Commit Graph

77 Commits

Author SHA1 Message Date
YAMAMOTO Takashi
ee056d8076
wasi_nn_llamacpp.c: validate input tensor type/dimensions (#4442) 2025-07-03 10:17:19 +08:00
YAMAMOTO Takashi
da6019f749
wasi_nn_llamacpp.c: reject invalid graph and execution context (#4422)
* 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.
2025-07-01 19:31:00 +08:00
YAMAMOTO Takashi
ebf1404ad1
wasi_nn_openvino.c: avoid self-assignment warning (#4434) 2025-07-01 19:19:36 +08:00
YAMAMOTO Takashi
38fe056cc6
wasi-nn: reduce code duplication a bit (#4433) 2025-07-01 10:37:12 +08:00
YAMAMOTO Takashi
7a6a6a39e9
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)
2025-06-30 12:57:44 +08:00
YAMAMOTO Takashi
8ed89e2ab2
wasi_nn_llamacpp.c: remove an unused variable (#4415) 2025-06-27 11:55:08 +08:00
YAMAMOTO Takashi
d6876f1e9f
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.
2025-06-27 11:51:03 +08:00
YAMAMOTO Takashi
2372a472aa
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.
2025-06-27 07:41:42 +08:00
YAMAMOTO Takashi
a7aae9d2cc
wasi_nn_llamacpp.c: make this compilable (#4403) 2025-06-26 07:05:45 +08:00
YAMAMOTO Takashi
8289452abb
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
2025-06-24 20:38:19 +08:00
YAMAMOTO Takashi
70c39bae77
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/4313
https://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)
2025-06-24 20:37:56 +08:00
YAMAMOTO Takashi
f449b79a31
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
2025-06-20 15:50:29 +08:00
YAMAMOTO Takashi
ea408ab6c0
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/4313
https://github.com/bytecodealliance/wasm-micro-runtime/issues/2430
2025-06-20 09:48:55 +08:00
YAMAMOTO Takashi
71c07f3e4e
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
2025-06-19 14:32:26 +08:00
YAMAMOTO Takashi
aa53d648fa
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
2025-06-19 14:18:36 +08:00
YAMAMOTO Takashi
a29f3943ef
core/iwasm/libraries/wasi-nn/test: use the correct version of keras (#4383) 2025-06-18 19:24:06 +08:00
YAMAMOTO Takashi
db7714f0f5
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.
2025-06-18 19:08:57 +08:00
YAMAMOTO Takashi
4bf799c3af
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.
2025-06-18 19:06:57 +08:00
YAMAMOTO Takashi
cba9001749
wasi-nn: don't try to deinit uninitialized backend (#4375)
Some checks failed
compilation on macos / build_iwasm (${{ needs.build_llvm_libraries_on_intel_macos.outputs.cache_key }}, -DWAMR_DISABLE_HW_BOUND_CHECK=1, $FAST_INTERP_BUILD_OPTIONS, macos-13, darwin) (push) Has been cancelled
compilation on macos / build_iwasm (${{ needs.build_llvm_libraries_on_intel_macos.outputs.cache_key }}, -DWAMR_DISABLE_HW_BOUND_CHECK=1, $LLVM_EAGER_JIT_BUILD_OPTIONS, macos-13, darwin) (push) Has been cancelled
compilation on macos / build_iwasm (${{ needs.build_llvm_libraries_on_intel_macos.outputs.cache_key }}, -DWAMR_DISABLE_HW_BOUND_CHECK=1, $LLVM_LAZY_JIT_BUILD_OPTIONS, macos-13, darwin) (push) Has been cancelled
compilation on macos / build_samples_wasm_c_api (${{ 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 }}, $MULTI_TIER_JIT_BUILD_OPTIONS, macos-13) (push) Has been cancelled
compilation on macos / build_samples_others (${{ needs.build_llvm_libraries_on_arm_macos.outputs.cache_key }}, macos-14) (push) Has been cancelled
compilation on macos / build_samples_others (${{ needs.build_llvm_libraries_on_intel_macos.outputs.cache_key }}, macos-13) (push) Has been cancelled
compilation on SGX / run_samples_file (-DWAMR_BUILD_SGX_IPFS=1, $AOT_BUILD_OPTIONS, ${{ needs.build_llvm_libraries.outputs.cache_key }}, ubuntu-22.04, linux-sgx) (push) Has been cancelled
