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Posted to commits@tvm.apache.org by le...@apache.org on 2022/11/03 17:22:57 UTC
[tvm] branch main updated: [ETHOSN] Throw error message when inference fails (#13022)
This is an automated email from the ASF dual-hosted git repository.
leandron pushed a commit to branch main
in repository https://gitbox.apache.org/repos/asf/tvm.git
The following commit(s) were added to refs/heads/main by this push:
new 47da418fbf [ETHOSN] Throw error message when inference fails (#13022)
47da418fbf is described below
commit 47da418fbfba7c80a4556ee7c5a28595a169d3af
Author: Luke Hutton <lu...@arm.com>
AuthorDate: Thu Nov 3 17:22:50 2022 +0000
[ETHOSN] Throw error message when inference fails (#13022)
* [ETHOSN] Throw error message when inference fails
Previously the runtime would silently skip interence failures and return
random values as the result. This can make spotting inference failures
challenging. The runtime now throws a fatal error when inference did not
complete successfully along with an error message that gives some
details about the error that occurred.
Change-Id: Iadb6da04ad1c906e3ec49959eb3da0978295aebf
* Address comments
* clarify test file brief
* add test case for running status
* add driver stack reference to WaitStatus class
Change-Id: I792742892b761534904816135ae2ffcb3f028b2c
---
CMakeLists.txt | 3 +
src/runtime/contrib/ethosn/ethosn_device.cc | 70 ++++++++++++--------
src/runtime/contrib/ethosn/ethosn_runtime.h | 33 ++++++++++
tests/cpp/runtime/contrib/ethosn/inference_test.cc | 74 ++++++++++++++++++++++
4 files changed, 154 insertions(+), 26 deletions(-)
diff --git a/CMakeLists.txt b/CMakeLists.txt
index 71a6555d20..d0e45c3d3a 100644
--- a/CMakeLists.txt
+++ b/CMakeLists.txt
@@ -683,6 +683,9 @@ if(GTEST_FOUND)
if(DEFINED LLVM_LIBS)
target_link_libraries(cpptest PRIVATE ${LLVM_LIBS})
endif()
+ if(DEFINED ETHOSN_RUNTIME_LIBRARY)
+ target_link_libraries(cpptest PRIVATE ${ETHOSN_RUNTIME_LIBRARY})
+ endif()
set_target_properties(cpptest PROPERTIES EXCLUDE_FROM_ALL 1)
set_target_properties(cpptest PROPERTIES EXCLUDE_FROM_DEFAULT_BUILD 1)
if(USE_RELAY_DEBUG)
diff --git a/src/runtime/contrib/ethosn/ethosn_device.cc b/src/runtime/contrib/ethosn/ethosn_device.cc
index 612f4b4cec..0d79f69815 100644
--- a/src/runtime/contrib/ethosn/ethosn_device.cc
+++ b/src/runtime/contrib/ethosn/ethosn_device.cc
@@ -32,6 +32,7 @@
#include <algorithm>
#include <memory>
+#include <string>
#include "ethosn_driver_library/Buffer.hpp"
#include "ethosn_runtime.h"
@@ -48,7 +49,7 @@ namespace ethosn {
namespace dl = ::ethosn::driver_library;
-bool WaitForInference(dl::Inference* inference, int timeout) {
+InferenceWaitStatus WaitForInference(dl::Inference* inference, int timeout) {
// Wait for inference to complete
int fd = inference->GetFileDescriptor();
struct pollfd fds;
@@ -58,20 +59,32 @@ bool WaitForInference(dl::Inference* inference, int timeout) {
const int ms_per_seconds = 1000;
int poll_result = poll(&fds, 1, timeout * ms_per_seconds);
- if (poll_result > 0) {
- dl::InferenceResult result;
- if (read(fd, &result, sizeof(result)) != sizeof(result)) {
- return false;
- }
- if (result != dl::InferenceResult::Completed) {
- return false;
