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I have the minimal code below to check that JIT-compiled model outputs match non-JIT ones:
```python
import os
os.environ["KERAS_BACKEND"] = ... # "jax" or "tensorflow"
import numpy as np
im…
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The JIT currently uses LLVM 18. The final release of LLVM 19 is slated for [September 17th](https://discourse.llvm.org/t/llvm-19-1-0-rc4-released/81039). We should update to the latest version.
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### Describe the bug
Whenever I am trying to run my application on the latest TornadoVM build, it only at some occasions throws an error indicating that PTX JIT compilation failed:
```shell
Unab…
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### Suggestion Description
ROCm currently requires ahead-of-time compilation, which results in very large packages with limited hardware support. CUDA, on the other hand, uses just-in-time compilati…
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### Description
I encountered an issue when running JAX with JIT compilation and single vmap on a GPU. The following MWE demonstrates the problem:
```python
import jax
import jax.numpy as jnp
…
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As the combination of shapes and configurations increases, our pip wheel size grows and the compilation time becomes long.
PyTorch supports Just-In-Time compilation of extensions:
https://pytorch.…
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### Description
When doing a lot of JIT compilation in parallel, there seems to be heavy contention surrounding `CEEInfo::reportInliningDecision`. I managed to trigger this through some heavy usage…
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pipeline: runtime-coreclr jitstress-random
job: coreclr windows x86 Checked jitstress_random_1
test: managed/Compilation/Compilation/Compilation.cmd
```
set DOTNET_TieredCompilation=0
set DOTNE…
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The presence of the Unbox nodes in GrallVM IR is causing compilation errors.
There are several examples of such compilation crashes from this discussion https://github.com/beehive-lab/TornadoVM/dis…
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Using OPcache can speed up Matomo quite a bit as it avoids having to interpret the same PHP with every single page request.
Especially now with PHP 8 and JIT compiling (which is implemented as a part…