Datasets:

Ouzhang
/

models

@@ -58,3 +58,4 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
 # Video files - compressed
 *.mp4 filter=lfs diff=lfs merge=lfs -text
 *.webm filter=lfs diff=lfs merge=lfs -text

 # Video files - compressed
 *.mp4 filter=lfs diff=lfs merge=lfs -text
 *.webm filter=lfs diff=lfs merge=lfs -text
+src/taming-transformers/scripts/reconstruction_usage.ipynb filter=lfs diff=lfs merge=lfs -text

src/taming-transformers/assets/coco_scene_images_training.svg ADDED Viewed

src/taming-transformers/assets/scene_images_samples.svg ADDED Viewed

src/taming-transformers/configs/coco_cond_stage.yaml ADDED Viewed

	@@ -0,0 +1,49 @@

+model:
+  base_learning_rate: 4.5e-06
+  target: taming.models.vqgan.VQSegmentationModel
+  params:
+    embed_dim: 256
+    n_embed: 1024
+    image_key: "segmentation"
+    n_labels: 183
+    ddconfig:
+      double_z: false
+      z_channels: 256
+      resolution: 256
+      in_channels: 183
+      out_ch: 183
+      ch: 128
+      ch_mult:
+      - 1
+      - 1
+      - 2
+      - 2
+      - 4
+      num_res_blocks: 2
+      attn_resolutions:
+      - 16
+      dropout: 0.0
+    lossconfig:
+      target: taming.modules.losses.segmentation.BCELossWithQuant
+      params:
+        codebook_weight: 1.0
+data:
+  target: main.DataModuleFromConfig
+  params:
+    batch_size: 12
+    train:
+      target: taming.data.coco.CocoImagesAndCaptionsTrain
+      params:
+        size: 296
+        crop_size: 256
+        onehot_segmentation: true
+        use_stuffthing: true
+    validation:
+      target: taming.data.coco.CocoImagesAndCaptionsValidation
+      params:
+        size: 256
+        crop_size: 256
+        onehot_segmentation: true
+        use_stuffthing: true

src/taming-transformers/configs/coco_scene_images_transformer.yaml ADDED Viewed

	@@ -0,0 +1,80 @@

+model:
+  base_learning_rate: 4.5e-06
+  target: taming.models.cond_transformer.Net2NetTransformer
+  params:
+    cond_stage_key: objects_bbox
+    transformer_config:
+      target: taming.modules.transformer.mingpt.GPT
+      params:
+        vocab_size: 8192
+        block_size: 348  # = 256 + 92 = dim(vqgan_latent_space,16x16) + dim(conditional_builder.embedding_dim)
+        n_layer: 40
+        n_head: 16
+        n_embd: 1408
+        embd_pdrop: 0.1
+        resid_pdrop: 0.1
+        attn_pdrop: 0.1
+    first_stage_config:
+      target: taming.models.vqgan.VQModel
+      params:
+        ckpt_path: /path/to/coco_epoch117.ckpt  # https://heibox.uni-heidelberg.de/f/78dea9589974474c97c1/
+        embed_dim: 256
+        n_embed: 8192
+        ddconfig:
+          double_z: false
+          z_channels: 256
+          resolution: 256
+          in_channels: 3
+          out_ch: 3
+          ch: 128
+          ch_mult:
+          - 1
+          - 1
+          - 2
+          - 2
+          - 4
+          num_res_blocks: 2
+          attn_resolutions:
+          - 16
+          dropout: 0.0
+        lossconfig:
+          target: taming.modules.losses.DummyLoss
+    cond_stage_config:
+      target: taming.models.dummy_cond_stage.DummyCondStage
+      params:
+        conditional_key: objects_bbox
+data:
+  target: main.DataModuleFromConfig
+  params:
+    batch_size: 6
+    train:
+      target: taming.data.annotated_objects_coco.AnnotatedObjectsCoco
+      params:
+        data_path: data/coco_annotations_100  # substitute with path to full dataset
+        split: train
+        keys: [image, objects_bbox, file_name, annotations]
+        no_tokens: 8192
+        target_image_size: 256
+        min_object_area: 0.00001
+        min_objects_per_image: 2
+        max_objects_per_image: 30
+        crop_method: random-1d
+        random_flip: true
+        use_group_parameter: true
+        encode_crop: true
+    validation:
+      target: taming.data.annotated_objects_coco.AnnotatedObjectsCoco
+      params:
+        data_path: data/coco_annotations_100  # substitute with path to full dataset
+        split: validation
+        keys: [image, objects_bbox, file_name, annotations]
+        no_tokens: 8192
+        target_image_size: 256
+        min_object_area: 0.00001
+        min_objects_per_image: 2
+        max_objects_per_image: 30
+        crop_method: center
+        random_flip: false
+        use_group_parameter: true
+        encode_crop: true

src/taming-transformers/configs/custom_vqgan.yaml ADDED Viewed

	@@ -0,0 +1,43 @@

+model:
+  base_learning_rate: 4.5e-6
+  target: taming.models.vqgan.VQModel
+  params:
+    embed_dim: 256
+    n_embed: 1024
+    ddconfig:
+      double_z: False
+      z_channels: 256
+      resolution: 256
+      in_channels: 3
+      out_ch: 3
+      ch: 128
+      ch_mult: [ 1,1,2,2,4]  # num_down = len(ch_mult)-1
+      num_res_blocks: 2
+      attn_resolutions: [16]
+      dropout: 0.0
+    lossconfig:
+      target: taming.modules.losses.vqperceptual.VQLPIPSWithDiscriminator
+      params:
+        disc_conditional: False
+        disc_in_channels: 3
+        disc_start: 10000
+        disc_weight: 0.8
+        codebook_weight: 1.0
+data:
+  target: main.DataModuleFromConfig
+  params:
+    batch_size: 5
+    num_workers: 8
+    train:
+      target: taming.data.custom.CustomTrain
+      params:
+        training_images_list_file: some/training.txt
+        size: 256
+    validation:
+      target: taming.data.custom.CustomTest
+      params:
+        test_images_list_file: some/test.txt
+        size: 256

