SimpleTokenizer, Tokenize
+
+__all__ = ["DatasetMapper"]
+
+
+class DatasetMapper:
+ """
+ A callable which takes a dataset dict in Detectron2 Dataset format,
+ and map it into a format used by the model.
+
+ This is the default callable to be used to map your dataset dict into training data.
+ You may need to follow it to implement your own one for customized logic,
+ such as a different way to read or transform images.
+ See :doc:`/tutorials/data_loading` for details.
+
+ The callable currently does the following:
+
+ 1. Read the image from "file_name"
+ 2. Applies cropping/geometric transforms to the image and annotations
+ 3. Prepare data and annotations to Tensor and :class:`Instances`
+ """
+
+ @configurable
+ def __init__(
+ self,
+ is_train: bool,
+ *,
+ augmentations: List[Union[T.Augmentation, T.Transform]],
+ image_format: str,
+ task_seq_len: int,
+ task: str = "panoptic",
+ use_instance_mask: bool = False,
+ use_keypoint: bool = False,
+ instance_mask_format: str = "polygon",
+ keypoint_hflip_indices: Optional[np.ndarray] = None,
+ precomputed_proposal_topk: Optional[int] = None,
+ recompute_boxes: bool = False,
+ ):
+ """
+ NOTE: this interface is experimental.
+
+ Args:
+ is_train: whether it's used in training or inference
+ augmentations: a list of augmentations or deterministic transforms to apply
+ image_format: an image format supported by :func:`detection_utils.read_image`.
+ use_instance_mask: whether to process instance segmentation annotations, if available
+ use_keypoint: whether to process keypoint annotations if available
+ instance_mask_format: one of "polygon" or "bitmask". Process instance segmentation
+ masks into this format.
+ keypoint_hflip_indices: see :func:`detection_utils.create_keypoint_hflip_indices`
+ precomputed_proposal_topk: if given, will load pre-computed
+ proposals from dataset_dict and keep the top k proposals for each image.
+ recompute_boxes: whether to overwrite bounding box annotations
+ by computing tight bounding boxes from instance mask annotations.
+ """
+ if recompute_boxes:
+ assert use_instance_mask, "recompute_boxes requires instance masks"
+ # fmt: off
+ self.is_train = is_train
+ self.augmentations = T.AugmentationList(augmentations)
+ self.image_format = image_format
+ self.use_instance_mask = use_instance_mask
+ self.instance_mask_format = instance_mask_format
+ self.use_keypoint = use_keypoint
+ self.keypoint_hflip_indices = keypoint_hflip_indices
+ self.proposal_topk = precomputed_proposal_topk
+ self.recompute_boxes = recompute_boxes
+ self.task_tokenizer = Tokenize(SimpleTokenizer(), max_seq_len=task_seq_len)
+ self.task = task
+ assert self.task in ["panoptic", "semantic", "instance"]
+
+ # fmt: on
+ logger = logging.getLogger(__name__)
+ mode = "training" if is_train else "inference"
+ logger.info(f"[DatasetMapper] Augmentations used in {mode}: {augmentations}")
+
+ @classmethod
+ def from_config(cls, cfg, is_train: bool = True):
+ augs = utils.build_augmentation(cfg, is_train)
+ if cfg.INPUT.CROP.ENABLED and is_train:
+ augs.insert(0, T.RandomCrop(cfg.INPUT.CROP.TYPE, cfg.INPUT.CROP.SIZE))
+ recompute_boxes = cfg.MODEL.MASK_ON
+ else:
+ recompute_boxes = False
+
+ ret = {
+ "is_train": is_train,
+ "augmentations": augs,
+ "image_format": cfg.INPUT.FORMAT,
+ "use_instance_mask": cfg.MODEL.MASK_ON,
+ "instance_mask_format": cfg.INPUT.MASK_FORMAT,
+ "use_keypoint": cfg.MODEL.KEYPOINT_ON,
+ "task_seq_len": cfg.INPUT.TASK_SEQ_LEN,
+ "recompute_boxes": recompute_boxes,
+ "task": cfg.MODEL.TEST.TASK,
+ }
+
+ if cfg.MODEL.KEYPOINT_ON:
+ ret["keypoint_hflip_indices"] = utils.create_keypoint_hflip_indices(cfg.DATASETS.TRAIN)
+
+ if cfg.MODEL.LOAD_PROPOSALS:
+ ret["precomputed_proposal_topk"] = (
+ cfg.DATASETS.PRECOMPUTED_PROPOSAL_TOPK_TRAIN
+ if is_train
+ else cfg.DATASETS.PRECOMPUTED_PROPOSAL_TOPK_TEST
+ )
+ return ret
+
+ def _transform_annotations(self, dataset_dict, transforms, image_shape):
+ # USER: Modify this if you want to keep them for some reason.
+ for anno in dataset_dict["annotations"]:
+ if not self.use_instance_mask:
+ anno.pop("segmentation", None)
+ if not self.use_keypoint:
+ anno.pop("keypoints", None)
+
+ # USER: Implement additional transformations if you have other types of data
+ annos = [
+ utils.transform_instance_annotations(
+ obj, transforms, image_shape, keypoint_hflip_indices=self.keypoint_hflip_indices
+ )
+ for obj in dataset_dict.pop("annotations")
+ if obj.get("iscrowd", 0) == 0
+ ]
+ instances = utils.annotations_to_instances(
+ annos, image_shape, mask_format=self.instance_mask_format
+ )
+
+ # After transforms such as cropping are applied, the bounding box may no longer
+ # tightly bound the object. As an example, imagine a triangle object
+ # [(0,0), (2,0), (0,2)] cropped by a box [(1,0),(2,2)] (XYXY format). The tight
+ # bounding box of the cropped triangle should be [(1,0),(2,1)], which is not equal to
+ # the intersection of original bounding box and the cropping box.
+ if self.recompute_boxes:
+ instances.gt_boxes = instances.gt_masks.get_bounding_boxes()
+ dataset_dict["instances"] = utils.filter_empty_instances(instances)
+
+ def __call__(self, dataset_dict):
+ """
+ Args:
+ dataset_dict (dict): Metadata of one image, in Detectron2 Dataset format.
+
+ Returns:
+ dict: a format that builtin models in detectron2 accept
+ """
+ dataset_dict = copy.deepcopy(dataset_dict) # it will be modified by code below
+ # USER: Write your own image loading if it's not from a file
+ image = utils.read_image(dataset_dict["file_name"], format=self.image_format)
+ utils.check_image_size(dataset_dict, image)
+
+ task = f"The task is {self.task}"
+ dataset_dict["task"] = task
+
+ # USER: Remove if you don't do semantic/panoptic segmentation.
+ if "sem_seg_file_name" in dataset_dict:
+ sem_seg_gt = utils.read_image(dataset_dict.pop("sem_seg_file_name"), "L").squeeze(2)
+ else:
+ sem_seg_gt = None
+
+ aug_input = T.AugInput(image, sem_seg=sem_seg_gt)
+ transforms = self.augmentations(aug_input)
+ image, sem_seg_gt = aug_input.image, aug_input.sem_seg
+
+ image_shape = image.shape[:2] # h, w
+ # Pytorch's dataloader is efficient on torch.Tensor due to shared-memory,
+ # but not efficient on large generic data structures due to the use of pickle & mp.Queue.
+ # Therefore it's important to use torch.Tensor.
+ dataset_dict["image"] = torch.as_tensor(np.ascontiguousarray(image.transpose(2, 0, 1)))
+ if sem_seg_gt is not None:
+ dataset_dict["sem_seg"] = torch.as_tensor(sem_seg_gt.astype("long"))
+
+ # USER: Remove if you don't use pre-computed proposals.
+ # Most users would not need this feature.
+ if self.proposal_topk is not None:
+ utils.transform_proposals(
+ dataset_dict, image_shape, transforms, proposal_topk=self.proposal_topk
+ )
+
+ if not self.is_train:
+ # USER: Modify this if you want to keep them for some reason.
+ dataset_dict.pop("annotations", None)
+ dataset_dict.pop("sem_seg_file_name", None)
+ return dataset_dict
+
+ if "annotations" in dataset_dict:
+ self._transform_annotations(dataset_dict, transforms, image_shape)
+
+ return dataset_dict
\ No newline at end of file
diff --git a/oneformer/data/dataset_mappers/oneformer_unified_dataset_mapper.py b/oneformer/data/dataset_mappers/oneformer_unified_dataset_mapper.py
new file mode 100644
index 0000000000000000000000000000000000000000..cf156766d7e7c15f4ec374d4f2b5bd6476bb927f
--- /dev/null
+++ b/oneformer/data/dataset_mappers/oneformer_unified_dataset_mapper.py
@@ -0,0 +1,375 @@
+# ------------------------------------------------------------------------------
+# Reference: https://github.com/facebookresearch/Mask2Former/blob/main/mask2former/data/dataset_mappers/mask_former_panoptic_dataset_mapper.py
+# Modified by Jitesh Jain (https://github.com/praeclarumjj3)
+# ------------------------------------------------------------------------------
+
+import copy
+import logging
+import os
+
+import numpy as np
+import torch
+from torch.nn import functional as F
+
+from detectron2.config import configurable
+from detectron2.data import detection_utils as utils
+from detectron2.data import transforms as T
+from detectron2.structures import BitMasks, Instances
+from detectron2.data import MetadataCatalog
+from detectron2.projects.point_rend import ColorAugSSDTransform
+from oneformer.utils.box_ops import masks_to_boxes
+from oneformer.data.tokenizer import SimpleTokenizer, Tokenize
+
+__all__ = ["OneFormerUnifiedDatasetMapper"]
+
+
+class OneFormerUnifiedDatasetMapper:
+ """
+ A callable which takes a dataset dict in Detectron2 Dataset format,
+ and map it into a format used by OneFormer for universal segmentation.
+
+ The callable currently does the following:
+
+ 1. Read the image from "file_name"
+ 2. Applies geometric transforms to the image and annotation
+ 3. Find and applies suitable cropping to the image and annotation
+ 4. Prepare image and annotation to Tensors
+ """
+
+ @configurable
+ def __init__(
+ self,
+ is_train=True,
+ *,
+ name,
+ num_queries,
+ meta,
+ augmentations,
+ image_format,
+ ignore_label,
+ size_divisibility,
+ task_seq_len,
+ max_seq_len,
+ semantic_prob,
+ instance_prob,
+ ):
+ """
+ NOTE: this interface is experimental.
+ Args:
+ is_train: for training or inference
+ augmentations: a list of augmentations or deterministic transforms to apply
+ image_format: an image format supported by :func:`detection_utils.read_image`.
+ ignore_label: the label that is ignored to evaluation
+ size_divisibility: pad image size to be divisible by this value
+ """
+ self.is_train = is_train
+ self.meta = meta
+ self.name = name
+ self.tfm_gens = augmentations
+ self.img_format = image_format
+ self.ignore_label = ignore_label
+ self.size_divisibility = size_divisibility
+ self.num_queries = num_queries
+
+ logger = logging.getLogger(__name__)
+ mode = "training" if is_train else "inference"
+ logger.info(f"[{self.__class__.__name__}] Augmentations used in {mode}: {augmentations}")
+
+ self.things = []
+ for k,v in self.meta.thing_dataset_id_to_contiguous_id.items():
+ self.things.append(v)
+ self.class_names = self.meta.stuff_classes
+ self.text_tokenizer = Tokenize(SimpleTokenizer(), max_seq_len=max_seq_len)
+ self.task_tokenizer = Tokenize(SimpleTokenizer(), max_seq_len=task_seq_len)
+ self.semantic_prob = semantic_prob
+ self.instance_prob = instance_prob
+
+ @classmethod
+ def from_config(cls, cfg, is_train=True):
+ # Build augmentation
+ augs = [
+ T.ResizeShortestEdge(
+ cfg.INPUT.MIN_SIZE_TRAIN,
+ cfg.INPUT.MAX_SIZE_TRAIN,
+ cfg.INPUT.MIN_SIZE_TRAIN_SAMPLING,
+ )
+ ]
+ if cfg.INPUT.CROP.ENABLED:
+ augs.append(
+ T.RandomCrop_CategoryAreaConstraint(
+ cfg.INPUT.CROP.TYPE,
+ cfg.INPUT.CROP.SIZE,
+ cfg.INPUT.CROP.SINGLE_CATEGORY_MAX_AREA,
+ cfg.MODEL.SEM_SEG_HEAD.IGNORE_VALUE,
+ )
+ )
+ if cfg.INPUT.COLOR_AUG_SSD:
+ augs.append(ColorAugSSDTransform(img_format=cfg.INPUT.FORMAT))
+ augs.append(T.RandomFlip())
+
+ # Assume always applies to the training set.
+ dataset_names = cfg.DATASETS.TRAIN
+ meta = MetadataCatalog.get(dataset_names[0])
+ ignore_label = meta.ignore_label
+
+ ret = {
+ "is_train": is_train,
+ "meta": meta,
+ "name": dataset_names[0],
+ "num_queries": cfg.MODEL.ONE_FORMER.NUM_OBJECT_QUERIES - cfg.MODEL.TEXT_ENCODER.N_CTX,
+ "task_seq_len": cfg.INPUT.TASK_SEQ_LEN,
+ "max_seq_len": cfg.INPUT.MAX_SEQ_LEN,
+ "augmentations": augs,
+ "image_format": cfg.INPUT.FORMAT,
+ "ignore_label": ignore_label,
+ "size_divisibility": cfg.INPUT.SIZE_DIVISIBILITY,
+ "semantic_prob": cfg.INPUT.TASK_PROB.SEMANTIC,
+ "instance_prob": cfg.INPUT.TASK_PROB.INSTANCE,
+ }
+ return ret
+
+ def _get_semantic_dict(self, pan_seg_gt, image_shape, segments_info, num_class_obj):
+ pan_seg_gt = pan_seg_gt.numpy()
+ instances = Instances(image_shape)
+
+ classes = []
+ texts = ["a semantic photo"] * self.num_queries
+ masks = []
+ label = np.ones_like(pan_seg_gt) * self.ignore_label
+
+ for segment_info in segments_info:
+ class_id = segment_info["category_id"]
+ if not segment_info["iscrowd"]:
+ mask = pan_seg_gt == segment_info["id"]
+ if not np.all(mask == False):
+ if class_id not in classes:
+ cls_name = self.class_names[class_id]
+ classes.append(class_id)
+ masks.append(mask)
+ num_class_obj[cls_name] += 1
+ else:
+ idx = classes.index(class_id)
+ masks[idx] += mask
+ masks[idx] = np.clip(masks[idx], 0, 1).astype(np.bool)
+ label[mask] = class_id
+
+ num = 0
+ for i, cls_name in enumerate(self.class_names):
+ if num_class_obj[cls_name] > 0:
+ for _ in range(num_class_obj[cls_name]):
+ if num >= len(texts):
+ break
+ texts[num] = f"a photo with a {cls_name}"
+ num += 1
+
+ classes = np.array(classes)
+ instances.gt_classes = torch.tensor(classes, dtype=torch.int64)
+ if len(masks) == 0:
+ # Some image does not have annotation (all ignored)
+ instances.gt_masks = torch.zeros((0, pan_seg_gt.shape[-2], pan_seg_gt.shape[-1]))
+ instances.gt_bboxes = torch.zeros((0, 4))
+ else:
+ masks = BitMasks(
+ torch.stack([torch.from_numpy(np.ascontiguousarray(x.copy())) for x in masks])
+ )
+ instances.gt_masks = masks.tensor
+ # Placeholder bounding boxes for stuff regions. Note that these are not used during training.
+ instances.gt_bboxes = torch.stack([torch.tensor([0., 0., 1., 1.])] * instances.gt_masks.shape[0])
+ return instances, texts, label
+
+ def _get_instance_dict(self, pan_seg_gt, image_shape, segments_info, num_class_obj):
+ pan_seg_gt = pan_seg_gt.numpy()
+ instances = Instances(image_shape)
+
+ classes = []
+ texts = ["an instance photo"] * self.num_queries
+ masks = []
+ label = np.ones_like(pan_seg_gt) * self.ignore_label
+
+ for segment_info in segments_info:
+ class_id = segment_info["category_id"]
+ if class_id in self.things:
+ if not segment_info["iscrowd"]:
+ mask = pan_seg_gt == segment_info["id"]
+ if not np.all(mask == False):
+ cls_name = self.class_names[class_id]
+ classes.append(class_id)
+ masks.append(mask)
+ num_class_obj[cls_name] += 1
+ label[mask] = class_id
+
+ num = 0
+ for i, cls_name in enumerate(self.class_names):
+ if num_class_obj[cls_name] > 0:
+ for _ in range(num_class_obj[cls_name]):
+ if num >= len(texts):
+ break
+ texts[num] = f"a photo with a {cls_name}"
+ num += 1
+
+ classes = np.array(classes)
+ instances.gt_classes = torch.tensor(classes, dtype=torch.int64)
+ if len(masks) == 0:
+ # Some image does not have annotation (all ignored)
+ instances.gt_masks = torch.zeros((0, pan_seg_gt.shape[-2], pan_seg_gt.shape[-1]))
+ instances.gt_bboxes = torch.zeros((0, 4))
+ else:
+ masks = BitMasks(
+ torch.stack([torch.from_numpy(np.ascontiguousarray(x.copy())) for x in masks])
+ )
+ instances.gt_masks = masks.tensor
+ instances.gt_bboxes = masks_to_boxes(instances.gt_masks)
+ return instances, texts, label
+
+ def _get_panoptic_dict(self, pan_seg_gt, image_shape, segments_info, num_class_obj):
+ pan_seg_gt = pan_seg_gt.numpy()
+ instances = Instances(image_shape)
+
+ classes = []
+ texts = ["a panoptic photo"] * self.num_queries
+ masks = []
+ label = np.ones_like(pan_seg_gt) * self.ignore_label
+
+ for segment_info in segments_info:
+ class_id = segment_info["category_id"]
+ if not segment_info["iscrowd"]:
+ mask = pan_seg_gt == segment_info["id"]
+ if not np.all(mask == False):
+ cls_name = self.class_names[class_id]
+ classes.append(class_id)
+ masks.append(mask)
+ num_class_obj[cls_name] += 1
+ label[mask] = class_id
+
+ num = 0
+ for i, cls_name in enumerate(self.class_names):
+ if num_class_obj[cls_name] > 0:
+ for _ in range(num_class_obj[cls_name]):
+ if num >= len(texts):
+ break
+ texts[num] = f"a photo with a {cls_name}"
+ num += 1
+
+ classes = np.array(classes)
+ instances.gt_classes = torch.tensor(classes, dtype=torch.int64)
+ if len(masks) == 0:
+ # Some image does not have annotation (all ignored)
+ instances.gt_masks = torch.zeros((0, pan_seg_gt.shape[-2], pan_seg_gt.shape[-1]))
+ instances.gt_bboxes = torch.zeros((0, 4))
+ else:
+ masks = BitMasks(
+ torch.stack([torch.from_numpy(np.ascontiguousarray(x.copy())) for x in masks])
+ )
+ instances.gt_masks = masks.tensor
+ instances.gt_bboxes = masks_to_boxes(instances.gt_masks)
+ for i in range(instances.gt_classes.shape[0]):
+ # Placeholder bounding boxes for stuff regions. Note that these are not used during training.
+ if instances.gt_classes[i].item() not in self.things:
+ instances.gt_bboxes[i] = torch.tensor([0., 0., 1., 1.])
+ return instances, texts, label
+
+ def __call__(self, dataset_dict):
+ """
+ Args:
+ dataset_dict (dict): Metadata of one image, in Detectron2 Dataset format.
+
+ Returns:
+ dict: a format that builtin models in detectron2 accept
+ """
+ assert self.is_train, "OneFormerUnifiedDatasetMapper should only be used for training!"
+
+ dataset_dict = copy.deepcopy(dataset_dict) # it will be modified by code below
+ image = utils.read_image(dataset_dict["file_name"], format=self.img_format)
+ utils.check_image_size(dataset_dict, image)
+
+ # semantic segmentation
+ if "sem_seg_file_name" in dataset_dict:
+ # PyTorch transformation not implemented for uint16, so converting it to double first
+ sem_seg_gt = utils.read_image(dataset_dict.pop("sem_seg_file_name")).astype("double")
+ else:
+ sem_seg_gt = None
+
+ # panoptic segmentation
+ if "pan_seg_file_name" in dataset_dict:
+ pan_seg_gt = utils.read_image(dataset_dict.pop("pan_seg_file_name"), "RGB")
+ segments_info = dataset_dict["segments_info"]
+ else:
+ pan_seg_gt = None
+ segments_info = None
+
+ if pan_seg_gt is None:
+ raise ValueError(
+ "Cannot find 'pan_seg_file_name' for panoptic segmentation dataset {}.".format(
+ dataset_dict["file_name"]
+ )
+ )
+
+ aug_input = T.AugInput(image, sem_seg=sem_seg_gt)
+ aug_input, transforms = T.apply_transform_gens(self.tfm_gens, aug_input)
+ image = aug_input.image
+ if sem_seg_gt is not None:
+ sem_seg_gt = aug_input.sem_seg
+
+ # apply the same transformation to panoptic segmentation
+ pan_seg_gt = transforms.apply_segmentation(pan_seg_gt)
+
+ from panopticapi.utils import rgb2id
+
+ pan_seg_gt = rgb2id(pan_seg_gt)
+
+ # Pad image and segmentation label here!
+ image = torch.as_tensor(np.ascontiguousarray(image.transpose(2, 0, 1)))
+ if sem_seg_gt is not None:
+ sem_seg_gt = torch.as_tensor(sem_seg_gt.astype("long"))
+ pan_seg_gt = torch.as_tensor(pan_seg_gt.astype("long"))
+
+ if self.size_divisibility > 0:
+ image_size = (image.shape[-2], image.shape[-1])
+ padding_size = [
+ 0,
+ self.size_divisibility - image_size[1],
+ 0,
+ self.size_divisibility - image_size[0],
+ ]
+ image = F.pad(image, padding_size, value=128).contiguous()
+ if sem_seg_gt is not None:
+ sem_seg_gt = F.pad(sem_seg_gt, padding_size, value=self.ignore_label).contiguous()
+ pan_seg_gt = F.pad(
+ pan_seg_gt, padding_size, value=0
+ ).contiguous() # 0 is the VOID panoptic label
+
+ image_shape = (image.shape[-2], image.shape[-1]) # h, w
+
+ # Pytorch's dataloader is efficient on torch.Tensor due to shared-memory,
+ # but not efficient on large generic data structures due to the use of pickle & mp.Queue.
+ # Therefore it's important to use torch.Tensor.
+ dataset_dict["image"] = image
+
+ if "annotations" in dataset_dict:
+ raise ValueError("Pemantic segmentation dataset should not have 'annotations'.")
+
+ prob_task = np.random.uniform(0,1.)
+
+ num_class_obj = {}
+
+ for name in self.class_names:
+ num_class_obj[name] = 0
+
+ if prob_task < self.semantic_prob:
+ task = "The task is semantic"
+ instances, text, sem_seg = self._get_semantic_dict(pan_seg_gt, image_shape, segments_info, num_class_obj)
+ elif prob_task < self.instance_prob:
+ task = "The task is instance"
+ instances, text, sem_seg = self._get_instance_dict(pan_seg_gt, image_shape, segments_info, num_class_obj)
+ else:
+ task = "The task is panoptic"
+ instances, text, sem_seg = self._get_panoptic_dict(pan_seg_gt, image_shape, segments_info, num_class_obj)
+
+ dataset_dict["sem_seg"] = torch.from_numpy(sem_seg).long()
+ dataset_dict["instances"] = instances
+ dataset_dict["orig_shape"] = image_shape
+ dataset_dict["task"] = task
+ dataset_dict["text"] = text
+ dataset_dict["thing_ids"] = self.things
+
+ return dataset_dict
diff --git a/oneformer/data/datasets/__init__.py b/oneformer/data/datasets/__init__.py
new file mode 100644
index 0000000000000000000000000000000000000000..59ce30713f63d056107b2a06ecd434eb27a30b7d
--- /dev/null
+++ b/oneformer/data/datasets/__init__.py
@@ -0,0 +1,7 @@
+from . import (
+ register_ade20k_panoptic,
+ register_cityscapes_panoptic,
+ register_coco_panoptic_annos_semseg,
+ register_ade20k_instance,
+ register_coco_panoptic2instance,
+)
diff --git a/oneformer/data/datasets/register_ade20k_instance.py b/oneformer/data/datasets/register_ade20k_instance.py
new file mode 100644
index 0000000000000000000000000000000000000000..0cf5466eb7e203de8c78679f622d30c902bd61d9
--- /dev/null
+++ b/oneformer/data/datasets/register_ade20k_instance.py
@@ -0,0 +1,56 @@
+# ------------------------------------------------------------------------------
+# Reference: https://github.com/facebookresearch/Mask2Former/blob/main/mask2former/data/datasets/register_ade20k_instance.py
+# ------------------------------------------------------------------------------
+
+import json
+import logging
+import numpy as np
+import os
+from PIL import Image
+
+from detectron2.data import DatasetCatalog, MetadataCatalog
+from detectron2.data.datasets.coco import load_coco_json, register_coco_instances
+from detectron2.utils.file_io import PathManager
+
+ADE_CATEGORIES = [{'id': 7, 'name': 'bed'}, {'id': 8, 'name': 'windowpane'}, {'id': 10, 'name': 'cabinet'}, {'id': 12, 'name': 'person'}, {'id': 14, 'name': 'door'}, {'id': 15, 'name': 'table'}, {'id': 18, 'name': 'curtain'}, {'id': 19, 'name': 'chair'}, {'id': 20, 'name': 'car'}, {'id': 22, 'name': 'painting'}, {'id': 23, 'name': 'sofa'}, {'id': 24, 'name': 'shelf'}, {'id': 27, 'name': 'mirror'}, {'id': 30, 'name': 'armchair'}, {'id': 31, 'name': 'seat'}, {'id': 32, 'name': 'fence'}, {'id': 33, 'name': 'desk'}, {'id': 35, 'name': 'wardrobe'}, {'id': 36, 'name': 'lamp'}, {'id': 37, 'name': 'bathtub'}, {'id': 38, 'name': 'railing'}, {'id': 39, 'name': 'cushion'}, {'id': 41, 'name': 'box'}, {'id': 42, 'name': 'column'}, {'id': 43, 'name': 'signboard'}, {'id': 44, 'name': 'chest of drawers'}, {'id': 45, 'name': 'counter'}, {'id': 47, 'name': 'sink'}, {'id': 49, 'name': 'fireplace'}, {'id': 50, 'name': 'refrigerator'}, {'id': 53, 'name': 'stairs'}, {'id': 55, 'name': 'case'}, {'id': 56, 'name': 'pool table'}, {'id': 57, 'name': 'pillow'}, {'id': 58, 'name': 'screen door'}, {'id': 62, 'name': 'bookcase'}, {'id': 64, 'name': 'coffee table'}, {'id': 65, 'name': 'toilet'}, {'id': 66, 'name': 'flower'}, {'id': 67, 'name': 'book'}, {'id': 69, 'name': 'bench'}, {'id': 70, 'name': 'countertop'}, {'id': 71, 'name': 'stove'}, {'id': 72, 'name': 'palm'}, {'id': 73, 'name': 'kitchen island'}, {'id': 74, 'name': 'computer'}, {'id': 75, 'name': 'swivel chair'}, {'id': 76, 'name': 'boat'}, {'id': 78, 'name': 'arcade machine'}, {'id': 80, 'name': 'bus'}, {'id': 81, 'name': 'towel'}, {'id': 82, 'name': 'light'}, {'id': 83, 'name': 'truck'}, {'id': 85, 'name': 'chandelier'}, {'id': 86, 'name': 'awning'}, {'id': 87, 'name': 'streetlight'}, {'id': 88, 'name': 'booth'}, {'id': 89, 'name': 'television receiver'}, {'id': 90, 'name': 'airplane'}, {'id': 92, 'name': 'apparel'}, {'id': 93, 'name': 'pole'}, {'id': 95, 'name': 'bannister'}, {'id': 97, 'name': 'ottoman'}, {'id': 98, 'name': 'bottle'}, {'id': 102, 'name': 'van'}, {'id': 103, 'name': 'ship'}, {'id': 104, 'name': 'fountain'}, {'id': 107, 'name': 'washer'}, {'id': 108, 'name': 'plaything'}, {'id': 110, 'name': 'stool'}, {'id': 111, 'name': 'barrel'}, {'id': 112, 'name': 'basket'}, {'id': 115, 'name': 'bag'}, {'id': 116, 'name': 'minibike'}, {'id': 118, 'name': 'oven'}, {'id': 119, 'name': 'ball'}, {'id': 120, 'name': 'food'}, {'id': 121, 'name': 'step'}, {'id': 123, 'name': 'trade name'}, {'id': 124, 'name': 'microwave'}, {'id': 125, 'name': 'pot'}, {'id': 126, 'name': 'animal'}, {'id': 127, 'name': 'bicycle'}, {'id': 129, 'name': 'dishwasher'}, {'id': 130, 'name': 'screen'}, {'id': 132, 'name': 'sculpture'}, {'id': 133, 'name': 'hood'}, {'id': 134, 'name': 'sconce'}, {'id': 135, 'name': 'vase'}, {'id': 136, 'name': 'traffic light'}, {'id': 137, 'name': 'tray'}, {'id': 138, 'name': 'ashcan'}, {'id': 139, 'name': 'fan'}, {'id': 142, 'name': 'plate'}, {'id': 143, 'name': 'monitor'}, {'id': 144, 'name': 'bulletin board'}, {'id': 146, 'name': 'radiator'}, {'id': 147, 'name': 'glass'}, {'id': 148, 'name': 'clock'}, {'id': 149, 'name': 'flag'}]
+
+
+_PREDEFINED_SPLITS = {
+ # point annotations without masks
+ "ade20k_instance_train": (
+ "ADEChallengeData2016/images/training",
+ "ADEChallengeData2016/ade20k_instance_train.json",
+ ),
+ "ade20k_instance_val": (
+ "ADEChallengeData2016/images/validation",
+ "ADEChallengeData2016/ade20k_instance_val.json",
+ ),
+}
+
+
+def _get_ade_instances_meta():
+ thing_ids = [k["id"] for k in ADE_CATEGORIES]
+ assert len(thing_ids) == 100, len(thing_ids)
+ # Mapping from the incontiguous ADE category id to an id in [0, 99]
+ thing_dataset_id_to_contiguous_id = {k: i for i, k in enumerate(thing_ids)}
+ thing_classes = [k["name"] for k in ADE_CATEGORIES]
+ ret = {
+ "thing_dataset_id_to_contiguous_id": thing_dataset_id_to_contiguous_id,
+ "thing_classes": thing_classes,
+ }
+ return ret
+
+
+def register_all_ade20k_instance(root):
+ for key, (image_root, json_file) in _PREDEFINED_SPLITS.items():
+ # Assume pre-defined datasets live in `./datasets`.
+ register_coco_instances(
+ key,
+ _get_ade_instances_meta(),
+ os.path.join(root, json_file) if "://" not in json_file else json_file,
+ os.path.join(root, image_root),
+ )
+
+
+_root = os.getenv("DETECTRON2_DATASETS", "datasets")
+register_all_ade20k_instance(_root)
diff --git a/oneformer/data/datasets/register_ade20k_panoptic.py b/oneformer/data/datasets/register_ade20k_panoptic.py
new file mode 100644
index 0000000000000000000000000000000000000000..527910f19f70e9e632ce91e350964b50300046c7
--- /dev/null
+++ b/oneformer/data/datasets/register_ade20k_panoptic.py
@@ -0,0 +1,394 @@
+# ------------------------------------------------------------------------------
+# Reference: https://github.com/facebookresearch/Mask2Former/blob/main/mask2former/data/datasets/register_ade20k_panoptic.py
+# Modified by Jitesh Jain (https://github.com/praeclarumjj3)
+# ------------------------------------------------------------------------------
+
+import json
+import os
+
+from detectron2.data import DatasetCatalog, MetadataCatalog
+from detectron2.utils.file_io import PathManager
+
+ADE20K_150_CATEGORIES = [
+ {"color": [120, 120, 120], "id": 0, "isthing": 0, "name": "wall"},
+ {"color": [180, 120, 120], "id": 1, "isthing": 0, "name": "building"},
+ {"color": [6, 230, 230], "id": 2, "isthing": 0, "name": "sky"},
+ {"color": [80, 50, 50], "id": 3, "isthing": 0, "name": "floor"},
+ {"color": [4, 200, 3], "id": 4, "isthing": 0, "name": "tree"},
+ {"color": [120, 120, 80], "id": 5, "isthing": 0, "name": "ceiling"},
+ {"color": [140, 140, 140], "id": 6, "isthing": 0, "name": "road, route"},
+ {"color": [204, 5, 255], "id": 7, "isthing": 1, "name": "bed"},
+ {"color": [230, 230, 230], "id": 8, "isthing": 1, "name": "window "},
+ {"color": [4, 250, 7], "id": 9, "isthing": 0, "name": "grass"},
+ {"color": [224, 5, 255], "id": 10, "isthing": 1, "name": "cabinet"},
+ {"color": [235, 255, 7], "id": 11, "isthing": 0, "name": "sidewalk, pavement"},
+ {"color": [150, 5, 61], "id": 12, "isthing": 1, "name": "person"},
+ {"color": [120, 120, 70], "id": 13, "isthing": 0, "name": "earth, ground"},
+ {"color": [8, 255, 51], "id": 14, "isthing": 1, "name": "door"},
+ {"color": [255, 6, 82], "id": 15, "isthing": 1, "name": "table"},
+ {"color": [143, 255, 140], "id": 16, "isthing": 0, "name": "mountain, mount"},
+ {"color": [204, 255, 4], "id": 17, "isthing": 0, "name": "plant"},
+ {"color": [255, 51, 7], "id": 18, "isthing": 1, "name": "curtain"},
+ {"color": [204, 70, 3], "id": 19, "isthing": 1, "name": "chair"},
+ {"color": [0, 102, 200], "id": 20, "isthing": 1, "name": "car"},
+ {"color": [61, 230, 250], "id": 21, "isthing": 0, "name": "water"},
+ {"color": [255, 6, 51], "id": 22, "isthing": 1, "name": "painting, picture"},
+ {"color": [11, 102, 255], "id": 23, "isthing": 1, "name": "sofa"},
+ {"color": [255, 7, 71], "id": 24, "isthing": 1, "name": "shelf"},
+ {"color": [255, 9, 224], "id": 25, "isthing": 0, "name": "house"},
+ {"color": [9, 7, 230], "id": 26, "isthing": 0, "name": "sea"},
+ {"color": [220, 220, 220], "id": 27, "isthing": 1, "name": "mirror"},
+ {"color": [255, 9, 92], "id": 28, "isthing": 0, "name": "rug"},
+ {"color": [112, 9, 255], "id": 29, "isthing": 0, "name": "field"},
+ {"color": [8, 255, 214], "id": 30, "isthing": 1, "name": "armchair"},
+ {"color": [7, 255, 224], "id": 31, "isthing": 1, "name": "seat"},
+ {"color": [255, 184, 6], "id": 32, "isthing": 1, "name": "fence"},
+ {"color": [10, 255, 71], "id": 33, "isthing": 1, "name": "desk"},
+ {"color": [255, 41, 10], "id": 34, "isthing": 0, "name": "rock, stone"},
+ {"color": [7, 255, 255], "id": 35, "isthing": 1, "name": "wardrobe, closet, press"},
+ {"color": [224, 255, 8], "id": 36, "isthing": 1, "name": "lamp"},
+ {"color": [102, 8, 255], "id": 37, "isthing": 1, "name": "tub"},
+ {"color": [255, 61, 6], "id": 38, "isthing": 1, "name": "rail"},
+ {"color": [255, 194, 7], "id": 39, "isthing": 1, "name": "cushion"},
+ {"color": [255, 122, 8], "id": 40, "isthing": 0, "name": "base, pedestal, stand"},
+ {"color": [0, 255, 20], "id": 41, "isthing": 1, "name": "box"},
+ {"color": [255, 8, 41], "id": 42, "isthing": 1, "name": "column, pillar"},
+ {"color": [255, 5, 153], "id": 43, "isthing": 1, "name": "signboard, sign"},
+ {
+ "color": [6, 51, 255],
+ "id": 44,
+ "isthing": 1,
+ "name": "chest of drawers, chest, bureau, dresser",
+ },
+ {"color": [235, 12, 255], "id": 45, "isthing": 1, "name": "counter"},
+ {"color": [160, 150, 20], "id": 46, "isthing": 0, "name": "sand"},
+ {"color": [0, 163, 255], "id": 47, "isthing": 1, "name": "sink"},
+ {"color": [140, 140, 140], "id": 48, "isthing": 0, "name": "skyscraper"},
+ {"color": [250, 10, 15], "id": 49, "isthing": 1, "name": "fireplace"},
+ {"color": [20, 255, 0], "id": 50, "isthing": 1, "name": "refrigerator, icebox"},
+ {"color": [31, 255, 0], "id": 51, "isthing": 0, "name": "grandstand, covered stand"},
+ {"color": [255, 31, 0], "id": 52, "isthing": 0, "name": "path"},
+ {"color": [255, 224, 0], "id": 53, "isthing": 1, "name": "stairs"},
+ {"color": [153, 255, 0], "id": 54, "isthing": 0, "name": "runway"},
+ {"color": [0, 0, 255], "id": 55, "isthing": 1, "name": "case, display case, showcase, vitrine"},
+ {
+ "color": [255, 71, 0],
+ "id": 56,
+ "isthing": 1,
+ "name": "pool table, billiard table, snooker table",
+ },
+ {"color": [0, 235, 255], "id": 57, "isthing": 1, "name": "pillow"},
+ {"color": [0, 173, 255], "id": 58, "isthing": 1, "name": "screen door, screen"},
+ {"color": [31, 0, 255], "id": 59, "isthing": 0, "name": "stairway, staircase"},
+ {"color": [11, 200, 200], "id": 60, "isthing": 0, "name": "river"},
+ {"color": [255, 82, 0], "id": 61, "isthing": 0, "name": "bridge, span"},
+ {"color": [0, 255, 245], "id": 62, "isthing": 1, "name": "bookcase"},
+ {"color": [0, 61, 255], "id": 63, "isthing": 0, "name": "blind, screen"},
+ {"color": [0, 255, 112], "id": 64, "isthing": 1, "name": "coffee table"},
+ {
+ "color": [0, 255, 133],
+ "id": 65,
+ "isthing": 1,
+ "name": "toilet, can, commode, crapper, pot, potty, stool, throne",
+ },
+ {"color": [255, 0, 0], "id": 66, "isthing": 1, "name": "flower"},
+ {"color": [255, 163, 0], "id": 67, "isthing": 1, "name": "book"},
+ {"color": [255, 102, 0], "id": 68, "isthing": 0, "name": "hill"},
+ {"color": [194, 255, 0], "id": 69, "isthing": 1, "name": "bench"},
+ {"color": [0, 143, 255], "id": 70, "isthing": 1, "name": "countertop"},
+ {"color": [51, 255, 0], "id": 71, "isthing": 1, "name": "stove"},
+ {"color": [0, 82, 255], "id": 72, "isthing": 1, "name": "palm, palm tree"},
+ {"color": [0, 255, 41], "id": 73, "isthing": 1, "name": "kitchen island"},
+ {"color": [0, 255, 173], "id": 74, "isthing": 1, "name": "computer"},
+ {"color": [10, 0, 255], "id": 75, "isthing": 1, "name": "swivel chair"},
+ {"color": [173, 255, 0], "id": 76, "isthing": 1, "name": "boat"},
+ {"color": [0, 255, 153], "id": 77, "isthing": 0, "name": "bar"},
+ {"color": [255, 92, 0], "id": 78, "isthing": 1, "name": "arcade machine"},
+ {"color": [255, 0, 255], "id": 79, "isthing": 0, "name": "hovel, hut, hutch, shack, shanty"},
+ {"color": [255, 0, 245], "id": 80, "isthing": 1, "name": "bus"},
+ {"color": [255, 0, 102], "id": 81, "isthing": 1, "name": "towel"},
+ {"color": [255, 173, 0], "id": 82, "isthing": 1, "name": "light"},
+ {"color": [255, 0, 20], "id": 83, "isthing": 1, "name": "truck"},
+ {"color": [255, 184, 184], "id": 84, "isthing": 0, "name": "tower"},
+ {"color": [0, 31, 255], "id": 85, "isthing": 1, "name": "chandelier"},
+ {"color": [0, 255, 61], "id": 86, "isthing": 1, "name": "awning, sunshade, sunblind"},
+ {"color": [0, 71, 255], "id": 87, "isthing": 1, "name": "street lamp"},
+ {"color": [255, 0, 204], "id": 88, "isthing": 1, "name": "booth"},
+ {"color": [0, 255, 194], "id": 89, "isthing": 1, "name": "tv"},
+ {"color": [0, 255, 82], "id": 90, "isthing": 1, "name": "plane"},
+ {"color": [0, 10, 255], "id": 91, "isthing": 0, "name": "dirt track"},
+ {"color": [0, 112, 255], "id": 92, "isthing": 1, "name": "clothes"},
+ {"color": [51, 0, 255], "id": 93, "isthing": 1, "name": "pole"},
+ {"color": [0, 194, 255], "id": 94, "isthing": 0, "name": "land, ground, soil"},
+ {
+ "color": [0, 122, 255],
+ "id": 95,
+ "isthing": 1,
+ "name": "bannister, banister, balustrade, balusters, handrail",
+ },
+ {
+ "color": [0, 255, 163],
+ "id": 96,
+ "isthing": 0,
+ "name": "escalator, moving staircase, moving stairway",
+ },
+ {
+ "color": [255, 153, 0],
+ "id": 97,
+ "isthing": 1,
+ "name": "ottoman, pouf, pouffe, puff, hassock",
+ },
+ {"color": [0, 255, 10], "id": 98, "isthing": 1, "name": "bottle"},
+ {"color": [255, 112, 0], "id": 99, "isthing": 0, "name": "buffet, counter, sideboard"},
+ {
+ "color": [143, 255, 0],
+ "id": 100,
+ "isthing": 0,
+ "name": "poster, posting, placard, notice, bill, card",
+ },
+ {"color": [82, 0, 255], "id": 101, "isthing": 0, "name": "stage"},
+ {"color": [163, 255, 0], "id": 102, "isthing": 1, "name": "van"},
+ {"color": [255, 235, 0], "id": 103, "isthing": 1, "name": "ship"},
+ {"color": [8, 184, 170], "id": 104, "isthing": 1, "name": "fountain"},
+ {
+ "color": [133, 0, 255],
+ "id": 105,
+ "isthing": 0,
+ "name": "conveyer belt, conveyor belt, conveyer, conveyor, transporter",
+ },
+ {"color": [0, 255, 92], "id": 106, "isthing": 0, "name": "canopy"},
+ {
+ "color": [184, 0, 255],
+ "id": 107,
+ "isthing": 1,
+ "name": "washer, automatic washer, washing machine",
+ },
+ {"color": [255, 0, 31], "id": 108, "isthing": 1, "name": "plaything, toy"},
+ {"color": [0, 184, 255], "id": 109, "isthing": 0, "name": "pool"},
+ {"color": [0, 214, 255], "id": 110, "isthing": 1, "name": "stool"},
+ {"color": [255, 0, 112], "id": 111, "isthing": 1, "name": "barrel, cask"},
+ {"color": [92, 255, 0], "id": 112, "isthing": 1, "name": "basket, handbasket"},
+ {"color": [0, 224, 255], "id": 113, "isthing": 0, "name": "falls"},
+ {"color": [112, 224, 255], "id": 114, "isthing": 0, "name": "tent"},
+ {"color": [70, 184, 160], "id": 115, "isthing": 1, "name": "bag"},
+ {"color": [163, 0, 255], "id": 116, "isthing": 1, "name": "minibike, motorbike"},
+ {"color": [153, 0, 255], "id": 117, "isthing": 0, "name": "cradle"},
+ {"color": [71, 255, 0], "id": 118, "isthing": 1, "name": "oven"},
+ {"color": [255, 0, 163], "id": 119, "isthing": 1, "name": "ball"},
+ {"color": [255, 204, 0], "id": 120, "isthing": 1, "name": "food, solid food"},
+ {"color": [255, 0, 143], "id": 121, "isthing": 1, "name": "step, stair"},
+ {"color": [0, 255, 235], "id": 122, "isthing": 0, "name": "tank, storage tank"},
+ {"color": [133, 255, 0], "id": 123, "isthing": 1, "name": "trade name"},
+ {"color": [255, 0, 235], "id": 124, "isthing": 1, "name": "microwave"},
+ {"color": [245, 0, 255], "id": 125, "isthing": 1, "name": "pot"},
+ {"color": [255, 0, 122], "id": 126, "isthing": 1, "name": "animal"},
+ {"color": [255, 245, 0], "id": 127, "isthing": 1, "name": "bicycle"},
+ {"color": [10, 190, 212], "id": 128, "isthing": 0, "name": "lake"},
+ {"color": [214, 255, 0], "id": 129, "isthing": 1, "name": "dishwasher"},
+ {"color": [0, 204, 255], "id": 130, "isthing": 1, "name": "screen"},
+ {"color": [20, 0, 255], "id": 131, "isthing": 0, "name": "blanket, cover"},
+ {"color": [255, 255, 0], "id": 132, "isthing": 1, "name": "sculpture"},
+ {"color": [0, 153, 255], "id": 133, "isthing": 1, "name": "hood, exhaust hood"},
+ {"color": [0, 41, 255], "id": 134, "isthing": 1, "name": "sconce"},
+ {"color": [0, 255, 204], "id": 135, "isthing": 1, "name": "vase"},
+ {"color": [41, 0, 255], "id": 136, "isthing": 1, "name": "traffic light"},
+ {"color": [41, 255, 0], "id": 137, "isthing": 1, "name": "tray"},
+ {"color": [173, 0, 255], "id": 138, "isthing": 1, "name": "trash can"},
+ {"color": [0, 245, 255], "id": 139, "isthing": 1, "name": "fan"},
+ {"color": [71, 0, 255], "id": 140, "isthing": 0, "name": "pier"},
+ {"color": [122, 0, 255], "id": 141, "isthing": 0, "name": "crt screen"},
+ {"color": [0, 255, 184], "id": 142, "isthing": 1, "name": "plate"},
+ {"color": [0, 92, 255], "id": 143, "isthing": 1, "name": "monitor"},
+ {"color": [184, 255, 0], "id": 144, "isthing": 1, "name": "bulletin board"},
+ {"color": [0, 133, 255], "id": 145, "isthing": 0, "name": "shower"},
+ {"color": [255, 214, 0], "id": 146, "isthing": 1, "name": "radiator"},
+ {"color": [25, 194, 194], "id": 147, "isthing": 1, "name": "glass, drinking glass"},
+ {"color": [102, 255, 0], "id": 148, "isthing": 1, "name": "clock"},
+ {"color": [92, 0, 255], "id": 149, "isthing": 1, "name": "flag"},
+]
+
+ADE20k_COLORS = [k["color"] for k in ADE20K_150_CATEGORIES]
+
+MetadataCatalog.get("ade20k_sem_seg_train").set(
+ stuff_colors=ADE20k_COLORS[:],
+)
+
+MetadataCatalog.get("ade20k_sem_seg_val").set(
+ stuff_colors=ADE20k_COLORS[:],
+)
+
+
+def load_ade20k_panoptic_json(json_file, image_dir, gt_dir, semseg_dir, meta):
+ """
+ Args:
+ image_dir (str): path to the raw dataset. e.g., "~/coco/train2017".
+ gt_dir (str): path to the raw annotations. e.g., "~/coco/panoptic_train2017".
+ json_file (str): path to the json file. e.g., "~/coco/annotations/panoptic_train2017.json".
+ Returns:
+ list[dict]: a list of dicts in Detectron2 standard format. (See
+ `Using Custom Datasets </tutorials/datasets.html>`_ )
+ """
+
+ def _convert_category_id(segment_info, meta):
+ if segment_info["category_id"] in meta["thing_dataset_id_to_contiguous_id"]:
+ segment_info["category_id"] = meta["thing_dataset_id_to_contiguous_id"][
+ segment_info["category_id"]
+ ]
+ segment_info["isthing"] = True
+ else:
+ segment_info["category_id"] = meta["stuff_dataset_id_to_contiguous_id"][
+ segment_info["category_id"]
+ ]
+ segment_info["isthing"] = False
+ return segment_info
+
+ with PathManager.open(json_file) as f:
+ json_info = json.load(f)
+
+ ret = []
+ for ann in json_info["annotations"]:
+ image_id = ann["image_id"]
+ # TODO: currently we assume image and label has the same filename but
+ # different extension, and images have extension ".jpg" for COCO. Need
+ # to make image extension a user-provided argument if we extend this
+ # function to support other COCO-like datasets.
+ image_file = os.path.join(image_dir, os.path.splitext(ann["file_name"])[0] + ".jpg")
+ label_file = os.path.join(gt_dir, ann["file_name"])
+ sem_label_file = os.path.join(semseg_dir, ann["file_name"])
+ segments_info = [_convert_category_id(x, meta) for x in ann["segments_info"]]
+ ret.append(
+ {
+ "file_name": image_file,
+ "image_id": image_id,
+ "pan_seg_file_name": label_file,
+ "sem_seg_file_name": sem_label_file,
+ "segments_info": segments_info,
+ }
+ )
+ assert len(ret), f"No images found in {image_dir}!"
+ assert PathManager.isfile(ret[0]["file_name"]), ret[0]["file_name"]
+ assert PathManager.isfile(ret[0]["pan_seg_file_name"]), ret[0]["pan_seg_file_name"]
+ assert PathManager.isfile(ret[0]["sem_seg_file_name"]), ret[0]["sem_seg_file_name"]
+ return ret
+
+
+def register_ade20k_panoptic(
+ name, metadata, image_root, panoptic_root, semantic_root, panoptic_json, instances_json=None,
+):
+ """
+ Register a "standard" version of ADE20k panoptic segmentation dataset named `name`.
+ The dictionaries in this registered dataset follows detectron2's standard format.
+ Hence it's called "standard".
+ Args:
+ name (str): the name that identifies a dataset,
+ e.g. "ade20k_panoptic_train"
+ metadata (dict): extra metadata associated with this dataset.
+ image_root (str): directory which contains all the images
+ panoptic_root (str): directory which contains panoptic annotation images in COCO format
+ panoptic_json (str): path to the json panoptic annotation file in COCO format
+ sem_seg_root (none): not used, to be consistent with
+ `register_coco_panoptic_separated`.
+ instances_json (str): path to the json instance annotation file
+ """
+ panoptic_name = name
+ DatasetCatalog.register(
+ panoptic_name,
+ lambda: load_ade20k_panoptic_json(
+ panoptic_json, image_root, panoptic_root, semantic_root, metadata
+ ),
+ )
+ MetadataCatalog.get(panoptic_name).set(
+ panoptic_root=panoptic_root,
+ image_root=image_root,
+ panoptic_json=panoptic_json,
+ json_file=instances_json,
+ evaluator_type="ade20k_panoptic_seg",
+ ignore_label=255,
+ label_divisor=1000,
+ **metadata,
+ )
+
+
+_PREDEFINED_SPLITS_ADE20K_PANOPTIC = {
+ "ade20k_panoptic_train": (
+ "ADEChallengeData2016/images/training",
+ "ADEChallengeData2016/ade20k_panoptic_train",
+ "ADEChallengeData2016/ade20k_panoptic_train.json",
+ "ADEChallengeData2016/annotations_detectron2/training",
+ "ADEChallengeData2016/ade20k_instance_train.json",
+ ),
+ "ade20k_panoptic_val": (
+ "ADEChallengeData2016/images/validation",
+ "ADEChallengeData2016/ade20k_panoptic_val",
+ "ADEChallengeData2016/ade20k_panoptic_val.json",
+ "ADEChallengeData2016/annotations_detectron2/validation",
+ "ADEChallengeData2016/ade20k_instance_val.json",
+ ),
+}
+
+
+def get_metadata():
+ meta = {}
+ # The following metadata maps contiguous id from [0, #thing categories +
+ # #stuff categories) to their names and colors. We have to replica of the
+ # same name and color under "thing_*" and "stuff_*" because the current
+ # visualization function in D2 handles thing and class classes differently
+ # due to some heuristic used in Panoptic FPN. We keep the same naming to
+ # enable reusing existing visualization functions.
+ thing_classes = [k["name"] for k in ADE20K_150_CATEGORIES if k["isthing"] == 1]
+ thing_colors = [k["color"] for k in ADE20K_150_CATEGORIES if k["isthing"] == 1]
+ stuff_classes = [k["name"] for k in ADE20K_150_CATEGORIES]
+ stuff_colors = [k["color"] for k in ADE20K_150_CATEGORIES]
+
+ meta["thing_classes"] = thing_classes
+ meta["thing_colors"] = thing_colors
+ meta["stuff_classes"] = stuff_classes
+ meta["stuff_colors"] = stuff_colors
+
+ # Convert category id for training:
+ # category id: like semantic segmentation, it is the class id for each
+ # pixel. Since there are some classes not used in evaluation, the category
+ # id is not always contiguous and thus we have two set of category ids:
+ # - original category id: category id in the original dataset, mainly
+ # used for evaluation.
+ # - contiguous category id: [0, #classes), in order to train the linear
+ # softmax classifier.
+ thing_dataset_id_to_contiguous_id = {}
+ stuff_dataset_id_to_contiguous_id = {}
+
+ for i, cat in enumerate(ADE20K_150_CATEGORIES):
+ if cat["isthing"]:
+ thing_dataset_id_to_contiguous_id[cat["id"]] = i
+ # else:
+ # stuff_dataset_id_to_contiguous_id[cat["id"]] = i
+
+ # in order to use sem_seg evaluator
+ stuff_dataset_id_to_contiguous_id[cat["id"]] = i
+
+ meta["thing_dataset_id_to_contiguous_id"] = thing_dataset_id_to_contiguous_id
+ meta["stuff_dataset_id_to_contiguous_id"] = stuff_dataset_id_to_contiguous_id
+
+ return meta
+
+
+def register_all_ade20k_panoptic(root):
+ metadata = get_metadata()
+ for (
+ prefix,
+ (image_root, panoptic_root, panoptic_json, semantic_root, instance_json),
+ ) in _PREDEFINED_SPLITS_ADE20K_PANOPTIC.items():
+ # The "standard" version of COCO panoptic segmentation dataset,
+ # e.g. used by Panoptic-DeepLab
+ register_ade20k_panoptic(
+ prefix,
+ metadata,
+ os.path.join(root, image_root),
+ os.path.join(root, panoptic_root),
+ os.path.join(root, semantic_root),
+ os.path.join(root, panoptic_json),
+ os.path.join(root, instance_json),
+ )
+
+
+_root = os.getenv("DETECTRON2_DATASETS", "datasets")
+register_all_ade20k_panoptic(_root)
diff --git a/oneformer/data/datasets/register_cityscapes_panoptic.py b/oneformer/data/datasets/register_cityscapes_panoptic.py
new file mode 100644
index 0000000000000000000000000000000000000000..07ecb23ba6422ac24e4a21aa6bb3125b07f71f33
--- /dev/null
+++ b/oneformer/data/datasets/register_cityscapes_panoptic.py
@@ -0,0 +1,199 @@
+# ------------------------------------------------------------------------------
+# Reference: https://github.com/facebookresearch/detectron2/blob/main/detectron2/data/datasets/cityscapes_panoptic.py
+# Modified by Jitesh Jain (https://github.com/praeclarumjj3)
+# ------------------------------------------------------------------------------
+
+import json
+import logging
+import os
+
+from detectron2.data import DatasetCatalog, MetadataCatalog
+from detectron2.data.datasets.builtin_meta import CITYSCAPES_CATEGORIES
+from detectron2.utils.file_io import PathManager
+
+"""
+This file contains functions to register the Cityscapes panoptic dataset to the DatasetCatalog.
+"""
+
+
+logger = logging.getLogger(__name__)
+
+
+def get_cityscapes_panoptic_files(image_dir, gt_dir, json_info):
+ files = []
+ # scan through the directory
+ cities = PathManager.ls(image_dir)
+ logger.info(f"{len(cities)} cities found in '{image_dir}'.")