compilation on SGX / run_samples_file (-DWAMR_BUILD_SGX_IPFS=1, $CLASSIC_INTERP_BUILD_OPTIONS, ${{ needs.build_llvm_libraries.outputs.cache_key }}, ubuntu-22.04, linux-sgx) (push) Has been cancelled
compilation on SGX / run_samples_file (-DWAMR_BUILD_SGX_IPFS=1, $FAST_INTERP_BUILD_OPTIONS, ${{ needs.build_llvm_libraries.outputs.cache_key }}, ubuntu-22.04, linux-sgx) (push) Has been cancelled
compilation on SGX / run_samples_file (-DWAMR_BUILD_SGX_IPFS=1, $FAST_JIT_BUILD_OPTIONS, ${{ needs.build_llvm_libraries.outputs.cache_key }}, ubuntu-22.04, linux-sgx) (push) Has been cancelled
compilation on SGX / spec_test_default (${{ 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, $DEFAULT_TEST_OPTIONS) (push) Has been cancelled
compilation on windows-latest / build_wamrc (${{ needs.build_llvm_libraries_on_windows.outputs.cache_key }}, windows-latest) (push) Has been cancelled
compilation on windows-latest / test (classic-interp, $DEFAULT_TEST_OPTIONS) (push) Has been cancelled
compilation on windows-latest / test (classic-interp, $MULTI_MODULES_TEST_OPTIONS) (push) Has been cancelled
compilation on windows-latest / test (classic-interp, $THREADS_TEST_OPTIONS) (push) Has been cancelled
compilation on windows-latest / test (classic-interp, $WASI_TEST_OPTIONS) (push) Has been cancelled
compilation on windows-latest / test (fast-interp, $DEFAULT_TEST_OPTIONS) (push) Has been cancelled
compilation on windows-latest / test (fast-interp, $MULTI_MODULES_TEST_OPTIONS) (push) Has been cancelled
compilation on windows-latest / test (fast-interp, $THREADS_TEST_OPTIONS) (push) Has been cancelled
compilation on windows-latest / test (fast-interp, $WASI_TEST_OPTIONS) (push) Has been cancelled
cf. https://github.com/bytecodealliance/wasm-micro-runtime/issues/4339
2025-06-17 17:40:53 +08:00
YAMAMOTO Takashi
c9b8c16088
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
2025-06-17 13:01:46 +08:00
YAMAMOTO Takashi
2f0750a6fe
wasi_nn_openvino.c: add a missing buffer overflow check in get_output (#4353)
cf. https://github.com/bytecodealliance/wasm-micro-runtime/issues/4351
2025-06-17 11:17:00 +08:00
YAMAMOTO Takashi
20be1d33fe
wasi_ephemeral_nn.h: prefix identfiers to avoid too generic names (#4358) 2025-06-17 11:15:01 +08:00
YAMAMOTO Takashi
745da82cd6
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.
2025-06-17 11:02:36 +08:00
YAMAMOTO Takashi
0d001c4c38
wasi-nn: fix backend leak on multiple loads (#4366)
cf. https://github.com/bytecodealliance/wasm-micro-runtime/issues/4340
2025-06-17 11:01:07 +08:00
YAMAMOTO Takashi
5478d267f4
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
2025-06-12 09:34:14 +08:00
YAMAMOTO Takashi
3a087c4244
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
2025-06-12 09:33:25 +08:00
YAMAMOTO Takashi
c932597057
wasi_nn_types.h: remove a seemingly stale comment (#4348) 2025-06-12 09:29:59 +08:00
YAMAMOTO Takashi
ea5757f1d7
wasi-nn: do not assign wasi_nn_ctx->backend multiple times (#4329)
Some checks failed
compilation on macos / build_iwasm (${{ needs.build_llvm_libraries_on_intel_macos.outputs.cache_key }}, -DWAMR_DISABLE_HW_BOUND_CHECK=1, $FAST_INTERP_BUILD_OPTIONS, macos-13, darwin) (push) Has been cancelled
compilation on macos / build_iwasm (${{ needs.build_llvm_libraries_on_intel_macos.outputs.cache_key }}, -DWAMR_DISABLE_HW_BOUND_CHECK=1, $LLVM_EAGER_JIT_BUILD_OPTIONS, macos-13, darwin) (push) Has been cancelled
compilation on macos / build_iwasm (${{ needs.build_llvm_libraries_on_intel_macos.outputs.cache_key }}, -DWAMR_DISABLE_HW_BOUND_CHECK=1, $LLVM_LAZY_JIT_BUILD_OPTIONS, macos-13, darwin) (push) Has been cancelled
