PseudoTerminal X
commited on
Commit
•
1a3f484
1
Parent(s):
983a9dc
Trained for 0 epochs and 200 steps.
Browse filesTrained with datasets ['text-embeds', 'celebrities', 'movieposters', 'normalnudes', 'moviecollection', 'experimental', 'ethnic', 'gay', 'cinemamix-1mp', 'nsfw-1024']
Learning rate 1e-06, batch size 16, and 1 gradient accumulation steps.
Used DDPM noise scheduler for training with epsilon prediction type and rescaled_betas_zero_snr=False
Using 'linspace' timestep spacing.
Base model: terminusresearch/pixart-900m-1024-ft-v0.6
VAE: madebyollin/sdxl-vae-fp16-fix
- README.md +165 -0
- optimizer.bin +3 -0
- random_states_0.pkl +3 -0
- scheduler.bin +3 -0
- training_state-celebrities.json +1 -0
- training_state-cinemamix-1mp.json +0 -0
- training_state-ethnic.json +0 -0
- training_state-experimental.json +0 -0
- training_state-gay.json +0 -0
- training_state-moviecollection.json +0 -0
- training_state-movieposters.json +1 -0
- training_state-normalnudes.json +0 -0
- training_state-nsfw-1024.json +0 -0
- training_state.json +1 -0
- transformer/config.json +30 -0
- transformer/diffusion_pytorch_model.safetensors +3 -0
README.md
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---
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license: creativeml-openrail-m
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base_model: "terminusresearch/pixart-900m-1024-ft-v0.6"
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tags:
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- stable-diffusion
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- stable-diffusion-diffusers
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- text-to-image
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- diffusers
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- simpletuner
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- full
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inference: true
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---
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# pixart-900m-1024-ft-v0.7-stage2
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This is a full rank finetune derived from [terminusresearch/pixart-900m-1024-ft-v0.6](https://huggingface.co/terminusresearch/pixart-900m-1024-ft-v0.6).
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The main validation prompt used during training was:
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```
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a cute anime character named toast, holding a sign that reads SOON
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```
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## Validation settings
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- CFG: `7.5`
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- CFG Rescale: `0.7`
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- Steps: `30`
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- Sampler: `None`
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- Seed: `420420420`
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- Resolutions: `1024x1024,1152x960,896x1152`
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Note: The validation settings are not necessarily the same as the [training settings](#training-settings).
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<Gallery />
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The text encoder **was not** trained.
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You may reuse the base model text encoder for inference.
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## Training settings
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- Training epochs: 0
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- Training steps: 200
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- Learning rate: 1e-06
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- Effective batch size: 16
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- Micro-batch size: 16
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- Gradient accumulation steps: 1
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- Number of GPUs: 1
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- Prediction type: epsilon
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- Rescaled betas zero SNR: False
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- Optimizer: AdamW, stochastic bf16
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- Precision: Pure BF16
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- Xformers: Enabled
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## Datasets
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### celebrities
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- Repeats: 4
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- Total number of images: 208
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- Total number of aspect buckets: 5
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- Resolution: 1.0 megapixels
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- Cropped: False
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- Crop style: None
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- Crop aspect: None
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### movieposters
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- Repeats: 25
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- Total number of images: 192