+ image_dict = {}
+ for city in cities:
+ city_img_dir = os.path.join(image_dir, city)
+ for basename in PathManager.ls(city_img_dir):
+ image_file = os.path.join(city_img_dir, basename)
+
+ suffix = "_leftImg8bit.png"
+ assert basename.endswith(suffix), basename
+ basename = os.path.basename(basename)[: -len(suffix)]
+
+ image_dict[basename] = image_file
+
+ for ann in json_info["annotations"]:
+ image_file = image_dict.get(ann["image_id"], None)
+ assert image_file is not None, "No image {} found for annotation {}".format(
+ ann["image_id"], ann["file_name"]
+ )
+ label_file = os.path.join(gt_dir, ann["file_name"])
+ segments_info = ann["segments_info"]
+ files.append((image_file, label_file, segments_info))
+
+ assert len(files), "No images found in {}".format(image_dir)
+ assert PathManager.isfile(files[0][0]), files[0][0]
+ assert PathManager.isfile(files[0][1]), files[0][1]
+ return files
+
+
+def load_cityscapes_panoptic(image_dir, gt_dir, gt_json, meta):
+ """
+ Args:
+ image_dir (str): path to the raw dataset. e.g., "~/cityscapes/leftImg8bit/train".
+ gt_dir (str): path to the raw annotations. e.g.,
+ "~/cityscapes/gtFine/cityscapes_panoptic_train".
+ gt_json (str): path to the json file. e.g.,
+ "~/cityscapes/gtFine/cityscapes_panoptic_train.json".
+ meta (dict): dictionary containing "thing_dataset_id_to_contiguous_id"
+ and "stuff_dataset_id_to_contiguous_id" to map category ids to
+ contiguous ids for training.
+
+ Returns:
+ list[dict]: a list of dicts in Detectron2 standard format. (See
+ `Using Custom Datasets </tutorials/datasets.html>`_ )
+ """
+
+ def _convert_category_id(segment_info, meta):
+ if segment_info["category_id"] in meta["thing_dataset_id_to_contiguous_id"]:
+ segment_info["category_id"] = meta["thing_dataset_id_to_contiguous_id"][
+ segment_info["category_id"]
+ ]
+ else:
+ segment_info["category_id"] = meta["stuff_dataset_id_to_contiguous_id"][
+ segment_info["category_id"]
+ ]
+ return segment_info
+
+ assert os.path.exists(
+ gt_json
+ ), "Please run `python cityscapesscripts/preparation/createPanopticImgs.py` to generate label files." # noqa
+
+
+ with open(gt_json) as f:
+ json_info = json.load(f)
+
+ files = get_cityscapes_panoptic_files(image_dir, gt_dir, json_info)
+ ret = []
+ for image_file, label_file, segments_info in files:
+ sem_label_file = (
+ image_file.replace("leftImg8bit", "gtFine").split(".")[0] + "_labelTrainIds.png"
+ )
+ segments_info = [_convert_category_id(x, meta) for x in segments_info]
+ ret.append(
+ {
+ "file_name": image_file,
+ "image_id": "_".join(
+ os.path.splitext(os.path.basename(image_file))[0].split("_")[:3]
+ ),
+ "sem_seg_file_name": sem_label_file,
+ "pan_seg_file_name": label_file,
+ "segments_info": segments_info,
+ }
+ )
+ assert len(ret), f"No images found in {image_dir}!"
+ assert PathManager.isfile(
+ ret[0]["sem_seg_file_name"]
+ ), "Please generate labelTrainIds.png with cityscapesscripts/preparation/createTrainIdLabelImgs.py" # noqa
+ assert PathManager.isfile(
+ ret[0]["pan_seg_file_name"]
+ ), "Please generate panoptic annotation with python cityscapesscripts/preparation/createPanopticImgs.py" # noqa
+ return ret
+
+
+_RAW_CITYSCAPES_PANOPTIC_SPLITS = {
+ "cityscapes_fine_panoptic_train": (
+ "cityscapes/leftImg8bit/train",
+ "cityscapes/gtFine/cityscapes_panoptic_train",
+ "cityscapes/gtFine/cityscapes_panoptic_train.json",
+ ),
+ "cityscapes_fine_panoptic_val": (
+ "cityscapes/leftImg8bit/val",
+ "cityscapes/gtFine/cityscapes_panoptic_val",
+ "cityscapes/gtFine/cityscapes_panoptic_val.json",
+ ),
+ # "cityscapes_fine_panoptic_test": not supported yet
+}
+
+
+def register_all_cityscapes_panoptic(root):
+ meta = {}
+ # The following metadata maps contiguous id from [0, #thing categories +
+ # #stuff categories) to their names and colors. We have to replica of the
+ # same name and color under "thing_*" and "stuff_*" because the current
+ # visualization function in D2 handles thing and class classes differently
+ # due to some heuristic used in Panoptic FPN. We keep the same naming to
+ # enable reusing existing visualization functions.
+ thing_classes = [k["name"] for k in CITYSCAPES_CATEGORIES]
+ thing_colors = [k["color"] for k in CITYSCAPES_CATEGORIES]
+ stuff_classes = [k["name"] for k in CITYSCAPES_CATEGORIES]
+ stuff_colors = [k["color"] for k in CITYSCAPES_CATEGORIES]
+
+ meta["thing_classes"] = thing_classes
+ meta["thing_colors"] = thing_colors
+ meta["stuff_classes"] = stuff_classes
+ meta["stuff_colors"] = stuff_colors
+
+ # There are three types of ids in cityscapes panoptic segmentation:
+ # (1) category id: like semantic segmentation, it is the class id for each
+ # pixel. Since there are some classes not used in evaluation, the category
+ # id is not always contiguous and thus we have two set of category ids:
+ # - original category id: category id in the original dataset, mainly
+ # used for evaluation.
+ # - contiguous category id: [0, #classes), in order to train the classifier
+ # (2) instance id: this id is used to differentiate different instances from
+ # the same category. For "stuff" classes, the instance id is always 0; for
+ # "thing" classes, the instance id starts from 1 and 0 is reserved for
+ # ignored instances (e.g. crowd annotation).
+ # (3) panoptic id: this is the compact id that encode both category and
+ # instance id by: category_id * 1000 + instance_id.
+ thing_dataset_id_to_contiguous_id = {}
+ stuff_dataset_id_to_contiguous_id = {}
+
+ for k in CITYSCAPES_CATEGORIES:
+ if k["isthing"] == 1:
+ thing_dataset_id_to_contiguous_id[k["id"]] = k["trainId"]
+ else:
+ stuff_dataset_id_to_contiguous_id[k["id"]] = k["trainId"]
+
+ meta["thing_dataset_id_to_contiguous_id"] = thing_dataset_id_to_contiguous_id
+ meta["stuff_dataset_id_to_contiguous_id"] = stuff_dataset_id_to_contiguous_id
+
+ for key, (image_dir, gt_dir, gt_json) in _RAW_CITYSCAPES_PANOPTIC_SPLITS.items():
+ image_dir = os.path.join(root, image_dir)
+ gt_dir = os.path.join(root, gt_dir)
+ gt_json = os.path.join(root, gt_json)
+
+ if key in DatasetCatalog.list():
+ DatasetCatalog.remove(key)
+
+ DatasetCatalog.register(
+ key, lambda x=image_dir, y=gt_dir, z=gt_json: load_cityscapes_panoptic(x, y, z, meta)
+ )
+ MetadataCatalog.get(key).set(
+ panoptic_root=gt_dir,
+ image_root=image_dir,
+ panoptic_json=gt_json,
+ gt_dir=gt_dir.replace("cityscapes_panoptic_", ""),
+ evaluator_type="cityscapes_panoptic_seg",
+ ignore_label=255,
+ label_divisor=1000,
+ **meta,
+ )
+
+_root = os.getenv("DETECTRON2_DATASETS", "datasets")
+register_all_cityscapes_panoptic(_root)
\ No newline at end of file
diff --git a/oneformer/data/datasets/register_coco_panoptic2instance.py b/oneformer/data/datasets/register_coco_panoptic2instance.py
new file mode 100644
index 0000000000000000000000000000000000000000..79e1a95c95b2ec9e39e0ca0750dc44bf19bba3a0
--- /dev/null
+++ b/oneformer/data/datasets/register_coco_panoptic2instance.py
@@ -0,0 +1,44 @@
+# ------------------------------------------------------------------------------
+# Reference: https://github.com/facebookresearch/detectron2/blob/main/detectron2/data/datasets/builtin.py
+# Modified by Jitesh Jain (https://github.com/praeclarumjj3)
+# ------------------------------------------------------------------------------
+
+
+"""
+This file registers pre-defined datasets at hard-coded paths, and their metadata.
+
+We hard-code metadata for common datasets. This will enable:
+1. Consistency check when loading the datasets
+2. Use models on these standard datasets directly and run demos,
+ without having to download the dataset annotations
+
+We hard-code some paths to the dataset that's assumed to
+exist in "./datasets/".
+
+Users SHOULD NOT use this file to create new dataset / metadata for new dataset.
+To add new dataset, refer to the tutorial "docs/DATASETS.md".
+"""
+
+import os
+from detectron2.data.datasets.builtin_meta import _get_builtin_metadata
+from detectron2.data.datasets.coco import register_coco_instances
+
+
+_PREDEFINED_SPLITS_COCO = {
+ "coco_2017_val_panoptic2instance": ("coco/val2017", "coco/annotations/panoptic2instances_val2017.json"),
+}
+
+
+def register_panoptic2instances_coco(root):
+ for key, (image_root, json_file) in _PREDEFINED_SPLITS_COCO.items():
+ # Assume pre-defined datasets live in `./datasets`.
+ register_coco_instances(
+ key,
+ _get_builtin_metadata("coco"),
+ os.path.join(root, json_file) if "://" not in json_file else json_file,
+ os.path.join(root, image_root),
+ )
+
+
+_root = os.path.expanduser(os.getenv("DETECTRON2_DATASETS", "datasets"))
+register_panoptic2instances_coco(_root)
\ No newline at end of file
diff --git a/oneformer/data/datasets/register_coco_panoptic_annos_semseg.py b/oneformer/data/datasets/register_coco_panoptic_annos_semseg.py
new file mode 100644
index 0000000000000000000000000000000000000000..ac1118bcb1a8e7cc991a820ff17c4ae889d2d7e9
--- /dev/null
+++ b/oneformer/data/datasets/register_coco_panoptic_annos_semseg.py
@@ -0,0 +1,367 @@
+# ------------------------------------------------------------------------------
+# Reference: https://github.com/facebookresearch/Mask2Former/blob/main/mask2former/data/datasets/register_coco_panoptic_annos_semseg.py
+# Modified by Jitesh Jain (https://github.com/praeclarumjj3)
+# ------------------------------------------------------------------------------
+
+import json
+import os
+
+from detectron2.data import DatasetCatalog, MetadataCatalog
+from detectron2.data.datasets import load_sem_seg
+from detectron2.data.datasets.builtin_meta import COCO_CATEGORIES
+from detectron2.utils.file_io import PathManager
+import contextlib
+import logging
+import io
+from fvcore.common.timer import Timer
+import pycocotools.mask as mask_util
+from detectron2.structures import BoxMode
+
+
+logger = logging.getLogger(__name__)
+
+
+_PREDEFINED_SPLITS_COCO_PANOPTIC = {
+ "coco_2017_train_panoptic": (
+ # This is the original panoptic annotation directory
+ "coco/panoptic_train2017",
+ "coco/annotations/panoptic_train2017.json",
+ # This directory contains semantic annotations that are
+ # converted from panoptic annotations.
+ # It is used by PanopticFPN.
+ # You can use the script at detectron2/datasets/prepare_panoptic_fpn.py
+ # to create these directories.
+ "coco/panoptic_semseg_train2017",
+ ),
+ "coco_2017_val_panoptic": (
+ "coco/panoptic_val2017",
+ "coco/annotations/panoptic_val2017.json",
+ "coco/panoptic_semseg_val2017",
+ ),
+}
+
+def load_coco_instance_json(json_file, image_root, dataset_name=None):
+ from pycocotools.coco import COCO
+
+ timer = Timer()
+ json_file = PathManager.get_local_path(json_file)
+ with contextlib.redirect_stdout(io.StringIO()):
+ coco_api = COCO(json_file)
+ if timer.seconds() > 1:
+ logger.info("Loading {} takes {:.2f} seconds.".format(json_file, timer.seconds()))
+
+ id_map = None
+ if dataset_name is not None:
+ meta = MetadataCatalog.get(dataset_name)
+ cat_ids = sorted(coco_api.getCatIds())
+ cats = coco_api.loadCats(cat_ids)
+ # The categories in a custom json file may not be sorted.
+ thing_classes = [c["name"] for c in sorted(cats, key=lambda x: x["id"])]
+ meta.thing_classes = thing_classes
+
+ # In COCO, certain category ids are artificially removed,
+ # and by convention they are always ignored.
+ # We deal with COCO's id issue and translate
+ # the category ids to contiguous ids in [0, 80).
+
+ # It works by looking at the "categories" field in the json, therefore
+ # if users' own json also have incontiguous ids, we'll
+ # apply this mapping as well but print a warning.
+ if not (min(cat_ids) == 1 and max(cat_ids) == len(cat_ids)):
+ if "coco" not in dataset_name:
+ logger.warning(
+ """
+Category ids in annotations are not in [1, #categories]! We'll apply a mapping for you.
+"""
+ )
+ id_map = {v: i for i, v in enumerate(cat_ids)}
+ meta.thing_dataset_id_to_contiguous_id = id_map
+
+ # sort indices for reproducible results
+ img_ids = sorted(coco_api.imgs.keys())
+ # imgs is a list of dicts, each looks something like:
+ # {'license': 4,
+ # 'url': 'http://farm6.staticflickr.com/5454/9413846304_881d5e5c3b_z.jpg',
+ # 'file_name': 'COCO_val2014_000000001268.jpg',
+ # 'height': 427,
+ # 'width': 640,
+ # 'date_captured': '2013-11-17 05:57:24',
+ # 'id': 1268}
+ imgs = coco_api.loadImgs(img_ids)
+ # anns is a list[list[dict]], where each dict is an annotation
+ # record for an object. The inner list enumerates the objects in an image
+ # and the outer list enumerates over images. Example of anns[0]:
+ # [{'segmentation': [[192.81,
+ # 247.09,
+ # ...
+ # 219.03,
+ # 249.06]],
+ # 'area': 1035.749,
+ # 'iscrowd': 0,
+ # 'image_id': 1268,
+ # 'bbox': [192.81, 224.8, 74.73, 33.43],
+ # 'category_id': 16,
+ # 'id': 42986},
+ # ...]
+ anns = [coco_api.imgToAnns[img_id] for img_id in img_ids]
+ total_num_valid_anns = sum([len(x) for x in anns])
+ total_num_anns = len(coco_api.anns)
+ if total_num_valid_anns < total_num_anns:
+ logger.warning(
+ f"{json_file} contains {total_num_anns} annotations, but only "
+ f"{total_num_valid_anns} of them match to images in the file."
+ )
+
+ if "minival" not in json_file:
+ # The popular valminusminival & minival annotations for COCO2014 contain this bug.
+ # However the ratio of buggy annotations there is tiny and does not affect accuracy.
+ # Therefore we explicitly white-list them.
+ ann_ids = [ann["id"] for anns_per_image in anns for ann in anns_per_image]
+ assert len(set(ann_ids)) == len(ann_ids), "Annotation ids in '{}' are not unique!".format(
+ json_file
+ )
+
+ imgs_anns = list(zip(imgs, anns))
+ logger.info("Loaded {} images in COCO format from {}".format(len(imgs_anns), json_file))
+
+ dataset_dicts = {}
+
+ ann_keys = ["iscrowd", "bbox", "keypoints", "category_id"]
+
+ num_instances_without_valid_segmentation = 0
+
+ for (img_dict, anno_dict_list) in imgs_anns:
+ record = {}
+ record["file_name"] = os.path.join(image_root, img_dict["file_name"])
+ record["height"] = img_dict["height"]
+ record["width"] = img_dict["width"]
+ image_id = record["image_id"] = img_dict["id"]
+
+ objs = []
+ for anno in anno_dict_list:
+ # Check that the image_id in this annotation is the same as
+ # the image_id we're looking at.
+ # This fails only when the data parsing logic or the annotation file is buggy.
+
+ # The original COCO valminusminival2014 & minival2014 annotation files
+ # actually contains bugs that, together with certain ways of using COCO API,
+ # can trigger this assertion.
+ assert anno["image_id"] == image_id
+
+ assert anno.get("ignore", 0) == 0, '"ignore" in COCO json file is not supported.'
+
+ obj = {key: anno[key] for key in ann_keys if key in anno}
+ if "bbox" in obj and len(obj["bbox"]) == 0:
+ raise ValueError(
+ f"One annotation of image {image_id} contains empty 'bbox' value! "
+ "This json does not have valid COCO format."
+ )
+
+ segm = anno.get("segmentation", None)
+ if segm: # either list[list[float]] or dict(RLE)
+ if isinstance(segm, dict):
+ if isinstance(segm["counts"], list):
+ # convert to compressed RLE
+ segm = mask_util.frPyObjects(segm, *segm["size"])
+ else:
+ # filter out invalid polygons (< 3 points)
+ segm = [poly for poly in segm if len(poly) % 2 == 0 and len(poly) >= 6]
+ if len(segm) == 0:
+ num_instances_without_valid_segmentation += 1
+ continue # ignore this instance
+ obj["segmentation"] = segm
+
+ keypts = anno.get("keypoints", None)
+ if keypts: # list[int]
+ for idx, v in enumerate(keypts):
+ if idx % 3 != 2:
+ # COCO's segmentation coordinates are floating points in [0, H or W],
+ # but keypoint coordinates are integers in [0, H-1 or W-1]
+ # Therefore we assume the coordinates are "pixel indices" and
+ # add 0.5 to convert to floating point coordinates.
+ keypts[idx] = v + 0.5
+ obj["keypoints"] = keypts
+
+ obj["bbox_mode"] = BoxMode.XYWH_ABS
+ if id_map:
+ annotation_category_id = obj["category_id"]
+ try:
+ obj["category_id"] = id_map[annotation_category_id]
+ except KeyError as e:
+ raise KeyError(
+ f"Encountered category_id={annotation_category_id} "
+ "but this id does not exist in 'categories' of the json file."
+ ) from e
+ objs.append(obj)
+ record["annotations"] = objs
+ dataset_dicts[image_id] = record
+
+ if num_instances_without_valid_segmentation > 0:
+ logger.warning(
+ "Filtered out {} instances without valid segmentation. ".format(
+ num_instances_without_valid_segmentation
+ )
+ + "There might be issues in your dataset generation process. Please "
+ "check https://detectron2.readthedocs.io/en/latest/tutorials/datasets.html carefully"
+ )
+ return dataset_dicts
+
+def get_metadata():
+ meta = {}
+ # The following metadata maps contiguous id from [0, #thing categories +
+ # #stuff categories) to their names and colors. We have to replica of the
+ # same name and color under "thing_*" and "stuff_*" because the current
+ # visualization function in D2 handles thing and class classes differently
+ # due to some heuristic used in Panoptic FPN. We keep the same naming to
+ # enable reusing existing visualization functions.
+ thing_classes = [k["name"] for k in COCO_CATEGORIES if k["isthing"] == 1]
+ thing_colors = [k["color"] for k in COCO_CATEGORIES if k["isthing"] == 1]
+ stuff_classes = [k["name"] for k in COCO_CATEGORIES]
+ stuff_colors = [k["color"] for k in COCO_CATEGORIES]
+
+ meta["thing_classes"] = thing_classes
+ meta["thing_colors"] = thing_colors
+ meta["stuff_classes"] = stuff_classes
+ meta["stuff_colors"] = stuff_colors
+
+ # Convert category id for training:
+ # category id: like semantic segmentation, it is the class id for each
+ # pixel. Since there are some classes not used in evaluation, the category
+ # id is not always contiguous and thus we have two set of category ids:
+ # - original category id: category id in the original dataset, mainly
+ # used for evaluation.
+ # - contiguous category id: [0, #classes), in order to train the linear
+ # softmax classifier.
+ thing_dataset_id_to_contiguous_id = {}
+ stuff_dataset_id_to_contiguous_id = {}
+
+ for i, cat in enumerate(COCO_CATEGORIES):
+ if cat["isthing"]:
+ thing_dataset_id_to_contiguous_id[cat["id"]] = i
+ # else:
+ # stuff_dataset_id_to_contiguous_id[cat["id"]] = i
+
+ # in order to use sem_seg evaluator
+ stuff_dataset_id_to_contiguous_id[cat["id"]] = i
+
+ meta["thing_dataset_id_to_contiguous_id"] = thing_dataset_id_to_contiguous_id
+ meta["stuff_dataset_id_to_contiguous_id"] = stuff_dataset_id_to_contiguous_id
+
+ return meta
+
+
+def load_coco_panoptic_json(json_file, instances_json, instances_name, image_dir, gt_dir, semseg_dir, meta):
+ """
+ Args:
+ image_dir (str): path to the raw dataset. e.g., "~/coco/train2017".
+ gt_dir (str): path to the raw annotations. e.g., "~/coco/panoptic_train2017".
+ json_file (str): path to the json file. e.g., "~/coco/annotations/panoptic_train2017.json".
+ Returns:
+ list[dict]: a list of dicts in Detectron2 standard format. (See
+ `Using Custom Datasets </tutorials/datasets.html>`_ )
+ """
+
+ def _convert_category_id(segment_info, meta):
+ if segment_info["category_id"] in meta["thing_dataset_id_to_contiguous_id"]:
+ segment_info["category_id"] = meta["thing_dataset_id_to_contiguous_id"][
+ segment_info["category_id"]
+ ]
+ segment_info["isthing"] = True
+ else:
+ segment_info["category_id"] = meta["stuff_dataset_id_to_contiguous_id"][
+ segment_info["category_id"]
+ ]
+ segment_info["isthing"] = False
+ return segment_info
+
+ with PathManager.open(json_file) as f:
+ json_info = json.load(f)
+
+ instance_data_dicts = load_coco_instance_json(instances_json, image_dir.replace("panoptic_", ""), instances_name)
+
+ ret = []
+ for ann in json_info["annotations"]:
+ image_id = int(ann["image_id"])
+ # TODO: currently we assume image and label has the same filename but
+ # different extension, and images have extension ".jpg" for COCO. Need
+ # to make image extension a user-provided argument if we extend this
+ # function to support other COCO-like datasets.
+ image_file = os.path.join(image_dir, os.path.splitext(ann["file_name"])[0] + ".jpg")
+ label_file = os.path.join(gt_dir, ann["file_name"])
+ sem_label_file = os.path.join(semseg_dir, ann["file_name"])
+ segments_info = [_convert_category_id(x, meta) for x in ann["segments_info"]]
+ ret.append(
+ {
+ "file_name": image_file,
+ "image_id": image_id,
+ "pan_seg_file_name": label_file,
+ "sem_seg_file_name": sem_label_file,
+ "segments_info": segments_info,
+ "annotations": instance_data_dicts[image_id]["annotations"],
+ }
+ )
+ assert len(ret), f"No images found in {image_dir}!"
+ assert PathManager.isfile(ret[0]["file_name"]), ret[0]["file_name"]
+ assert PathManager.isfile(ret[0]["pan_seg_file_name"]), ret[0]["pan_seg_file_name"]
+ assert PathManager.isfile(ret[0]["sem_seg_file_name"]), ret[0]["sem_seg_file_name"]
+ return ret
+
+
+def register_coco_panoptic_annos_sem_seg(
+ name, metadata, image_root, panoptic_root, panoptic_json, sem_seg_root, instances_json, instances_name,
+):
+ panoptic_name = name
+ delattr(MetadataCatalog.get(panoptic_name), "thing_classes")
+ delattr(MetadataCatalog.get(panoptic_name), "thing_colors")
+ MetadataCatalog.get(panoptic_name).set(
+ thing_classes=metadata["thing_classes"],
+ thing_colors=metadata["thing_colors"],
+ # thing_dataset_id_to_contiguous_id=metadata["thing_dataset_id_to_contiguous_id"],
+ )
+
+ # the name is "coco_2017_train_panoptic_with_sem_seg" and "coco_2017_val_panoptic_with_sem_seg"
+ semantic_name = name + "_with_sem_seg"
+ DatasetCatalog.register(
+ semantic_name,
+ lambda: load_coco_panoptic_json(panoptic_json, instances_json, instances_name, image_root, panoptic_root, sem_seg_root, metadata),
+ )
+ MetadataCatalog.get(semantic_name).set(
+ sem_seg_root=sem_seg_root,
+ panoptic_root=panoptic_root,
+ image_root=image_root,
+ panoptic_json=panoptic_json,
+ json_file=instances_json,
+ evaluator_type="coco_panoptic_seg",
+ ignore_label=255,
+ label_divisor=1000,
+ **metadata,
+ )
+
+
+def register_all_coco_panoptic_annos_sem_seg(root):
+ for (
+ prefix,
+ (panoptic_root, panoptic_json, semantic_root),
+ ) in _PREDEFINED_SPLITS_COCO_PANOPTIC.items():
+
+ prefix_instances = prefix[: -len("_panoptic")]
+ instances_meta = MetadataCatalog.get(prefix_instances)
+ image_root, instances_json = instances_meta.image_root, instances_meta.json_file
+
+ if 'val' in instances_json:
+ instances_json = instances_json.replace('instances_', 'panoptic2instances_')
+
+ register_coco_panoptic_annos_sem_seg(
+ prefix,
+ get_metadata(),
+ image_root,
+ os.path.join(root, panoptic_root),
+ os.path.join(root, panoptic_json),
+ os.path.join(root, semantic_root),
+ instances_json,
+ prefix_instances,
+ )
+
+
+_root = os.getenv("DETECTRON2_DATASETS", "datasets")
+register_all_coco_panoptic_annos_sem_seg(_root)
diff --git a/oneformer/data/tokenizer.py b/oneformer/data/tokenizer.py
new file mode 100644
index 0000000000000000000000000000000000000000..df2c99ffe927a105d0f1dbb9033d2973536fa4dc
--- /dev/null
+++ b/oneformer/data/tokenizer.py
@@ -0,0 +1,193 @@
+# -------------------------------------------------------------------------
+# MIT License
+#
+# Copyright (c) 2021 OpenAI
+#
+# 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 limitation the rights
+# to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
+# copies of the Software, and to permit persons to whom the Software is
+# furnished to do so, subject to the following conditions:
+#
+# The above copyright notice and this permission notice shall be included in all
+# copies or substantial portions of the Software.
+#
+# THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
+# IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
+# FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
+# AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
+# LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
+# OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
+# SOFTWARE.
+#
+# Modified by Jiarui Xu
+# -------------------------------------------------------------------------
+
+import gzip
+import html
+import os
+from functools import lru_cache
+
+import ftfy
+import regex as re
+import torch
+
+
+@lru_cache()
+def default_bpe():
+ return os.path.join(os.path.dirname(os.path.abspath(__file__)), 'bpe_simple_vocab_16e6.txt.gz')
+
+
+@lru_cache()
+def bytes_to_unicode():
+ """Returns list of utf-8 byte and a corresponding list of unicode strings.
+
+ The reversible bpe codes work on unicode strings. This means you need a large # of unicode characters in your vocab
+ if you want to avoid UNKs. When you're at something like a 10B token dataset you end up needing around 5K for decent
+ coverage. This is a significant percentage of your normal, say, 32K bpe vocab. To avoid that, we want lookup tables
+ between utf-8 bytes and unicode strings. And avoids mapping to whitespace/control characters the bpe code barfs on.
+ """
+ bs = list(range(ord('!'), ord('~') + 1)) + list(range(ord('¡'), ord('¬') + 1)) + list(range(ord('®'), ord('ÿ') + 1))
+ cs = bs[:]
+ n = 0
+ for b in range(2**8):
+ if b not in bs:
+ bs.append(b)
+ cs.append(2**8 + n)
+ n += 1
+ cs = [chr(n) for n in cs]
+ return dict(zip(bs, cs))
+
+
+def get_pairs(word):
+ """Return set of symbol pairs in a word.
+
+ Word is represented as tuple of symbols (symbols being variable-length strings).
+ """
+ pairs = set()
+ prev_char = word[0]
+ for char in word[1:]:
+ pairs.add((prev_char, char))
+ prev_char = char
+ return pairs
+
+
+def basic_clean(text):
+ text = ftfy.fix_text(text)
+ text = html.unescape(html.unescape(text))
+ return text.strip()
+
+
+def whitespace_clean(text):
+ text = re.sub(r'\s+', ' ', text)
+ text = text.strip()
+ return text
+
+class Tokenize:
+
+ def __init__(self, tokenizer, max_seq_len=77, truncate=True):
+ self.tokenizer = tokenizer
+ self.max_seq_len = max_seq_len
+ self.truncate = truncate
+
+ def __call__(self, texts):
+ expanded_dim = False
+ if isinstance(texts, str):
+ texts = [texts]
+ expanded_dim = True
+
+ sot_token = self.tokenizer.encoder['<|startoftext|>']
+ eot_token = self.tokenizer.encoder['<|endoftext|>']
+ all_tokens = [[sot_token] + self.tokenizer.encode(text) + [eot_token] for text in texts]
+ result = torch.zeros(len(all_tokens), self.max_seq_len, dtype=torch.long)
+
+ for i, tokens in enumerate(all_tokens):
+ if len(tokens) > self.max_seq_len:
+ if self.truncate:
+ tokens = tokens[:self.max_seq_len]
+ tokens[-1] = eot_token
+ else:
+ raise RuntimeError(f'Input {texts[i]} is too long for context length {self.max_seq_len}')
+ result[i, :len(tokens)] = torch.tensor(tokens)
+
+ if expanded_dim:
+ return result[0]
+
+ return result
+
+
+class SimpleTokenizer(object):
+
+ def __init__(self, bpe_path: str = default_bpe()):
+ self.byte_encoder = bytes_to_unicode()
+ self.byte_decoder = {v: k for k, v in self.byte_encoder.items()}
+ merges = gzip.open(bpe_path).read().decode('utf-8').split('\n')
+ merges = merges[1:49152 - 256 - 2 + 1]
+ merges = [tuple(merge.split()) for merge in merges]
+ vocab = list(bytes_to_unicode().values())
+ vocab = vocab + [v + '</w>' for v in vocab]
+ for merge in merges:
+ vocab.append(''.join(merge))
+ vocab.extend(['<|startoftext|>', '<|endoftext|>'])
+ self.encoder = dict(zip(vocab, range(len(vocab))))
+ self.decoder = {v: k for k, v in self.encoder.items()}
+ self.bpe_ranks = dict(zip(merges, range(len(merges))))
+ self.cache = {'<|startoftext|>': '<|startoftext|>', '<|endoftext|>': '<|endoftext|>'}
+ self.pat = re.compile(
+ r"""<\|startoftext\|>|<\|endoftext\|>|'s|'t|'re|'ve|'m|'ll|'d|[\p{L}]+|[\p{N}]|[^\s\p{L}\p{N}]+""",
+ re.IGNORECASE)
+
+ def bpe(self, token):
+ if token in self.cache:
+ return self.cache[token]
+ word = tuple(token[:-1]) + (token[-1] + '</w>', )
+ pairs = get_pairs(word)
+
+ if not pairs:
+ return token + '</w>'
+
+ while True:
+ bigram = min(pairs, key=lambda pair: self.bpe_ranks.get(pair, float('inf')))
+ if bigram not in self.bpe_ranks:
+ break
+ first, second = bigram
+ new_word = []
+ i = 0
+ while i < len(word):
+ try:
+ j = word.index(first, i)
+ new_word.extend(word[i:j])
+ i = j
+ except: # noqa: E722
+ new_word.extend(word[i:])
+ break
+
+ if word[i] == first and i < len(word) - 1 and word[i + 1] == second:
+ new_word.append(first + second)
+ i += 2
+ else:
+ new_word.append(word[i])
+ i += 1
+ new_word = tuple(new_word)
+ word = new_word
+ if len(word) == 1:
+ break
+ else:
+ pairs = get_pairs(word)
+ word = ' '.join(word)
+ self.cache[token] = word
+ return word
+
+ def encode(self, text):
+ bpe_tokens = []
+ text = whitespace_clean(basic_clean(text)).lower()
+ for token in re.findall(self.pat, text):
+ token = ''.join(self.byte_encoder[b] for b in token.encode('utf-8'))
+ bpe_tokens.extend(self.encoder[bpe_token] for bpe_token in self.bpe(token).split(' '))
+ return bpe_tokens
+
+ def decode(self, tokens):
+ text = ''.join([self.decoder[token] for token in tokens])
+ text = bytearray([self.byte_decoder[c] for c in text]).decode('utf-8', errors='replace').replace('</w>', ' ')
+ return text
\ No newline at end of file
diff --git a/oneformer/evaluation/__init__.py b/oneformer/evaluation/__init__.py
new file mode 100644
index 0000000000000000000000000000000000000000..49f62369cca38a3c85884f8dea6baea674cb9060
--- /dev/null
+++ b/oneformer/evaluation/__init__.py
@@ -0,0 +1,3 @@
+from .detection_coco_evaluator import *
+from .coco_evaluator import *
+from .cityscapes_evaluation import CityscapesInstanceEvaluator
\ No newline at end of file
diff --git a/oneformer/evaluation/cityscapes_evaluation.py b/oneformer/evaluation/cityscapes_evaluation.py
new file mode 100644
index 0000000000000000000000000000000000000000..4e06ab8cbe6b43a355c0a9cfb3f2d688438d2c64
--- /dev/null
+++ b/oneformer/evaluation/cityscapes_evaluation.py
@@ -0,0 +1,201 @@
+# ------------------------------------------------------------------------------
+# Reference: https://github.com/facebookresearch/detectron2/blob/main/detectron2/evaluation/cityscapes_evaluation.py
+# Modified by Jitesh Jain (https://github.com/praeclarumjj3)
+# ------------------------------------------------------------------------------
+
+import glob
+import logging
+import numpy as np
+import os
+import tempfile
+from collections import OrderedDict
+import torch
+from PIL import Image
+
+from detectron2.data import MetadataCatalog
+from detectron2.utils import comm
+from detectron2.utils.file_io import PathManager
+
+from .evaluator import DatasetEvaluator
+
+
+class CityscapesEvaluator(DatasetEvaluator):
+ """
+ Base class for evaluation using cityscapes API.
+ """
+
+ def __init__(self, dataset_name):
+ """
+ Args:
+ dataset_name (str): the name of the dataset.
+ It must have the following metadata associated with it:
+ "thing_classes", "gt_dir".
+ """
+ self._metadata = MetadataCatalog.get(dataset_name)
+ self._cpu_device = torch.device("cpu")
+ self._logger = logging.getLogger(__name__)
+
+ def reset(self):
+ self._working_dir = tempfile.TemporaryDirectory(prefix="cityscapes_eval_")
+ self._temp_dir = self._working_dir.name
+ # All workers will write to the same results directory
+ # TODO this does not work in distributed training
+ assert (
+ comm.get_local_size() == comm.get_world_size()
+ ), "CityscapesEvaluator currently do not work with multiple machines."
+ self._temp_dir = comm.all_gather(self._temp_dir)[0]
+ if self._temp_dir != self._working_dir.name:
+ self._working_dir.cleanup()
+ self._logger.info(
+ "Writing cityscapes results to temporary directory {} ...".format(self._temp_dir)
+ )
+
+
+class CityscapesInstanceEvaluator(CityscapesEvaluator):
+ """
+ Evaluate instance segmentation results on cityscapes dataset using cityscapes API.
+
+ Note:
+ * It does not work in multi-machine distributed training.
+ * It contains a synchronization, therefore has to be used on all ranks.
+ * Only the main process runs evaluation.
+ """
+
+ def process(self, inputs, outputs):
+ from cityscapesscripts.helpers.labels import name2label
+
+ for input, output in zip(inputs, outputs):
+ file_name = input["file_name"]
+ basename = os.path.splitext(os.path.basename(file_name))[0]
+ pred_txt = os.path.join(self._temp_dir, basename + "_pred.txt")
+
+ if "instances" in output:
+ output = output["instances"].to(self._cpu_device)
+ num_instances = len(output)
+ with open(pred_txt, "w") as fout:
+ for i in range(num_instances):
+ pred_class = output.pred_classes[i]
+ classes = self._metadata.stuff_classes[pred_class]
+ class_id = name2label[classes].id
+ score = output.scores[i]
+ mask = output.pred_masks[i].numpy().astype("uint8")
+ png_filename = os.path.join(
+ self._temp_dir, basename + "_{}_{}.png".format(i, classes)
+ )
+
+ Image.fromarray(mask * 255).save(png_filename)
+ fout.write(
+ "{} {} {}\n".format(os.path.basename(png_filename), class_id, score)
+ )
+ else:
+ # Cityscapes requires a prediction file for every ground truth image.
+ with open(pred_txt, "w") as fout:
+ pass
+
+ def evaluate(self):
+ """
+ Returns:
+ dict: has a key "segm", whose value is a dict of "AP" and "AP50".
+ """
+ comm.synchronize()
+ if comm.get_rank() > 0:
+ return
+ import cityscapesscripts.evaluation.evalInstanceLevelSemanticLabeling as cityscapes_eval
+
+ self._logger.info("Evaluating results under {} ...".format(self._temp_dir))
+
+ # set some global states in cityscapes evaluation API, before evaluating
+ cityscapes_eval.args.predictionPath = os.path.abspath(self._temp_dir)
+ cityscapes_eval.args.predictionWalk = None
+ cityscapes_eval.args.JSONOutput = False
+ cityscapes_eval.args.colorized = False
+ cityscapes_eval.args.gtInstancesFile = os.path.join(self._temp_dir, "gtInstances.json")
+
+ # These lines are adopted from
+ # https://github.com/mcordts/cityscapesScripts/blob/master/cityscapesscripts/evaluation/evalInstanceLevelSemanticLabeling.py # noqa
+ gt_dir = PathManager.get_local_path(self._metadata.gt_dir)
+ groundTruthImgList = glob.glob(os.path.join(gt_dir, "*", "*_gtFine_instanceIds.png"))
+ assert len(
+ groundTruthImgList
+ ), "Cannot find any ground truth images to use for evaluation. Searched for: {}".format(
+ cityscapes_eval.args.groundTruthSearch
+ )
+ predictionImgList = []
+ for gt in groundTruthImgList:
+ predictionImgList.append(cityscapes_eval.getPrediction(gt, cityscapes_eval.args))
+ results = cityscapes_eval.evaluateImgLists(
+ predictionImgList, groundTruthImgList, cityscapes_eval.args
+ )["averages"]
+
+ ret = OrderedDict()
+ ret["segm"] = {"AP": results["allAp"] * 100, "AP50": results["allAp50%"] * 100}
+ self._working_dir.cleanup()
+ return ret
+
+
+class CityscapesSemSegEvaluator(CityscapesEvaluator):
+ """
+ Evaluate semantic segmentation results on cityscapes dataset using cityscapes API.
+
+ Note:
+ * It does not work in multi-machine distributed training.
+ * It contains a synchronization, therefore has to be used on all ranks.
+ * Only the main process runs evaluation.
+ """
+
+ def process(self, inputs, outputs):
+ from cityscapesscripts.helpers.labels import trainId2label
+
+ for input, output in zip(inputs, outputs):
+ file_name = input["file_name"]
+ basename = os.path.splitext(os.path.basename(file_name))[0]
+ pred_filename = os.path.join(self._temp_dir, basename + "_pred.png")
+
+ output = output["sem_seg"].argmax(dim=0).to(self._cpu_device).numpy()
+ pred = 255 * np.ones(output.shape, dtype=np.uint8)
+ for train_id, label in trainId2label.items():
+ if label.ignoreInEval:
+ continue
+ pred[output == train_id] = label.id
+ Image.fromarray(pred).save(pred_filename)
+
+ def evaluate(self):
+ comm.synchronize()
+ if comm.get_rank() > 0:
+ return
+ # Load the Cityscapes eval script *after* setting the required env var,
+ # since the script reads CITYSCAPES_DATASET into global variables at load time.
+ import cityscapesscripts.evaluation.evalPixelLevelSemanticLabeling as cityscapes_eval
+
+ self._logger.info("Evaluating results under {} ...".format(self._temp_dir))
+
+ # set some global states in cityscapes evaluation API, before evaluating
+ cityscapes_eval.args.predictionPath = os.path.abspath(self._temp_dir)
+ cityscapes_eval.args.predictionWalk = None
+ cityscapes_eval.args.JSONOutput = False
+ cityscapes_eval.args.colorized = False
+
+ # These lines are adopted from
+ # https://github.com/mcordts/cityscapesScripts/blob/master/cityscapesscripts/evaluation/evalPixelLevelSemanticLabeling.py # noqa
+ gt_dir = PathManager.get_local_path(self._metadata.gt_dir)
+ groundTruthImgList = glob.glob(os.path.join(gt_dir, "*", "*_gtFine_labelIds.png"))
+ assert len(
+ groundTruthImgList
+ ), "Cannot find any ground truth images to use for evaluation. Searched for: {}".format(
+ cityscapes_eval.args.groundTruthSearch
+ )
+ predictionImgList = []
+ for gt in groundTruthImgList:
+ predictionImgList.append(cityscapes_eval.getPrediction(cityscapes_eval.args, gt))
+ results = cityscapes_eval.evaluateImgLists(
+ predictionImgList, groundTruthImgList, cityscapes_eval.args
+ )
+ ret = OrderedDict()
+ ret["sem_seg"] = {
+ "IoU": 100.0 * results["averageScoreClasses"],
+ "iIoU": 100.0 * results["averageScoreInstClasses"],
+ "IoU_sup": 100.0 * results["averageScoreCategories"],
+ "iIoU_sup": 100.0 * results["averageScoreInstCategories"],
+ }
+ self._working_dir.cleanup()
+ return ret
diff --git a/oneformer/evaluation/coco_evaluator.py b/oneformer/evaluation/coco_evaluator.py
new file mode 100644
index 0000000000000000000000000000000000000000..dd85578589d1e5f4b39594486c771c5ff940eaa4
--- /dev/null
+++ b/oneformer/evaluation/coco_evaluator.py
@@ -0,0 +1,563 @@
+# ------------------------------------------------------------------------------
+# Reference: https://github.com/facebookresearch/detectron2/blob/main/detectron2/evaluation/coco_evaluation.py
+# Modified by Jitesh Jain (https://github.com/praeclarumjj3)
+# ------------------------------------------------------------------------------
+
+import contextlib
+import copy
+import io
+import itertools
+import json
+import logging
+import numpy as np
+import os
+import pickle
+from collections import OrderedDict
+import pycocotools.mask as mask_util
+import torch
+from pycocotools.coco import COCO
+from pycocotools.cocoeval import COCOeval
+from tabulate import tabulate
+
+import detectron2.utils.comm as comm
+from detectron2.config import CfgNode
+from detectron2.data import MetadataCatalog
+from detectron2.data.datasets.coco import convert_to_coco_json
+from detectron2.structures import Boxes, BoxMode, pairwise_iou
+from detectron2.utils.file_io import PathManager
+from detectron2.utils.logger import create_small_table
+
+from .evaluator import DatasetEvaluator
+
+try:
+ from detectron2.evaluation.fast_eval_api import COCOeval_opt
+except ImportError:
+ COCOeval_opt = COCOeval
+
+
+class COCOEvaluator(DatasetEvaluator):
+ """
+ Evaluate AP for instance detection/segmentation, AP
+ for keypoint detection outputs using COCO's metrics.
+ See http://cocodataset.org/#detection-eval and
+ http://cocodataset.org/#keypoints-eval to understand its metrics.
+ The metrics range from 0 to 100 (instead of 0 to 1), where a -1 or NaN means
+ the metric cannot be computed (e.g. due to no predictions made).
+
+ In addition to COCO, this evaluator is able to support any bounding box detection,
+ instance segmentation, or keypoint detection dataset.
+ """
+
+ def __init__(
+ self,
+ dataset_name,
+ tasks=None,
+ distributed=True,
+ output_dir=None,
+ *,
+ max_dets_per_image=None,
+ use_fast_impl=True,
+ kpt_oks_sigmas=(),
+ allow_cached_coco=True,
+ ):
+ """
+ Args:
+ dataset_name (str): name of the dataset to be evaluated.
+ It must have either the following corresponding metadata:
+
+ "json_file": the path to the COCO format annotation
+
+ Or it must be in detectron2's standard dataset format
+ so it can be converted to COCO format automatically.
+ tasks (tuple[str]): tasks that can be evaluated under the given
+ configuration. A task is one of "bbox", "segm", "keypoints".
+ By default, will infer this automatically from predictions.
+ distributed (True): if True, will collect results from all ranks and run evaluation
+ in the main process.
+ Otherwise, will only evaluate the results in the current process.
+ output_dir (str): optional, an output directory to dump all
+ results predicted on the dataset. The dump contains two files:
+
+ 1. "instances_predictions.pth" a file that can be loaded with `torch.load` and
+ contains all the results in the format they are produced by the model.
+ 2. "coco_instances_results.json" a json file in COCO's result format.
+ max_dets_per_image (int): limit on the maximum number of detections per image.
+ By default in COCO, this limit is to 100, but this can be customized
+ to be greater, as is needed in evaluation metrics AP fixed and AP pool
+ (see https://arxiv.org/pdf/2102.01066.pdf)
+ This doesn't affect keypoint evaluation.
+ use_fast_impl (bool): use a fast but **unofficial** implementation to compute AP.
+ Although the results should be very close to the official implementation in COCO
+ API, it is still recommended to compute results with the official API for use in
+ papers. The faster implementation also uses more RAM.
+ kpt_oks_sigmas (list[float]): The sigmas used to calculate keypoint OKS.
+ See http://cocodataset.org/#keypoints-eval
+ When empty, it will use the defaults in COCO.
+ Otherwise it should be the same length as ROI_KEYPOINT_HEAD.NUM_KEYPOINTS.
+ allow_cached_coco (bool): Whether to use cached coco json from previous validation
+ runs. You should set this to False if you need to use different validation data.
+ Defaults to True.
+ """
+ self._logger = logging.getLogger(__name__)
+ self._distributed = distributed
+ self._output_dir = output_dir
+
+ if use_fast_impl and (COCOeval_opt is COCOeval):
+ self._logger.info("Fast COCO eval is not built. Falling back to official COCO eval.")
+ use_fast_impl = False
+ self._use_fast_impl = use_fast_impl
+
+ # COCOeval requires the limit on the number of detections per image (maxDets) to be a list
+ # with at least 3 elements. The default maxDets in COCOeval is [1, 10, 100], in which the
+ # 3rd element (100) is used as the limit on the number of detections per image when
+ # evaluating AP. COCOEvaluator expects an integer for max_dets_per_image, so for COCOeval,
+ # we reformat max_dets_per_image into [1, 10, max_dets_per_image], based on the defaults.
+ if max_dets_per_image is None:
+ max_dets_per_image = [1, 10, 100]
+ else:
+ max_dets_per_image = [1, 10, max_dets_per_image]
+ self._max_dets_per_image = max_dets_per_image
+
+ if tasks is not None and isinstance(tasks, CfgNode):
+ kpt_oks_sigmas = (
+ tasks.TEST.KEYPOINT_OKS_SIGMAS if not kpt_oks_sigmas else kpt_oks_sigmas
+ )
+ self._logger.warn(
+ "COCO Evaluator instantiated using config, this is deprecated behavior."
+ " Please pass in explicit arguments instead."
+ )
+ self._tasks = None # Infering it from predictions should be better
+ else:
+ self._tasks = tasks
+
+ self._cpu_device = torch.device("cpu")
+
+ self._metadata = MetadataCatalog.get(dataset_name)
+ if not hasattr(self._metadata, "json_file"):
+ if output_dir is None:
+ raise ValueError(
+ "output_dir must be provided to COCOEvaluator "
+ "for datasets not in COCO format."
+ )
+ self._logger.info(f"Trying to convert '{dataset_name}' to COCO format ...")
+
+ cache_path = os.path.join(output_dir, f"{dataset_name}_coco_format.json")
+ self._metadata.json_file = cache_path
+ convert_to_coco_json(dataset_name, cache_path, allow_cached=allow_cached_coco)
+
+ json_file = PathManager.get_local_path(self._metadata.json_file)
+ with contextlib.redirect_stdout(io.StringIO()):
+ self._coco_api = COCO(json_file)
+
+ # Test set json files do not contain annotations (evaluation must be
+ # performed using the COCO evaluation server).
+ self._do_evaluation = "annotations" in self._coco_api.dataset
+ if self._do_evaluation:
+ self._kpt_oks_sigmas = kpt_oks_sigmas
+
+ def reset(self):
+ self._predictions = []
+
+ def process(self, inputs, outputs):
+ """
+ Args:
+ inputs: the inputs to a COCO model (e.g., GeneralizedRCNN).
+ It is a list of dict. Each dict corresponds to an image and
+ contains keys like "height", "width", "file_name", "image_id".
+ outputs: the outputs of a COCO model. It is a list of dicts with key
+ "instances" that contains :class:`Instances`.
+ """
+ for input, output in zip(inputs, outputs):
+ prediction = {"image_id": input["image_id"]}
+
+ if "instances" in output:
+ instances = output["instances"].to(self._cpu_device)
+ prediction["instances"] = instances_to_coco_json(instances, input["image_id"])
+ if len(prediction) > 1:
+ self._predictions.append(prediction)
+
+ def evaluate(self, img_ids=None):
+ """
+ Args:
+ img_ids: a list of image IDs to evaluate on. Default to None for the whole dataset
+ """
+ if self._distributed:
+ comm.synchronize()
+ predictions = comm.gather(self._predictions, dst=0)
+ predictions = list(itertools.chain(*predictions))
+
+ if not comm.is_main_process():
+ return {}
+ else:
+ predictions = self._predictions
+
+ if len(predictions) == 0:
+ self._logger.warning("[COCOEvaluator] Did not receive valid predictions.")
+ return {}
+
+ if self._output_dir:
+ PathManager.mkdirs(self._output_dir)
+ file_path = os.path.join(self._output_dir, "instances_predictions.pth")
+ with PathManager.open(file_path, "wb") as f:
+ torch.save(predictions, f)
+
+ self._results = OrderedDict()
+ if "instances" in predictions[0]:
+ self._eval_predictions(predictions, img_ids=img_ids)
+ # Copy so the caller can do whatever with results
+ return copy.deepcopy(self._results)
+
+ def _tasks_from_predictions(self, predictions):
+ """
+ Get COCO API "tasks" (i.e. iou_type) from COCO-format predictions.
+ """
+ for pred in predictions:
+ if "segmentation" in pred:
+ tasks = {"segm"}
+ if "keypoints" in pred:
+ tasks.add("keypoints")
+ return sorted(tasks)
+
+ def _eval_predictions(self, predictions, img_ids=None):
+ """
+ Evaluate predictions. Fill self._results with the metrics of the tasks.
+ """
+ self._logger.info("Preparing results for COCO format ...")
+ coco_results = list(itertools.chain(*[x["instances"] for x in predictions]))
+ tasks = self._tasks or self._tasks_from_predictions(coco_results)
+
+ # unmap the category ids for COCO
+ if hasattr(self._metadata, "thing_dataset_id_to_contiguous_id"):
+ dataset_id_to_contiguous_id = self._metadata.thing_dataset_id_to_contiguous_id
+ all_contiguous_ids = list(dataset_id_to_contiguous_id.values())
+ num_classes = len(all_contiguous_ids)
+ assert min(all_contiguous_ids) == 0 and max(all_contiguous_ids) == num_classes - 1
+
+ reverse_id_mapping = {v: k for k, v in dataset_id_to_contiguous_id.items()}
+ for result in coco_results:
+ category_id = result["category_id"]
+ assert category_id < num_classes, (
+ f"A prediction has class={category_id}, "
+ f"but the dataset only has {num_classes} classes and "
+ f"predicted class id should be in [0, {num_classes - 1}]."
+ )
+ result["category_id"] = reverse_id_mapping[category_id]
+
+ if self._output_dir:
+ file_path = os.path.join(self._output_dir, "coco_instances_results.json")
+ self._logger.info("Saving results to {}".format(file_path))
+ with PathManager.open(file_path, "w") as f:
+ f.write(json.dumps(coco_results))
+ f.flush()
+
+ if not self._do_evaluation:
+ self._logger.info("Annotations are not available for evaluation.")
+ return
+
+ self._logger.info(
+ "Evaluating predictions with {} COCO API...".format(
+ "unofficial" if self._use_fast_impl else "official"
+ )
+ )
+ for task in sorted(tasks):
+ assert task in {"segm", "keypoints"}, f"Got unknown task: {task}!"
+ coco_eval = (
+ _evaluate_predictions_on_coco(
+ self._coco_api,
+ coco_results,
+ task,
+ kpt_oks_sigmas=self._kpt_oks_sigmas,
+ use_fast_impl=self._use_fast_impl,
+ img_ids=img_ids,
+ max_dets_per_image=self._max_dets_per_image,
+ )
+ if len(coco_results) > 0
+ else None # cocoapi does not handle empty results very well
+ )
+
+ res = self._derive_coco_results(
+ coco_eval, task, class_names=self._metadata.get("thing_classes")
+ )
+ self._results[task] = res
+
+ def _derive_coco_results(self, coco_eval, iou_type, class_names=None):
+ """
+ Derive the desired score numbers from summarized COCOeval.
+
+ Args:
+ coco_eval (None or COCOEval): None represents no predictions from model.
+ iou_type (str):
+ class_names (None or list[str]): if provided, will use it to predict
+ per-category AP.
+
+ Returns:
+ a dict of {metric name: score}
+ """
+
+ metrics = {
+ "segm": ["AP", "AP50", "AP75", "APs", "APm", "APl"],
+ "keypoints": ["AP", "AP50", "AP75", "APm", "APl"],
+ }[iou_type]
+
+ if coco_eval is None:
+ self._logger.warn("No predictions from the model!")
+ return {metric: float("nan") for metric in metrics}
+
+ # the standard metrics
+ results = {
+ metric: float(coco_eval.stats[idx] * 100 if coco_eval.stats[idx] >= 0 else "nan")
+ for idx, metric in enumerate(metrics)
+ }
+ self._logger.info(
+ "Evaluation results for {}: \n".format(iou_type) + create_small_table(results)
+ )
+ if not np.isfinite(sum(results.values())):
+ self._logger.info("Some metrics cannot be computed and is shown as NaN.")
+
+ if class_names is None or len(class_names) <= 1:
+ return results
+ # Compute per-category AP
+ # from https://github.com/facebookresearch/Detectron/blob/a6a835f5b8208c45d0dce217ce9bbda915f44df7/detectron/datasets/json_dataset_evaluator.py#L222-L252 # noqa
+ precisions = coco_eval.eval["precision"]
+ # precision has dims (iou, recall, cls, area range, max dets)
+ assert len(class_names) == precisions.shape[2]
+
+ results_per_category = []
+ for idx, name in enumerate(class_names):
+ # area range index 0: all area ranges
+ # max dets index -1: typically 100 per image
+ precision = precisions[:, :, idx, 0, -1]
+ precision = precision[precision > -1]
+ ap = np.mean(precision) if precision.size else float("nan")
+ results_per_category.append(("{}".format(name), float(ap * 100)))
+
+ # tabulate it
+ N_COLS = min(6, len(results_per_category) * 2)
+ results_flatten = list(itertools.chain(*results_per_category))
+ results_2d = itertools.zip_longest(*[results_flatten[i::N_COLS] for i in range(N_COLS)])
+ table = tabulate(
+ results_2d,
+ tablefmt="pipe",
+ floatfmt=".3f",
+ headers=["category", "AP"] * (N_COLS // 2),
+ numalign="left",
+ )
+ self._logger.info("Per-category {} AP: \n".format(iou_type) + table)
+
+ results.update({"AP-" + name: ap for name, ap in results_per_category})
+ return results
+
+
+def instances_to_coco_json(instances, img_id):
+ """
+ Dump an "Instances" object to a COCO-format json that's used for evaluation.
+
+ Args:
+ instances (Instances):
+ img_id (int): the image id
+
+ Returns:
+ list[dict]: list of json annotations in COCO format.
+ """
+ num_instance = len(instances)
+ if num_instance == 0:
+ return []
+
+ scores = instances.scores.tolist()
+ classes = instances.pred_classes.tolist()
+
+ has_mask = instances.has("pred_masks")
+ if has_mask:
+ # use RLE to encode the masks, because they are too large and takes memory
+ # since this evaluator stores outputs of the entire dataset
+ rles = [
+ mask_util.encode(np.array(mask[:, :, None], order="F", dtype="uint8"))[0]
+ for mask in instances.pred_masks
+ ]
+ for rle in rles:
+ # "counts" is an array encoded by mask_util as a byte-stream. Python3's
+ # json writer which always produces strings cannot serialize a bytestream
+ # unless you decode it. Thankfully, utf-8 works out (which is also what
+ # the pycocotools/_mask.pyx does).
+ rle["counts"] = rle["counts"].decode("utf-8")
+
+ has_keypoints = instances.has("pred_keypoints")
+ if has_keypoints:
+ keypoints = instances.pred_keypoints
+
+ results = []
+ for k in range(num_instance):
+ result = {
+ "image_id": img_id,
+ "category_id": classes[k],
+ "score": scores[k],
+ }
+ if has_mask:
+ result["segmentation"] = rles[k]
+ if has_keypoints:
+ # In COCO annotations,
+ # keypoints coordinates are pixel indices.
