tom-gall commented on pull request #6145:
URL: https://github.com/apache/incubator-tvm/pull/6145#issuecomment-670194174
Since there isn't an RFC, I'll drop this comment here, what does a somewhat
working example look like?
Updating the micro tvm tutorial as inspiration :
input_tensor = "dense_4_input"
input_shape = (1,)
input_dtype = "float32"
dev_config = micro.device.arm.stm32f746xx.generate_config("127.0.0.1", 6666)
mod, params = relay.frontend.from_tflite(tflite_model,
shape_dict={input_tensor:
input_shape},
dtype_dict={input_tensor:
input_dtype})
with micro.Session(dev_config) as sess:
ctx = tvm.micro_dev(0)
with tvm.transform.PassContext(disabled_pass={'FuseOps'},
config={"tir.disable_vectorize": True}):
graph, c_mod, params = relay.build(mod, target=target, params=params)
micro_mod = micro.create_micro_mod(c_mod, dev_config)
mod = graph_runtime.create(graph, micro_mod, ctx)
mod.set_input(**params)
mod.set_input(input_tensor, tvm.nd.array(np.array([0.5],
dtype="float32")))
mod.run()
# Get output
tvm_output = mod.get_output(0).asnumpy()
print("result is: "+str(tvm_output))
This feels like it should be close however it fails at
micro.create_micro_mod
/tmp/tmpok80dx2r/temp.c:232:5: warning: initialization of 'int (*)(TVMValue
*, int *, int, TVMValue *, int *, void *)' {aka 'int (*)(union <anonymous> *,
int *, int, union <anonymous> *, int *, void *)'} from incompatible pointer
type 'int32_t (*)(void *, void *, int32_t, void *, void *, void *)' {aka 'long
int (*)(void *, void *, long int, void *, void *, void *)'}
[-Wincompatible-pointer-types]
232 | fused_nn_dense_nn_bias_add_nn_relu,
| ^~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
/tmp/tmpok80dx2r/temp.c:232:5: note: (near initialization for
'_tvm_func_array[0]')
/tmp/tmpok80dx2r/temp.c:233:5: warning: initialization of 'int (*)(TVMValue
*, int *, int, TVMValue *, int *, void *)' {aka 'int (*)(union <anonymous> *,
int *, int, union <anonymous> *, int *, void *)'} from incompatible pointer
type 'int32_t (*)(void *, void *, int32_t, void *, void *, void *)' {aka 'long
int (*)(void *, void *, long int, void *, void *, void *)'}
[-Wincompatible-pointer-types]
233 | fused_reshape_1,
| ^~~~~~~~~~~~~~~
/tmp/tmpok80dx2r/temp.c:233:5: note: (near initialization for
'_tvm_func_array[1]')
/tmp/tmpok80dx2r/temp.c:234:5: warning: initialization of 'int (*)(TVMValue
*, int *, int, TVMValue *, int *, void *)' {aka 'int (*)(union <anonymous> *,
int *, int, union <anonymous> *, int *, void *)'} from incompatible pointer
type 'int32_t (*)(void *, void *, int32_t, void *, void *, void *)' {aka 'long
int (*)(void *, void *, long int, void *, void *, void *)'}
[-Wincompatible-pointer-types]
234 | fused_reshape,
| ^~~~~~~~~~~~~
/tmp/tmpok80dx2r/temp.c:234:5: note: (near initialization for
'_tvm_func_array[2]')
/tmp/tmpok80dx2r/temp.c:235:5: warning: initialization of 'int (*)(TVMValue
*, int *, int, TVMValue *, int *, void *)' {aka 'int (*)(union <anonymous> *,
int *, int, union <anonymous> *, int *, void *)'} from incompatible pointer
type 'int32_t (*)(void *, void *, int32_t, void *, void *, void *)' {aka 'long
int (*)(void *, void *, long int, void *, void *, void *)'}
[-Wincompatible-pointer-types]
235 | fused_nn_dense_nn_bias_add,
| ^~~~~~~~~~~~~~~~~~~~~~~~~~
/tmp/tmpok80dx2r/temp.c:235:5: note: (near initialization for
'_tvm_func_array[3]')
/tmp/tmpok80dx2r/temp.c:236:5: warning: initialization of 'int (*)(TVMValue
*, int *, int, TVMValue *, int *, void *)' {aka 'int (*)(union <anonymous> *,
int *, int, union <anonymous> *, int *, void *)'} from incompatible pointer
type 'int32_t (*)(void *, void *, int32_t, void *, void *, void *)' {aka 'long
int (*)(void *, void *, long int, void *, void *, void *)'}
[-Wincompatible-pointer-types]
236 | fused_nn_dense_nn_bias_add_nn_relu_1,
| ^~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
/tmp/tmpok80dx2r/temp.c:236:5: note: (near initialization for
'_tvm_func_array[4]')
/tmp/tmpok80dx2r/temp.c:237:1: error: expected expression before 'static'
237 | static const TVMFuncRegistry _tvm_func_registry = {
Should that be expected for the time being?
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