replicate/dreambooth 🔢✓🖼️📝❓ → 🖼️
About
Train your own custom Stable Diffusion model using a small set of images
Example Output
Output
Performance Metrics
992.31s
Prediction Time
1046.67s
Total Time
All Input Parameters
{
"class_prompt": "a photo of a man",
"instance_data": "https://replicate.delivery/pbxt/HoUeWsrtTTCJEpKGdLKqIYTfo8nbUTSNs565MkGxEstjfwKt/data.zip",
"instance_prompt": "a photo of bfirsh",
"max_train_steps": 2000
}
Input Parameters
- seed
- A seed for reproducible training
- scale_lr
- Scale the learning rate by the number of GPUs, gradient accumulation steps, and batch size.
- ckpt_base (required)
- A ckpt file with existing training base
- adam_beta1
- The beta1 parameter for the Adam optimizer.
- adam_beta2
- The beta2 parameter for the Adam optimizer.
- class_data
- An optional ZIP file containing the training data of class images. This corresponds to `class_prompt` above, also with the purpose of keeping the model generalizable. By default, the pretrained stable-diffusion model will generate N images (determined by the `num_class_images` you set) based on the `class_prompt` provided. But to save time or to have your preferred specific set of `class_data`, you can also provide them in a ZIP file.
- pad_tokens
- Flag to pad tokens to length 77.
- resolution
- The resolution for input images. All the images in the train/validation dataset will be resized to this resolution.
- center_crop
- Whether to center crop images before resizing to resolution
- adam_epsilon
- Epsilon value for the Adam optimizer
- class_prompt (required)
- The prompt or description of the coarse class of your training images, in the format of `a [class noun]`, optionally with some extra description. `class_prompt` is used to alleviate overfitting to your customised images (the trained model should still keep the learnt prior so that it can still generate different dogs when the `[identifier]` is not in the prompt). Corresponding to the examples of the `instant_prompt` above, the `class_prompt` can be `a dog` or `a photo of a dog`.
- lr_scheduler
- The scheduler type to use
- instance_data (required)
- A ZIP file containing your training images (JPG, PNG, etc. size not restricted). These images contain your 'subject' that you want the trained model to embed in the output domain for later generating customized scenes beyond the training images. For best results, use images without noise or unrelated objects in the background.
- learning_rate
- Initial learning rate (after the potential warmup period) to use.
- max_grad_norm
- Max gradient norm.
- n_save_sample
- The number of samples to save.
- use_8bit_adam
- Whether or not to use 8-bit Adam from bitsandbytes.
- instance_prompt (required)
- The prompt you use to describe your training images, in the format: `a [identifier] [class noun]`, where the `[identifier]` should be a rare token. Relatively short sequences with 1-3 letters work the best (e.g. `sks`, `xjy`). `[class noun]` is a coarse class descriptor of the subject (e.g. cat, dog, watch, etc.). For example, your `instance_prompt` can be: `a sks dog`, or with some extra description `a photo of a sks dog`. The trained model will learn to bind a unique identifier with your specific subject in the `instance_data`.
- lr_warmup_steps
- Number of steps for the warmup in the lr scheduler.
- max_train_steps
- Total number of training steps to perform. If provided, overrides num_train_epochs.
- num_class_images
- Minimal class images for prior preservation loss. If not enough images are provided in class_data, additional images will be sampled with class_prompt.
- num_train_epochs
- save_infer_steps
- The number of inference steps for save sample.
- train_batch_size
- Batch size (per device) for the training dataloader.
- adam_weight_decay
- Weight decay to use
- prior_loss_weight
- Weight of prior preservation loss.
- sample_batch_size
- Batch size (per device) for sampling images.
- save_sample_prompt
- The prompt used to generate sample outputs to save.
- train_text_encoder
- Whether to train the text encoder
- save_guidance_scale
- CFG for save sample.
- gradient_checkpointing
- Whether or not to use gradient checkpointing to save memory at the expense of slower backward pass.
- with_prior_preservation
- Flag to add prior preservation loss.
- gradient_accumulation_steps
- Number of updates steps to accumulate before performing a backward/update pass.
- save_sample_negative_prompt
- The negative prompt used to generate sample outputs to save.
Output Schema
Output
Example Execution Logs
/root/.pyenv/versions/3.10.8/lib/python3.10/site-packages/accelerate/accelerator.py:179: UserWarning: `log_with=tensorboard` was passed but no supported trackers are currently installed.
warnings.warn(f"`log_with={log_with}` was passed but no supported trackers are currently installed.")
You have passed `None` for safety_checker to disable its functionality in <class 'diffusers.pipelines.stable_diffusion.pipeline_stable_diffusion.StableDiffusionPipeline'>. Note that this might lead to problems when using <class 'diffusers.pipelines.stable_diffusion.pipeline_stable_diffusion.StableDiffusionPipeline'> and is not recommended.
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Steps: 100%|██████████| 2000/2000 [11:56<00:00, 2.89it/s, loss=0.279, lr=1e-6]You have passed `None` for safety_checker to disable its functionality in <class 'diffusers.pipelines.stable_diffusion.pipeline_stable_diffusion.StableDiffusionPipeline'>. Note that this might lead to problems when using <class 'diffusers.pipelines.stable_diffusion.pipeline_stable_diffusion.StableDiffusionPipeline'> and is not recommended.
[*] Weights saved at checkpoints
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Sun Nov 20 21:13:41 2022
+-----------------------------------------------------------------------------+
| NVIDIA-SMI 510.47.03 Driver Version: 510.47.03 CUDA Version: 11.6 |
|-------------------------------+----------------------+----------------------+
| GPU Name Persistence-M| Bus-Id Disp.A | Volatile Uncorr. ECC |
| Fan Temp Perf Pwr:Usage/Cap| Memory-Usage | GPU-Util Compute M. |
| | | MIG M. |
|===============================+======================+======================|
| 0 NVIDIA A100-SXM... Off | 00000000:00:04.0 Off | 0 |
| N/A 38C P0 50W / 400W | 2122MiB / 40960MiB | 11% Default |
| | | Disabled |
+-------------------------------+----------------------+----------------------+
+-----------------------------------------------------------------------------+
| Processes: |
| GPU GI CI PID Type Process name GPU Memory |
| ID ID Usage |
|=============================================================================|
| 0 N/A N/A 343420 C 2119MiB |
+-----------------------------------------------------------------------------+
checkpoints/tokenizer
checkpoints/unet
checkpoints/vae
checkpoints/text_encoder
checkpoints/feature_extractor
checkpoints/args.json
checkpoints/model_index.json
checkpoints/scheduler
checkpoints/tokenizer/vocab.json
checkpoints/tokenizer/special_tokens_map.json
checkpoints/tokenizer/merges.txt
checkpoints/tokenizer/tokenizer_config.json
checkpoints/unet/diffusion_pytorch_model.bin
checkpoints/unet/config.json
checkpoints/vae/diffusion_pytorch_model.bin
checkpoints/vae/config.json
checkpoints/text_encoder/pytorch_model.bin
checkpoints/text_encoder/config.json
checkpoints/feature_extractor/preprocessor_config.json
checkpoints/scheduler/scheduler_config.json
Version Details
- Version ID
a8ba568da0313951a6b311b43b1ea3bf9f2ef7b9fd97ed94cebd7ffd2da66654- Version Created
- April 21, 2023