+ # However our predictions are floating point coordinates.
+ # Therefore we subtract 0.5 to be consistent with the annotation format.
+ # This is the inverse of data loading logic in `datasets/coco.py`.
+ keypoints[k][:, :2] -= 0.5
+ result["keypoints"] = keypoints[k].flatten().tolist()
+ results.append(result)
+ return results
+
+def _evaluate_predictions_on_coco(
+ coco_gt,
+ coco_results,
+ iou_type,
+ kpt_oks_sigmas=None,
+ use_fast_impl=True,
+ img_ids=None,
+ max_dets_per_image=None,
+):
+ """
+ Evaluate the coco results using COCOEval API.
+ """
+ assert len(coco_results) > 0
+
+ if iou_type == "segm":
+ coco_results = copy.deepcopy(coco_results)
+ # When evaluating mask AP, if the results contain bbox, cocoapi will
+ # use the box area as the area of the instance, instead of the mask area.
+ # This leads to a different definition of small/medium/large.
+ # We remove the bbox field to let mask AP use mask area.
+ for c in coco_results:
+ c.pop("bbox", None)
+
+ coco_dt = coco_gt.loadRes(coco_results)
+ coco_eval = (COCOeval_opt if use_fast_impl else COCOeval)(coco_gt, coco_dt, iou_type)
+ # For COCO, the default max_dets_per_image is [1, 10, 100].
+ if max_dets_per_image is None:
+ max_dets_per_image = [1, 10, 100] # Default from COCOEval
+ else:
+ assert (
+ len(max_dets_per_image) >= 3
+ ), "COCOeval requires maxDets (and max_dets_per_image) to have length at least 3"
+ # In the case that user supplies a custom input for max_dets_per_image,
+ # apply COCOevalMaxDets to evaluate AP with the custom input.
+ if max_dets_per_image[2] != 100:
+ coco_eval = COCOevalMaxDets(coco_gt, coco_dt, iou_type)
+ if iou_type != "keypoints":
+ coco_eval.params.maxDets = max_dets_per_image
+
+ if img_ids is not None:
+ coco_eval.params.imgIds = img_ids
+
+ if iou_type == "keypoints":
+ # Use the COCO default keypoint OKS sigmas unless overrides are specified
+ if kpt_oks_sigmas:
+ assert hasattr(coco_eval.params, "kpt_oks_sigmas"), "pycocotools is too old!"
+ coco_eval.params.kpt_oks_sigmas = np.array(kpt_oks_sigmas)
+ # COCOAPI requires every detection and every gt to have keypoints, so
+ # we just take the first entry from both
+ num_keypoints_dt = len(coco_results[0]["keypoints"]) // 3
+ num_keypoints_gt = len(next(iter(coco_gt.anns.values()))["keypoints"]) // 3
+ num_keypoints_oks = len(coco_eval.params.kpt_oks_sigmas)
+ assert num_keypoints_oks == num_keypoints_dt == num_keypoints_gt, (
+ f"[COCOEvaluator] Prediction contain {num_keypoints_dt} keypoints. "
+ f"Ground truth contains {num_keypoints_gt} keypoints. "
+ f"The length of cfg.TEST.KEYPOINT_OKS_SIGMAS is {num_keypoints_oks}. "
+ "They have to agree with each other. For meaning of OKS, please refer to "
+ "http://cocodataset.org/#keypoints-eval."
+ )
+
+ coco_eval.evaluate()
+ coco_eval.accumulate()
+ coco_eval.summarize()
+
+ return coco_eval
+
+
+class COCOevalMaxDets(COCOeval):
+ """
+ Modified version of COCOeval for evaluating AP with a custom
+ maxDets (by default for COCO, maxDets is 100)
+ """
+
+ def summarize(self):
+ """
+ Compute and display summary metrics for evaluation results given
+ a custom value for max_dets_per_image
+ """
+
+ def _summarize(ap=1, iouThr=None, areaRng="all", maxDets=100):
+ p = self.params
+ iStr = " {:<18} {} @[ IoU={:<9} | area={:>6s} | maxDets={:>3d} ] = {:0.3f}"
+ titleStr = "Average Precision" if ap == 1 else "Average Recall"
+ typeStr = "(AP)" if ap == 1 else "(AR)"
+ iouStr = (
+ "{:0.2f}:{:0.2f}".format(p.iouThrs[0], p.iouThrs[-1])
+ if iouThr is None
+ else "{:0.2f}".format(iouThr)
+ )
+
+ aind = [i for i, aRng in enumerate(p.areaRngLbl) if aRng == areaRng]
+ mind = [i for i, mDet in enumerate(p.maxDets) if mDet == maxDets]
+ if ap == 1:
+ # dimension of precision: [TxRxKxAxM]
+ s = self.eval["precision"]
+ # IoU
+ if iouThr is not None:
+ t = np.where(iouThr == p.iouThrs)[0]
+ s = s[t]
+ s = s[:, :, :, aind, mind]
+ else:
+ # dimension of recall: [TxKxAxM]
+ s = self.eval["recall"]
+ if iouThr is not None:
+ t = np.where(iouThr == p.iouThrs)[0]
+ s = s[t]
+ s = s[:, :, aind, mind]
+ if len(s[s > -1]) == 0:
+ mean_s = -1
+ else:
+ mean_s = np.mean(s[s > -1])
+ print(iStr.format(titleStr, typeStr, iouStr, areaRng, maxDets, mean_s))
+ return mean_s
+
+ def _summarizeDets():
+ stats = np.zeros((12,))
+ # Evaluate AP using the custom limit on maximum detections per image
+ stats[0] = _summarize(1, maxDets=self.params.maxDets[2])
+ stats[1] = _summarize(1, iouThr=0.5, maxDets=self.params.maxDets[2])
+ stats[2] = _summarize(1, iouThr=0.75, maxDets=self.params.maxDets[2])
+ stats[3] = _summarize(1, areaRng="small", maxDets=self.params.maxDets[2])
+ stats[4] = _summarize(1, areaRng="medium", maxDets=self.params.maxDets[2])
+ stats[5] = _summarize(1, areaRng="large", maxDets=self.params.maxDets[2])
+ stats[6] = _summarize(0, maxDets=self.params.maxDets[0])
+ stats[7] = _summarize(0, maxDets=self.params.maxDets[1])
+ stats[8] = _summarize(0, maxDets=self.params.maxDets[2])
+ stats[9] = _summarize(0, areaRng="small", maxDets=self.params.maxDets[2])
+ stats[10] = _summarize(0, areaRng="medium", maxDets=self.params.maxDets[2])
+ stats[11] = _summarize(0, areaRng="large", maxDets=self.params.maxDets[2])
+ return stats
+
+ def _summarizeKps():
+ stats = np.zeros((10,))
+ stats[0] = _summarize(1, maxDets=20)
+ stats[1] = _summarize(1, maxDets=20, iouThr=0.5)
+ stats[2] = _summarize(1, maxDets=20, iouThr=0.75)
+ stats[3] = _summarize(1, maxDets=20, areaRng="medium")
+ stats[4] = _summarize(1, maxDets=20, areaRng="large")
+ stats[5] = _summarize(0, maxDets=20)
+ stats[6] = _summarize(0, maxDets=20, iouThr=0.5)
+ stats[7] = _summarize(0, maxDets=20, iouThr=0.75)
+ stats[8] = _summarize(0, maxDets=20, areaRng="medium")
+ stats[9] = _summarize(0, maxDets=20, areaRng="large")
+ return stats
+
+ if not self.eval:
+ raise Exception("Please run accumulate() first")
+ iouType = self.params.iouType
+ if iouType == "segm":
+ summarize = _summarizeDets
+ elif iouType == "keypoints":
+ summarize = _summarizeKps
+ self.stats = summarize()
+
+ def __str__(self):
+ self.summarize()
\ No newline at end of file
diff --git a/oneformer/evaluation/detection_coco_evaluator.py b/oneformer/evaluation/detection_coco_evaluator.py
new file mode 100644
index 0000000000000000000000000000000000000000..b3834ecbca97d01262edd13c9939874c07613428
--- /dev/null
+++ b/oneformer/evaluation/detection_coco_evaluator.py
@@ -0,0 +1,723 @@
+# ------------------------------------------------------------------------------
+# Reference: https://github.com/facebookresearch/detectron2/blob/main/detectron2/evaluation/coco_evaluation.py
+# Modified by Jitesh Jain (https://github.com/praeclarumjj3)
+# ------------------------------------------------------------------------------
+
+import contextlib
+import copy
+import io
+import itertools
+import json
+import logging
+import numpy as np
+import os
+import pickle
+from collections import OrderedDict
+import pycocotools.mask as mask_util
+import torch
+from pycocotools.coco import COCO
+from pycocotools.cocoeval import COCOeval
+from tabulate import tabulate
+
+import detectron2.utils.comm as comm
+from detectron2.config import CfgNode
+from detectron2.data import MetadataCatalog
+from detectron2.data.datasets.coco import convert_to_coco_json
+from detectron2.structures import Boxes, BoxMode, pairwise_iou
+from detectron2.utils.file_io import PathManager
+from detectron2.utils.logger import create_small_table
+
+from .evaluator import DatasetEvaluator
+
+try:
+ from detectron2.evaluation.fast_eval_api import COCOeval_opt
+except ImportError:
+ COCOeval_opt = COCOeval
+
+
+class DetectionCOCOEvaluator(DatasetEvaluator):
+ """
+ Evaluate AR for object proposals, AP for instance detection/segmentation, AP
+ for keypoint detection outputs using COCO's metrics.
+ See http://cocodataset.org/#detection-eval and
+ http://cocodataset.org/#keypoints-eval to understand its metrics.
+ The metrics range from 0 to 100 (instead of 0 to 1), where a -1 or NaN means
+ the metric cannot be computed (e.g. due to no predictions made).
+
+ In addition to COCO, this evaluator is able to support any bounding box detection,
+ instance segmentation, or keypoint detection dataset.
+ """
+
+ def __init__(
+ self,
+ dataset_name,
+ tasks=None,
+ distributed=True,
+ output_dir=None,
+ *,
+ max_dets_per_image=None,
+ use_fast_impl=True,
+ kpt_oks_sigmas=(),
+ allow_cached_coco=True,
+ ):
+ """
+ Args:
+ dataset_name (str): name of the dataset to be evaluated.
+ It must have either the following corresponding metadata:
+
+ "json_file": the path to the COCO format annotation
+
+ Or it must be in detectron2's standard dataset format
+ so it can be converted to COCO format automatically.
+ tasks (tuple[str]): tasks that can be evaluated under the given
+ configuration. A task is one of "bbox", "segm", "keypoints".
+ By default, will infer this automatically from predictions.
+ distributed (True): if True, will collect results from all ranks and run evaluation
+ in the main process.
+ Otherwise, will only evaluate the results in the current process.
+ output_dir (str): optional, an output directory to dump all
+ results predicted on the dataset. The dump contains two files:
+
+ 1. "instances_predictions.pth" a file that can be loaded with `torch.load` and
+ contains all the results in the format they are produced by the model.
+ 2. "coco_instances_results.json" a json file in COCO's result format.
+ max_dets_per_image (int): limit on the maximum number of detections per image.
+ By default in COCO, this limit is to 100, but this can be customized
+ to be greater, as is needed in evaluation metrics AP fixed and AP pool
+ (see https://arxiv.org/pdf/2102.01066.pdf)
+ This doesn't affect keypoint evaluation.
+ use_fast_impl (bool): use a fast but **unofficial** implementation to compute AP.
+ Although the results should be very close to the official implementation in COCO
+ API, it is still recommended to compute results with the official API for use in
+ papers. The faster implementation also uses more RAM.
+ kpt_oks_sigmas (list[float]): The sigmas used to calculate keypoint OKS.
+ See http://cocodataset.org/#keypoints-eval
+ When empty, it will use the defaults in COCO.
+ Otherwise it should be the same length as ROI_KEYPOINT_HEAD.NUM_KEYPOINTS.
+ allow_cached_coco (bool): Whether to use cached coco json from previous validation
+ runs. You should set this to False if you need to use different validation data.
+ Defaults to True.
+ """
+ self._logger = logging.getLogger(__name__)
+ self._distributed = distributed
+ self._output_dir = output_dir
+
+ if use_fast_impl and (COCOeval_opt is COCOeval):
+ self._logger.info("Fast COCO eval is not built. Falling back to official COCO eval.")
+ use_fast_impl = False
+ self._use_fast_impl = use_fast_impl
+
+ # COCOeval requires the limit on the number of detections per image (maxDets) to be a list
+ # with at least 3 elements. The default maxDets in COCOeval is [1, 10, 100], in which the
+ # 3rd element (100) is used as the limit on the number of detections per image when
+ # evaluating AP. COCOEvaluator expects an integer for max_dets_per_image, so for COCOeval,
+ # we reformat max_dets_per_image into [1, 10, max_dets_per_image], based on the defaults.
+ if max_dets_per_image is None:
+ max_dets_per_image = [1, 10, 100]
+ else:
+ max_dets_per_image = [1, 10, max_dets_per_image]
+ self._max_dets_per_image = max_dets_per_image
+
+ if tasks is not None and isinstance(tasks, CfgNode):
+ kpt_oks_sigmas = (
+ tasks.TEST.KEYPOINT_OKS_SIGMAS if not kpt_oks_sigmas else kpt_oks_sigmas
+ )
+ self._logger.warn(
+ "COCO Evaluator instantiated using config, this is deprecated behavior."
+ " Please pass in explicit arguments instead."
+ )
+ self._tasks = None # Infering it from predictions should be better
+ else:
+ self._tasks = tasks
+
+ self._cpu_device = torch.device("cpu")
+
+ self._metadata = MetadataCatalog.get(dataset_name)
+ if not hasattr(self._metadata, "json_file"):
+ if output_dir is None:
+ raise ValueError(
+ "output_dir must be provided to COCOEvaluator "
+ "for datasets not in COCO format."
+ )
+ self._logger.info(f"Trying to convert '{dataset_name}' to COCO format ...")
+
+ cache_path = os.path.join(output_dir, f"{dataset_name}_coco_format.json")
+ self._metadata.json_file = cache_path
+ convert_to_coco_json(dataset_name, cache_path, allow_cached=allow_cached_coco)
+
+ json_file = PathManager.get_local_path(self._metadata.json_file)
+ with contextlib.redirect_stdout(io.StringIO()):
+ self._coco_api = COCO(json_file)
+
+ # Test set json files do not contain annotations (evaluation must be
+ # performed using the COCO evaluation server).
+ self._do_evaluation = "annotations" in self._coco_api.dataset
+ if self._do_evaluation:
+ self._kpt_oks_sigmas = kpt_oks_sigmas
+
+ def reset(self):
+ self._predictions = []
+
+ def process(self, inputs, outputs):
+ """
+ Args:
+ inputs: the inputs to a COCO model (e.g., GeneralizedRCNN).
+ It is a list of dict. Each dict corresponds to an image and
+ contains keys like "height", "width", "file_name", "image_id".
+ outputs: the outputs of a COCO model. It is a list of dicts with key
+ "box_instances" that contains :class:`Instances`.
+ """
+ for input, output in zip(inputs, outputs):
+ prediction = {"image_id": input["image_id"]}
+
+ if "box_instances" in output:
+ instances = output["box_instances"].to(self._cpu_device)
+ prediction["box_instances"] = instances_to_coco_json(instances, input["image_id"])
+ if "proposals" in output:
+ prediction["proposals"] = output["proposals"].to(self._cpu_device)
+ if len(prediction) > 1:
+ self._predictions.append(prediction)
+
+ def evaluate(self, img_ids=None):
+ """
+ Args:
+ img_ids: a list of image IDs to evaluate on. Default to None for the whole dataset
+ """
+ if self._distributed:
+ comm.synchronize()
+ predictions = comm.gather(self._predictions, dst=0)
+ predictions = list(itertools.chain(*predictions))
+
+ if not comm.is_main_process():
+ return {}
+ else:
+ predictions = self._predictions
+
+ if len(predictions) == 0:
+ self._logger.warning("[COCOEvaluator] Did not receive valid predictions.")
+ return {}
+
+ if self._output_dir:
+ PathManager.mkdirs(self._output_dir)
+ file_path = os.path.join(self._output_dir, "instances_predictions.pth")
+ with PathManager.open(file_path, "wb") as f:
+ torch.save(predictions, f)
+
+ self._results = OrderedDict()
+ if "proposals" in predictions[0]:
+ self._eval_box_proposals(predictions)
+ if "box_instances" in predictions[0]:
+ self._eval_predictions(predictions, img_ids=img_ids)
+ # Copy so the caller can do whatever with results
+ return copy.deepcopy(self._results)
+
+ def _tasks_from_predictions(self, predictions):
+ """
+ Get COCO API "tasks" (i.e. iou_type) from COCO-format predictions.
+ """
+ tasks = {"bbox"}
+ for pred in predictions:
+ if "keypoints" in pred:
+ tasks.add("keypoints")
+ return sorted(tasks)
+
+ def _eval_predictions(self, predictions, img_ids=None):
+ """
+ Evaluate predictions. Fill self._results with the metrics of the tasks.
+ """
+ self._logger.info("Preparing results for COCO format ...")
+ coco_results = list(itertools.chain(*[x["box_instances"] for x in predictions]))
+ tasks = self._tasks or self._tasks_from_predictions(coco_results)
+
+ # unmap the category ids for COCO
+ if hasattr(self._metadata, "thing_dataset_id_to_contiguous_id"):
+ dataset_id_to_contiguous_id = self._metadata.thing_dataset_id_to_contiguous_id
+ all_contiguous_ids = list(dataset_id_to_contiguous_id.values())
+ num_classes = len(all_contiguous_ids)
+ assert min(all_contiguous_ids) == 0 and max(all_contiguous_ids) == num_classes - 1
+
+ reverse_id_mapping = {v: k for k, v in dataset_id_to_contiguous_id.items()}
+ for result in coco_results:
+ category_id = result["category_id"]
+ assert category_id < num_classes, (
+ f"A prediction has class={category_id}, "
+ f"but the dataset only has {num_classes} classes and "
+ f"predicted class id should be in [0, {num_classes - 1}]."
+ )
+ result["category_id"] = reverse_id_mapping[category_id]
+
+ if self._output_dir:
+ file_path = os.path.join(self._output_dir, "coco_instances_results.json")
+ self._logger.info("Saving results to {}".format(file_path))
+ with PathManager.open(file_path, "w") as f:
+ f.write(json.dumps(coco_results))
+ f.flush()
+
+ if not self._do_evaluation:
+ self._logger.info("Annotations are not available for evaluation.")
+ return
+
+ self._logger.info(
+ "Evaluating predictions with {} COCO API...".format(
+ "unofficial" if self._use_fast_impl else "official"
+ )
+ )
+ for task in sorted(tasks):
+ assert task in {"bbox", "keypoints"}, f"Got unknown task: {task}!"
+ coco_eval = (
+ _evaluate_predictions_on_coco(
+ self._coco_api,
+ coco_results,
+ task,
+ kpt_oks_sigmas=self._kpt_oks_sigmas,
+ use_fast_impl=self._use_fast_impl,
+ img_ids=img_ids,
+ max_dets_per_image=self._max_dets_per_image,
+ )
+ if len(coco_results) > 0
+ else None # cocoapi does not handle empty results very well
+ )
+
+ res = self._derive_coco_results(
+ coco_eval, task, class_names=self._metadata.get("thing_classes")
+ )
+ self._results[task] = res
+
+ def _eval_box_proposals(self, predictions):
+ """
+ Evaluate the box proposals in predictions.
+ Fill self._results with the metrics for "box_proposals" task.
+ """
+ if self._output_dir:
+ # Saving generated box proposals to file.
+ # Predicted box_proposals are in XYXY_ABS mode.
+ bbox_mode = BoxMode.XYXY_ABS.value
+ ids, boxes, objectness_logits = [], [], []
+ for prediction in predictions:
+ ids.append(prediction["image_id"])
+ boxes.append(prediction["proposals"].proposal_boxes.tensor.numpy())
+ objectness_logits.append(prediction["proposals"].objectness_logits.numpy())
+
+ proposal_data = {
+ "boxes": boxes,
+ "objectness_logits": objectness_logits,
+ "ids": ids,
+ "bbox_mode": bbox_mode,
+ }
+ with PathManager.open(os.path.join(self._output_dir, "box_proposals.pkl"), "wb") as f:
+ pickle.dump(proposal_data, f)
+
+ if not self._do_evaluation:
+ self._logger.info("Annotations are not available for evaluation.")
+ return
+
+ self._logger.info("Evaluating bbox proposals ...")
+ res = {}
+ areas = {"all": "", "small": "s", "medium": "m", "large": "l"}
+ for limit in [100, 1000]:
+ for area, suffix in areas.items():
+ stats = _evaluate_box_proposals(predictions, self._coco_api, area=area, limit=limit)
+ key = "AR{}@{:d}".format(suffix, limit)
+ res[key] = float(stats["ar"].item() * 100)
+ self._logger.info("Proposal metrics: \n" + create_small_table(res))
+ self._results["box_proposals"] = res
+
+ def _derive_coco_results(self, coco_eval, iou_type, class_names=None):
+ """
+ Derive the desired score numbers from summarized COCOeval.
+
+ Args:
+ coco_eval (None or COCOEval): None represents no predictions from model.
+ iou_type (str):
+ class_names (None or list[str]): if provided, will use it to predict
+ per-category AP.
+
+ Returns:
+ a dict of {metric name: score}
+ """
+
+ metrics = {
+ "bbox": ["AP", "AP50", "AP75", "APs", "APm", "APl"],
+ "keypoints": ["AP", "AP50", "AP75", "APm", "APl"],
+ }[iou_type]
+
+ if coco_eval is None:
+ self._logger.warn("No predictions from the model!")
+ return {metric: float("nan") for metric in metrics}
+
+ # the standard metrics
+ results = {
+ metric: float(coco_eval.stats[idx] * 100 if coco_eval.stats[idx] >= 0 else "nan")
+ for idx, metric in enumerate(metrics)
+ }
+ self._logger.info(
+ "Evaluation results for {}: \n".format(iou_type) + create_small_table(results)
+ )
+ if not np.isfinite(sum(results.values())):
+ self._logger.info("Some metrics cannot be computed and is shown as NaN.")
+
+ if class_names is None or len(class_names) <= 1:
+ return results
+ # Compute per-category AP
+ # from https://github.com/facebookresearch/Detectron/blob/a6a835f5b8208c45d0dce217ce9bbda915f44df7/detectron/datasets/json_dataset_evaluator.py#L222-L252 # noqa
+ precisions = coco_eval.eval["precision"]
+ # precision has dims (iou, recall, cls, area range, max dets)
+ assert len(class_names) == precisions.shape[2]
+
+ results_per_category = []
+ for idx, name in enumerate(class_names):
+ # area range index 0: all area ranges
+ # max dets index -1: typically 100 per image
+ precision = precisions[:, :, idx, 0, -1]
+ precision = precision[precision > -1]
+ ap = np.mean(precision) if precision.size else float("nan")
+ results_per_category.append(("{}".format(name), float(ap * 100)))
+
+ # tabulate it
+ N_COLS = min(6, len(results_per_category) * 2)
+ results_flatten = list(itertools.chain(*results_per_category))
+ results_2d = itertools.zip_longest(*[results_flatten[i::N_COLS] for i in range(N_COLS)])
+ table = tabulate(
+ results_2d,
+ tablefmt="pipe",
+ floatfmt=".3f",
+ headers=["category", "AP"] * (N_COLS // 2),
+ numalign="left",
+ )
+ self._logger.info("Per-category {} AP: \n".format(iou_type) + table)
+
+ results.update({"AP-" + name: ap for name, ap in results_per_category})
+ return results
+
+
+def instances_to_coco_json(instances, img_id):
+ """
+ Dump an "Instances" object to a COCO-format json that's used for evaluation.
+
+ Args:
+ instances (Instances):
+ img_id (int): the image id
+
+ Returns:
+ list[dict]: list of json annotations in COCO format.
+ """
+ num_instance = len(instances)
+ if num_instance == 0:
+ return []
+
+ boxes = instances.pred_boxes.tensor.numpy()
+ boxes = BoxMode.convert(boxes, BoxMode.XYXY_ABS, BoxMode.XYWH_ABS)
+ boxes = boxes.tolist()
+ scores = instances.scores.tolist()
+ classes = instances.pred_classes.tolist()
+
+ has_mask = instances.has("pred_masks")
+ if has_mask:
+ # use RLE to encode the masks, because they are too large and takes memory
+ # since this evaluator stores outputs of the entire dataset
+ rles = [
+ mask_util.encode(np.array(mask[:, :, None], order="F", dtype="uint8"))[0]
+ for mask in instances.pred_masks
+ ]
+ for rle in rles:
+ # "counts" is an array encoded by mask_util as a byte-stream. Python3's
+ # json writer which always produces strings cannot serialize a bytestream
+ # unless you decode it. Thankfully, utf-8 works out (which is also what
+ # the pycocotools/_mask.pyx does).
+ rle["counts"] = rle["counts"].decode("utf-8")
+
+ has_keypoints = instances.has("pred_keypoints")
+ if has_keypoints:
+ keypoints = instances.pred_keypoints
+
+ results = []
+ for k in range(num_instance):
+ result = {
+ "image_id": img_id,
+ "category_id": classes[k],
+ "bbox": boxes[k],
+ "score": scores[k],
+ }
+ if has_mask:
+ result["segmentation"] = rles[k]
+ if has_keypoints:
+ # In COCO annotations,
+ # keypoints coordinates are pixel indices.
+ # However our predictions are floating point coordinates.
+ # Therefore we subtract 0.5 to be consistent with the annotation format.
+ # This is the inverse of data loading logic in `datasets/coco.py`.
+ keypoints[k][:, :2] -= 0.5
+ result["keypoints"] = keypoints[k].flatten().tolist()
+ results.append(result)
+ return results
+
+
+# inspired from Detectron:
+# https://github.com/facebookresearch/Detectron/blob/a6a835f5b8208c45d0dce217ce9bbda915f44df7/detectron/datasets/json_dataset_evaluator.py#L255 # noqa
+def _evaluate_box_proposals(dataset_predictions, coco_api, thresholds=None, area="all", limit=None):
+ """
+ Evaluate detection proposal recall metrics. This function is a much
+ faster alternative to the official COCO API recall evaluation code. However,
+ it produces slightly different results.
+ """
+ # Record max overlap value for each gt box
+ # Return vector of overlap values
+ areas = {
+ "all": 0,
+ "small": 1,
+ "medium": 2,
+ "large": 3,
+ "96-128": 4,
+ "128-256": 5,
+ "256-512": 6,
+ "512-inf": 7,
+ }
+ area_ranges = [
+ [0**2, 1e5**2], # all
+ [0**2, 32**2], # small
+ [32**2, 96**2], # medium
+ [96**2, 1e5**2], # large
+ [96**2, 128**2], # 96-128
+ [128**2, 256**2], # 128-256
+ [256**2, 512**2], # 256-512
+ [512**2, 1e5**2],
+ ] # 512-inf
+ assert area in areas, "Unknown area range: {}".format(area)
+ area_range = area_ranges[areas[area]]
+ gt_overlaps = []
+ num_pos = 0
+
+ for prediction_dict in dataset_predictions:
+ predictions = prediction_dict["proposals"]
+
+ # sort predictions in descending order
+ # TODO maybe remove this and make it explicit in the documentation
+ inds = predictions.objectness_logits.sort(descending=True)[1]
+ predictions = predictions[inds]
+
+ ann_ids = coco_api.getAnnIds(imgIds=prediction_dict["image_id"])
+ anno = coco_api.loadAnns(ann_ids)
+ gt_boxes = [
+ BoxMode.convert(obj["bbox"], BoxMode.XYWH_ABS, BoxMode.XYXY_ABS)
+ for obj in anno
+ if obj["iscrowd"] == 0
+ ]
+ gt_boxes = torch.as_tensor(gt_boxes).reshape(-1, 4) # guard against no boxes
+ gt_boxes = Boxes(gt_boxes)
+ gt_areas = torch.as_tensor([obj["area"] for obj in anno if obj["iscrowd"] == 0])
+
+ if len(gt_boxes) == 0 or len(predictions) == 0:
+ continue
+
+ valid_gt_inds = (gt_areas >= area_range[0]) & (gt_areas <= area_range[1])
+ gt_boxes = gt_boxes[valid_gt_inds]
+
+ num_pos += len(gt_boxes)
+
+ if len(gt_boxes) == 0:
+ continue
+
+ if limit is not None and len(predictions) > limit:
+ predictions = predictions[:limit]
+
+ overlaps = pairwise_iou(predictions.proposal_boxes, gt_boxes)
+
+ _gt_overlaps = torch.zeros(len(gt_boxes))
+ for j in range(min(len(predictions), len(gt_boxes))):
+ # find which proposal box maximally covers each gt box
+ # and get the iou amount of coverage for each gt box
+ max_overlaps, argmax_overlaps = overlaps.max(dim=0)
+
+ # find which gt box is 'best' covered (i.e. 'best' = most iou)
+ gt_ovr, gt_ind = max_overlaps.max(dim=0)
+ assert gt_ovr >= 0
+ # find the proposal box that covers the best covered gt box
+ box_ind = argmax_overlaps[gt_ind]
+ # record the iou coverage of this gt box
+ _gt_overlaps[j] = overlaps[box_ind, gt_ind]
+ assert _gt_overlaps[j] == gt_ovr
+ # mark the proposal box and the gt box as used
+ overlaps[box_ind, :] = -1
+ overlaps[:, gt_ind] = -1
+
+ # append recorded iou coverage level
+ gt_overlaps.append(_gt_overlaps)
+ gt_overlaps = (
+ torch.cat(gt_overlaps, dim=0) if len(gt_overlaps) else torch.zeros(0, dtype=torch.float32)
+ )
+ gt_overlaps, _ = torch.sort(gt_overlaps)
+
+ if thresholds is None:
+ step = 0.05
+ thresholds = torch.arange(0.5, 0.95 + 1e-5, step, dtype=torch.float32)
+ recalls = torch.zeros_like(thresholds)
+ # compute recall for each iou threshold
+ for i, t in enumerate(thresholds):
+ recalls[i] = (gt_overlaps >= t).float().sum() / float(num_pos)
+ # ar = 2 * np.trapz(recalls, thresholds)
+ ar = recalls.mean()
+ return {
+ "ar": ar,
+ "recalls": recalls,
+ "thresholds": thresholds,
+ "gt_overlaps": gt_overlaps,
+ "num_pos": num_pos,
+ }
+
+
+def _evaluate_predictions_on_coco(
+ coco_gt,
+ coco_results,
+ iou_type,
+ kpt_oks_sigmas=None,
+ use_fast_impl=True,
+ img_ids=None,
+ max_dets_per_image=None,
+):
+ """
+ Evaluate the coco results using COCOEval API.
+ """
+ assert len(coco_results) > 0
+
+ if iou_type == "segm":
+ coco_results = copy.deepcopy(coco_results)
+ # When evaluating mask AP, if the results contain bbox, cocoapi will
+ # use the box area as the area of the instance, instead of the mask area.
+ # This leads to a different definition of small/medium/large.
+ # We remove the bbox field to let mask AP use mask area.
+ for c in coco_results:
+ c.pop("bbox", None)
+
+ coco_dt = coco_gt.loadRes(coco_results)
+ coco_eval = (COCOeval_opt if use_fast_impl else COCOeval)(coco_gt, coco_dt, iou_type)
+ # For COCO, the default max_dets_per_image is [1, 10, 100].
+ if max_dets_per_image is None:
+ max_dets_per_image = [1, 10, 100] # Default from COCOEval
+ else:
+ assert (
+ len(max_dets_per_image) >= 3
+ ), "COCOeval requires maxDets (and max_dets_per_image) to have length at least 3"
+ # In the case that user supplies a custom input for max_dets_per_image,
+ # apply COCOevalMaxDets to evaluate AP with the custom input.
+ if max_dets_per_image[2] != 100:
+ coco_eval = COCOevalMaxDets(coco_gt, coco_dt, iou_type)
+ if iou_type != "keypoints":
+ coco_eval.params.maxDets = max_dets_per_image
+
+ if img_ids is not None:
+ coco_eval.params.imgIds = img_ids
+
+ if iou_type == "keypoints":
+ # Use the COCO default keypoint OKS sigmas unless overrides are specified
+ if kpt_oks_sigmas:
+ assert hasattr(coco_eval.params, "kpt_oks_sigmas"), "pycocotools is too old!"
+ coco_eval.params.kpt_oks_sigmas = np.array(kpt_oks_sigmas)
+ # COCOAPI requires every detection and every gt to have keypoints, so
+ # we just take the first entry from both
+ num_keypoints_dt = len(coco_results[0]["keypoints"]) // 3
+ num_keypoints_gt = len(next(iter(coco_gt.anns.values()))["keypoints"]) // 3
+ num_keypoints_oks = len(coco_eval.params.kpt_oks_sigmas)
+ assert num_keypoints_oks == num_keypoints_dt == num_keypoints_gt, (
+ f"[COCOEvaluator] Prediction contain {num_keypoints_dt} keypoints. "
+ f"Ground truth contains {num_keypoints_gt} keypoints. "
+ f"The length of cfg.TEST.KEYPOINT_OKS_SIGMAS is {num_keypoints_oks}. "
+ "They have to agree with each other. For meaning of OKS, please refer to "
+ "http://cocodataset.org/#keypoints-eval."
+ )
+
+ coco_eval.evaluate()
+ coco_eval.accumulate()
+ coco_eval.summarize()
+
+ return coco_eval
+
+
+class COCOevalMaxDets(COCOeval):
+ """
+ Modified version of COCOeval for evaluating AP with a custom
+ maxDets (by default for COCO, maxDets is 100)
+ """
+
+ def summarize(self):
+ """
+ Compute and display summary metrics for evaluation results given
+ a custom value for max_dets_per_image
+ """
+
+ def _summarize(ap=1, iouThr=None, areaRng="all", maxDets=100):
+ p = self.params
+ iStr = " {:<18} {} @[ IoU={:<9} | area={:>6s} | maxDets={:>3d} ] = {:0.3f}"
+ titleStr = "Average Precision" if ap == 1 else "Average Recall"
+ typeStr = "(AP)" if ap == 1 else "(AR)"
+ iouStr = (
+ "{:0.2f}:{:0.2f}".format(p.iouThrs[0], p.iouThrs[-1])
+ if iouThr is None
+ else "{:0.2f}".format(iouThr)
+ )
+
+ aind = [i for i, aRng in enumerate(p.areaRngLbl) if aRng == areaRng]
+ mind = [i for i, mDet in enumerate(p.maxDets) if mDet == maxDets]
+ if ap == 1:
+ # dimension of precision: [TxRxKxAxM]
+ s = self.eval["precision"]
+ # IoU
+ if iouThr is not None:
+ t = np.where(iouThr == p.iouThrs)[0]
+ s = s[t]
+ s = s[:, :, :, aind, mind]
+ else:
+ # dimension of recall: [TxKxAxM]
+ s = self.eval["recall"]
+ if iouThr is not None:
+ t = np.where(iouThr == p.iouThrs)[0]
+ s = s[t]
+ s = s[:, :, aind, mind]
+ if len(s[s > -1]) == 0:
+ mean_s = -1
+ else:
+ mean_s = np.mean(s[s > -1])
+ print(iStr.format(titleStr, typeStr, iouStr, areaRng, maxDets, mean_s))
+ return mean_s
+
+ def _summarizeDets():
+ stats = np.zeros((12,))
+ # Evaluate AP using the custom limit on maximum detections per image
+ stats[0] = _summarize(1, maxDets=self.params.maxDets[2])
+ stats[1] = _summarize(1, iouThr=0.5, maxDets=self.params.maxDets[2])
+ stats[2] = _summarize(1, iouThr=0.75, maxDets=self.params.maxDets[2])
+ stats[3] = _summarize(1, areaRng="small", maxDets=self.params.maxDets[2])
+ stats[4] = _summarize(1, areaRng="medium", maxDets=self.params.maxDets[2])
+ stats[5] = _summarize(1, areaRng="large", maxDets=self.params.maxDets[2])
+ stats[6] = _summarize(0, maxDets=self.params.maxDets[0])
+ stats[7] = _summarize(0, maxDets=self.params.maxDets[1])
+ stats[8] = _summarize(0, maxDets=self.params.maxDets[2])
+ stats[9] = _summarize(0, areaRng="small", maxDets=self.params.maxDets[2])
+ stats[10] = _summarize(0, areaRng="medium", maxDets=self.params.maxDets[2])
+ stats[11] = _summarize(0, areaRng="large", maxDets=self.params.maxDets[2])
+ return stats
+
+ def _summarizeKps():
+ stats = np.zeros((10,))
+ stats[0] = _summarize(1, maxDets=20)
+ stats[1] = _summarize(1, maxDets=20, iouThr=0.5)
+ stats[2] = _summarize(1, maxDets=20, iouThr=0.75)
+ stats[3] = _summarize(1, maxDets=20, areaRng="medium")
+ stats[4] = _summarize(1, maxDets=20, areaRng="large")
+ stats[5] = _summarize(0, maxDets=20)
+ stats[6] = _summarize(0, maxDets=20, iouThr=0.5)
+ stats[7] = _summarize(0, maxDets=20, iouThr=0.75)
+ stats[8] = _summarize(0, maxDets=20, areaRng="medium")
+ stats[9] = _summarize(0, maxDets=20, areaRng="large")
+ return stats
+
+ if not self.eval:
+ raise Exception("Please run accumulate() first")
+ iouType = self.params.iouType
+ if iouType == "segm" or iouType == "bbox":
+ summarize = _summarizeDets
+ elif iouType == "keypoints":
+ summarize = _summarizeKps
+ self.stats = summarize()
+
+ def __str__(self):
+ self.summarize()
\ No newline at end of file
diff --git a/oneformer/evaluation/evaluator.py b/oneformer/evaluation/evaluator.py
new file mode 100644
index 0000000000000000000000000000000000000000..7d0848c7ec511f7000f4230c914a8b32f690dee0
--- /dev/null
+++ b/oneformer/evaluation/evaluator.py
@@ -0,0 +1,228 @@
+# ------------------------------------------------------------------------------
+# Reference: https://github.com/facebookresearch/detectron2/blob/main/detectron2/evaluation/evaluator.py
+# Modified by Jitesh Jain (https://github.com/praeclarumjj3)
+# ------------------------------------------------------------------------------
+
+import datetime
+import logging
+import time
+from collections import OrderedDict, abc
+from contextlib import ExitStack, contextmanager
+from typing import List, Union
+import torch
+from torch import nn
+
+from detectron2.utils.comm import get_world_size, is_main_process
+from detectron2.utils.logger import log_every_n_seconds
+
+
+class DatasetEvaluator:
+ """
+ Base class for a dataset evaluator.
+
+ The function :func:`inference_on_dataset` runs the model over
+ all samples in the dataset, and have a DatasetEvaluator to process the inputs/outputs.
+
+ This class will accumulate information of the inputs/outputs (by :meth:`process`),
+ and produce evaluation results in the end (by :meth:`evaluate`).
+ """
+
+ def reset(self):
+ """
+ Preparation for a new round of evaluation.
+ Should be called before starting a round of evaluation.
+ """
+ pass
+
+ def process(self, inputs, outputs):
+ """
+ Process the pair of inputs and outputs.
+ If they contain batches, the pairs can be consumed one-by-one using `zip`:
+
+ .. code-block:: python
+
+ for input_, output in zip(inputs, outputs):
+ # do evaluation on single input/output pair
+ ...
+
+ Args:
+ inputs (list): the inputs that's used to call the model.
+ outputs (list): the return value of `model(inputs)`
+ """
+ pass
+
+ def evaluate(self):
+ """
+ Evaluate/summarize the performance, after processing all input/output pairs.
+
+ Returns:
+ dict:
+ A new evaluator class can return a dict of arbitrary format
+ as long as the user can process the results.
+ In our train_net.py, we expect the following format:
+
+ * key: the name of the task (e.g., bbox)
+ * value: a dict of {metric name: score}, e.g.: {"AP50": 80}
+ """
+ pass
+
+
+class DatasetEvaluators(DatasetEvaluator):
+ """
+ Wrapper class to combine multiple :class:`DatasetEvaluator` instances.
+
+ This class dispatches every evaluation call to
+ all of its :class:`DatasetEvaluator`.
+ """
+
+ def __init__(self, evaluators):
+ """
+ Args:
+ evaluators (list): the evaluators to combine.
+ """
+ super().__init__()
+ self._evaluators = evaluators
+
+ def reset(self):
+ for evaluator in self._evaluators:
+ evaluator.reset()
+
+ def process(self, inputs, outputs):
+ for evaluator in self._evaluators:
+ evaluator.process(inputs, outputs)
+
+ def evaluate(self):
+ results = OrderedDict()
+ for evaluator in self._evaluators:
+ result = evaluator.evaluate()
+ if is_main_process() and result is not None:
+ for k, v in result.items():
+ assert (
+ k not in results
+ ), "Different evaluators produce results with the same key {}".format(k)
+ results[k] = v
+ return results
+
+
+def inference_on_dataset(
+ model, data_loader, evaluator: Union[DatasetEvaluator, List[DatasetEvaluator], None]
+):
+ """
+ Run model on the data_loader and evaluate the metrics with evaluator.
+ Also benchmark the inference speed of `model.__call__` accurately.
+ The model will be used in eval mode.
+
+ Args:
+ model (callable): a callable which takes an object from
+ `data_loader` and returns some outputs.
+
+ If it's an nn.Module, it will be temporarily set to `eval` mode.
+ If you wish to evaluate a model in `training` mode instead, you can
+ wrap the given model and override its behavior of `.eval()` and `.train()`.
+ data_loader: an iterable object with a length.
+ The elements it generates will be the inputs to the model.
+ evaluator: the evaluator(s) to run. Use `None` if you only want to benchmark,
+ but don't want to do any evaluation.
+
+ Returns:
+ The return value of `evaluator.evaluate()`
+ """
+ num_devices = get_world_size()
+ logger = logging.getLogger(__name__)
+ logger.info("Start inference on {} batches".format(len(data_loader)))
+
+ total = len(data_loader) # inference data loader must have a fixed length
+ if evaluator is None:
+ # create a no-op evaluator
+ evaluator = DatasetEvaluators([])
+ if isinstance(evaluator, abc.MutableSequence):
+ evaluator = DatasetEvaluators(evaluator)
+ evaluator.reset()
+
+ num_warmup = min(5, total - 1)
+ start_time = time.perf_counter()
+ total_data_time = 0
+ total_compute_time = 0
+ total_eval_time = 0
+ with ExitStack() as stack:
+ if isinstance(model, nn.Module):
+ stack.enter_context(inference_context(model))
+ stack.enter_context(torch.no_grad())
+
+ start_data_time = time.perf_counter()
+ for idx, inputs in enumerate(data_loader):
+ total_data_time += time.perf_counter() - start_data_time
+ if idx == num_warmup:
+ start_time = time.perf_counter()
+ total_data_time = 0
+ total_compute_time = 0
+ total_eval_time = 0
+
+ start_compute_time = time.perf_counter()
+ outputs = model(inputs)
+ if torch.cuda.is_available():
+ torch.cuda.synchronize()
+ total_compute_time += time.perf_counter() - start_compute_time
+
+ start_eval_time = time.perf_counter()
+ evaluator.process(inputs, outputs)
+ total_eval_time += time.perf_counter() - start_eval_time
+
+ iters_after_start = idx + 1 - num_warmup * int(idx >= num_warmup)
+ data_seconds_per_iter = total_data_time / iters_after_start
+ compute_seconds_per_iter = total_compute_time / iters_after_start
+ eval_seconds_per_iter = total_eval_time / iters_after_start
+ total_seconds_per_iter = (time.perf_counter() - start_time) / iters_after_start
+ if idx >= num_warmup * 2 or compute_seconds_per_iter > 5:
+ eta = datetime.timedelta(seconds=int(total_seconds_per_iter * (total - idx - 1)))
+ log_every_n_seconds(
+ logging.INFO,
+ (
+ f"Inference done {idx + 1}/{total}. "
+ f"Dataloading: {data_seconds_per_iter:.4f} s/iter. "
+ f"Inference: {compute_seconds_per_iter:.4f} s/iter. "
+ f"Eval: {eval_seconds_per_iter:.4f} s/iter. "
+ f"Total: {total_seconds_per_iter:.4f} s/iter. "
+ f"ETA={eta}"
+ ),
+ n=5,
+ )
+ start_data_time = time.perf_counter()
+
+ # Measure the time only for this worker (before the synchronization barrier)
+ total_time = time.perf_counter() - start_time
+ total_time_str = str(datetime.timedelta(seconds=total_time))
+ # NOTE this format is parsed by grep
+ logger.info(
+ "Total inference time: {} ({:.6f} s / iter per device, on {} devices)".format(
+ total_time_str, total_time / (total - num_warmup), num_devices
+ )
+ )
+ total_compute_time_str = str(datetime.timedelta(seconds=int(total_compute_time)))
+ logger.info(
+ "Total inference pure compute time: {} ({:.6f} s / iter per device, on {} devices)".format(
+ total_compute_time_str, total_compute_time / (total - num_warmup), num_devices
+ )
+ )
+
+ results = evaluator.evaluate()
+ # An evaluator may return None when not in main process.
+ # Replace it by an empty dict instead to make it easier for downstream code to handle
+ if results is None:
+ results = {}
+ return results
+
+
+@contextmanager
+def inference_context(model):
+ """
+ A context where the model is temporarily changed to eval mode,
+ and restored to previous mode afterwards.
+
+ Args:
+ model: a torch Module
+ """
+ training_mode = model.training
+ model.eval()
+ yield
+ model.train(training_mode)
diff --git a/oneformer/evaluation/instance_evaluation.py b/oneformer/evaluation/instance_evaluation.py
new file mode 100644
index 0000000000000000000000000000000000000000..7c5e429f97fb74c957fa5be76b4b0349d30e0459
--- /dev/null
+++ b/oneformer/evaluation/instance_evaluation.py
@@ -0,0 +1,110 @@
+# ------------------------------------------------------------------------------
+# Reference: https://github.com/facebookresearch/Mask2Former/blob/main/mask2former/evaluation/instance_evaluation.py
+# ------------------------------------------------------------------------------
+
+import contextlib
+import copy
+import io
+import itertools
+import json
+import logging
+import numpy as np
+import os
+import pickle
+from collections import OrderedDict
+import pycocotools.mask as mask_util
+import torch
+from pycocotools.coco import COCO
+from pycocotools.cocoeval import COCOeval
+from tabulate import tabulate
+
+import detectron2.utils.comm as comm
+from detectron2.config import CfgNode
+from detectron2.data import MetadataCatalog
+from detectron2.data.datasets.coco import convert_to_coco_json
+from detectron2.evaluation.coco_evaluation import COCOEvaluator, _evaluate_predictions_on_coco
+from detectron2.evaluation.fast_eval_api import COCOeval_opt
+from detectron2.structures import Boxes, BoxMode, pairwise_iou
+from detectron2.utils.file_io import PathManager
+from detectron2.utils.logger import create_small_table
+
+
+# modified from COCOEvaluator for instance segmetnat
+class InstanceSegEvaluator(COCOEvaluator):
+ """
+ Evaluate AR for object proposals, AP for instance detection/segmentation, AP
+ for keypoint detection outputs using COCO's metrics.
+ See http://cocodataset.org/#detection-eval and
+ http://cocodataset.org/#keypoints-eval to understand its metrics.
+ The metrics range from 0 to 100 (instead of 0 to 1), where a -1 or NaN means
+ the metric cannot be computed (e.g. due to no predictions made).
+
+ In addition to COCO, this evaluator is able to support any bounding box detection,
+ instance segmentation, or keypoint detection dataset.
+ """
+
+ def _eval_predictions(self, predictions, img_ids=None):
+ """
+ Evaluate predictions. Fill self._results with the metrics of the tasks.
+ """
+ self._logger.info("Preparing results for COCO format ...")
+ coco_results = list(itertools.chain(*[x["instances"] for x in predictions]))
+ tasks = self._tasks or self._tasks_from_predictions(coco_results)
+
+ # unmap the category ids for COCO
+ if hasattr(self._metadata, "thing_dataset_id_to_contiguous_id"):
+ dataset_id_to_contiguous_id = self._metadata.thing_dataset_id_to_contiguous_id
+ # all_contiguous_ids = list(dataset_id_to_contiguous_id.values())
+ # num_classes = len(all_contiguous_ids)
+ # assert min(all_contiguous_ids) == 0 and max(all_contiguous_ids) == num_classes - 1
+
+ reverse_id_mapping = {v: k for k, v in dataset_id_to_contiguous_id.items()}
+ for result in coco_results:
+ category_id = result["category_id"]
+ # assert category_id < num_classes, (
+ # f"A prediction has class={category_id}, "
+ # f"but the dataset only has {num_classes} classes and "
+ # f"predicted class id should be in [0, {num_classes - 1}]."
+ # )
+ assert category_id in reverse_id_mapping, (
+ f"A prediction has class={category_id}, "
+ f"but the dataset only has class ids in {dataset_id_to_contiguous_id}."
+ )
+ result["category_id"] = reverse_id_mapping[category_id]
+
+ if self._output_dir:
+ file_path = os.path.join(self._output_dir, "coco_instances_results.json")
+ self._logger.info("Saving results to {}".format(file_path))
+ with PathManager.open(file_path, "w") as f:
+ f.write(json.dumps(coco_results))
+ f.flush()
+
+ if not self._do_evaluation:
+ self._logger.info("Annotations are not available for evaluation.")
+ return
+
+ self._logger.info(
+ "Evaluating predictions with {} COCO API...".format(
+ "unofficial" if self._use_fast_impl else "official"
+ )
+ )
+ for task in sorted(tasks):
+ assert task in {"bbox", "segm", "keypoints"}, f"Got unknown task: {task}!"
+ coco_eval = (
+ _evaluate_predictions_on_coco(
+ self._coco_api,
+ coco_results,
+ task,
+ kpt_oks_sigmas=self._kpt_oks_sigmas,
+ use_fast_impl=self._use_fast_impl,
+ img_ids=img_ids,
+ max_dets_per_image=self._max_dets_per_image,
+ )
+ if len(coco_results) > 0
+ else None # cocoapi does not handle empty results very well
+ )
+
+ res = self._derive_coco_results(
+ coco_eval, task, class_names=self._metadata.get("thing_classes")
+ )
+ self._results[task] = res
diff --git a/oneformer/modeling/.DS_Store b/oneformer/modeling/.DS_Store
new file mode 100644
index 0000000000000000000000000000000000000000..610229b691e3f92eb25e1ee377f4262d01aa758d
Binary files /dev/null and b/oneformer/modeling/.DS_Store differ
diff --git a/oneformer/modeling/__init__.py b/oneformer/modeling/__init__.py
new file mode 100644
index 0000000000000000000000000000000000000000..4e1338369a958062d6ca4a122435b2be6ad27315
--- /dev/null
+++ b/oneformer/modeling/__init__.py
@@ -0,0 +1,5 @@
+from .backbone.swin import D2SwinTransformer
+from .backbone.dinat import D2DiNAT
+from .pixel_decoder.fpn import BasePixelDecoder
+from .pixel_decoder.msdeformattn import MSDeformAttnPixelDecoder
+from .meta_arch.oneformer_head import OneFormerHead
diff --git a/oneformer/modeling/backbone/__init__.py b/oneformer/modeling/backbone/__init__.py
new file mode 100644
index 0000000000000000000000000000000000000000..9020c2df23e2af280b7bb168b996ae9eaf312eb8
--- /dev/null
+++ b/oneformer/modeling/backbone/__init__.py
@@ -0,0 +1 @@
+# Copyright (c) Facebook, Inc. and its affiliates.
diff --git a/oneformer/modeling/backbone/dinat.py b/oneformer/modeling/backbone/dinat.py
new file mode 100644
index 0000000000000000000000000000000000000000..ba0af1073b8390c79ff7cc9e0be5d70677abcd57
--- /dev/null
+++ b/oneformer/modeling/backbone/dinat.py
@@ -0,0 +1,296 @@
+# --------------------------------------------------------
+# Neighborhood Attention Transformer
+# Licensed under The MIT License
+# Written by Ali Hassani
+# --------------------------------------------------------
+
+# Modified by Jitesh Jain
+
+import torch
+import torch.nn as nn
+from timm.models.layers import DropPath
+from detectron2.modeling import BACKBONE_REGISTRY, Backbone, ShapeSpec
+
+from natten import NeighborhoodAttention2D as NeighborhoodAttention
+
+
+class ConvTokenizer(nn.Module):
+ def __init__(self, in_chans=3, embed_dim=96, norm_layer=None):
+ super().__init__()
+ self.proj = nn.Sequential(
+ nn.Conv2d(in_chans, embed_dim // 2, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1)),
+ nn.Conv2d(embed_dim // 2, embed_dim, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1)),
+ )
+ if norm_layer is not None:
+ self.norm = norm_layer(embed_dim)
+ else:
+ self.norm = None
+
+ def forward(self, x):
+ x = self.proj(x).permute(0, 2, 3, 1)
+ if self.norm is not None:
+ x = self.norm(x)
+ return x
+
+
+class ConvDownsampler(nn.Module):
+ def __init__(self, dim, norm_layer=nn.LayerNorm):
+ super().__init__()
+ self.reduction = nn.Conv2d(dim, 2 * dim, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1), bias=False)
+ self.norm = norm_layer(2 * dim)
+
+ def forward(self, x):
+ x = self.reduction(x.permute(0, 3, 1, 2)).permute(0, 2, 3, 1)
+ x = self.norm(x)
+ return x
+
+
+class Mlp(nn.Module):
+ def __init__(self, in_features, hidden_features=None, out_features=None, act_layer=nn.GELU, drop=0.):
+ super().__init__()
+ out_features = out_features or in_features
+ hidden_features = hidden_features or in_features
+ self.fc1 = nn.Linear(in_features, hidden_features)
+ self.act = act_layer()
+ self.fc2 = nn.Linear(hidden_features, out_features)
+ self.drop = nn.Dropout(drop)
+
+ def forward(self, x):
+ x = self.fc1(x)
+ x = self.act(x)
+ x = self.drop(x)
+ x = self.fc2(x)
+ x = self.drop(x)
+ return x
+
+
+class NATLayer(nn.Module):
+ def __init__(self, dim, num_heads, kernel_size=7, dilation=None,
+ mlp_ratio=4., qkv_bias=True, qk_scale=None, drop=0., attn_drop=0., drop_path=0.,
+ act_layer=nn.GELU, norm_layer=nn.LayerNorm, layer_scale=None):
+ super().__init__()
+ self.dim = dim
+ self.num_heads = num_heads
+ self.mlp_ratio = mlp_ratio
+
+ self.norm1 = norm_layer(dim)
+ self.attn = NeighborhoodAttention(
+ dim, kernel_size=kernel_size, dilation=dilation, num_heads=num_heads,
+ qkv_bias=qkv_bias, qk_scale=qk_scale, attn_drop=attn_drop, proj_drop=drop)
+
+ self.drop_path = DropPath(drop_path) if drop_path > 0. else nn.Identity()
+ self.norm2 = norm_layer(dim)
+ self.mlp = Mlp(in_features=dim, hidden_features=int(dim * mlp_ratio), act_layer=act_layer, drop=drop)
+ self.layer_scale = False
+ if layer_scale is not None and type(layer_scale) in [int, float]:
+ self.layer_scale = True
+ self.gamma1 = nn.Parameter(layer_scale * torch.ones(dim), requires_grad=True)
+ self.gamma2 = nn.Parameter(layer_scale * torch.ones(dim), requires_grad=True)
+
+ def forward(self, x):
+ if not self.layer_scale:
+ shortcut = x
+ x = self.norm1(x)
+ x = self.attn(x)
+ x = shortcut + self.drop_path(x)
+ x = x + self.drop_path(self.mlp(self.norm2(x)))
+ return x
+ shortcut = x
+ x = self.norm1(x)
+ x = self.attn(x)
+ x = shortcut + self.drop_path(self.gamma1 * x)
+ x = x + self.drop_path(self.gamma2 * self.mlp(self.norm2(x)))
+ return x
+
+
+
+class NATBlock(nn.Module):
+ def __init__(self, dim, depth, num_heads, kernel_size, dilations=None,
+ downsample=True,
+ mlp_ratio=4., qkv_bias=True, qk_scale=None, drop=0., attn_drop=0.,
+ drop_path=0., norm_layer=nn.LayerNorm, layer_scale=None):
+ super().__init__()
+ self.dim = dim
+ self.depth = depth
+
+ self.blocks = nn.ModuleList([
+ NATLayer(dim=dim,
+ num_heads=num_heads,
+ kernel_size=kernel_size,
+ dilation=None if dilations is None else dilations[i],
+ mlp_ratio=mlp_ratio,
+ qkv_bias=qkv_bias, qk_scale=qk_scale,
+ drop=drop, attn_drop=attn_drop,
+ drop_path=drop_path[i] if isinstance(drop_path, list) else drop_path,
+ norm_layer=norm_layer,
+ layer_scale=layer_scale)
+ for i in range(depth)])
+
+ self.downsample = None if not downsample else ConvDownsampler(dim=dim, norm_layer=norm_layer)
+
+ def forward(self, x):
+ for blk in self.blocks:
+ x = blk(x)
+ if self.downsample is None:
+ return x, x
+ return self.downsample(x), x
+
+
+class DiNAT(nn.Module):
+ def __init__(self,
+ embed_dim,
+ mlp_ratio,
+ depths,
+ num_heads,
+ drop_path_rate=0.2,
+ in_chans=3,
+ kernel_size=7,
+ dilations=None,
+ out_indices=(0, 1, 2, 3),
+ qkv_bias=True,
+ qk_scale=None,
+ drop_rate=0.,
+ attn_drop_rate=0.,
+ norm_layer=nn.LayerNorm,
+ frozen_stages=-1,
+ layer_scale=None,
+ **kwargs):
+ super().__init__()
+ self.num_levels = len(depths)
+ self.embed_dim = embed_dim
+ self.num_features = [int(embed_dim * 2 ** i) for i in range(self.num_levels)]
+ self.mlp_ratio = mlp_ratio
+
+ self.patch_embed = ConvTokenizer(in_chans=in_chans, embed_dim=embed_dim, norm_layer=norm_layer)
+
+ self.pos_drop = nn.Dropout(p=drop_rate)
+
+ dpr = [x.item() for x in torch.linspace(0, drop_path_rate, sum(depths))]
+ self.levels = nn.ModuleList()
+ for i in range(self.num_levels):
+ level = NATBlock(dim=int(embed_dim * 2 ** i),
+ depth=depths[i],
+ num_heads=num_heads[i],
+ kernel_size=kernel_size,
+ dilations=None if dilations is None else dilations[i],
+ mlp_ratio=self.mlp_ratio,
+ qkv_bias=qkv_bias, qk_scale=qk_scale,
+ drop=drop_rate, attn_drop=attn_drop_rate,
+ drop_path=dpr[sum(depths[:i]):sum(depths[:i + 1])],
+ norm_layer=norm_layer,
+ downsample=(i < self.num_levels - 1),
+ layer_scale=layer_scale)
+ self.levels.append(level)
+
+ # add a norm layer for each output
+ self.out_indices = out_indices
+ for i_layer in self.out_indices:
+ layer = norm_layer(self.num_features[i_layer])
+ layer_name = f'norm{i_layer}'
+ self.add_module(layer_name, layer)
+
+ self.frozen_stages = frozen_stages
+
+ def _freeze_stages(self):
+ if self.frozen_stages >= 0:
+ self.patch_embed.eval()
+ for param in self.patch_embed.parameters():
+ param.requires_grad = False
+
+ if self.frozen_stages >= 2:
+ for i in range(0, self.frozen_stages - 1):
+ m = self.network[i]
+ m.eval()
+ for param in m.parameters():
+ param.requires_grad = False
+
+ def train(self, mode=True):
+ super(DiNAT, self).train(mode)
+ self._freeze_stages()
+
+ def forward_embeddings(self, x):
+ x = self.patch_embed(x)
+ return x
+
+ def forward_tokens(self, x):
+ outs = {}
+ for idx, level in enumerate(self.levels):
+ x, xo = level(x)
+ if idx in self.out_indices:
+ norm_layer = getattr(self, f'norm{idx}')
+ x_out = norm_layer(xo)
+ outs["res{}".format(idx + 2)] = x_out.permute(0, 3, 1, 2).contiguous()
+ return outs
+
+ def forward(self, x):
+ x = self.forward_embeddings(x)
+ return self.forward_tokens(x)
+
+
+@BACKBONE_REGISTRY.register()
+class D2DiNAT(DiNAT, Backbone):
+ def __init__(self, cfg, input_shape):
+
+ embed_dim = cfg.MODEL.DiNAT.EMBED_DIM
+ mlp_ratio = cfg.MODEL.DiNAT.MLP_RATIO
+ depths = cfg.MODEL.DiNAT.DEPTHS
+ num_heads = cfg.MODEL.DiNAT.NUM_HEADS
+ drop_path_rate = cfg.MODEL.DiNAT.DROP_PATH_RATE
+ kernel_size = cfg.MODEL.DiNAT.KERNEL_SIZE
+ out_indices = cfg.MODEL.DiNAT.OUT_INDICES
+ dilations = cfg.MODEL.DiNAT.DILATIONS
+
+ super().__init__(
+ embed_dim=embed_dim,
+ mlp_ratio=mlp_ratio,
+ depths=depths,
+ num_heads=num_heads,
+ drop_path_rate=drop_path_rate,
+ kernel_size=kernel_size,
+ out_indices=out_indices,
+ dilations=dilations,
+ )
+
+ self._out_features = cfg.MODEL.DiNAT.OUT_FEATURES
+
+ self._out_feature_strides = {
+ "res2": 4,
+ "res3": 8,
+ "res4": 16,
+ "res5": 32,
+ }
+ self._out_feature_channels = {
+ "res2": self.num_features[0],
+ "res3": self.num_features[1],
+ "res4": self.num_features[2],
+ "res5": self.num_features[3],
+ }
+
+ def forward(self, x):
+ """
+ Args:
+ x: Tensor of shape (N,C,H,W). H, W must be a multiple of ``self.size_divisibility``.