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- Total number of aspect buckets: 3
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- Resolution: 1.0 megapixels
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- Cropped: False
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- Crop style: None
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- Crop aspect: None
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### normalnudes
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- Repeats: 5
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- Total number of images: 992
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- Total number of aspect buckets: 2
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- Resolution: 1.0 megapixels
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- Cropped: False
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- Crop style: None
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- Crop aspect: None
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### moviecollection
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- Repeats: 0
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- Total number of images: 1744
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- Total number of aspect buckets: 12
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- Resolution: 1.0 megapixels
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- Cropped: False
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- Crop style: None
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- Crop aspect: None
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### experimental
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- Repeats: 0
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- Total number of images: 2816
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- Total number of aspect buckets: 3
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- Resolution: 1.0 megapixels
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- Cropped: True
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- Crop style: random
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- Crop aspect: random
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### ethnic
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- Repeats: 0
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- Total number of images: 1808
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- Total number of aspect buckets: 3
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- Resolution: 1.0 megapixels
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- Cropped: True
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- Crop style: random
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- Crop aspect: random
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### gay
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- Repeats: 0
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- Total number of images: 768
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- Total number of aspect buckets: 2
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- Resolution: 1.0 megapixels
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- Cropped: False
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- Crop style: None
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- Crop aspect: None
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### cinemamix-1mp
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- Repeats: 0
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- Total number of images: 7376
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- Total number of aspect buckets: 5
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- Resolution: 1.0 megapixels
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- Cropped: False
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- Crop style: None
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- Crop aspect: None
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### nsfw-1024
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- Repeats: 0
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- Total number of images: 2224
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- Total number of aspect buckets: 3
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- Resolution: 1.0 megapixels
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- Cropped: True
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- Crop style: random
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- Crop aspect: random
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## Inference
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```python
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import torch
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from diffusers import DiffusionPipeline
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model_id = 'pixart-900m-1024-ft-v0.7-stage2'
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pipeline = DiffusionPipeline.from_pretrained(model_id)
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prompt = "a cute anime character named toast, holding a sign that reads SOON"
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negative_prompt = "blurry, cropped, ugly"
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pipeline.to('cuda' if torch.cuda.is_available() else 'mps' if torch.backends.mps.is_available() else 'cpu')