src/taming-transformers/configs/drin_transformer.yaml ADDED Viewed

	@@ -0,0 +1,77 @@

+model:
+  base_learning_rate: 4.5e-06
+  target: taming.models.cond_transformer.Net2NetTransformer
+  params:
+    cond_stage_key: depth
+    transformer_config:
+      target: taming.modules.transformer.mingpt.GPT
+      params:
+        vocab_size: 1024
+        block_size: 512
+        n_layer: 24
+        n_head: 16
+        n_embd: 1024
+    first_stage_config:
+      target: taming.models.vqgan.VQModel
+      params:
+        ckpt_path: logs/2020-09-23T17-56-33_imagenet_vqgan/checkpoints/last.ckpt
+        embed_dim: 256
+        n_embed: 1024
+        ddconfig:
+          double_z: false
+          z_channels: 256
+          resolution: 256
+          in_channels: 3
+          out_ch: 3
+          ch: 128
+          ch_mult:
+          - 1
+          - 1
+          - 2
+          - 2
+          - 4
+          num_res_blocks: 2
+          attn_resolutions:
+          - 16
+          dropout: 0.0
+        lossconfig:
+          target: taming.modules.losses.DummyLoss
+    cond_stage_config:
+      target: taming.models.vqgan.VQModel
+      params:
+        ckpt_path: logs/2020-11-03T15-34-24_imagenetdepth_vqgan/checkpoints/last.ckpt
+        embed_dim: 256
+        n_embed: 1024
+        ddconfig:
+          double_z: false
+          z_channels: 256
+          resolution: 256
+          in_channels: 1
+          out_ch: 1
+          ch: 128
+          ch_mult:
+          - 1
+          - 1
+          - 2
+          - 2
+          - 4
+          num_res_blocks: 2
+          attn_resolutions:
+          - 16
+          dropout: 0.0
+        lossconfig:
+          target: taming.modules.losses.DummyLoss
+data:
+  target: main.DataModuleFromConfig
+  params:
+    batch_size: 2
+    num_workers: 8
+    train:
+      target: taming.data.imagenet.RINTrainWithDepth
+      params:
+        size: 256
+    validation:
+      target: taming.data.imagenet.RINValidationWithDepth
+      params:
+        size: 256

src/taming-transformers/configs/faceshq_transformer.yaml ADDED Viewed

	@@ -0,0 +1,61 @@

+model:
+  base_learning_rate: 4.5e-06
+  target: taming.models.cond_transformer.Net2NetTransformer
+  params:
+    cond_stage_key: coord
+    transformer_config:
+      target: taming.modules.transformer.mingpt.GPT
+      params:
+        vocab_size: 1024
+        block_size: 512
+        n_layer: 24
+        n_head: 16
+        n_embd: 1024
+    first_stage_config:
+      target: taming.models.vqgan.VQModel
+      params:
+        ckpt_path: logs/2020-11-09T13-33-36_faceshq_vqgan/checkpoints/last.ckpt
+        embed_dim: 256
+        n_embed: 1024
+        ddconfig:
+          double_z: false
+          z_channels: 256
+          resolution: 256
+          in_channels: 3
+          out_ch: 3
+          ch: 128
+          ch_mult:
+          - 1
+          - 1
+          - 2
+          - 2
+          - 4
+          num_res_blocks: 2
+          attn_resolutions:
+          - 16
+          dropout: 0.0
+        lossconfig:
+          target: taming.modules.losses.DummyLoss
+    cond_stage_config:
+      target: taming.modules.misc.coord.CoordStage
+      params:
+        n_embed: 1024
+        down_factor: 16
+data:
+  target: main.DataModuleFromConfig
+  params:
+    batch_size: 2
+    num_workers: 8
+    train:
+      target: taming.data.faceshq.FacesHQTrain
+      params:
+        size: 256
+        crop_size: 256
+        coord: True
+    validation:
+      target: taming.data.faceshq.FacesHQValidation
+      params:
+        size: 256
+        crop_size: 256
+        coord: True

src/taming-transformers/configs/faceshq_vqgan.yaml ADDED Viewed

	@@ -0,0 +1,42 @@

+model:
+  base_learning_rate: 4.5e-6
+  target: taming.models.vqgan.VQModel
+  params:
+    embed_dim: 256
+    n_embed: 1024
+    ddconfig:
+      double_z: False
+      z_channels: 256
+      resolution: 256
+      in_channels: 3
+      out_ch: 3
+      ch: 128
+      ch_mult: [ 1,1,2,2,4]  # num_down = len(ch_mult)-1
+      num_res_blocks: 2
+      attn_resolutions: [16]
+      dropout: 0.0
+    lossconfig:
+      target: taming.modules.losses.vqperceptual.VQLPIPSWithDiscriminator
+      params:
+        disc_conditional: False
+        disc_in_channels: 3
+        disc_start: 30001
+        disc_weight: 0.8
+        codebook_weight: 1.0
+data:
+  target: main.DataModuleFromConfig
+  params:
+    batch_size: 3
+    num_workers: 8
+    train:
+      target: taming.data.faceshq.FacesHQTrain
+      params:
+        size: 256
+        crop_size: 256
+    validation:
+      target: taming.data.faceshq.FacesHQValidation
+      params:
+        size: 256
+        crop_size: 256

src/taming-transformers/configs/imagenet_vqgan.yaml ADDED Viewed

	@@ -0,0 +1,42 @@

+model:
+  base_learning_rate: 4.5e-6
+  target: taming.models.vqgan.VQModel
+  params:
+    embed_dim: 256
+    n_embed: 1024
+    ddconfig:
+      double_z: False
+      z_channels: 256
+      resolution: 256
+      in_channels: 3
+      out_ch: 3
+      ch: 128
+      ch_mult: [ 1,1,2,2,4]  # num_down = len(ch_mult)-1
+      num_res_blocks: 2
+      attn_resolutions: [16]
+      dropout: 0.0
+    lossconfig:
+      target: taming.modules.losses.vqperceptual.VQLPIPSWithDiscriminator
+      params:
+        disc_conditional: False
+        disc_in_channels: 3
+        disc_start: 250001
+        disc_weight: 0.8
+        codebook_weight: 1.0
+data:
+  target: main.DataModuleFromConfig
+  params:
+    batch_size: 12
+    num_workers: 24
+    train:
+      target: taming.data.imagenet.ImageNetTrain
+      params:
+        config:
+          size: 256
+    validation:
+      target: taming.data.imagenet.ImageNetValidation
+      params:
+        config:
+          size: 256