+ Returns:
+ dict[str->Tensor]: names and the corresponding features
+ """
+ assert (
+ x.dim() == 4
+ ), f"DiNAT takes an input of shape (N, C, H, W). Got {x.shape} instead!"
+ outputs = {}
+ y = super().forward(x)
+ for k in y.keys():
+ if k in self._out_features:
+ outputs[k] = y[k]
+ return outputs
+
+ def output_shape(self):
+ return {
+ name: ShapeSpec(
+ channels=self._out_feature_channels[name], stride=self._out_feature_strides[name]
+ )
+ for name in self._out_features
+ }
+
+ @property
+ def size_divisibility(self):
+ return 32
diff --git a/oneformer/modeling/backbone/swin.py b/oneformer/modeling/backbone/swin.py
new file mode 100644
index 0000000000000000000000000000000000000000..1ae976ecee8707a97cc90e67a6aec6d2dc7e3426
--- /dev/null
+++ b/oneformer/modeling/backbone/swin.py
@@ -0,0 +1,771 @@
+# --------------------------------------------------------
+# Swin Transformer
+# Copyright (c) 2021 Microsoft
+# Licensed under The MIT License [see LICENSE for details]
+# Written by Ze Liu, Yutong Lin, Yixuan Wei
+# --------------------------------------------------------
+
+# ------------------------------------------------------------------------------
+# Reference: https://github.com/facebookresearch/Mask2Former
+# ------------------------------------------------------------------------------
+
+import numpy as np
+import torch
+import torch.nn as nn
+import torch.nn.functional as F
+import torch.utils.checkpoint as checkpoint
+from timm.models.layers import DropPath, to_2tuple, trunc_normal_
+
+from detectron2.modeling import BACKBONE_REGISTRY, Backbone, ShapeSpec
+
+
+class Mlp(nn.Module):
+ """Multilayer perceptron."""
+
+ def __init__(
+ self, in_features, hidden_features=None, out_features=None, act_layer=nn.GELU, drop=0.0
+ ):
+ super().__init__()
+ out_features = out_features or in_features
+ hidden_features = hidden_features or in_features
+ self.fc1 = nn.Linear(in_features, hidden_features)
+ self.act = act_layer()
+ self.fc2 = nn.Linear(hidden_features, out_features)
+ self.drop = nn.Dropout(drop)
+
+ def forward(self, x):
+ x = self.fc1(x)
+ x = self.act(x)
+ x = self.drop(x)
+ x = self.fc2(x)
+ x = self.drop(x)
+ return x
+
+
+def window_partition(x, window_size):
+ """
+ Args:
+ x: (B, H, W, C)
+ window_size (int): window size
+ Returns:
+ windows: (num_windows*B, window_size, window_size, C)
+ """
+ B, H, W, C = x.shape
+ x = x.view(B, H // window_size, window_size, W // window_size, window_size, C)
+ windows = x.permute(0, 1, 3, 2, 4, 5).contiguous().view(-1, window_size, window_size, C)
+ return windows
+
+
+def window_reverse(windows, window_size, H, W):
+ """
+ Args:
+ windows: (num_windows*B, window_size, window_size, C)
+ window_size (int): Window size
+ H (int): Height of image
+ W (int): Width of image
+ Returns:
+ x: (B, H, W, C)
+ """
+ B = int(windows.shape[0] / (H * W / window_size / window_size))
+ x = windows.view(B, H // window_size, W // window_size, window_size, window_size, -1)
+ x = x.permute(0, 1, 3, 2, 4, 5).contiguous().view(B, H, W, -1)
+ return x
+
+
+class WindowAttention(nn.Module):
+ """Window based multi-head self attention (W-MSA) module with relative position bias.
+ It supports both of shifted and non-shifted window.
+ Args:
+ dim (int): Number of input channels.
+ window_size (tuple[int]): The height and width of the window.
+ num_heads (int): Number of attention heads.
+ qkv_bias (bool, optional): If True, add a learnable bias to query, key, value. Default: True
+ qk_scale (float | None, optional): Override default qk scale of head_dim ** -0.5 if set
+ attn_drop (float, optional): Dropout ratio of attention weight. Default: 0.0
+ proj_drop (float, optional): Dropout ratio of output. Default: 0.0
+ """
+
+ def __init__(
+ self,
+ dim,
+ window_size,
+ num_heads,
+ qkv_bias=True,
+ qk_scale=None,
+ attn_drop=0.0,
+ proj_drop=0.0,
+ ):
+
+ super().__init__()
+ self.dim = dim
+ self.window_size = window_size # Wh, Ww
+ self.num_heads = num_heads
+ head_dim = dim // num_heads
+ self.scale = qk_scale or head_dim ** -0.5
+
+ # define a parameter table of relative position bias
+ self.relative_position_bias_table = nn.Parameter(
+ torch.zeros((2 * window_size[0] - 1) * (2 * window_size[1] - 1), num_heads)
+ ) # 2*Wh-1 * 2*Ww-1, nH
+
+ # get pair-wise relative position index for each token inside the window
+ coords_h = torch.arange(self.window_size[0])
+ coords_w = torch.arange(self.window_size[1])
+ coords = torch.stack(torch.meshgrid([coords_h, coords_w])) # 2, Wh, Ww
+ coords_flatten = torch.flatten(coords, 1) # 2, Wh*Ww
+ relative_coords = coords_flatten[:, :, None] - coords_flatten[:, None, :] # 2, Wh*Ww, Wh*Ww
+ relative_coords = relative_coords.permute(1, 2, 0).contiguous() # Wh*Ww, Wh*Ww, 2
+ relative_coords[:, :, 0] += self.window_size[0] - 1 # shift to start from 0
+ relative_coords[:, :, 1] += self.window_size[1] - 1
+ relative_coords[:, :, 0] *= 2 * self.window_size[1] - 1
+ relative_position_index = relative_coords.sum(-1) # Wh*Ww, Wh*Ww
+ self.register_buffer("relative_position_index", relative_position_index)
+
+ self.qkv = nn.Linear(dim, dim * 3, bias=qkv_bias)
+ self.attn_drop = nn.Dropout(attn_drop)
+ self.proj = nn.Linear(dim, dim)
+ self.proj_drop = nn.Dropout(proj_drop)
+
+ trunc_normal_(self.relative_position_bias_table, std=0.02)
+ self.softmax = nn.Softmax(dim=-1)
+
+ def forward(self, x, mask=None):
+ """Forward function.
+ Args:
+ x: input features with shape of (num_windows*B, N, C)
+ mask: (0/-inf) mask with shape of (num_windows, Wh*Ww, Wh*Ww) or None
+ """
+ B_, N, C = x.shape
+ qkv = (
+ self.qkv(x)
+ .reshape(B_, N, 3, self.num_heads, C // self.num_heads)
+ .permute(2, 0, 3, 1, 4)
+ )
+ q, k, v = qkv[0], qkv[1], qkv[2] # make torchscript happy (cannot use tensor as tuple)
+
+ q = q * self.scale
+ attn = q @ k.transpose(-2, -1)
+
+ relative_position_bias = self.relative_position_bias_table[
+ self.relative_position_index.view(-1)
+ ].view(
+ self.window_size[0] * self.window_size[1], self.window_size[0] * self.window_size[1], -1
+ ) # Wh*Ww,Wh*Ww,nH
+ relative_position_bias = relative_position_bias.permute(
+ 2, 0, 1
+ ).contiguous() # nH, Wh*Ww, Wh*Ww
+ attn = attn + relative_position_bias.unsqueeze(0)
+
+ if mask is not None:
+ nW = mask.shape[0]
+ attn = attn.view(B_ // nW, nW, self.num_heads, N, N) + mask.unsqueeze(1).unsqueeze(0)
+ attn = attn.view(-1, self.num_heads, N, N)
+ attn = self.softmax(attn)
+ else:
+ attn = self.softmax(attn)
+
+ attn = self.attn_drop(attn)
+
+ x = (attn @ v).transpose(1, 2).reshape(B_, N, C)
+ x = self.proj(x)
+ x = self.proj_drop(x)
+ return x
+
+
+class SwinTransformerBlock(nn.Module):
+ """Swin Transformer Block.
+ Args:
+ dim (int): Number of input channels.
+ num_heads (int): Number of attention heads.
+ window_size (int): Window size.
+ shift_size (int): Shift size for SW-MSA.
+ mlp_ratio (float): Ratio of mlp hidden dim to embedding dim.
+ qkv_bias (bool, optional): If True, add a learnable bias to query, key, value. Default: True
+ qk_scale (float | None, optional): Override default qk scale of head_dim ** -0.5 if set.
+ drop (float, optional): Dropout rate. Default: 0.0
+ attn_drop (float, optional): Attention dropout rate. Default: 0.0
+ drop_path (float, optional): Stochastic depth rate. Default: 0.0
+ act_layer (nn.Module, optional): Activation layer. Default: nn.GELU
+ norm_layer (nn.Module, optional): Normalization layer. Default: nn.LayerNorm
+ """
+
+ def __init__(
+ self,
+ dim,
+ num_heads,
+ window_size=7,
+ shift_size=0,
+ mlp_ratio=4.0,
+ qkv_bias=True,
+ qk_scale=None,
+ drop=0.0,
+ attn_drop=0.0,
+ drop_path=0.0,
+ act_layer=nn.GELU,
+ norm_layer=nn.LayerNorm,
+ ):
+ super().__init__()
+ self.dim = dim
+ self.num_heads = num_heads
+ self.window_size = window_size
+ self.shift_size = shift_size
+ self.mlp_ratio = mlp_ratio
+ assert 0 <= self.shift_size < self.window_size, "shift_size must in 0-window_size"
+
+ self.norm1 = norm_layer(dim)
+ self.attn = WindowAttention(
+ dim,
+ window_size=to_2tuple(self.window_size),
+ num_heads=num_heads,
+ qkv_bias=qkv_bias,
+ qk_scale=qk_scale,
+ attn_drop=attn_drop,
+ proj_drop=drop,
+ )
+
+ self.drop_path = DropPath(drop_path) if drop_path > 0.0 else nn.Identity()
+ self.norm2 = norm_layer(dim)
+ mlp_hidden_dim = int(dim * mlp_ratio)
+ self.mlp = Mlp(
+ in_features=dim, hidden_features=mlp_hidden_dim, act_layer=act_layer, drop=drop
+ )
+
+ self.H = None
+ self.W = None
+
+ def forward(self, x, mask_matrix):
+ """Forward function.
+ Args:
+ x: Input feature, tensor size (B, H*W, C).
+ H, W: Spatial resolution of the input feature.
+ mask_matrix: Attention mask for cyclic shift.
+ """
+ B, L, C = x.shape
+ H, W = self.H, self.W
+ assert L == H * W, "input feature has wrong size"
+
+ shortcut = x
+ x = self.norm1(x)
+ x = x.view(B, H, W, C)
+
+ # pad feature maps to multiples of window size
+ pad_l = pad_t = 0
+ pad_r = (self.window_size - W % self.window_size) % self.window_size
+ pad_b = (self.window_size - H % self.window_size) % self.window_size
+ x = F.pad(x, (0, 0, pad_l, pad_r, pad_t, pad_b))
+ _, Hp, Wp, _ = x.shape
+
+ # cyclic shift
+ if self.shift_size > 0:
+ shifted_x = torch.roll(x, shifts=(-self.shift_size, -self.shift_size), dims=(1, 2))
+ attn_mask = mask_matrix
+ else:
+ shifted_x = x
+ attn_mask = None
+
+ # partition windows
+ x_windows = window_partition(
+ shifted_x, self.window_size
+ ) # nW*B, window_size, window_size, C
+ x_windows = x_windows.view(
+ -1, self.window_size * self.window_size, C
+ ) # nW*B, window_size*window_size, C
+
+ # W-MSA/SW-MSA
+ attn_windows = self.attn(x_windows, mask=attn_mask) # nW*B, window_size*window_size, C
+
+ # merge windows
+ attn_windows = attn_windows.view(-1, self.window_size, self.window_size, C)
+ shifted_x = window_reverse(attn_windows, self.window_size, Hp, Wp) # B H' W' C
+
+ # reverse cyclic shift
+ if self.shift_size > 0:
+ x = torch.roll(shifted_x, shifts=(self.shift_size, self.shift_size), dims=(1, 2))
+ else:
+ x = shifted_x
+
+ if pad_r > 0 or pad_b > 0:
+ x = x[:, :H, :W, :].contiguous()
+
+ x = x.view(B, H * W, C)
+
+ # FFN
+ x = shortcut + self.drop_path(x)
+ x = x + self.drop_path(self.mlp(self.norm2(x)))
+
+ return x
+
+
+class PatchMerging(nn.Module):
+ """Patch Merging Layer
+ Args:
+ dim (int): Number of input channels.
+ norm_layer (nn.Module, optional): Normalization layer. Default: nn.LayerNorm
+ """
+
+ def __init__(self, dim, norm_layer=nn.LayerNorm):
+ super().__init__()
+ self.dim = dim
+ self.reduction = nn.Linear(4 * dim, 2 * dim, bias=False)
+ self.norm = norm_layer(4 * dim)
+
+ def forward(self, x, H, W):
+ """Forward function.
+ Args:
+ x: Input feature, tensor size (B, H*W, C).
+ H, W: Spatial resolution of the input feature.
+ """
+ B, L, C = x.shape
+ assert L == H * W, "input feature has wrong size"
+
+ x = x.view(B, H, W, C)
+
+ # padding
+ pad_input = (H % 2 == 1) or (W % 2 == 1)
+ if pad_input:
+ x = F.pad(x, (0, 0, 0, W % 2, 0, H % 2))
+
+ x0 = x[:, 0::2, 0::2, :] # B H/2 W/2 C
+ x1 = x[:, 1::2, 0::2, :] # B H/2 W/2 C
+ x2 = x[:, 0::2, 1::2, :] # B H/2 W/2 C
+ x3 = x[:, 1::2, 1::2, :] # B H/2 W/2 C
+ x = torch.cat([x0, x1, x2, x3], -1) # B H/2 W/2 4*C
+ x = x.view(B, -1, 4 * C) # B H/2*W/2 4*C
+
+ x = self.norm(x)
+ x = self.reduction(x)
+
+ return x
+
+
+class BasicLayer(nn.Module):
+ """A basic Swin Transformer layer for one stage.
+ Args:
+ dim (int): Number of feature channels
+ depth (int): Depths of this stage.
+ num_heads (int): Number of attention head.
+ window_size (int): Local window size. Default: 7.
+ mlp_ratio (float): Ratio of mlp hidden dim to embedding dim. Default: 4.
+ qkv_bias (bool, optional): If True, add a learnable bias to query, key, value. Default: True
+ qk_scale (float | None, optional): Override default qk scale of head_dim ** -0.5 if set.
+ drop (float, optional): Dropout rate. Default: 0.0
+ attn_drop (float, optional): Attention dropout rate. Default: 0.0
+ drop_path (float | tuple[float], optional): Stochastic depth rate. Default: 0.0
+ norm_layer (nn.Module, optional): Normalization layer. Default: nn.LayerNorm
+ downsample (nn.Module | None, optional): Downsample layer at the end of the layer. Default: None
+ use_checkpoint (bool): Whether to use checkpointing to save memory. Default: False.
+ """
+
+ def __init__(
+ self,
+ dim,
+ depth,
+ num_heads,
+ window_size=7,
+ mlp_ratio=4.0,
+ qkv_bias=True,
+ qk_scale=None,
+ drop=0.0,
+ attn_drop=0.0,
+ drop_path=0.0,
+ norm_layer=nn.LayerNorm,
+ downsample=None,
+ use_checkpoint=False,
+ ):
+ super().__init__()
+ self.window_size = window_size
+ self.shift_size = window_size // 2
+ self.depth = depth
+ self.use_checkpoint = use_checkpoint
+
+ # build blocks
+ self.blocks = nn.ModuleList(
+ [
+ SwinTransformerBlock(
+ dim=dim,
+ num_heads=num_heads,
+ window_size=window_size,
+ shift_size=0 if (i % 2 == 0) else window_size // 2,
+ mlp_ratio=mlp_ratio,
+ qkv_bias=qkv_bias,
+ qk_scale=qk_scale,
+ drop=drop,
+ attn_drop=attn_drop,
+ drop_path=drop_path[i] if isinstance(drop_path, list) else drop_path,
+ norm_layer=norm_layer,
+ )
+ for i in range(depth)
+ ]
+ )
+
+ # patch merging layer
+ if downsample is not None:
+ self.downsample = downsample(dim=dim, norm_layer=norm_layer)
+ else:
+ self.downsample = None
+
+ def forward(self, x, H, W):
+ """Forward function.
+ Args:
+ x: Input feature, tensor size (B, H*W, C).
+ H, W: Spatial resolution of the input feature.
+ """
+
+ # calculate attention mask for SW-MSA
+ Hp = int(np.ceil(H / self.window_size)) * self.window_size
+ Wp = int(np.ceil(W / self.window_size)) * self.window_size
+ img_mask = torch.zeros((1, Hp, Wp, 1), device=x.device) # 1 Hp Wp 1
+ h_slices = (
+ slice(0, -self.window_size),
+ slice(-self.window_size, -self.shift_size),
+ slice(-self.shift_size, None),
+ )
+ w_slices = (
+ slice(0, -self.window_size),
+ slice(-self.window_size, -self.shift_size),
+ slice(-self.shift_size, None),
+ )
+ cnt = 0
+ for h in h_slices:
+ for w in w_slices:
+ img_mask[:, h, w, :] = cnt
+ cnt += 1
+
+ mask_windows = window_partition(
+ img_mask, self.window_size
+ ) # nW, window_size, window_size, 1
+ mask_windows = mask_windows.view(-1, self.window_size * self.window_size)
+ attn_mask = mask_windows.unsqueeze(1) - mask_windows.unsqueeze(2)
+ attn_mask = attn_mask.masked_fill(attn_mask != 0, float(-100.0)).masked_fill(
+ attn_mask == 0, float(0.0)
+ )
+
+ for blk in self.blocks:
+ blk.H, blk.W = H, W
+ if self.use_checkpoint:
+ x = checkpoint.checkpoint(blk, x, attn_mask)
+ else:
+ x = blk(x, attn_mask)
+ if self.downsample is not None:
+ x_down = self.downsample(x, H, W)
+ Wh, Ww = (H + 1) // 2, (W + 1) // 2
+ return x, H, W, x_down, Wh, Ww
+ else:
+ return x, H, W, x, H, W
+
+
+class PatchEmbed(nn.Module):
+ """Image to Patch Embedding
+ Args:
+ patch_size (int): Patch token size. Default: 4.
+ in_chans (int): Number of input image channels. Default: 3.
+ embed_dim (int): Number of linear projection output channels. Default: 96.
+ norm_layer (nn.Module, optional): Normalization layer. Default: None
+ """
+
+ def __init__(self, patch_size=4, in_chans=3, embed_dim=96, norm_layer=None):
+ super().__init__()
+ patch_size = to_2tuple(patch_size)
+ self.patch_size = patch_size
+
+ self.in_chans = in_chans
+ self.embed_dim = embed_dim
+
+ self.proj = nn.Conv2d(in_chans, embed_dim, kernel_size=patch_size, stride=patch_size)
+ if norm_layer is not None:
+ self.norm = norm_layer(embed_dim)
+ else:
+ self.norm = None
+
+ def forward(self, x):
+ """Forward function."""
+ # padding
+ _, _, H, W = x.size()
+ if W % self.patch_size[1] != 0:
+ x = F.pad(x, (0, self.patch_size[1] - W % self.patch_size[1]))
+ if H % self.patch_size[0] != 0:
+ x = F.pad(x, (0, 0, 0, self.patch_size[0] - H % self.patch_size[0]))
+
+ x = self.proj(x) # B C Wh Ww
+ if self.norm is not None:
+ Wh, Ww = x.size(2), x.size(3)
+ x = x.flatten(2).transpose(1, 2)
+ x = self.norm(x)
+ x = x.transpose(1, 2).view(-1, self.embed_dim, Wh, Ww)
+
+ return x
+
+
+class SwinTransformer(nn.Module):
+ """Swin Transformer backbone.
+ A PyTorch impl of : `Swin Transformer: Hierarchical Vision Transformer using Shifted Windows` -
+ https://arxiv.org/pdf/2103.14030
+ Args:
+ pretrain_img_size (int): Input image size for training the pretrained model,
+ used in absolute postion embedding. Default 224.
+ patch_size (int | tuple(int)): Patch size. Default: 4.
+ in_chans (int): Number of input image channels. Default: 3.
+ embed_dim (int): Number of linear projection output channels. Default: 96.
+ depths (tuple[int]): Depths of each Swin Transformer stage.
+ num_heads (tuple[int]): Number of attention head of each stage.
+ window_size (int): Window size. Default: 7.
+ mlp_ratio (float): Ratio of mlp hidden dim to embedding dim. Default: 4.
+ qkv_bias (bool): If True, add a learnable bias to query, key, value. Default: True
+ qk_scale (float): Override default qk scale of head_dim ** -0.5 if set.
+ drop_rate (float): Dropout rate.
+ attn_drop_rate (float): Attention dropout rate. Default: 0.
+ drop_path_rate (float): Stochastic depth rate. Default: 0.2.
+ norm_layer (nn.Module): Normalization layer. Default: nn.LayerNorm.
+ ape (bool): If True, add absolute position embedding to the patch embedding. Default: False.
+ patch_norm (bool): If True, add normalization after patch embedding. Default: True.
+ out_indices (Sequence[int]): Output from which stages.
+ frozen_stages (int): Stages to be frozen (stop grad and set eval mode).
+ -1 means not freezing any parameters.
+ use_checkpoint (bool): Whether to use checkpointing to save memory. Default: False.
+ """
+
+ def __init__(
+ self,
+ pretrain_img_size=224,
+ patch_size=4,
+ in_chans=3,
+ embed_dim=96,
+ depths=[2, 2, 6, 2],
+ num_heads=[3, 6, 12, 24],
+ window_size=7,
+ mlp_ratio=4.0,
+ qkv_bias=True,
+ qk_scale=None,
+ drop_rate=0.0,
+ attn_drop_rate=0.0,
+ drop_path_rate=0.2,
+ norm_layer=nn.LayerNorm,
+ ape=False,
+ patch_norm=True,
+ out_indices=(0, 1, 2, 3),
+ frozen_stages=-1,
+ use_checkpoint=False,
+ ):
+ super().__init__()
+
+ self.pretrain_img_size = pretrain_img_size
+ self.num_layers = len(depths)
+ self.embed_dim = embed_dim
+ self.ape = ape
+ self.patch_norm = patch_norm
+ self.out_indices = out_indices
+ self.frozen_stages = frozen_stages
+
+ # split image into non-overlapping patches
+ self.patch_embed = PatchEmbed(
+ patch_size=patch_size,
+ in_chans=in_chans,
+ embed_dim=embed_dim,
+ norm_layer=norm_layer if self.patch_norm else None,
+ )
+
+ # absolute position embedding
+ if self.ape:
+ pretrain_img_size = to_2tuple(pretrain_img_size)
+ patch_size = to_2tuple(patch_size)
+ patches_resolution = [
+ pretrain_img_size[0] // patch_size[0],
+ pretrain_img_size[1] // patch_size[1],
+ ]
+
+ self.absolute_pos_embed = nn.Parameter(
+ torch.zeros(1, embed_dim, patches_resolution[0], patches_resolution[1])
+ )
+ trunc_normal_(self.absolute_pos_embed, std=0.02)
+
+ self.pos_drop = nn.Dropout(p=drop_rate)
+
+ # stochastic depth
+ dpr = [
+ x.item() for x in torch.linspace(0, drop_path_rate, sum(depths))
+ ] # stochastic depth decay rule
+
+ # build layers
+ self.layers = nn.ModuleList()
+ for i_layer in range(self.num_layers):
+ layer = BasicLayer(
+ dim=int(embed_dim * 2 ** i_layer),
+ depth=depths[i_layer],
+ num_heads=num_heads[i_layer],
+ window_size=window_size,
+ mlp_ratio=mlp_ratio,
+ qkv_bias=qkv_bias,
+ qk_scale=qk_scale,
+ drop=drop_rate,
+ attn_drop=attn_drop_rate,
+ drop_path=dpr[sum(depths[:i_layer]) : sum(depths[: i_layer + 1])],
+ norm_layer=norm_layer,
+ downsample=PatchMerging if (i_layer < self.num_layers - 1) else None,
+ use_checkpoint=use_checkpoint,
+ )
+ self.layers.append(layer)
+
+ num_features = [int(embed_dim * 2 ** i) for i in range(self.num_layers)]
+ self.num_features = num_features
+
+ # add a norm layer for each output
+ for i_layer in out_indices:
+ layer = norm_layer(num_features[i_layer])
+ layer_name = f"norm{i_layer}"
+ self.add_module(layer_name, layer)
+
+ self._freeze_stages()
+
+ def _freeze_stages(self):
+ if self.frozen_stages >= 0:
+ self.patch_embed.eval()
+ for param in self.patch_embed.parameters():
+ param.requires_grad = False
+
+ if self.frozen_stages >= 1 and self.ape:
+ self.absolute_pos_embed.requires_grad = False
+
+ if self.frozen_stages >= 2:
+ self.pos_drop.eval()
+ for i in range(0, self.frozen_stages - 1):
+ m = self.layers[i]
+ m.eval()
+ for param in m.parameters():
+ param.requires_grad = False
+
+ def init_weights(self, pretrained=None):
+ """Initialize the weights in backbone.
+ Args:
+ pretrained (str, optional): Path to pre-trained weights.
+ Defaults to None.
+ """
+
+ def _init_weights(m):
+ if isinstance(m, nn.Linear):
+ trunc_normal_(m.weight, std=0.02)
+ if isinstance(m, nn.Linear) and m.bias is not None:
+ nn.init.constant_(m.bias, 0)
+ elif isinstance(m, nn.LayerNorm):
+ nn.init.constant_(m.bias, 0)
+ nn.init.constant_(m.weight, 1.0)
+
+ def forward(self, x):
+ """Forward function."""
+ x = self.patch_embed(x)
+
+ Wh, Ww = x.size(2), x.size(3)
+ if self.ape:
+ # interpolate the position embedding to the corresponding size
+ absolute_pos_embed = F.interpolate(
+ self.absolute_pos_embed, size=(Wh, Ww), mode="bicubic"
+ )
+ x = (x + absolute_pos_embed).flatten(2).transpose(1, 2) # B Wh*Ww C
+ else:
+ x = x.flatten(2).transpose(1, 2)
+ x = self.pos_drop(x)
+
+ outs = {}
+ for i in range(self.num_layers):
+ layer = self.layers[i]
+ x_out, H, W, x, Wh, Ww = layer(x, Wh, Ww)
+
+ if i in self.out_indices:
+ norm_layer = getattr(self, f"norm{i}")
+ x_out = norm_layer(x_out)
+
+ out = x_out.view(-1, H, W, self.num_features[i]).permute(0, 3, 1, 2).contiguous()
+ outs["res{}".format(i + 2)] = out
+
+ return outs
+
+ def train(self, mode=True):
+ """Convert the model into training mode while keep layers freezed."""
+ super(SwinTransformer, self).train(mode)
+ self._freeze_stages()
+
+
+@BACKBONE_REGISTRY.register()
+class D2SwinTransformer(SwinTransformer, Backbone):
+ def __init__(self, cfg, input_shape):
+
+ pretrain_img_size = cfg.MODEL.SWIN.PRETRAIN_IMG_SIZE
+ patch_size = cfg.MODEL.SWIN.PATCH_SIZE
+ in_chans = 3
+ embed_dim = cfg.MODEL.SWIN.EMBED_DIM
+ depths = cfg.MODEL.SWIN.DEPTHS
+ num_heads = cfg.MODEL.SWIN.NUM_HEADS
+ window_size = cfg.MODEL.SWIN.WINDOW_SIZE
+ mlp_ratio = cfg.MODEL.SWIN.MLP_RATIO
+ qkv_bias = cfg.MODEL.SWIN.QKV_BIAS
+ qk_scale = cfg.MODEL.SWIN.QK_SCALE
+ drop_rate = cfg.MODEL.SWIN.DROP_RATE
+ attn_drop_rate = cfg.MODEL.SWIN.ATTN_DROP_RATE
+ drop_path_rate = cfg.MODEL.SWIN.DROP_PATH_RATE
+ norm_layer = nn.LayerNorm
+ ape = cfg.MODEL.SWIN.APE
+ patch_norm = cfg.MODEL.SWIN.PATCH_NORM
+ use_checkpoint = cfg.MODEL.SWIN.USE_CHECKPOINT
+
+ super().__init__(
+ pretrain_img_size,
+ patch_size,
+ in_chans,
+ embed_dim,
+ depths,
+ num_heads,
+ window_size,
+ mlp_ratio,
+ qkv_bias,
+ qk_scale,
+ drop_rate,
+ attn_drop_rate,
+ drop_path_rate,
+ norm_layer,
+ ape,
+ patch_norm,
+ use_checkpoint=use_checkpoint,
+ )
+
+ self._out_features = cfg.MODEL.SWIN.OUT_FEATURES
+
+ self._out_feature_strides = {
+ "res2": 4,
+ "res3": 8,
+ "res4": 16,
+ "res5": 32,
+ }
+ self._out_feature_channels = {
+ "res2": self.num_features[0],
+ "res3": self.num_features[1],
+ "res4": self.num_features[2],
+ "res5": self.num_features[3],
+ }
+
+ def forward(self, x):
+ """
+ Args:
+ x: Tensor of shape (N,C,H,W). H, W must be a multiple of ``self.size_divisibility``.
+ Returns:
+ dict[str->Tensor]: names and the corresponding features
+ """
+ assert (
+ x.dim() == 4
+ ), f"SwinTransformer takes an input of shape (N, C, H, W). Got {x.shape} instead!"
+ outputs = {}
+ y = super().forward(x)
+ for k in y.keys():
+ if k in self._out_features:
+ outputs[k] = y[k]
+ return outputs
+
+ def output_shape(self):
+ return {
+ name: ShapeSpec(
+ channels=self._out_feature_channels[name], stride=self._out_feature_strides[name]
+ )
+ for name in self._out_features
+ }
+
+ @property
+ def size_divisibility(self):
+ return 32
diff --git a/oneformer/modeling/criterion.py b/oneformer/modeling/criterion.py
new file mode 100644
index 0000000000000000000000000000000000000000..dc78a93b0eae96f90772e6c1746f4d29849c321c
--- /dev/null
+++ b/oneformer/modeling/criterion.py
@@ -0,0 +1,323 @@
+# ------------------------------------------------------------------------------
+# Reference: https://github.com/facebookresearch/Mask2Former/blob/main/mask2former/modeling/criterion.py
+# Modified by Jitesh Jain (https://github.com/praeclarumjj3)
+# ------------------------------------------------------------------------------
+
+"""
+OneFormer criterion.
+"""
+import logging
+
+import torch
+import torch.nn.functional as F
+from torch import nn
+
+from detectron2.utils.comm import get_world_size
+from detectron2.projects.point_rend.point_features import (
+ get_uncertain_point_coords_with_randomness,
+ point_sample,
+)
+
+from ..utils.misc import is_dist_avail_and_initialized, nested_tensor_from_tensor_list
+from ..utils import box_ops
+import torch.distributed as dist
+import diffdist.functional as diff_dist
+import numpy as np
+
+def dist_collect(x):
+ """ collect all tensor from all GPUs
+ args:
+ x: shape (mini_batch, ...)
+ returns:
+ shape (mini_batch * num_gpu, ...)
+ """
+ x = x.contiguous()
+ out_list = [torch.zeros_like(x, device=x.device, dtype=x.dtype).contiguous() for _ in range(dist.get_world_size())]
+ out_list = diff_dist.all_gather(out_list, x)
+ return torch.cat(out_list, dim=0).contiguous()
+
+def dice_loss(
+ inputs: torch.Tensor,
+ targets: torch.Tensor,
+ num_masks: float,
+ ):
+ """
+ Compute the DICE loss, similar to generalized IOU for masks
+ Args:
+ inputs: A float tensor of arbitrary shape.
+ The predictions for each example.
+ targets: A float tensor with the same shape as inputs. Stores the binary
+ classification label for each element in inputs
+ (0 for the negative class and 1 for the positive class).
+ """
+ inputs = inputs.sigmoid()
+ inputs = inputs.flatten(1)
+ numerator = 2 * (inputs * targets).sum(-1)
+ denominator = inputs.sum(-1) + targets.sum(-1)
+ loss = 1 - (numerator + 1) / (denominator + 1)
+ return loss.sum() / num_masks
+
+
+dice_loss_jit = torch.jit.script(
+ dice_loss
+) # type: torch.jit.ScriptModule
+
+
+def sigmoid_ce_loss(
+ inputs: torch.Tensor,
+ targets: torch.Tensor,
+ num_masks: float,
+ ):
+ """
+ Args:
+ inputs: A float tensor of arbitrary shape.
+ The predictions for each example.
+ targets: A float tensor with the same shape as inputs. Stores the binary
+ classification label for each element in inputs
+ (0 for the negative class and 1 for the positive class).
+ Returns:
+ Loss tensor
+ """
+ loss = F.binary_cross_entropy_with_logits(inputs, targets, reduction="none")
+ loss = loss.mean(1)
+ return loss.sum() / num_masks
+
+
+sigmoid_ce_loss_jit = torch.jit.script(
+ sigmoid_ce_loss
+) # type: torch.jit.ScriptModule
+
+
+def calculate_uncertainty(logits):
+ """
+ We estimate uncerainty as L1 distance between 0.0 and the logit prediction in 'logits' for the
+ foreground class in `classes`.
+ Args:
+ logits (Tensor): A tensor of shape (R, 1, ...) for class-specific or
+ class-agnostic, where R is the total number of predicted masks in all images and C is
+ the number of foreground classes. The values are logits.
+ Returns:
+ scores (Tensor): A tensor of shape (R, 1, ...) that contains uncertainty scores with
+ the most uncertain locations having the highest uncertainty score.
+ """
+ assert logits.shape[1] == 1
+ gt_class_logits = logits.clone()
+ return -(torch.abs(gt_class_logits))
+
+
+class SetCriterion(nn.Module):
+ """This class computes the loss for DETR.
+ The process happens in two steps:
+ 1) we compute hungarian assignment between ground truth boxes and the outputs of the model
+ 2) we supervise each pair of matched ground-truth / prediction (supervise class and box)
+ """
+
+ def __init__(self, num_classes, matcher, weight_dict, eos_coef, losses,
+ num_points, oversample_ratio, importance_sample_ratio, contrast_temperature=None):
+ """Create the criterion.
+ Parameters:
+ num_classes: number of object categories, omitting the special no-object category
+ matcher: module able to compute a matching between targets and proposals
+ weight_dict: dict containing as key the names of the losses and as values their relative weight.
+ eos_coef: relative classification weight applied to the no-object category
+ losses: list of all the losses to be applied. See get_loss for list of available losses.
+ """
+ super().__init__()
+ self.num_classes = num_classes
+ self.matcher = matcher
+ self.weight_dict = weight_dict
+ self.eos_coef = eos_coef
+ self.losses = losses
+ empty_weight = torch.ones(self.num_classes + 1)
+ empty_weight[-1] = self.eos_coef
+ self.register_buffer("empty_weight", empty_weight)
+ self.cross_entropy = nn.CrossEntropyLoss()
+
+ # pointwise mask loss parameters
+ self.num_points = num_points
+ self.oversample_ratio = oversample_ratio
+ self.importance_sample_ratio = importance_sample_ratio
+ self.contrast_temperature = contrast_temperature
+ if self.contrast_temperature is not None:
+ self.logit_scale = nn.Parameter(torch.ones([]) * np.log(1 / contrast_temperature))
+
+
+ def loss_contrastive(self, outputs, targets, indices, num_masks):
+ assert "contrastive_logits" in outputs
+ assert "texts" in outputs
+ image_x = outputs["contrastive_logits"].float()
+
+ batch_size = image_x.shape[0]
+ # get label globally
+ labels = torch.arange(batch_size, dtype=torch.long, device=image_x.device) + batch_size * dist.get_rank()
+
+ text_x = outputs["texts"]
+
+ # [B, C]
+ image_x = F.normalize(image_x.flatten(1), dim=-1)
+ text_x = F.normalize(text_x.flatten(1), dim=-1)
+
+ logits_per_img = image_x @ dist_collect(text_x).t()
+ logits_per_text = text_x @ dist_collect(image_x).t()
+
+ logit_scale = torch.clamp(self.logit_scale.exp(), max=100)
+ loss_img = self.cross_entropy(logits_per_img * logit_scale, labels)
+ loss_text = self.cross_entropy(logits_per_text * logit_scale, labels)
+
+ loss_contrastive = loss_img + loss_text
+
+ losses = {"loss_contrastive": loss_contrastive}
+ return losses
+
+ def loss_labels(self, outputs, targets, indices, num_masks):
+ """Classification loss (NLL)
+ targets dicts must contain the key "labels" containing a tensor of dim [nb_target_boxes]
+ """
+ assert "pred_logits" in outputs
+ src_logits = outputs["pred_logits"].float()
+
+ idx = self._get_src_permutation_idx(indices)
+ target_classes_o = torch.cat([t["labels"][J] for t, (_, J) in zip(targets, indices)])
+ target_classes = torch.full(
+ src_logits.shape[:2], self.num_classes, dtype=torch.int64, device=src_logits.device
+ )
+ target_classes[idx] = target_classes_o
+
+ ce_weight = torch.full(
+ src_logits.shape[:2], self.eos_coef, dtype=torch.float32, device=src_logits.device
+ )
+ ce_weight[idx] = torch.tensor(1.).to(target_classes.device)
+
+ loss_ce = F.cross_entropy(src_logits.transpose(1, 2), target_classes, self.empty_weight, reduce=False, reduction="none")
+ loss_ce = loss_ce.sum(1) / ce_weight.sum()
+ loss_ce = loss_ce.sum()
+ losses = {"loss_ce": loss_ce}
+ return losses
+
+ def loss_masks(self, outputs, targets, indices, num_masks):
+ """Compute the losses related to the masks: the focal loss and the dice loss.
+ targets dicts must contain the key "masks" containing a tensor of dim [nb_target_boxes, h, w]
+ """
+ assert "pred_masks" in outputs
+
+ src_idx = self._get_src_permutation_idx(indices)
+ tgt_idx = self._get_tgt_permutation_idx(indices)
+ src_masks = outputs["pred_masks"]
+ src_masks = src_masks[src_idx]
+ masks = [t["masks"] for t in targets]
+ # TODO use valid to mask invalid areas due to padding in loss
+ target_masks, valid = nested_tensor_from_tensor_list(masks).decompose()
+ target_masks = target_masks.to(src_masks)
+ target_masks = target_masks[tgt_idx]
+
+ # No need to upsample predictions as we are using normalized coordinates :)
+ # N x 1 x H x W
+ src_masks = src_masks[:, None]
+ target_masks = target_masks[:, None]
+
+ with torch.no_grad():
+ # sample point_coords
+ point_coords = get_uncertain_point_coords_with_randomness(
+ src_masks,
+ lambda logits: calculate_uncertainty(logits),
+ self.num_points,
+ self.oversample_ratio,
+ self.importance_sample_ratio,
+ )
+ # get gt labels
+ point_labels = point_sample(
+ target_masks,
+ point_coords,
+ align_corners=False,
+ ).squeeze(1)
+
+ point_logits = point_sample(
+ src_masks,
+ point_coords,
+ align_corners=False,
+ ).squeeze(1)
+
+ losses = {
+ "loss_mask": sigmoid_ce_loss_jit(point_logits, point_labels, num_masks),
+ "loss_dice": dice_loss_jit(point_logits, point_labels, num_masks),
+ }
+
+ del src_masks
+ del target_masks
+ return losses
+
+ def _get_src_permutation_idx(self, indices):
+ # permute predictions following indices
+ batch_idx = torch.cat([torch.full_like(src, i) for i, (src, _) in enumerate(indices)])
+ src_idx = torch.cat([src for (src, _) in indices])
+ return batch_idx, src_idx
+
+ def _get_tgt_permutation_idx(self, indices):
+ # permute targets following indices
+ batch_idx = torch.cat([torch.full_like(tgt, i) for i, (_, tgt) in enumerate(indices)])
+ tgt_idx = torch.cat([tgt for (_, tgt) in indices])
+ return batch_idx, tgt_idx
+
+ def get_loss(self, loss, outputs, targets, indices, num_masks):
+ loss_map = {
+ 'labels': self.loss_labels,
+ 'masks': self.loss_masks,
+ 'contrastive': self.loss_contrastive,
+ }
+ assert loss in loss_map, f"do you really want to compute {loss} loss?"
+ return loss_map[loss](outputs, targets, indices, num_masks)
+
+ def forward(self, outputs, targets):
+ """This performs the loss computation.
+ Parameters:
+ outputs: dict of tensors, see the output specification of the model for the format
+ targets: list of dicts, such that len(targets) == batch_size.
+ The expected keys in each dict depends on the losses applied, see each loss' doc
+ """
+ outputs_without_aux = {k: v for k, v in outputs.items() if k != "aux_outputs"}
+
+ # Retrieve the matching between the outputs of the last layer and the targets
+ indices = self.matcher(outputs_without_aux, targets)
+
+ # Compute the average number of target boxes accross all nodes, for normalization purposes
+ num_masks = sum(len(t["labels"]) for t in targets)
+ num_masks = torch.as_tensor(
+ [num_masks], dtype=torch.float, device=next(iter(outputs.values())).device
+ )
+ if is_dist_avail_and_initialized():
+ torch.distributed.all_reduce(num_masks)
+ num_masks = torch.clamp(num_masks / get_world_size(), min=1).item()
+
+ # Compute all the requested losses
+ losses = {}
+ for loss in self.losses:
+ losses.update(self.get_loss(loss, outputs, targets, indices, num_masks))
+
+ # In case of auxiliary losses, we repeat this process with the output of each intermediate layer.
+ if "aux_outputs" in outputs:
+ for i, aux_outputs in enumerate(outputs["aux_outputs"]):
+ indices = self.matcher(aux_outputs, targets)
+ for loss in self.losses:
+ if loss == "contrastive":
+ continue
+ l_dict = self.get_loss(loss, aux_outputs, targets, indices, num_masks)
+ l_dict = {k + f"_{i}": v for k, v in l_dict.items()}
+ losses.update(l_dict)
+
+ return losses
+
+ def __repr__(self):
+ head = "Criterion " + self.__class__.__name__
+ body = [
+ "matcher: {}".format(self.matcher.__repr__(_repr_indent=8)),
+ "losses: {}".format(self.losses),
+ "weight_dict: {}".format(self.weight_dict),
+ "num_classes: {}".format(self.num_classes),
+ "eos_coef: {}".format(self.eos_coef),
+ "num_points: {}".format(self.num_points),
+ "oversample_ratio: {}".format(self.oversample_ratio),
+ "importance_sample_ratio: {}".format(self.importance_sample_ratio),
+ ]
+ _repr_indent = 4
+ lines = [head] + [" " * _repr_indent + line for line in body]
+ return "\n".join(lines)
\ No newline at end of file
diff --git a/oneformer/modeling/matcher.py b/oneformer/modeling/matcher.py
new file mode 100644
index 0000000000000000000000000000000000000000..27f99c197b6865c053edbf2282e6347b83cf861f
--- /dev/null
+++ b/oneformer/modeling/matcher.py
@@ -0,0 +1,212 @@
+# ------------------------------------------------------------------------------
+# Reference: https://github.com/facebookresearch/Mask2Former/blob/main/mask2former/modeling/matcher.py
+# Modified by Jitesh Jain (https://github.com/praeclarumjj3)
+# ------------------------------------------------------------------------------
+
+"""
+Modules to compute the matching cost and solve the corresponding LSAP.
+"""
+import torch
+import torch.nn.functional as F
+from scipy.optimize import linear_sum_assignment
+from torch import nn
+from torch.cuda.amp import autocast
+import numpy as np
+
+from detectron2.projects.point_rend.point_features import point_sample
+
+
+def linear_sum_assignment_with_nan(cost_matrix):
+ cost_matrix = np.asarray(cost_matrix)
+ nan = np.isnan(cost_matrix).any()
+ nan_all = np.isnan(cost_matrix).all()
+ empty = cost_matrix.size == 0
+
+ if not empty:
+ if nan_all:
+ print('Matrix contains all NaN values!')
+ elif nan:
+ print('Matrix contains NaN values!')
+
+ if nan_all:
+ cost_matrix = np.empty(shape=(0, 0))
+ elif nan:
+ cost_matrix[np.isnan(cost_matrix)] = 100
+
+ return linear_sum_assignment(cost_matrix)
+
+def batch_dice_loss(inputs: torch.Tensor, targets: torch.Tensor):
+ """
+ Compute the DICE loss, similar to generalized IOU for masks
+ Args:
+ inputs: A float tensor of arbitrary shape.
+ The predictions for each example.
+ targets: A float tensor with the same shape as inputs. Stores the binary
+ classification label for each element in inputs
+ (0 for the negative class and 1 for the positive class).
+ """
+ inputs = inputs.sigmoid()
+ inputs = inputs.flatten(1)
+ numerator = 2 * torch.einsum("nc,mc->nm", inputs, targets)
+ denominator = inputs.sum(-1)[:, None] + targets.sum(-1)[None, :]
+ loss = 1 - (numerator + 1) / (denominator + 1)
+ return loss
+
+
+batch_dice_loss_jit = torch.jit.script(
+ batch_dice_loss
+) # type: torch.jit.ScriptModule
+
+
+def batch_sigmoid_ce_loss(inputs: torch.Tensor, targets: torch.Tensor):
+ """
+ Args:
+ inputs: A float tensor of arbitrary shape.
+ The predictions for each example.
+ targets: A float tensor with the same shape as inputs. Stores the binary
+ classification label for each element in inputs
+ (0 for the negative class and 1 for the positive class).
+ Returns:
+ Loss tensor
+ """
+ hw = inputs.shape[1]
+
+ pos = F.binary_cross_entropy_with_logits(
+ inputs, torch.ones_like(inputs), reduction="none"
+ )
+ neg = F.binary_cross_entropy_with_logits(
+ inputs, torch.zeros_like(inputs), reduction="none"
+ )
+
+ loss = torch.einsum("nc,mc->nm", pos, targets) + torch.einsum(
+ "nc,mc->nm", neg, (1 - targets)
+ )
+
+ return loss / hw
+
+
+batch_sigmoid_ce_loss_jit = torch.jit.script(
+ batch_sigmoid_ce_loss
+) # type: torch.jit.ScriptModule
+
+
+class HungarianMatcher(nn.Module):
+ """This class computes an assignment between the targets and the predictions of the network
+
+ For efficiency reasons, the targets don't include the no_object. Because of this, in general,
+ there are more predictions than targets. In this case, we do a 1-to-1 matching of the best predictions,
+ while the others are un-matched (and thus treated as non-objects).
+ """
+
+ def __init__(self, cost_class: float = 1, cost_mask: float = 1,
+ cost_dice: float = 1, num_points: int = 0):
+ """Creates the matcher
+
+ Params:
+ cost_class: This is the relative weight of the classification error in the matching cost
+ cost_mask: This is the relative weight of the focal loss of the binary mask in the matching cost
+ cost_dice: This is the relative weight of the dice loss of the binary mask in the matching cost
+ """
+ super().__init__()
+ self.cost_class = cost_class
+ self.cost_mask = cost_mask
+ self.cost_dice = cost_dice
+
+ assert cost_class != 0 or cost_mask != 0 or cost_dice != 0, "all costs cant be 0"
+
+ self.num_points = num_points
+
+ @torch.no_grad()
+ def memory_efficient_forward(self, outputs, targets):
+ """More memory-friendly matching"""
+ bs, num_queries = outputs["pred_logits"].shape[:2]
+
+ indices = []
+
+ # Iterate through batch size
+ for b in range(bs):
+ out_prob = outputs["pred_logits"][b].softmax(-1) # [num_queries, num_classes]
+ tgt_ids = targets[b]["labels"]
+
+ # Compute the classification cost. Contrary to the loss, we don't use the NLL,
+ # but approximate it in 1 - proba[target class].
+ # The 1 is a constant that doesn't change the matching, it can be ommitted.
+ cost_class = -out_prob[:, tgt_ids]
+
+ out_mask = outputs["pred_masks"][b] # [num_queries, H_pred, W_pred]
+ # gt masks are already padded when preparing target
+ tgt_mask = targets[b]["masks"].to(out_mask)
+
+ out_mask = out_mask[:, None]
+ tgt_mask = tgt_mask[:, None]
+ # all masks share the same set of points for efficient matching!
+ point_coords = torch.rand(1, self.num_points, 2, device=out_mask.device)
+ # get gt labels
+ tgt_mask = point_sample(
+ tgt_mask,
+ point_coords.repeat(tgt_mask.shape[0], 1, 1),
+ align_corners=False,
+ ).squeeze(1)
+
+ out_mask = point_sample(
+ out_mask,
+ point_coords.repeat(out_mask.shape[0], 1, 1),
+ align_corners=False,
+ ).squeeze(1)
+
+ with autocast(enabled=False):
+ out_mask = out_mask.float()
+ tgt_mask = tgt_mask.float()
+ # Compute the focal loss between masks
+ cost_mask = batch_sigmoid_ce_loss_jit(out_mask, tgt_mask)
+ # Compute the dice loss betwen masks
+ cost_dice = batch_dice_loss(out_mask, tgt_mask)
+
+ # Final cost matrix
+ C = (
+ self.cost_mask * cost_mask
+ + self.cost_class * cost_class
+ + self.cost_dice * cost_dice
+ )
+ C = C.reshape(num_queries, -1).cpu()
+
+ indices.append(linear_sum_assignment_with_nan(C))
+
+ return [
+ (torch.as_tensor(i, dtype=torch.int64), torch.as_tensor(j, dtype=torch.int64))
+ for i, j in indices
+ ]
+
+ @torch.no_grad()
+ def forward(self, outputs, targets):
+ """Performs the matching
+
+ Params:
+ outputs: This is a dict that contains at least these entries:
+ "pred_logits": Tensor of dim [batch_size, num_queries, num_classes] with the classification logits
+ "pred_masks": Tensor of dim [batch_size, num_queries, H_pred, W_pred] with the predicted masks
+
+ targets: This is a list of targets (len(targets) = batch_size), where each target is a dict containing:
+ "labels": Tensor of dim [num_target_boxes] (where num_target_boxes is the number of ground-truth
+ objects in the target) containing the class labels
+ "masks": Tensor of dim [num_target_boxes, H_gt, W_gt] containing the target masks
+
+ Returns:
+ A list of size batch_size, containing tuples of (index_i, index_j) where:
+ - index_i is the indices of the selected predictions (in order)
+ - index_j is the indices of the corresponding selected targets (in order)
+ For each batch element, it holds:
+ len(index_i) = len(index_j) = min(num_queries, num_target_boxes)
+ """
+
+ return self.memory_efficient_forward(outputs, targets)
+
+ def __repr__(self, _repr_indent=4):
+ head = "Matcher " + self.__class__.__name__
+ body = [
+ "cost_class: {}".format(self.cost_class),
+ "cost_mask: {}".format(self.cost_mask),
+ "cost_dice: {}".format(self.cost_dice),
+ ]
+ lines = [head] + [" " * _repr_indent + line for line in body]
+ return "\n".join(lines)
diff --git a/oneformer/modeling/meta_arch/__init__.py b/oneformer/modeling/meta_arch/__init__.py
new file mode 100644
index 0000000000000000000000000000000000000000..8b137891791fe96927ad78e64b0aad7bded08bdc
--- /dev/null
+++ b/oneformer/modeling/meta_arch/__init__.py
@@ -0,0 +1 @@
+
diff --git a/oneformer/modeling/meta_arch/oneformer_head.py b/oneformer/modeling/meta_arch/oneformer_head.py
new file mode 100644
index 0000000000000000000000000000000000000000..cf6dbd9f5d734acd3a895a15fa67544f872e80ea
--- /dev/null
+++ b/oneformer/modeling/meta_arch/oneformer_head.py
@@ -0,0 +1,135 @@
+# ------------------------------------------------------------------------------
+# Reference: https://github.com/facebookresearch/Mask2Former/blob/main/mask2former/modeling/meta_arch/mask_former_head.py
+# Modified by Jitesh Jain (https://github.com/praeclarumjj3)
+# ------------------------------------------------------------------------------
+
+import logging
+from copy import deepcopy
+from typing import Callable, Dict, List, Optional, Tuple, Union
+
+import fvcore.nn.weight_init as weight_init
+from torch import nn
+from torch.nn import functional as F
+
+from detectron2.config import configurable
+from detectron2.layers import Conv2d, ShapeSpec, get_norm
+from detectron2.modeling import SEM_SEG_HEADS_REGISTRY
+from ..pixel_decoder.fpn import build_pixel_decoder
+from ..transformer_decoder.oneformer_transformer_decoder import build_transformer_decoder
+
+@SEM_SEG_HEADS_REGISTRY.register()
+class OneFormerHead(nn.Module):
+
+ _version = 2
+
+ def _load_from_state_dict(
+ self, state_dict, prefix, local_metadata, strict, missing_keys, unexpected_keys, error_msgs
+ ):
+ version = local_metadata.get("version", None)
+ if version is None or version < 2:
+ # Do not warn if train from scratch
+ scratch = True
+ logger = logging.getLogger(__name__)
+ for k in list(state_dict.keys()):
+ newk = k
+ if "sem_seg_head" in k and not k.startswith(prefix + "predictor"):
+ newk = k.replace(prefix, prefix + "pixel_decoder.")
