currently this is not necessary because context (WASINNContext) is
local to instance. (wasm_module_instance_t)
i plan to make a context shared among instances in a cluster when
fixing https://github.com/bytecodealliance/wasm-micro-runtime/issues/4313.
this is a preparation for that direction.
an obvious alternative is to tweak the module instance context APIs
to allow declaring some kind of contexts instance-local. but i feel,
in this particular case, it's more natural to make "wasi-nn handles"
shared among threads within a "process".
note that, spec-wise, how wasi-nn behaves wrt threads is not defined
at all because wasi officially doesn't have threads yet. i suppose, at
this point, that how wasi-nn interacts with wasi-threads is something
we need to define by ourselves, especially when we are using an outdated
wasi-nn version.
with this change, if a thread attempts to access a context while
another thread is using it, we simply make the operation fail with
the "busy" error. this is intended for the mimimum serialization to
avoid problems like crashes/leaks/etc. this is not intended to allow
parallelism or such.
no functional changes are intended at this point yet.
cf.
https://github.com/bytecodealliance/wasm-micro-runtime/issues/4313https://github.com/bytecodealliance/wasm-micro-runtime/issues/2430
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copied from the linux version.
i'm a bit skeptical with this workaround though.
it might be simpler to prohibit the use of wamr api in these
shared libraries. after all, what these libraries do is nothing
specific to wasm.
an example application with flexible cli options which
aims to allow us to perform any wasi-nn operations.
eg.
```
--load-graph=file=fixture/model.xml,file=fixture/model.bin,id=graph
--init-execution-context=graph-id=graph,id=ctx
--set-input=file=fixture/tensor.bgr,context-id=ctx,dim=1,dim=3,dim=224,dim=224
--compute=context-id=ctx
--get-output=context-id=ctx,file=output.bin
```
as wasi-nn doesn't have these concepts, the best we can do without
risking breaking certain applications here is to pass through tensors
as they are.
this matches wasmtime's behavior.
tested with:
* wasmtime classification-example
(with this change, this example fails on tensor size mismatch
instead of implicitly resizing it.)
* license-plate-recognition-barrier-0007, a converted version
with non-fp32 output. [1]
(with this change, this model outputs integers as expected.)
[1] cd7ebe313b/models/public/license-plate-recognition-barrier-0007
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* static PGO compatible with llvm18 and add CI job to test static PGO on coremark benchmark
* update comments and warning info, bitmaps section in llvm profdata shouldn't be used in PGO
Rearrange the content of do_execute_in_running_mode() in alphabetical
order.
Add an incompatible check for x86_32. Now, all belows will be bypassed:
- jit, fast-jit, multi-tier-jit
- memory64
- multi-memory
- simd
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- wasi_nn.h: make this compatible with wasi_ephemeral_nn
cf. https://github.com/bytecodealliance/wasm-micro-runtime/issues/4323
- fix WASM_ENABLE_WASI_EPHEMERAL_NN build
this structure is used by host logic as well.
ideally definitions for wasm and host should be separated.
until it happens, check __wasm__ to avoid the breakage.
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* this enum is (@witx tag u8) in witx
* it seems that some wasm modules actually use non-zero padding
and cause errors
* it's a bad practice to use C enum for ABI description anyway