j4flmao GenAI Vision & Multimodal
Integration Strategy
- Stable Diffusion: Use Diffusers library for image generation. Optimize with xformers.
- Whisper: Process audio locally or via API for high-accuracy transcription to complement visual tasks.
Multimodal Workflow
%%{init: {"theme": "default", "flowchart": {"useMaxWidth": true}}}%%
graph TD
A[User Audio] --> B(Whisper)
B -->|Text Prompt| C[Stable Diffusion]
C --> D[Generated Image]
Stable Diffusion Snippet
import torch
from diffusers import StableDiffusionPipeline
def generate_image(prompt: str, output_path: str):
pipe = StableDiffusionPipeline.from_pretrained(
"runwayml/stable-diffusion-v1-5",
torch_dtype=torch.float16
).to("cuda")
pipe.enable_xformers_memory_efficient_attention()
image = pipe(prompt, num_inference_steps=30).images[0]
image.save(output_path)