+ # logger.debug(f"{k} ==> {newk}")
+ if newk != k:
+ state_dict[newk] = state_dict[k]
+ del state_dict[k]
+ scratch = False
+
+ if not scratch:
+ logger.warning(
+ f"Weight format of {self.__class__.__name__} have changed! "
+ "Please upgrade your models. Applying automatic conversion now ..."
+ )
+
+ @configurable
+ def __init__(
+ self,
+ input_shape: Dict[str, ShapeSpec],
+ *,
+ num_classes: int,
+ pixel_decoder: nn.Module,
+ loss_weight: float = 1.0,
+ ignore_value: int = -1,
+ # extra parameters
+ transformer_predictor: nn.Module,
+ transformer_in_feature: str,
+ ):
+ """
+ NOTE: this interface is experimental.
+ Args:
+ input_shape: shapes (channels and stride) of the input features
+ num_classes: number of classes to predict
+ pixel_decoder: the pixel decoder module
+ loss_weight: loss weight
+ ignore_value: category id to be ignored during training.
+ transformer_predictor: the transformer decoder that makes prediction
+ transformer_in_feature: input feature name to the transformer_predictor
+ """
+ super().__init__()
+ input_shape = sorted(input_shape.items(), key=lambda x: x[1].stride)
+ self.in_features = [k for k, v in input_shape]
+ feature_strides = [v.stride for k, v in input_shape]
+ feature_channels = [v.channels for k, v in input_shape]
+
+ self.ignore_value = ignore_value
+ self.common_stride = 4
+ self.loss_weight = loss_weight
+
+ self.pixel_decoder = pixel_decoder
+ self.predictor = transformer_predictor
+ self.transformer_in_feature = transformer_in_feature
+
+ self.num_classes = num_classes
+
+ @classmethod
+ def from_config(cls, cfg, input_shape: Dict[str, ShapeSpec]):
+ # figure out in_channels to transformer predictor
+ if cfg.MODEL.ONE_FORMER.TRANSFORMER_IN_FEATURE == "transformer_encoder":
+ transformer_predictor_in_channels = cfg.MODEL.SEM_SEG_HEAD.CONVS_DIM
+ elif cfg.MODEL.ONE_FORMER.TRANSFORMER_IN_FEATURE == "pixel_embedding":
+ transformer_predictor_in_channels = cfg.MODEL.SEM_SEG_HEAD.MASK_DIM
+ elif cfg.MODEL.ONE_FORMER.TRANSFORMER_IN_FEATURE == "multi_scale_pixel_decoder":
+ transformer_predictor_in_channels = cfg.MODEL.SEM_SEG_HEAD.CONVS_DIM
+ else:
+ transformer_predictor_in_channels = input_shape[cfg.MODEL.ONE_FORMER.TRANSFORMER_IN_FEATURE].channels
+
+ return {
+ "input_shape": {
+ k: v for k, v in input_shape.items() if k in cfg.MODEL.SEM_SEG_HEAD.IN_FEATURES
+ },
+ "ignore_value": cfg.MODEL.SEM_SEG_HEAD.IGNORE_VALUE,
+ "num_classes": cfg.MODEL.SEM_SEG_HEAD.NUM_CLASSES,
+ "pixel_decoder": build_pixel_decoder(cfg, input_shape),
+ "loss_weight": cfg.MODEL.SEM_SEG_HEAD.LOSS_WEIGHT,
+ "transformer_in_feature": cfg.MODEL.ONE_FORMER.TRANSFORMER_IN_FEATURE,
+ "transformer_predictor": build_transformer_decoder(
+ cfg,
+ transformer_predictor_in_channels,
+ mask_classification=True,
+ ),
+ }
+
+ def forward(self, features, tasks, mask=None):
+ return self.layers(features, tasks, mask)
+
+ def layers(self, features, tasks, mask=None):
+ mask_features, transformer_encoder_features, multi_scale_features, _, _ = self.pixel_decoder.forward_features(features)
+
+ if self.transformer_in_feature == "multi_scale_pixel_decoder":
+ predictions = self.predictor(multi_scale_features, mask_features, tasks, mask)
+ else:
+ if self.transformer_in_feature == "transformer_encoder":
+ assert (
+ transformer_encoder_features is not None
+ ), "Please use the TransformerEncoderPixelDecoder."
+ predictions = self.predictor(transformer_encoder_features, mask_features, mask)
+ elif self.transformer_in_feature == "pixel_embedding":
+ predictions = self.predictor(mask_features, mask_features, mask)
+ else:
+ predictions = self.predictor(features[self.transformer_in_feature], mask_features, mask)
+ return predictions
diff --git a/oneformer/modeling/pixel_decoder/__init__.py b/oneformer/modeling/pixel_decoder/__init__.py
new file mode 100644
index 0000000000000000000000000000000000000000..9020c2df23e2af280b7bb168b996ae9eaf312eb8
--- /dev/null
+++ b/oneformer/modeling/pixel_decoder/__init__.py
@@ -0,0 +1 @@
+# Copyright (c) Facebook, Inc. and its affiliates.
diff --git a/oneformer/modeling/pixel_decoder/fpn.py b/oneformer/modeling/pixel_decoder/fpn.py
new file mode 100644
index 0000000000000000000000000000000000000000..a56b89c5b0f67da8ef38563b201ca757e6811152
--- /dev/null
+++ b/oneformer/modeling/pixel_decoder/fpn.py
@@ -0,0 +1,312 @@
+# Copyright (c) Facebook, Inc. and its affiliates.
+import logging
+import numpy as np
+from typing import Callable, Dict, List, Optional, Tuple, Union
+
+import fvcore.nn.weight_init as weight_init
+import torch
+from torch import nn
+from torch.nn import functional as F
+from torch.nn.init import xavier_uniform_, constant_, uniform_, normal_
+from torch.cuda.amp import autocast
+
+from detectron2.config import configurable
+from detectron2.layers import Conv2d, DeformConv, ShapeSpec, get_norm
+from detectron2.modeling import SEM_SEG_HEADS_REGISTRY
+
+from ..transformer_decoder.position_encoding import PositionEmbeddingSine
+from ..transformer_decoder.transformer import TransformerEncoder, TransformerEncoderLayer, _get_clones, _get_activation_fn
+
+
+def build_pixel_decoder(cfg, input_shape):
+ """
+ Build a pixel decoder from `cfg.MODEL.MASK_FORMER.PIXEL_DECODER_NAME`.
+ """
+ name = cfg.MODEL.SEM_SEG_HEAD.PIXEL_DECODER_NAME
+ model = SEM_SEG_HEADS_REGISTRY.get(name)(cfg, input_shape)
+ forward_features = getattr(model, "forward_features", None)
+ if not callable(forward_features):
+ raise ValueError(
+ "Only SEM_SEG_HEADS with forward_features method can be used as pixel decoder. "
+ f"Please implement forward_features for {name} to only return mask features."
+ )
+ return model
+
+
+# This is a modified FPN decoder.
+@SEM_SEG_HEADS_REGISTRY.register()
+class BasePixelDecoder(nn.Module):
+ @configurable
+ def __init__(
+ self,
+ input_shape: Dict[str, ShapeSpec],
+ *,
+ conv_dim: int,
+ mask_dim: int,
+ norm: Optional[Union[str, Callable]] = None,
+ ):
+ """
+ NOTE: this interface is experimental.
+ Args:
+ input_shape: shapes (channels and stride) of the input features
+ conv_dims: number of output channels for the intermediate conv layers.
+ mask_dim: number of output channels for the final conv layer.
+ norm (str or callable): normalization for all conv layers
+ """
+ super().__init__()
+
+ input_shape = sorted(input_shape.items(), key=lambda x: x[1].stride)
+ self.in_features = [k for k, v in input_shape] # starting from "res2" to "res5"
+ feature_channels = [v.channels for k, v in input_shape]
+
+ lateral_convs = []
+ output_convs = []
+
+ use_bias = norm == ""
+ for idx, in_channels in enumerate(feature_channels):
+ if idx == len(self.in_features) - 1:
+ output_norm = get_norm(norm, conv_dim)
+ output_conv = Conv2d(
+ in_channels,
+ conv_dim,
+ kernel_size=3,
+ stride=1,
+ padding=1,
+ bias=use_bias,
+ norm=output_norm,
+ activation=F.relu,
+ )
+ weight_init.c2_xavier_fill(output_conv)
+ self.add_module("layer_{}".format(idx + 1), output_conv)
+
+ lateral_convs.append(None)
+ output_convs.append(output_conv)
+ else:
+ lateral_norm = get_norm(norm, conv_dim)
+ output_norm = get_norm(norm, conv_dim)
+
+ lateral_conv = Conv2d(
+ in_channels, conv_dim, kernel_size=1, bias=use_bias, norm=lateral_norm
+ )
+ output_conv = Conv2d(
+ conv_dim,
+ conv_dim,
+ kernel_size=3,
+ stride=1,
+ padding=1,
+ bias=use_bias,
+ norm=output_norm,
+ activation=F.relu,
+ )
+ weight_init.c2_xavier_fill(lateral_conv)
+ weight_init.c2_xavier_fill(output_conv)
+ self.add_module("adapter_{}".format(idx + 1), lateral_conv)
+ self.add_module("layer_{}".format(idx + 1), output_conv)
+
+ lateral_convs.append(lateral_conv)
+ output_convs.append(output_conv)
+ # Place convs into top-down order (from low to high resolution)
+ # to make the top-down computation in forward clearer.
+ self.lateral_convs = lateral_convs[::-1]
+ self.output_convs = output_convs[::-1]
+
+ self.mask_dim = mask_dim
+ self.mask_features = Conv2d(
+ conv_dim,
+ mask_dim,
+ kernel_size=3,
+ stride=1,
+ padding=1,
+ )
+ weight_init.c2_xavier_fill(self.mask_features)
+
+ self.oneformer_num_feature_levels = 3 # always use 3 scales
+
+ @classmethod
+ def from_config(cls, cfg, input_shape: Dict[str, ShapeSpec]):
+ ret = {}
+ ret["input_shape"] = {
+ k: v for k, v in input_shape.items() if k in cfg.MODEL.SEM_SEG_HEAD.IN_FEATURES
+ }
+ ret["conv_dim"] = cfg.MODEL.SEM_SEG_HEAD.CONVS_DIM
+ ret["mask_dim"] = cfg.MODEL.SEM_SEG_HEAD.MASK_DIM
+ ret["norm"] = cfg.MODEL.SEM_SEG_HEAD.NORM
+ return ret
+
+ def forward_features(self, features):
+ multi_scale_features = []
+ num_cur_levels = 0
+ # Reverse feature maps into top-down order (from low to high resolution)
+ for idx, f in enumerate(self.in_features[::-1]):
+ x = features[f]
+ lateral_conv = self.lateral_convs[idx]
+ output_conv = self.output_convs[idx]
+ if lateral_conv is None:
+ y = output_conv(x)
+ else:
+ cur_fpn = lateral_conv(x)
+ # Following FPN implementation, we use nearest upsampling here
+ y = cur_fpn + F.interpolate(y, size=cur_fpn.shape[-2:], mode="nearest")
+ y = output_conv(y)
+ if num_cur_levels < self.oneformer_num_feature_levels:
+ multi_scale_features.append(y)
+ num_cur_levels += 1
+ return self.mask_features(y), None, multi_scale_features
+
+ def forward(self, features, targets=None):
+ logger = logging.getLogger(__name__)
+ logger.warning("Calling forward() may cause unpredicted behavior of PixelDecoder module.")
+ return self.forward_features(features)
+
+
+class TransformerEncoderOnly(nn.Module):
+ def __init__(
+ self,
+ d_model=512,
+ nhead=8,
+ num_encoder_layers=6,
+ dim_feedforward=2048,
+ dropout=0.1,
+ activation="relu",
+ normalize_before=False,
+ ):
+ super().__init__()
+
+ encoder_layer = TransformerEncoderLayer(
+ d_model, nhead, dim_feedforward, dropout, activation, normalize_before
+ )
+ encoder_norm = nn.LayerNorm(d_model) if normalize_before else None
+ self.encoder = TransformerEncoder(encoder_layer, num_encoder_layers, encoder_norm)
+
+ self._reset_parameters()
+
+ self.d_model = d_model
+ self.nhead = nhead
+
+ def _reset_parameters(self):
+ for p in self.parameters():
+ if p.dim() > 1:
+ nn.init.xavier_uniform_(p)
+
+ def forward(self, src, mask, pos_embed):
+ # flatten NxCxHxW to HWxNxC
+ bs, c, h, w = src.shape
+ src = src.flatten(2).permute(2, 0, 1)
+ pos_embed = pos_embed.flatten(2).permute(2, 0, 1)
+ if mask is not None:
+ mask = mask.flatten(1)
+
+ memory = self.encoder(src, src_key_padding_mask=mask, pos=pos_embed)
+ return memory.permute(1, 2, 0).view(bs, c, h, w)
+
+
+# This is a modified FPN decoder with extra Transformer encoder that processes the lowest-resolution feature map.
+@SEM_SEG_HEADS_REGISTRY.register()
+class TransformerEncoderPixelDecoder(BasePixelDecoder):
+ @configurable
+ def __init__(
+ self,
+ input_shape: Dict[str, ShapeSpec],
+ *,
+ transformer_dropout: float,
+ transformer_nheads: int,
+ transformer_dim_feedforward: int,
+ transformer_enc_layers: int,
+ transformer_pre_norm: bool,
+ conv_dim: int,
+ mask_dim: int,
+ norm: Optional[Union[str, Callable]] = None,
+ ):
+ """
+ NOTE: this interface is experimental.
+ Args:
+ input_shape: shapes (channels and stride) of the input features
+ transformer_dropout: dropout probability in transformer
+ transformer_nheads: number of heads in transformer
+ transformer_dim_feedforward: dimension of feedforward network
+ transformer_enc_layers: number of transformer encoder layers
+ transformer_pre_norm: whether to use pre-layernorm or not
+ conv_dims: number of output channels for the intermediate conv layers.
+ mask_dim: number of output channels for the final conv layer.
+ norm (str or callable): normalization for all conv layers
+ """
+ super().__init__(input_shape, conv_dim=conv_dim, mask_dim=mask_dim, norm=norm)
+
+ input_shape = sorted(input_shape.items(), key=lambda x: x[1].stride)
+ self.in_features = [k for k, v in input_shape] # starting from "res2" to "res5"
+ feature_strides = [v.stride for k, v in input_shape]
+ feature_channels = [v.channels for k, v in input_shape]
+
+ in_channels = feature_channels[len(self.in_features) - 1]
+ self.input_proj = Conv2d(in_channels, conv_dim, kernel_size=1)
+ weight_init.c2_xavier_fill(self.input_proj)
+ self.transformer = TransformerEncoderOnly(
+ d_model=conv_dim,
+ dropout=transformer_dropout,
+ nhead=transformer_nheads,
+ dim_feedforward=transformer_dim_feedforward,
+ num_encoder_layers=transformer_enc_layers,
+ normalize_before=transformer_pre_norm,
+ )
+ N_steps = conv_dim // 2
+ self.pe_layer = PositionEmbeddingSine(N_steps, normalize=True)
+
+ # update layer
+ use_bias = norm == ""
+ output_norm = get_norm(norm, conv_dim)
+ output_conv = Conv2d(
+ conv_dim,
+ conv_dim,
+ kernel_size=3,
+ stride=1,
+ padding=1,
+ bias=use_bias,
+ norm=output_norm,
+ activation=F.relu,
+ )
+ weight_init.c2_xavier_fill(output_conv)
+ delattr(self, "layer_{}".format(len(self.in_features)))
+ self.add_module("layer_{}".format(len(self.in_features)), output_conv)
+ self.output_convs[0] = output_conv
+
+ @classmethod
+ def from_config(cls, cfg, input_shape: Dict[str, ShapeSpec]):
+ ret = super().from_config(cfg, input_shape)
+ ret["transformer_dropout"] = cfg.MODEL.MASK_FORMER.DROPOUT
+ ret["transformer_nheads"] = cfg.MODEL.MASK_FORMER.NHEADS
+ ret["transformer_dim_feedforward"] = cfg.MODEL.MASK_FORMER.DIM_FEEDFORWARD
+ ret[
+ "transformer_enc_layers"
+ ] = cfg.MODEL.SEM_SEG_HEAD.TRANSFORMER_ENC_LAYERS # a separate config
+ ret["transformer_pre_norm"] = cfg.MODEL.MASK_FORMER.PRE_NORM
+ return ret
+
+ def forward_features(self, features):
+ multi_scale_features = []
+ num_cur_levels = 0
+ # Reverse feature maps into top-down order (from low to high resolution)
+ for idx, f in enumerate(self.in_features[::-1]):
+ x = features[f]
+ lateral_conv = self.lateral_convs[idx]
+ output_conv = self.output_convs[idx]
+ if lateral_conv is None:
+ transformer = self.input_proj(x)
+ pos = self.pe_layer(x)
+ transformer = self.transformer(transformer, None, pos)
+ y = output_conv(transformer)
+ # save intermediate feature as input to Transformer decoder
+ transformer_encoder_features = transformer
+ else:
+ cur_fpn = lateral_conv(x)
+ # Following FPN implementation, we use nearest upsampling here
+ y = cur_fpn + F.interpolate(y, size=cur_fpn.shape[-2:], mode="nearest")
+ y = output_conv(y)
+ if num_cur_levels < self.oneformer_num_feature_levels:
+ multi_scale_features.append(y)
+ num_cur_levels += 1
+ return self.mask_features(y), transformer_encoder_features, multi_scale_features
+
+ def forward(self, features, targets=None):
+ logger = logging.getLogger(__name__)
+ logger.warning("Calling forward() may cause unpredicted behavior of PixelDecoder module.")
+ return self.forward_features(features)
diff --git a/oneformer/modeling/pixel_decoder/msdeformattn.py b/oneformer/modeling/pixel_decoder/msdeformattn.py
new file mode 100644
index 0000000000000000000000000000000000000000..f9d0e2a7d34e6a6d296838e4ab6fe278217e535f
--- /dev/null
+++ b/oneformer/modeling/pixel_decoder/msdeformattn.py
@@ -0,0 +1,358 @@
+# Copyright (c) Facebook, Inc. and its affiliates.
+import logging
+import numpy as np
+from typing import Callable, Dict, List, Optional, Tuple, Union
+
+import fvcore.nn.weight_init as weight_init
+import torch
+from torch import nn
+from torch.nn import functional as F
+from torch.nn.init import xavier_uniform_, constant_, uniform_, normal_
+from torch.cuda.amp import autocast
+
+from detectron2.config import configurable
+from detectron2.layers import Conv2d, ShapeSpec, get_norm
+from detectron2.modeling import SEM_SEG_HEADS_REGISTRY
+
+from ..transformer_decoder.position_encoding import PositionEmbeddingSine
+from ..transformer_decoder.transformer import _get_clones, _get_activation_fn
+from .ops.modules import MSDeformAttn
+
+
+# MSDeformAttn Transformer encoder in deformable detr
+class MSDeformAttnTransformerEncoderOnly(nn.Module):
+ def __init__(self, d_model=256, nhead=8,
+ num_encoder_layers=6, dim_feedforward=1024, dropout=0.1,
+ activation="relu",
+ num_feature_levels=4, enc_n_points=4,
+ ):
+ super().__init__()
+
+ self.d_model = d_model
+ self.nhead = nhead
+
+ encoder_layer = MSDeformAttnTransformerEncoderLayer(d_model, dim_feedforward,
+ dropout, activation,
+ num_feature_levels, nhead, enc_n_points)
+ self.encoder = MSDeformAttnTransformerEncoder(encoder_layer, num_encoder_layers)
+
+ self.level_embed = nn.Parameter(torch.Tensor(num_feature_levels, d_model))
+
+ self._reset_parameters()
+
+ def _reset_parameters(self):
+ for p in self.parameters():
+ if p.dim() > 1:
+ nn.init.xavier_uniform_(p)
+ for m in self.modules():
+ if isinstance(m, MSDeformAttn):
+ m._reset_parameters()
+ normal_(self.level_embed)
+
+ def get_valid_ratio(self, mask):
+ _, H, W = mask.shape
+ valid_H = torch.sum(~mask[:, :, 0], 1)
+ valid_W = torch.sum(~mask[:, 0, :], 1)
+ valid_ratio_h = valid_H.float() / H
+ valid_ratio_w = valid_W.float() / W
+ valid_ratio = torch.stack([valid_ratio_w, valid_ratio_h], -1)
+ return valid_ratio
+
+ def forward(self, srcs, pos_embeds):
+ masks = [torch.zeros((x.size(0), x.size(2), x.size(3)), device=x.device, dtype=torch.bool) for x in srcs]
+ # prepare input for encoder
+ src_flatten = []
+ mask_flatten = []
+ lvl_pos_embed_flatten = []
+ spatial_shapes = []
+ for lvl, (src, mask, pos_embed) in enumerate(zip(srcs, masks, pos_embeds)):
+ bs, c, h, w = src.shape
+ spatial_shape = (h, w)
+ spatial_shapes.append(spatial_shape)
+ src = src.flatten(2).transpose(1, 2)
+ mask = mask.flatten(1)
+ pos_embed = pos_embed.flatten(2).transpose(1, 2)
+ lvl_pos_embed = pos_embed + self.level_embed[lvl].view(1, 1, -1)
+ lvl_pos_embed_flatten.append(lvl_pos_embed)
+ src_flatten.append(src)
+ mask_flatten.append(mask)
+ src_flatten = torch.cat(src_flatten, 1)
+ mask_flatten = torch.cat(mask_flatten, 1)
+ lvl_pos_embed_flatten = torch.cat(lvl_pos_embed_flatten, 1)
+ spatial_shapes = torch.as_tensor(spatial_shapes, dtype=torch.long, device=src_flatten.device)
+ level_start_index = torch.cat((spatial_shapes.new_zeros((1, )), spatial_shapes.prod(1).cumsum(0)[:-1]))
+ valid_ratios = torch.stack([self.get_valid_ratio(m) for m in masks], 1)
+
+ # encoder
+ memory = self.encoder(src_flatten, spatial_shapes, level_start_index, valid_ratios, lvl_pos_embed_flatten, mask_flatten)
+
+ return memory, spatial_shapes, level_start_index, valid_ratios
+
+
+class MSDeformAttnTransformerEncoderLayer(nn.Module):
+ def __init__(self,
+ d_model=256, d_ffn=1024,
+ dropout=0.1, activation="relu",
+ n_levels=4, n_heads=8, n_points=4):
+ super().__init__()
+
+ # self attention
+ self.self_attn = MSDeformAttn(d_model, n_levels, n_heads, n_points)
+ self.dropout1 = nn.Dropout(dropout)
+ self.norm1 = nn.LayerNorm(d_model)
+
+ # ffn
+ self.linear1 = nn.Linear(d_model, d_ffn)
+ self.activation = _get_activation_fn(activation)
+ self.dropout2 = nn.Dropout(dropout)
+ self.linear2 = nn.Linear(d_ffn, d_model)
+ self.dropout3 = nn.Dropout(dropout)
+ self.norm2 = nn.LayerNorm(d_model)
+
+ @staticmethod
+ def with_pos_embed(tensor, pos):
+ return tensor if pos is None else tensor + pos
+
+ def forward_ffn(self, src):
+ src2 = self.linear2(self.dropout2(self.activation(self.linear1(src))))
+ src = src + self.dropout3(src2)
+ src = self.norm2(src)
+ return src
+
+ def forward(self, src, pos, reference_points, spatial_shapes, level_start_index, padding_mask=None):
+ # self attention
+ src2 = self.self_attn(self.with_pos_embed(src, pos), reference_points, src, spatial_shapes, level_start_index, padding_mask)
+ src = src + self.dropout1(src2)
+ src = self.norm1(src)
+
+ # ffn
+ src = self.forward_ffn(src)
+
+ return src
+
+
+class MSDeformAttnTransformerEncoder(nn.Module):
+ def __init__(self, encoder_layer, num_layers):
+ super().__init__()
+ self.layers = _get_clones(encoder_layer, num_layers)
+ self.num_layers = num_layers
+
+ @staticmethod
+ def get_reference_points(spatial_shapes, valid_ratios, device):
+ reference_points_list = []
+ for lvl, (H_, W_) in enumerate(spatial_shapes):
+
+ ref_y, ref_x = torch.meshgrid(torch.linspace(0.5, H_ - 0.5, H_, dtype=torch.float32, device=device),
+ torch.linspace(0.5, W_ - 0.5, W_, dtype=torch.float32, device=device))
+ ref_y = ref_y.reshape(-1)[None] / (valid_ratios[:, None, lvl, 1] * H_)
+ ref_x = ref_x.reshape(-1)[None] / (valid_ratios[:, None, lvl, 0] * W_)
+ ref = torch.stack((ref_x, ref_y), -1)
+ reference_points_list.append(ref)
+ reference_points = torch.cat(reference_points_list, 1)
+ reference_points = reference_points[:, :, None] * valid_ratios[:, None]
+ return reference_points
+
+ def forward(self, src, spatial_shapes, level_start_index, valid_ratios, pos=None, padding_mask=None):
+ output = src
+ reference_points = self.get_reference_points(spatial_shapes, valid_ratios, device=src.device)
+ for _, layer in enumerate(self.layers):
+ output = layer(output, pos, reference_points, spatial_shapes, level_start_index, padding_mask)
+
+ return output
+
+
+@SEM_SEG_HEADS_REGISTRY.register()
+class MSDeformAttnPixelDecoder(nn.Module):
+ @configurable
+ def __init__(
+ self,
+ input_shape: Dict[str, ShapeSpec],
+ *,
+ transformer_dropout: float,
+ transformer_nheads: int,
+ transformer_dim_feedforward: int,
+ transformer_enc_layers: int,
+ conv_dim: int,
+ mask_dim: int,
+ norm: Optional[Union[str, Callable]] = None,
+ # deformable transformer encoder args
+ transformer_in_features: List[str],
+ common_stride: int,
+ ):
+ """
+ NOTE: this interface is experimental.
+ Args:
+ input_shape: shapes (channels and stride) of the input features
+ transformer_dropout: dropout probability in transformer
+ transformer_nheads: number of heads in transformer
+ transformer_dim_feedforward: dimension of feedforward network
+ transformer_enc_layers: number of transformer encoder layers
+ conv_dims: number of output channels for the intermediate conv layers.
+ mask_dim: number of output channels for the final conv layer.
+ norm (str or callable): normalization for all conv layers
+ """
+ super().__init__()
+ transformer_input_shape = {
+ k: v for k, v in input_shape.items() if k in transformer_in_features
+ }
+
+ # this is the input shape of pixel decoder
+ input_shape = sorted(input_shape.items(), key=lambda x: x[1].stride)
+ self.in_features = [k for k, v in input_shape] # starting from "res2" to "res5"
+ self.feature_strides = [v.stride for k, v in input_shape]
+ self.feature_channels = [v.channels for k, v in input_shape]
+
+ # this is the input shape of transformer encoder (could use less features than pixel decoder
+ transformer_input_shape = sorted(transformer_input_shape.items(), key=lambda x: x[1].stride)
+ self.transformer_in_features = [k for k, v in transformer_input_shape] # starting from "res2" to "res5"
+ transformer_in_channels = [v.channels for k, v in transformer_input_shape]
+ self.transformer_feature_strides = [v.stride for k, v in transformer_input_shape] # to decide extra FPN layers
+
+ self.transformer_num_feature_levels = len(self.transformer_in_features)
+ if self.transformer_num_feature_levels > 1:
+ input_proj_list = []
+ # from low resolution to high resolution (res5 -> res2)
+ for in_channels in transformer_in_channels[::-1]:
+ input_proj_list.append(nn.Sequential(
+ nn.Conv2d(in_channels, conv_dim, kernel_size=1),
+ nn.GroupNorm(32, conv_dim),
+ ))
+ self.input_proj = nn.ModuleList(input_proj_list)
+ else:
+ self.input_proj = nn.ModuleList([
+ nn.Sequential(
+ nn.Conv2d(transformer_in_channels[-1], conv_dim, kernel_size=1),
+ nn.GroupNorm(32, conv_dim),
+ )])
+
+ for proj in self.input_proj:
+ nn.init.xavier_uniform_(proj[0].weight, gain=1)
+ nn.init.constant_(proj[0].bias, 0)
+
+ self.transformer = MSDeformAttnTransformerEncoderOnly(
+ d_model=conv_dim,
+ dropout=transformer_dropout,
+ nhead=transformer_nheads,
+ dim_feedforward=transformer_dim_feedforward,
+ num_encoder_layers=transformer_enc_layers,
+ num_feature_levels=self.transformer_num_feature_levels,
+ )
+ N_steps = conv_dim // 2
+ self.pe_layer = PositionEmbeddingSine(N_steps, normalize=True)
+
+ self.mask_dim = mask_dim
+ # use 1x1 conv instead
+ self.mask_features = Conv2d(
+ conv_dim,
+ mask_dim,
+ kernel_size=1,
+ stride=1,
+ padding=0,
+ )
+ weight_init.c2_xavier_fill(self.mask_features)
+
+ self.oneformer_num_feature_levels = 3 # always use 3 scales
+ self.common_stride = common_stride
+
+ # extra fpn levels
+ stride = min(self.transformer_feature_strides)
+ self.num_fpn_levels = int(np.log2(stride) - np.log2(self.common_stride))
+
+ lateral_convs = []
+ output_convs = []
+
+ use_bias = norm == ""
+ for idx, in_channels in enumerate(self.feature_channels[:self.num_fpn_levels]):
+ lateral_norm = get_norm(norm, conv_dim)
+ output_norm = get_norm(norm, conv_dim)
+
+ lateral_conv = Conv2d(
+ in_channels, conv_dim, kernel_size=1, bias=use_bias, norm=lateral_norm
+ )
+ output_conv = Conv2d(
+ conv_dim,
+ conv_dim,
+ kernel_size=3,
+ stride=1,
+ padding=1,
+ bias=use_bias,
+ norm=output_norm,
+ activation=F.relu,
+ )
+ weight_init.c2_xavier_fill(lateral_conv)
+ weight_init.c2_xavier_fill(output_conv)
+ self.add_module("adapter_{}".format(idx + 1), lateral_conv)
+ self.add_module("layer_{}".format(idx + 1), output_conv)
+
+ lateral_convs.append(lateral_conv)
+ output_convs.append(output_conv)
+ # Place convs into top-down order (from low to high resolution)
+ # to make the top-down computation in forward clearer.
+ self.lateral_convs = lateral_convs[::-1]
+ self.output_convs = output_convs[::-1]
+
+ @classmethod
+ def from_config(cls, cfg, input_shape: Dict[str, ShapeSpec]):
+ ret = {}
+ ret["input_shape"] = {
+ k: v for k, v in input_shape.items() if k in cfg.MODEL.SEM_SEG_HEAD.IN_FEATURES
+ }
+ ret["conv_dim"] = cfg.MODEL.SEM_SEG_HEAD.CONVS_DIM
+ ret["mask_dim"] = cfg.MODEL.SEM_SEG_HEAD.MASK_DIM
+ ret["norm"] = cfg.MODEL.SEM_SEG_HEAD.NORM
+ ret["transformer_dropout"] = cfg.MODEL.ONE_FORMER.DROPOUT
+ ret["transformer_nheads"] = cfg.MODEL.ONE_FORMER.NHEADS
+ # ret["transformer_dim_feedforward"] = cfg.MODEL.ONE_FORMER.DIM_FEEDFORWARD
+ ret["transformer_dim_feedforward"] = 1024 # use 1024 for deformable transformer encoder
+ ret[
+ "transformer_enc_layers"
+ ] = cfg.MODEL.SEM_SEG_HEAD.TRANSFORMER_ENC_LAYERS # a separate config
+ ret["transformer_in_features"] = cfg.MODEL.SEM_SEG_HEAD.DEFORMABLE_TRANSFORMER_ENCODER_IN_FEATURES
+ ret["common_stride"] = cfg.MODEL.SEM_SEG_HEAD.COMMON_STRIDE
+ return ret
+
+ @autocast(enabled=False)
+ def forward_features(self, features):
+ srcs = []
+ pos = []
+ # Reverse feature maps into top-down order (from low to high resolution)
+ for idx, f in enumerate(self.transformer_in_features[::-1]):
+ x = features[f].float() # deformable detr does not support half precision
+ srcs.append(self.input_proj[idx](x))
+ pos.append(self.pe_layer(x))
+
+ y, spatial_shapes, level_start_index, valid_ratios = self.transformer(srcs, pos)
+ bs = y.shape[0]
+
+ split_size_or_sections = [None] * self.transformer_num_feature_levels
+ for i in range(self.transformer_num_feature_levels):
+ if i < self.transformer_num_feature_levels - 1:
+ split_size_or_sections[i] = level_start_index[i + 1] - level_start_index[i]
+ else:
+ split_size_or_sections[i] = y.shape[1] - level_start_index[i]
+ y = torch.split(y, split_size_or_sections, dim=1)
+
+ out = []
+ multi_scale_features = []
+ num_cur_levels = 0
+ for i, z in enumerate(y):
+ out.append(z.transpose(1, 2).view(bs, -1, spatial_shapes[i][0], spatial_shapes[i][1]))
+
+ # append `out` with extra FPN levels
+ # Reverse feature maps into top-down order (from low to high resolution)
+ for idx, f in enumerate(self.in_features[:self.num_fpn_levels][::-1]):
+ x = features[f].float()
+ lateral_conv = self.lateral_convs[idx]
+ output_conv = self.output_convs[idx]
+ cur_fpn = lateral_conv(x)
+ # Following FPN implementation, we use nearest upsampling here
+ y = cur_fpn + F.interpolate(out[-1], size=cur_fpn.shape[-2:], mode="bilinear", align_corners=False)
+ y = output_conv(y)
+ out.append(y)
+
+ for o in out:
+ if num_cur_levels < self.oneformer_num_feature_levels:
+ multi_scale_features.append(o)
+ num_cur_levels += 1
+
+ return self.mask_features(out[-1]), out[0], multi_scale_features, spatial_shapes, level_start_index
diff --git a/oneformer/modeling/pixel_decoder/ops/functions/__init__.py b/oneformer/modeling/pixel_decoder/ops/functions/__init__.py
new file mode 100644
index 0000000000000000000000000000000000000000..2b06b5ac538b63bdb9a6c82e4635b95bb5491d5b
--- /dev/null
+++ b/oneformer/modeling/pixel_decoder/ops/functions/__init__.py
@@ -0,0 +1,13 @@
+# ------------------------------------------------------------------------------------------------
+# Deformable DETR
+# Copyright (c) 2020 SenseTime. All Rights Reserved.
+# Licensed under the Apache License, Version 2.0 [see LICENSE for details]
+# ------------------------------------------------------------------------------------------------
+# Modified from https://github.com/chengdazhi/Deformable-Convolution-V2-PyTorch/tree/pytorch_1.0.0
+# ------------------------------------------------------------------------------------------------
+
+# Copyright (c) Facebook, Inc. and its affiliates.
+# Modified by Bowen Cheng from https://github.com/fundamentalvision/Deformable-DETR
+
+from .ms_deform_attn_func import MSDeformAttnFunction
+
diff --git a/oneformer/modeling/pixel_decoder/ops/functions/ms_deform_attn_func.py b/oneformer/modeling/pixel_decoder/ops/functions/ms_deform_attn_func.py
new file mode 100644
index 0000000000000000000000000000000000000000..ecfea82f3e6ac34cd8b1abc2d1de5b0f4eaed343
--- /dev/null
+++ b/oneformer/modeling/pixel_decoder/ops/functions/ms_deform_attn_func.py
@@ -0,0 +1,77 @@
+# ------------------------------------------------------------------------------------------------
+# Deformable DETR
+# Copyright (c) 2020 SenseTime. All Rights Reserved.
+# Licensed under the Apache License, Version 2.0 [see LICENSE for details]
+# ------------------------------------------------------------------------------------------------
+# Modified from https://github.com/chengdazhi/Deformable-Convolution-V2-PyTorch/tree/pytorch_1.0.0
+# ------------------------------------------------------------------------------------------------
+
+# Copyright (c) Facebook, Inc. and its affiliates.
+# Modified by Bowen Cheng from https://github.com/fundamentalvision/Deformable-DETR
+
+
+from __future__ import absolute_import
+from __future__ import print_function
+from __future__ import division
+
+import torch
+import torch.nn.functional as F
+from torch.autograd import Function
+from torch.autograd.function import once_differentiable
+
+if torch.cuda.is_available():
+ try:
+ import MultiScaleDeformableAttention as MSDA
+ except ModuleNotFoundError as e:
+ info_string = (
+ "\n\nPlease compile MultiScaleDeformableAttention CUDA op with the following commands:\n"
+ "\t`cd oneformer/modeling/pixel_decoder/ops`\n"
+ "\t`sh make.sh`\n"
+ )
+ raise ModuleNotFoundError(info_string)
+else:
+ MultiScaleDeformableAttention = None
+
+
+
+class MSDeformAttnFunction(Function):
+ @staticmethod
+ def forward(ctx, value, value_spatial_shapes, value_level_start_index, sampling_locations, attention_weights, im2col_step):
+ ctx.im2col_step = im2col_step
+ output = MSDA.ms_deform_attn_forward(
+ value, value_spatial_shapes, value_level_start_index, sampling_locations, attention_weights, ctx.im2col_step)
+ ctx.save_for_backward(value, value_spatial_shapes, value_level_start_index, sampling_locations, attention_weights)
+ return output
+
+ @staticmethod
+ @once_differentiable
+ def backward(ctx, grad_output):
+ value, value_spatial_shapes, value_level_start_index, sampling_locations, attention_weights = ctx.saved_tensors
+ grad_value, grad_sampling_loc, grad_attn_weight = \
+ MSDA.ms_deform_attn_backward(
+ value, value_spatial_shapes, value_level_start_index, sampling_locations, attention_weights, grad_output, ctx.im2col_step)
+
+ return grad_value, None, None, grad_sampling_loc, grad_attn_weight, None
+
+
+def ms_deform_attn_core_pytorch(value, value_spatial_shapes, sampling_locations, attention_weights):
+ # for debug and test only,
+ # need to use cuda version instead
+ N_, S_, M_, D_ = value.shape
+ _, Lq_, M_, L_, P_, _ = sampling_locations.shape
+ value_list = value.split([H_ * W_ for H_, W_ in value_spatial_shapes], dim=1)
+ sampling_grids = 2 * sampling_locations - 1
+ sampling_value_list = []
+ for lid_, (H_, W_) in enumerate(value_spatial_shapes):
+ # N_, H_*W_, M_, D_ -> N_, H_*W_, M_*D_ -> N_, M_*D_, H_*W_ -> N_*M_, D_, H_, W_
+ value_l_ = value_list[lid_].flatten(2).transpose(1, 2).reshape(N_*M_, D_, H_, W_)
+ # N_, Lq_, M_, P_, 2 -> N_, M_, Lq_, P_, 2 -> N_*M_, Lq_, P_, 2
+ sampling_grid_l_ = sampling_grids[:, :, :, lid_].transpose(1, 2).flatten(0, 1)
+ # N_*M_, D_, Lq_, P_
+ sampling_value_l_ = F.grid_sample(value_l_, sampling_grid_l_,
+ mode='bilinear', padding_mode='zeros', align_corners=False)
+ sampling_value_list.append(sampling_value_l_)
+ # (N_, Lq_, M_, L_, P_) -> (N_, M_, Lq_, L_, P_) -> (N_, M_, 1, Lq_, L_*P_)
+ attention_weights = attention_weights.transpose(1, 2).reshape(N_*M_, 1, Lq_, L_*P_)
+ output = (torch.stack(sampling_value_list, dim=-2).flatten(-2) * attention_weights).sum(-1).view(N_, M_*D_, Lq_)
+ return output.transpose(1, 2).contiguous()
diff --git a/oneformer/modeling/pixel_decoder/ops/make.sh b/oneformer/modeling/pixel_decoder/ops/make.sh
new file mode 100755
index 0000000000000000000000000000000000000000..b01d19891b6c1ffb8c842f99cd7d699cad9ff7fc
--- /dev/null
+++ b/oneformer/modeling/pixel_decoder/ops/make.sh
@@ -0,0 +1,13 @@
+#!/usr/bin/env bash
+# ------------------------------------------------------------------------------------------------
+# Deformable DETR
+# Copyright (c) 2020 SenseTime. All Rights Reserved.
+# Licensed under the Apache License, Version 2.0 [see LICENSE for details]
+# ------------------------------------------------------------------------------------------------
+# Modified from https://github.com/chengdazhi/Deformable-Convolution-V2-PyTorch/tree/pytorch_1.0.0
+# ------------------------------------------------------------------------------------------------
+
+# Copyright (c) Facebook, Inc. and its affiliates.
+# Modified by Bowen Cheng from https://github.com/fundamentalvision/Deformable-DETR
+
+FORCE_CUDA=1 python3 setup.py build install
diff --git a/oneformer/modeling/pixel_decoder/ops/modules/__init__.py b/oneformer/modeling/pixel_decoder/ops/modules/__init__.py
new file mode 100644
index 0000000000000000000000000000000000000000..6fdbf03359958f3d67ab00f879bf6b61a6c8f06a
--- /dev/null
+++ b/oneformer/modeling/pixel_decoder/ops/modules/__init__.py
@@ -0,0 +1,12 @@
+# ------------------------------------------------------------------------------------------------
+# Deformable DETR
+# Copyright (c) 2020 SenseTime. All Rights Reserved.
+# Licensed under the Apache License, Version 2.0 [see LICENSE for details]
+# ------------------------------------------------------------------------------------------------
+# Modified from https://github.com/chengdazhi/Deformable-Convolution-V2-PyTorch/tree/pytorch_1.0.0
+# ------------------------------------------------------------------------------------------------
+
+# Copyright (c) Facebook, Inc. and its affiliates.
+# Modified by Bowen Cheng from https://github.com/fundamentalvision/Deformable-DETR
+
+from .ms_deform_attn import MSDeformAttn
diff --git a/oneformer/modeling/pixel_decoder/ops/modules/ms_deform_attn.py b/oneformer/modeling/pixel_decoder/ops/modules/ms_deform_attn.py
new file mode 100644
index 0000000000000000000000000000000000000000..55436f358ae708827d40a49b7d991da60bb89b39
--- /dev/null
+++ b/oneformer/modeling/pixel_decoder/ops/modules/ms_deform_attn.py
@@ -0,0 +1,129 @@
+# ------------------------------------------------------------------------------------------------
+# Deformable DETR
+# Copyright (c) 2020 SenseTime. All Rights Reserved.
+# Licensed under the Apache License, Version 2.0 [see LICENSE for details]
+# ------------------------------------------------------------------------------------------------
+# Modified from https://github.com/chengdazhi/Deformable-Convolution-V2-PyTorch/tree/pytorch_1.0.0
+# ------------------------------------------------------------------------------------------------
+
+# Copyright (c) Facebook, Inc. and its affiliates.
+# Modified by Bowen Cheng from https://github.com/fundamentalvision/Deformable-DETR
+
+from __future__ import absolute_import
+from __future__ import print_function
+from __future__ import division
+
+import warnings
+import math
+
+import torch
+from torch import nn
+import torch.nn.functional as F
+from torch.nn.init import xavier_uniform_, constant_
+
+if torch.cuda.is_available():
+ from ..functions import MSDeformAttnFunction
+else:
+ MSDeformAttnFunction = None
+from ..functions.ms_deform_attn_func import ms_deform_attn_core_pytorch
+
+
+def _is_power_of_2(n):
+ if (not isinstance(n, int)) or (n < 0):
+ raise ValueError("invalid input for _is_power_of_2: {} (type: {})".format(n, type(n)))
+ return (n & (n-1) == 0) and n != 0
+
+
+class MSDeformAttn(nn.Module):
+ def __init__(self, d_model=256, n_levels=4, n_heads=8, n_points=4):
+ """
+ Multi-Scale Deformable Attention Module
+ :param d_model hidden dimension
+ :param n_levels number of feature levels
+ :param n_heads number of attention heads
+ :param n_points number of sampling points per attention head per feature level
+ """
+ super().__init__()
+ if d_model % n_heads != 0:
+ raise ValueError('d_model must be divisible by n_heads, but got {} and {}'.format(d_model, n_heads))
+ _d_per_head = d_model // n_heads
+ # you'd better set _d_per_head to a power of 2 which is more efficient in our CUDA implementation
+ if not _is_power_of_2(_d_per_head):
+ warnings.warn("You'd better set d_model in MSDeformAttn to make the dimension of each attention head a power of 2 "
+ "which is more efficient in our CUDA implementation.")
+
+ self.im2col_step = 128
+
+ self.d_model = d_model
+ self.n_levels = n_levels
+ self.n_heads = n_heads
+ self.n_points = n_points
+
+ self.sampling_offsets = nn.Linear(d_model, n_heads * n_levels * n_points * 2)
+ self.attention_weights = nn.Linear(d_model, n_heads * n_levels * n_points)
+ self.value_proj = nn.Linear(d_model, d_model)
+ self.output_proj = nn.Linear(d_model, d_model)
+
+ self._reset_parameters()
+
+ def _reset_parameters(self):
+ constant_(self.sampling_offsets.weight.data, 0.)
+ thetas = torch.arange(self.n_heads, dtype=torch.float32) * (2.0 * math.pi / self.n_heads)
+ grid_init = torch.stack([thetas.cos(), thetas.sin()], -1)
+ grid_init = (grid_init / grid_init.abs().max(-1, keepdim=True)[0]).view(self.n_heads, 1, 1, 2).repeat(1, self.n_levels, self.n_points, 1)
+ for i in range(self.n_points):
+ grid_init[:, :, i, :] *= i + 1
+ with torch.no_grad():
+ self.sampling_offsets.bias = nn.Parameter(grid_init.view(-1))
+ constant_(self.attention_weights.weight.data, 0.)
+ constant_(self.attention_weights.bias.data, 0.)
+ xavier_uniform_(self.value_proj.weight.data)
+ constant_(self.value_proj.bias.data, 0.)
+ xavier_uniform_(self.output_proj.weight.data)
+ constant_(self.output_proj.bias.data, 0.)
+
+ def forward(self, query, reference_points, input_flatten, input_spatial_shapes, input_level_start_index, input_padding_mask=None):
+ """
+ :param query (N, Length_{query}, C)
+ :param reference_points (N, Length_{query}, n_levels, 2), range in [0, 1], top-left (0,0), bottom-right (1, 1), including padding area
+ or (N, Length_{query}, n_levels, 4), add additional (w, h) to form reference boxes
+ :param input_flatten (N, \sum_{l=0}^{L-1} H_l \cdot W_l, C)
+ :param input_spatial_shapes (n_levels, 2), [(H_0, W_0), (H_1, W_1), ..., (H_{L-1}, W_{L-1})]
+ :param input_level_start_index (n_levels, ), [0, H_0*W_0, H_0*W_0+H_1*W_1, H_0*W_0+H_1*W_1+H_2*W_2, ..., H_0*W_0+H_1*W_1+...+H_{L-1}*W_{L-1}]
+ :param input_padding_mask (N, \sum_{l=0}^{L-1} H_l \cdot W_l), True for padding elements, False for non-padding elements
+ :return output (N, Length_{query}, C)
+ """
+ N, Len_q, _ = query.shape
+ N, Len_in, _ = input_flatten.shape
+ assert (input_spatial_shapes[:, 0] * input_spatial_shapes[:, 1]).sum() == Len_in
+
+ value = self.value_proj(input_flatten)
+ if input_padding_mask is not None:
+ value = value.masked_fill(input_padding_mask[..., None], float(0))
+ value = value.view(N, Len_in, self.n_heads, self.d_model // self.n_heads)
+ sampling_offsets = self.sampling_offsets(query).view(N, Len_q, self.n_heads, self.n_levels, self.n_points, 2)
+ attention_weights = self.attention_weights(query).view(N, Len_q, self.n_heads, self.n_levels * self.n_points)
+ attention_weights = F.softmax(attention_weights, -1).view(N, Len_q, self.n_heads, self.n_levels, self.n_points)
+ # N, Len_q, n_heads, n_levels, n_points, 2
+ if reference_points.shape[-1] == 2:
+ offset_normalizer = torch.stack([input_spatial_shapes[..., 1], input_spatial_shapes[..., 0]], -1)
+ sampling_locations = reference_points[:, :, None, :, None, :] \
+ + sampling_offsets / offset_normalizer[None, None, None, :, None, :]
+ elif reference_points.shape[-1] == 4:
+ sampling_locations = reference_points[:, :, None, :, None, :2] \
+ + sampling_offsets / self.n_points * reference_points[:, :, None, :, None, 2:] * 0.5
+ else:
+ raise ValueError(
+ 'Last dim of reference_points must be 2 or 4, but get {} instead.'.format(reference_points.shape[-1]))
+ # try:
+ if torch.cuda.is_available():
+ output = MSDeformAttnFunction.apply(
+ value, input_spatial_shapes, input_level_start_index, sampling_locations, attention_weights, self.im2col_step)
+ # except:
+ else:
+ # CPU
+ output = ms_deform_attn_core_pytorch(value, input_spatial_shapes, sampling_locations, attention_weights)
+ # # For FLOPs calculation only
+ # output = ms_deform_attn_core_pytorch(value, input_spatial_shapes, sampling_locations, attention_weights)
+ output = self.output_proj(output)
+ return output
\ No newline at end of file
diff --git a/oneformer/modeling/pixel_decoder/ops/setup.py b/oneformer/modeling/pixel_decoder/ops/setup.py
new file mode 100644
index 0000000000000000000000000000000000000000..3b57ad313ac8f9b6586892142da8ba943e516cec
--- /dev/null
+++ b/oneformer/modeling/pixel_decoder/ops/setup.py
@@ -0,0 +1,78 @@
+# ------------------------------------------------------------------------------------------------
+# Deformable DETR
+# Copyright (c) 2020 SenseTime. All Rights Reserved.
+# Licensed under the Apache License, Version 2.0 [see LICENSE for details]
+# ------------------------------------------------------------------------------------------------
+# Modified from https://github.com/chengdazhi/Deformable-Convolution-V2-PyTorch/tree/pytorch_1.0.0
+# ------------------------------------------------------------------------------------------------
+
+# Copyright (c) Facebook, Inc. and its affiliates.
+# Modified by Bowen Cheng from https://github.com/fundamentalvision/Deformable-DETR
+
+import os
+import glob
+
+import torch
+
+from torch.utils.cpp_extension import CUDA_HOME
+from torch.utils.cpp_extension import CppExtension
+from torch.utils.cpp_extension import CUDAExtension
+
+from setuptools import find_packages
+from setuptools import setup
+
+requirements = ["torch", "torchvision"]
+
+def get_extensions():
+ this_dir = os.path.dirname(os.path.abspath(__file__))
+ extensions_dir = os.path.join(this_dir, "src")
+
+ main_file = glob.glob(os.path.join(extensions_dir, "*.cpp"))
+ source_cpu = glob.glob(os.path.join(extensions_dir, "cpu", "*.cpp"))
+ source_cuda = glob.glob(os.path.join(extensions_dir, "cuda", "*.cu"))
+
+ sources = main_file + source_cpu
+ extension = CppExtension
+ extra_compile_args = {"cxx": []}
+ define_macros = []
+
+ # Force cuda since torch ask for a device, not if cuda is in fact available.
+ if (os.environ.get('FORCE_CUDA') or torch.cuda.is_available()) and CUDA_HOME is not None:
+ extension = CUDAExtension
+ sources += source_cuda
+ define_macros += [("WITH_CUDA", None)]
+ extra_compile_args["nvcc"] = [
+ "-DCUDA_HAS_FP16=1",
+ "-D__CUDA_NO_HALF_OPERATORS__",
+ "-D__CUDA_NO_HALF_CONVERSIONS__",
+ "-D__CUDA_NO_HALF2_OPERATORS__",
+ ]
+ else:
+ if CUDA_HOME is None:
+ raise NotImplementedError('CUDA_HOME is None. Please set environment variable CUDA_HOME.')
+ else:
+ raise NotImplementedError('No CUDA runtime is found. Please set FORCE_CUDA=1 or test it by running torch.cuda.is_available().')
+
+ sources = [os.path.join(extensions_dir, s) for s in sources]
+ include_dirs = [extensions_dir]
+ ext_modules = [
+ extension(
+ "MultiScaleDeformableAttention",
+ sources,
+ include_dirs=include_dirs,
+ define_macros=define_macros,
+ extra_compile_args=extra_compile_args,
+ )
+ ]
+ return ext_modules
+
+setup(
+ name="MultiScaleDeformableAttention",
+ version="1.0",
+ author="Weijie Su",
+ url="https://github.com/fundamentalvision/Deformable-DETR",
+ description="PyTorch Wrapper for CUDA Functions of Multi-Scale Deformable Attention",
+ packages=find_packages(exclude=("configs", "tests",)),
+ ext_modules=get_extensions(),
+ cmdclass={"build_ext": torch.utils.cpp_extension.BuildExtension},
+)
diff --git a/oneformer/modeling/pixel_decoder/ops/src/cpu/ms_deform_attn_cpu.cpp b/oneformer/modeling/pixel_decoder/ops/src/cpu/ms_deform_attn_cpu.cpp
new file mode 100644
index 0000000000000000000000000000000000000000..48757e2b0156b2c1513b615d2a17e5aee5172ae7
--- /dev/null
+++ b/oneformer/modeling/pixel_decoder/ops/src/cpu/ms_deform_attn_cpu.cpp
@@ -0,0 +1,46 @@
+/*!
+**************************************************************************************************
+* Deformable DETR
+* Copyright (c) 2020 SenseTime. All Rights Reserved.
+* Licensed under the Apache License, Version 2.0 [see LICENSE for details]
+**************************************************************************************************
+* Modified from https://github.com/chengdazhi/Deformable-Convolution-V2-PyTorch/tree/pytorch_1.0.0
+**************************************************************************************************
+*/
+
+/*!
+* Copyright (c) Facebook, Inc. and its affiliates.
