Propose two enhancements:
- Shared heap created from preallocated memory buffer: The user can create a shared heap from a pre-allocated buffer and see that memory region as one large chunk; there's no need to dynamically manage it(malloc/free). The user needs to make sure the native address and size of that memory region are valid.
- Introduce shared heap chain: The user can create a shared heap chain, from the wasm app point of view, it's still a continuous memory region in wasm app's point of view while in the native it can consist of multiple shared heaps (each of which is a continuous memory region). For example, one 500MB shared heap 1 and one 500 MB shared heap 2 form a chain, in Wasm's point of view, it's one 1GB shared heap.
After these enhancements, the data sharing between wasm apps, and between hosts can be more efficient and flexible. Admittedly shared heap management can be more complex for users, but it's similar to the zero-overhead principle. No overhead will be imposed for the users who don't use the shared heap enhancement or don't use the shared heap at all.
* return valid graph and execution context instead of using stack garbage.
(always 0 for now because we don't implement multiple graph/context
for this backend.)
* validate user-given graph and execution context values. reject
invalid ones.
It is reported as "Multiplication result converted to larger type".
And "Multiplication result may overflow 'Type A' before it is
converted to 'Type B'." Type A is a larger type than Type B.
Since the conversion applies after the multiplication, arithmetic
overflow may still occur.
> The rule flags every multiplication of two non-constant integer expressions
> that is (explicitly or implicitly) converted to a larger integer type. The
> conversion is an indication that the expression would produce a result that
> would be too large to fit in the smaller integer type.
* build(deps): Bump github/codeql-action from 3.28.18 to 3.28.19 (#4346)
Bumps [github/codeql-action](https://github.com/github/codeql-action) from 3.28.18 to 3.28.19.
- [Release notes](https://github.com/github/codeql-action/releases)
- [Commits](https://github.com/github/codeql-action/compare/v3.28.18...v3.28.19)
---
updated-dependencies:
- dependency-name: github/codeql-action
dependency-version: 3.28.19
dependency-type: direct:production
update-type: version-update:semver-patch
...
Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
* wasi_socket_ext.c: avoid tls to make this library-friendly (#4338)
* Enable aot memory64 sw bounds checks by default (#4350)
- enable aot memory64 sw bounds checks by default
* build(deps): Bump requests from 2.32.3 to 2.32.4 in /build-scripts (#4349)
Bumps [requests](https://github.com/psf/requests) from 2.32.3 to 2.32.4.
- [Release notes](https://github.com/psf/requests/releases)
- [Changelog](https://github.com/psf/requests/blob/main/HISTORY.md)
- [Commits](https://github.com/psf/requests/compare/v2.32.3...v2.32.4)
---
updated-dependencies:
- dependency-name: requests
dependency-version: 2.32.4
dependency-type: direct:production
...
Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
* wasi_nn_types.h: remove a seemingly stale comment (#4348)
* add heap-type check for GC when ref.null (#4300)
- According to [Link 1](https://webassembly.github.io/gc/core/valid/instructions.html#xref-syntax-instructions-syntax-instr-ref-mathsf-ref-null-mathit-ht), we must ensure that the heap type is valid when ref.null.
- According to [Link 2](https://webassembly.github.io/gc/core/valid/types.html#heap-types), a heap type is considered valid if it is either a concrete heap type or an abstract heap type.
However, in this function, the check for abstract heap types (absheaptype) was clearly missing, so this condition needs to be added explicitly in the if statement.
- When GC is disabled, no change is needed.
- When GC is enabled, heap types in WAMR are LEB-encoded values ([Link 3](https://webassembly.github.io/gc/core/appendix/index-types.html)). Therefore, we must use read_leb_int32 to parse the heap type correctly. And we can compute the original type1 using type1 = (uint8)((int32)0x80 + heap_type);.