src/taming-transformers/configs/imagenetdepth_vqgan.yaml ADDED Viewed

	@@ -0,0 +1,41 @@

+model:
+  base_learning_rate: 4.5e-6
+  target: taming.models.vqgan.VQModel
+  params:
+    embed_dim: 256
+    n_embed: 1024
+    image_key: depth
+    ddconfig:
+      double_z: False
+      z_channels: 256
+      resolution: 256
+      in_channels: 1
+      out_ch: 1
+      ch: 128
+      ch_mult: [ 1,1,2,2,4]  # num_down = len(ch_mult)-1
+      num_res_blocks: 2
+      attn_resolutions: [16]
+      dropout: 0.0
+    lossconfig:
+      target: taming.modules.losses.vqperceptual.VQLPIPSWithDiscriminator
+      params:
+        disc_conditional: False
+        disc_in_channels: 1
+        disc_start: 50001
+        disc_weight: 0.75
+        codebook_weight: 1.0
+data:
+  target: main.DataModuleFromConfig
+  params:
+    batch_size: 3
+    num_workers: 8
+    train:
+      target: taming.data.imagenet.ImageNetTrainWithDepth
+      params:
+        size: 256
+    validation:
+      target: taming.data.imagenet.ImageNetValidationWithDepth
+      params:
+        size: 256

src/taming-transformers/configs/open_images_scene_images_transformer.yaml ADDED Viewed

	@@ -0,0 +1,86 @@

+model:
+  base_learning_rate: 4.5e-06
+  target: taming.models.cond_transformer.Net2NetTransformer
+  params:
+    cond_stage_key: objects_bbox
+    transformer_config:
+      target: taming.modules.transformer.mingpt.GPT
+      params:
+        vocab_size: 8192
+        block_size: 348  # = 256 + 92 = dim(vqgan_latent_space,16x16) + dim(conditional_builder.embedding_dim)
+        n_layer: 36
+        n_head: 16
+        n_embd: 1536
+        embd_pdrop: 0.1
+        resid_pdrop: 0.1
+        attn_pdrop: 0.1
+    first_stage_config:
+      target: taming.models.vqgan.VQModel
+      params:
+        ckpt_path: /path/to/coco_oi_epoch12.ckpt  # https://heibox.uni-heidelberg.de/f/461d9a9f4fcf48ab84f4/
+        embed_dim: 256
+        n_embed: 8192
+        ddconfig:
+          double_z: false
+          z_channels: 256
+          resolution: 256
+          in_channels: 3
+          out_ch: 3
+          ch: 128
+          ch_mult:
+          - 1
+          - 1
+          - 2
+          - 2
+          - 4
+          num_res_blocks: 2
+          attn_resolutions:
+          - 16
+          dropout: 0.0
+        lossconfig:
+          target: taming.modules.losses.DummyLoss
+    cond_stage_config:
+      target: taming.models.dummy_cond_stage.DummyCondStage
+      params:
+        conditional_key: objects_bbox
+data:
+  target: main.DataModuleFromConfig
+  params:
+    batch_size: 6
+    train:
+      target: taming.data.annotated_objects_open_images.AnnotatedObjectsOpenImages
+      params:
+        data_path: data/open_images_annotations_100  # substitute with path to full dataset
+        split: train
+        keys: [image, objects_bbox, file_name, annotations]
+        no_tokens: 8192
+        target_image_size: 256
+        category_allow_list_target: taming.data.open_images_helper.top_300_classes_plus_coco_compatibility
+        category_mapping_target: taming.data.open_images_helper.open_images_unify_categories_for_coco
+        min_object_area: 0.0001
+        min_objects_per_image: 2
+        max_objects_per_image: 30
+        crop_method: random-2d
+        random_flip: true
+        use_group_parameter: true
+        use_additional_parameters: true
+        encode_crop: true
+    validation:
+      target: taming.data.annotated_objects_open_images.AnnotatedObjectsOpenImages
+      params:
+        data_path: data/open_images_annotations_100  # substitute with path to full dataset
+        split: validation
+        keys: [image, objects_bbox, file_name, annotations]
+        no_tokens: 8192
+        target_image_size: 256
+        category_allow_list_target: taming.data.open_images_helper.top_300_classes_plus_coco_compatibility
+        category_mapping_target: taming.data.open_images_helper.open_images_unify_categories_for_coco
+        min_object_area: 0.0001
+        min_objects_per_image: 2
+        max_objects_per_image: 30
+        crop_method: center
+        random_flip: false
+        use_group_parameter: true
+        use_additional_parameters: true
+        encode_crop: true

src/taming-transformers/configs/sflckr_cond_stage.yaml ADDED Viewed

	@@ -0,0 +1,43 @@

+model:
+  base_learning_rate: 4.5e-06
+  target: taming.models.vqgan.VQSegmentationModel
+  params:
+    embed_dim: 256
+    n_embed: 1024
+    image_key: "segmentation"
+    n_labels: 182
+    ddconfig:
+      double_z: false
+      z_channels: 256
+      resolution: 256
+      in_channels: 182
+      out_ch: 182
+      ch: 128
+      ch_mult:
+      - 1
+      - 1
+      - 2
+      - 2
+      - 4
+      num_res_blocks: 2
+      attn_resolutions:
+      - 16
+      dropout: 0.0
+    lossconfig:
+      target: taming.modules.losses.segmentation.BCELossWithQuant
+      params:
+        codebook_weight: 1.0
+data:
+  target: cutlit.DataModuleFromConfig
+  params:
+    batch_size: 12
+    train:
+      target: taming.data.sflckr.Examples # adjust
+      params:
+        size: 256
+    validation:
+      target: taming.data.sflckr.Examples # adjust
+      params:
+        size: 256