+* Modified by Bowen Cheng from https://github.com/fundamentalvision/Deformable-DETR
+*/
+
+#include <vector>
+
+#include <ATen/ATen.h>
+#include <ATen/cuda/CUDAContext.h>
+
+
+at::Tensor
+ms_deform_attn_cpu_forward(
+ const at::Tensor &value,
+ const at::Tensor &spatial_shapes,
+ const at::Tensor &level_start_index,
+ const at::Tensor &sampling_loc,
+ const at::Tensor &attn_weight,
+ const int im2col_step)
+{
+ AT_ERROR("Not implement on cpu");
+}
+
+std::vector<at::Tensor>
+ms_deform_attn_cpu_backward(
+ const at::Tensor &value,
+ const at::Tensor &spatial_shapes,
+ const at::Tensor &level_start_index,
+ const at::Tensor &sampling_loc,
+ const at::Tensor &attn_weight,
+ const at::Tensor &grad_output,
+ const int im2col_step)
+{
+ AT_ERROR("Not implement on cpu");
+}
+
diff --git a/oneformer/modeling/pixel_decoder/ops/src/cpu/ms_deform_attn_cpu.h b/oneformer/modeling/pixel_decoder/ops/src/cpu/ms_deform_attn_cpu.h
new file mode 100644
index 0000000000000000000000000000000000000000..51bb27e9ee828f967e8aa854c2d55574040c6d7e
--- /dev/null
+++ b/oneformer/modeling/pixel_decoder/ops/src/cpu/ms_deform_attn_cpu.h
@@ -0,0 +1,38 @@
+/*!
+**************************************************************************************************
+* Deformable DETR
+* Copyright (c) 2020 SenseTime. All Rights Reserved.
+* Licensed under the Apache License, Version 2.0 [see LICENSE for details]
+**************************************************************************************************
+* Modified from https://github.com/chengdazhi/Deformable-Convolution-V2-PyTorch/tree/pytorch_1.0.0
+**************************************************************************************************
+*/
+
+/*!
+* Copyright (c) Facebook, Inc. and its affiliates.
+* Modified by Bowen Cheng from https://github.com/fundamentalvision/Deformable-DETR
+*/
+
+#pragma once
+#include <torch/extension.h>
+
+at::Tensor
+ms_deform_attn_cpu_forward(
+ const at::Tensor &value,
+ const at::Tensor &spatial_shapes,
+ const at::Tensor &level_start_index,
+ const at::Tensor &sampling_loc,
+ const at::Tensor &attn_weight,
+ const int im2col_step);
+
+std::vector<at::Tensor>
+ms_deform_attn_cpu_backward(
+ const at::Tensor &value,
+ const at::Tensor &spatial_shapes,
+ const at::Tensor &level_start_index,
+ const at::Tensor &sampling_loc,
+ const at::Tensor &attn_weight,
+ const at::Tensor &grad_output,
+ const int im2col_step);
+
+
diff --git a/oneformer/modeling/pixel_decoder/ops/src/cuda/ms_deform_attn_cuda.cu b/oneformer/modeling/pixel_decoder/ops/src/cuda/ms_deform_attn_cuda.cu
new file mode 100644
index 0000000000000000000000000000000000000000..0c465dab3d636dfd6a44523c63f148b6e15084d9
--- /dev/null
+++ b/oneformer/modeling/pixel_decoder/ops/src/cuda/ms_deform_attn_cuda.cu
@@ -0,0 +1,158 @@
+/*!
+**************************************************************************************************
+* Deformable DETR
+* Copyright (c) 2020 SenseTime. All Rights Reserved.
+* Licensed under the Apache License, Version 2.0 [see LICENSE for details]
+**************************************************************************************************
+* Modified from https://github.com/chengdazhi/Deformable-Convolution-V2-PyTorch/tree/pytorch_1.0.0
+**************************************************************************************************
+*/
+
+/*!
+* Copyright (c) Facebook, Inc. and its affiliates.
+* Modified by Bowen Cheng from https://github.com/fundamentalvision/Deformable-DETR
+*/
+
+#include <vector>
+#include "cuda/ms_deform_im2col_cuda.cuh"
+
+#include <ATen/ATen.h>
+#include <ATen/cuda/CUDAContext.h>
+#include <cuda.h>
+#include <cuda_runtime.h>
+
+
+at::Tensor ms_deform_attn_cuda_forward(
+ const at::Tensor &value,
+ const at::Tensor &spatial_shapes,
+ const at::Tensor &level_start_index,
+ const at::Tensor &sampling_loc,
+ const at::Tensor &attn_weight,
+ const int im2col_step)
+{
+ AT_ASSERTM(value.is_contiguous(), "value tensor has to be contiguous");
+ AT_ASSERTM(spatial_shapes.is_contiguous(), "spatial_shapes tensor has to be contiguous");
+ AT_ASSERTM(level_start_index.is_contiguous(), "level_start_index tensor has to be contiguous");
+ AT_ASSERTM(sampling_loc.is_contiguous(), "sampling_loc tensor has to be contiguous");
+ AT_ASSERTM(attn_weight.is_contiguous(), "attn_weight tensor has to be contiguous");
+
+ AT_ASSERTM(value.type().is_cuda(), "value must be a CUDA tensor");
+ AT_ASSERTM(spatial_shapes.type().is_cuda(), "spatial_shapes must be a CUDA tensor");
+ AT_ASSERTM(level_start_index.type().is_cuda(), "level_start_index must be a CUDA tensor");
+ AT_ASSERTM(sampling_loc.type().is_cuda(), "sampling_loc must be a CUDA tensor");
+ AT_ASSERTM(attn_weight.type().is_cuda(), "attn_weight must be a CUDA tensor");
+
+ const int batch = value.size(0);
+ const int spatial_size = value.size(1);
+ const int num_heads = value.size(2);
+ const int channels = value.size(3);
+
+ const int num_levels = spatial_shapes.size(0);
+
+ const int num_query = sampling_loc.size(1);
+ const int num_point = sampling_loc.size(4);
+
+ const int im2col_step_ = std::min(batch, im2col_step);
+
+ AT_ASSERTM(batch % im2col_step_ == 0, "batch(%d) must divide im2col_step(%d)", batch, im2col_step_);
+
+ auto output = at::zeros({batch, num_query, num_heads, channels}, value.options());
+
+ const int batch_n = im2col_step_;
+ auto output_n = output.view({batch/im2col_step_, batch_n, num_query, num_heads, channels});
+ auto per_value_size = spatial_size * num_heads * channels;
+ auto per_sample_loc_size = num_query * num_heads * num_levels * num_point * 2;
+ auto per_attn_weight_size = num_query * num_heads * num_levels * num_point;
+ for (int n = 0; n < batch/im2col_step_; ++n)
+ {
+ auto columns = output_n.select(0, n);
+ AT_DISPATCH_FLOATING_TYPES(value.type(), "ms_deform_attn_forward_cuda", ([&] {
+ ms_deformable_im2col_cuda(at::cuda::getCurrentCUDAStream(),
+ value.data<scalar_t>() + n * im2col_step_ * per_value_size,
+ spatial_shapes.data<int64_t>(),
+ level_start_index.data<int64_t>(),
+ sampling_loc.data<scalar_t>() + n * im2col_step_ * per_sample_loc_size,
+ attn_weight.data<scalar_t>() + n * im2col_step_ * per_attn_weight_size,
+ batch_n, spatial_size, num_heads, channels, num_levels, num_query, num_point,
+ columns.data<scalar_t>());
+
+ }));
+ }
+
+ output = output.view({batch, num_query, num_heads*channels});
+
+ return output;
+}
+
+
+std::vector<at::Tensor> ms_deform_attn_cuda_backward(
+ const at::Tensor &value,
+ const at::Tensor &spatial_shapes,
+ const at::Tensor &level_start_index,
+ const at::Tensor &sampling_loc,
+ const at::Tensor &attn_weight,
+ const at::Tensor &grad_output,
+ const int im2col_step)
+{
+
+ AT_ASSERTM(value.is_contiguous(), "value tensor has to be contiguous");
+ AT_ASSERTM(spatial_shapes.is_contiguous(), "spatial_shapes tensor has to be contiguous");
+ AT_ASSERTM(level_start_index.is_contiguous(), "level_start_index tensor has to be contiguous");
+ AT_ASSERTM(sampling_loc.is_contiguous(), "sampling_loc tensor has to be contiguous");
+ AT_ASSERTM(attn_weight.is_contiguous(), "attn_weight tensor has to be contiguous");
+ AT_ASSERTM(grad_output.is_contiguous(), "grad_output tensor has to be contiguous");
+
+ AT_ASSERTM(value.type().is_cuda(), "value must be a CUDA tensor");
+ AT_ASSERTM(spatial_shapes.type().is_cuda(), "spatial_shapes must be a CUDA tensor");
+ AT_ASSERTM(level_start_index.type().is_cuda(), "level_start_index must be a CUDA tensor");
+ AT_ASSERTM(sampling_loc.type().is_cuda(), "sampling_loc must be a CUDA tensor");
+ AT_ASSERTM(attn_weight.type().is_cuda(), "attn_weight must be a CUDA tensor");
+ AT_ASSERTM(grad_output.type().is_cuda(), "grad_output must be a CUDA tensor");
+
+ const int batch = value.size(0);
+ const int spatial_size = value.size(1);
+ const int num_heads = value.size(2);
+ const int channels = value.size(3);
+
+ const int num_levels = spatial_shapes.size(0);
+
+ const int num_query = sampling_loc.size(1);
+ const int num_point = sampling_loc.size(4);
+
+ const int im2col_step_ = std::min(batch, im2col_step);
+
+ AT_ASSERTM(batch % im2col_step_ == 0, "batch(%d) must divide im2col_step(%d)", batch, im2col_step_);
+
+ auto grad_value = at::zeros_like(value);
+ auto grad_sampling_loc = at::zeros_like(sampling_loc);
+ auto grad_attn_weight = at::zeros_like(attn_weight);
+
+ const int batch_n = im2col_step_;
+ auto per_value_size = spatial_size * num_heads * channels;
+ auto per_sample_loc_size = num_query * num_heads * num_levels * num_point * 2;
+ auto per_attn_weight_size = num_query * num_heads * num_levels * num_point;
+ auto grad_output_n = grad_output.view({batch/im2col_step_, batch_n, num_query, num_heads, channels});
+
+ for (int n = 0; n < batch/im2col_step_; ++n)
+ {
+ auto grad_output_g = grad_output_n.select(0, n);
+ AT_DISPATCH_FLOATING_TYPES(value.type(), "ms_deform_attn_backward_cuda", ([&] {
+ ms_deformable_col2im_cuda(at::cuda::getCurrentCUDAStream(),
+ grad_output_g.data<scalar_t>(),
+ value.data<scalar_t>() + n * im2col_step_ * per_value_size,
+ spatial_shapes.data<int64_t>(),
+ level_start_index.data<int64_t>(),
+ sampling_loc.data<scalar_t>() + n * im2col_step_ * per_sample_loc_size,
+ attn_weight.data<scalar_t>() + n * im2col_step_ * per_attn_weight_size,
+ batch_n, spatial_size, num_heads, channels, num_levels, num_query, num_point,
+ grad_value.data<scalar_t>() + n * im2col_step_ * per_value_size,
+ grad_sampling_loc.data<scalar_t>() + n * im2col_step_ * per_sample_loc_size,
+ grad_attn_weight.data<scalar_t>() + n * im2col_step_ * per_attn_weight_size);
+
+ }));
+ }
+
+ return {
+ grad_value, grad_sampling_loc, grad_attn_weight
+ };
+}
\ No newline at end of file
diff --git a/oneformer/modeling/pixel_decoder/ops/src/cuda/ms_deform_attn_cuda.h b/oneformer/modeling/pixel_decoder/ops/src/cuda/ms_deform_attn_cuda.h
new file mode 100644
index 0000000000000000000000000000000000000000..4f0658e8668a11f0e7d71deff9adac71884f2e87
--- /dev/null
+++ b/oneformer/modeling/pixel_decoder/ops/src/cuda/ms_deform_attn_cuda.h
@@ -0,0 +1,35 @@
+/*!
+**************************************************************************************************
+* Deformable DETR
+* Copyright (c) 2020 SenseTime. All Rights Reserved.
+* Licensed under the Apache License, Version 2.0 [see LICENSE for details]
+**************************************************************************************************
+* Modified from https://github.com/chengdazhi/Deformable-Convolution-V2-PyTorch/tree/pytorch_1.0.0
+**************************************************************************************************
+*/
+
+/*!
+* Copyright (c) Facebook, Inc. and its affiliates.
+* Modified by Bowen Cheng from https://github.com/fundamentalvision/Deformable-DETR
+*/
+
+#pragma once
+#include <torch/extension.h>
+
+at::Tensor ms_deform_attn_cuda_forward(
+ const at::Tensor &value,
+ const at::Tensor &spatial_shapes,
+ const at::Tensor &level_start_index,
+ const at::Tensor &sampling_loc,
+ const at::Tensor &attn_weight,
+ const int im2col_step);
+
+std::vector<at::Tensor> ms_deform_attn_cuda_backward(
+ const at::Tensor &value,
+ const at::Tensor &spatial_shapes,
+ const at::Tensor &level_start_index,
+ const at::Tensor &sampling_loc,
+ const at::Tensor &attn_weight,
+ const at::Tensor &grad_output,
+ const int im2col_step);
+
diff --git a/oneformer/modeling/pixel_decoder/ops/src/cuda/ms_deform_im2col_cuda.cuh b/oneformer/modeling/pixel_decoder/ops/src/cuda/ms_deform_im2col_cuda.cuh
new file mode 100644
index 0000000000000000000000000000000000000000..c04e0d4ab97d25c1756fcd8d08dd1e5a6d280b7c
--- /dev/null
+++ b/oneformer/modeling/pixel_decoder/ops/src/cuda/ms_deform_im2col_cuda.cuh
@@ -0,0 +1,1332 @@
+/*!
+**************************************************************************
+* Deformable DETR
+* Copyright (c) 2020 SenseTime. All Rights Reserved.
+* Licensed under the Apache License, Version 2.0 [see LICENSE for details]
+**************************************************************************
+* Modified from DCN (https://github.com/msracver/Deformable-ConvNets)
+* Copyright (c) 2018 Microsoft
+**************************************************************************
+*/
+
+/*!
+* Copyright (c) Facebook, Inc. and its affiliates.
+* Modified by Bowen Cheng from https://github.com/fundamentalvision/Deformable-DETR
+*/
+
+#include <cstdio>
+#include <algorithm>
+#include <cstring>
+
+#include <ATen/ATen.h>
+#include <ATen/cuda/CUDAContext.h>
+
+#include <THC/THCAtomics.cuh>
+
+#define CUDA_KERNEL_LOOP(i, n) \
+ for (int i = blockIdx.x * blockDim.x + threadIdx.x; \
+ i < (n); \
+ i += blockDim.x * gridDim.x)
+
+const int CUDA_NUM_THREADS = 1024;
+inline int GET_BLOCKS(const int N, const int num_threads)
+{
+ return (N + num_threads - 1) / num_threads;
+}
+
+
+template <typename scalar_t>
+__device__ scalar_t ms_deform_attn_im2col_bilinear(const scalar_t* &bottom_data,
+ const int &height, const int &width, const int &nheads, const int &channels,
+ const scalar_t &h, const scalar_t &w, const int &m, const int &c)
+{
+ const int h_low = floor(h);
+ const int w_low = floor(w);
+ const int h_high = h_low + 1;
+ const int w_high = w_low + 1;
+
+ const scalar_t lh = h - h_low;
+ const scalar_t lw = w - w_low;
+ const scalar_t hh = 1 - lh, hw = 1 - lw;
+
+ const int w_stride = nheads * channels;
+ const int h_stride = width * w_stride;
+ const int h_low_ptr_offset = h_low * h_stride;
+ const int h_high_ptr_offset = h_low_ptr_offset + h_stride;
+ const int w_low_ptr_offset = w_low * w_stride;
+ const int w_high_ptr_offset = w_low_ptr_offset + w_stride;
+ const int base_ptr = m * channels + c;
+
+ scalar_t v1 = 0;
+ if (h_low >= 0 && w_low >= 0)
+ {
+ const int ptr1 = h_low_ptr_offset + w_low_ptr_offset + base_ptr;
+ v1 = bottom_data[ptr1];
+ }
+ scalar_t v2 = 0;
+ if (h_low >= 0 && w_high <= width - 1)
+ {
+ const int ptr2 = h_low_ptr_offset + w_high_ptr_offset + base_ptr;
+ v2 = bottom_data[ptr2];
+ }
+ scalar_t v3 = 0;
+ if (h_high <= height - 1 && w_low >= 0)
+ {
+ const int ptr3 = h_high_ptr_offset + w_low_ptr_offset + base_ptr;
+ v3 = bottom_data[ptr3];
+ }
+ scalar_t v4 = 0;
+ if (h_high <= height - 1 && w_high <= width - 1)
+ {
+ const int ptr4 = h_high_ptr_offset + w_high_ptr_offset + base_ptr;
+ v4 = bottom_data[ptr4];
+ }
+
+ const scalar_t w1 = hh * hw, w2 = hh * lw, w3 = lh * hw, w4 = lh * lw;
+
+ const scalar_t val = (w1 * v1 + w2 * v2 + w3 * v3 + w4 * v4);
+ return val;
+}
+
+
+template <typename scalar_t>
+__device__ void ms_deform_attn_col2im_bilinear(const scalar_t* &bottom_data,
+ const int &height, const int &width, const int &nheads, const int &channels,
+ const scalar_t &h, const scalar_t &w, const int &m, const int &c,
+ const scalar_t &top_grad,
+ const scalar_t &attn_weight,
+ scalar_t* &grad_value,
+ scalar_t* grad_sampling_loc,
+ scalar_t* grad_attn_weight)
+{
+ const int h_low = floor(h);
+ const int w_low = floor(w);
+ const int h_high = h_low + 1;
+ const int w_high = w_low + 1;
+
+ const scalar_t lh = h - h_low;
+ const scalar_t lw = w - w_low;
+ const scalar_t hh = 1 - lh, hw = 1 - lw;
+
+ const int w_stride = nheads * channels;
+ const int h_stride = width * w_stride;
+ const int h_low_ptr_offset = h_low * h_stride;
+ const int h_high_ptr_offset = h_low_ptr_offset + h_stride;
+ const int w_low_ptr_offset = w_low * w_stride;
+ const int w_high_ptr_offset = w_low_ptr_offset + w_stride;
+ const int base_ptr = m * channels + c;
+
+ const scalar_t w1 = hh * hw, w2 = hh * lw, w3 = lh * hw, w4 = lh * lw;
+ const scalar_t top_grad_value = top_grad * attn_weight;
+ scalar_t grad_h_weight = 0, grad_w_weight = 0;
+
+ scalar_t v1 = 0;
+ if (h_low >= 0 && w_low >= 0)
+ {
+ const int ptr1 = h_low_ptr_offset + w_low_ptr_offset + base_ptr;
+ v1 = bottom_data[ptr1];
+ grad_h_weight -= hw * v1;
+ grad_w_weight -= hh * v1;
+ atomicAdd(grad_value+ptr1, w1*top_grad_value);
+ }
+ scalar_t v2 = 0;
+ if (h_low >= 0 && w_high <= width - 1)
+ {
+ const int ptr2 = h_low_ptr_offset + w_high_ptr_offset + base_ptr;
+ v2 = bottom_data[ptr2];
+ grad_h_weight -= lw * v2;
+ grad_w_weight += hh * v2;
+ atomicAdd(grad_value+ptr2, w2*top_grad_value);
+ }
+ scalar_t v3 = 0;
+ if (h_high <= height - 1 && w_low >= 0)
+ {
+ const int ptr3 = h_high_ptr_offset + w_low_ptr_offset + base_ptr;
+ v3 = bottom_data[ptr3];
+ grad_h_weight += hw * v3;
+ grad_w_weight -= lh * v3;
+ atomicAdd(grad_value+ptr3, w3*top_grad_value);
+ }
+ scalar_t v4 = 0;
+ if (h_high <= height - 1 && w_high <= width - 1)
+ {
+ const int ptr4 = h_high_ptr_offset + w_high_ptr_offset + base_ptr;
+ v4 = bottom_data[ptr4];
+ grad_h_weight += lw * v4;
+ grad_w_weight += lh * v4;
+ atomicAdd(grad_value+ptr4, w4*top_grad_value);
+ }
+
+ const scalar_t val = (w1 * v1 + w2 * v2 + w3 * v3 + w4 * v4);
+ *grad_attn_weight = top_grad * val;
+ *grad_sampling_loc = width * grad_w_weight * top_grad_value;
+ *(grad_sampling_loc + 1) = height * grad_h_weight * top_grad_value;
+}
+
+
+template <typename scalar_t>
+__device__ void ms_deform_attn_col2im_bilinear_gm(const scalar_t* &bottom_data,
+ const int &height, const int &width, const int &nheads, const int &channels,
+ const scalar_t &h, const scalar_t &w, const int &m, const int &c,
+ const scalar_t &top_grad,
+ const scalar_t &attn_weight,
+ scalar_t* &grad_value,
+ scalar_t* grad_sampling_loc,
+ scalar_t* grad_attn_weight)
+{
+ const int h_low = floor(h);
+ const int w_low = floor(w);
+ const int h_high = h_low + 1;
+ const int w_high = w_low + 1;
+
+ const scalar_t lh = h - h_low;
+ const scalar_t lw = w - w_low;
+ const scalar_t hh = 1 - lh, hw = 1 - lw;
+
+ const int w_stride = nheads * channels;
+ const int h_stride = width * w_stride;
+ const int h_low_ptr_offset = h_low * h_stride;
+ const int h_high_ptr_offset = h_low_ptr_offset + h_stride;
+ const int w_low_ptr_offset = w_low * w_stride;
+ const int w_high_ptr_offset = w_low_ptr_offset + w_stride;
+ const int base_ptr = m * channels + c;
+
+ const scalar_t w1 = hh * hw, w2 = hh * lw, w3 = lh * hw, w4 = lh * lw;
+ const scalar_t top_grad_value = top_grad * attn_weight;
+ scalar_t grad_h_weight = 0, grad_w_weight = 0;
+
+ scalar_t v1 = 0;
+ if (h_low >= 0 && w_low >= 0)
+ {
+ const int ptr1 = h_low_ptr_offset + w_low_ptr_offset + base_ptr;
+ v1 = bottom_data[ptr1];
+ grad_h_weight -= hw * v1;
+ grad_w_weight -= hh * v1;
+ atomicAdd(grad_value+ptr1, w1*top_grad_value);
+ }
+ scalar_t v2 = 0;
+ if (h_low >= 0 && w_high <= width - 1)
+ {
+ const int ptr2 = h_low_ptr_offset + w_high_ptr_offset + base_ptr;
+ v2 = bottom_data[ptr2];
+ grad_h_weight -= lw * v2;
+ grad_w_weight += hh * v2;
+ atomicAdd(grad_value+ptr2, w2*top_grad_value);
+ }
+ scalar_t v3 = 0;
+ if (h_high <= height - 1 && w_low >= 0)
+ {
+ const int ptr3 = h_high_ptr_offset + w_low_ptr_offset + base_ptr;
+ v3 = bottom_data[ptr3];
+ grad_h_weight += hw * v3;
+ grad_w_weight -= lh * v3;
+ atomicAdd(grad_value+ptr3, w3*top_grad_value);
+ }
+ scalar_t v4 = 0;
+ if (h_high <= height - 1 && w_high <= width - 1)
+ {
+ const int ptr4 = h_high_ptr_offset + w_high_ptr_offset + base_ptr;
+ v4 = bottom_data[ptr4];
+ grad_h_weight += lw * v4;
+ grad_w_weight += lh * v4;
+ atomicAdd(grad_value+ptr4, w4*top_grad_value);
+ }
+
+ const scalar_t val = (w1 * v1 + w2 * v2 + w3 * v3 + w4 * v4);
+ atomicAdd(grad_attn_weight, top_grad * val);
+ atomicAdd(grad_sampling_loc, width * grad_w_weight * top_grad_value);
+ atomicAdd(grad_sampling_loc + 1, height * grad_h_weight * top_grad_value);
+}
+
+
+template <typename scalar_t>
+__global__ void ms_deformable_im2col_gpu_kernel(const int n,
+ const scalar_t *data_value,
+ const int64_t *data_spatial_shapes,
+ const int64_t *data_level_start_index,
+ const scalar_t *data_sampling_loc,
+ const scalar_t *data_attn_weight,
+ const int batch_size,
+ const int spatial_size,
+ const int num_heads,
+ const int channels,
+ const int num_levels,
+ const int num_query,
+ const int num_point,
+ scalar_t *data_col)
+{
+ CUDA_KERNEL_LOOP(index, n)
+ {
+ int _temp = index;
+ const int c_col = _temp % channels;
+ _temp /= channels;
+ const int sampling_index = _temp;
+ const int m_col = _temp % num_heads;
+ _temp /= num_heads;
+ const int q_col = _temp % num_query;
+ _temp /= num_query;
+ const int b_col = _temp;
+
+ scalar_t *data_col_ptr = data_col + index;
+ int data_weight_ptr = sampling_index * num_levels * num_point;
+ int data_loc_w_ptr = data_weight_ptr << 1;
+ const int qid_stride = num_heads * channels;
+ const int data_value_ptr_init_offset = b_col * spatial_size * qid_stride;
+ scalar_t col = 0;
+
+ for (int l_col=0; l_col < num_levels; ++l_col)
+ {
+ const int level_start_id = data_level_start_index[l_col];
+ const int spatial_h_ptr = l_col << 1;
+ const int spatial_h = data_spatial_shapes[spatial_h_ptr];
+ const int spatial_w = data_spatial_shapes[spatial_h_ptr + 1];
+ const scalar_t *data_value_ptr = data_value + (data_value_ptr_init_offset + level_start_id * qid_stride);
+ for (int p_col=0; p_col < num_point; ++p_col)
+ {
+ const scalar_t loc_w = data_sampling_loc[data_loc_w_ptr];
+ const scalar_t loc_h = data_sampling_loc[data_loc_w_ptr + 1];
+ const scalar_t weight = data_attn_weight[data_weight_ptr];
+
+ const scalar_t h_im = loc_h * spatial_h - 0.5;
+ const scalar_t w_im = loc_w * spatial_w - 0.5;
+
+ if (h_im > -1 && w_im > -1 && h_im < spatial_h && w_im < spatial_w)
+ {
+ col += ms_deform_attn_im2col_bilinear(data_value_ptr, spatial_h, spatial_w, num_heads, channels, h_im, w_im, m_col, c_col) * weight;
+ }
+
+ data_weight_ptr += 1;
+ data_loc_w_ptr += 2;
+ }
+ }
+ *data_col_ptr = col;
+ }
+}
+
+template <typename scalar_t, unsigned int blockSize>
+__global__ void ms_deformable_col2im_gpu_kernel_shm_blocksize_aware_reduce_v1(const int n,
+ const scalar_t *grad_col,
+ const scalar_t *data_value,
+ const int64_t *data_spatial_shapes,
+ const int64_t *data_level_start_index,
+ const scalar_t *data_sampling_loc,
+ const scalar_t *data_attn_weight,
+ const int batch_size,
+ const int spatial_size,
+ const int num_heads,
+ const int channels,
+ const int num_levels,
+ const int num_query,
+ const int num_point,
+ scalar_t *grad_value,
+ scalar_t *grad_sampling_loc,
+ scalar_t *grad_attn_weight)
+{
+ CUDA_KERNEL_LOOP(index, n)
+ {
+ __shared__ scalar_t cache_grad_sampling_loc[blockSize * 2];
+ __shared__ scalar_t cache_grad_attn_weight[blockSize];
+ unsigned int tid = threadIdx.x;
+ int _temp = index;
+ const int c_col = _temp % channels;
+ _temp /= channels;
+ const int sampling_index = _temp;
+ const int m_col = _temp % num_heads;
+ _temp /= num_heads;
+ const int q_col = _temp % num_query;
+ _temp /= num_query;
+ const int b_col = _temp;
+
+ const scalar_t top_grad = grad_col[index];
+
+ int data_weight_ptr = sampling_index * num_levels * num_point;
+ int data_loc_w_ptr = data_weight_ptr << 1;
+ const int grad_sampling_ptr = data_weight_ptr;
+ grad_sampling_loc += grad_sampling_ptr << 1;
+ grad_attn_weight += grad_sampling_ptr;
+ const int grad_weight_stride = 1;
+ const int grad_loc_stride = 2;
+ const int qid_stride = num_heads * channels;
+ const int data_value_ptr_init_offset = b_col * spatial_size * qid_stride;
+
+ for (int l_col=0; l_col < num_levels; ++l_col)
+ {
+ const int level_start_id = data_level_start_index[l_col];
+ const int spatial_h_ptr = l_col << 1;
+ const int spatial_h = data_spatial_shapes[spatial_h_ptr];
+ const int spatial_w = data_spatial_shapes[spatial_h_ptr + 1];
+ const int value_ptr_offset = data_value_ptr_init_offset + level_start_id * qid_stride;
+ const scalar_t *data_value_ptr = data_value + value_ptr_offset;
+ scalar_t *grad_value_ptr = grad_value + value_ptr_offset;
+
+ for (int p_col=0; p_col < num_point; ++p_col)
+ {
+ const scalar_t loc_w = data_sampling_loc[data_loc_w_ptr];
+ const scalar_t loc_h = data_sampling_loc[data_loc_w_ptr + 1];
+ const scalar_t weight = data_attn_weight[data_weight_ptr];
+
+ const scalar_t h_im = loc_h * spatial_h - 0.5;
+ const scalar_t w_im = loc_w * spatial_w - 0.5;
+ *(cache_grad_sampling_loc+(threadIdx.x << 1)) = 0;
+ *(cache_grad_sampling_loc+((threadIdx.x << 1) + 1)) = 0;
+ *(cache_grad_attn_weight+threadIdx.x)=0;
+ if (h_im > -1 && w_im > -1 && h_im < spatial_h && w_im < spatial_w)
+ {
+ ms_deform_attn_col2im_bilinear(
+ data_value_ptr, spatial_h, spatial_w, num_heads, channels, h_im, w_im, m_col, c_col,
+ top_grad, weight, grad_value_ptr,
+ cache_grad_sampling_loc+(threadIdx.x << 1), cache_grad_attn_weight+threadIdx.x);
+ }
+
+ __syncthreads();
+ if (tid == 0)
+ {
+ scalar_t _grad_w=cache_grad_sampling_loc[0], _grad_h=cache_grad_sampling_loc[1], _grad_a=cache_grad_attn_weight[0];
+ int sid=2;
+ for (unsigned int tid = 1; tid < blockSize; ++tid)
+ {
+ _grad_w += cache_grad_sampling_loc[sid];
+ _grad_h += cache_grad_sampling_loc[sid + 1];
+ _grad_a += cache_grad_attn_weight[tid];
+ sid += 2;
+ }
+
+
+ *grad_sampling_loc = _grad_w;
+ *(grad_sampling_loc + 1) = _grad_h;
+ *grad_attn_weight = _grad_a;
+ }
+ __syncthreads();
+
+ data_weight_ptr += 1;
+ data_loc_w_ptr += 2;
+ grad_attn_weight += grad_weight_stride;
+ grad_sampling_loc += grad_loc_stride;
+ }
+ }
+ }
+}
+
+
+template <typename scalar_t, unsigned int blockSize>
+__global__ void ms_deformable_col2im_gpu_kernel_shm_blocksize_aware_reduce_v2(const int n,
+ const scalar_t *grad_col,
+ const scalar_t *data_value,
+ const int64_t *data_spatial_shapes,
+ const int64_t *data_level_start_index,
+ const scalar_t *data_sampling_loc,
+ const scalar_t *data_attn_weight,
+ const int batch_size,
+ const int spatial_size,
+ const int num_heads,
+ const int channels,
+ const int num_levels,
+ const int num_query,
+ const int num_point,
+ scalar_t *grad_value,
+ scalar_t *grad_sampling_loc,
+ scalar_t *grad_attn_weight)
+{
+ CUDA_KERNEL_LOOP(index, n)
+ {
+ __shared__ scalar_t cache_grad_sampling_loc[blockSize * 2];
+ __shared__ scalar_t cache_grad_attn_weight[blockSize];
+ unsigned int tid = threadIdx.x;
+ int _temp = index;
+ const int c_col = _temp % channels;
+ _temp /= channels;
+ const int sampling_index = _temp;
+ const int m_col = _temp % num_heads;
+ _temp /= num_heads;
+ const int q_col = _temp % num_query;
+ _temp /= num_query;
+ const int b_col = _temp;
+
+ const scalar_t top_grad = grad_col[index];
+
+ int data_weight_ptr = sampling_index * num_levels * num_point;
+ int data_loc_w_ptr = data_weight_ptr << 1;
+ const int grad_sampling_ptr = data_weight_ptr;
+ grad_sampling_loc += grad_sampling_ptr << 1;
+ grad_attn_weight += grad_sampling_ptr;
+ const int grad_weight_stride = 1;
+ const int grad_loc_stride = 2;
+ const int qid_stride = num_heads * channels;
+ const int data_value_ptr_init_offset = b_col * spatial_size * qid_stride;
+
+ for (int l_col=0; l_col < num_levels; ++l_col)
+ {
+ const int level_start_id = data_level_start_index[l_col];
+ const int spatial_h_ptr = l_col << 1;
+ const int spatial_h = data_spatial_shapes[spatial_h_ptr];
+ const int spatial_w = data_spatial_shapes[spatial_h_ptr + 1];
+ const int value_ptr_offset = data_value_ptr_init_offset + level_start_id * qid_stride;
+ const scalar_t *data_value_ptr = data_value + value_ptr_offset;
+ scalar_t *grad_value_ptr = grad_value + value_ptr_offset;
+
+ for (int p_col=0; p_col < num_point; ++p_col)
+ {
+ const scalar_t loc_w = data_sampling_loc[data_loc_w_ptr];
+ const scalar_t loc_h = data_sampling_loc[data_loc_w_ptr + 1];
+ const scalar_t weight = data_attn_weight[data_weight_ptr];
+
+ const scalar_t h_im = loc_h * spatial_h - 0.5;
+ const scalar_t w_im = loc_w * spatial_w - 0.5;
+ *(cache_grad_sampling_loc+(threadIdx.x << 1)) = 0;
+ *(cache_grad_sampling_loc+((threadIdx.x << 1) + 1)) = 0;
+ *(cache_grad_attn_weight+threadIdx.x)=0;
+ if (h_im > -1 && w_im > -1 && h_im < spatial_h && w_im < spatial_w)
+ {
+ ms_deform_attn_col2im_bilinear(
+ data_value_ptr, spatial_h, spatial_w, num_heads, channels, h_im, w_im, m_col, c_col,
+ top_grad, weight, grad_value_ptr,
+ cache_grad_sampling_loc+(threadIdx.x << 1), cache_grad_attn_weight+threadIdx.x);
+ }
+
+ __syncthreads();
+
+ for (unsigned int s=blockSize/2; s>0; s>>=1)
+ {
+ if (tid < s) {
+ const unsigned int xid1 = tid << 1;
+ const unsigned int xid2 = (tid + s) << 1;
+ cache_grad_attn_weight[tid] += cache_grad_attn_weight[tid + s];
+ cache_grad_sampling_loc[xid1] += cache_grad_sampling_loc[xid2];
+ cache_grad_sampling_loc[xid1 + 1] += cache_grad_sampling_loc[xid2 + 1];
+ }
+ __syncthreads();
+ }
+
+ if (tid == 0)
+ {
+ *grad_sampling_loc = cache_grad_sampling_loc[0];
+ *(grad_sampling_loc + 1) = cache_grad_sampling_loc[1];
+ *grad_attn_weight = cache_grad_attn_weight[0];
+ }
+ __syncthreads();
+
+ data_weight_ptr += 1;
+ data_loc_w_ptr += 2;
+ grad_attn_weight += grad_weight_stride;
+ grad_sampling_loc += grad_loc_stride;
+ }
+ }
+ }
+}
+
+
+template <typename scalar_t>
+__global__ void ms_deformable_col2im_gpu_kernel_shm_reduce_v1(const int n,
+ const scalar_t *grad_col,
+ const scalar_t *data_value,
+ const int64_t *data_spatial_shapes,
+ const int64_t *data_level_start_index,
+ const scalar_t *data_sampling_loc,
+ const scalar_t *data_attn_weight,
+ const int batch_size,
+ const int spatial_size,
+ const int num_heads,
+ const int channels,
+ const int num_levels,
+ const int num_query,
+ const int num_point,
+ scalar_t *grad_value,
+ scalar_t *grad_sampling_loc,
+ scalar_t *grad_attn_weight)
+{
+ CUDA_KERNEL_LOOP(index, n)
+ {
+ extern __shared__ int _s[];
+ scalar_t* cache_grad_sampling_loc = (scalar_t*)_s;
+ scalar_t* cache_grad_attn_weight = cache_grad_sampling_loc + 2 * blockDim.x;
+ unsigned int tid = threadIdx.x;
+ int _temp = index;
+ const int c_col = _temp % channels;
+ _temp /= channels;
+ const int sampling_index = _temp;
+ const int m_col = _temp % num_heads;
+ _temp /= num_heads;
+ const int q_col = _temp % num_query;
+ _temp /= num_query;
+ const int b_col = _temp;
+
+ const scalar_t top_grad = grad_col[index];
+
+ int data_weight_ptr = sampling_index * num_levels * num_point;
+ int data_loc_w_ptr = data_weight_ptr << 1;
+ const int grad_sampling_ptr = data_weight_ptr;
+ grad_sampling_loc += grad_sampling_ptr << 1;
+ grad_attn_weight += grad_sampling_ptr;
+ const int grad_weight_stride = 1;
+ const int grad_loc_stride = 2;
+ const int qid_stride = num_heads * channels;
+ const int data_value_ptr_init_offset = b_col * spatial_size * qid_stride;
+
+ for (int l_col=0; l_col < num_levels; ++l_col)
+ {
+ const int level_start_id = data_level_start_index[l_col];
+ const int spatial_h_ptr = l_col << 1;
+ const int spatial_h = data_spatial_shapes[spatial_h_ptr];
+ const int spatial_w = data_spatial_shapes[spatial_h_ptr + 1];
+ const int value_ptr_offset = data_value_ptr_init_offset + level_start_id * qid_stride;
+ const scalar_t *data_value_ptr = data_value + value_ptr_offset;
+ scalar_t *grad_value_ptr = grad_value + value_ptr_offset;
+
+ for (int p_col=0; p_col < num_point; ++p_col)
+ {
+ const scalar_t loc_w = data_sampling_loc[data_loc_w_ptr];
+ const scalar_t loc_h = data_sampling_loc[data_loc_w_ptr + 1];
+ const scalar_t weight = data_attn_weight[data_weight_ptr];
+
+ const scalar_t h_im = loc_h * spatial_h - 0.5;
+ const scalar_t w_im = loc_w * spatial_w - 0.5;
+ *(cache_grad_sampling_loc+(threadIdx.x << 1)) = 0;
+ *(cache_grad_sampling_loc+((threadIdx.x << 1) + 1)) = 0;
+ *(cache_grad_attn_weight+threadIdx.x)=0;
+ if (h_im > -1 && w_im > -1 && h_im < spatial_h && w_im < spatial_w)
+ {
+ ms_deform_attn_col2im_bilinear(
+ data_value_ptr, spatial_h, spatial_w, num_heads, channels, h_im, w_im, m_col, c_col,
+ top_grad, weight, grad_value_ptr,
+ cache_grad_sampling_loc+(threadIdx.x << 1), cache_grad_attn_weight+threadIdx.x);
+ }
+
+ __syncthreads();
+ if (tid == 0)
+ {
+ scalar_t _grad_w=cache_grad_sampling_loc[0], _grad_h=cache_grad_sampling_loc[1], _grad_a=cache_grad_attn_weight[0];
+ int sid=2;
+ for (unsigned int tid = 1; tid < blockDim.x; ++tid)
+ {
+ _grad_w += cache_grad_sampling_loc[sid];
+ _grad_h += cache_grad_sampling_loc[sid + 1];
+ _grad_a += cache_grad_attn_weight[tid];
+ sid += 2;
+ }
+
+
+ *grad_sampling_loc = _grad_w;
+ *(grad_sampling_loc + 1) = _grad_h;
+ *grad_attn_weight = _grad_a;
+ }
+ __syncthreads();
+
+ data_weight_ptr += 1;
+ data_loc_w_ptr += 2;
+ grad_attn_weight += grad_weight_stride;
+ grad_sampling_loc += grad_loc_stride;
+ }
+ }
+ }
+}
+
+template <typename scalar_t>
+__global__ void ms_deformable_col2im_gpu_kernel_shm_reduce_v2(const int n,
+ const scalar_t *grad_col,
+ const scalar_t *data_value,
+ const int64_t *data_spatial_shapes,
+ const int64_t *data_level_start_index,
+ const scalar_t *data_sampling_loc,
+ const scalar_t *data_attn_weight,
+ const int batch_size,
+ const int spatial_size,
+ const int num_heads,
+ const int channels,
+ const int num_levels,
+ const int num_query,
+ const int num_point,
+ scalar_t *grad_value,
+ scalar_t *grad_sampling_loc,
+ scalar_t *grad_attn_weight)
+{
+ CUDA_KERNEL_LOOP(index, n)
+ {
+ extern __shared__ int _s[];
+ scalar_t* cache_grad_sampling_loc = (scalar_t*)_s;
+ scalar_t* cache_grad_attn_weight = cache_grad_sampling_loc + 2 * blockDim.x;
+ unsigned int tid = threadIdx.x;
+ int _temp = index;
+ const int c_col = _temp % channels;
+ _temp /= channels;
+ const int sampling_index = _temp;
+ const int m_col = _temp % num_heads;
+ _temp /= num_heads;
+ const int q_col = _temp % num_query;
+ _temp /= num_query;
+ const int b_col = _temp;
+
+ const scalar_t top_grad = grad_col[index];
+
+ int data_weight_ptr = sampling_index * num_levels * num_point;
+ int data_loc_w_ptr = data_weight_ptr << 1;
+ const int grad_sampling_ptr = data_weight_ptr;
+ grad_sampling_loc += grad_sampling_ptr << 1;
+ grad_attn_weight += grad_sampling_ptr;
+ const int grad_weight_stride = 1;
+ const int grad_loc_stride = 2;
+ const int qid_stride = num_heads * channels;
+ const int data_value_ptr_init_offset = b_col * spatial_size * qid_stride;
+
+ for (int l_col=0; l_col < num_levels; ++l_col)
+ {
+ const int level_start_id = data_level_start_index[l_col];
+ const int spatial_h_ptr = l_col << 1;
+ const int spatial_h = data_spatial_shapes[spatial_h_ptr];
+ const int spatial_w = data_spatial_shapes[spatial_h_ptr + 1];
+ const int value_ptr_offset = data_value_ptr_init_offset + level_start_id * qid_stride;
+ const scalar_t *data_value_ptr = data_value + value_ptr_offset;
+ scalar_t *grad_value_ptr = grad_value + value_ptr_offset;
+
+ for (int p_col=0; p_col < num_point; ++p_col)
+ {
+ const scalar_t loc_w = data_sampling_loc[data_loc_w_ptr];
+ const scalar_t loc_h = data_sampling_loc[data_loc_w_ptr + 1];
+ const scalar_t weight = data_attn_weight[data_weight_ptr];
+
+ const scalar_t h_im = loc_h * spatial_h - 0.5;
+ const scalar_t w_im = loc_w * spatial_w - 0.5;
+ *(cache_grad_sampling_loc+(threadIdx.x << 1)) = 0;
+ *(cache_grad_sampling_loc+((threadIdx.x << 1) + 1)) = 0;
+ *(cache_grad_attn_weight+threadIdx.x)=0;
+ if (h_im > -1 && w_im > -1 && h_im < spatial_h && w_im < spatial_w)
+ {
+ ms_deform_attn_col2im_bilinear(
+ data_value_ptr, spatial_h, spatial_w, num_heads, channels, h_im, w_im, m_col, c_col,
+ top_grad, weight, grad_value_ptr,
+ cache_grad_sampling_loc+(threadIdx.x << 1), cache_grad_attn_weight+threadIdx.x);
+ }
+
+ __syncthreads();
+
+ for (unsigned int s=blockDim.x/2, spre=blockDim.x; s>0; s>>=1, spre>>=1)
+ {
+ if (tid < s) {
+ const unsigned int xid1 = tid << 1;
+ const unsigned int xid2 = (tid + s) << 1;
+ cache_grad_attn_weight[tid] += cache_grad_attn_weight[tid + s];
+ cache_grad_sampling_loc[xid1] += cache_grad_sampling_loc[xid2];
+ cache_grad_sampling_loc[xid1 + 1] += cache_grad_sampling_loc[xid2 + 1];
+ if (tid + (s << 1) < spre)
+ {
+ cache_grad_attn_weight[tid] += cache_grad_attn_weight[tid + (s << 1)];
+ cache_grad_sampling_loc[xid1] += cache_grad_sampling_loc[xid2 + (s << 1)];
+ cache_grad_sampling_loc[xid1 + 1] += cache_grad_sampling_loc[xid2 + 1 + (s << 1)];
+ }
+ }
+ __syncthreads();
+ }
+
+ if (tid == 0)
+ {
+ *grad_sampling_loc = cache_grad_sampling_loc[0];
+ *(grad_sampling_loc + 1) = cache_grad_sampling_loc[1];
+ *grad_attn_weight = cache_grad_attn_weight[0];
+ }
+ __syncthreads();
+
+ data_weight_ptr += 1;
+ data_loc_w_ptr += 2;
+ grad_attn_weight += grad_weight_stride;
+ grad_sampling_loc += grad_loc_stride;
+ }
+ }
+ }
+}
+
+template <typename scalar_t>
+__global__ void ms_deformable_col2im_gpu_kernel_shm_reduce_v2_multi_blocks(const int n,
+ const scalar_t *grad_col,
+ const scalar_t *data_value,
+ const int64_t *data_spatial_shapes,
+ const int64_t *data_level_start_index,
+ const scalar_t *data_sampling_loc,
+ const scalar_t *data_attn_weight,
+ const int batch_size,
+ const int spatial_size,
+ const int num_heads,
+ const int channels,
+ const int num_levels,
+ const int num_query,
+ const int num_point,
+ scalar_t *grad_value,
+ scalar_t *grad_sampling_loc,
+ scalar_t *grad_attn_weight)
+{
+ CUDA_KERNEL_LOOP(index, n)
+ {
+ extern __shared__ int _s[];
+ scalar_t* cache_grad_sampling_loc = (scalar_t*)_s;
+ scalar_t* cache_grad_attn_weight = cache_grad_sampling_loc + 2 * blockDim.x;
+ unsigned int tid = threadIdx.x;
+ int _temp = index;
+ const int c_col = _temp % channels;
+ _temp /= channels;
+ const int sampling_index = _temp;
+ const int m_col = _temp % num_heads;
+ _temp /= num_heads;
+ const int q_col = _temp % num_query;
+ _temp /= num_query;
+ const int b_col = _temp;
+
+ const scalar_t top_grad = grad_col[index];
+
+ int data_weight_ptr = sampling_index * num_levels * num_point;
+ int data_loc_w_ptr = data_weight_ptr << 1;
+ const int grad_sampling_ptr = data_weight_ptr;
+ grad_sampling_loc += grad_sampling_ptr << 1;
+ grad_attn_weight += grad_sampling_ptr;
+ const int grad_weight_stride = 1;
+ const int grad_loc_stride = 2;
+ const int qid_stride = num_heads * channels;
+ const int data_value_ptr_init_offset = b_col * spatial_size * qid_stride;
+
+ for (int l_col=0; l_col < num_levels; ++l_col)
+ {
+ const int level_start_id = data_level_start_index[l_col];
+ const int spatial_h_ptr = l_col << 1;
+ const int spatial_h = data_spatial_shapes[spatial_h_ptr];
+ const int spatial_w = data_spatial_shapes[spatial_h_ptr + 1];
+ const int value_ptr_offset = data_value_ptr_init_offset + level_start_id * qid_stride;
+ const scalar_t *data_value_ptr = data_value + value_ptr_offset;
+ scalar_t *grad_value_ptr = grad_value + value_ptr_offset;
+
+ for (int p_col=0; p_col < num_point; ++p_col)
+ {
+ const scalar_t loc_w = data_sampling_loc[data_loc_w_ptr];
+ const scalar_t loc_h = data_sampling_loc[data_loc_w_ptr + 1];
+ const scalar_t weight = data_attn_weight[data_weight_ptr];
+
+ const scalar_t h_im = loc_h * spatial_h - 0.5;
+ const scalar_t w_im = loc_w * spatial_w - 0.5;
+ *(cache_grad_sampling_loc+(threadIdx.x << 1)) = 0;
+ *(cache_grad_sampling_loc+((threadIdx.x << 1) + 1)) = 0;
+ *(cache_grad_attn_weight+threadIdx.x)=0;
+ if (h_im > -1 && w_im > -1 && h_im < spatial_h && w_im < spatial_w)
+ {
+ ms_deform_attn_col2im_bilinear(
+ data_value_ptr, spatial_h, spatial_w, num_heads, channels, h_im, w_im, m_col, c_col,
+ top_grad, weight, grad_value_ptr,
+ cache_grad_sampling_loc+(threadIdx.x << 1), cache_grad_attn_weight+threadIdx.x);
+ }
+
+ __syncthreads();
+
+ for (unsigned int s=blockDim.x/2, spre=blockDim.x; s>0; s>>=1, spre>>=1)
+ {
+ if (tid < s) {
+ const unsigned int xid1 = tid << 1;
+ const unsigned int xid2 = (tid + s) << 1;
+ cache_grad_attn_weight[tid] += cache_grad_attn_weight[tid + s];
+ cache_grad_sampling_loc[xid1] += cache_grad_sampling_loc[xid2];
+ cache_grad_sampling_loc[xid1 + 1] += cache_grad_sampling_loc[xid2 + 1];
+ if (tid + (s << 1) < spre)
+ {
+ cache_grad_attn_weight[tid] += cache_grad_attn_weight[tid + (s << 1)];
+ cache_grad_sampling_loc[xid1] += cache_grad_sampling_loc[xid2 + (s << 1)];
+ cache_grad_sampling_loc[xid1 + 1] += cache_grad_sampling_loc[xid2 + 1 + (s << 1)];
+ }
+ }
+ __syncthreads();
+ }
+
+ if (tid == 0)
+ {
+ atomicAdd(grad_sampling_loc, cache_grad_sampling_loc[0]);
+ atomicAdd(grad_sampling_loc + 1, cache_grad_sampling_loc[1]);
+ atomicAdd(grad_attn_weight, cache_grad_attn_weight[0]);
+ }
+ __syncthreads();
+
+ data_weight_ptr += 1;
+ data_loc_w_ptr += 2;
+ grad_attn_weight += grad_weight_stride;
+ grad_sampling_loc += grad_loc_stride;
+ }
+ }
+ }
+}
+
+
+template <typename scalar_t>
+__global__ void ms_deformable_col2im_gpu_kernel_gm(const int n,
+ const scalar_t *grad_col,
+ const scalar_t *data_value,
+ const int64_t *data_spatial_shapes,
+ const int64_t *data_level_start_index,
+ const scalar_t *data_sampling_loc,
+ const scalar_t *data_attn_weight,
+ const int batch_size,
+ const int spatial_size,
+ const int num_heads,
+ const int channels,
+ const int num_levels,
+ const int num_query,
+ const int num_point,
+ scalar_t *grad_value,
+ scalar_t *grad_sampling_loc,
+ scalar_t *grad_attn_weight)
+{
+ CUDA_KERNEL_LOOP(index, n)
+ {
+ int _temp = index;
+ const int c_col = _temp % channels;
+ _temp /= channels;
+ const int sampling_index = _temp;
+ const int m_col = _temp % num_heads;
+ _temp /= num_heads;
+ const int q_col = _temp % num_query;
+ _temp /= num_query;
+ const int b_col = _temp;
+
+ const scalar_t top_grad = grad_col[index];
+
+ int data_weight_ptr = sampling_index * num_levels * num_point;
+ int data_loc_w_ptr = data_weight_ptr << 1;
+ const int grad_sampling_ptr = data_weight_ptr;
+ grad_sampling_loc += grad_sampling_ptr << 1;
+ grad_attn_weight += grad_sampling_ptr;
+ const int grad_weight_stride = 1;
+ const int grad_loc_stride = 2;
+ const int qid_stride = num_heads * channels;
+ const int data_value_ptr_init_offset = b_col * spatial_size * qid_stride;
+
+ for (int l_col=0; l_col < num_levels; ++l_col)
+ {
+ const int level_start_id = data_level_start_index[l_col];
+ const int spatial_h_ptr = l_col << 1;
+ const int spatial_h = data_spatial_shapes[spatial_h_ptr];
+ const int spatial_w = data_spatial_shapes[spatial_h_ptr + 1];
+ const int value_ptr_offset = data_value_ptr_init_offset + level_start_id * qid_stride;
+ const scalar_t *data_value_ptr = data_value + value_ptr_offset;
+ scalar_t *grad_value_ptr = grad_value + value_ptr_offset;
+
+ for (int p_col=0; p_col < num_point; ++p_col)
+ {
+ const scalar_t loc_w = data_sampling_loc[data_loc_w_ptr];
+ const scalar_t loc_h = data_sampling_loc[data_loc_w_ptr + 1];
+ const scalar_t weight = data_attn_weight[data_weight_ptr];
+
+ const scalar_t h_im = loc_h * spatial_h - 0.5;
+ const scalar_t w_im = loc_w * spatial_w - 0.5;
+ if (h_im > -1 && w_im > -1 && h_im < spatial_h && w_im < spatial_w)
+ {
+ ms_deform_attn_col2im_bilinear_gm(
+ data_value_ptr, spatial_h, spatial_w, num_heads, channels, h_im, w_im, m_col, c_col,
+ top_grad, weight, grad_value_ptr,
+ grad_sampling_loc, grad_attn_weight);
+ }
+ data_weight_ptr += 1;
+ data_loc_w_ptr += 2;
+ grad_attn_weight += grad_weight_stride;
+ grad_sampling_loc += grad_loc_stride;
+ }
+ }
+ }
+}
+
+
+template <typename scalar_t>
+void ms_deformable_im2col_cuda(cudaStream_t stream,
+ const scalar_t* data_value,
+ const int64_t* data_spatial_shapes,
+ const int64_t* data_level_start_index,
+ const scalar_t* data_sampling_loc,
+ const scalar_t* data_attn_weight,
+ const int batch_size,
+ const int spatial_size,
+ const int num_heads,
+ const int channels,
+ const int num_levels,
+ const int num_query,
+ const int num_point,
+ scalar_t* data_col)
+{
+ const int num_kernels = batch_size * num_query * num_heads * channels;
+ const int num_actual_kernels = batch_size * num_query * num_heads * channels;
+ const int num_threads = CUDA_NUM_THREADS;
+ ms_deformable_im2col_gpu_kernel<scalar_t>
+ <<<GET_BLOCKS(num_actual_kernels, num_threads), num_threads,
+ 0, stream>>>(
+ num_kernels, data_value, data_spatial_shapes, data_level_start_index, data_sampling_loc, data_attn_weight,
+ batch_size, spatial_size, num_heads, channels, num_levels, num_query, num_point, data_col);
+
+ cudaError_t err = cudaGetLastError();
+ if (err != cudaSuccess)
+ {
+ printf("error in ms_deformable_im2col_cuda: %s\n", cudaGetErrorString(err));
+ }
+
+}
+
+template <typename scalar_t>
+void ms_deformable_col2im_cuda(cudaStream_t stream,
+ const scalar_t* grad_col,
+ const scalar_t* data_value,
+ const int64_t * data_spatial_shapes,
+ const int64_t * data_level_start_index,
+ const scalar_t * data_sampling_loc,
+ const scalar_t * data_attn_weight,
+ const int batch_size,
+ const int spatial_size,
+ const int num_heads,
+ const int channels,
+ const int num_levels,
+ const int num_query,
+ const int num_point,
+ scalar_t* grad_value,
+ scalar_t* grad_sampling_loc,
+ scalar_t* grad_attn_weight)
+{
+ const int num_threads = (channels > CUDA_NUM_THREADS)?CUDA_NUM_THREADS:channels;
+ const int num_kernels = batch_size * num_query * num_heads * channels;
+ const int num_actual_kernels = batch_size * num_query * num_heads * channels;
+ if (channels > 1024)
+ {
+ if ((channels & 1023) == 0)
+ {
+ ms_deformable_col2im_gpu_kernel_shm_reduce_v2_multi_blocks<scalar_t>
+ <<<GET_BLOCKS(num_actual_kernels, num_threads), num_threads,
+ num_threads*3*sizeof(scalar_t), stream>>>(
+ num_kernels,
+ grad_col,
+ data_value,
+ data_spatial_shapes,
+ data_level_start_index,
+ data_sampling_loc,
+ data_attn_weight,
+ batch_size,
+ spatial_size,
+ num_heads,
+ channels,
+ num_levels,
+ num_query,
+ num_point,
+ grad_value,
+ grad_sampling_loc,
+ grad_attn_weight);
+ }
+ else
+ {
+ ms_deformable_col2im_gpu_kernel_gm<scalar_t>
+ <<<GET_BLOCKS(num_actual_kernels, num_threads), num_threads,
+ 0, stream>>>(
+ num_kernels,
+ grad_col,
+ data_value,
+ data_spatial_shapes,
+ data_level_start_index,
+ data_sampling_loc,
+ data_attn_weight,
+ batch_size,
+ spatial_size,
+ num_heads,
+ channels,
+ num_levels,
+ num_query,
+ num_point,
+ grad_value,
+ grad_sampling_loc,
+ grad_attn_weight);
+ }
+ }
+ else{
+ switch(channels)
+ {
+ case 1:
+ ms_deformable_col2im_gpu_kernel_shm_blocksize_aware_reduce_v1<scalar_t, 1>
+ <<<GET_BLOCKS(num_actual_kernels, num_threads), num_threads,
+ 0, stream>>>(
+ num_kernels,
+ grad_col,
+ data_value,
+ data_spatial_shapes,
+ data_level_start_index,
+ data_sampling_loc,
+ data_attn_weight,
+ batch_size,
+ spatial_size,
+ num_heads,
+ channels,
+ num_levels,
+ num_query,
+ num_point,
+ grad_value,
+ grad_sampling_loc,
+ grad_attn_weight);
+ break;
+ case 2:
+ ms_deformable_col2im_gpu_kernel_shm_blocksize_aware_reduce_v1<scalar_t, 2>
+ <<<GET_BLOCKS(num_actual_kernels, num_threads), num_threads,
+ 0, stream>>>(
+ num_kernels,
+ grad_col,
+ data_value,
+ data_spatial_shapes,
+ data_level_start_index,
+ data_sampling_loc,
+ data_attn_weight,
+ batch_size,
+ spatial_size,
+ num_heads,
+ channels,
+ num_levels,
+ num_query,
+ num_point,
+ grad_value,
+ grad_sampling_loc,
+ grad_attn_weight);
+ break;
+ case 4:
+ ms_deformable_col2im_gpu_kernel_shm_blocksize_aware_reduce_v1<scalar_t, 4>
+ <<<GET_BLOCKS(num_actual_kernels, num_threads), num_threads,
+ 0, stream>>>(
+ num_kernels,
+ grad_col,
+ data_value,
+ data_spatial_shapes,
+ data_level_start_index,
+ data_sampling_loc,
+ data_attn_weight,
+ batch_size,
+ spatial_size,
+ num_heads,
+ channels,
+ num_levels,
+ num_query,
+ num_point,
+ grad_value,
+ grad_sampling_loc,
+ grad_attn_weight);
+ break;
+ case 8:
+ ms_deformable_col2im_gpu_kernel_shm_blocksize_aware_reduce_v1<scalar_t, 8>
+ <<<GET_BLOCKS(num_actual_kernels, num_threads), num_threads,
+ 0, stream>>>(
+ num_kernels,
+ grad_col,
+ data_value,
+ data_spatial_shapes,
+ data_level_start_index,
+ data_sampling_loc,
+ data_attn_weight,
+ batch_size,
+ spatial_size,
+ num_heads,
+ channels,
+ num_levels,
+ num_query,
+ num_point,
+ grad_value,
+ grad_sampling_loc,
+ grad_attn_weight);
+ break;
+ case 16:
+ ms_deformable_col2im_gpu_kernel_shm_blocksize_aware_reduce_v1<scalar_t, 16>
+ <<<GET_BLOCKS(num_actual_kernels, num_threads), num_threads,
+ 0, stream>>>(
+ num_kernels,
+ grad_col,
+ data_value,
+ data_spatial_shapes,
+ data_level_start_index,
+ data_sampling_loc,
+ data_attn_weight,
+ batch_size,
+ spatial_size,
+ num_heads,
+ channels,
+ num_levels,
+ num_query,
+ num_point,
+ grad_value,
+ grad_sampling_loc,
+ grad_attn_weight);
+ break;
+ case 32:
+ ms_deformable_col2im_gpu_kernel_shm_blocksize_aware_reduce_v1<scalar_t, 32>
+ <<<GET_BLOCKS(num_actual_kernels, num_threads), num_threads,
+ 0, stream>>>(
+ num_kernels,
+ grad_col,
+ data_value,
+ data_spatial_shapes,
+ data_level_start_index,
+ data_sampling_loc,
+ data_attn_weight,
+ batch_size,
+ spatial_size,
+ num_heads,
+ channels,
+ num_levels,
+ num_query,
+ num_point,
+ grad_value,
+ grad_sampling_loc,
+ grad_attn_weight);
+ break;
+ case 64:
+ ms_deformable_col2im_gpu_kernel_shm_blocksize_aware_reduce_v2<scalar_t, 64>
+ <<<GET_BLOCKS(num_actual_kernels, num_threads), num_threads,
+ 0, stream>>>(
+ num_kernels,
+ grad_col,
+ data_value,
+ data_spatial_shapes,
+ data_level_start_index,
+ data_sampling_loc,
+ data_attn_weight,
+ batch_size,
+ spatial_size,
+ num_heads,
+ channels,
+ num_levels,
+ num_query,
+ num_point,
+ grad_value,
+ grad_sampling_loc,
+ grad_attn_weight);
+ break;
+ case 128:
+ ms_deformable_col2im_gpu_kernel_shm_blocksize_aware_reduce_v2<scalar_t, 128>
+ <<<GET_BLOCKS(num_actual_kernels, num_threads), num_threads,
+ 0, stream>>>(
+ num_kernels,
+ grad_col,
+ data_value,
+ data_spatial_shapes,
+ data_level_start_index,
+ data_sampling_loc,
+ data_attn_weight,
+ batch_size,
+ spatial_size,
+ num_heads,
+ channels,
+ num_levels,
+ num_query,
+ num_point,
+ grad_value,
+ grad_sampling_loc,
+ grad_attn_weight);
+ break;
+ case 256:
+ ms_deformable_col2im_gpu_kernel_shm_blocksize_aware_reduce_v2<scalar_t, 256>
+ <<<GET_BLOCKS(num_actual_kernels, num_threads), num_threads,
+ 0, stream>>>(
+ num_kernels,
+ grad_col,
+ data_value,
+ data_spatial_shapes,
+ data_level_start_index,
+ data_sampling_loc,
+ data_attn_weight,
+ batch_size,
+ spatial_size,
+ num_heads,
+ channels,
+ num_levels,
+ num_query,
+ num_point,
+ grad_value,
+ grad_sampling_loc,
+ grad_attn_weight);
+ break;
+ case 512:
+ ms_deformable_col2im_gpu_kernel_shm_blocksize_aware_reduce_v2<scalar_t, 512>
+ <<<GET_BLOCKS(num_actual_kernels, num_threads), num_threads,
+ 0, stream>>>(
+ num_kernels,
+ grad_col,
+ data_value,
+ data_spatial_shapes,
+ data_level_start_index,
+ data_sampling_loc,
+ data_attn_weight,
+ batch_size,
+ spatial_size,
+ num_heads,
+ channels,
+ num_levels,
+ num_query,
+ num_point,
+ grad_value,
+ grad_sampling_loc,
+ grad_attn_weight);
+ break;
+ case 1024:
+ ms_deformable_col2im_gpu_kernel_shm_blocksize_aware_reduce_v2<scalar_t, 1024>
+ <<<GET_BLOCKS(num_actual_kernels, num_threads), num_threads,
+ 0, stream>>>(
+ num_kernels,
+ grad_col,
+ data_value,
+ data_spatial_shapes,
+ data_level_start_index,
+ data_sampling_loc,
+ data_attn_weight,
+ batch_size,
+ spatial_size,
+ num_heads,
+ channels,
+ num_levels,
+ num_query,
+ num_point,
+ grad_value,
+ grad_sampling_loc,
+ grad_attn_weight);
+ break;
+ default:
+ if (channels < 64)
+ {
+ ms_deformable_col2im_gpu_kernel_shm_reduce_v1<scalar_t>
+ <<<GET_BLOCKS(num_actual_kernels, num_threads), num_threads,
+ num_threads*3*sizeof(scalar_t), stream>>>(
+ num_kernels,
+ grad_col,
+ data_value,
+ data_spatial_shapes,
+ data_level_start_index,
+ data_sampling_loc,
+ data_attn_weight,
+ batch_size,
+ spatial_size,
+ num_heads,
+ channels,
+ num_levels,
+ num_query,
+ num_point,
+ grad_value,
+ grad_sampling_loc,
+ grad_attn_weight);
+ }
+ else
+ {
+ ms_deformable_col2im_gpu_kernel_shm_reduce_v2<scalar_t>
+ <<<GET_BLOCKS(num_actual_kernels, num_threads), num_threads,
+ num_threads*3*sizeof(scalar_t), stream>>>(
+ num_kernels,
+ grad_col,
+ data_value,
+ data_spatial_shapes,
+ data_level_start_index,
+ data_sampling_loc,
+ data_attn_weight,
+ batch_size,
+ spatial_size,
+ num_heads,
+ channels,
+ num_levels,
+ num_query,
+ num_point,
+ grad_value,
+ grad_sampling_loc,
+ grad_attn_weight);
+ }
+ }
+ }
+ cudaError_t err = cudaGetLastError();
+ if (err != cudaSuccess)
+ {
+ printf("error in ms_deformable_col2im_cuda: %s\n", cudaGetErrorString(err));
+ }
+
+}
\ No newline at end of file
diff --git a/oneformer/modeling/pixel_decoder/ops/src/ms_deform_attn.h b/oneformer/modeling/pixel_decoder/ops/src/ms_deform_attn.h
new file mode 100644
index 0000000000000000000000000000000000000000..2f80a1b294c55b37d13bb3558ff7aeadba3b37de
--- /dev/null
+++ b/oneformer/modeling/pixel_decoder/ops/src/ms_deform_attn.h
@@ -0,0 +1,67 @@
+/*!
