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config:
name: sd3-5_medium_lora
process:
- type: sd_trainer
training_folder: output
device: cuda
network:
type: lora
rank: 32
linear: 32
linear_alpha: 64
save:
dtype: float16
save_every: 1000
max_step_saves_to_keep: 1
push_to_hub: false
datasets:
- folder_path: /pvc/MIMIC_ARRANGED/Train
caption_ext: txt
caption_dropout_rate: 0.05
shuffle_tokens: false
cache_latents_to_disk: false
resolution:
- 1024
train:
batch_size: 32
steps: 9000
gradient_accumulation_steps: 1
train_unet: true
train_text_encoder: false
gradient_checkpointing: true
noise_scheduler: flowmatch
timestep_type: linear
optimizer: adamw8bit
lr: 0.0001
skip_first_sample: true
ema_config:
use_ema: true
ema_decay: 0.99
dtype: bf16
model:
name_or_path: stabilityai/stable-diffusion-3.5-medium
is_v3: true
quantize: true
sample:
sampler: flowmatch
sample_every: 2000
width: 1024
height: 1024
prompts:
- Nasogastric tube extends to the mid body of the stomach, before coiling on
itself so that the tip lies close to the esophagogastric junction. Cardiac
silhouette is within normal limits and there is no vascular congestion, pleural
effusion, or acute focal pneumonia.
- PA and lateral views of the chest provided. Lung volumes are low with mild
bibasilar atelectasis. No convincing signs of pneumonia or edema. No large
effusion or pneumothorax is seen. The cardiomediastinal silhouette appears
normal. There is no free air below the right hemidiaphragm. Fluid level is
noted within the stomach.
- PA and lateral views of the chest provided. Lung volumes are low with mild
bibasilar atelectasis. No convincing signs of pneumonia or edema. No large
effusion or pneumothorax is seen. The cardiomediastinal silhouette appears
normal. There is no free air below the right hemidiaphragm. Fluid level is
noted within the stomach.
- Heart size top-normal. Lungs grossly clear. No pleural abnormality or evidence
of central lymph node enlargement.
- The right costophrenic angle is not imaged. Otherwise, the lungs are clear.
The heart size is upper limits of normal. Enteric tube courses below the level
of the diaphragm. There is no pneumothorax.
- Single frontal view of the chest. NG tube is coiled in the stomach. Right
PICC in lower SVC is unchanged in position. Cardiac size is normal. Mild bibasilar
opacities consistent with atelectasis. There is no pneumothorax or pleural
effusion.
- AP upright and lateral views of the chest provided. Mild basal atelectasis
noted. Hilar congestion noted without frank edema. No large effusion or pneumothorax.
Heart size is normal. Mediastinal contour is unchanged. Bony structures are
intact. No free air below the right hemidiaphragm.
- No focal consolidation, pleural effusion, pneumothorax, or pulmonary edema
is detected. Heart and mediastinal contours are within normal limits. Aortic
arch calcifications are seen.
- Lung volumes are slightly low. This accentuates the size of the cardiac silhouette
which is likely top normal. Mediastinal and hilar contours are unremarkable.
Pulmonary vasculature is normal. No focal consolidation, pleural effusion
or pneumothorax is present. There are mild degenerative changes in the thoracic
spine.
- The lungs are clear without focal consolidation. No pleural effusion or pneumothorax
is seen. The cardiac and mediastinal silhouettes are unremarkable.
neg: ''
seed: 42
walk_seed: true
guidance_scale: 4
sample_steps: 25
meta:
name: sd3-5_medium_lora
version: '1.0'
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