Instructions to use heboya8/controlnet-sd-2.1 with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Diffusers
How to use heboya8/controlnet-sd-2.1 with Diffusers:
pip install -U diffusers transformers accelerate
import torch from diffusers import DiffusionPipeline # switch to "mps" for apple devices pipe = DiffusionPipeline.from_pretrained("heboya8/controlnet-sd-2.1", dtype=torch.bfloat16, device_map="cuda") prompt = "Astronaut in a jungle, cold color palette, muted colors, detailed, 8k" image = pipe(prompt).images[0] - Notebooks
- Google Colab
- Kaggle
Add files using upload-large-folder tool
Browse files- checkpoint-7000/controlnet/config.json +57 -0
- checkpoint-7000/controlnet/diffusion_pytorch_model.safetensors +3 -0
- checkpoint-7000/optimizer.bin +3 -0
- checkpoint-7000/random_states_0.pkl +3 -0
- checkpoint-7000/scaler.pt +3 -0
- checkpoint-7000/scheduler.bin +3 -0
- checkpoint-7500/controlnet/config.json +57 -0
- checkpoint-7500/controlnet/diffusion_pytorch_model.safetensors +3 -0
- checkpoint-7500/optimizer.bin +3 -0
- checkpoint-7500/random_states_0.pkl +3 -0
- checkpoint-7500/scaler.pt +3 -0
- checkpoint-7500/scheduler.bin +3 -0
- logs/train_controlnet/1751776286.2809012/events.out.tfevents.1751776286.22e879528d54.144.1 +3 -0
- logs/train_controlnet/1751776286.2826724/hparams.yml +50 -0
- logs/train_controlnet/1751777266.4658291/events.out.tfevents.1751777266.22e879528d54.226.1 +3 -0
- logs/train_controlnet/1751777266.467532/hparams.yml +50 -0
- logs/train_controlnet/1751777326.1193016/events.out.tfevents.1751777326.22e879528d54.271.1 +3 -0
- logs/train_controlnet/1751777326.1209886/hparams.yml +50 -0
- logs/train_controlnet/events.out.tfevents.1751776286.22e879528d54.144.0 +3 -0
- logs/train_controlnet/events.out.tfevents.1751777266.22e879528d54.226.0 +3 -0
- logs/train_controlnet/events.out.tfevents.1751777326.22e879528d54.271.0 +3 -0
checkpoint-7000/controlnet/config.json
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{
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"_class_name": "ControlNetModel",
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"_diffusers_version": "0.35.0.dev0",
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| 4 |
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"_name_or_path": "./output_model/checkpoint-3500",
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| 5 |
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"act_fn": "silu",
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| 6 |
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"addition_embed_type": null,
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| 7 |
+
"addition_embed_type_num_heads": 64,
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| 8 |
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"addition_time_embed_dim": null,
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| 9 |
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"attention_head_dim": [
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5,
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10,
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20,
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20
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],
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"block_out_channels": [
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320,
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640,
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1280,
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1280
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],
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"class_embed_type": null,
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"conditioning_channels": 3,
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| 23 |
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"conditioning_embedding_out_channels": [
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16,
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32,
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96,
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256
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],
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"controlnet_conditioning_channel_order": "rgb",
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| 30 |
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"cross_attention_dim": 1024,
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| 31 |
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"down_block_types": [
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| 32 |
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"CrossAttnDownBlock2D",
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"CrossAttnDownBlock2D",
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"CrossAttnDownBlock2D",
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"DownBlock2D"
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| 36 |
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],
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| 37 |
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"downsample_padding": 1,
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| 38 |
+
"encoder_hid_dim": null,
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| 39 |
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"encoder_hid_dim_type": null,
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| 40 |
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"flip_sin_to_cos": true,
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| 41 |
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"freq_shift": 0,
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| 42 |
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"global_pool_conditions": false,
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| 43 |
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"in_channels": 4,
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| 44 |
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"layers_per_block": 2,
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| 45 |
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"mid_block_scale_factor": 1,
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| 46 |
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"mid_block_type": "UNetMidBlock2DCrossAttn",
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| 47 |
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"norm_eps": 1e-05,
|
| 48 |
+
"norm_num_groups": 32,
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| 49 |
+
"num_attention_heads": null,
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| 50 |
+
"num_class_embeds": null,