+**************************************************************************************************
+* Deformable DETR
+* Copyright (c) 2020 SenseTime. All Rights Reserved.
+* Licensed under the Apache License, Version 2.0 [see LICENSE for details]
+**************************************************************************************************
+* Modified from https://github.com/chengdazhi/Deformable-Convolution-V2-PyTorch/tree/pytorch_1.0.0
+**************************************************************************************************
+*/
+
+/*!
+* Copyright (c) Facebook, Inc. and its affiliates.
+* Modified by Bowen Cheng from https://github.com/fundamentalvision/Deformable-DETR
+*/
+
+#pragma once
+
+#include "cpu/ms_deform_attn_cpu.h"
+
+#ifdef WITH_CUDA
+#include "cuda/ms_deform_attn_cuda.h"
+#endif
+
+
+at::Tensor
+ms_deform_attn_forward(
+ const at::Tensor &value,
+ const at::Tensor &spatial_shapes,
+ const at::Tensor &level_start_index,
+ const at::Tensor &sampling_loc,
+ const at::Tensor &attn_weight,
+ const int im2col_step)
+{
+ if (value.type().is_cuda())
+ {
+#ifdef WITH_CUDA
+ return ms_deform_attn_cuda_forward(
+ value, spatial_shapes, level_start_index, sampling_loc, attn_weight, im2col_step);
+#else
+ AT_ERROR("Not compiled with GPU support");
+#endif
+ }
+ AT_ERROR("Not implemented on the CPU");
+}
+
+std::vector<at::Tensor>
+ms_deform_attn_backward(
+ const at::Tensor &value,
+ const at::Tensor &spatial_shapes,
+ const at::Tensor &level_start_index,
+ const at::Tensor &sampling_loc,
+ const at::Tensor &attn_weight,
+ const at::Tensor &grad_output,
+ const int im2col_step)
+{
+ if (value.type().is_cuda())
+ {
+#ifdef WITH_CUDA
+ return ms_deform_attn_cuda_backward(
+ value, spatial_shapes, level_start_index, sampling_loc, attn_weight, grad_output, im2col_step);
+#else
+ AT_ERROR("Not compiled with GPU support");
+#endif
+ }
+ AT_ERROR("Not implemented on the CPU");
+}
+
diff --git a/oneformer/modeling/pixel_decoder/ops/src/vision.cpp b/oneformer/modeling/pixel_decoder/ops/src/vision.cpp
new file mode 100644
index 0000000000000000000000000000000000000000..4a08821e0121a77556aa7a263ec8ebfa928b13b6
--- /dev/null
+++ b/oneformer/modeling/pixel_decoder/ops/src/vision.cpp
@@ -0,0 +1,21 @@
+/*!
+**************************************************************************************************
+* Deformable DETR
+* Copyright (c) 2020 SenseTime. All Rights Reserved.
+* Licensed under the Apache License, Version 2.0 [see LICENSE for details]
+**************************************************************************************************
+* Modified from https://github.com/chengdazhi/Deformable-Convolution-V2-PyTorch/tree/pytorch_1.0.0
+**************************************************************************************************
+*/
+
+/*!
+* Copyright (c) Facebook, Inc. and its affiliates.
+* Modified by Bowen Cheng from https://github.com/fundamentalvision/Deformable-DETR
+*/
+
+#include "ms_deform_attn.h"
+
+PYBIND11_MODULE(TORCH_EXTENSION_NAME, m) {
+ m.def("ms_deform_attn_forward", &ms_deform_attn_forward, "ms_deform_attn_forward");
+ m.def("ms_deform_attn_backward", &ms_deform_attn_backward, "ms_deform_attn_backward");
+}
diff --git a/oneformer/modeling/pixel_decoder/ops/test.py b/oneformer/modeling/pixel_decoder/ops/test.py
new file mode 100644
index 0000000000000000000000000000000000000000..6e1b545459f6fd3235767e721eb5a1090ae14bef
--- /dev/null
+++ b/oneformer/modeling/pixel_decoder/ops/test.py
@@ -0,0 +1,92 @@
+# ------------------------------------------------------------------------------------------------
+# Deformable DETR
+# Copyright (c) 2020 SenseTime. All Rights Reserved.
+# Licensed under the Apache License, Version 2.0 [see LICENSE for details]
+# ------------------------------------------------------------------------------------------------
+# Modified from https://github.com/chengdazhi/Deformable-Convolution-V2-PyTorch/tree/pytorch_1.0.0
+# ------------------------------------------------------------------------------------------------
+
+# Copyright (c) Facebook, Inc. and its affiliates.
+# Modified by Bowen Cheng from https://github.com/fundamentalvision/Deformable-DETR
+
+from __future__ import absolute_import
+from __future__ import print_function
+from __future__ import division
+
+import time
+import torch
+import torch.nn as nn
+from torch.autograd import gradcheck
+
+from functions.ms_deform_attn_func import MSDeformAttnFunction, ms_deform_attn_core_pytorch
+
+
+N, M, D = 1, 2, 2
+Lq, L, P = 2, 2, 2
+shapes = torch.as_tensor([(6, 4), (3, 2)], dtype=torch.long).cuda()
+level_start_index = torch.cat((shapes.new_zeros((1, )), shapes.prod(1).cumsum(0)[:-1]))
+S = sum([(H*W).item() for H, W in shapes])
+
+
+torch.manual_seed(3)
+
+
+@torch.no_grad()
+def check_forward_equal_with_pytorch_double():
+ value = torch.rand(N, S, M, D).cuda() * 0.01
+ sampling_locations = torch.rand(N, Lq, M, L, P, 2).cuda()
+ attention_weights = torch.rand(N, Lq, M, L, P).cuda() + 1e-5
+ attention_weights /= attention_weights.sum(-1, keepdim=True).sum(-2, keepdim=True)
+ im2col_step = 2
+ output_pytorch = ms_deform_attn_core_pytorch(value.double(), shapes, sampling_locations.double(), attention_weights.double()).detach().cpu()
+ output_cuda = MSDeformAttnFunction.apply(value.double(), shapes, level_start_index, sampling_locations.double(), attention_weights.double(), im2col_step).detach().cpu()
+ fwdok = torch.allclose(output_cuda, output_pytorch)
+ max_abs_err = (output_cuda - output_pytorch).abs().max()
+ max_rel_err = ((output_cuda - output_pytorch).abs() / output_pytorch.abs()).max()
+
+ print(f'* {fwdok} check_forward_equal_with_pytorch_double: max_abs_err {max_abs_err:.2e} max_rel_err {max_rel_err:.2e}')
+
+
+@torch.no_grad()
+def check_forward_equal_with_pytorch_float():
+ value = torch.rand(N, S, M, D).cuda() * 0.01
+ sampling_locations = torch.rand(N, Lq, M, L, P, 2).cuda()
+ attention_weights = torch.rand(N, Lq, M, L, P).cuda() + 1e-5
+ attention_weights /= attention_weights.sum(-1, keepdim=True).sum(-2, keepdim=True)
+ im2col_step = 2
+ output_pytorch = ms_deform_attn_core_pytorch(value, shapes, sampling_locations, attention_weights).detach().cpu()
+ output_cuda = MSDeformAttnFunction.apply(value, shapes, level_start_index, sampling_locations, attention_weights, im2col_step).detach().cpu()
+ fwdok = torch.allclose(output_cuda, output_pytorch, rtol=1e-2, atol=1e-3)
+ max_abs_err = (output_cuda - output_pytorch).abs().max()
+ max_rel_err = ((output_cuda - output_pytorch).abs() / output_pytorch.abs()).max()
+
+ print(f'* {fwdok} check_forward_equal_with_pytorch_float: max_abs_err {max_abs_err:.2e} max_rel_err {max_rel_err:.2e}')
+
+
+def check_gradient_numerical(channels=4, grad_value=True, grad_sampling_loc=True, grad_attn_weight=True):
+
+ value = torch.rand(N, S, M, channels).cuda() * 0.01
+ sampling_locations = torch.rand(N, Lq, M, L, P, 2).cuda()
+ attention_weights = torch.rand(N, Lq, M, L, P).cuda() + 1e-5
+ attention_weights /= attention_weights.sum(-1, keepdim=True).sum(-2, keepdim=True)
+ im2col_step = 2
+ func = MSDeformAttnFunction.apply
+
+ value.requires_grad = grad_value
+ sampling_locations.requires_grad = grad_sampling_loc
+ attention_weights.requires_grad = grad_attn_weight
+
+ gradok = gradcheck(func, (value.double(), shapes, level_start_index, sampling_locations.double(), attention_weights.double(), im2col_step))
+
+ print(f'* {gradok} check_gradient_numerical(D={channels})')
+
+
+if __name__ == '__main__':
+ check_forward_equal_with_pytorch_double()
+ check_forward_equal_with_pytorch_float()
+
+ for channels in [30, 32, 64, 71, 1025, 2048, 3096]:
+ check_gradient_numerical(channels, True, True, True)
+
+
+
diff --git a/oneformer/modeling/transformer_decoder/__init__.py b/oneformer/modeling/transformer_decoder/__init__.py
new file mode 100644
index 0000000000000000000000000000000000000000..b84bd4ecb48f134ccc218c4d5f02c50f7033bcd9
--- /dev/null
+++ b/oneformer/modeling/transformer_decoder/__init__.py
@@ -0,0 +1,2 @@
+# Copyright (c) Facebook, Inc. and its affiliates.
+from .oneformer_transformer_decoder import ContrastiveMultiScaleMaskedTransformerDecoder
\ No newline at end of file
diff --git a/oneformer/modeling/transformer_decoder/oneformer_transformer_decoder.py b/oneformer/modeling/transformer_decoder/oneformer_transformer_decoder.py
new file mode 100644
index 0000000000000000000000000000000000000000..a06d586f70131c86604ee0113993b99effaba340
--- /dev/null
+++ b/oneformer/modeling/transformer_decoder/oneformer_transformer_decoder.py
@@ -0,0 +1,528 @@
+# ------------------------------------------------------------------------------
+# Reference: https://github.com/facebookresearch/Mask2Former/blob/main/mask2former/modeling/transformer_decoder/mask2former_transformer_decoder.py
+# Modified by Jitesh Jain (https://github.com/praeclarumjj3)
+# ------------------------------------------------------------------------------
+
+import logging
+import fvcore.nn.weight_init as weight_init
+from typing import Optional
+import torch
+from torch import nn, Tensor
+from torch.nn import functional as F
+
+from detectron2.config import configurable
+from detectron2.layers import Conv2d
+
+from .position_encoding import PositionEmbeddingSine
+from .transformer import Transformer
+
+from detectron2.utils.registry import Registry
+
+
+TRANSFORMER_DECODER_REGISTRY = Registry("TRANSFORMER_MODULE")
+TRANSFORMER_DECODER_REGISTRY.__doc__ = """
+Registry for transformer module in OneFormer.
+"""
+
+
+def build_transformer_decoder(cfg, in_channels, mask_classification=True):
+ """
+ Build a instance embedding branch from `cfg.MODEL.INS_EMBED_HEAD.NAME`.
+ """
+ name = cfg.MODEL.ONE_FORMER.TRANSFORMER_DECODER_NAME
+ return TRANSFORMER_DECODER_REGISTRY.get(name)(cfg, in_channels, mask_classification)
+
+
+class SelfAttentionLayer(nn.Module):
+
+ def __init__(self, d_model, nhead, dropout=0.0,
+ activation="relu", normalize_before=False):
+ super().__init__()
+ self.self_attn = nn.MultiheadAttention(d_model, nhead, dropout=dropout)
+
+ self.norm = nn.LayerNorm(d_model)
+ self.dropout = nn.Dropout(dropout)
+
+ self.activation = _get_activation_fn(activation)
+ self.normalize_before = normalize_before
+
+ self._reset_parameters()
+
+ def _reset_parameters(self):
+ for p in self.parameters():
+ if p.dim() > 1:
+ nn.init.xavier_uniform_(p)
+
+ def with_pos_embed(self, tensor, pos: Optional[Tensor]):
+ return tensor if pos is None else tensor + pos
+
+ def forward_post(self, tgt,
+ tgt_mask: Optional[Tensor] = None,
+ tgt_key_padding_mask: Optional[Tensor] = None,
+ query_pos: Optional[Tensor] = None):
+ q = k = self.with_pos_embed(tgt, query_pos)
+ tgt2 = self.self_attn(q, k, value=tgt, attn_mask=tgt_mask,
+ key_padding_mask=tgt_key_padding_mask)[0]
+ tgt = tgt + self.dropout(tgt2)
+ tgt = self.norm(tgt)
+
+ return tgt
+
+ def forward_pre(self, tgt,
+ tgt_mask: Optional[Tensor] = None,
+ tgt_key_padding_mask: Optional[Tensor] = None,
+ query_pos: Optional[Tensor] = None):
+ tgt2 = self.norm(tgt)
+ q = k = self.with_pos_embed(tgt2, query_pos)
+ tgt2 = self.self_attn(q, k, value=tgt2, attn_mask=tgt_mask,
+ key_padding_mask=tgt_key_padding_mask)[0]
+ tgt = tgt + self.dropout(tgt2)
+
+ return tgt
+
+ def forward(self, tgt,
+ tgt_mask: Optional[Tensor] = None,
+ tgt_key_padding_mask: Optional[Tensor] = None,
+ query_pos: Optional[Tensor] = None):
+ if self.normalize_before:
+ return self.forward_pre(tgt, tgt_mask,
+ tgt_key_padding_mask, query_pos)
+ return self.forward_post(tgt, tgt_mask,
+ tgt_key_padding_mask, query_pos)
+
+
+class CrossAttentionLayer(nn.Module):
+
+ def __init__(self, d_model, nhead, dropout=0.0,
+ activation="relu", normalize_before=False):
+ super().__init__()
+ self.multihead_attn = nn.MultiheadAttention(d_model, nhead, dropout=dropout)
+
+ self.norm = nn.LayerNorm(d_model)
+ self.dropout = nn.Dropout(dropout)
+
+ self.activation = _get_activation_fn(activation)
+ self.normalize_before = normalize_before
+
+ self._reset_parameters()
+
+ def _reset_parameters(self):
+ for p in self.parameters():
+ if p.dim() > 1:
+ nn.init.xavier_uniform_(p)
+
+ def with_pos_embed(self, tensor, pos: Optional[Tensor]):
+ return tensor if pos is None else tensor + pos
+
+ def forward_post(self, tgt, memory,
+ memory_mask: Optional[Tensor] = None,
+ memory_key_padding_mask: Optional[Tensor] = None,
+ pos: Optional[Tensor] = None,
+ query_pos: Optional[Tensor] = None):
+ tgt2 = self.multihead_attn(query=self.with_pos_embed(tgt, query_pos),
+ key=self.with_pos_embed(memory, pos),
+ value=memory, attn_mask=memory_mask,
+ key_padding_mask=memory_key_padding_mask)[0]
+ tgt = tgt + self.dropout(tgt2)
+ tgt = self.norm(tgt)
+
+ return tgt
+
+ def forward_pre(self, tgt, memory,
+ memory_mask: Optional[Tensor] = None,
+ memory_key_padding_mask: Optional[Tensor] = None,
+ pos: Optional[Tensor] = None,
+ query_pos: Optional[Tensor] = None):
+ tgt2 = self.norm(tgt)
+ tgt2 = self.multihead_attn(query=self.with_pos_embed(tgt2, query_pos),
+ key=self.with_pos_embed(memory, pos),
+ value=memory, attn_mask=memory_mask,
+ key_padding_mask=memory_key_padding_mask)[0]
+ tgt = tgt + self.dropout(tgt2)
+
+ return tgt
+
+ def forward(self, tgt, memory,
+ memory_mask: Optional[Tensor] = None,
+ memory_key_padding_mask: Optional[Tensor] = None,
+ pos: Optional[Tensor] = None,
+ query_pos: Optional[Tensor] = None):
+ if self.normalize_before:
+ return self.forward_pre(tgt, memory, memory_mask,
+ memory_key_padding_mask, pos, query_pos)
+ return self.forward_post(tgt, memory, memory_mask,
+ memory_key_padding_mask, pos, query_pos)
+
+
+class FFNLayer(nn.Module):
+
+ def __init__(self, d_model, dim_feedforward=2048, dropout=0.0,
+ activation="relu", normalize_before=False):
+ super().__init__()
+ # Implementation of Feedforward model
+ self.linear1 = nn.Linear(d_model, dim_feedforward)
+ self.dropout = nn.Dropout(dropout)
+ self.linear2 = nn.Linear(dim_feedforward, d_model)
+
+ self.norm = nn.LayerNorm(d_model)
+
+ self.activation = _get_activation_fn(activation)
+ self.normalize_before = normalize_before
+
+ self._reset_parameters()
+
+ def _reset_parameters(self):
+ for p in self.parameters():
+ if p.dim() > 1:
+ nn.init.xavier_uniform_(p)
+
+ def with_pos_embed(self, tensor, pos: Optional[Tensor]):
+ return tensor if pos is None else tensor + pos
+
+ def forward_post(self, tgt):
+ tgt2 = self.linear2(self.dropout(self.activation(self.linear1(tgt))))
+ tgt = tgt + self.dropout(tgt2)
+ tgt = self.norm(tgt)
+ return tgt
+
+ def forward_pre(self, tgt):
+ tgt2 = self.norm(tgt)
+ tgt2 = self.linear2(self.dropout(self.activation(self.linear1(tgt2))))
+ tgt = tgt + self.dropout(tgt2)
+ return tgt
+
+ def forward(self, tgt):
+ if self.normalize_before:
+ return self.forward_pre(tgt)
+ return self.forward_post(tgt)
+
+
+def _get_activation_fn(activation):
+ """Return an activation function given a string"""
+ if activation == "relu":
+ return F.relu
+ if activation == "gelu":
+ return F.gelu
+ if activation == "glu":
+ return F.glu
+ raise RuntimeError(F"activation should be relu/gelu, not {activation}.")
+
+
+class MLP(nn.Module):
+ """ Very simple multi-layer perceptron (also called FFN)"""
+
+ def __init__(self, input_dim, hidden_dim, output_dim, num_layers):
+ super().__init__()
+ self.num_layers = num_layers
+ h = [hidden_dim] * (num_layers - 1)
+ self.layers = nn.ModuleList(nn.Linear(n, k) for n, k in zip([input_dim] + h, h + [output_dim]))
+
+ def forward(self, x):
+ for i, layer in enumerate(self.layers):
+ x = F.relu(layer(x)) if i < self.num_layers - 1 else layer(x)
+ return x
+
+
+@TRANSFORMER_DECODER_REGISTRY.register()
+class ContrastiveMultiScaleMaskedTransformerDecoder(nn.Module):
+
+ _version = 2
+
+ def _load_from_state_dict(
+ self, state_dict, prefix, local_metadata, strict, missing_keys, unexpected_keys, error_msgs
+ ):
+ version = local_metadata.get("version", None)
+ if version is None or version < 2:
+ # Do not warn if train from scratch
+ scratch = True
+ logger = logging.getLogger(__name__)
+ for k in list(state_dict.keys()):
+ newk = k
+ if "static_query" in k:
+ newk = k.replace("static_query", "query_feat")
+ if newk != k:
+ state_dict[newk] = state_dict[k]
+ del state_dict[k]
+ scratch = False
+
+ if not scratch:
+ logger.warning(
+ f"Weight format of {self.__class__.__name__} have changed! "
+ "Please upgrade your models. Applying automatic conversion now ..."
+ )
+
+ @configurable
+ def __init__(
+ self,
+ in_channels,
+ mask_classification=True,
+ *,
+ num_classes: int,
+ hidden_dim: int,
+ num_queries: int,
+ nheads: int,
+ dropout: float,
+ dim_feedforward: int,
+ enc_layers: int,
+ is_train: bool,
+ dec_layers: int,
+ class_dec_layers: int,
+ pre_norm: bool,
+ mask_dim: int,
+ enforce_input_project: bool,
+ use_task_norm: bool,
+ ):
+ """
+ NOTE: this interface is experimental.
+ Args:
+ in_channels: channels of the input features
+ mask_classification: whether to add mask classifier or not
+ num_classes: number of classes
+ hidden_dim: Transformer feature dimension
+ num_queries: number of queries
+ nheads: number of heads
+ dim_feedforward: feature dimension in feedforward network
+ enc_layers: number of Transformer encoder layers
+ dec_layers: number of Transformer decoder layers
+ pre_norm: whether to use pre-LayerNorm or not
+ mask_dim: mask feature dimension
+ enforce_input_project: add input project 1x1 conv even if input
+ channels and hidden dim is identical
+ """
+ super().__init__()
+
+ assert mask_classification, "Only support mask classification model"
+ self.mask_classification = mask_classification
+ self.is_train = is_train
+ self.use_task_norm = use_task_norm
+
+ # positional encoding
+ N_steps = hidden_dim // 2
+ self.pe_layer = PositionEmbeddingSine(N_steps, normalize=True)
+
+ self.class_transformer = Transformer(
+ d_model=hidden_dim,
+ dropout=dropout,
+ nhead=nheads,
+ dim_feedforward=dim_feedforward,
+ num_encoder_layers=enc_layers,
+ num_decoder_layers=class_dec_layers,
+ normalize_before=pre_norm,
+ return_intermediate_dec=False,
+ )
+
+ # define Transformer decoder here
+ self.num_heads = nheads
+ self.num_layers = dec_layers
+ self.transformer_self_attention_layers = nn.ModuleList()
+ self.transformer_cross_attention_layers = nn.ModuleList()
+ self.transformer_ffn_layers = nn.ModuleList()
+
+ for _ in range(self.num_layers):
+ self.transformer_self_attention_layers.append(
+ SelfAttentionLayer(
+ d_model=hidden_dim,
+ nhead=nheads,
+ dropout=0.0,
+ normalize_before=pre_norm,
+ )
+ )
+
+ self.transformer_cross_attention_layers.append(
+ CrossAttentionLayer(
+ d_model=hidden_dim,
+ nhead=nheads,
+ dropout=0.0,
+ normalize_before=pre_norm,
+ )
+ )
+
+ self.transformer_ffn_layers.append(
+ FFNLayer(
+ d_model=hidden_dim,
+ dim_feedforward=dim_feedforward,
+ dropout=0.0,
+ normalize_before=pre_norm,
+ )
+ )
+
+ self.decoder_norm = nn.LayerNorm(hidden_dim)
+
+ self.num_queries = num_queries
+ # learnable query p.e.
+ self.query_embed = nn.Embedding(num_queries, hidden_dim)
+
+ # level embedding (we always use 3 scales)
+ self.num_feature_levels = 3
+ self.level_embed = nn.Embedding(self.num_feature_levels, hidden_dim)
+ self.input_proj = nn.ModuleList()
+ for _ in range(self.num_feature_levels):
+ if in_channels != hidden_dim or enforce_input_project:
+ self.input_proj.append(Conv2d(in_channels, hidden_dim, kernel_size=1))
+ weight_init.c2_xavier_fill(self.input_proj[-1])
+ else:
+ self.input_proj.append(nn.Sequential())
+
+ self.class_input_proj = Conv2d(in_channels, hidden_dim, kernel_size=1)
+ weight_init.c2_xavier_fill(self.class_input_proj)
+
+ # output FFNs
+ if self.mask_classification:
+ self.class_embed = nn.Linear(hidden_dim, num_classes + 1)
+ self.mask_embed = MLP(hidden_dim, hidden_dim, mask_dim, 3)
+
+ @classmethod
+ def from_config(cls, cfg, in_channels, mask_classification):
+ ret = {}
+ ret["in_channels"] = in_channels
+ ret["mask_classification"] = mask_classification
+
+ ret["num_classes"] = cfg.MODEL.SEM_SEG_HEAD.NUM_CLASSES
+ ret["hidden_dim"] = cfg.MODEL.ONE_FORMER.HIDDEN_DIM
+ ret["num_queries"] = cfg.MODEL.ONE_FORMER.NUM_OBJECT_QUERIES
+ # Transformer parameters:
+ ret["nheads"] = cfg.MODEL.ONE_FORMER.NHEADS
+ ret["dim_feedforward"] = cfg.MODEL.ONE_FORMER.DIM_FEEDFORWARD
+
+ # NOTE: because we add learnable query features which requires supervision,
+ # we add minus 1 to decoder layers to be consistent with our loss
+ # implementation: that is, number of auxiliary losses is always
+ # equal to number of decoder layers. With learnable query features, the number of
+ # auxiliary losses equals number of decoders plus 1.
+ assert cfg.MODEL.ONE_FORMER.DEC_LAYERS >= 1
+ ret["dec_layers"] = cfg.MODEL.ONE_FORMER.DEC_LAYERS - 1
+ ret["class_dec_layers"] = cfg.MODEL.ONE_FORMER.CLASS_DEC_LAYERS
+ ret["enc_layers"] = cfg.MODEL.ONE_FORMER.ENC_LAYERS
+ ret["dropout"] = cfg.MODEL.ONE_FORMER.DROPOUT
+ ret["pre_norm"] = cfg.MODEL.ONE_FORMER.PRE_NORM
+ ret["enforce_input_project"] = cfg.MODEL.ONE_FORMER.ENFORCE_INPUT_PROJ
+ ret["is_train"] = cfg.MODEL.IS_TRAIN
+ ret["mask_dim"] = cfg.MODEL.SEM_SEG_HEAD.MASK_DIM
+ ret["use_task_norm"] = cfg.MODEL.ONE_FORMER.USE_TASK_NORM
+
+ return ret
+
+ def forward(self, x, mask_features, tasks, mask = None):
+ # x is a list of multi-scale feature
+ assert len(x) == self.num_feature_levels
+ src = []
+ pos = []
+ size_list = []
+
+ # disable mask, it does not affect performance
+ del mask
+
+ for i in range(self.num_feature_levels):
+ size_list.append(x[i].shape[-2:])
+ pos.append(self.pe_layer(x[i], None).flatten(2))
+ src.append(self.input_proj[i](x[i]).flatten(2) + self.level_embed.weight[i][None, :, None])
+
+ # flatten NxCxHxW to HWxNxC
+ pos[-1] = pos[-1].permute(2, 0, 1)
+ src[-1] = src[-1].permute(2, 0, 1)
+
+ _, bs, _ = src[0].shape
+
+ # QxNxC
+ query_embed = self.query_embed.weight.unsqueeze(1).repeat(1, bs, 1)
+ tasks = tasks.unsqueeze(0)
+ if self.use_task_norm:
+ tasks = self.decoder_norm(tasks)
+
+ feats = self.pe_layer(mask_features, None)
+
+ out_t, _ = self.class_transformer(feats, None,
+ self.query_embed.weight[:-1],
+ self.class_input_proj(mask_features),
+ tasks if self.use_task_norm else None)
+ out_t = out_t[0].permute(1, 0, 2)
+
+ out = torch.cat([out_t, tasks], dim=0)
+
+ output = out.clone()
+
+ predictions_class = []
+ predictions_mask = []
+
+ # prediction heads on learnable query features
+ outputs_class, outputs_mask, attn_mask = self.forward_prediction_heads(output, mask_features, attn_mask_target_size=size_list[0], i=0)
+ predictions_class.append(outputs_class)
+ predictions_mask.append(outputs_mask)
+
+ for i in range(self.num_layers):
+ level_index = i % self.num_feature_levels
+ attn_mask[torch.where(attn_mask.sum(-1) == attn_mask.shape[-1])] = False
+ # attention: cross-attention first
+ output = self.transformer_cross_attention_layers[i](
+ output, src[level_index],
+ memory_mask=attn_mask,
+ memory_key_padding_mask=None, # here we do not apply masking on padded region
+ pos=pos[level_index], query_pos=query_embed
+ )
+
+ output = self.transformer_self_attention_layers[i](
+ output, tgt_mask=None,
+ tgt_key_padding_mask=None,
+ query_pos=query_embed
+ )
+
+ # FFN
+ output = self.transformer_ffn_layers[i](
+ output
+ )
+
+ outputs_class, outputs_mask, attn_mask = self.forward_prediction_heads(output, mask_features, attn_mask_target_size=size_list[(i + 1) % self.num_feature_levels], i=i+1)
+ predictions_class.append(outputs_class)
+ predictions_mask.append(outputs_mask)
+
+ assert len(predictions_class) == self.num_layers + 1
+ if self.is_train:
+ query_class = out.permute(1, 0, 2)
+ else:
+ query_class = None
+ out = {
+ 'contrastive_logits': query_class,
+ 'pred_logits': predictions_class[-1],
+ 'pred_masks': predictions_mask[-1],
+ 'aux_outputs': self._set_aux_loss(
+ predictions_class if self.mask_classification else None,
+ predictions_mask,
+ )
+ }
+
+ return out
+
+ def forward_prediction_heads(self, output, mask_features, attn_mask_target_size, i):
+ decoder_output = self.decoder_norm(output)
+ decoder_output = decoder_output.transpose(0, 1)
+ outputs_class = self.class_embed(decoder_output)
+ mask_embed = self.mask_embed(decoder_output)
+ outputs_mask = torch.einsum("bqc,bchw->bqhw", mask_embed, mask_features)
+
+ # NOTE: prediction is of higher-resolution
+ # [B, Q, H, W] -> [B, Q, H*W] -> [B, h, Q, H*W] -> [B*h, Q, HW]
+ attn_mask = F.interpolate(outputs_mask, size=attn_mask_target_size, mode="bilinear", align_corners=False)
+
+ # save_attn_masks(attn_mask.sigmoid() < 0.5, fname=f'demo/maps/{i}_pre_bool')
+
+ # must use bool type
+ # If a BoolTensor is provided, positions with ``True`` are not allowed to attend while ``False`` values will be unchanged.
+ attn_mask = (attn_mask.sigmoid().flatten(2).unsqueeze(1).repeat(1, self.num_heads, 1, 1).flatten(0, 1) < 0.5).bool()
+ attn_mask = attn_mask.detach()
+
+ return outputs_class, outputs_mask, attn_mask
+
+ @torch.jit.unused
+ def _set_aux_loss(self, outputs_class, outputs_seg_masks):
+ # this is a workaround to make torchscript happy, as torchscript
+ # doesn't support dictionary with non-homogeneous values, such
+ # as a dict having both a Tensor and a list.
+ if self.mask_classification:
+ aux_list = [
+ {"pred_logits": a, "pred_masks": b}
+ for a, b in zip(outputs_class[:-1], outputs_seg_masks[:-1])
+ ]
+ else:
+ aux_list = [{"pred_masks": b} for b, in outputs_seg_masks[:-1]]
+
+ return aux_list
\ No newline at end of file
diff --git a/oneformer/modeling/transformer_decoder/position_encoding.py b/oneformer/modeling/transformer_decoder/position_encoding.py
new file mode 100644
index 0000000000000000000000000000000000000000..051984d9ea6e04e834f6fae3daf7d8317c2f0819
--- /dev/null
+++ b/oneformer/modeling/transformer_decoder/position_encoding.py
@@ -0,0 +1,67 @@
+# ------------------------------------------------------------------------------
+# Reference: https://github.com/facebookresearch/Mask2Former/blob/main/mask2former/modeling/transformer_decoder/position_encoding.py
+# Modified by Jitesh Jain (https://github.com/praeclarumjj3)
+# ------------------------------------------------------------------------------
+
+"""
+Various positional encodings for the transformer.
+"""
+import math
+
+import torch
+from torch import nn
+
+
+class PositionEmbeddingSine(nn.Module):
+ """
+ This is a more standard version of the position embedding, very similar to the one
+ used by the Attention is all you need paper, generalized to work on images.
+ """
+
+ def __init__(self, num_pos_feats=64, temperature=10000, normalize=False, scale=None):
+ super().__init__()
+ self.num_pos_feats = num_pos_feats
+ self.temperature = temperature
+ self.normalize = normalize
+ if scale is not None and normalize is False:
+ raise ValueError("normalize should be True if scale is passed")
+ if scale is None:
+ scale = 2 * math.pi
+ self.scale = scale
+
+ def forward(self, x, mask=None):
+ if mask is None:
+ mask = torch.zeros((x.size(0), x.size(2), x.size(3)), device=x.device, dtype=torch.bool)
+ not_mask = ~mask
+ y_embed = not_mask.cumsum(1, dtype=torch.float32)
+ x_embed = not_mask.cumsum(2, dtype=torch.float32)
+ if self.normalize:
+ eps = 1e-6
+ y_embed = y_embed / (y_embed[:, -1:, :] + eps) * self.scale
+ x_embed = x_embed / (x_embed[:, :, -1:] + eps) * self.scale
+
+ dim_t = torch.arange(self.num_pos_feats, dtype=torch.float32, device=x.device)
+ dim_t = self.temperature ** (2 * (dim_t // 2) / self.num_pos_feats)
+
+ pos_x = x_embed[:, :, :, None] / dim_t
+ pos_y = y_embed[:, :, :, None] / dim_t
+ pos_x = torch.stack(
+ (pos_x[:, :, :, 0::2].sin(), pos_x[:, :, :, 1::2].cos()), dim=4
+ ).flatten(3)
+ pos_y = torch.stack(
+ (pos_y[:, :, :, 0::2].sin(), pos_y[:, :, :, 1::2].cos()), dim=4
+ ).flatten(3)
+ pos = torch.cat((pos_y, pos_x), dim=3).permute(0, 3, 1, 2)
+ return pos
+
+ def __repr__(self, _repr_indent=4):
+ head = "Positional encoding " + self.__class__.__name__
+ body = [
+ "num_pos_feats: {}".format(self.num_pos_feats),
+ "temperature: {}".format(self.temperature),
+ "normalize: {}".format(self.normalize),
+ "scale: {}".format(self.scale),
+ ]
+ # _repr_indent = 4
+ lines = [head] + [" " * _repr_indent + line for line in body]
+ return "\n".join(lines)
diff --git a/oneformer/modeling/transformer_decoder/text_transformer.py b/oneformer/modeling/transformer_decoder/text_transformer.py
new file mode 100644
index 0000000000000000000000000000000000000000..d0b7292018ecfbf4111c0da9c90444d0e1e41cb6
--- /dev/null
+++ b/oneformer/modeling/transformer_decoder/text_transformer.py
@@ -0,0 +1,257 @@
+# -------------------------------------------------------------------------
+# MIT License
+#
+# Copyright (c) 2021 OpenAI
+#
+# 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 limitation the rights
+# to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
+# copies of the Software, and to permit persons to whom the Software is
+# furnished to do so, subject to the following conditions:
+#
+# The above copyright notice and this permission notice shall be included in all
+# copies or substantial portions of the Software.
+#
+# THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
+# IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
+# FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
+# AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
+# LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
+# OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
+# SOFTWARE.
+#
+# -------------------------------------------------------------------------
+
+import torch
+import torch.utils.checkpoint as checkpoint
+from torch import nn
+from collections import OrderedDict
+from timm.models.layers import trunc_normal_
+
+class Attention(nn.Module):
+ def __init__(self, dim, num_heads=8, qkv_bias=False, qk_scale=None, attn_drop=0., proj_drop=0.):
+ super().__init__()
+ self.num_heads = num_heads
+ head_dim = dim // num_heads
+ # NOTE scale factor was wrong in my original version, can set manually to be compat with prev weights
+ self.scale = qk_scale or head_dim ** -0.5
+
+ self.q_proj = nn.Linear(dim, dim, bias=qkv_bias)
+ self.k_proj = nn.Linear(dim, dim, bias=qkv_bias)
+ self.v_proj = nn.Linear(dim, dim, bias=qkv_bias)
+
+
+ self.attn_drop = nn.Dropout(attn_drop)
+ self.proj = nn.Linear(dim, dim)
+ self.proj_drop = nn.Dropout(proj_drop)
+
+ def forward(self, q, k, v):
+ B, N, C = q.shape
+ assert k.shape == v.shape
+ B, M, C = k.shape
+ q = self.q_proj(q).reshape(B, N, self.num_heads, C // self.num_heads)
+ k = self.k_proj(k).reshape(B, M, self.num_heads, C // self.num_heads)
+ v = self.v_proj(v).reshape(B, M, self.num_heads, C // self.num_heads)
+
+ attn = torch.einsum('bnkc,bmkc->bknm', q, k) * self.scale
+
+ attn = attn.softmax(dim=-1)
+
+ x = torch.einsum('bknm,bmkc->bnkc', attn, v).reshape(B, N, C)
+
+ x = self.proj(x)
+ x = self.proj_drop(x)
+ return x
+
+class TransformerDecoderLayer(nn.Module):
+ def __init__(
+ self,
+ d_model,
+ nhead,
+ dropout=0.1,
+ ):
+ super().__init__()
+ self.self_attn = Attention(d_model, nhead, proj_drop=dropout)
+ self.cross_attn = Attention(d_model, nhead, proj_drop=dropout)
+
+ self.norm1 = nn.LayerNorm(d_model)
+ self.norm2 = nn.LayerNorm(d_model)
+ self.norm3 = nn.LayerNorm(d_model)
+ self.dropout = nn.Dropout(dropout)
+
+ self.mlp = nn.Sequential(
+ nn.Linear(d_model, d_model * 4),
+ nn.GELU(),
+ nn.Dropout(dropout),
+ nn.Linear(d_model * 4, d_model)
+ )
+
+ def forward(self, x, mem):
+ q = k = v = self.norm1(x)
+ x = x + self.self_attn(q, k, v)
+ q = self.norm2(x)
+ x = x + self.cross_attn(q, mem, mem)
+ x = x + self.dropout(self.mlp(self.norm3(x)))
+ return x
+
+
+class ContextDecoder(nn.Module):
+ def __init__(self,
+ transformer_width=256,
+ transformer_heads=4,
+ transformer_layers=6,
+ visual_dim=1024,
+ dropout=0.1,
+ **kwargs):
+ super().__init__()
+
+ self.memory_proj = nn.Sequential(
+ nn.LayerNorm(visual_dim),
+ nn.Linear(visual_dim, transformer_width),
+ nn.LayerNorm(transformer_width),
+ )
+
+ self.text_proj = nn.Sequential(
+ nn.LayerNorm(visual_dim),
+ nn.Linear(visual_dim, transformer_width),
+ )
+
+ self.decoder = nn.ModuleList([
+ TransformerDecoderLayer(transformer_width, transformer_heads, dropout) for _ in range(transformer_layers)
+ ])
+
+ self.out_proj = nn.Sequential(
+ nn.LayerNorm(transformer_width),
+ nn.Linear(transformer_width, visual_dim)
+ )
+
+ self.apply(self._init_weights)
+
+ def _init_weights(self, m):
+ if isinstance(m, nn.Linear):
+ trunc_normal_(m.weight, std=.02)
+ if isinstance(m, nn.Linear) and m.bias is not None:
+ nn.init.constant_(m.bias, 0)
+ elif isinstance(m, nn.LayerNorm):
+ nn.init.constant_(m.bias, 0)
+ nn.init.constant_(m.weight, 1.0)
+
+
+ def forward(self, text, visual):
+ B, N, C = visual.shape
+ visual = self.memory_proj(visual)
+ x = self.text_proj(text)
+
+ for layer in self.decoder:
+ x = layer(x, visual)
+
+ return self.out_proj(x)
+
+
+class QuickGELU(nn.Module):
+
+ def forward(self, x: torch.Tensor):
+ return x * torch.sigmoid(1.702 * x)
+
+
+class ResidualAttentionBlock(nn.Module):
+
+ def __init__(self, d_model: int, n_head: int, attn_mask: torch.Tensor = None):
+ super().__init__()
+
+ self.attn = nn.MultiheadAttention(d_model, n_head)
+ self.ln_1 = nn.LayerNorm(d_model)
+ self.mlp = nn.Sequential(
+ OrderedDict([('c_fc', nn.Linear(d_model, d_model * 4)), ('gelu', QuickGELU()),
+ ('c_proj', nn.Linear(d_model * 4, d_model))]))
+ self.ln_2 = nn.LayerNorm(d_model)
+ self.attn_mask = attn_mask
+
+ def attention(self, x: torch.Tensor, key_padding_mask: torch.Tensor):
+ self.attn_mask = self.attn_mask.to(dtype=x.dtype, device=x.device) if self.attn_mask is not None else None
+ return self.attn(x, x, x, need_weights=False, attn_mask=self.attn_mask, key_padding_mask=key_padding_mask)[0]
+
+ def forward(self, x: torch.Tensor, key_padding_mask=None):
+ x = x + self.attention(self.ln_1(x), key_padding_mask=key_padding_mask)
+ x = x + self.mlp(self.ln_2(x))
+ return x
+
+class Transformer(nn.Module):
+
+ def __init__(self, width: int, layers: int, heads: int, attn_mask: torch.Tensor = None, use_checkpoint=False):
+ super().__init__()
+ self.width = width
+ self.layers = layers
+ self.resblocks = nn.Sequential(*[ResidualAttentionBlock(width, heads, attn_mask) for _ in range(layers)])
+ proj_std = (self.width**-0.5) * ((2 * self.layers)**-0.5)
+ attn_std = self.width**-0.5
+ fc_std = (2 * self.width)**-0.5
+ for block in self.resblocks:
+ nn.init.normal_(block.attn.in_proj_weight, std=attn_std)
+ nn.init.normal_(block.attn.out_proj.weight, std=proj_std)
+ nn.init.normal_(block.mlp.c_fc.weight, std=fc_std)
+ nn.init.normal_(block.mlp.c_proj.weight, std=proj_std)
+
+ self.use_checkpoint = use_checkpoint
+
+ def forward(self, x: torch.Tensor):
+ for resblock in self.resblocks:
+ if self.use_checkpoint:
+ x = checkpoint.checkpoint(resblock, x)
+ else:
+ x = resblock(x)
+ return x
+
+
+class TextTransformer(nn.Module):
+
+ def __init__(
+ self,
+ context_length: int,
+ width: int,
+ layers: int,
+ vocab_size,
+ use_checkpoint=False,
+ ):
+
+ super().__init__()
+ heads = width // 64
+ self.context_length = context_length
+ self.width = width
+ self.transformer = Transformer(
+ width=width,
+ layers=layers,
+ heads=heads,
+ attn_mask=self.build_attention_mask(),
+ use_checkpoint=use_checkpoint)
+
+ self.positional_embedding = nn.Parameter(torch.empty(self.context_length, width))
+ self.ln_final = nn.LayerNorm(width)
+ self.token_embedding = nn.Embedding(vocab_size, width)
+ nn.init.normal_(self.token_embedding.weight, std=0.02)
+
+ # initialization
+ nn.init.normal_(self.positional_embedding, std=0.01)
+
+ def build_attention_mask(self):
+ # lazily create causal attention mask, with full attention between the vision tokens
+ # pytorch uses additive attention mask; fill with -inf
+ mask = torch.empty(self.context_length, self.context_length)
+ mask.fill_(float('-inf'))
+ mask.triu_(1) # zero out the lower diagonal
+ return mask
+
+ def forward(self, text):
+ x = self.token_embedding(text)
+ x = x + self.positional_embedding
+ x = x.permute(1, 0, 2) # NLD -> LND
+ x = self.transformer(x)
+ x = x.permute(1, 0, 2) # LND -> NLD
+ x = self.ln_final(x)
+
+ # x.shape = [batch_size, n_ctx, transformer.width]
+ # take features from the eot embedding (eot_token is the highest number in each sequence)
+ x = x[torch.arange(x.shape[0]), text.argmax(dim=-1)]
+
+ return x
\ No newline at end of file
diff --git a/oneformer/modeling/transformer_decoder/transformer.py b/oneformer/modeling/transformer_decoder/transformer.py
new file mode 100644
index 0000000000000000000000000000000000000000..cd07525673b9b1165e1fdd0c9990a8f29c84f199
--- /dev/null
+++ b/oneformer/modeling/transformer_decoder/transformer.py
@@ -0,0 +1,376 @@
+# ------------------------------------------------------------------------------
+# Reference: https://github.com/facebookresearch/Mask2Former/blob/main/mask2former/modeling/transformer_decoder/transformer.py
+# Modified by Jitesh Jain (https://github.com/praeclarumjj3)
+# ------------------------------------------------------------------------------
+
+"""
+Transformer class.
