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sanchit-gandhi avatar sanchit-gandhi commented on August 26, 2024

That's awesome, thanks for sharing @bghira! How fast was inference on your local machine?

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bghira avatar bghira commented on August 26, 2024

it gets slower as the sample size increases but this test script takes about 10 seconds to run on an M3 Max.

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maxtheman avatar maxtheman commented on August 26, 2024

I got this working as well! Inference time seems to increase more than linearly with prompt size

  • 3 seconds of audio: 10 seconds of generation
  • 8s of audio: ~90 seconds of generation
  • 10 of audio: ~3min of generation

I think the reason is that itself takes a surprising amount of memory — loading the model takes the expected ~3GB of memory, but then inference takes 15 GB on top of that, which is probably what's slowing it down on my machine (16GB M2).

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QueryType avatar QueryType commented on August 26, 2024

I got this working as well! Inference time seems to increase more than linearly with prompt size

  • 3 seconds of audio: 10 seconds of generation
  • 8s of audio: ~90 seconds of generation
  • 10 of audio: ~3min of generation

I think the reason is that itself takes a surprising amount of memory — loading the model takes the expected ~3GB of memory, but then inference takes 15 GB on top of that, which is probably what's slowing it down on my machine (16GB M2).

Swapping activated? I will try on Mac Mini M2 (24GB). Do we know the performance on CUDA on similar machine?

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bghira avatar bghira commented on August 26, 2024

on the 128gb M3 Max i can get pretty far into the output window before the time increases to 3 minutes.

it'll take about a minute for 30 seconds of audio.

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QueryType avatar QueryType commented on August 26, 2024

of

I am getting, 2s of audio: 11 seconds and 6s of audio: 36 seconds

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janewu77 avatar janewu77 commented on August 26, 2024

my data , on 64G M2 Max

seconds of audio cpu(seconds of generation) mps(seconds of generation)
1 7 10
3 13 17
7 30 44
9 41 194
18 71 308

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