src/taming-transformers/data/ade20k_examples.txt ADDED Viewed

	@@ -0,0 +1,30 @@

+ADE_val_00000636.jpg
+ADE_val_00000126.jpg
+ADE_val_00001412.jpg
+ADE_val_00001845.jpg
+ADE_val_00001200.jpg
+ADE_val_00001578.jpg
+ADE_val_00000880.jpg
+ADE_val_00000875.jpg
+ADE_val_00000123.jpg
+ADE_val_00001209.jpg
+ADE_val_00000203.jpg
+ADE_val_00001851.jpg
+ADE_val_00001583.jpg
+ADE_val_00000287.jpg
+ADE_val_00001947.jpg
+ADE_val_00000262.jpg
+ADE_val_00000603.jpg
+ADE_val_00000125.jpg
+ADE_val_00001698.jpg
+ADE_val_00001966.jpg
+ADE_val_00000532.jpg
+ADE_val_00001177.jpg
+ADE_val_00000734.jpg
+ADE_val_00001498.jpg
+ADE_val_00001766.jpg
+ADE_val_00000303.jpg
+ADE_val_00000509.jpg
+ADE_val_00000573.jpg
+ADE_val_00000289.jpg
+ADE_val_00001388.jpg

src/taming-transformers/data/celebahqtrain.txt ADDED Viewed

The diff for this file is too large to render. See raw diff

src/taming-transformers/data/celebahqvalidation.txt ADDED Viewed

	@@ -0,0 +1,5000 @@

+imgHQ05953.npy
+imgHQ17723.npy
+imgHQ04424.npy
+imgHQ24462.npy
+imgHQ21251.npy
+imgHQ17523.npy
+imgHQ22232.npy
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+imgHQ20872.npy
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+imgHQ06547.npy
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src/taming-transformers/data/drin_examples.txt ADDED Viewed

	@@ -0,0 +1,25 @@

+n02100877/ILSVRC2012_val_00039863.JPEG
+n02085782/ILSVRC2012_val_00012298.JPEG
+n02102318/ILSVRC2012_val_00024691.JPEG
+n02105505/ILSVRC2012_val_00031252.JPEG
+n01819313/ILSVRC2012_val_00003068.JPEG
+n02101006/ILSVRC2012_val_00047325.JPEG
+n01828970/ILSVRC2012_val_00046802.JPEG
+n01843065/ILSVRC2012_val_00022439.JPEG
+n01847000/ILSVRC2012_val_00022364.JPEG
+n02089973/ILSVRC2012_val_00000028.JPEG
+n01828970/ILSVRC2012_val_00001336.JPEG
+n02101006/ILSVRC2012_val_00032333.JPEG
+n02101556/ILSVRC2012_val_00030540.JPEG
+n02093256/ILSVRC2012_val_00046547.JPEG
+n02086646/ILSVRC2012_val_00011473.JPEG
+n02099601/ILSVRC2012_val_00005697.JPEG
+n01820546/ILSVRC2012_val_00047491.JPEG
+n02088466/ILSVRC2012_val_00013651.JPEG
+n02111889/ILSVRC2012_val_00042625.JPEG
+n02099712/ILSVRC2012_val_00023471.JPEG
+n01820546/ILSVRC2012_val_00034784.JPEG
+n02110627/ILSVRC2012_val_00008310.JPEG
+n02096294/ILSVRC2012_val_00042133.JPEG
+n01828970/ILSVRC2012_val_00008236.JPEG
+n01795545/ILSVRC2012_val_00023344.JPEG

src/taming-transformers/data/drin_images/n01820546/ILSVRC2012_val_00047491.JPEG ADDED Viewed

src/taming-transformers/data/drin_images/n02085782/ILSVRC2012_val_00012298.JPEG ADDED Viewed

src/taming-transformers/data/drin_images/n02088466/ILSVRC2012_val_00013651.JPEG ADDED Viewed

src/taming-transformers/data/drin_images/n02093256/ILSVRC2012_val_00046547.JPEG ADDED Viewed

src/taming-transformers/data/drin_images/n02099712/ILSVRC2012_val_00023471.JPEG ADDED Viewed

src/taming-transformers/data/drin_images/n02105505/ILSVRC2012_val_00031252.JPEG ADDED Viewed

src/taming-transformers/data/drin_images/n02111889/ILSVRC2012_val_00042625.JPEG ADDED Viewed

src/taming-transformers/data/ffhqtrain.txt ADDED Viewed

The diff for this file is too large to render. See raw diff

src/taming-transformers/data/ffhqvalidation.txt ADDED Viewed

The diff for this file is too large to render. See raw diff

src/taming-transformers/data/flickr_tags.txt ADDED Viewed

	@@ -0,0 +1,40 @@

+alaska_lakes
+alaska_mountains
+antarctica_landscape
+australia
+black_forest
+british_columbia_landscape
+canada
+carribean
+cliff_ocean
+desert
+dramatic_landscape
+geysir
+glacier_national_park
+glacier_sunset
+glacier_waterton_national_park
+gobi_landscape
+greenland_landscape
+iceland_landscape
+ireland
+jungle
+kamchatka_landscape
+lakes
+meadow
+mongolia
+mountain_inversion
+mountains_autumn
+mountain_sunset
+newzealand_np
+norway
+prairie_landscape
+rondane_national_park
+scotland
+sunset
+swiss_landscape
+swiss_mountains
+taiga_landscape
+tibet_landscape
+tundra_landscape
+utah_landscape
+volcano

src/taming-transformers/data/open_images_annotations_100/class-descriptions-boxable.csv ADDED Viewed