compilation on macos / build_samples_wasm_c_api (${{ 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 }}, $MULTI_TIER_JIT_BUILD_OPTIONS, macos-13) (push) Has been cancelled
compilation on macos / build_samples_others (${{ needs.build_llvm_libraries_on_arm_macos.outputs.cache_key }}, macos-14) (push) Has been cancelled
compilation on macos / build_samples_others (${{ needs.build_llvm_libraries_on_intel_macos.outputs.cache_key }}, macos-13) (push) Has been cancelled
compilation on SGX / run_samples_file (-DWAMR_BUILD_SGX_IPFS=1, $AOT_BUILD_OPTIONS, ${{ needs.build_llvm_libraries.outputs.cache_key }}, ubuntu-22.04, linux-sgx) (push) Has been cancelled
compilation on SGX / run_samples_file (-DWAMR_BUILD_SGX_IPFS=1, $CLASSIC_INTERP_BUILD_OPTIONS, ${{ needs.build_llvm_libraries.outputs.cache_key }}, ubuntu-22.04, linux-sgx) (push) Has been cancelled
compilation on SGX / run_samples_file (-DWAMR_BUILD_SGX_IPFS=1, $FAST_INTERP_BUILD_OPTIONS, ${{ needs.build_llvm_libraries.outputs.cache_key }}, ubuntu-22.04, linux-sgx) (push) Has been cancelled
compilation on SGX / run_samples_file (-DWAMR_BUILD_SGX_IPFS=1, $FAST_JIT_BUILD_OPTIONS, ${{ needs.build_llvm_libraries.outputs.cache_key }}, ubuntu-22.04, linux-sgx) (push) Has been cancelled
compilation on SGX / spec_test_default (${{ 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, $DEFAULT_TEST_OPTIONS) (push) Has been cancelled
compilation on windows-latest / build_wamrc (${{ needs.build_llvm_libraries_on_windows.outputs.cache_key }}, windows-latest) (push) Has been cancelled
compilation on windows-latest / test (classic-interp, $DEFAULT_TEST_OPTIONS) (push) Has been cancelled
compilation on windows-latest / test (classic-interp, $MULTI_MODULES_TEST_OPTIONS) (push) Has been cancelled
compilation on windows-latest / test (classic-interp, $THREADS_TEST_OPTIONS) (push) Has been cancelled
compilation on windows-latest / test (classic-interp, $WASI_TEST_OPTIONS) (push) Has been cancelled
compilation on windows-latest / test (fast-interp, $DEFAULT_TEST_OPTIONS) (push) Has been cancelled
compilation on windows-latest / test (fast-interp, $MULTI_MODULES_TEST_OPTIONS) (push) Has been cancelled
compilation on windows-latest / test (fast-interp, $THREADS_TEST_OPTIONS) (push) Has been cancelled
compilation on windows-latest / test (fast-interp, $WASI_TEST_OPTIONS) (push) Has been cancelled
2025-06-09 11:36:31 +08:00
YAMAMOTO Takashi
4d6b8dcd5d
wasi_nn.h: make this compatible with wasi_ephemeral_nn (#4330)
- 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.
2025-06-09 11:36:05 +08:00
YAMAMOTO Takashi
933f8124b0
wasi-nn: fix the size of tensor->type (#4333)
Some checks failed
compilation on macos / build_iwasm (${{ needs.build_llvm_libraries_on_intel_macos.outputs.cache_key }}, -DWAMR_DISABLE_HW_BOUND_CHECK=1, $FAST_INTERP_BUILD_OPTIONS, macos-13, darwin) (push) Has been cancelled
compilation on macos / build_iwasm (${{ needs.build_llvm_libraries_on_intel_macos.outputs.cache_key }}, -DWAMR_DISABLE_HW_BOUND_CHECK=1, $LLVM_EAGER_JIT_BUILD_OPTIONS, macos-13, darwin) (push) Has been cancelled
compilation on macos / build_iwasm (${{ needs.build_llvm_libraries_on_intel_macos.outputs.cache_key }}, -DWAMR_DISABLE_HW_BOUND_CHECK=1, $LLVM_LAZY_JIT_BUILD_OPTIONS, macos-13, darwin) (push) Has been cancelled
compilation on macos / build_samples_wasm_c_api (${{ 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 }}, $MULTI_TIER_JIT_BUILD_OPTIONS, macos-13) (push) Has been cancelled
compilation on macos / build_samples_others (${{ needs.build_llvm_libraries_on_arm_macos.outputs.cache_key }}, macos-14) (push) Has been cancelled