* wamr-wasi-extensions: add a cmake package to provide our wasi extension (#4344)
* wasi_ephemeral_nn.h: add a convenience wrapper header
* wamr-wasi-extensions: add a cmake package to provide our wasi extension
the sample app was tested with:
* wasmtime
* iwasm with https://github.com/bytecodealliance/wasm-micro-runtime/pull/4308
currently only contains wasi-nn.
maybe it makes sense to add lib-socket things as well.
cf. https://github.com/bytecodealliance/wasm-micro-runtime/issues/4288
* wasi_nn_openvino.c: remove the tensor layout adjustment logic (#4308)
the logic in question seems like an attempt to work around
some application bugs.
my wild guess is that it was for classification-example.
cf. https://github.com/bytecodealliance/wasmtime/issues/10867
* Update type validation in load_table_import() and load_table() (#4296)
Prevent from value type.
https://webassembly.github.io/spec/core/valid/types.html#table-typeshttps://webassembly.github.io/gc/core/syntax/types.html#reference-types
* Follow #4268 to deprecate wamr_ide-related components (#4341)
refer to: Bypass wamr_ide-related components from the release process. (#4268)
* clean up incompatible running mode checks in test script and ci (#4342)
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
* Update WABT downloads URL (#4357)
Plus, skip unsupported running mode instead quit during wamr compiler
test
* Modify AOT static PGO to conform to llvm-18 and add a CI job to test static PGO on the coremark benchmark (#4345)
* 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
* Collective fix for typos and minor bugs (#4369)
* wasi-nn: fix backend leak on multiple loads (#4366)
cf. https://github.com/bytecodealliance/wasm-micro-runtime/issues/4340
* build(deps): Bump github/codeql-action from 3.28.19 to 3.29.0 (#4371)
Bumps [github/codeql-action](https://github.com/github/codeql-action) from 3.28.19 to 3.29.0.
- [Release notes](https://github.com/github/codeql-action/releases)
- [Commits](https://github.com/github/codeql-action/compare/v3.28.19...v3.29.0)
---
updated-dependencies:
- dependency-name: github/codeql-action
dependency-version: 3.29.0
dependency-type: direct:production
update-type: version-update:semver-minor
...
Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
* add validation for array type in load_init_expr(GC only) (#4370)
* wasi_nn_openvino.c: remove broken xml check (#4365)
`xml.buf[xml.size]` check is broken because it accesses past
the end of the buffer.
anyway, openvino doesn't seem to care the NUL termination.
* wamr-wasi-extensions: add lib-socket things (#4360)
* improve installation steps for wasi-sdk and wabt on Windows (#4359)
* wasi_ephemeral_nn.h: prefix identfiers to avoid too generic names (#4358)
* wasi_nn_openvino.c: add a missing buffer overflow check in get_output (#4353)
cf. https://github.com/bytecodealliance/wasm-micro-runtime/issues/4351
* send an empty/error reply from server (#4362)
Signed-off-by: Su Yihan <yihan.su@intel.com>
* wasi_nn_openvino.c: remove pre/postprocessing and layout assumptions (#4361)
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
* add nn-cli example (#4373)
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
```
* wasi-nn: apply the shared library hack to darwin as well (#4374)
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.
* wasi-nn: don't try to deinit uninitialized backend (#4375)
cf. https://github.com/bytecodealliance/wasm-micro-runtime/issues/4339
* core/iwasm/libraries/wasi-nn/test/build.sh: add a tip for intel mac (#4389)
i keep forgetting this and had to re-investigate it at least twice.
hopefully this can be helpful for others too.
* wasi_nn_tensorflowlite.cpp: reject non-fp32 input earlier (#4388)
this backend assumes fp32 here and there.
it's safer to reject unexpected inputs explicitly.
* Fix several issues related to night-run CI and test scripts. (#4385)
- remove duplicated options
- fix test script
- change ci to use binary
* core/iwasm/libraries/wasi-nn/test: use the correct version of keras (#4383)
* wasi-nn: fix tensor_data abi for wasi_ephemeral_nn (#4379)
it's "(list u8)" in the witx definition.
the new definition matches both of our own host definition
(struct tensor_wasm) and wasmtime.