	@@ -0,0 +1,601 @@

+/m/011k07,Tortoise
+/m/011q46kg,Container
+/m/012074,Magpie
+/m/0120dh,Sea turtle
+/m/01226z,Football
+/m/012n7d,Ambulance
+/m/012w5l,Ladder
+/m/012xff,Toothbrush
+/m/012ysf,Syringe
+/m/0130jx,Sink
+/m/0138tl,Toy
+/m/013y1f,Organ (Musical Instrument)
+/m/01432t,Cassette deck
+/m/014j1m,Apple
+/m/014sv8,Human eye
+/m/014trl,Cosmetics
+/m/014y4n,Paddle
+/m/0152hh,Snowman
+/m/01599,Beer
+/m/01_5g,Chopsticks
+/m/015h_t,Human beard
+/m/015p6,Bird
+/m/015qbp,Parking meter
+/m/015qff,Traffic light
+/m/015wgc,Croissant
+/m/015x4r,Cucumber
+/m/015x5n,Radish
+/m/0162_1,Towel
+/m/0167gd,Doll
+/m/016m2d,Skull
+/m/0174k2,Washing machine
+/m/0174n1,Glove
+/m/0175cv,Tick
+/m/0176mf,Belt
+/m/017ftj,Sunglasses
+/m/018j2,Banjo
+/m/018p4k,Cart
+/m/018xm,Ball
+/m/01940j,Backpack
+/m/0199g,Bicycle
+/m/019dx1,Home appliance
+/m/019h78,Centipede
+/m/019jd,Boat
+/m/019w40,Surfboard
+/m/01b638,Boot
+/m/01b7fy,Headphones
+/m/01b9xk,Hot dog
+/m/01bfm9,Shorts
+/m/01_bhs,Fast food
+/m/01bjv,Bus
+/m/01bl7v,Boy
+/m/01bms0,Screwdriver
+/m/01bqk0,Bicycle wheel
+/m/01btn,Barge
+/m/01c648,Laptop
+/m/01cmb2,Miniskirt
+/m/01d380,Drill (Tool)
+/m/01d40f,Dress
+/m/01dws,Bear
+/m/01dwsz,Waffle
+/m/01dwwc,Pancake
+/m/01dxs,Brown bear
+/m/01dy8n,Woodpecker
+/m/01f8m5,Blue jay
+/m/01f91_,Pretzel
+/m/01fb_0,Bagel
+/m/01fdzj,Tower
+/m/01fh4r,Teapot
+/m/01g317,Person
+/m/01g3x7,Bow and arrow
+/m/01gkx_,Swimwear
+/m/01gllr,Beehive
+/m/01gmv2,Brassiere
+/m/01h3n,Bee
+/m/01h44,Bat (Animal)
+/m/01h8tj,Starfish
+/m/01hrv5,Popcorn
+/m/01j3zr,Burrito
+/m/01j4z9,Chainsaw
+/m/01j51,Balloon
+/m/01j5ks,Wrench
+/m/01j61q,Tent
+/m/01jfm_,Vehicle registration plate
+/m/01jfsr,Lantern
+/m/01k6s3,Toaster
+/m/01kb5b,Flashlight
+/m/01knjb,Billboard
+/m/01krhy,Tiara
+/m/01lcw4,Limousine
+/m/01llwg,Necklace
+/m/01lrl,Carnivore
+/m/01lsmm,Scissors
+/m/01lynh,Stairs
+/m/01m2v,Computer keyboard
+/m/01m4t,Printer
+/m/01mqdt,Traffic sign
+/m/01mzpv,Chair
+/m/01n4qj,Shirt
+/m/01n5jq,Poster
+/m/01nkt,Cheese
+/m/01nq26,Sock
+/m/01pns0,Fire hydrant
+/m/01prls,Land vehicle
+/m/01r546,Earrings
+/m/01rkbr,Tie
+/m/01rzcn,Watercraft
+/m/01s105,Cabinetry
+/m/01s55n,Suitcase
+/m/01tcjp,Muffin
+/m/01vbnl,Bidet
+/m/01ww8y,Snack
+/m/01x3jk,Snowmobile
+/m/01x3z,Clock
+/m/01xgg_,Medical equipment
+/m/01xq0k1,Cattle
+/m/01xqw,Cello
+/m/01xs3r,Jet ski
+/m/01x_v,Camel
+/m/01xygc,Coat
+/m/01xyhv,Suit
+/m/01y9k5,Desk
+/m/01yrx,Cat
+/m/01yx86,Bronze sculpture
+/m/01z1kdw,Juice
+/m/02068x,Gondola
+/m/020jm,Beetle
+/m/020kz,Cannon
+/m/020lf,Computer mouse
+/m/021mn,Cookie
+/m/021sj1,Office building
+/m/0220r2,Fountain
+/m/0242l,Coin
+/m/024d2,Calculator
+/m/024g6,Cocktail
+/m/02522,Computer monitor
+/m/025dyy,Box
+/m/025fsf,Stapler
+/m/025nd,Christmas tree
+/m/025rp__,Cowboy hat
+/m/0268lbt,Hiking equipment
+/m/026qbn5,Studio couch
+/m/026t6,Drum
+/m/0270h,Dessert
+/m/0271qf7,Wine rack
+/m/0271t,Drink
+/m/027pcv,Zucchini
+/m/027rl48,Ladle
+/m/0283dt1,Human mouth
+/m/0284d,Dairy Product
+/m/029b3,Dice
+/m/029bxz,Oven
+/m/029tx,Dinosaur
+/m/02bm9n,Ratchet (Device)
+/m/02crq1,Couch
+/m/02ctlc,Cricket ball
+/m/02cvgx,Winter melon
+/m/02d1br,Spatula
+/m/02d9qx,Whiteboard
+/m/02ddwp,Pencil sharpener
+/m/02dgv,Door
+/m/02dl1y,Hat
+/m/02f9f_,Shower
+/m/02fh7f,Eraser
+/m/02fq_6,Fedora
+/m/02g30s,Guacamole
+/m/02gzp,Dagger
+/m/02h19r,Scarf
+/m/02hj4,Dolphin
+/m/02jfl0,Sombrero
+/m/02jnhm,Tin can
+/m/02jvh9,Mug
+/m/02jz0l,Tap
+/m/02l8p9,Harbor seal
+/m/02lbcq,Stretcher
+/m/02mqfb,Can opener
+/m/02_n6y,Goggles
+/m/02p0tk3,Human body
+/m/02p3w7d,Roller skates
+/m/02p5f1q,Coffee cup
+/m/02pdsw,Cutting board
+/m/02pjr4,Blender
+/m/02pkr5,Plumbing fixture