compilation on macos / build_samples_others (${{ needs.build_llvm_libraries_on_intel_macos.outputs.cache_key }}, macos-13) (push) Has been cancelled
compilation on SGX / run_samples_file (-DWAMR_BUILD_SGX_IPFS=1, $AOT_BUILD_OPTIONS, ${{ needs.build_llvm_libraries.outputs.cache_key }}, ubuntu-22.04, linux-sgx) (push) Has been cancelled
compilation on SGX / run_samples_file (-DWAMR_BUILD_SGX_IPFS=1, $CLASSIC_INTERP_BUILD_OPTIONS, ${{ needs.build_llvm_libraries.outputs.cache_key }}, ubuntu-22.04, linux-sgx) (push) Has been cancelled
compilation on SGX / run_samples_file (-DWAMR_BUILD_SGX_IPFS=1, $FAST_INTERP_BUILD_OPTIONS, ${{ needs.build_llvm_libraries.outputs.cache_key }}, ubuntu-22.04, linux-sgx) (push) Has been cancelled
compilation on SGX / run_samples_file (-DWAMR_BUILD_SGX_IPFS=1, $FAST_JIT_BUILD_OPTIONS, ${{ needs.build_llvm_libraries.outputs.cache_key }}, ubuntu-22.04, linux-sgx) (push) Has been cancelled
compilation on SGX / spec_test_default (${{ 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, $DEFAULT_TEST_OPTIONS) (push) Has been cancelled
compilation on windows-latest / build_wamrc (${{ needs.build_llvm_libraries_on_windows.outputs.cache_key }}, windows-latest) (push) Has been cancelled
compilation on windows-latest / test (classic-interp, $DEFAULT_TEST_OPTIONS) (push) Has been cancelled
compilation on windows-latest / test (classic-interp, $MULTI_MODULES_TEST_OPTIONS) (push) Has been cancelled
compilation on windows-latest / test (classic-interp, $THREADS_TEST_OPTIONS) (push) Has been cancelled
compilation on windows-latest / test (classic-interp, $WASI_TEST_OPTIONS) (push) Has been cancelled
compilation on windows-latest / test (fast-interp, $DEFAULT_TEST_OPTIONS) (push) Has been cancelled
compilation on windows-latest / test (fast-interp, $MULTI_MODULES_TEST_OPTIONS) (push) Has been cancelled
compilation on windows-latest / test (fast-interp, $THREADS_TEST_OPTIONS) (push) Has been cancelled
compilation on windows-latest / test (fast-interp, $WASI_TEST_OPTIONS) (push) Has been cancelled
* 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
2025-06-06 15:08:18 +08:00
YAMAMOTO Takashi
769d16eaab
wasi-nn: move some host-only things out of wasi_nn_types.h (#4334)
cf. https://github.com/bytecodealliance/wasm-micro-runtime/issues/4324
2025-06-06 15:07:29 +08:00
YAMAMOTO Takashi
79cb4366ae
wasi-nn: remove unused wasi_nn_dump_tensor_dimension prototype (#4325) 2025-06-05 09:48:28 +08:00
YAMAMOTO Takashi
b20ebc2724
wasi_nn.h: add import_name attribute (#4328)
this would fix undefined symbol errors by making it clear
these functions are imported.

references:
e2c698c7e8/llvm/lib/MC/WasmObjectWriter.cpp (L1798-L1799)
e2c698c7e8/llvm/lib/Object/WasmObjectFile.cpp (L749-L752)
e2c698c7e8/lld/wasm/Symbols.cpp (L203)
e2c698c7e8/lld/wasm/Relocations.cpp (L36-L40)
2025-06-05 09:48:00 +08:00
YAMAMOTO Takashi
85efe08431
wasi-nn: protect the backend lookup table with a lock (#4319)
this would avoid potential issues when multiple instances happen to
make an attempt to load a backend at the same time.

Fixes: https://github.com/bytecodealliance/wasm-micro-runtime/issues/4314
2025-06-05 09:19:46 +08:00
YAMAMOTO Takashi
6a00874f2f
wasi_nn_openvino.c: make this buildable (#4305) 2025-06-03 13:28:13 +08:00
YAMAMOTO Takashi
61cb97221e
wasi-nn: fix shared library filenames for macOS (#4306)
tested with openvino
2025-06-03 13:23:19 +08:00
YAMAMOTO Takashi
ae6e490ad5
fix wasi-nn abi definitions (#4307)
sync with a more appropriate version of the definitions.

as we use the "wasi_ephemeral_nn", which is p1-based, it seems
more appropriate to use definitions from witx, not wit.