- }
+ int poll_error_code = errno;
+
+ if (poll_result < 0) {
+ return InferenceWaitStatus(InferenceWaitErrorCode::kError,
+ "Error while waiting for the inference to complete (" +
+ std::string(strerror(poll_error_code)) + ")");
} else if (poll_result == 0) {
- return false;
- } else {
- return false;
+ return InferenceWaitStatus(InferenceWaitErrorCode::kTimeout,
+ "Timed out while waiting for the inference to complete.");
}
- return true;
+
+ // poll_result > 0
+ dl::InferenceResult npu_result;
+ if (read(fd, &npu_result, sizeof(npu_result)) != static_cast<ssize_t>(sizeof(npu_result))) {
+ return InferenceWaitStatus(
+ InferenceWaitErrorCode::kError,
+ "Failed to read inference result status (" + std::string(strerror(poll_error_code)) + ")");
+ }
+
+ if (npu_result != dl::InferenceResult::Completed) {
+ return InferenceWaitStatus(
+ InferenceWaitErrorCode::kError,
+ "Inference failed with status " + std::to_string(static_cast<uint32_t>(npu_result)));
+ }
+
+ return InferenceWaitStatus(InferenceWaitErrorCode::kSuccess);
}
void CreateBuffers(std::vector<std::shared_ptr<dl::Buffer>>* fm,
@@ -123,21 +136,26 @@ bool Inference(tvm::runtime::TVMArgs args, dl::Network* npu,
}
// Execute the inference.
- std::unique_ptr<dl::Inference> result(
+ std::unique_ptr<dl::Inference> inference(
npu->ScheduleInference(ifm_raw, n_inputs, ofm_raw, n_outputs));
- bool inferenceCompleted = WaitForInference(result.get(), 60);
- if (inferenceCompleted) {
- for (size_t i = 0; i < n_outputs; i++) {
- DLTensor* tensor = outputs[i];
- dl::Buffer* source_buffer = ofm_raw[i];
- uint8_t* dest_buffer = static_cast<uint8_t*>(tensor->data);
- size_t size = source_buffer->GetSize();
- uint8_t* source_buffer_data = source_buffer->Map();
- std::copy(source_buffer_data, source_buffer_data + size, dest_buffer);
- source_buffer->Unmap();
- }
+ InferenceWaitStatus result = WaitForInference(inference.get(), 60);
+
+ if (result.GetErrorCode() != InferenceWaitErrorCode::kSuccess) {
+ LOG(FATAL) << "An error has occured waiting for the inference of a sub-graph on the NPU: "
+ << result.GetErrorDescription();
+ }
+
+ for (size_t i = 0; i < n_outputs; i++) {
+ DLTensor* tensor = outputs[i];
+ dl::Buffer* source_buffer = ofm_raw[i];
+ uint8_t* dest_buffer = static_cast<uint8_t*>(tensor->data);
+ size_t size = source_buffer->GetSize();
+ uint8_t* source_buffer_data = source_buffer->Map();
+ std::copy(source_buffer_data, source_buffer_data + size, dest_buffer);
+ source_buffer->Unmap();
}
- return inferenceCompleted;
+
+ return true;
}
} // namespace ethosn
diff --git a/src/runtime/contrib/ethosn/ethosn_runtime.h b/src/runtime/contrib/ethosn/ethosn_runtime.h
index 7c8c32e784..b8942fef12 100644
--- a/src/runtime/contrib/ethosn/ethosn_runtime.h
+++ b/src/runtime/contrib/ethosn/ethosn_runtime.h
@@ -107,6 +107,39 @@ class EthosnModule : public ModuleNode {
std::map<std::string, OrderedCompiledNetwork> network_map_;
};
+/*!
+ * \brief Error codes for evaluating the result of inference on the NPU.
+ */
+enum class InferenceWaitErrorCode { kSuccess = 0, kTimeout = 1, kError = 2 };
+
+/*!
+ * \brief A helper class holding the status of inference on the NPU and
+ * associated error message(s) if any occurred.