+/m/02pv19,Stop sign
+/m/02rdsp,Office supplies
+/m/02rgn06,Volleyball (Ball)
+/m/02s195,Vase
+/m/02tsc9,Slow cooker
+/m/02vkqh8,Wardrobe
+/m/02vqfm,Coffee
+/m/02vwcm,Whisk
+/m/02w3r3,Paper towel
+/m/02w3_ws,Personal care
+/m/02wbm,Food
+/m/02wbtzl,Sun hat
+/m/02wg_p,Tree house
+/m/02wmf,Flying disc
+/m/02wv6h6,Skirt
+/m/02wv84t,Gas stove
+/m/02x8cch,Salt and pepper shakers
+/m/02x984l,Mechanical fan
+/m/02xb7qb,Face powder
+/m/02xqq,Fax
+/m/02xwb,Fruit
+/m/02y6n,French fries
+/m/02z51p,Nightstand
+/m/02zn6n,Barrel
+/m/02zt3,Kite
+/m/02zvsm,Tart
+/m/030610,Treadmill
+/m/0306r,Fox
+/m/03120,Flag
+/m/0319l,French horn
+/m/031b6r,Window blind
+/m/031n1,Human foot
+/m/0323sq,Golf cart
+/m/032b3c,Jacket
+/m/033cnk,Egg (Food)
+/m/033rq4,Street light
+/m/0342h,Guitar
+/m/034c16,Pillow
+/m/035r7c,Human leg
+/m/035vxb,Isopod
+/m/0388q,Grape
+/m/039xj_,Human ear
+/m/03bbps,Power plugs and sockets
+/m/03bj1,Panda
+/m/03bk1,Giraffe
+/m/03bt1vf,Woman
+/m/03c7gz,Door handle
+/m/03d443,Rhinoceros
+/m/03dnzn,Bathtub
+/m/03fj2,Goldfish
+/m/03fp41,Houseplant
+/m/03fwl,Goat
+/m/03g8mr,Baseball bat
+/m/03grzl,Baseball glove
+/m/03hj559,Mixing bowl
+/m/03hl4l9,Marine invertebrates
+/m/03hlz0c,Kitchen utensil
+/m/03jbxj,Light switch
+/m/03jm5,House
+/m/03k3r,Horse
+/m/03kt2w,Stationary bicycle
+/m/03l9g,Hammer
+/m/03ldnb,Ceiling fan
+/m/03m3pdh,Sofa bed
+/m/03m3vtv,Adhesive tape
+/m/03m5k,Harp
+/m/03nfch,Sandal
+/m/03p3bw,Bicycle helmet
+/m/03q5c7,Saucer
+/m/03q5t,Harpsichord
+/m/03q69,Human hair
+/m/03qhv5,Heater
+/m/03qjg,Harmonica
+/m/03qrc,Hamster
+/m/03rszm,Curtain
+/m/03ssj5,Bed
+/m/03s_tn,Kettle
+/m/03tw93,Fireplace
+/m/03txqz,Scale
+/m/03v5tg,Drinking straw
+/m/03vt0,Insect
+/m/03wvsk,Hair dryer
+/m/03_wxk,Kitchenware
+/m/03wym,Indoor rower
+/m/03xxp,Invertebrate
+/m/03y6mg,Food processor
+/m/03__z0,Bookcase
+/m/040b_t,Refrigerator
+/m/04169hn,Wood-burning stove
+/m/0420v5,Punching bag
+/m/043nyj,Common fig
+/m/0440zs,Cocktail shaker
+/m/0449p,Jaguar (Animal)
+/m/044r5d,Golf ball
+/m/0463sg,Fashion accessory
+/m/046dlr,Alarm clock
+/m/047j0r,Filing cabinet
+/m/047v4b,Artichoke
+/m/04bcr3,Table
+/m/04brg2,Tableware
+/m/04c0y,Kangaroo
+/m/04cp_,Koala
+/m/04ctx,Knife
+/m/04dr76w,Bottle
+/m/04f5ws,Bottle opener
+/m/04g2r,Lynx
+/m/04gth,Lavender (Plant)
+/m/04h7h,Lighthouse
+/m/04h8sr,Dumbbell
+/m/04hgtk,Human head
+/m/04kkgm,Bowl
+/m/04lvq_,Humidifier
+/m/04m6gz,Porch
+/m/04m9y,Lizard
+/m/04p0qw,Billiard table
+/m/04rky,Mammal
+/m/04rmv,Mouse
+/m/04_sv,Motorcycle
+/m/04szw,Musical instrument
+/m/04tn4x,Swim cap
+/m/04v6l4,Frying pan
+/m/04vv5k,Snowplow
+/m/04y4h8h,Bathroom cabinet
+/m/04ylt,Missile
+/m/04yqq2,Bust
+/m/04yx4,Man
+/m/04z4wx,Waffle iron
+/m/04zpv,Milk
+/m/04zwwv,Ring binder
+/m/050gv4,Plate
+/m/050k8,Mobile phone
+/m/052lwg6,Baked goods
+/m/052sf,Mushroom
+/m/05441v,Crutch
+/m/054fyh,Pitcher (Container)
+/m/054_l,Mirror
+/m/054xkw,Personal flotation device
+/m/05_5p_0,Table tennis racket
+/m/05676x,Pencil case
+/m/057cc,Musical keyboard
+/m/057p5t,Scoreboard
+/m/0584n8,Briefcase
+/m/058qzx,Kitchen knife
+/m/05bm6,Nail (Construction)
+/m/05ctyq,Tennis ball
+/m/05gqfk,Plastic bag
+/m/05kms,Oboe
+/m/05kyg_,Chest of drawers
+/m/05n4y,Ostrich
+/m/05r5c,Piano
+/m/05r655,Girl
+/m/05s2s,Plant
+/m/05vtc,Potato
+/m/05w9t9,Hair spray
+/m/05y5lj,Sports equipment
+/m/05z55,Pasta
+/m/05z6w,Penguin
+/m/05zsy,Pumpkin
+/m/061_f,Pear
+/m/061hd_,Infant bed
+/m/0633h,Polar bear
+/m/063rgb,Mixer
+/m/0642b4,Cupboard
+/m/065h6l,Jacuzzi
+/m/0663v,Pizza
+/m/06_72j,Digital clock
+/m/068zj,Pig
+/m/06bt6,Reptile
+/m/06c54,Rifle
+/m/06c7f7,Lipstick
+/m/06_fw,Skateboard
+/m/06j2d,Raven
+/m/06k2mb,High heels
