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Title: Add remote Gradio adapter and support multithreaded prediction by FynnBe · Pull Request #496 · bioimage-io/core-bioimage-io-python · GitHub

Open Graph Title: Add remote Gradio adapter and support multithreaded prediction by FynnBe · Pull Request #496 · bioimage-io/core-bioimage-io-python

X Title: Add remote Gradio adapter and support multithreaded prediction by FynnBe · Pull Request #496 · bioimage-io/core-bioimage-io-python

Description: Python libraries for loading, running and packaging bioimage.io models - Add remote Gradio adapter and support multithreaded prediction by FynnBe · Pull Request #496 · bioimage-io/core-bioimage-io-python

Opengraph URL: https://github.com/bioimage-io/core-bioimage-io-python/pull/496

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Domain: github.com

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Files changedhttps://github.com/bioimage-io/core-bioimage-io-python/pull/496/files
Add remote Gradio adapter and support multithreaded predictionhttps://github.com/bioimage-io/core-bioimage-io-python/pull/496#top
FynnBehttps://github.com/FynnBe
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Jun 15, 2026https://github.com/bioimage-io/core-bioimage-io-python/pull/496#issue-4666687007
Please reload this pagehttps://github.com/bioimage-io/core-bioimage-io-python/pull/496
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May 18, 2026 17:22https://github.com/bioimage-io/core-bioimage-io-python/pull/496#commits-pushed-7db534d
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add GradioModelAdapterhttps://github.com/bioimage-io/core-bioimage-io-python/pull/496/commits/7db534d4261c973689365cceb6b23bde140a9c20
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https://github.com/FynnBe
WIP make meta classes serializablehttps://github.com/bioimage-io/core-bioimage-io-python/pull/496/commits/a9c4c565e1f11654575ea18fa40e5c9b737c7583
a9c4c56https://github.com/bioimage-io/core-bioimage-io-python/pull/496/commits/a9c4c565e1f11654575ea18fa40e5c9b737c7583
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add RemoteGradioPredictionPipelinehttps://github.com/bioimage-io/core-bioimage-io-python/pull/496/commits/13df3fbed88eb6c15928505c150e0f1bce876345
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https://github.com/FynnBe
improved prediction pipeline and model adapter interfaces, added grad…https://github.com/bioimage-io/core-bioimage-io-python/pull/496/commits/bc86b75a1f78405b30f5e68ff2322c8a0a1a6657
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June 16, 2026 12:42https://github.com/bioimage-io/core-bioimage-io-python/pull/496#event-26808459826
https://github.com/FynnBe
support multiple threads in local model adaptershttps://github.com/bioimage-io/core-bioimage-io-python/pull/496/commits/5ca61da8764b0b5548ccf5c7d4ae2c32b9af3633
5ca61dahttps://github.com/bioimage-io/core-bioimage-io-python/pull/496/commits/5ca61da8764b0b5548ccf5c7d4ae2c32b9af3633
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June 17, 2026 11:48https://github.com/bioimage-io/core-bioimage-io-python/pull/496#event-26858222897
https://github.com/FynnBe
explicit ModelAdapter.loadhttps://github.com/bioimage-io/core-bioimage-io-python/pull/496/commits/5d7cbf02094a3cb25c8397b42ad203d3d7f539eb
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June 19, 2026 09:09https://github.com/bioimage-io/core-bioimage-io-python/pull/496#event-26949573316
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June 19, 2026 14:04https://github.com/bioimage-io/core-bioimage-io-python/pull/496#event-26960512519
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update testshttps://github.com/bioimage-io/core-bioimage-io-python/pull/496/commits/8d0bd70770244b78934f349320f86af24690b12a
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June 19, 2026 14:25https://github.com/bioimage-io/core-bioimage-io-python/pull/496#event-26961268030
FynnBehttps://github.com/FynnBe
June 22, 2026 11:55https://github.com/bioimage-io/core-bioimage-io-python/pull/496#commits-pushed-87d0761
https://github.com/FynnBe
report mismatched elements in percent when >= 0.1%https://github.com/bioimage-io/core-bioimage-io-python/pull/496/commits/87d07615bd476c3ce289e49a1889b20981079244
87d0761https://github.com/bioimage-io/core-bioimage-io-python/pull/496/commits/87d07615bd476c3ce289e49a1889b20981079244
https://github.com/FynnBe
refactor evaluate_mismatched_elementshttps://github.com/bioimage-io/core-bioimage-io-python/pull/496/commits/aef1ce10a58b7ab9463822dfe8f4670d4a5db65b
aef1ce1https://github.com/bioimage-io/core-bioimage-io-python/pull/496/commits/aef1ce10a58b7ab9463822dfe8f4670d4a5db65b
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8c28246https://github.com/bioimage-io/core-bioimage-io-python/pull/496/commits/8c28246853f3f0494db6414f1cb8b50963623d2b
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June 22, 2026 14:09https://github.com/bioimage-io/core-bioimage-io-python/pull/496#event-27045574268
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Compare https://github.com/bioimage-io/core-bioimage-io-python/compare/90173980c83fad53ffa09d5126eecd24f6472275..331fa70c807777851fb4a3c36f301980ecfac1ef
June 22, 2026 14:15https://github.com/bioimage-io/core-bioimage-io-python/pull/496#event-27045909812
https://github.com/FynnBe
default to all cuda available devices for pytorchhttps://github.com/bioimage-io/core-bioimage-io-python/pull/496/commits/5fd8ceb7b0637947c1a70a79591c06cad3f65372
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June 22, 2026 14:19https://github.com/bioimage-io/core-bioimage-io-python/pull/496#event-27046111731
https://github.com/FynnBe
try fixed port first, then a free port.https://github.com/bioimage-io/core-bioimage-io-python/pull/496/commits/91105b9163df0c0b8590b096ce21bd0646c10fef
91105b9https://github.com/bioimage-io/core-bioimage-io-python/pull/496/commits/91105b9163df0c0b8590b096ce21bd0646c10fef
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Jun 22, 2026https://github.com/bioimage-io/core-bioimage-io-python/pull/496#issuecomment-4770514243
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