it's a bit unfortunate p2-based wasi-nn made gratuitous changes
like this from p1.

note: this is an ABI change.
2025-06-03 13:22:48 +08:00
YAMAMOTO Takashi
16c46751ac
wasi-nn: remove "backends" argument from detect_and_load_backend() (#4309)
it seems meaningless and quite confusing to access a table with
two aliases ("lookup" and "backends") within a function.

no functional changes are intended.
2025-06-03 13:22:27 +08:00
YAMAMOTO Takashi
1c12a32066
wasi_nn_openvino.c: fix a few printf formats (#4310) 2025-06-03 13:21:32 +08:00
hongxia
aa1ff778b9
add load_by_name in wasi-nn (#4298) 2025-06-03 06:26:58 +08:00
hongxia
3ab9f84026
Dockerfile.vx-delegate build error fix (#4273)
- specify tensorflow version & bugfix
2025-05-28 20:29:41 +08:00
liang.he
d085d1ccf7
Keep fix the CMake compatibility issue (#4180)
```
CMake Error at CMakeLists.txt:4 (cmake_minimum_required):
  Compatibility with CMake < 3.5 has been removed from CMake.

  Update the VERSION argument <min> value.  Or, use the <min>...<max> syntax
  to tell CMake that the project requires at least <min> but has been updated
  to work with policies introduced by <max> or earlier.

  Or, add -DCMAKE_POLICY_VERSION_MINIMUM=3.5 to try configuring anyway.
```
2025-04-15 12:51:19 +08:00
liang.he
2a2632444b
Refactor Dockerfile and update .dockerignore for wasi-nn tests; adjust map-dir parameters in smoke test script (#4158) 2025-04-10 11:59:59 +08:00
Zhen Kong
dde6477fa5 Fix iwasm build error when WAMR_BUILD_WASI_NN enabled
A recent change on ./product-mini/platforms/linux/CMakeLists.txt renamed
libiwasm to vmlib, but wasi-nn.cmake still wants to link libiwasm.so.
Replace libiwasm with vmlib in wasi-nn.cmake to resolve iwasm build error
when WAMR_BUILD_WASI_NN enabled.
2025-03-13 17:08:22 +00:00
Huang Qi
412631ac13
fix: correct typos and improve comments across multiple files by codespell (#4116)
Signed-off-by: Huang Qi <huangqi3@xiaomi.com>
2025-03-07 08:21:54 +08:00
Marcin Kolny
b2c7cb2375
Use wasm32-wasip1 instead of wasm32-wasi target for rust code (#4057)
Some checks failed
compilation on SGX / run_samples_file (-DWAMR_BUILD_SGX_IPFS=1, $AOT_BUILD_OPTIONS, ${{ needs.build_llvm_libraries.outputs.cache_key }}, ubuntu-20.04, linux-sgx, https://github.com/WebAssembly/wabt/releases/download/1.0.31/wabt-1.0.31-ubuntu.tar.gz, https://github.com/WebA… (push) Blocked by required conditions
compilation on SGX / run_samples_file (-DWAMR_BUILD_SGX_IPFS=1, $CLASSIC_INTERP_BUILD_OPTIONS, ${{ needs.build_llvm_libraries.outputs.cache_key }}, ubuntu-20.04, linux-sgx, https://github.com/WebAssembly/wabt/releases/download/1.0.31/wabt-1.0.31-ubuntu.tar.gz, https://gith… (push) Blocked by required conditions
compilation on SGX / run_samples_file (-DWAMR_BUILD_SGX_IPFS=1, $FAST_INTERP_BUILD_OPTIONS, ${{ needs.build_llvm_libraries.outputs.cache_key }}, ubuntu-20.04, linux-sgx, https://github.com/WebAssembly/wabt/releases/download/1.0.31/wabt-1.0.31-ubuntu.tar.gz, https://github.… (push) Blocked by required conditions
compilation on SGX / run_samples_file (-DWAMR_BUILD_SGX_IPFS=1, $FAST_JIT_BUILD_OPTIONS, ${{ needs.build_llvm_libraries.outputs.cache_key }}, ubuntu-20.04, linux-sgx, https://github.com/WebAssembly/wabt/releases/download/1.0.31/wabt-1.0.31-ubuntu.tar.gz, https://github.com… (push) Blocked by required conditions