+/m/06l9r,Red panda
+/m/06m11,Rose
+/m/06mf6,Rabbit
+/m/06msq,Sculpture
+/m/06ncr,Saxophone
+/m/06nrc,Shotgun
+/m/06nwz,Seafood
+/m/06pcq,Submarine sandwich
+/m/06__v,Snowboard
+/m/06y5r,Sword
+/m/06z37_,Picture frame
+/m/07030,Sushi
+/m/0703r8,Loveseat
+/m/071p9,Ski
+/m/071qp,Squirrel
+/m/073bxn,Tripod
+/m/073g6,Stethoscope
+/m/074d1,Submarine
+/m/0755b,Scorpion
+/m/076bq,Segway
+/m/076lb9,Training bench
+/m/078jl,Snake
+/m/078n6m,Coffee table
+/m/079cl,Skyscraper
+/m/07bgp,Sheep
+/m/07c52,Television
+/m/07c6l,Trombone
+/m/07clx,Tea
+/m/07cmd,Tank
+/m/07crc,Taco
+/m/07cx4,Telephone
+/m/07dd4,Torch
+/m/07dm6,Tiger
+/m/07fbm7,Strawberry
+/m/07gql,Trumpet
+/m/07j7r,Tree
+/m/07j87,Tomato
+/m/07jdr,Train
+/m/07k1x,Tool
+/m/07kng9,Picnic basket
+/m/07mcwg,Cooking spray
+/m/07mhn,Trousers
+/m/07pj7bq,Bowling equipment
+/m/07qxg_,Football helmet
+/m/07r04,Truck
+/m/07v9_z,Measuring cup
+/m/07xyvk,Coffeemaker
+/m/07y_7,Violin
+/m/07yv9,Vehicle
+/m/080hkjn,Handbag
+/m/080n7g,Paper cutter
+/m/081qc,Wine
+/m/083kb,Weapon
+/m/083wq,Wheel
+/m/084hf,Worm
+/m/084rd,Wok
+/m/084zz,Whale
+/m/0898b,Zebra
+/m/08dz3q,Auto part
+/m/08hvt4,Jug
+/m/08ks85,Pizza cutter
+/m/08p92x,Cream
+/m/08pbxl,Monkey
+/m/096mb,Lion
+/m/09728,Bread
+/m/099ssp,Platter
+/m/09b5t,Chicken
+/m/09csl,Eagle
+/m/09ct_,Helicopter
+/m/09d5_,Owl
+/m/09ddx,Duck
+/m/09dzg,Turtle
+/m/09f20,Hippopotamus
+/m/09f_2,Crocodile
+/m/09g1w,Toilet
+/m/09gtd,Toilet paper
+/m/09gys,Squid
+/m/09j2d,Clothing
+/m/09j5n,Footwear
+/m/09k_b,Lemon
+/m/09kmb,Spider
+/m/09kx5,Deer
+/m/09ld4,Frog
+/m/09qck,Banana
+/m/09rvcxw,Rocket
+/m/09tvcd,Wine glass
+/m/0b3fp9,Countertop
+/m/0bh9flk,Tablet computer
+/m/0bjyj5,Waste container
+/m/0b_rs,Swimming pool
+/m/0bt9lr,Dog
+/m/0bt_c3,Book
+/m/0bwd_0j,Elephant
+/m/0by6g,Shark
+/m/0c06p,Candle
+/m/0c29q,Leopard
+/m/0c2jj,Axe
+/m/0c3m8g,Hand dryer
+/m/0c3mkw,Soap dispenser
+/m/0c568,Porcupine
+/m/0c9ph5,Flower
+/m/0ccs93,Canary
+/m/0cd4d,Cheetah
+/m/0cdl1,Palm tree
+/m/0cdn1,Hamburger
+/m/0cffdh,Maple
+/m/0cgh4,Building
+/m/0ch_cf,Fish
+/m/0cjq5,Lobster
+/m/0cjs7,Garden Asparagus
+/m/0c_jw,Furniture
+/m/0cl4p,Hedgehog
+/m/0cmf2,Airplane
+/m/0cmx8,Spoon
+/m/0cn6p,Otter
+/m/0cnyhnx,Bull
+/m/0_cp5,Oyster
+/m/0cqn2,Horizontal bar
+/m/0crjs,Convenience store
+/m/0ct4f,Bomb
+/m/0cvnqh,Bench
+/m/0cxn2,Ice cream
+/m/0cydv,Caterpillar
+/m/0cyf8,Butterfly
+/m/0cyfs,Parachute
+/m/0cyhj_,Orange
+/m/0czz2,Antelope
+/m/0d20w4,Beaker
+/m/0d_2m,Moths and butterflies
+/m/0d4v4,Window
+/m/0d4w1,Closet
+/m/0d5gx,Castle
+/m/0d8zb,Jellyfish
+/m/0dbvp,Goose
+/m/0dbzx,Mule
+/m/0dftk,Swan
+/m/0dj6p,Peach
+/m/0djtd,Coconut
+/m/0dkzw,Seat belt
+/m/0dq75,Raccoon
+/m/0_dqb,Chisel
+/m/0dt3t,Fork
+/m/0dtln,Lamp
+/m/0dv5r,Camera
+/m/0dv77,Squash (Plant)
+/m/0dv9c,Racket
+/m/0dzct,Human face
+/m/0dzf4,Human arm
+/m/0f4s2w,Vegetable
+/m/0f571,Diaper
+/m/0f6nr,Unicycle
+/m/0f6wt,Falcon
+/m/0f8s22,Chime
+/m/0f9_l,Snail
+/m/0fbdv,Shellfish
+/m/0fbw6,Cabbage
+/m/0fj52s,Carrot
+/m/0fldg,Mango
+/m/0fly7,Jeans
+/m/0fm3zh,Flowerpot
+/m/0fp6w,Pineapple
+/m/0fqfqc,Drawer
+/m/0fqt361,Stool
+/m/0frqm,Envelope
+/m/0fszt,Cake
+/m/0ft9s,Dragonfly
+/m/0ftb8,Common sunflower
+/m/0fx9l,Microwave oven
+/m/0fz0h,Honeycomb
+/m/0gd2v,Marine mammal
+/m/0gd36,Sea lion
+/m/0gj37,Ladybug
+/m/0gjbg72,Shelf
+/m/0gjkl,Watch
+/m/0gm28,Candy
+/m/0grw1,Salad
+/m/0gv1x,Parrot
+/m/0gxl3,Handgun
+/m/0h23m,Sparrow
+/m/0h2r6,Van
+/m/0h8jyh6,Grinder
+/m/0h8kx63,Spice rack
+/m/0h8l4fh,Light bulb
+/m/0h8lkj8,Corded phone
+/m/0h8mhzd,Sports uniform
+/m/0h8my_4,Tennis racket
+/m/0h8mzrc,Wall clock
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	@@ -0,0 +1 @@