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| 51 |
+
"only_cross_attention": false,
|
| 52 |
+
"projection_class_embeddings_input_dim": null,
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| 53 |
+
"resnet_time_scale_shift": "default",
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| 54 |
+
"transformer_layers_per_block": 1,
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| 55 |
+
"upcast_attention": true,
|
| 56 |
+
"use_linear_projection": true
|
| 57 |
+
}
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checkpoint-7000/controlnet/diffusion_pytorch_model.safetensors
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version https://git-lfs.github.com/spec/v1
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size 1456953560
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checkpoint-7000/optimizer.bin
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version https://git-lfs.github.com/spec/v1
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size 741499074
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checkpoint-7000/random_states_0.pkl
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version https://git-lfs.github.com/spec/v1
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size 14408
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checkpoint-7000/scaler.pt
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version https://git-lfs.github.com/spec/v1
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size 988
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checkpoint-7000/scheduler.bin
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version https://git-lfs.github.com/spec/v1
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size 1000
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checkpoint-7500/controlnet/config.json
ADDED
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{
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"_class_name": "ControlNetModel",
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| 3 |
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"_diffusers_version": "0.35.0.dev0",
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| 4 |
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"_name_or_path": "./output_model/checkpoint-3500",
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| 5 |
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"act_fn": "silu",
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| 6 |
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"addition_embed_type": null,
|
| 7 |
+
"addition_embed_type_num_heads": 64,
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| 8 |
+
"addition_time_embed_dim": null,
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| 9 |
+
"attention_head_dim": [
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| 10 |
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5,
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10,
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+
20,
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20
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],
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"block_out_channels": [
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| 16 |
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320,
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| 17 |
+
640,
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| 18 |
+
1280,
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| 19 |
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1280
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| 20 |
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],
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| 21 |
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"class_embed_type": null,
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| 22 |
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"conditioning_channels": 3,
|
| 23 |
+
"conditioning_embedding_out_channels": [
|
| 24 |
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16,
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| 25 |
+
32,
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| 26 |
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96,
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| 27 |
+
256
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| 28 |
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],
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| 29 |
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"controlnet_conditioning_channel_order": "rgb",
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| 30 |
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"cross_attention_dim": 1024,
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| 31 |
+
"down_block_types": [
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| 32 |
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"CrossAttnDownBlock2D",
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| 33 |
+
"CrossAttnDownBlock2D",
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| 34 |
+
"CrossAttnDownBlock2D",
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| 35 |
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"DownBlock2D"
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| 36 |
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],
|
| 37 |
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"downsample_padding": 1,
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| 38 |
+
"encoder_hid_dim": null,
|
| 39 |
+
"encoder_hid_dim_type": null,
|
| 40 |
+
"flip_sin_to_cos": true,
|
| 41 |
+
"freq_shift": 0,
|
| 42 |
+
"global_pool_conditions": false,
|
| 43 |
+
"in_channels": 4,
|
| 44 |
+
"layers_per_block": 2,
|
| 45 |
+
"mid_block_scale_factor": 1,
|
| 46 |
+
"mid_block_type": "UNetMidBlock2DCrossAttn",
|
| 47 |
+
"norm_eps": 1e-05,
|
| 48 |
+
"norm_num_groups": 32,
|
| 49 |
+
"num_attention_heads": null,
|
| 50 |
+
"num_class_embeds": null,
|
| 51 |
+
"only_cross_attention": false,
|
| 52 |
+
"projection_class_embeddings_input_dim": null,
|
| 53 |
+
"resnet_time_scale_shift": "default",
|
| 54 |
+
"transformer_layers_per_block": 1,
|
| 55 |
+
"upcast_attention": true,
|
| 56 |
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"use_linear_projection": true
|
| 57 |
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}
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checkpoint-7500/controlnet/diffusion_pytorch_model.safetensors
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version https://git-lfs.github.com/spec/v1
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oid sha256:39fc850638bcc6e013292e79d6eb3cb582929340fa15b66c6094b54bb06bf256