+ *
+ * Similar to the implementation of 'WaitStatus' in the driver stack:
+ * https://github.com/ARM-software/ethos-n-driver-stack/blob/22.08/armnn-ethos-n-backend/workloads/EthosNPreCompiledWorkload.cpp#L48
+ */
+class InferenceWaitStatus {
+ public:
+ InferenceWaitStatus() : error_code_(InferenceWaitErrorCode::kSuccess), error_description_("") {}
+
+ explicit InferenceWaitStatus(InferenceWaitErrorCode errorCode, std::string errorDescription = "")
+ : error_code_(errorCode), error_description_(errorDescription) {}
+
+ InferenceWaitStatus(const InferenceWaitStatus&) = default;
+ InferenceWaitStatus(InferenceWaitStatus&&) = default;
+ InferenceWaitStatus& operator=(const InferenceWaitStatus&) = default;
+ InferenceWaitStatus& operator=(InferenceWaitStatus&&) = default;
+
+ explicit operator bool() const { return error_code_ == InferenceWaitErrorCode::kSuccess; }
+ InferenceWaitErrorCode GetErrorCode() const { return error_code_; }
+ std::string GetErrorDescription() const { return error_description_; }
+
+ private:
+ InferenceWaitErrorCode error_code_;
+ std::string error_description_;
+};
+
} // namespace ethosn
} // namespace runtime
} // namespace tvm
diff --git a/tests/cpp/runtime/contrib/ethosn/inference_test.cc b/tests/cpp/runtime/contrib/ethosn/inference_test.cc
new file mode 100644
index 0000000000..95b27070e1
--- /dev/null
+++ b/tests/cpp/runtime/contrib/ethosn/inference_test.cc
@@ -0,0 +1,74 @@
+/*
+ * Licensed to the Apache Software Foundation (ASF) under one
+ * or more contributor license agreements. See the NOTICE file
+ * distributed with this work for additional information
+ * regarding copyright ownership. The ASF licenses this file
+ * to you under the Apache License, Version 2.0 (the
+ * "License"); you may not use this file except in compliance
+ * with the License. You may obtain a copy of the License at
+ *
+ * http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing,
+ * software distributed under the License is distributed on an
+ * "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+ * KIND, either express or implied. See the License for the
+ * specific language governing permissions and limitations
+ * under the License.
+ */
+
+/*!
+ * \file tests/cpp/runtime/contrib/ethosn/inference_test.cc
+ * \brief Tests to check Arm(R) Ethos(TM)-N runtime components used during inference.
+ */
+
+#ifdef ETHOSN_HW
+
+#include <gtest/gtest.h>
+
+#include "../../../../../src/runtime/contrib/ethosn/ethosn_device.cc"
+
+namespace tvm {
+namespace runtime {
+namespace ethosn {
+
+TEST(WaitForInference, InferenceScheduled) {
+ const int inference_result = 0 /* Scheduled */;
+ const int timeout = 0;
+
+ dl::Inference inference = dl::Inference(inference_result);
+ InferenceWaitStatus result = WaitForInference(&inference, timeout);
+
+ ASSERT_EQ(result.GetErrorCode(), InferenceWaitErrorCode::kTimeout);
+ ICHECK_EQ(result.GetErrorDescription(), "Timed out while waiting for the inference to complete.");
+}
+
+TEST(WaitForInference, InferenceRunning) {
+ const int inference_result = 1 /* Running */;
+ const int timeout = 0;
+
+ dl::Inference inference = dl::Inference(inference_result);
+ InferenceWaitStatus result = WaitForInference(&inference, timeout);
+
+ ASSERT_EQ(result.GetErrorCode(), InferenceWaitErrorCode::kTimeout);
+ std::cout << result.GetErrorDescription() << std::endl;
+ ICHECK_EQ(result.GetErrorDescription(), "Timed out while waiting for the inference to complete.");
+}
+
+TEST(WaitForInference, InferenceError) {
+ const int inference_result = 3 /* Error */;
+ const int timeout = 0;
+
+ dl::Inference inference = dl::Inference(inference_result);
+ InferenceWaitStatus result = WaitForInference(&inference, timeout);
+
+ ASSERT_EQ(result.GetErrorCode(), InferenceWaitErrorCode::kError);
+ ICHECK_EQ(result.GetErrorDescription(),
+ "Failed to read inference result status (No such file or directory)");
+}
+
+} // namespace ethosn
+} // namespace runtime
+} // namespace tvm
+
+#endif