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prabhatkr 
posted an update 3 days ago
Post
1198
🚀 Is Vector RAG Dead? Why We Built FastMemory to Beat PageIndex
If you've built a RAG pipeline for complex financial documents, you already know the painful truth: Standard vector search fails when things get complicated.

While tools like PageIndex and Mafin 2.5 provide great out-of-the-box PDF chat experiences, they hit structural bottlenecks the second you push them past basic queries.

We just published a comprehensive benchmark study comparing FastMemory against PageIndex across 5 advanced datasets. The results fundamentally change how we should think about document ingestion.

Read more: https://x.com/FastBuilderAI/status/2037404008978018493
kamilstyrna047

import torch
from diffusers import StableVideoDiffusionPipeline
from PIL import Image
import imageio
import gradio as gr

pipe = StableVideoDiffusionPipeline.from_pretrained(
"stabilityai/stable-video-diffusion-img2vid",
torch_dtype=torch.float16
)

pipe.to("cuda" if torch.cuda.is_available() else "cpu")

def generate_video(image):
image = image.convert("RGB")

frames = pipe(image, num_frames=12).frames[0]

output_path = "video.mp4"
imageio.mimsave(output_path, frames, fps=8)

return output_path

app = gr.Interface(
fn=generate_video,
inputs=gr.Image(type="pil"),
outputs=gr.Video(),
title="Image → Video AI"
)

app.launch()

·
kamilstyrna047
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