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35
configs/trainers/CoCoOp/vit_b16_c16_ep10_batch1.yaml
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35
configs/trainers/CoCoOp/vit_b16_c16_ep10_batch1.yaml
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DATALOADER:
|
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TRAIN_X:
|
||||
BATCH_SIZE: 1
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||||
TEST:
|
||||
BATCH_SIZE: 100
|
||||
NUM_WORKERS: 8
|
||||
|
||||
INPUT:
|
||||
SIZE: (224, 224)
|
||||
INTERPOLATION: "bicubic"
|
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PIXEL_MEAN: [0.48145466, 0.4578275, 0.40821073]
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PIXEL_STD: [0.26862954, 0.26130258, 0.27577711]
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TRANSFORMS: ["random_resized_crop", "random_flip", "normalize"]
|
||||
|
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OPTIM:
|
||||
NAME: "sgd"
|
||||
LR: 0.002
|
||||
MAX_EPOCH: 10
|
||||
LR_SCHEDULER: "cosine"
|
||||
WARMUP_EPOCH: 1
|
||||
WARMUP_TYPE: "constant"
|
||||
WARMUP_CONS_LR: 1e-5
|
||||
|
||||
TRAIN:
|
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PRINT_FREQ: 20
|
||||
|
||||
MODEL:
|
||||
BACKBONE:
|
||||
NAME: "ViT-B/16"
|
||||
|
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TRAINER:
|
||||
COCOOP:
|
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N_CTX: 16
|
||||
CTX_INIT: ""
|
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PREC: "fp16"
|
||||
35
configs/trainers/CoCoOp/vit_b16_c4_ep10_batch1.yaml
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35
configs/trainers/CoCoOp/vit_b16_c4_ep10_batch1.yaml
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@@ -0,0 +1,35 @@
|
||||
DATALOADER:
|
||||
TRAIN_X:
|
||||
BATCH_SIZE: 1
|
||||
TEST:
|
||||
BATCH_SIZE: 100
|
||||
NUM_WORKERS: 8
|
||||
|
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INPUT:
|
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SIZE: (224, 224)
|
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INTERPOLATION: "bicubic"
|
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PIXEL_MEAN: [0.48145466, 0.4578275, 0.40821073]
|
||||
PIXEL_STD: [0.26862954, 0.26130258, 0.27577711]
|
||||
TRANSFORMS: ["random_resized_crop", "random_flip", "normalize"]
|
||||
|
||||
OPTIM:
|
||||
NAME: "sgd"
|
||||
LR: 0.002
|
||||
MAX_EPOCH: 10
|
||||
LR_SCHEDULER: "cosine"
|
||||
WARMUP_EPOCH: 1
|
||||
WARMUP_TYPE: "constant"
|
||||
WARMUP_CONS_LR: 1e-5
|
||||
|
||||
TRAIN:
|
||||
PRINT_FREQ: 20
|
||||
|
||||
MODEL:
|
||||
BACKBONE:
|
||||
NAME: "ViT-B/16"
|
||||
|
||||
TRAINER:
|
||||
COCOOP:
|
||||
N_CTX: 4
|
||||
CTX_INIT: ""
|
||||
PREC: "fp16"
|
||||
35
configs/trainers/CoCoOp/vit_b16_c4_ep10_batch1_ctxv1.yaml
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35
configs/trainers/CoCoOp/vit_b16_c4_ep10_batch1_ctxv1.yaml
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@@ -0,0 +1,35 @@
|
||||
DATALOADER:
|
||||
TRAIN_X:
|
||||
BATCH_SIZE: 1
|
||||
TEST:
|
||||
BATCH_SIZE: 100
|
||||