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size 1456953560
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checkpoint-7500/optimizer.bin
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version https://git-lfs.github.com/spec/v1
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oid sha256:a1b521d669278c0d78e6c95d011f204bcadf5c9aba8388feadea49184e355f11
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size 741499074
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checkpoint-7500/random_states_0.pkl
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version https://git-lfs.github.com/spec/v1
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oid sha256:849cd1fc43e0618a29f4dfe2120138e9b0512b59a4752cc6e69a69dc631c1188
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size 14408
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checkpoint-7500/scaler.pt
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version https://git-lfs.github.com/spec/v1
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| 2 |
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oid sha256:6324719b81c29aea6b37f9f6e44ff1ef8dd391fa04697eb3b44ba58b312da7fd
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size 988
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checkpoint-7500/scheduler.bin
ADDED
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version https://git-lfs.github.com/spec/v1
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| 2 |
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oid sha256:c1a832d6bc023b80a87d441fe3d62705b8ce54f0fc27eb59bd5403de38f2eb2e
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| 3 |
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size 1000
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logs/train_controlnet/1751776286.2809012/events.out.tfevents.1751776286.22e879528d54.144.1
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version https://git-lfs.github.com/spec/v1
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oid sha256:5f19aec7ac1407ef9fb12cf2cd296b3a1f4cec67a54c468fde91125dad4e21b7
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size 2488
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logs/train_controlnet/1751776286.2826724/hparams.yml
ADDED
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adam_beta1: 0.9
|
| 2 |
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adam_beta2: 0.999
|
| 3 |
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adam_epsilon: 1.0e-08
|
| 4 |
+
adam_weight_decay: 0.01
|
| 5 |
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allow_tf32: false
|
| 6 |
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cache_dir: null
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| 7 |
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caption_column: text
|
| 8 |
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checkpointing_steps: 500
|
| 9 |
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checkpoints_total_limit: 2
|
| 10 |
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conditioning_image_column: conditioning_image
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| 11 |
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controlnet_model_name_or_path: null
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| 12 |
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dataloader_num_workers: 0
|
| 13 |
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dataset_config_name: null
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| 14 |
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dataset_name: HighCWu/open_pose_controlnet_subset
|
| 15 |
+
enable_xformers_memory_efficient_attention: false
|
| 16 |
+
gradient_accumulation_steps: 2
|
| 17 |
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gradient_checkpointing: true
|
| 18 |
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hub_model_id: null
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| 19 |
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hub_token: null
|
| 20 |
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image_column: image
|
| 21 |
+
learning_rate: 0.0002
|
| 22 |
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logging_dir: logs
|
| 23 |
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lr_num_cycles: 1
|
| 24 |
+
lr_power: 1.0
|
| 25 |
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lr_scheduler: constant
|
| 26 |
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lr_warmup_steps: 500
|
| 27 |
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max_grad_norm: 1.0
|
| 28 |
+
max_train_samples: null
|
| 29 |
+
max_train_steps: 7500
|
| 30 |
+
mixed_precision: fp16
|
| 31 |
+
num_train_epochs: 20
|
| 32 |
+
num_validation_images: 4
|
| 33 |
+
output_dir: ./output_model
|
| 34 |
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pretrained_model_name_or_path: stabilityai/stable-diffusion-2-1
|
| 35 |
+
proportion_empty_prompts: 0
|
| 36 |
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push_to_hub: false
|
| 37 |
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report_to: tensorboard
|
| 38 |
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resolution: 512
|
| 39 |
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resume_from_checkpoint: ./output_model
|
| 40 |
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revision: null
|
| 41 |
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scale_lr: false
|
| 42 |
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seed: null
|
| 43 |
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set_grads_to_none: false
|
| 44 |
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tokenizer_name: null
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| 45 |
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tracker_project_name: train_controlnet
|
| 46 |
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train_batch_size: 4
|
| 47 |
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train_data_dir: null
|
| 48 |
+
use_8bit_adam: true
|
| 49 |
+
validation_steps: 100
|
| 50 |
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variant: null
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logs/train_controlnet/1751777266.4658291/events.out.tfevents.1751777266.22e879528d54.226.1
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oid sha256:e291f7a2b9935ca4a3db4a4319f5b30ff2545a6eb40f1db6eaca98b95ca12f73
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size 2488
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logs/train_controlnet/1751777266.467532/hparams.yml
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ADDED
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