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image = pipeline(
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prompt=prompt,
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negative_prompt='blurry, cropped, ugly',
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num_inference_steps=30,
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generator=torch.Generator(device='cuda' if torch.cuda.is_available() else 'mps' if torch.backends.mps.is_available() else 'cpu').manual_seed(1641421826),
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width=1152,
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height=768,
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guidance_scale=7.5,
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guidance_rescale=0.7,
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).images[0]
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image.save("output.png", format="PNG")
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```
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optimizer.bin
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version https://git-lfs.github.com/spec/v1
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oid sha256:119bd2dce8e3ec49e78d9a463bb55da5dc8e32d24a885feacc52a7783f931dc4
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size 5451415117
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random_states_0.pkl
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version https://git-lfs.github.com/spec/v1
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oid sha256:6700768417696e4192cbcac9ff9877af9a2562a1b8fe87cb1889fc4cb001dea6
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size 14344
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scheduler.bin
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version https://git-lfs.github.com/spec/v1
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oid sha256:8b208965b935eb8cd950babb1e77513fba53c09565fd227dd4a8425900fbeb57
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size 1000
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training_state-celebrities.json
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{"aspect_ratio_bucket_indices": {"0.88": ["/notebooks/datasets/lite-datasets/celebrities/o0bnxrepp51d1.png", "/notebooks/datasets/lite-datasets/celebrities/vfum6hk9xy1d1.png", "/notebooks/datasets/lite-datasets/celebrities/bvs28mnbt6uc1.png", "/notebooks/datasets/lite-datasets/celebrities/u112v81orv0d1.png", "/notebooks/datasets/lite-datasets/celebrities/xfrx7fj0uo9c1.png", "/notebooks/datasets/lite-datasets/celebrities/hsda3bdgz5mc1.png", "/notebooks/datasets/lite-datasets/celebrities/g6ey7o22zczc1.png", "/notebooks/datasets/lite-datasets/celebrities/06rob0g8esyc1.png", "/notebooks/datasets/lite-datasets/celebrities/4rrcxxl4kwkc1.png", "/notebooks/datasets/lite-datasets/celebrities/f7u18m17axwc1.png", "/notebooks/datasets/lite-datasets/celebrities/dpfylx26dtrc1.png", "/notebooks/datasets/lite-datasets/celebrities/kix5d0ndhrua1.png", "/notebooks/datasets/lite-datasets/celebrities/6lsfw9d42n1d1.png", "/notebooks/datasets/lite-datasets/celebrities/m069yd4uzzyc1.png", "/notebooks/datasets/lite-datasets/celebrities/fkpftorxin1d1.png", "/notebooks/datasets/lite-datasets/celebrities/a5t1cf3ont5c1.png", "/notebooks/datasets/lite-datasets/celebrities/zirbmsurl0cc1.png", "/notebooks/datasets/lite-datasets/celebrities/vuextffsiv1d1.png", "/notebooks/datasets/lite-datasets/celebrities/rl1mhccs65xc1.png", "/notebooks/datasets/lite-datasets/celebrities/tl57befqclxc1.png", "/notebooks/datasets/lite-datasets/celebrities/gwxkloijiuec1.png", "/notebooks/datasets/lite-datasets/celebrities/bdboeq9e2y9c1.png", "/notebooks/datasets/lite-datasets/celebrities/fponablu7m2c1.png", "/notebooks/datasets/lite-datasets/celebrities/rktvi3eroe5c1.png", "/notebooks/datasets/lite-datasets/celebrities/wf9rtw7222pc1.png", "/notebooks/datasets/lite-datasets/celebrities/mjuj1yut8axc1.png", "/notebooks/datasets/lite-datasets/celebrities/h95pla0srnzc1.png", "/notebooks/datasets/lite-datasets/celebrities/qvjdtxd2ujjc1.png", "/notebooks/datasets/lite-datasets/celebrities/a38rmu1ybgyc1.png", "/notebooks/datasets/lite-datasets/celebrities/m0tuf3qh77uc1.png", "/notebooks/datasets/lite-datasets/celebrities/mds7f4ohrnyc1.png", "/notebooks/datasets/lite-datasets/celebrities/r6nls29ah3uc1.png"], "0.65": ["/notebooks/datasets/lite-datasets/celebrities/gqbb9e6vi01d1.png", "/notebooks/datasets/lite-datasets/celebrities/mfzds9o15loc1.png", "/notebooks/datasets/lite-datasets/celebrities/cjq7zjzhy7lc1.png", "/notebooks/datasets/lite-datasets/celebrities/d7a2phden91d1.png", "/notebooks/datasets/lite-datasets/celebrities/6260qa0xrerc1.png", "/notebooks/datasets/lite-datasets/celebrities/lzy3miqoygyc1.png", "/notebooks/datasets/lite-datasets/celebrities/57ptt5e2frtc1.png", "/notebooks/datasets/lite-datasets/celebrities/cpm1syx3tlvb1.png", "/notebooks/datasets/lite-datasets/celebrities/68eohbn7xdzc1.png", "/notebooks/datasets/lite-datasets/celebrities/t01c32etkoxc1.png", "/notebooks/datasets/lite-datasets/celebrities/bzy6lqi39avc1.png", "/notebooks/datasets/lite-datasets/celebrities/ofmrr2kyeqsb1.png", "/notebooks/datasets/lite-datasets/celebrities/1f1mp4fzvm1d1.png", "/notebooks/datasets/lite-datasets/celebrities/kbnuwx1o6ayc1.png", "/notebooks/datasets/lite-datasets/celebrities/ztczyy6vmr1d1.png", "/notebooks/datasets/lite