NUM_WORKERS: 8
|
||||
|
||||
INPUT:
|
||||
SIZE: (224, 224)
|
||||
INTERPOLATION: "bicubic"
|
||||
PIXEL_MEAN: [0.48145466, 0.4578275, 0.40821073]
|
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PIXEL_STD: [0.26862954, 0.26130258, 0.27577711]
|
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TRANSFORMS: ["random_resized_crop", "random_flip", "normalize"]
|
||||
|
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OPTIM:
|
||||
NAME: "sgd"
|
||||
LR: 0.002
|
||||
MAX_EPOCH: 10
|
||||
LR_SCHEDULER: "cosine"
|
||||
WARMUP_EPOCH: 1
|
||||
WARMUP_TYPE: "constant"
|
||||
WARMUP_CONS_LR: 1e-5
|
||||
|
||||
TRAIN:
|
||||
PRINT_FREQ: 20
|
||||
|
||||
MODEL:
|
||||
BACKBONE:
|
||||
NAME: "ViT-B/16"
|
||||
|
||||
TRAINER:
|
||||
COCOOP:
|
||||
N_CTX: 4
|
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CTX_INIT: "a photo of a"
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PREC: "fp16"
|
||||
35
configs/trainers/CoCoOp/vit_b16_c8_ep10_batch1.yaml
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35
configs/trainers/CoCoOp/vit_b16_c8_ep10_batch1.yaml
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@@ -0,0 +1,35 @@
|
||||
DATALOADER:
|
||||
TRAIN_X:
|
||||
BATCH_SIZE: 1
|
||||
TEST:
|
||||
BATCH_SIZE: 100
|
||||
NUM_WORKERS: 8
|
||||
|
||||
INPUT:
|
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SIZE: (224, 224)
|
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INTERPOLATION: "bicubic"
|
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PIXEL_MEAN: [0.48145466, 0.4578275, 0.40821073]
|
||||
PIXEL_STD: [0.26862954, 0.26130258, 0.27577711]
|
||||
TRANSFORMS: ["random_resized_crop", "random_flip", "normalize"]
|
||||
|
||||
OPTIM:
|
||||
NAME: "sgd"
|
||||
LR: 0.002
|
||||
MAX_EPOCH: 10
|
||||
LR_SCHEDULER: "cosine"
|
||||
WARMUP_EPOCH: 1
|
||||
WARMUP_TYPE: "constant"
|
||||
WARMUP_CONS_LR: 1e-5
|
||||
|
||||
TRAIN:
|
||||
PRINT_FREQ: 20
|
||||
|
||||
MODEL:
|
||||
BACKBONE:
|
||||
NAME: "ViT-B/16"
|
||||
|
||||
TRAINER:
|
||||
COCOOP:
|
||||
N_CTX: 8
|
||||
CTX_INIT: ""
|
||||
PREC: "fp16"
|
||||
29
configs/trainers/CoOp/rn101.yaml
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29
configs/trainers/CoOp/rn101.yaml
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@@ -0,0 +1,29 @@
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||||
DATALOADER:
|
||||
TRAIN_X:
|
||||
BATCH_SIZE: 32
|
||||
TEST:
|
||||
BATCH_SIZE: 100
|
||||
NUM_WORKERS: 8
|
||||
|
||||
INPUT:
|
||||
SIZE: (224, 224)
|
||||
INTERPOLATION: "bicubic"
|
||||
PIXEL_MEAN: [0.48145466, 0.4578275, 0.40821073]
|
||||
PIXEL_STD: [0.26862954, 0.26130258, 0.27577711]
|
||||
TRANSFORMS: ["random_resized_crop", "random_flip", "normalize"]
|
||||
|
||||
OPTIM:
|
||||
NAME: "sgd"
|
||||
LR: 0.002
|
||||
MAX_EPOCH: 200
|
||||
LR_SCHEDULER: "cosine"
|
||||
WARMUP_EPOCH: 1
|
||||
WARMUP_TYPE: "constant"
|
||||
WARMUP_CONS_LR: 1e-5
|
||||
|
||||
TRAIN:
|
||||
PRINT_FREQ: 5
|
||||
|
||||
MODEL:
|
||||
BACKBONE:
|
||||
NAME: "RN101"
|
||||
29
configs/trainers/CoOp/rn101_ep50.yaml