1	+ image_name,image_url

src/taming-transformers/data/sflckr_examples.txt ADDED Viewed

	@@ -0,0 +1,25 @@

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src/taming-transformers/data/sflckr_images/alaska_lakes/43259216952_59352d7204_b.jpg ADDED Viewed

Git LFS Details

SHA256: b765859cb2cfca834df3979f99351ed37d24e779213bddaaf3fe494763237583
Pointer size: 131 Bytes
Size of remote file: 252 kB

src/taming-transformers/data/sflckr_images/australia/12822389285_a7723081b5_b.jpg ADDED Viewed

Git LFS Details

SHA256: e0dc906193a5e282e1287c38e2a6850787a18ed80db291f4bad61ad029c8c4b1
Pointer size: 131 Bytes
Size of remote file: 261 kB

src/taming-transformers/data/sflckr_images/australia/8720651218_ca82a6608e_b.jpg ADDED Viewed

Git LFS Details

SHA256: 70cff6a60739ba64166400ae30d53929100be29326b11367b5943c1209284e09
Pointer size: 131 Bytes
Size of remote file: 231 kB

src/taming-transformers/data/sflckr_images/black_forest/44974691685_8e7372e2b1_b.jpg ADDED Viewed

Git LFS Details

SHA256: 7bcae5d4f0a50dac21860d3d716910574620ea6a165a0fc699c54cf438004d52
Pointer size: 130 Bytes
Size of remote file: 76.5 kB

src/taming-transformers/data/sflckr_images/black_forest/8364557382_c6c9ee2fd6_b.jpg ADDED Viewed

Git LFS Details

SHA256: 944b959df2abeea6a58fe533047bb88b9a4ecad1ec3d2aeacc27af6539963699
Pointer size: 131 Bytes
Size of remote file: 297 kB

src/taming-transformers/data/sflckr_images/canada/256743165_9f130ba95b_b.jpg ADDED Viewed

Git LFS Details

SHA256: ad8a4b519da2e1add3e3e9804495f3a84bb2c8546d7d0fd351b865ccbde36afa
Pointer size: 131 Bytes
Size of remote file: 226 kB

src/taming-transformers/data/sflckr_images/canada/2883773_881c197107_c.jpg ADDED Viewed

Git LFS Details

SHA256: b19b0a1854ef0da75ae048f0fcd8654a7613fef3e80806da73bba5ab8bbab85c
Pointer size: 131 Bytes
Size of remote file: 107 kB

src/taming-transformers/data/sflckr_images/desert/4534149722_3cc4f92891_b.jpg ADDED Viewed

Git LFS Details

SHA256: 79d2c8e786fa70a4a4b1c729d6e76ac0852f1f538721037953db02d52ae9e696
Pointer size: 131 Bytes
Size of remote file: 222 kB

src/taming-transformers/data/sflckr_images/lakes/39933489595_f0e5d85b6d_b.jpg ADDED Viewed

Git LFS Details

SHA256: 6f0c89aeab0d15009b363efc511d9663d284fffa061a63ad7a47f30dfafad2e0
Pointer size: 131 Bytes
Size of remote file: 161 kB

src/taming-transformers/data/sflckr_images/mongolia/6076373946_e9ea2aee32_b.jpg ADDED Viewed

Git LFS Details

SHA256: f78ca070007da461f4760d70bab4111e7d18d57bf03807e6526077a01b595b65
Pointer size: 131 Bytes
Size of remote file: 127 kB

src/taming-transformers/data/sflckr_images/newzealand_np/7942812194_9348729b93_b.jpg ADDED Viewed

Git LFS Details

SHA256: 4157526c4a707ac47198c40693b5e033fc4bab4ff6b9cea92fe7a0e806c13677
Pointer size: 131 Bytes
Size of remote file: 255 kB

src/taming-transformers/data/sflckr_images/swiss_landscape/4079319632_0133685b2c_b.jpg ADDED Viewed

Git LFS Details

SHA256: 03e705a21c747eba4e45e09b1733d35f29aabfaa1df4683808a3fcac78e0ea48
Pointer size: 130 Bytes
Size of remote file: 50.4 kB