cf. https://github.com/bytecodealliance/wasm-micro-runtime/issues/4352
* enable WAMR_BUILD_WASI_EPHEMERAL_NN by default (#4381)
cf. https://github.com/bytecodealliance/wasm-micro-runtime/issues/4326
* deprecate legacy WAMR-specific "wasi_nn" module (#4382)
wasi_nn.h: deprecate legacy "wasi_nn"
cf. https://github.com/bytecodealliance/wasm-micro-runtime/issues/4326
* wasi-nn: add minimum serialization on WASINNContext (#4387)
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
* Improve spec test execution by adding retry logic for transient errors (#4393)
* wasi_nn_openvino.c: implement multiple models per instance (#4380)
tested with two models:
```
--load-graph=id=graph1,file=public/license-plate-recognition-barrier-0007/FP32/license-plate-recognition-barrier-0007.xml,file=public/license-plate-recognition-barrier-0007/FP32/license-plate-recognition-barrier-0007.bin \
--load-graph=id=graph2,file=classify/model.xml,file=classify/model.bin \
--init-execution-context=id=exec1,graph-id=graph1 \
--init-execution-context=id=exec2,graph-id=graph2 \
--set-input=context-id=exec1,dim=1,dim=24,dim=94,dim=3,file=out.bin \
--set-input=context-id=exec2,file=classify/banana-3x224x224-bgr.bin,dim=1,dim=3,dim=224,dim=224 \
--compute=context-id=exec1 \
--compute=context-id=exec2 \
--get-output=context-id=exec1,file=exec1-result.bin \
--get-output=context-id=exec2,file=exec2-result.bin
```
a detailed HOWTO: https://github.com/bytecodealliance/wasm-micro-runtime/pull/4380#issuecomment-2986882718
* wamr-wasi-extensions/socket: disable reference-types (#4392)
and add a comment to explain why.
* CI: fix the description of upload_url (#4407)
* wasi-nn: fix context lifetime issues (#4396)
* wasi-nn: fix context lifetime issues
use the module instance context api instead of trying to roll
our own with a hashmap. this fixes context lifetime problems mentioned in
https://github.com/bytecodealliance/wasm-micro-runtime/issues/4313.
namely,
* wasi-nn resources will be freed earlier now. before this change,
they used to be kept until the runtime shutdown. (wasm_runtime_destroy)
after this change, they will be freed together with the associated
instances.
* wasm_module_inst_t pointer uniqueness assumption (which is wrong
after wasm_runtime_deinstantiate) was lifted.
as a side effect, this change also makes a context shared among threads
within a cluster. note that this is a user-visible api/abi breaking change.
before this change, wasi-nn "handles" like wasi_ephemeral_nn_graph were
thread-local. after this change, they are shared among threads within
a cluster, similarly to wasi file descriptors. spec-wise, either behavior
should be ok simply because wasi officially doesn't have threads yet.
althogh i feel the latter semantics is more intuitive, if your application
depends on the thread-local behavior, this change breaks your application.
tested with wamr-wasi-extensions/samples/nn-cli, modified to
call each wasi-nn operations on different threads. (if you are
interested, you can find the modification at
https://github.com/yamt/wasm-micro-runtime/tree/yamt-nn-wip-20250619.)
cf.
https://github.com/bytecodealliance/wasm-micro-runtime/issues/4313https://github.com/bytecodealliance/wasm-micro-runtime/issues/2430
* runtime_lib.cmake: enable WAMR_BUILD_MODULE_INST_CONTEXT for wasi-nn
as we do for wasi (WAMR_BUILD_LIBC_WASI)
* wasi_nn_tensorflowlite.cpp: fix get_output return size (#4390)
it should be byte size, not the number of (fp32) values.
i'm ambivalent about how to deal with the compatibility for
the legacy wamr-specific "wasi_nn". for now, i avoided changing it.
(so that existing tests using the legacy abi, namely test_tensorflow.c
and test_tensorflow_quantized.c, passes as they are.)
if we have any users who still want to use the legacy abi,
i suppose they consider the compatibility is more important
than the consistency with other backends.
cf. https://github.com/bytecodealliance/wasm-micro-runtime/issues/4376
* Refactor copy callstack feature (#4401)
- Change `WAMR_ENABLE_COPY_CALLSTACK` to `WAMR_BUILD_COPY_CALL_STACK`, as
`WAMR_BUILD` is the prefix for a command line option.
- Change `WAMR_ENABLE_COPY_CALLSTACK` to `WASM_ENABLE_COPY_CALL_STACK`, as
`WASM_ENABLE` is the prefix for a macro in the source code.
- Change `CALLSTACK` to `CALL_STACK` to align with the existing
`DUMP_CALL_STACK` feature.
- Continue using `WASMCApiFrame` instead of `wasm_frame_t` outside of
*wasm_c_api.xxx* to avoid a typedef redefinition warning, which is
identified by Clang.
* loader: add type index checking (#4402)
* Fix handling of non-nullable global_type during global import (#4408)
* wasi_nn_llamacpp.c: make this compilable (#4403)
* fix bug in bh_vector when extending (#4414)
* Collective fix (#4413)
* Fix vector growth check and typos in core (#9)
* Fix resource cleanup in memory and running modes tests (#10)
* Add end of file empty line in wasm_running_modes_test.cc
* wasi-nn: make the host use the wasi_ephemeral_nn version of tensor_data (#4411)
the motivations:
* make the actual input size available to the backends.