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29
configs/trainers/CoOp/rn101_ep50.yaml
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@@ -0,0 +1,29 @@
|
||||
DATALOADER:
|
||||
TRAIN_X:
|
||||
BATCH_SIZE: 32
|
||||
TEST:
|
||||
BATCH_SIZE: 100
|
||||
NUM_WORKERS: 8
|
||||
|
||||
INPUT:
|
||||
SIZE: (224, 224)
|
||||
INTERPOLATION: "bicubic"
|
||||
PIXEL_MEAN: [0.48145466, 0.4578275, 0.40821073]
|
||||
PIXEL_STD: [0.26862954, 0.26130258, 0.27577711]
|
||||
TRANSFORMS: ["random_resized_crop", "random_flip", "normalize"]
|
||||
|
||||
OPTIM:
|
||||
NAME: "sgd"
|
||||
LR: 0.002
|
||||
MAX_EPOCH: 50
|
||||
LR_SCHEDULER: "cosine"
|
||||
WARMUP_EPOCH: 1
|
||||
WARMUP_TYPE: "constant"
|
||||
WARMUP_CONS_LR: 1e-5
|
||||
|
||||
TRAIN:
|
||||
PRINT_FREQ: 5
|
||||
|
||||
MODEL:
|
||||
BACKBONE:
|
||||
NAME: "RN101"
|
||||
29
configs/trainers/CoOp/rn50.yaml
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29
configs/trainers/CoOp/rn50.yaml
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@@ -0,0 +1,29 @@
|
||||
DATALOADER:
|
||||
TRAIN_X:
|
||||
BATCH_SIZE: 32
|
||||
TEST:
|
||||
BATCH_SIZE: 100
|
||||
NUM_WORKERS: 8
|
||||
|
||||
INPUT:
|
||||
SIZE: (224, 224)
|
||||
INTERPOLATION: "bicubic"
|
||||
PIXEL_MEAN: [0.48145466, 0.4578275, 0.40821073]
|
||||
PIXEL_STD: [0.26862954, 0.26130258, 0.27577711]
|
||||
TRANSFORMS: ["random_resized_crop", "random_flip", "normalize"]
|
||||
|
||||
OPTIM:
|
||||
NAME: "sgd"
|
||||
LR: 0.002
|
||||
MAX_EPOCH: 200
|
||||
LR_SCHEDULER: "cosine"
|
||||
WARMUP_EPOCH: 1
|
||||
WARMUP_TYPE: "constant"
|
||||
WARMUP_CONS_LR: 1e-5
|
||||
|
||||
TRAIN:
|
||||
PRINT_FREQ: 5
|
||||
|
||||
MODEL:
|
||||
BACKBONE:
|
||||
NAME: "RN50"
|
||||
33
configs/trainers/CoOp/rn50_ctxv1.yaml
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33
configs/trainers/CoOp/rn50_ctxv1.yaml
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@@ -0,0 +1,33 @@
|
||||
DATALOADER:
|
||||
TRAIN_X:
|
||||
BATCH_SIZE: 32
|
||||
TEST:
|
||||
BATCH_SIZE: 100
|
||||
NUM_WORKERS: 8
|
||||
|
||||
INPUT:
|
||||
SIZE: (224, 224)
|
||||
INTERPOLATION: "bicubic"
|
||||
PIXEL_MEAN: [0.48145466, 0.4578275, 0.40821073]
|
||||
PIXEL_STD: [0.26862954, 0.26130258, 0.27577711]
|
||||
TRANSFORMS: ["random_resized_crop", "random_flip", "normalize"]
|
||||
|
||||
OPTIM:
|
||||
NAME: "sgd"
|
||||
LR: 0.002
|
||||
MAX_EPOCH: 200
|
||||
LR_SCHEDULER: "cosine"
|
||||
WARMUP_EPOCH: 1
|
||||
WARMUP_TYPE: "constant"
|
||||
WARMUP_CONS_LR: 1e-5
|
||||
|
||||
TRAIN:
|
||||
PRINT_FREQ: 5
|
||||
|
||||
MODEL:
|
||||
BACKBONE:
|
||||
NAME: "RN50"
|
||||
|
||||
TRAINER:
|
||||
COOP:
|
||||
CTX_INIT: "a photo of a"
|
||||
29
configs/trainers/CoOp/rn50_ep100.yaml
Normal file
29
configs/trainers/CoOp/rn50_ep100.yaml
Normal file
@@ -0,0 +1,29 @@
|
||||
DATALOADER:
|
||||
TRAIN_X:
|
||||
BATCH_SIZE: 32
|
||||
TEST:
|
||||
BATCH_SIZE: 100
|
||||
NUM_WORKERS: 8
|
||||
|
||||
INPUT:
|
||||
SIZE: (224, 224)
|
||||
INTERPOLATION: "bicubic"
|
||||
PIXEL_MEAN: [0.48145466, 0.4578275, 0.40821073]
|
||||
PIXEL_STD: [0.26862954, 0.26130258, 0.27577711]
|
||||
