# Diffusion models and inference API not working

**URL:** <https://discuss.huggingface.co/t/diffusion-models-and-inference-api-not-working/33045>\
**Category:** 🧨 Diffusers\
**Created:** [March 4, 2023, 10:10pm UTC](https://discuss.huggingface.co/t/diffusion-models-and-inference-api-not-working/33045 "2023-03-04T22:10:29Z")\
**Posts on this page:** 6\
**Page:** 1

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**Author:** ![jetpackjules](https://sea2.discourse-cdn.com/hellohellohello/user_avatar/discuss.huggingface.co/jetpackjules/32/14161_2.png) [@jetpackjules](https://discuss.huggingface.co/u/jetpackjules)\
**Post date:** [March 4, 2023, 10:10pm UTC](https://discuss.huggingface.co/t/diffusion-models-and-inference-api-not-working/33045/1 "2023-03-04T22:10:29Z")

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\*\*see site model demos not working \*\*  
Also unable to access models with inference API…

I’ve tried across multiple devices and WiFi networks with no fix…

This issue is only really with models that have to do with image, especially any that use stable diffusion. It just loads for a few seconds then stays stuck on the following progress soft 15 minutes until it times out :(.

 ![image](https://us1.discourse-cdn.com/hellohellohello/original/2X/8/87ac5f19aec47faea5c7b8fd24638fb262888e2e.jpeg)

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**Author:** ![jetpackjules](https://sea2.discourse-cdn.com/hellohellohello/user_avatar/discuss.huggingface.co/jetpackjules/32/14161_2.png) [@jetpackjules](https://discuss.huggingface.co/u/jetpackjules)\
**Post date:** [March 5, 2023, 9:52pm UTC](https://discuss.huggingface.co/t/diffusion-models-and-inference-api-not-working/33045/2 "2023-03-05T21:52:41Z")

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Any updates?

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**Author:** ![williamberman](https://sea2.discourse-cdn.com/hellohellohello/user_avatar/discuss.huggingface.co/williamberman/32/14112_2.png) [@williamberman](https://discuss.huggingface.co/u/williamberman)\
**Post date:** [March 9, 2023, 5:50pm UTC](https://discuss.huggingface.co/t/diffusion-models-and-inference-api-not-working/33045/3 "2023-03-09T17:50:52Z")

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Hey @jetpackjules sorry about that! It’s working for me when I’m trying right now.

Unfortunately I’m not too sure how to debug on your side. Could you try again and if it’s still not working I could circle in someone from the hub team?

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**Author:** ![jetpackjules](https://sea2.discourse-cdn.com/hellohellohello/user_avatar/discuss.huggingface.co/jetpackjules/32/14161_2.png) [@jetpackjules](https://discuss.huggingface.co/u/jetpackjules)\
**Post date:** [March 9, 2023, 5:51pm UTC](https://discuss.huggingface.co/t/diffusion-models-and-inference-api-not-working/33045/4 "2023-03-09T17:51:46Z")

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It works now for me too. Seems like for a weekend all the diffusers were down.

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**Author:** ![williamberman](https://sea2.discourse-cdn.com/hellohellohello/user_avatar/discuss.huggingface.co/williamberman/32/14112_2.png) [@williamberman](https://discuss.huggingface.co/u/williamberman)\
**Post date:** [March 9, 2023, 6:01pm UTC](https://discuss.huggingface.co/t/diffusion-models-and-inference-api-not-working/33045/5 "2023-03-09T18:01:45Z")

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Great! Sorry about that 😕

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**Author:** ![jetpackjules](https://sea2.discourse-cdn.com/hellohellohello/user_avatar/discuss.huggingface.co/jetpackjules/32/14161_2.png) [@jetpackjules](https://discuss.huggingface.co/u/jetpackjules)\
**Post date:** [March 13, 2023, 11:39pm UTC](https://discuss.huggingface.co/t/diffusion-models-and-inference-api-not-working/33045/6 "2023-03-13T23:39:39Z")

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Wait nevermind it’s happening again ☹ 😔