# -*- coding: utf-8 -*-
"""StableDiffusion_HFokJan25_v1.ipynb

# Setup

Stable diffusion (HuggingFace style) image generators.

Most taken from https://huggingface.co/docs/diffusers/v0.14.0/en/stable_diffusion

(c) Gabriel Turinici 2025
"""

#nvidia-smi#this only work when cuda is enabled ...

#!pip install diffusers[torch]==0.11.1 transformers scipy ftfy accelerate
!pip install diffusers[torch] transformers scipy ftfy accelerate

"""# Load the model

Through-out the notebook, we will focus on [https://huggingface.co/runwayml/stable-diffusion-v1-5](https://huggingface.co/runwayml/stable-diffusion-v1-5):
"""

model_id = "runwayml/stable-diffusion-v1-5"

"""# Construct pipeline"""

#Faster with less precision
from diffusers import StableDiffusionPipeline
import torch
pipe16 = StableDiffusionPipeline.from_pretrained(model_id, torch_dtype=torch.float16)

pipe16 = pipe16.to("cuda")#move to GPU !!

prompt="snowy wheather in Paris"#prompt to generate the image

image = pipe16(prompt).images[0]
image

#adjust steps
image3 = pipe2(prompt, num_inference_steps=20).images[0]
image3