TRANSFORMS: ["random_resized_crop", "random_flip", "normalize"]
|
||||
|
||||
OPTIM:
|
||||
NAME: "sgd"
|
||||
LR: 0.002
|
||||
MAX_EPOCH: 100
|
||||
LR_SCHEDULER: "cosine"
|
||||
WARMUP_EPOCH: 1
|
||||
WARMUP_TYPE: "constant"
|
||||
WARMUP_CONS_LR: 1e-5
|
||||
|
||||
TRAIN:
|
||||
PRINT_FREQ: 5
|
||||
|
||||
MODEL:
|
||||
BACKBONE:
|
||||
NAME: "RN50"
|
||||
29
configs/trainers/CoOp/rn50_ep50.yaml
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29
configs/trainers/CoOp/rn50_ep50.yaml
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@@ -0,0 +1,29 @@
|
||||
DATALOADER:
|
||||
TRAIN_X:
|
||||
BATCH_SIZE: 32
|
||||
TEST:
|
||||
BATCH_SIZE: 100
|
||||
NUM_WORKERS: 8
|
||||
|
||||
INPUT:
|
||||
SIZE: (224, 224)
|
||||
INTERPOLATION: "bicubic"
|
||||
PIXEL_MEAN: [0.48145466, 0.4578275, 0.40821073]
|
||||
PIXEL_STD: [0.26862954, 0.26130258, 0.27577711]
|
||||
TRANSFORMS: ["random_resized_crop", "random_flip", "normalize"]
|
||||
|
||||
OPTIM:
|
||||
NAME: "sgd"
|
||||
LR: 0.002
|
||||
MAX_EPOCH: 50
|
||||
LR_SCHEDULER: "cosine"
|
||||
WARMUP_EPOCH: 1
|
||||
WARMUP_TYPE: "constant"
|
||||
WARMUP_CONS_LR: 1e-5
|
||||
|
||||
TRAIN:
|
||||
PRINT_FREQ: 5
|
||||
|
||||
MODEL:
|
||||
BACKBONE:
|
||||
NAME: "RN50"
|
||||
33
configs/trainers/CoOp/rn50_ep50_ctxv1.yaml
Normal file
33
configs/trainers/CoOp/rn50_ep50_ctxv1.yaml
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@@ -0,0 +1,33 @@
|
||||
DATALOADER:
|
||||
TRAIN_X:
|
||||
BATCH_SIZE: 32
|
||||
TEST:
|
||||
BATCH_SIZE: 100
|
||||
NUM_WORKERS: 8
|
||||
|
||||
INPUT:
|
||||
SIZE: (224, 224)
|
||||
INTERPOLATION: "bicubic"
|
||||
PIXEL_MEAN: [0.48145466, 0.4578275, 0.40821073]
|
||||
PIXEL_STD: [0.26862954, 0.26130258, 0.27577711]
|
||||
TRANSFORMS: ["random_resized_crop", "random_flip", "normalize"]
|
||||
|
||||
OPTIM:
|
||||
NAME: "sgd"
|
||||
LR: 0.002
|
||||
MAX_EPOCH: 50
|
||||
LR_SCHEDULER: "cosine"
|
||||
WARMUP_EPOCH: 1
|
||||
WARMUP_TYPE: "constant"
|
||||
WARMUP_CONS_LR: 1e-5
|
||||
|
||||
TRAIN:
|
||||
PRINT_FREQ: 5
|
||||
|
||||
MODEL:
|
||||
BACKBONE:
|
||||
NAME: "RN50"
|
||||
|
||||
TRAINER:
|
||||
COOP:
|
||||
CTX_INIT: "a photo of a"
|
||||
17
configs/trainers/CoOp/rn50_val.yaml
Normal file
17
configs/trainers/CoOp/rn50_val.yaml
Normal file
@@ -0,0 +1,17 @@
|
||||
DATALOADER:
|
||||
TRAIN_X:
|
||||
BATCH_SIZE: 200
|
||||
TEST:
|
||||
BATCH_SIZE: 200
|
||||
NUM_WORKERS: 8
|
||||
|
||||
INPUT:
|
||||
SIZE: (224, 224)
|
||||
INTERPOLATION: "bicubic"
|
||||
PIXEL_MEAN: [0.48145466, 0.4578275, 0.40821073]
|
||||
PIXEL_STD: [0.26862954, 0.26130258, 0.27577711]
|
||||
TRANSFORMS: ["random_resized_crop", "random_flip", "normalize"]
|
||||
|
||||
MODEL:
|
||||
BACKBONE:
|
||||
NAME: "RN50"
|
||||
29
configs/trainers/CoOp/vit_b16.yaml
Normal file
29
configs/trainers/CoOp/vit_b16.yaml
Normal file
@@ -0,0 +1,29 @@
|
||||
DATALOADER:
|
||||
TRAIN_X:
|
||||
BATCH_SIZE: 32
|
||||
TEST:
|
||||
BATCH_SIZE: 100
|
||||
NUM_WORKERS: 8
|
||||
|
||||
INPUT:
|
||||
SIZE: (224, 224)
|
||||
INTERPOLATION: "bicubic"
|
||||
PIXEL_MEAN: [0.48145466, 0.4578275, 0.40821073]