compilation on SGX / spec_test_default (${{ needs.build_llvm_libraries.outputs.cache_key }}, aot, -x -p -s spec -P) (push) Blocked by required conditions
compilation on SGX / spec_test_default (${{ needs.build_llvm_libraries.outputs.cache_key }}, aot, -x -p -s spec -S -P) (push) Blocked by required conditions
compilation on SGX / spec_test_default (${{ needs.build_llvm_libraries.outputs.cache_key }}, aot, -x -p -s spec -X -P) (push) Blocked by required conditions
compilation on SGX / spec_test_default (${{ needs.build_llvm_libraries.outputs.cache_key }}, classic-interp, -x -p -s spec -P) (push) Blocked by required conditions
compilation on SGX / spec_test_default (${{ needs.build_llvm_libraries.outputs.cache_key }}, fast-interp, -x -p -s spec -P) (push) Blocked by required conditions
compilation on SGX / spec_test_default (${{ needs.build_llvm_libraries.outputs.cache_key }}, fast-jit, -x -p -s spec -P) (push) Blocked by required conditions
compilation on windows-latest / build (-DWAMR_BUILD_AOT=0) (push) Waiting to run
compilation on windows-latest / build (-DWAMR_BUILD_AOT=1 -DWAMR_BUILD_INTERP=0) (push) Waiting to run
compilation on windows-latest / build (-DWAMR_BUILD_CUSTOM_NAME_SECTION=1) (push) Waiting to run
compilation on windows-latest / build (-DWAMR_BUILD_DEBUG_INTERP=1) (push) Waiting to run
compilation on windows-latest / build (-DWAMR_BUILD_LIBC_UVWASI=0 -DWAMR_BUILD_LIBC_WASI=1) (push) Waiting to run
compilation on windows-latest / build (-DWAMR_BUILD_LIB_PTHREAD=1) (push) Waiting to run
compilation on windows-latest / build (-DWAMR_BUILD_LIB_WASI_THREADS=1) (push) Waiting to run
compilation on windows-latest / build (-DWAMR_BUILD_REF_TYPES=1) (push) Waiting to run
compilation on windows-latest / build (-DWAMR_BUILD_SIMD=1) (push) Waiting to run
compilation on windows-latest / build (-DWAMR_BUILD_TAIL_CALL=1) (push) Waiting to run
compilation on windows-latest / build (-DWAMR_DISABLE_HW_BOUND_CHECK=1) (push) Waiting to run
compilation on windows-latest / test (classic-interp, $DEFAULT_TEST_OPTIONS) (push) Blocked by required conditions
compilation on windows-latest / test (classic-interp, $MULTI_MODULES_TEST_OPTIONS) (push) Blocked by required conditions
compilation on windows-latest / test (classic-interp, $THREADS_TEST_OPTIONS) (push) Blocked by required conditions
compilation on windows-latest / test (classic-interp, $WASI_TEST_OPTIONS) (push) Blocked by required conditions
compilation on windows-latest / test (fast-interp, $DEFAULT_TEST_OPTIONS) (push) Blocked by required conditions
compilation on windows-latest / test (fast-interp, $MULTI_MODULES_TEST_OPTIONS) (push) Blocked by required conditions
compilation on windows-latest / test (fast-interp, $THREADS_TEST_OPTIONS) (push) Blocked by required conditions
compilation on windows-latest / test (fast-interp, $WASI_TEST_OPTIONS) (push) Blocked by required conditions
hadolint dockerfiles / run-hadolint-on-dockerfiles (push) Has been cancelled
Rust compiler previously deprecated, and now removed the wasm32-wasi target and replaced it with wasm32-wasip1. This
change updates all the occurrences of wasm32-wasi in the context of Rust compilation.

covers the wasi-nn/test.