+
+Copy-paste from torch.nn.Transformer with modifications:
+ * positional encodings are passed in MHattention
+ * extra LN at the end of encoder is removed
+ * decoder returns a stack of activations from all decoding layers
+"""
+import copy
+from typing import List, Optional
+
+import torch
+import torch.nn.functional as F
+from torch import Tensor, nn
+
+
+class Transformer(nn.Module):
+ def __init__(
+ self,
+ d_model=512,
+ nhead=8,
+ num_encoder_layers=6,
+ num_decoder_layers=6,
+ dim_feedforward=2048,
+ dropout=0.1,
+ activation="relu",
+ normalize_before=False,
+ return_intermediate_dec=False,
+ ):
+ super().__init__()
+
+ encoder_layer = TransformerEncoderLayer(
+ d_model, nhead, dim_feedforward, dropout, activation, normalize_before
+ )
+ encoder_norm = nn.LayerNorm(d_model) if normalize_before else None
+ self.encoder = TransformerEncoder(encoder_layer, num_encoder_layers, encoder_norm)
+
+ decoder_layer = TransformerDecoderLayer(
+ d_model, nhead, dim_feedforward, dropout, activation, normalize_before
+ )
+ decoder_norm = nn.LayerNorm(d_model)
+ self.decoder = TransformerDecoder(
+ decoder_layer,
+ num_decoder_layers,
+ decoder_norm,
+ return_intermediate=return_intermediate_dec,
+ )
+
+ self._reset_parameters()
+
+ self.d_model = d_model
+ self.nhead = nhead
+
+ def _reset_parameters(self):
+ for p in self.parameters():
+ if p.dim() > 1:
+ nn.init.xavier_uniform_(p)
+
+ def forward(self, src, mask, query_embed, pos_embed, task_token=None):
+ # flatten NxCxHxW to HWxNxC
+ bs, c, h, w = src.shape
+ src = src.flatten(2).permute(2, 0, 1)
+ pos_embed = pos_embed.flatten(2).permute(2, 0, 1)
+ query_embed = query_embed.unsqueeze(1).repeat(1, bs, 1)
+ if mask is not None:
+ mask = mask.flatten(1)
+
+ if task_token is None:
+ tgt = torch.zeros_like(query_embed)
+ else:
+ tgt = task_token.repeat(query_embed.shape[0], 1, 1)
+
+ memory = self.encoder(src, src_key_padding_mask=mask, pos=pos_embed)
+ hs = self.decoder(
+ tgt, memory, memory_key_padding_mask=mask, pos=pos_embed, query_pos=query_embed
+ )
+ return hs.transpose(1, 2), memory.permute(1, 2, 0).view(bs, c, h, w)
+
+
+class TransformerEncoder(nn.Module):
+ def __init__(self, encoder_layer, num_layers, norm=None):
+ super().__init__()
+ self.layers = _get_clones(encoder_layer, num_layers)
+ self.num_layers = num_layers
+ self.norm = norm
+
+ def forward(
+ self,
+ src,
+ mask: Optional[Tensor] = None,
+ src_key_padding_mask: Optional[Tensor] = None,
+ pos: Optional[Tensor] = None,
+ ):
+ output = src
+
+ for layer in self.layers:
+ output = layer(
+ output, src_mask=mask, src_key_padding_mask=src_key_padding_mask, pos=pos
+ )
+
+ if self.norm is not None:
+ output = self.norm(output)
+
+ return output
+
+
+class TransformerDecoder(nn.Module):
+ def __init__(self, decoder_layer, num_layers, norm=None, return_intermediate=False):
+ super().__init__()
+ self.layers = _get_clones(decoder_layer, num_layers)
+ self.num_layers = num_layers
+ self.norm = norm
+ self.return_intermediate = return_intermediate
+
+ def forward(
+ self,
+ tgt,
+ memory,
+ tgt_mask: Optional[Tensor] = None,
+ memory_mask: Optional[Tensor] = None,
+ tgt_key_padding_mask: Optional[Tensor] = None,
+ memory_key_padding_mask: Optional[Tensor] = None,
+ pos: Optional[Tensor] = None,
+ query_pos: Optional[Tensor] = None,
+ ):
+ output = tgt
+
+ intermediate = []
+
+ for layer in self.layers:
+ output = layer(
+ output,
+ memory,
+ tgt_mask=tgt_mask,
+ memory_mask=memory_mask,
+ tgt_key_padding_mask=tgt_key_padding_mask,
+ memory_key_padding_mask=memory_key_padding_mask,
+ pos=pos,
+ query_pos=query_pos,
+ )
+ if self.return_intermediate:
+ intermediate.append(self.norm(output))
+
+ if self.norm is not None:
+ output = self.norm(output)
+ if self.return_intermediate:
+ intermediate.pop()
+ intermediate.append(output)
+
+ if self.return_intermediate:
+ return torch.stack(intermediate)
+
+ return output.unsqueeze(0)
+
+
+class TransformerEncoderLayer(nn.Module):
+ def __init__(
+ self,
+ d_model,
+ nhead,
+ dim_feedforward=2048,
+ dropout=0.1,
+ activation="relu",
+ normalize_before=False,
+ ):
+ super().__init__()
+ self.self_attn = nn.MultiheadAttention(d_model, nhead, dropout=dropout)
+ # Implementation of Feedforward model
+ self.linear1 = nn.Linear(d_model, dim_feedforward)
+ self.dropout = nn.Dropout(dropout)
+ self.linear2 = nn.Linear(dim_feedforward, d_model)
+
+ self.norm1 = nn.LayerNorm(d_model)
+ self.norm2 = nn.LayerNorm(d_model)
+ self.dropout1 = nn.Dropout(dropout)
+ self.dropout2 = nn.Dropout(dropout)
+
+ self.activation = _get_activation_fn(activation)
+ self.normalize_before = normalize_before
+
+ def with_pos_embed(self, tensor, pos: Optional[Tensor]):
+ return tensor if pos is None else tensor + pos
+
+ def forward_post(
+ self,
+ src,
+ src_mask: Optional[Tensor] = None,
+ src_key_padding_mask: Optional[Tensor] = None,
+ pos: Optional[Tensor] = None,
+ ):
+ q = k = self.with_pos_embed(src, pos)
+ src2 = self.self_attn(
+ q, k, value=src, attn_mask=src_mask, key_padding_mask=src_key_padding_mask
+ )[0]
+ src = src + self.dropout1(src2)
+ src = self.norm1(src)
+ src2 = self.linear2(self.dropout(self.activation(self.linear1(src))))
+ src = src + self.dropout2(src2)
+ src = self.norm2(src)
+ return src
+
+ def forward_pre(
+ self,
+ src,
+ src_mask: Optional[Tensor] = None,
+ src_key_padding_mask: Optional[Tensor] = None,
+ pos: Optional[Tensor] = None,
+ ):
+ src2 = self.norm1(src)
+ q = k = self.with_pos_embed(src2, pos)
+ src2 = self.self_attn(
+ q, k, value=src2, attn_mask=src_mask, key_padding_mask=src_key_padding_mask
+ )[0]
+ src = src + self.dropout1(src2)
+ src2 = self.norm2(src)
+ src2 = self.linear2(self.dropout(self.activation(self.linear1(src2))))
+ src = src + self.dropout2(src2)
+ return src
+
+ def forward(
+ self,
+ src,
+ src_mask: Optional[Tensor] = None,
+ src_key_padding_mask: Optional[Tensor] = None,
+ pos: Optional[Tensor] = None,
+ ):
+ if self.normalize_before:
+ return self.forward_pre(src, src_mask, src_key_padding_mask, pos)
+ return self.forward_post(src, src_mask, src_key_padding_mask, pos)
+
+
+class TransformerDecoderLayer(nn.Module):
+ def __init__(
+ self,
+ d_model,
+ nhead,
+ dim_feedforward=2048,
+ dropout=0.1,
+ activation="relu",
+ normalize_before=False,
+ ):
+ super().__init__()
+ self.self_attn = nn.MultiheadAttention(d_model, nhead, dropout=dropout)
+ self.multihead_attn = nn.MultiheadAttention(d_model, nhead, dropout=dropout)
+ # Implementation of Feedforward model
+ self.linear1 = nn.Linear(d_model, dim_feedforward)
+ self.dropout = nn.Dropout(dropout)
+ self.linear2 = nn.Linear(dim_feedforward, d_model)
+
+ self.norm1 = nn.LayerNorm(d_model)
+ self.norm2 = nn.LayerNorm(d_model)
+ self.norm3 = nn.LayerNorm(d_model)
+ self.dropout1 = nn.Dropout(dropout)
+ self.dropout2 = nn.Dropout(dropout)
+ self.dropout3 = nn.Dropout(dropout)
+
+ self.activation = _get_activation_fn(activation)
+ self.normalize_before = normalize_before
+
+ def with_pos_embed(self, tensor, pos: Optional[Tensor]):
+ return tensor if pos is None else tensor + pos
+
+ def forward_post(
+ self,
+ tgt,
+ memory,
+ tgt_mask: Optional[Tensor] = None,
+ memory_mask: Optional[Tensor] = None,
+ tgt_key_padding_mask: Optional[Tensor] = None,
+ memory_key_padding_mask: Optional[Tensor] = None,
+ pos: Optional[Tensor] = None,
+ query_pos: Optional[Tensor] = None,
+ ):
+ q = k = self.with_pos_embed(tgt, query_pos)
+ tgt2 = self.self_attn(
+ q, k, value=tgt, attn_mask=tgt_mask, key_padding_mask=tgt_key_padding_mask
+ )[0]
+ tgt = tgt + self.dropout1(tgt2)
+ tgt = self.norm1(tgt)
+ tgt2 = self.multihead_attn(
+ query=self.with_pos_embed(tgt, query_pos),
+ key=self.with_pos_embed(memory, pos),
+ value=memory,
+ attn_mask=memory_mask,
+ key_padding_mask=memory_key_padding_mask,
+ )[0]
+ tgt = tgt + self.dropout2(tgt2)
+ tgt = self.norm2(tgt)
+ tgt2 = self.linear2(self.dropout(self.activation(self.linear1(tgt))))
+ tgt = tgt + self.dropout3(tgt2)
+ tgt = self.norm3(tgt)
+ return tgt
+
+ def forward_pre(
+ self,
+ tgt,
+ memory,
+ tgt_mask: Optional[Tensor] = None,
+ memory_mask: Optional[Tensor] = None,
+ tgt_key_padding_mask: Optional[Tensor] = None,
+ memory_key_padding_mask: Optional[Tensor] = None,
+ pos: Optional[Tensor] = None,
+ query_pos: Optional[Tensor] = None,
+ ):
+ tgt2 = self.norm1(tgt)
+ q = k = self.with_pos_embed(tgt2, query_pos)
+ tgt2 = self.self_attn(
+ q, k, value=tgt2, attn_mask=tgt_mask, key_padding_mask=tgt_key_padding_mask
+ )[0]
+ tgt = tgt + self.dropout1(tgt2)
+ tgt2 = self.norm2(tgt)
+ tgt2 = self.multihead_attn(
+ query=self.with_pos_embed(tgt2, query_pos),
+ key=self.with_pos_embed(memory, pos),
+ value=memory,
+ attn_mask=memory_mask,
+ key_padding_mask=memory_key_padding_mask,
+ )[0]
+ tgt = tgt + self.dropout2(tgt2)
+ tgt2 = self.norm3(tgt)
+ tgt2 = self.linear2(self.dropout(self.activation(self.linear1(tgt2))))
+ tgt = tgt + self.dropout3(tgt2)
+ return tgt
+
+ def forward(
+ self,
+ tgt,
+ memory,
+ tgt_mask: Optional[Tensor] = None,
+ memory_mask: Optional[Tensor] = None,
+ tgt_key_padding_mask: Optional[Tensor] = None,
+ memory_key_padding_mask: Optional[Tensor] = None,
+ pos: Optional[Tensor] = None,
+ query_pos: Optional[Tensor] = None,
+ ):
+ if self.normalize_before:
+ return self.forward_pre(
+ tgt,
+ memory,
+ tgt_mask,
+ memory_mask,
+ tgt_key_padding_mask,
+ memory_key_padding_mask,
+ pos,
+ query_pos,
+ )
+ return self.forward_post(
+ tgt,
+ memory,
+ tgt_mask,
+ memory_mask,
+ tgt_key_padding_mask,
+ memory_key_padding_mask,
+ pos,
+ query_pos,
+ )
+
+
+def _get_clones(module, N):
+ return nn.ModuleList([copy.deepcopy(module) for i in range(N)])
+
+
+def _get_activation_fn(activation):
+ """Return an activation function given a string"""
+ if activation == "relu":
+ return F.relu
+ if activation == "gelu":
+ return F.gelu
+ if activation == "glu":
+ return F.glu
+ raise RuntimeError(f"activation should be relu/gelu, not {activation}.")
diff --git a/oneformer/oneformer_model.py b/oneformer/oneformer_model.py
new file mode 100644
index 0000000000000000000000000000000000000000..949a13888b7c7da6958bf7fd6c6e5b75c1cac096
--- /dev/null
+++ b/oneformer/oneformer_model.py
@@ -0,0 +1,486 @@
+# ------------------------------------------------------------------------------
+# Reference: https://github.com/facebookresearch/Mask2Former/blob/main/mask2former/maskformer_model.py
+# Modified by Jitesh Jain (https://github.com/praeclarumjj3)
+# ------------------------------------------------------------------------------
+
+from typing import Tuple
+
+import torch
+from torch import nn
+from torch.nn import functional as F
+
+from detectron2.config import configurable
+from detectron2.data import MetadataCatalog
+from detectron2.modeling import META_ARCH_REGISTRY, build_backbone, build_sem_seg_head
+from detectron2.modeling.backbone import Backbone
+from detectron2.modeling.postprocessing import sem_seg_postprocess
+from detectron2.structures import Boxes, ImageList, Instances, BitMasks
+from detectron2.utils.memory import retry_if_cuda_oom
+
+from .modeling.criterion import SetCriterion
+from .modeling.matcher import HungarianMatcher
+from einops import rearrange
+from .modeling.transformer_decoder.text_transformer import TextTransformer
+from .modeling.transformer_decoder.oneformer_transformer_decoder import MLP
+from oneformer.data.tokenizer import SimpleTokenizer, Tokenize
+
+@META_ARCH_REGISTRY.register()
+class OneFormer(nn.Module):
+ """
+ Main class for mask classification semantic segmentation architectures.
+ """
+
+ @configurable
+ def __init__(
+ self,
+ *,
+ backbone: Backbone,
+ sem_seg_head: nn.Module,
+ task_mlp: nn.Module,
+ text_encoder: nn.Module,
+ text_projector: nn.Module,
+ criterion: nn.Module,
+ prompt_ctx: nn.Embedding,
+ num_queries: int,
+ object_mask_threshold: float,
+ overlap_threshold: float,
+ metadata,
+ size_divisibility: int,
+ sem_seg_postprocess_before_inference: bool,
+ pixel_mean: Tuple[float],
+ pixel_std: Tuple[float],
+ # inference
+ semantic_on: bool,
+ panoptic_on: bool,
+ instance_on: bool,
+ detection_on: bool,
+ test_topk_per_image: int,
+ task_seq_len: int,
+ max_seq_len: int,
+ is_demo: bool,
+ ):
+ """
+ Args:
+ backbone: a backbone module, must follow detectron2's backbone interface
+ sem_seg_head: a module that predicts semantic segmentation from backbone features
+ criterion: a module that defines the loss
+ num_queries: int, number of queries
+ object_mask_threshold: float, threshold to filter query based on classification score
+ for panoptic segmentation inference
+ overlap_threshold: overlap threshold used in general inference for panoptic segmentation
+ metadata: dataset meta, get `thing` and `stuff` category names for panoptic
+ segmentation inference
+ size_divisibility: Some backbones require the input height and width to be divisible by a
+ specific integer. We can use this to override such requirement.
+ sem_seg_postprocess_before_inference: whether to resize the prediction back
+ to original input size before semantic segmentation inference or after.
+ For high-resolution dataset like Mapillary, resizing predictions before
+ inference will cause OOM error.
+ pixel_mean, pixel_std: list or tuple with #channels element, representing
+ the per-channel mean and std to be used to normalize the input image
+ semantic_on: bool, whether to output semantic segmentation prediction
+ instance_on: bool, whether to output instance segmentation prediction
+ panoptic_on: bool, whether to output panoptic segmentation prediction
+ test_topk_per_image: int, instance segmentation parameter, keep topk instances per image
+ """
+ super().__init__()
+ self.backbone = backbone
+ self.sem_seg_head = sem_seg_head
+ self.task_mlp = task_mlp
+ self.text_encoder = text_encoder
+ self.text_projector = text_projector
+ self.prompt_ctx = prompt_ctx
+ self.criterion = criterion
+ self.num_queries = num_queries
+ self.overlap_threshold = overlap_threshold
+ self.object_mask_threshold = object_mask_threshold
+ self.metadata = metadata
+ if size_divisibility < 0:
+ # use backbone size_divisibility if not set
+ size_divisibility = self.backbone.size_divisibility
+ self.size_divisibility = size_divisibility
+ self.sem_seg_postprocess_before_inference = sem_seg_postprocess_before_inference
+ self.register_buffer("pixel_mean", torch.Tensor(pixel_mean).view(-1, 1, 1), False)
+ self.register_buffer("pixel_std", torch.Tensor(pixel_std).view(-1, 1, 1), False)
+
+ # additional args
+ self.semantic_on = semantic_on
+ self.instance_on = instance_on
+ self.panoptic_on = panoptic_on
+ self.detection_on = detection_on
+ self.test_topk_per_image = test_topk_per_image
+
+ self.text_tokenizer = Tokenize(SimpleTokenizer(), max_seq_len=max_seq_len)
+ self.task_tokenizer = Tokenize(SimpleTokenizer(), max_seq_len=task_seq_len)
+ self.is_demo = is_demo
+
+ self.thing_indices = [k for k in self.metadata.thing_dataset_id_to_contiguous_id.keys()]
+
+ if not self.semantic_on:
+ assert self.sem_seg_postprocess_before_inference
+
+ @classmethod
+ def from_config(cls, cfg):
+ backbone = build_backbone(cfg)
+ sem_seg_head = build_sem_seg_head(cfg, backbone.output_shape())
+
+ if cfg.MODEL.IS_TRAIN:
+ text_encoder = TextTransformer(context_length=cfg.MODEL.TEXT_ENCODER.CONTEXT_LENGTH,
+ width=cfg.MODEL.TEXT_ENCODER.WIDTH,
+ layers=cfg.MODEL.TEXT_ENCODER.NUM_LAYERS,
+ vocab_size=cfg.MODEL.TEXT_ENCODER.VOCAB_SIZE)
+ text_projector = MLP(text_encoder.width, cfg.MODEL.ONE_FORMER.HIDDEN_DIM,
+ cfg.MODEL.ONE_FORMER.HIDDEN_DIM, cfg.MODEL.TEXT_ENCODER.PROJ_NUM_LAYERS)
+ if cfg.MODEL.TEXT_ENCODER.N_CTX > 0:
+ prompt_ctx = nn.Embedding(cfg.MODEL.TEXT_ENCODER.N_CTX, cfg.MODEL.TEXT_ENCODER.WIDTH)
+ else:
+ prompt_ctx = None
+ else:
+ text_encoder = None
+ text_projector = None
+ prompt_ctx = None
+
+ task_mlp = MLP(cfg.INPUT.TASK_SEQ_LEN, cfg.MODEL.ONE_FORMER.HIDDEN_DIM,
+ cfg.MODEL.ONE_FORMER.HIDDEN_DIM, 2)
+
+ # Loss parameters:
+ deep_supervision = cfg.MODEL.ONE_FORMER.DEEP_SUPERVISION
+ no_object_weight = cfg.MODEL.ONE_FORMER.NO_OBJECT_WEIGHT
+
+ # loss weights
+ class_weight = cfg.MODEL.ONE_FORMER.CLASS_WEIGHT
+ dice_weight = cfg.MODEL.ONE_FORMER.DICE_WEIGHT
+ mask_weight = cfg.MODEL.ONE_FORMER.MASK_WEIGHT
+ contrastive_weight = cfg.MODEL.ONE_FORMER.CONTRASTIVE_WEIGHT
+
+ # building criterion
+ matcher = HungarianMatcher(
+ cost_class=class_weight,
+ cost_mask=mask_weight,
+ cost_dice=dice_weight,
+ num_points=cfg.MODEL.ONE_FORMER.TRAIN_NUM_POINTS,
+ )
+
+ weight_dict = {"loss_ce": class_weight, "loss_mask": mask_weight,
+ "loss_dice": dice_weight, "loss_contrastive": contrastive_weight}
+
+
+ if deep_supervision:
+ dec_layers = cfg.MODEL.ONE_FORMER.DEC_LAYERS
+ aux_weight_dict = {}
+ for i in range(dec_layers - 1):
+ aux_weight_dict.update({k + f"_{i}": v for k, v in weight_dict.items()})
+ weight_dict.update(aux_weight_dict)
+
+ losses = ["labels", "masks", "contrastive"]
+
+ criterion = SetCriterion(
+ sem_seg_head.num_classes,
+ matcher=matcher,
+ weight_dict=weight_dict,
+ eos_coef=no_object_weight,
+ contrast_temperature=cfg.MODEL.ONE_FORMER.CONTRASTIVE_TEMPERATURE,
+ losses=losses,
+ num_points=cfg.MODEL.ONE_FORMER.TRAIN_NUM_POINTS,
+ oversample_ratio=cfg.MODEL.ONE_FORMER.OVERSAMPLE_RATIO,
+ importance_sample_ratio=cfg.MODEL.ONE_FORMER.IMPORTANCE_SAMPLE_RATIO,
+ )
+
+ return {
+ "backbone": backbone,
+ "sem_seg_head": sem_seg_head,
+ "task_mlp": task_mlp,
+ "prompt_ctx": prompt_ctx,
+ "text_encoder": text_encoder,
+ "text_projector": text_projector,
+ "criterion": criterion,
+ "num_queries": cfg.MODEL.ONE_FORMER.NUM_OBJECT_QUERIES,
+ "object_mask_threshold": cfg.MODEL.TEST.OBJECT_MASK_THRESHOLD,
+ "overlap_threshold": cfg.MODEL.TEST.OVERLAP_THRESHOLD,
+ "metadata": MetadataCatalog.get(cfg.DATASETS.TRAIN[0]),
+ "size_divisibility": cfg.MODEL.ONE_FORMER.SIZE_DIVISIBILITY,
+ "sem_seg_postprocess_before_inference": (
+ cfg.MODEL.TEST.SEM_SEG_POSTPROCESSING_BEFORE_INFERENCE
+ or cfg.MODEL.TEST.PANOPTIC_ON
+ or cfg.MODEL.TEST.INSTANCE_ON
+ ),
+ "pixel_mean": cfg.MODEL.PIXEL_MEAN,
+ "pixel_std": cfg.MODEL.PIXEL_STD,
+ # inference
+ "semantic_on": cfg.MODEL.TEST.SEMANTIC_ON,
+ "instance_on": cfg.MODEL.TEST.INSTANCE_ON,
+ "panoptic_on": cfg.MODEL.TEST.PANOPTIC_ON,
+ "detection_on": cfg.MODEL.TEST.DETECTION_ON,
+ "test_topk_per_image": cfg.TEST.DETECTIONS_PER_IMAGE,
+ "task_seq_len": cfg.INPUT.TASK_SEQ_LEN,
+ "max_seq_len": cfg.INPUT.MAX_SEQ_LEN,
+ "is_demo": cfg.MODEL.IS_DEMO,
+ }
+
+ @property
+ def device(self):
+ return self.pixel_mean.device
+
+ def encode_text(self, text):
+ assert text.ndim in [2, 3], text.ndim
+ b = text.shape[0]
+ squeeze_dim = False
+ num_text = 1
+ if text.ndim == 3:
+ num_text = text.shape[1]
+ text = rearrange(text, 'b n l -> (b n) l', n=num_text)
+ squeeze_dim = True
+
+ # [B, C]
+ x = self.text_encoder(text)
+
+ text_x = self.text_projector(x)
+
+ if squeeze_dim:
+ text_x = rearrange(text_x, '(b n) c -> b n c', n=num_text)
+ if self.prompt_ctx is not None:
+ text_ctx = self.prompt_ctx.weight.unsqueeze(0).repeat(text_x.shape[0], 1, 1)
+ text_x = torch.cat([text_x, text_ctx], dim=1)
+
+ return {"texts": text_x}
+
+ def forward(self, batched_inputs):
+ """
+ Args:
+ batched_inputs: a list, batched outputs of :class:`DatasetMapper`.
+ Each item in the list contains the inputs for one image.
+ For now, each item in the list is a dict that contains:
+ * "image": Tensor, image in (C, H, W) format.
+ * "instances": per-region ground truth
+ * Other information that's included in the original dicts, such as:
+ "height", "width" (int): the output resolution of the model (may be different
+ from input resolution), used in inference.
+ Returns:
+ list[dict]:
+ each dict has the results for one image. The dict contains the following keys:
+ * "sem_seg":
+ A Tensor that represents the
+ per-pixel segmentation prediced by the head.
+ The prediction has shape KxHxW that represents the logits of
+ each class for each pixel.
+ * "panoptic_seg":
+ A tuple that represent panoptic output
+ panoptic_seg (Tensor): of shape (height, width) where the values are ids for each segment.
+ segments_info (list[dict]): Describe each segment in `panoptic_seg`.
+ Each dict contains keys "id", "category_id", "isthing".
+ """
+ images = [x["image"].to(self.device) for x in batched_inputs]
+ images = [(x - self.pixel_mean) / self.pixel_std for x in images]
+ images = ImageList.from_tensors(images, self.size_divisibility)
+
+ tasks = torch.cat([self.task_tokenizer(x["task"]).to(self.device).unsqueeze(0) for x in batched_inputs], dim=0)
+ tasks = self.task_mlp(tasks.float())
+
+ features = self.backbone(images.tensor)
+ outputs = self.sem_seg_head(features, tasks)
+
+ if self.training:
+ texts = torch.cat([self.text_tokenizer(x["text"]).to(self.device).unsqueeze(0) for x in batched_inputs], dim=0)
+ texts_x = self.encode_text(texts)
+
+ outputs = {**outputs, **texts_x}
+
+ # mask classification target
+ if "instances" in batched_inputs[0]:
+ gt_instances = [x["instances"].to(self.device) for x in batched_inputs]
+ targets = self.prepare_targets(gt_instances, images)
+ else:
+ targets = None
+
+ # bipartite matching-based loss
+ losses = self.criterion(outputs, targets)
+
+ for k in list(losses.keys()):
+ if k in self.criterion.weight_dict:
+ losses[k] *= self.criterion.weight_dict[k]
+ else:
+ # remove this loss if not specified in `weight_dict`
+ losses.pop(k)
+ return losses
+ else:
+ mask_cls_results = outputs["pred_logits"]
+ mask_pred_results = outputs["pred_masks"]
+ # upsample masks
+ mask_pred_results = F.interpolate(
+ mask_pred_results,
+ size=(images.tensor.shape[-2], images.tensor.shape[-1]),
+ mode="bilinear",
+ align_corners=False,
+ )
+
+ del outputs
+
+ processed_results = []
+ for i, data in enumerate(zip(
+ mask_cls_results, mask_pred_results, batched_inputs, images.image_sizes
+ )):
+ mask_cls_result, mask_pred_result, input_per_image, image_size = data
+ height = input_per_image.get("height", image_size[0])
+ width = input_per_image.get("width", image_size[1])
+ processed_results.append({})
+
+ if self.sem_seg_postprocess_before_inference:
+ mask_pred_result = retry_if_cuda_oom(sem_seg_postprocess)(
+ mask_pred_result, image_size, height, width
+ )
+ mask_cls_result = mask_cls_result.to(mask_pred_result)
+
+ # semantic segmentation inference
+ if self.semantic_on:
+ r = retry_if_cuda_oom(self.semantic_inference)(mask_cls_result, mask_pred_result)
+ if not self.sem_seg_postprocess_before_inference:
+ r = retry_if_cuda_oom(sem_seg_postprocess)(r, image_size, height, width)
+ processed_results[-1]["sem_seg"] = r
+
+ # panoptic segmentation inference
+ if self.panoptic_on:
+ panoptic_r = retry_if_cuda_oom(self.panoptic_inference)(mask_cls_result, mask_pred_result)
+ processed_results[-1]["panoptic_seg"] = panoptic_r
+
+ # instance segmentation inference
+ if self.instance_on:
+ instance_r = retry_if_cuda_oom(self.instance_inference)(mask_cls_result, mask_pred_result)
+ processed_results[-1]["instances"] = instance_r
+
+ if self.detection_on:
+ bbox_r = retry_if_cuda_oom(self.instance_inference)(mask_cls_result, mask_pred_result)
+ processed_results[-1]["box_instances"] = bbox_r
+
+ return processed_results
+
+ def prepare_targets(self, targets, images):
+ h_pad, w_pad = images.tensor.shape[-2:]
+ new_targets = []
+ for targets_per_image in targets:
+ # pad gt
+ gt_masks = targets_per_image.gt_masks
+ padded_masks = torch.zeros((gt_masks.shape[0], h_pad, w_pad), dtype=gt_masks.dtype, device=gt_masks.device)
+ padded_masks[:, : gt_masks.shape[1], : gt_masks.shape[2]] = gt_masks
+ new_targets.append(
+ {
+ "labels": targets_per_image.gt_classes,
+ "masks": padded_masks,
+ }
+ )
+ return new_targets
+
+ def semantic_inference(self, mask_cls, mask_pred):
+ mask_cls = F.softmax(mask_cls, dim=-1)[..., :-1]
+ mask_pred = mask_pred.sigmoid()
+ semseg = torch.einsum("qc,qhw->chw", mask_cls, mask_pred)
+ return semseg
+
+ def panoptic_inference(self, mask_cls, mask_pred):
+ scores, labels = F.softmax(mask_cls, dim=-1).max(-1)
+ mask_pred = mask_pred.sigmoid()
+
+ keep = labels.ne(self.sem_seg_head.num_classes) & (scores > self.object_mask_threshold)
+ cur_scores = scores[keep]
+ cur_classes = labels[keep]
+ cur_masks = mask_pred[keep]
+ cur_mask_cls = mask_cls[keep]
+ cur_mask_cls = cur_mask_cls[:, :-1]
+
+ cur_prob_masks = cur_scores.view(-1, 1, 1) * cur_masks
+
+ h, w = cur_masks.shape[-2:]
+ panoptic_seg = torch.zeros((h, w), dtype=torch.int32, device=cur_masks.device)
+ segments_info = []
+
+ current_segment_id = 0
+
+ if cur_masks.shape[0] == 0:
+ # We didn't detect any mask :(
+ return panoptic_seg, segments_info
+ else:
+ # take argmax
+ cur_mask_ids = cur_prob_masks.argmax(0)
+ stuff_memory_list = {}
+ for k in range(cur_classes.shape[0]):
+ pred_class = cur_classes[k].item()
+ isthing = pred_class in self.metadata.thing_dataset_id_to_contiguous_id.values()
+ mask_area = (cur_mask_ids == k).sum().item()
+ original_area = (cur_masks[k] >= 0.5).sum().item()
+ mask = (cur_mask_ids == k) & (cur_masks[k] >= 0.5)
+
+ if mask_area > 0 and original_area > 0 and mask.sum().item() > 0:
+ if mask_area / original_area < self.overlap_threshold:
+ continue
+
+ # merge stuff regions
+ if not isthing:
+ if int(pred_class) in stuff_memory_list.keys():
+ panoptic_seg[mask] = stuff_memory_list[int(pred_class)]
+ continue
+ else:
+ stuff_memory_list[int(pred_class)] = current_segment_id + 1
+
+ current_segment_id += 1
+ panoptic_seg[mask] = current_segment_id
+
+ segments_info.append(
+ {
+ "id": current_segment_id,
+ "isthing": bool(isthing),
+ "category_id": int(pred_class),
+ }
+ )
+
+ return panoptic_seg, segments_info
+
+ def instance_inference(self, mask_cls, mask_pred):
+ # mask_pred is already processed to have the same shape as original input
+ image_size = mask_pred.shape[-2:]
+
+ # [Q, K]
+ scores = F.softmax(mask_cls, dim=-1)[:, :-1]
+ labels = torch.arange(self.sem_seg_head.num_classes, device=self.device).unsqueeze(0).repeat(self.num_queries, 1).flatten(0, 1)
+
+ # scores_per_image, topk_indices = scores.flatten(0, 1).topk(self.num_queries, sorted=False)
+ scores_per_image, topk_indices = scores.flatten(0, 1).topk(self.test_topk_per_image, sorted=False)
+ labels_per_image = labels[topk_indices]
+
+ topk_indices = topk_indices // self.sem_seg_head.num_classes
+ # mask_pred = mask_pred.unsqueeze(1).repeat(1, self.sem_seg_head.num_classes, 1).flatten(0, 1)
+ mask_pred = mask_pred[topk_indices]
+
+ # Only consider scores with confidence over [self.object_mask_threshold] for demo
+ if self.is_demo:
+ keep = scores_per_image > self.object_mask_threshold
+ scores_per_image = scores_per_image[keep]
+ labels_per_image = labels_per_image[keep]
+ mask_pred = mask_pred[keep]
+
+ # if this is panoptic segmentation, we only keep the "thing" classes
+ if self.panoptic_on:
+ keep = torch.zeros_like(scores_per_image).bool()
+ for i, lab in enumerate(labels_per_image):
+ keep[i] = lab in self.metadata.thing_dataset_id_to_contiguous_id.values()
+
+ scores_per_image = scores_per_image[keep]
+ labels_per_image = labels_per_image[keep]
+ mask_pred = mask_pred[keep]
+
+ if 'ade20k' in self.metadata.name:
+ for i in range(labels_per_image.shape[0]):
+ labels_per_image[i] = self.thing_indices.index(labels_per_image[i].item())
+
+ result = Instances(image_size)
+ # mask (before sigmoid)
+ result.pred_masks = (mask_pred > 0).float()
+ if self.detection_on:
+ # Uncomment the following to get boxes from masks (this is slow)
+ result.pred_boxes = BitMasks(mask_pred > 0).get_bounding_boxes()
+ else:
+ result.pred_boxes = Boxes(torch.zeros(mask_pred.size(0), 4))
+
+ # calculate average mask prob
+ mask_scores_per_image = (mask_pred.sigmoid().flatten(1) * result.pred_masks.flatten(1)).sum(1) / (result.pred_masks.flatten(1).sum(1) + 1e-6)
+ result.scores = scores_per_image * mask_scores_per_image
+ result.pred_classes = labels_per_image
+ return result
\ No newline at end of file
diff --git a/oneformer/utils/__init__.py b/oneformer/utils/__init__.py
new file mode 100644
index 0000000000000000000000000000000000000000..130d3011b032f91df1a9cf965625e54922f6c81b
--- /dev/null
+++ b/oneformer/utils/__init__.py
@@ -0,0 +1,2 @@
+# Copyright (c) Facebook, Inc. and its affiliates.
+from .events import setup_wandb, WandbWriter
\ No newline at end of file
diff --git a/oneformer/utils/box_ops.py b/oneformer/utils/box_ops.py
new file mode 100644
index 0000000000000000000000000000000000000000..a2b62ad99ed1fc35cdb10a9e11acdeb0ff1abcc4
--- /dev/null
+++ b/oneformer/utils/box_ops.py
@@ -0,0 +1,133 @@
+# Copyright (c) Facebook, Inc. and its affiliates. All Rights Reserved
+"""
+Utilities for bounding box manipulation and GIoU.
+"""
+import torch, os
+from torchvision.ops.boxes import box_area
+
+
+def box_cxcywh_to_xyxy(x):
+ x_c, y_c, w, h = x.unbind(-1)
+ b = [(x_c - 0.5 * w), (y_c - 0.5 * h),
+ (x_c + 0.5 * w), (y_c + 0.5 * h)]
+ return torch.stack(b, dim=-1)
+
+
+def box_xyxy_to_cxcywh(x):
+ x0, y0, x1, y1 = x.unbind(-1)
+ b = [(x0 + x1) / 2, (y0 + y1) / 2,
+ (x1 - x0), (y1 - y0)]
+ return torch.stack(b, dim=-1)
+
+
+# modified from torchvision to also return the union
+def box_iou(boxes1, boxes2):
+ area1 = box_area(boxes1)
+ area2 = box_area(boxes2)
+
+ # import ipdb; ipdb.set_trace()
+ lt = torch.max(boxes1[:, None, :2], boxes2[:, :2]) # [N,M,2]
+ rb = torch.min(boxes1[:, None, 2:], boxes2[:, 2:]) # [N,M,2]
+
+ wh = (rb - lt).clamp(min=0) # [N,M,2]
+ inter = wh[:, :, 0] * wh[:, :, 1] # [N,M]
+
+ union = area1[:, None] + area2 - inter
+
+ iou = inter / (union + 1e-6)
+ return iou, union
+
+
+def generalized_box_iou(boxes1, boxes2):
+ """
+ Generalized IoU from https://giou.stanford.edu/
+ The boxes should be in [x0, y0, x1, y1] format
+ Returns a [N, M] pairwise matrix, where N = len(boxes1)
+ and M = len(boxes2)
+ """
+ # degenerate boxes gives inf / nan results
+ # so do an early check
+ assert (boxes1[:, 2:] >= boxes1[:, :2]).all()
+ assert (boxes2[:, 2:] >= boxes2[:, :2]).all()
+ # except:
+ # import ipdb; ipdb.set_trace()
+ iou, union = box_iou(boxes1, boxes2)
+
+ lt = torch.min(boxes1[:, None, :2], boxes2[:, :2])
+ rb = torch.max(boxes1[:, None, 2:], boxes2[:, 2:])
+
+ wh = (rb - lt).clamp(min=0) # [N,M,2]
+ area = wh[:, :, 0] * wh[:, :, 1]
+
+ return iou - (area - union) / (area + 1e-6)
+
+
+
+# modified from torchvision to also return the union
+def box_iou_pairwise(boxes1, boxes2):
+ area1 = box_area(boxes1)
+ area2 = box_area(boxes2)
+
+ lt = torch.max(boxes1[:, :2], boxes2[:, :2]) # [N,2]
+ rb = torch.min(boxes1[:, 2:], boxes2[:, 2:]) # [N,2]
+
+ wh = (rb - lt).clamp(min=0) # [N,2]
+ inter = wh[:, 0] * wh[:, 1] # [N]
+
+ union = area1 + area2 - inter
+
+ iou = inter / union
+ return iou, union
+
+
+def generalized_box_iou_pairwise(boxes1, boxes2):
+ """
+ Generalized IoU from https://giou.stanford.edu/
+ Input:
+ - boxes1, boxes2: N,4
+ Output:
+ - giou: N, 4
+ """
+ # degenerate boxes gives inf / nan results
+ # so do an early check
+ assert (boxes1[:, 2:] >= boxes1[:, :2]).all()
+ assert (boxes2[:, 2:] >= boxes2[:, :2]).all()
+ assert boxes1.shape == boxes2.shape
+ iou, union = box_iou_pairwise(boxes1, boxes2) # N, 4
+
+ lt = torch.min(boxes1[:, :2], boxes2[:, :2])
+ rb = torch.max(boxes1[:, 2:], boxes2[:, 2:])
+
+ wh = (rb - lt).clamp(min=0) # [N,2]
+ area = wh[:, 0] * wh[:, 1]
+
+ return iou - (area - union) / area
+
+def masks_to_boxes(masks):
+ """Compute the bounding boxes around the provided masks
+ The masks should be in format [N, H, W] where N is the number of masks, (H, W) are the spatial dimensions.
+ Returns a [N, 4] tensors, with the boxes in xyxy format
+ """
+ if masks.numel() == 0:
+ return torch.zeros((0, 4), device=masks.device)
+
+ h, w = masks.shape[-2:]
+
+ y = torch.arange(0, h, dtype=torch.float)
+ x = torch.arange(0, w, dtype=torch.float)
+ y, x = torch.meshgrid(y, x)
+
+ x_mask = (masks * x.unsqueeze(0))
+ x_max = x_mask.flatten(1).max(-1)[0]
+ x_min = x_mask.masked_fill(~(masks.bool()), 1e8).flatten(1).min(-1)[0]
+
+ y_mask = (masks * y.unsqueeze(0))
+ y_max = y_mask.flatten(1).max(-1)[0]
+ y_min = y_mask.masked_fill(~(masks.bool()), 1e8).flatten(1).min(-1)[0]
+
+ return torch.stack([x_min, y_min, x_max, y_max], 1)
+
+if __name__ == '__main__':
+ x = torch.rand(5, 4)
+ y = torch.rand(3, 4)
+ iou, union = box_iou(x, y)
\ No newline at end of file
diff --git a/oneformer/utils/events.py b/oneformer/utils/events.py
new file mode 100644
index 0000000000000000000000000000000000000000..d1d27ac6ecef656f1aa86649ceacb54470765821
--- /dev/null
+++ b/oneformer/utils/events.py
@@ -0,0 +1,120 @@
+import os
+import wandb
+from detectron2.utils import comm
+from detectron2.utils.events import EventWriter, get_event_storage
+
+
+def setup_wandb(cfg, args):
+ if comm.is_main_process():
+ init_args = {
+ k.lower(): v
+ for k, v in cfg.WANDB.items()
+ if isinstance(k, str) and k not in ["config"]
+ }
+ # only include most related part to avoid too big table
+ # TODO: add configurable params to select which part of `cfg` should be saved in config
+ if "config_exclude_keys" in init_args:
+ init_args["config"] = cfg
+ init_args["config"]["cfg_file"] = args.config_file
+ else:
+ init_args["config"] = {
+ "model": cfg.MODEL,
+ "solver": cfg.SOLVER,
+ "cfg_file": args.config_file,
+ }
+ if ("name" not in init_args) or (init_args["name"] is None):
+ init_args["name"] = os.path.basename(args.config_file)
+ else:
+ init_args["name"] = init_args["name"] + '_' + os.path.basename(args.config_file)
+ wandb.init(**init_args)
+
+
+class BaseRule(object):
+ def __call__(self, target):
+ return target
+
+
+class IsIn(BaseRule):
+ def __init__(self, keyword: str):
+ self.keyword = keyword
+
+ def __call__(self, target):
+ return self.keyword in target
+
+
+class Prefix(BaseRule):
+ def __init__(self, keyword: str):
+ self.keyword = keyword
+
+ def __call__(self, target):
+ return "/".join([self.keyword, target])
+
+
+class WandbWriter(EventWriter):
+ """
+ Write all scalars to a tensorboard file.
+ """
+
+ def __init__(self):
+ """
+ Args:
+ log_dir (str): the directory to save the output events
+ kwargs: other arguments passed to `torch.utils.tensorboard.SummaryWriter(...)`
+ """
+ self._last_write = -1
+ self._group_rules = [
+ (IsIn("/"), BaseRule()),
+ (IsIn("loss"), Prefix("train")),
+ ]
+
+ def write(self):
+
+ storage = get_event_storage()
+
+ def _group_name(scalar_name):
+ for (rule, op) in self._group_rules:
+ if rule(scalar_name):
+ return op(scalar_name)
+ return scalar_name
+
+ stats = {
+ _group_name(name): scalars[0]
+ for name, scalars in storage.latest().items()
+ if scalars[1] > self._last_write
+ }
+ if len(stats) > 0:
+ self._last_write = max([v[1] for k, v in storage.latest().items()])
+
+ # storage.put_{image,histogram} is only meant to be used by
+ # tensorboard writer. So we access its internal fields directly from here.
+ if len(storage._vis_data) >= 1:
+ stats["image"] = [
+ wandb.Image(img, caption=img_name)
+ for img_name, img, step_num in storage._vis_data
+ ]
+ # Storage stores all image data and rely on this writer to clear them.
+ # As a result it assumes only one writer will use its image data.
+ # An alternative design is to let storage store limited recent
+ # data (e.g. only the most recent image) that all writers can access.
+ # In that case a writer may not see all image data if its period is long.
+ storage.clear_images()
+
+ if len(storage._histograms) >= 1:
+
+ def create_bar(tag, bucket_limits, bucket_counts, **kwargs):
+ data = [
+ [label, val] for (label, val) in zip(bucket_limits, bucket_counts)
+ ]
+ table = wandb.Table(data=data, columns=["label", "value"])
+ return wandb.plot.bar(table, "label", "value", title=tag)
+
+ stats["hist"] = [create_bar(**params) for params in storage._histograms]
+
+ storage.clear_histograms()
+
+ if len(stats) == 0:
+ return
+ wandb.log(stats, step=storage.iter)
+
+ def close(self):
+ wandb.finish()
\ No newline at end of file
diff --git a/oneformer/utils/misc.py b/oneformer/utils/misc.py
new file mode 100644
index 0000000000000000000000000000000000000000..f2bca7733278c3a4b1f145bd7e5da23683b74961
--- /dev/null
+++ b/oneformer/utils/misc.py
@@ -0,0 +1,197 @@
+# Copyright (c) Facebook, Inc. and its affiliates.
+# Modified by Bowen Cheng from https://github.com/facebookresearch/detr/blob/master/util/misc.py
+"""
+Misc functions, including distributed helpers.
+
+Mostly copy-paste from torchvision references.
+"""
+from typing import List, Optional
+
+import torch
+import torch.distributed as dist
+import torchvision
+from torch import Tensor
+import warnings
+import torch.nn.functional as F
+import math
+
+def inverse_sigmoid(x, eps=1e-3):
+ x = x.clamp(min=0, max=1)
+ x1 = x.clamp(min=eps)
+ x2 = (1 - x).clamp(min=eps)
+ return torch.log(x1/x2)
+
+def _no_grad_trunc_normal_(tensor, mean, std, a, b):
+ # Cut & paste from PyTorch official master until it's in a few official releases - RW
+ # Method based on https://people.sc.fsu.edu/~jburkardt/presentations/truncated_normal.pdf
+ def norm_cdf(x):
+ # Computes standard normal cumulative distribution function
+ return (1. + math.erf(x / math.sqrt(2.))) / 2.
+
+ if (mean < a - 2 * std) or (mean > b + 2 * std):
+ warnings.warn("mean is more than 2 std from [a, b] in nn.init.trunc_normal_. "
+ "The distribution of values may be incorrect.",
+ stacklevel=2)
+
+ with torch.no_grad():
+ # Values are generated by using a truncated uniform distribution and
+ # then using the inverse CDF for the normal distribution.
+ # Get upper and lower cdf values
+ l = norm_cdf((a - mean) / std)
+ u = norm_cdf((b - mean) / std)
+
+ # Uniformly fill tensor with values from [l, u], then translate to
+ # [2l-1, 2u-1].
+ tensor.uniform_(2 * l - 1, 2 * u - 1)
+
+ # Use inverse cdf transform for normal distribution to get truncated
+ # standard normal
+ tensor.erfinv_()
+
+ # Transform to proper mean, std
+ tensor.mul_(std * math.sqrt(2.))
+ tensor.add_(mean)
+
+ # Clamp to ensure it's in the proper range
+ tensor.clamp_(min=a, max=b)
+ return tensor
+
+def trunc_normal_(tensor, mean=0., std=1., a=-2., b=2.):
+ # type: (Tensor, float, float, float, float) -> Tensor
+ r"""Fills the input Tensor with values drawn from a truncated
+ normal distribution. The values are effectively drawn from the
+ normal distribution :math:`\mathcal{N}(\text{mean}, \text{std}^2)`
+ with values outside :math:`[a, b]` redrawn until they are within
+ the bounds. The method used for generating the random values works
+ best when :math:`a \leq \text{mean} \leq b`.
+ Args:
+ tensor: an n-dimensional `torch.Tensor`
+ mean: the mean of the normal distribution
+ std: the standard deviation of the normal distribution
+ a: the minimum cutoff value
+ b: the maximum cutoff value
+ Examples:
+ >>> w = torch.empty(3, 5)
+ >>> nn.init.trunc_normal_(w)
+ """
+ return _no_grad_trunc_normal_(tensor, mean, std, a, b)
+
+def resize(input,
+ size=None,
+ scale_factor=None,
+ mode='nearest',
+ align_corners=None,
+ warning=True):
+ if warning:
+ if size is not None and align_corners:
+ input_h, input_w = tuple(int(x) for x in input.shape[2:])
+ output_h, output_w = tuple(int(x) for x in size)
+ if output_h > input_h or output_w > output_h:
+ if ((output_h > 1 and output_w > 1 and input_h > 1
+ and input_w > 1) and (output_h - 1) % (input_h - 1)
+ and (output_w - 1) % (input_w - 1)):
+ warnings.warn(
+ f'When align_corners={align_corners}, '
+ 'the output would more aligned if '
+ f'input size {(input_h, input_w)} is `x+1` and '
+ f'out size {(output_h, output_w)} is `nx+1`')
+ if isinstance(size, torch.Size):
+ size = tuple(int(x) for x in size)
+ return F.interpolate(input, size, scale_factor, mode, align_corners)
+
+def _max_by_axis(the_list):
+ # type: (List[List[int]]) -> List[int]
+ maxes = the_list[0]
+ for sublist in the_list[1:]:
+ for index, item in enumerate(sublist):
+ maxes[index] = max(maxes[index], item)
+ return maxes
+
+
+class NestedTensor(object):
+ def __init__(self, tensors, mask: Optional[Tensor]):
+ self.tensors = tensors
+ self.mask = mask
+
+ def to(self, device):
+ # type: (Device) -> NestedTensor # noqa
+ cast_tensor = self.tensors.to(device)
+ mask = self.mask
+ if mask is not None:
+ assert mask is not None
+ cast_mask = mask.to(device)
+ else:
+ cast_mask = None
+ return NestedTensor(cast_tensor, cast_mask)
+
+ def decompose(self):
+ return self.tensors, self.mask
+
+ def __repr__(self):
+ return str(self.tensors)
+
+
+def nested_tensor_from_tensor_list(tensor_list: List[Tensor]):
+ # TODO make this more general
+ if tensor_list[0].ndim == 3:
+ if torchvision._is_tracing():
+ # nested_tensor_from_tensor_list() does not export well to ONNX
+ # call _onnx_nested_tensor_from_tensor_list() instead
+ return _onnx_nested_tensor_from_tensor_list(tensor_list)
+
+ # TODO make it support different-sized images
+ max_size = _max_by_axis([list(img.shape) for img in tensor_list])
+ # min_size = tuple(min(s) for s in zip(*[img.shape for img in tensor_list]))
+ batch_shape = [len(tensor_list)] + max_size
+ b, c, h, w = batch_shape
+ dtype = tensor_list[0].dtype
+ device = tensor_list[0].device
+ tensor = torch.zeros(batch_shape, dtype=dtype, device=device)
+ mask = torch.ones((b, h, w), dtype=torch.bool, device=device)
+ for img, pad_img, m in zip(tensor_list, tensor, mask):
+ pad_img[: img.shape[0], : img.shape[1], : img.shape[2]].copy_(img)
+ m[: img.shape[1], : img.shape[2]] = False
+ else:
+ raise ValueError("not supported")
+ return NestedTensor(tensor, mask)
+
+
+# _onnx_nested_tensor_from_tensor_list() is an implementation of
+# nested_tensor_from_tensor_list() that is supported by ONNX tracing.
+@torch.jit.unused
+def _onnx_nested_tensor_from_tensor_list(tensor_list: List[Tensor]) -> NestedTensor:
+ max_size = []
+ for i in range(tensor_list[0].dim()):
+ max_size_i = torch.max(
+ torch.stack([img.shape[i] for img in tensor_list]).to(torch.float32)
+ ).to(torch.int64)
+ max_size.append(max_size_i)
+ max_size = tuple(max_size)
+
+ # work around for
+ # pad_img[: img.shape[0], : img.shape[1], : img.shape[2]].copy_(img)
+ # m[: img.shape[1], :img.shape[2]] = False
+ # which is not yet supported in onnx
+ padded_imgs = []
+ padded_masks = []
+ for img in tensor_list:
+ padding = [(s1 - s2) for s1, s2 in zip(max_size, tuple(img.shape))]
+ padded_img = torch.nn.functional.pad(img, (0, padding[2], 0, padding[1], 0, padding[0]))
+ padded_imgs.append(padded_img)
+
+ m = torch.zeros_like(img[0], dtype=torch.int, device=img.device)
+ padded_mask = torch.nn.functional.pad(m, (0, padding[2], 0, padding[1]), "constant", 1)
+ padded_masks.append(padded_mask.to(torch.bool))
+
+ tensor = torch.stack(padded_imgs)
+ mask = torch.stack(padded_masks)
+
+ return NestedTensor(tensor, mask=mask)
+
+
+def is_dist_avail_and_initialized():
+ if not dist.is_available():
+ return False
+ if not dist.is_initialized():
+ return False
+ return True
diff --git a/oneformer/utils/pos_embed.py b/oneformer/utils/pos_embed.py
new file mode 100644
index 0000000000000000000000000000000000000000..aa11d60db65fa98c140e7d75bdf985ff7ece8f18
--- /dev/null
+++ b/oneformer/utils/pos_embed.py
@@ -0,0 +1,122 @@
+# --------------------------------------------------------
+# Position embedding utils
+# --------------------------------------------------------
+
+from typing import Tuple
+
+import numpy as np
+import torch
+
+
+# --------------------------------------------------------
+# 2D sine-cosine position embedding
+# References:
+# Transformer: https://github.com/tensorflow/models/blob/master/official/nlp/transformer/model_utils.py
+# MoCo v3: https://github.com/facebookresearch/moco-v3
+# --------------------------------------------------------
+def get_2d_sincos_pos_embed(embed_dim, grid_size, cls_token=False):
+ """
+ grid_size: int of the grid height and width
+ return:
+ pos_embed: [grid_size*grid_size, embed_dim] or [1+grid_size*grid_size, embed_dim] (w/ or w/o cls_token)
+ """
+ grid_h = np.arange(grid_size, dtype=np.float32)
+ grid_w = np.arange(grid_size, dtype=np.float32)
+ grid = np.meshgrid(grid_w, grid_h) # here w goes first
+ grid = np.stack(grid, axis=0)
+
+ grid = grid.reshape([2, 1, grid_size, grid_size])
+ pos_embed = get_2d_sincos_pos_embed_from_grid(embed_dim, grid)
+ if cls_token:
+ pos_embed = np.concatenate([np.zeros([1, embed_dim]), pos_embed], axis=0)
+ return pos_embed
+
+
+def get_2d_sincos_pos_embed_from_grid(embed_dim, grid):
+ assert embed_dim % 2 == 0
+
+ # use half of dimensions to encode grid_h
+ emb_h = get_1d_sincos_pos_embed_from_grid(embed_dim // 2, grid[0]) # (H*W, D/2)
+ emb_w = get_1d_sincos_pos_embed_from_grid(embed_dim // 2, grid[1]) # (H*W, D/2)
+
+ emb = np.concatenate([emb_h, emb_w], axis=1) # (H*W, D)
+ return emb
+
+
+def get_1d_sincos_pos_embed_from_grid(embed_dim, pos):
+ """
+ embed_dim: output dimension for each position
+ pos: a list of positions to be encoded: size (M,)
+ out: (M, D)
+ """
+ assert embed_dim % 2 == 0
+ omega = np.arange(embed_dim // 2, dtype=np.float)
+ omega /= embed_dim / 2.0
+ omega = 1.0 / 10000 ** omega # (D/2,)
+
+ pos = pos.reshape(-1) # (M,)
+ out = np.einsum("m,d->md", pos, omega) # (M, D/2), outer product
+
+ emb_sin = np.sin(out) # (M, D/2)
+ emb_cos = np.cos(out) # (M, D/2)
+
+ emb = np.concatenate([emb_sin, emb_cos], axis=1) # (M, D)
+ return emb
+
+
+# --------------------------------------------------------
+# Interpolate position embeddings for high-resolution
+# References:
+# DeiT: https://github.com/facebookresearch/deit
+# --------------------------------------------------------
+def interpolate_pos_embed(model, checkpoint_model, pos_embed_key):
+ if pos_embed_key in checkpoint_model:
+ pos_embed_checkpoint = checkpoint_model[pos_embed_key]
+ embedding_size = pos_embed_checkpoint.shape[-1]
+ num_patches = model.num_patches
+ if pos_embed_key.startswith("decoder"):
+ num_extra_tokens = model.decoder_pos_embed.shape[-2] - num_patches
+ else:
+ num_extra_tokens = model.pos_embed.shape[-2] - num_patches
+ # height (== width) for the checkpoint position embedding
+ orig_size = int((pos_embed_checkpoint.shape[-2] - num_extra_tokens) ** 0.5)
+ # height (== width) for the new position embedding
+ new_size = int(num_patches ** 0.5)
+ # class_token and dist_token are kept unchanged
+ if orig_size != new_size:
+ print(
+ "Position interpolate from %dx%d to %dx%d"
+ % (orig_size, orig_size, new_size, new_size)
+ )
+ extra_tokens = pos_embed_checkpoint[:, :num_extra_tokens]
+ # only the position tokens are interpolated
+ pos_tokens = pos_embed_checkpoint[:, num_extra_tokens:]
+ pos_tokens = pos_tokens.reshape(
+ -1, orig_size, orig_size, embedding_size
+ ).permute(0, 3, 1, 2)
+ pos_tokens = torch.nn.functional.interpolate(
+ pos_tokens,
+ size=(new_size, new_size),
+ mode="bicubic",
+ align_corners=False,
+ )
+ pos_tokens = pos_tokens.permute(0, 2, 3, 1).flatten(1, 2)
+ new_pos_embed = torch.cat((extra_tokens, pos_tokens), dim=1)
+ checkpoint_model[pos_embed_key] = new_pos_embed
+
+
+def interpolate_pos_embed_online(
+ pos_embed, orig_size: Tuple[int], new_size: Tuple[int], num_extra_tokens: int
+):
+ extra_tokens = pos_embed[:, :num_extra_tokens]
+ pos_tokens = pos_embed[:, num_extra_tokens:]
+ embedding_size = pos_tokens.shape[-1]
+ pos_tokens = pos_tokens.reshape(
+ -1, orig_size[0], orig_size[1], embedding_size
+ ).permute(0, 3, 1, 2)
+ pos_tokens = torch.nn.functional.interpolate(
+ pos_tokens, size=new_size, mode="bicubic", align_corners=False,
+ )
+ pos_tokens = pos_tokens.permute(0, 2, 3, 1).flatten(1, 2)
+ new_pos_embed = torch.cat((extra_tokens, pos_tokens), dim=1)
+ return new_pos_embed
diff --git a/packages.txt b/packages.txt
new file mode 100644
index 0000000000000000000000000000000000000000..c8bf7826d9a80f65108942346ee8e1f4e6076d93
--- /dev/null
+++ b/packages.txt
@@ -0,0 +1 @@
+libtinfo5
\ No newline at end of file
diff --git a/requirements.txt b/requirements.txt
new file mode 100644
index 0000000000000000000000000000000000000000..fbe6420a65ed89cacc3481c3d498548976100b01
--- /dev/null
+++ b/requirements.txt
@@ -0,0 +1,31 @@
+--extra-index-url
+-f https://download.pytorch.org/whl/torch_stable.html
+torch==1.9.0+cu111
+torchvision==0.10.0+cu111
+torchaudio==0.9.0
+-f https://dl.fbaipublicfiles.com/detectron2/wheels/cu111/torch1.9/index.html
+detectron2==0.6
+opencv-python
+git+https://github.com/cocodataset/panopticapi.git
+git+https://github.com/mcordts/cityscapesScripts.git
+imutils
+-f https://shi-labs.com/natten/wheels/cu111/torch1.9/index.html
+natten==0.14.2
+cython
+scipy
+shapely
+h5py
+submitit
+scikit-image
+timm==0.4.12
+einops
+icecream
+setuptools==59.5.0
+wandb
+ftfy
+regex
+inflect
+diffdist
+pytorch_lightning
+tqdm
+gradio==3.1.4
\ No newline at end of file