|
||||
PIXEL_STD: [0.26862954, 0.26130258, 0.27577711]
|
||||
TRANSFORMS: ["random_resized_crop", "random_flip", "normalize"]
|
||||
|
||||
OPTIM:
|
||||
NAME: "sgd"
|
||||
LR: 0.002
|
||||
MAX_EPOCH: 200
|
||||
LR_SCHEDULER: "cosine"
|
||||
WARMUP_EPOCH: 1
|
||||
WARMUP_TYPE: "constant"
|
||||
WARMUP_CONS_LR: 1e-5
|
||||
|
||||
TRAIN:
|
||||
PRINT_FREQ: 5
|
||||
|
||||
MODEL:
|
||||
BACKBONE:
|
||||
NAME: "ViT-B/16"
|
||||
29
configs/trainers/CoOp/vit_b16_ep100.yaml
Normal file
29
configs/trainers/CoOp/vit_b16_ep100.yaml
Normal file
@@ -0,0 +1,29 @@
|
||||
DATALOADER:
|
||||
TRAIN_X:
|
||||
BATCH_SIZE: 32
|
||||
TEST:
|
||||
BATCH_SIZE: 100
|
||||
NUM_WORKERS: 8
|
||||
|
||||
INPUT:
|
||||
SIZE: (224, 224)
|
||||
INTERPOLATION: "bicubic"
|
||||
PIXEL_MEAN: [0.48145466, 0.4578275, 0.40821073]
|
||||
PIXEL_STD: [0.26862954, 0.26130258, 0.27577711]
|
||||
TRANSFORMS: ["random_resized_crop", "random_flip", "normalize"]
|
||||
|
||||
OPTIM:
|
||||
NAME: "sgd"
|
||||
LR: 0.002
|
||||
MAX_EPOCH: 100
|
||||
LR_SCHEDULER: "cosine"
|
||||
WARMUP_EPOCH: 1
|
||||
WARMUP_TYPE: "constant"
|
||||
WARMUP_CONS_LR: 1e-5
|
||||
|
||||
TRAIN:
|
||||
PRINT_FREQ: 5
|
||||
|
||||
MODEL:
|
||||
BACKBONE:
|
||||
NAME: "ViT-B/16"
|
||||
29
configs/trainers/CoOp/vit_b16_ep50.yaml
Normal file
29
configs/trainers/CoOp/vit_b16_ep50.yaml
Normal file
@@ -0,0 +1,29 @@
|
||||
DATALOADER:
|
||||
TRAIN_X:
|
||||
BATCH_SIZE: 32
|
||||
TEST:
|
||||
BATCH_SIZE: 100
|
||||
NUM_WORKERS: 8
|
||||
|
||||
INPUT:
|
||||
SIZE: (224, 224)
|
||||
INTERPOLATION: "bicubic"
|
||||
PIXEL_MEAN: [0.48145466, 0.4578275, 0.40821073]
|
||||
PIXEL_STD: [0.26862954, 0.26130258, 0.27577711]
|
||||
TRANSFORMS: ["random_resized_crop", "random_flip", "normalize"]
|
||||
|
||||
OPTIM:
|
||||
NAME: "sgd"
|
||||
LR: 0.002
|
||||
MAX_EPOCH: 50
|
||||
LR_SCHEDULER: "cosine"
|
||||
WARMUP_EPOCH: 1
|
||||
WARMUP_TYPE: "constant"
|
||||
WARMUP_CONS_LR: 1e-5
|
||||
|
||||
TRAIN:
|
||||
PRINT_FREQ: 5
|
||||
|
||||
MODEL:
|
||||
BACKBONE:
|
||||
NAME: "ViT-B/16"
|
||||
29
configs/trainers/CoOp/vit_b32.yaml
Normal file
29
configs/trainers/CoOp/vit_b32.yaml
Normal file
@@ -0,0 +1,29 @@
|
||||
DATALOADER:
|
||||
TRAIN_X:
|
||||
BATCH_SIZE: 32
|
||||
TEST:
|
||||
BATCH_SIZE: 100
|
||||
NUM_WORKERS: 8
|
||||
|
||||
INPUT:
|
||||
SIZE: (224, 224)
|
||||
INTERPOLATION: "bicubic"
|
||||
PIXEL_MEAN: [0.48145466, 0.4578275, 0.40821073]
|
||||
PIXEL_STD: [0.26862954, 0.26130258, 0.27577711]
|
||||
TRANSFORMS: ["random_resized_crop", "random_flip", "normalize"]
|
||||
|
||||
OPTIM:
|
||||
NAME: "sgd"
|
||||
LR: 0.002
|
||||
MAX_EPOCH: 200
|
||||
LR_SCHEDULER: "cosine"
|
||||
WARMUP_EPOCH: 1
|
||||
WARMUP_TYPE: "constant"
|
||||
WARMUP_CONS_LR: 1e-5
|
||||
|
||||
TRAIN:
|
||||
PRINT_FREQ: 5
|
||||
|
||||
MODEL:
|
||||
BACKBONE:
|
||||
NAME: "ViT-B/32"
|
||||
29
configs/trainers/CoOp/vit_b32_ep50.yaml
Normal file
29
configs/trainers/CoOp/vit_b32_ep50.yaml
Normal file
@@ -0,0 +1,29 @@
|
||||
DATALOADER:
|
||||
TRAIN_X:
|
||||
BATCH_SIZE: 32
|
||||
TEST:
|
||||