-datasets/celebrities/ejy7ct68n9pb1.png", "/notebooks/datasets/lite-datasets/celebrities/ag5xj2wnvdpc1.png", "/notebooks/datasets/lite-datasets/celebrities/7aspy64ktezc1.png", "/notebooks/datasets/lite-datasets/celebrities/dwryrwz9zmyc1.png", "/notebooks/datasets/lite-datasets/celebrities/9h94hg16nstc1.png", "/notebooks/datasets/lite-datasets/celebrities/abkdxokrlosc1.png", "/notebooks/datasets/lite-datasets/celebrities/axujwqzcfmtc1.png", "/notebooks/datasets/lite-datasets/celebrities/dx4nher2zuqb1.png", "/notebooks/datasets/lite-datasets/celebrities/qepx4zqxlrrc1.png", "/notebooks/datasets/lite-datasets/celebrities/g520oc6osiyc1.png", "/notebooks/datasets/lite-datasets/celebrities/r9t5dtb4l02d1.png", "/notebooks/datasets/lite-datasets/celebrities/9ah4ma5q8irc1.png", "/notebooks/datasets/lite-datasets/celebrities/l6twf4e28s0d1.png", "/notebooks/datasets/lite-datasets/celebrities/ncfdjb3fumuc1.png", "/notebooks/datasets/lite-datasets/celebrities/5xxsr5hto8rc1.png", "/notebooks/datasets/lite-datasets/celebrities/use4c1j24xzb1.png", "/notebooks/datasets/lite-datasets/celebrities/pwct1wf37kzc1.png", "/notebooks/datasets/lite-datasets/celebrities/rsnblsw9ywuc1.png", "/notebooks/datasets/lite-datasets/celebrities/wgftcr7im8wc1.png", "/notebooks/datasets/lite-datasets/celebrities/ydrbei3brv0d1.png", "/notebooks/datasets/lite-datasets/celebrities/x8gavp5jc1wb1.png", "/notebooks/datasets/lite-datasets/celebrities/ko8udg3b48vc1.png", "/notebooks/datasets/lite-datasets/celebrities/nutnaryuf6uc1.png", "/notebooks/datasets/lite-datasets/celebrities/ndo3s9p4uauc1.png", "/notebooks/datasets/lite-datasets/celebrities/rq6gley4j9xc1.png", "/notebooks/datasets/lite-datasets/celebrities/rpig3qgbn01d1.png", "/notebooks/datasets/lite-datasets/celebrities/hm1cn8oao11d1.png", "/notebooks/datasets/lite-datasets/celebrities/dws1fovtylzc1.png", "/notebooks/datasets/lite-datasets/celebrities/vi8bryp1scdc1.png", "/notebooks/datasets/lite-datasets/celebrities/pjodjodrxk0d1.png", "/notebooks/datasets/lite-datasets/celebrities/wfx8w9vexyyc1.png", "/notebooks/datasets/lite-datasets/celebrities/di595gmluiuc1.png", "/notebooks/datasets/lite-datasets/celebrities/1kan2oe8eirc1.png"], "0.74": ["/notebooks/datasets/lite-datasets/celebrities/dy5o3unqk71d1.png", "/notebooks/datasets/lite-datasets/celebrities/py6ai1ecb7rc1.png", "/notebooks/datasets/lite-datasets/celebrities/q01q01u1v3zc1.png", "/notebooks/datasets/lite-datasets/celebrities/2vcu4lc73l8c1.png", 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{"global_step": 200, "epoch_step": 200, "epoch": 1, "exhausted_backends": [], "repeats": {"movieposters": 2, "celebrities": 1}}
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{
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"_class_name": "PixArtTransformer2DModel",
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"_diffusers_version": "0.30.0.dev0",
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"_name_or_path": "terminusresearch/pixart-900m-1024-ft-v0.6",
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"activation_fn": "gelu-approximate",
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"attention_bias": true,
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"attention_head_dim": 72,
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"attention_type": "default",
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"caption_channels": 4096,
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"cross_attention_dim": 1152,
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"double_self_attention": false,
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"dropout": 0.0,
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"in_channels": 4,
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"interpolation_scale": 2,
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"norm_elementwise_affine": false,
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"norm_eps": 1e-06,
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"norm_num_groups": 32,
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"norm_type": "ada_norm_single",
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"num_attention_heads": 16,
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"num_embeds_ada_norm": 1000,
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"num_layers": 42,
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"num_vector_embeds": null,
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"only_cross_attention": false,
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"out_channels": 8,
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"patch_size": 2,
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"sample_size": 128,
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"upcast_attention": false,
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"use_additional_conditions": false,
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"use_linear_projection": false
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}
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transformer/diffusion_pytorch_model.safetensors
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version https://git-lfs.github.com/spec/v1
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oid sha256:5eeb29ecd00ef009b4048416954ee935dd1699cd742a3100fd0a2acfcddd576a
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size 1816969728
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