2025-02-05 11:31:49 +08:00
Xavier Del Campo
9598611e35
CMakeLists.txt: Do not require C++ (#3956)
Some checks failed
compilation on macos / build_iwasm (${{ needs.build_llvm_libraries_on_intel_macos.outputs.cache_key }}, -DWAMR_BUILD_TAIL_CALL=1, $FAST_INTERP_BUILD_OPTIONS, macos-13, darwin) (push) Has been cancelled
compilation on macos / build_iwasm (${{ needs.build_llvm_libraries_on_intel_macos.outputs.cache_key }}, -DWAMR_BUILD_TAIL_CALL=1, $LLVM_EAGER_JIT_BUILD_OPTIONS, macos-13, darwin) (push) Has been cancelled
compilation on macos / build_iwasm (${{ needs.build_llvm_libraries_on_intel_macos.outputs.cache_key }}, -DWAMR_BUILD_TAIL_CALL=1, $LLVM_LAZY_JIT_BUILD_OPTIONS, macos-13, darwin) (push) Has been cancelled
compilation on macos / build_iwasm (${{ needs.build_llvm_libraries_on_intel_macos.outputs.cache_key }}, -DWAMR_DISABLE_HW_BOUND_CHECK=1, $AOT_BUILD_OPTIONS, macos-13, darwin) (push) Has been cancelled
compilation on macos / build_iwasm (${{ needs.build_llvm_libraries_on_intel_macos.outputs.cache_key }}, -DWAMR_DISABLE_HW_BOUND_CHECK=1, $CLASSIC_INTERP_BUILD_OPTIONS, macos-13, darwin) (push) Has been cancelled
compilation on macos / build_iwasm (${{ needs.build_llvm_libraries_on_intel_macos.outputs.cache_key }}, -DWAMR_DISABLE_HW_BOUND_CHECK=1, $FAST_INTERP_BUILD_OPTIONS, macos-13, darwin) (push) Has been cancelled
compilation on macos / build_iwasm (${{ needs.build_llvm_libraries_on_intel_macos.outputs.cache_key }}, -DWAMR_DISABLE_HW_BOUND_CHECK=1, $LLVM_EAGER_JIT_BUILD_OPTIONS, macos-13, darwin) (push) Has been cancelled
compilation on macos / build_iwasm (${{ needs.build_llvm_libraries_on_intel_macos.outputs.cache_key }}, -DWAMR_DISABLE_HW_BOUND_CHECK=1, $LLVM_LAZY_JIT_BUILD_OPTIONS, macos-13, darwin) (push) Has been cancelled
compilation on macos / build_samples_wasm_c_api ($CLASSIC_INTERP_BUILD_OPTIONS, macos-13, https://github.com/WebAssembly/wabt/releases/download/1.0.31/wabt-1.0.31-macos-12.tar.gz, https://github.com/WebAssembly/wasi-sdk/releases/download/wasi-sdk-20/wasi-sdk-20.0-macos.tar.gz) (push) Has been cancelled
compilation on macos / build_samples_wasm_c_api ($FAST_INTERP_BUILD_OPTIONS, macos-13, https://github.com/WebAssembly/wabt/releases/download/1.0.31/wabt-1.0.31-macos-12.tar.gz, https://github.com/WebAssembly/wasi-sdk/releases/download/wasi-sdk-20/wasi-sdk-20.0-macos.tar.gz) (push) Has been cancelled
compilation on macos / build_samples_others (${{ needs.build_llvm_libraries_on_arm_macos.outputs.cache_key }}, macos-14, https://github.com/WebAssembly/wabt/releases/download/1.0.31/wabt-1.0.31-macos-12.tar.gz, https://github.com/WebAssembly/wasi-sdk/releases/download/wasi-s… (push) Has been cancelled
compilation on macos / build_samples_others (${{ needs.build_llvm_libraries_on_intel_macos.outputs.cache_key }}, macos-13, https://github.com/WebAssembly/wabt/releases/download/1.0.31/wabt-1.0.31-macos-12.tar.gz, https://github.com/WebAssembly/wasi-sdk/releases/download/wasi… (push) Has been cancelled
compilation on SGX / run_samples_file (-DWAMR_BUILD_SGX_IPFS=1, $AOT_BUILD_OPTIONS, ${{ needs.build_llvm_libraries.outputs.cache_key }}, ubuntu-20.04, linux-sgx, https://github.com/WebAssembly/wabt/releases/download/1.0.31/wabt-1.0.31-ubuntu.tar.gz, https://github.com/WebA… (push) Has been cancelled
compilation on SGX / run_samples_file (-DWAMR_BUILD_SGX_IPFS=1, $CLASSIC_INTERP_BUILD_OPTIONS, ${{ needs.build_llvm_libraries.outputs.cache_key }}, ubuntu-20.04, linux-sgx, https://github.com/WebAssembly/wabt/releases/download/1.0.31/wabt-1.0.31-ubuntu.tar.gz, https://gith… (push) Has been cancelled
compilation on SGX / run_samples_file (-DWAMR_BUILD_SGX_IPFS=1, $FAST_INTERP_BUILD_OPTIONS, ${{ needs.build_llvm_libraries.outputs.cache_key }}, ubuntu-20.04, linux-sgx, https://github.com/WebAssembly/wabt/releases/download/1.0.31/wabt-1.0.31-ubuntu.tar.gz, https://github.… (push) Has been cancelled