BATCH_SIZE: 100
|
||||
NUM_WORKERS: 8
|
||||
|
||||
INPUT:
|
||||
SIZE: (224, 224)
|
||||
INTERPOLATION: "bicubic"
|
||||
PIXEL_MEAN: [0.48145466, 0.4578275, 0.40821073]
|
||||
PIXEL_STD: [0.26862954, 0.26130258, 0.27577711]
|
||||
TRANSFORMS: ["random_resized_crop", "random_flip", "normalize"]
|
||||
|
||||
OPTIM:
|
||||
NAME: "sgd"
|
||||
LR: 0.002
|
||||
MAX_EPOCH: 50
|
||||
LR_SCHEDULER: "cosine"
|
||||
WARMUP_EPOCH: 1
|
||||
WARMUP_TYPE: "constant"
|
||||
WARMUP_CONS_LR: 1e-5
|
||||
|
||||
TRAIN:
|
||||
PRINT_FREQ: 5
|
||||
|
||||
MODEL:
|
||||
BACKBONE:
|
||||
NAME: "ViT-B/32"
|
||||
39
configs/trainers/IVLP/vit_b16_c2_ep5_batch4_2+2ctx.yaml
Normal file
39
configs/trainers/IVLP/vit_b16_c2_ep5_batch4_2+2ctx.yaml
Normal file
@@ -0,0 +1,39 @@
|
||||
# Deep independent V-L Prompting
|
||||
DATALOADER:
|
||||
TRAIN_X:
|
||||
BATCH_SIZE: 4
|
||||
TEST:
|
||||
BATCH_SIZE: 100
|
||||
NUM_WORKERS: 8
|
||||
|
||||
INPUT:
|
||||
SIZE: (224, 224)
|
||||
INTERPOLATION: "bicubic"
|
||||
PIXEL_MEAN: [0.48145466, 0.4578275, 0.40821073]
|
||||
PIXEL_STD: [0.26862954, 0.26130258, 0.27577711]
|
||||
TRANSFORMS: ["random_resized_crop", "random_flip", "normalize"]
|
||||
|
||||
OPTIM:
|
||||
NAME: "sgd"
|
||||
LR: 0.0035
|
||||
MAX_EPOCH: 5
|
||||
LR_SCHEDULER: "cosine"
|
||||
WARMUP_EPOCH: 1
|
||||
WARMUP_TYPE: "constant"
|
||||
WARMUP_CONS_LR: 1e-5
|
||||
|
||||
TRAIN:
|
||||
PRINT_FREQ: 20
|
||||
|
||||
MODEL:
|
||||
BACKBONE:
|
||||
NAME: "ViT-B/16"
|
||||
|
||||
TRAINER:
|
||||
IVLP:
|
||||
N_CTX_VISION: 2
|
||||
N_CTX_TEXT: 2
|
||||
CTX_INIT: "a photo of a"
|
||||
PREC: "fp16"
|
||||
PROMPT_DEPTH_VISION: 12
|
||||
PROMPT_DEPTH_TEXT: 12
|
||||
@@ -0,0 +1,39 @@
|
||||
# Deep language prompting
|
||||
DATALOADER:
|
||||
TRAIN_X:
|
||||
BATCH_SIZE: 4
|
||||
TEST:
|
||||
BATCH_SIZE: 100
|
||||
NUM_WORKERS: 8
|
||||
|
||||
INPUT:
|
||||
SIZE: (224, 224)
|
||||
INTERPOLATION: "bicubic"
|
||||
PIXEL_MEAN: [0.48145466, 0.4578275, 0.40821073]
|
||||
PIXEL_STD: [0.26862954, 0.26130258, 0.27577711]
|
||||
TRANSFORMS: ["random_resized_crop", "random_flip", "normalize"]
|
||||
|
||||
OPTIM:
|
||||
NAME: "sgd"
|
||||
LR: 0.0025
|
||||
MAX_EPOCH: 5
|
||||
LR_SCHEDULER: "cosine"
|
||||
WARMUP_EPOCH: 1
|
||||
WARMUP_TYPE: "constant"
|
||||
WARMUP_CONS_LR: 1e-5
|
||||
|
||||
TRAIN:
|
||||
PRINT_FREQ: 20
|
||||
|
||||
MODEL:
|
||||
BACKBONE:
|
||||
NAME: "ViT-B/16"
|
||||
|
||||
TRAINER:
|
||||
IVLP:
|
||||
N_CTX_VISION: 0
|
||||
N_CTX_TEXT: 4
|
||||
CTX_INIT: "a photo of a"
|
||||
PREC: "fp16"
|
||||
PROMPT_DEPTH_VISION: 0
|
||||
PROMPT_DEPTH_TEXT: 12
|
||||
53
configs/trainers/MaPLe/glib_t.yaml
Normal file
53
configs/trainers/MaPLe/glib_t.yaml
Normal file
@@ -0,0 +1,53 @@
|
||||
DATASET:
|
||||
SELECTION_BATCH_SIZE: 50
|
||||
SUBSAMPLE_CLASSES: all
|
||||
|
||||
|
||||
DATALOADER:
|
||||
RETURN_IMG0: true
|
||||
TRAIN_X:
|
||||
BATCH_SIZE: 16
|
||||
TEST:
|
||||
BATCH_SIZE: 64
|
||||
NUM_WORKERS: 2
|
||||
|
||||
INPUT:
|
||||
SIZE: (224, 224)
|
||||
INTERPOLATION: "bicubic"
|
||||
PIXEL_MEAN: [0.48145466, 0.4578275, 0.40821073]
