this flag doesn't make much sense anymore because:
- backends validate given graph/ctx by themselves
- some of them support loading multiple models for a context
```
comparison of integer expressions of different signedness:
‘__wasi_fd_t’ {aka ‘int’} and ‘size_t’ {aka ‘long unsigned int’}
[-Werror=sign-compare]
288 | if (fd >= pt->size)
```
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zephyr: Enable WASI support for file system and sockets on zephyr (#3633)
This work also implements the WASI support on Zephyr.
* Added os_is_* methods for stdin/stdout/stderr. Fixed issues in os_renameat
* Zephyr platform fixes for WASI sockets Addressed numerous of build warnings on Zephyr
* Updated `os_writev` to use `fwrite` for STDOUT/STDERR
* Temporarily reverted change to `writev` to work around an issue.
* Fixes: fstat, fstatat, and unlink
* Add initial support for directories in os_openat. Partial implementation — just avoids a hard fault.
* Directory support WIP. readdir works but I think we have a memory leak somewhere
* Fix: always use standard stream fds. Fix unlinkat and renameat. fd 0, 1, and 2 will always be supplied for standard streams. Unlinkat and renameat work exclusively based on supplied paths.
* Fix: use macro for free()
* Added a temporary workaround for issue identified in PR#4377
* Fixed reference to file descriptor and cleaned up dead/commented code.
Note that some comments haven't been addressed and will be fixed in the
further patches.
Signed-off-by: Stephen Berard <stephen.berard@outlook.com>
Co-authored-by: Lucas Abad <149054121+lucasAbadFr@users.noreply.github.com>
Co-authored-by: Stephen Berard <srberard@users.noreply.github.com>
Co-authored-by: Dan Kouba <dan@atym.io>
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* Add onnxruntime as wasi-nn backend
* remove global context
* put checks under the lock
* tensor type will not support legacy wasi-nn abi
* Manually set the imported target with name space
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for wasi_ephemeral_nn,
* implement u8 input
* stop dealing with quantization.
* wasi-nn doesn't have a concept of quantization or pre/post-processing.
i can't think of any ways to make the backend perform zero-point/scale
processing without risking to break other applications.
* there seems to be applications which just use u8 inputs/outputs for
a quantized model. (see [1] for an example.)
for certain kinds of inputs/outputs, it usually just works.
this commit keeps the legacy wasi_nn logic intact for now.
tested with [1] with [2] applied.
WAMR with this patch:
```
Read graph weights, size in bytes: 3561598
[wasi_nn.c:297 WARNING] load_by_name_with_config() not found
[wasi_nn_tensorflowlite.cpp:272 WARNING] Default encoding is CPU.
Loaded graph into wasi-nn with ID: Graph#0
Read input tensor, size in bytes: 150528
1.) [166](198)Aix galericulata
2.) [34](1)Gallus gallus domesticus
3.) [158](1)Coccothraustes coccothraustes
4.) [778](1)Sitta europaea
5.) [819](1)Anas platyrhynchos
```
wasmedge:
```
Read graph weights, size in bytes: 3561598
Loaded graph into wasi-nn with ID: Graph#0
Read input tensor, size in bytes: 150528
1.) [166](198)Aix galericulata
2.) [34](1)Gallus gallus domesticus
3.) [158](1)Coccothraustes coccothraustes
4.) [778](1)Sitta europaea
5.) [819](1)Anas platyrhynchos
```
and "Aix galericulata" seems like a reasonable classification
of the image to my eyes.
[1] 67f174bab5/tflite-birds_v1-image
[2] https://github.com/second-state/WasmEdge-WASINN-examples/pull/204
Related:
https://github.com/bytecodealliance/wasm-micro-runtime/issues/3555https://github.com/bytecodealliance/wasm-micro-runtime/issues/2611
also, ensure NUL terminations here to simplify backend implementations.
(note that, although names with '\0' in the middle are usually valid
in wasm, wamr doesn't support them in general. we might revisit this
later.)
also, add a missing address validation in load_by_name_with_config.
cf. https://github.com/bytecodealliance/wasm-micro-runtime/issues/4487
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do not return __WASI_ERRNO_xxx error code where 0/-1 is more appropriate.
most of them were not harmful because the value of
__WASI_ERRNO_SUCCESS is 0.
the one with __WASI_ERRNO_NOPROTOOPT in socket() is
a user-visible bug.
tested with wamr-wasi-extensions/samples/socket-tcp-udp.
cf. https://github.com/bytecodealliance/wasm-micro-runtime/issues/4474
as tested by core/iwasm/libraries/wasi-nn/test/test_tensorflow.c,
the legacy "wasi_nn" abi uses the number of fp32 for get_output.
because these backends don't implement the abi, bail out explicitly
in build time.
cf.
https://github.com/bytecodealliance/wasm-micro-runtime/issues/4376