(currently the backends have to make a guess from shape/type.)
* make the host logic look a bit similar to wasi_ephemeral_nn.
this is a backend api/abi change.
* wasi_nn_llamacpp.c: fix buffer overruns in set_input (#4420)
note: for some reasons, wasmedge seems to ignore type/dimensions
for the input of ggml. some user code relies on it.
cf. https://github.com/second-state/WasmEdge-WASINN-examples/issues/196
note: despite the comment in our code, the input doesn't seem
nul-terminated.
* wasi_nn_llamacpp.c: remove an unused variable (#4415)
* Fix few shadow warnings (#4409)
- declaration of ‘memidx’ shadows a previous local
- declaration of ‘count’ shadows a previous local
* CI: build wamr-wasi-extensions (#4394)
* wamr-wasi-extensions: separate test scripts
also, allow to specify the prefix directory.
for the convenience of the CI.
* CI: build wamr-wasi-extensions
fragments are copied from compilation_on_macos.yml.
(thus intel copyright notice)
* wasi_nn_openvino.c: fix a debug build (#4416)
after "wasi_nn_openvino.c: implement multiple models per instance" change.
(https://github.com/bytecodealliance/wasm-micro-runtime/pull/4380)
* loader: fix a potential overflow issue (#4427)
* CI: revert SGX retry attempts (#4421)
* Revert "Improve spec test execution by adding retry logic for transient errors (#4393)"
This reverts commit 64cafaff1e.
* Revert "Add error handling for sgx ci (#4222)"
This reverts commit 8ad47897d1.
* implement extended const expr (#4318)
* add a toggle to enable extended const on wamrc (#4412)
---------
Signed-off-by: dependabot[bot] <support@github.com>
Signed-off-by: Su Yihan <yihan.su@intel.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
Co-authored-by: YAMAMOTO Takashi <yamamoto@midokura.com>
Co-authored-by: TianlongLiang <111852609+TianlongLiang@users.noreply.github.com>
Co-authored-by: Liu Jia <jia3.liu@intel.com>
Co-authored-by: liang.he <liang.he@intel.com>
Co-authored-by: Su Yihan <yihan.su@intel.com>
* Revert "Improve spec test execution by adding retry logic for transient errors (#4393)"
This reverts commit 64cafaff1e.
* Revert "Add error handling for sgx ci (#4222)"
This reverts commit 8ad47897d1.
* wamr-wasi-extensions: separate test scripts
also, allow to specify the prefix directory.
for the convenience of the CI.
* CI: build wamr-wasi-extensions
fragments are copied from compilation_on_macos.yml.
(thus intel copyright notice)
the motivations:
* make the actual input size available to the backends.
(currently the backends have to make a guess from shape/type.)
* make the host logic look a bit similar to wasi_ephemeral_nn.
this is a backend api/abi change.
* Fix vector growth check and typos in core (#9)
* Fix resource cleanup in memory and running modes tests (#10)
* Add end of file empty line in wasm_running_modes_test.cc
- Change `WAMR_ENABLE_COPY_CALLSTACK` to `WAMR_BUILD_COPY_CALL_STACK`, as
`WAMR_BUILD` is the prefix for a command line option.
- Change `WAMR_ENABLE_COPY_CALLSTACK` to `WASM_ENABLE_COPY_CALL_STACK`, as
`WASM_ENABLE` is the prefix for a macro in the source code.
- Change `CALLSTACK` to `CALL_STACK` to align with the existing
`DUMP_CALL_STACK` feature.
- Continue using `WASMCApiFrame` instead of `wasm_frame_t` outside of
*wasm_c_api.xxx* to avoid a typedef redefinition warning, which is
identified by Clang.
it should be byte size, not the number of (fp32) values.
i'm ambivalent about how to deal with the compatibility for
the legacy wamr-specific "wasi_nn". for now, i avoided changing it.