compilation on SGX / run_samples_file (-DWAMR_BUILD_SGX_IPFS=1, $FAST_JIT_BUILD_OPTIONS, ${{ needs.build_llvm_libraries.outputs.cache_key }}, ubuntu-20.04, linux-sgx, https://github.com/WebAssembly/wabt/releases/download/1.0.31/wabt-1.0.31-ubuntu.tar.gz, https://github.com… (push) Has been cancelled
compilation on SGX / spec_test_default (${{ needs.build_llvm_libraries.outputs.cache_key }}, aot, -x -p -s spec -P) (push) Has been cancelled
compilation on SGX / spec_test_default (${{ needs.build_llvm_libraries.outputs.cache_key }}, aot, -x -p -s spec -S -P) (push) Has been cancelled
compilation on SGX / spec_test_default (${{ needs.build_llvm_libraries.outputs.cache_key }}, aot, -x -p -s spec -X -P) (push) Has been cancelled
compilation on SGX / spec_test_default (${{ needs.build_llvm_libraries.outputs.cache_key }}, classic-interp, -x -p -s spec -P) (push) Has been cancelled
compilation on SGX / spec_test_default (${{ needs.build_llvm_libraries.outputs.cache_key }}, fast-interp, -x -p -s spec -P) (push) Has been cancelled
compilation on SGX / spec_test_default (${{ needs.build_llvm_libraries.outputs.cache_key }}, fast-jit, -x -p -s spec -P) (push) Has been cancelled
compilation on windows-latest / test (classic-interp, $DEFAULT_TEST_OPTIONS) (push) Has been cancelled
compilation on windows-latest / test (classic-interp, $MULTI_MODULES_TEST_OPTIONS) (push) Has been cancelled
compilation on windows-latest / test (classic-interp, $THREADS_TEST_OPTIONS) (push) Has been cancelled
compilation on windows-latest / test (classic-interp, $WASI_TEST_OPTIONS) (push) Has been cancelled
compilation on windows-latest / test (fast-interp, $DEFAULT_TEST_OPTIONS) (push) Has been cancelled
compilation on windows-latest / test (fast-interp, $MULTI_MODULES_TEST_OPTIONS) (push) Has been cancelled
compilation on windows-latest / test (fast-interp, $THREADS_TEST_OPTIONS) (push) Has been cancelled
compilation on windows-latest / test (fast-interp, $WASI_TEST_OPTIONS) (push) Has been cancelled
By default, the project() CMake command defaults to C and C++. [1]
Therefore, CMake might perform tests for both C and C++ compilers as
part of the configuration phase.

However, this has the consequence of the configuration phase to fail if
the system does not have a C++ toolchain installed, even if C++ is not
really used by the top-level project under the default settings.

Some configurations might still require a C++ toolchain, so
enable_language is selectively called under such circumstances.

[1]: https://cmake.org/cmake/help/latest/command/project.html
2024-12-20 13:05:50 +08:00
liang.he
30539bf50c
Fix compilation error found in tflite test (#3820)
ps. https://github.com/bytecodealliance/wasm-micro-runtime/pull/3817
2024-10-08 09:54:39 +08:00
liang.he
0599351262
wasi-nn: Add a new target for llama.cpp as a wasi-nn backend (#3709)
Minimum support:
- [x] accept (WasmEdge) customized model parameters. metadata.
- [x] Target [wasmedge-ggml examples](https://github.com/second-state/WasmEdge-WASINN-examples/tree/master/wasmedge-ggml)
  - [x] basic
  - [x] chatml
  - [x] gemma
  - [x] llama
  - [x] qwen

---

In the future, to support if required:
- [ ] Target [wasmedge-ggml examples](https://github.com/second-state/WasmEdge-WASINN-examples/tree/master/wasmedge-ggml)
  - [ ] command-r. (>70G memory requirement)
  - [ ] embedding. (embedding mode)
  - [ ] grammar. (use the grammar option to constrain the model to generate the JSON output)
  - [ ] llama-stream. (new APIS `compute_single`, `get_output_single`, `fini_single`)
  - [ ] llava. (image representation)
  - [ ] llava-base64-stream. (image representation)
  - [ ] multimodel. (image representation)
- [ ] Target [llamaedge](https://github.com/LlamaEdge/LlamaEdge)
2024-09-10 08:45:18 +08:00
liang.he
140ff25d46
wasi-nn: Apply new architecture (#3692)
ps.
https://github.com/bytecodealliance/wasm-micro-runtime/issues/3677
2024-08-13 09:14:52 +08:00