|
||||
PIXEL_STD: [0.26862954, 0.26130258, 0.27577711]
|
||||
TRANSFORMS: ["random_resized_crop", "random_flip", "normalize"]
|
||||
# CUTOUT_N: 1
|
||||
# CUTOUT_LEN: 128
|
||||
|
||||
OPTIM:
|
||||
NAME: "sgd"
|
||||
LR: 0.0026 #0.0035 0.0026 for crossdata
|
||||
MAX_EPOCH: 5
|
||||
LR_SCHEDULER: "cosine"
|
||||
WARMUP_EPOCH: 1
|
||||
WARMUP_TYPE: "constant"
|
||||
WARMUP_CONS_LR: 1e-5
|
||||
|
||||
TRAIN:
|
||||
PRINT_FREQ: 20
|
||||
CHECKPOINT_FREQ: 1
|
||||
|
||||
MODEL:
|
||||
BACKBONE:
|
||||
NAME: "ViT-B/16"
|
||||
|
||||
|
||||
|
||||
TEST:
|
||||
PER_CLASS_RESULT: false
|
||||
FINAL_MODEL: "best_val"
|
||||
|
||||
|
||||
|
||||
TRAINER:
|
||||
MAPLEG:
|
||||
N_CTX: 4
|
||||
CTX_INIT: "a photo of a"
|
||||
PREC: "fp16"
|
||||
PROMPT_DEPTH: 9
|
||||
52
configs/trainers/MaPLe/vit_b16_base.yaml
Normal file
52
configs/trainers/MaPLe/vit_b16_base.yaml
Normal file
@@ -0,0 +1,52 @@
|
||||
DATASET:
|
||||
SELECTION_BATCH_SIZE: 50
|
||||
SUBSAMPLE_CLASSES: base
|
||||
|
||||
|
||||
DATALOADER:
|
||||
RETURN_IMG0: true
|
||||
TRAIN_X:
|
||||
BATCH_SIZE: 1
|
||||
TEST:
|
||||
BATCH_SIZE: 256
|
||||
NUM_WORKERS: 4
|
||||
|
||||
INPUT:
|
||||
SIZE: (224, 224)
|
||||
INTERPOLATION: "bicubic"
|
||||
PIXEL_MEAN: [0.48145466, 0.4578275, 0.40821073]
|
||||
PIXEL_STD: [0.26862954, 0.26130258, 0.27577711]
|
||||
TRANSFORMS: ["random_resized_crop", "random_flip", "normalize"]
|
||||
# CUTOUT_N: 1
|
||||
# CUTOUT_LEN: 128
|
||||
|
||||
OPTIM:
|
||||
NAME: "sgd"
|
||||
LR: 0.0035
|
||||
MAX_EPOCH: 5
|
||||
LR_SCHEDULER: "cosine"
|
||||
WARMUP_EPOCH: 1
|
||||
WARMUP_TYPE: "constant"
|
||||
WARMUP_CONS_LR: 1e-5
|
||||
|
||||
TRAIN:
|
||||
PRINT_FREQ: 20
|
||||
|
||||
MODEL:
|
||||
BACKBONE:
|
||||
NAME: "ViT-B/16"
|
||||
|
||||
|
||||
|
||||
TEST:
|
||||
PER_CLASS_RESULT: false
|
||||
FINAL_MODEL: "best_val"
|
||||
|
||||
|
||||
|
||||
TRAINER:
|
||||
MAPLE:
|
||||
N_CTX: 2
|
||||
CTX_INIT: "a photo of a"
|
||||
PREC: "fp16"
|
||||
PROMPT_DEPTH: 9
|
||||
41
configs/trainers/MaPLe/vit_b16_c2_ep5_batch4_2ctx.yaml
Normal file
41
configs/trainers/MaPLe/vit_b16_c2_ep5_batch4_2ctx.yaml
Normal file
@@ -0,0 +1,41 @@
|
||||
DATALOADER:
|
||||
TRAIN_X:
|
||||
BATCH_SIZE: 4
|
||||
TEST:
|
||||
BATCH_SIZE: 100
|
||||
NUM_WORKERS: 4
|
||||
|
||||
INPUT:
|
||||
SIZE: (224, 224)
|
||||
INTERPOLATION: "bicubic"
|
||||
PIXEL_MEAN: [0.48145466, 0.4578275, 0.40821073]
|
||||
PIXEL_STD: [0.26862954, 0.26130258, 0.27577711]
|
||||
TRANSFORMS: ["random_resized_crop", "random_flip", "normalize"]
|
||||
|
||||
OPTIM:
|
||||
NAME: "sgd"
|
||||
LR: 0.0035
|
||||
MAX_EPOCH: 5
|
||||
LR_SCHEDULER: "cosine"
|
||||
WARMUP_EPOCH: 1
|
||||
WARMUP_TYPE: "constant"
|
||||
WARMUP_CONS_LR: 1e-5
|
||||
|
||||
|
||||
|
||||
TRAIN:
|
||||
PRINT_FREQ: 20
|
||||
|
||||
TEST:
|
||||
FINAL_MODEL: "best_val"
|
||||
|
||||
MODEL:
|
||||
BACKBONE:
|
||||
NAME: "ViT-B/16"
|
||||
|
||||
TRAINER:
|
||||
MAPLE:
|
||||
N_CTX: 2
|
||||
CTX_INIT: "a photo of a"
|
||||
PREC: "fp16"
|
||||
PROMPT_DEPTH: 9
|
||||
@@ -0,0 +1,36 @@
|
||||
DATALOADER:
|
||||
TRAIN_X:
|
||||
BATCH_SIZE: 4
|
||||
TEST:
|
||||
BATCH_SIZE: 100
|
||||
NUM_WORKERS: 8
|
||||
|
||||
INPUT:
|
||||
SIZE: (224, 224)
|
||||
INTERPOLATION: "bicubic"
|
||||
PIXEL_MEAN: [0.48145466, 0.4578275, 0.40821073]
|
||||
PIXEL_STD: [0.26862954, 0.26130258, 0.27577711]
|
||||
TRANSFORMS: ["random_resized_crop", "random_flip", "normalize"]
|
||||
|
||||
OPTIM:
|
||||
NAME: "sgd"
|
||||
LR: 0.0026
|
||||
MAX_EPOCH: 2
|
||||
LR_SCHEDULER: "cosine"
|
||||
WARMUP_EPOCH: 1
|
||||
WARMUP_TYPE: "constant"
|
||||
WARMUP_CONS_LR: 1e-5
|
||||
|
||||
TRAIN:
|
||||
PRINT_FREQ: 20
|
||||
|
||||
MODEL:
|
||||
BACKBONE:
|
||||
NAME: "ViT-B/16"
|
||||
|
||||
TRAINER:
|
||||
MAPLE:
|
||||
N_CTX: 2
|
||||
CTX_INIT: "a photo of a"
|
||||
PREC: "fp16"
|
||||
PROMPT_DEPTH: 9
|
||||
53
configs/trainers/MaPLe/vit_b16_t.yaml
Normal file
53
configs/trainers/MaPLe/vit_b16_t.yaml
Normal file
@@ -0,0 +1,53 @@
|
||||
DATASET:
|
||||
SELECTION_BATCH_SIZE: 50
|
||||
SUBSAMPLE_CLASSES: all
|
||||
|
||||
|
||||
DATALOADER:
|
||||
RETURN_IMG0: true
|
||||
TRAIN_X:
|
||||
BATCH_SIZE: 4
|
||||
TEST:
|
||||
BATCH_SIZE: 128
|
||||
NUM_WORKERS: 4
|
||||
|
||||
INPUT:
|
||||
SIZE: (224, 224)
|
||||
INTERPOLATION: "bicubic"
|
||||
PIXEL_MEAN: [0.48145466, 0.4578275, 0.40821073]
|
||||
PIXEL_STD: [0.26862954, 0.26130258, 0.27577711]
|
||||
TRANSFORMS: ["random_resized_crop", "random_flip", "normalize"]
|
||||
# CUTOUT_N: 1
|
||||
# CUTOUT_LEN: 128
|
||||
|
||||
OPTIM:
|
||||
NAME: "sgd"
|
||||
LR: 0.0035 #0.0035 0.0026 for crossdata
|
||||
MAX_EPOCH: 10
|
||||
LR_SCHEDULER: "cosine"
|
||||
WARMUP_EPOCH: 1
|
||||
WARMUP_TYPE: "constant"
|
||||
WARMUP_CONS_LR: 1e-5
|
||||
|
||||
TRAIN:
|
||||
PRINT_FREQ: 20
|
||||
CHECKPOINT_FREQ: 1
|
||||
|
||||
MODEL:
|
||||
BACKBONE:
|
||||
NAME: "ViT-B/16"
|
||||
|
||||
|
||||
|
||||
TEST:
|
||||
PER_CLASS_RESULT: false
|
||||
FINAL_MODEL: "best_val"
|
||||
|
||||
|
||||
|
||||
TRAINER:
|
||||
MAPLE:
|
||||
N_CTX: 2
|
||||
CTX_INIT: "A photo of a"
|
||||
PREC: "fp16"
|
||||
PROMPT_DEPTH: 9
|
||||
37
configs/trainers/VPT/vit_b16_c2_ep5_batch4_4.yaml
Normal file
37
configs/trainers/VPT/vit_b16_c2_ep5_batch4_4.yaml
Normal file
@@ -0,0 +1,37 @@
|
||||
# Deep vision prompting
|
||||
DATALOADER:
|
||||
TRAIN_X:
|
||||
BATCH_SIZE: 4
|
||||
TEST:
|
||||
BATCH_SIZE: 100
|
||||
NUM_WORKERS: 8
|
||||
|
||||
INPUT:
|
||||
SIZE: (224, 224)
|
||||
INTERPOLATION: "bicubic"
|
||||
PIXEL_MEAN: [0.48145466, 0.4578275, 0.40821073]
|
||||
PIXEL_STD: [0.26862954, 0.26130258, 0.27577711]
|
||||
TRANSFORMS: ["random_resized_crop", "random_flip", "normalize"]
|
||||
|
||||
OPTIM:
|
||||
NAME: "sgd"
|
||||
LR: 0.0025
|
||||
MAX_EPOCH: 5
|
||||
LR_SCHEDULER: "cosine"
|
||||
WARMUP_EPOCH: 1
|
||||
WARMUP_TYPE: "constant"
|
||||
WARMUP_CONS_LR: 1e-5
|
||||
|
||||
TRAIN:
|
||||
PRINT_FREQ: 20
|
||||
|
||||
MODEL:
|
||||
BACKBONE:
|
||||
NAME: "ViT-B/16"
|
||||
|
||||
TRAINER:
|
||||
VPT:
|
||||
N_CTX_VISION: 8
|
||||
CTX_INIT: "a photo of a"
|
||||
PREC: "fp16"
|
||||
PROMPT_DEPTH_VISION: 12
|
||||
Reference in New Issue
Block a user