(so that existing tests using the legacy abi, namely test_tensorflow.c
and test_tensorflow_quantized.c, passes as they are.)
if we have any users who still want to use the legacy abi,
i suppose they consider the compatibility is more important
than the consistency with other backends.
cf. https://github.com/bytecodealliance/wasm-micro-runtime/issues/4376
* wasi-nn: fix context lifetime issues
use the module instance context api instead of trying to roll
our own with a hashmap. this fixes context lifetime problems mentioned in
https://github.com/bytecodealliance/wasm-micro-runtime/issues/4313.
namely,
* wasi-nn resources will be freed earlier now. before this change,
they used to be kept until the runtime shutdown. (wasm_runtime_destroy)
after this change, they will be freed together with the associated
instances.
* wasm_module_inst_t pointer uniqueness assumption (which is wrong
after wasm_runtime_deinstantiate) was lifted.
as a side effect, this change also makes a context shared among threads
within a cluster. note that this is a user-visible api/abi breaking change.
before this change, wasi-nn "handles" like wasi_ephemeral_nn_graph were
thread-local. after this change, they are shared among threads within
a cluster, similarly to wasi file descriptors. spec-wise, either behavior
should be ok simply because wasi officially doesn't have threads yet.
althogh i feel the latter semantics is more intuitive, if your application
depends on the thread-local behavior, this change breaks your application.
tested with wamr-wasi-extensions/samples/nn-cli, modified to
call each wasi-nn operations on different threads. (if you are
interested, you can find the modification at
https://github.com/yamt/wasm-micro-runtime/tree/yamt-nn-wip-20250619.)
cf.
https://github.com/bytecodealliance/wasm-micro-runtime/issues/4313https://github.com/bytecodealliance/wasm-micro-runtime/issues/2430
* runtime_lib.cmake: enable WAMR_BUILD_MODULE_INST_CONTEXT for wasi-nn
as we do for wasi (WAMR_BUILD_LIBC_WASI)
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
compilation on macos / build_samples_wasm_c_api (${{ needs.build_llvm_libraries_on_intel_macos.outputs.cache_key }}, $AOT_BUILD_OPTIONS, macos-13) (push) Has been cancelled
compilation on macos / build_samples_wasm_c_api (${{ needs.build_llvm_libraries_on_intel_macos.outputs.cache_key }}, $CLASSIC_INTERP_BUILD_OPTIONS, macos-13) (push) Has been cancelled
compilation on macos / build_samples_wasm_c_api (${{ needs.build_llvm_libraries_on_intel_macos.outputs.cache_key }}, $FAST_INTERP_BUILD_OPTIONS, macos-13) (push) Has been cancelled
compilation on macos / build_samples_wasm_c_api (${{ needs.build_llvm_libraries_on_intel_macos.outputs.cache_key }}, $FAST_JIT_BUILD_OPTIONS, macos-13) (push) Has been cancelled
compilation on macos / build_samples_wasm_c_api (${{ needs.build_llvm_libraries_on_intel_macos.outputs.cache_key }}, $LLVM_EAGER_JIT_BUILD_OPTIONS, macos-13) (push) Has been cancelled
compilation on macos / build_samples_wasm_c_api (${{ needs.build_llvm_libraries_on_intel_macos.outputs.cache_key }}, $LLVM_LAZY_JIT_BUILD_OPTIONS, macos-13) (push) Has been cancelled
compilation on macos / build_samples_wasm_c_api (${{ needs.build_llvm_libraries_on_intel_macos.outputs.cache_key }}, $MULTI_TIER_JIT_BUILD_OPTIONS, macos-13) (push) Has been cancelled
compilation on SGX / spec_test_default (${{ needs.build_llvm_libraries.outputs.cache_key }}, ubuntu-22.04, aot, $DEFAULT_TEST_OPTIONS) (push) Has been cancelled
compilation on SGX / spec_test_default (${{ needs.build_llvm_libraries.outputs.cache_key }}, ubuntu-22.04, aot, $SIMD_TEST_OPTIONS) (push) Has been cancelled
compilation on SGX / spec_test_default (${{ needs.build_llvm_libraries.outputs.cache_key }}, ubuntu-22.04, aot, $XIP_TEST_OPTIONS) (push) Has been cancelled
compilation on SGX / spec_test_default (${{ needs.build_llvm_libraries.outputs.cache_key }}, ubuntu-22.04, classic-interp, $DEFAULT_TEST_OPTIONS) (push) Has been cancelled
compilation on SGX / spec_test_default (${{ needs.build_llvm_libraries.outputs.cache_key }}, ubuntu-22.04, fast-jit, $DEFAULT_TEST_OPTIONS) (push) Has been cancelled
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
```
