StreamDiffusion

StreamDiffusion: A Pipeline-Level Solution for Real-Time Interactive Generation (by cumulo-autumn)

StreamDiffusion Alternatives

Similar projects and alternatives to StreamDiffusion

NOTE: The number of mentions on this list indicates mentions on common posts plus user suggested alternatives. Hence, a higher number means a better StreamDiffusion alternative or higher similarity.

StreamDiffusion reviews and mentions

Posts with mentions or reviews of StreamDiffusion. We have used some of these posts to build our list of alternatives and similar projects. The last one was on 2023-12-31.
  • FLaNK Weekly 31 December 2023
    25 projects | dev.to | 31 Dec 2023
  • StreamDiffusion: Over 100fps Stable Diffusion on a 4090
    2 projects | news.ycombinator.com | 23 Dec 2023
    Everyone does warmup before you measure. But measuring isn't always done right because we actually measure the GPU time only but some people naively use CPU time which is problematic because the process is asynchrenous. They have a few timing scripts though and I'm away from my GPU. There are some interesting things but they look like they know how to time. But it can also get confusing because is it considering batches or not. Some works do batch some do single. Only problem is when it isn't communicated correctly or left ambiguous.

    Their paper is ambiguous unfortunately. Abstract, intro, and conclusion suggests single image by motivating with sequential generation (specifically mentioning metaverse). Experiment section says

    > We note that we evaluate the throughput mainly via the average inference time per image through processing 100 images.

    That implies batch along with their name Stream Batch...

    Looking at the code I'm a bit confused. I'm away from my GPU so can't run. Maybe someone can let me know? This block[0] measures correctly but is using a downloaded image? Then just opens the image in the preprocess? (multi looks identical) This block[1] is using CPU? But running CPU. (there's another like this)

    So I'm quite a bit confused tbh.

    [0] https://github.com/cumulo-autumn/StreamDiffusion/blob/03e2a7...

    [1] https://github.com/cumulo-autumn/StreamDiffusion/blob/03e2a7...

  • StreamDiffusion: A Pipeline-Level Solution for Real-Time Interactive Generation
    1 project | news.ycombinator.com | 21 Dec 2023
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    www.influxdata.com | 29 Apr 2024
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Stats

Basic StreamDiffusion repo stats
4
8,876
9.7
about 1 month ago

cumulo-autumn/StreamDiffusion is an open source project licensed under Apache License 2.0 which is an OSI approved license.

The primary programming language of StreamDiffusion is Python.


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