apps/howto_deploy/cpp_deploy.cc

/*!
 *  Copyright (c) 2017 by Contributors
 * \brief Example code on load and run TVM module.s
 * \file cpp_deploy.cc
 */
#include <cstdio>
#include <dlpack/dlpack.h>
#include <tvm/runtime/module.h>
#include <tvm/runtime/registry.h>
#include <tvm/runtime/packed_func.h>

void Verify(tvm::runtime::Module mod, std::string fname) {
  // Get the function from the module.
  tvm::runtime::PackedFunc f = mod.GetFunction(fname);
  CHECK(f != nullptr);
  // Allocate the DLPack data structures.
  //
  // Note that we use TVM runtime API to allocate the DLTensor in this example.
  // TVM accept DLPack compatible DLTensors, so function can be invoked
  // as long as we pass correct pointer to DLTensor array.
  //
  // For more information please refer to dlpack.
  // One thing to notice is that DLPack contains alignment requirement for
  // the data pointer and TVM takes advantage of that.
  // If you plan to use your customized data container, please
  // make sure the DLTensor you pass in meet the alignment requirement.
  //
  DLTensor* x;
  DLTensor* y;
  int ndim = 1;
  int dtype_code = kDLFloat;
  int dtype_bits = 32;
  int dtype_lanes = 1;
  int device_type = kDLCPU;
  int device_id = 0;
  int64_t shape[1] = {10};
  TVMArrayAlloc(shape, ndim, dtype_code, dtype_bits, dtype_lanes,
                device_type, device_id, &x);
  TVMArrayAlloc(shape, ndim, dtype_code, dtype_bits, dtype_lanes,
                device_type, device_id, &y);
  for (int i = 0; i < shape[0]; ++i) {
    static_cast<float*>(x->data)[i] = i;
  }
  // Invoke the function
  // PackedFunc is a function that can be invoked via positional argument.
  // The signature of the function is specified in tvm.build
  f(x, y);
  // Print out the output
  for (int i = 0; i < shape[0]; ++i) {
    CHECK_EQ(static_cast<float*>(y->data)[i], i + 1.0f);
  }
  LOG(INFO) << "Finish verification...";
}

int main(void) {
  // Normally we can directly
  tvm::runtime::Module mod_dylib =
      tvm::runtime::Module::LoadFromFile("lib/test_addone_dll.so");
  LOG(INFO) << "Verify dynamic loading from test_addone_dll.so";
  Verify(mod_dylib, "addone");
  // For libraries that are directly packed as system lib and linked together with the app
  // We can directly use GetSystemLib to get the system wide library.
  LOG(INFO) << "Verify load function from system lib";
  tvm::runtime::Module mod_syslib = (*tvm::runtime::Registry::Get("module._GetSystemLib"))();
  Verify(mod_syslib, "addonesys");
  return 0;
}