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simple_http_sequence_sync_infer_client.cc
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simple_http_sequence_sync_infer_client.cc
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// Copyright (c) 2020-2021, NVIDIA CORPORATION. All rights reserved.
//
// Redistribution and use in source and binary forms, with or without
// modification, are permitted provided that the following conditions
// are met:
// * Redistributions of source code must retain the above copyright
// notice, this list of conditions and the following disclaimer.
// * Redistributions in binary form must reproduce the above copyright
// notice, this list of conditions and the following disclaimer in the
// documentation and/or other materials provided with the distribution.
// * Neither the name of NVIDIA CORPORATION nor the names of its
// contributors may be used to endorse or promote products derived
// from this software without specific prior written permission.
//
// THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS ``AS IS'' AND ANY
// EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE
// IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR
// PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT OWNER OR
// CONTRIBUTORS BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL,
// EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED TO,
// PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR
// PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY
// OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT
// (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE
// OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
#include <unistd.h>
#include <condition_variable>
#include <iostream>
#include <string>
#include <vector>
#include "http_client.h"
namespace tc = triton::client;
using ResultList = std::vector<std::shared_ptr<tc::InferResult>>;
// Global mutex to synchronize the threads
std::mutex mutex_;
std::condition_variable cv_;
#define FAIL_IF_ERR(X, MSG) \
{ \
tc::Error err = (X); \
if (!err.IsOk()) { \
std::cerr << "error: " << (MSG) << ": " << err << std::endl; \
exit(1); \
} \
}
namespace {
void
Usage(char** argv, const std::string& msg = std::string())
{
if (!msg.empty()) {
std::cerr << "error: " << msg << std::endl;
}
std::cerr << "Usage: " << argv[0] << " [options]" << std::endl;
std::cerr << "\t-v" << std::endl;
std::cerr << "\t-u <URL for inference service and its http port>"
<< std::endl;
std::cerr
<< "For -H, header must be 'Header:Value'. May be given multiple times."
<< std::endl;
std::cerr << "\t-o <offset for sequence ID>" << std::endl;
std::cerr << std::endl;
std::cerr << "For -o, the client will use sequence ID <1 + 2 * offset> "
<< "and <2 + 2 * offset>. Default offset is 0." << std::endl;
exit(1);
}
void
SyncSend(
const std::unique_ptr<tc::InferenceServerHttpClient>& client,
tc::InferOptions& options, int32_t value, std::vector<int32_t>& result_data,
tc::Headers& http_headers)
{
// Initialize the inputs with the data.
tc::InferInput* input;
std::vector<int64_t> shape{1, 1};
FAIL_IF_ERR(
tc::InferInput::Create(&input, "INPUT", shape, "INT32"),
"unable to create 'INPUT'");
std::shared_ptr<tc::InferInput> ivalue(input);
FAIL_IF_ERR(ivalue->Reset(), "unable to reset 'INPUT'");
FAIL_IF_ERR(
ivalue->AppendRaw(reinterpret_cast<uint8_t*>(&value), sizeof(int32_t)),
"unable to set data for 'INPUT'");
std::vector<tc::InferInput*> inputs = {ivalue.get()};
tc::InferRequestedOutput* output;
FAIL_IF_ERR(
tc::InferRequestedOutput::Create(&output, "OUTPUT"),
"unable to get 'OUTPUT'");
std::shared_ptr<const tc::InferRequestedOutput> routput;
routput.reset(output);
std::vector<const tc::InferRequestedOutput*> outputs = {routput.get()};
tc::InferResult* result;
// Send inference request to the inference server.
FAIL_IF_ERR(
client->Infer(&result, options, inputs, outputs, http_headers),
"unable to run model");
std::shared_ptr<tc::InferResult> this_result(result);
// Get pointers to the result returned...
int32_t* output_data;
size_t output_byte_size;
FAIL_IF_ERR(
this_result->RawData(
"OUTPUT", (const uint8_t**)&output_data, &output_byte_size),
"unable to get result data for 'OUTPUT'");
if (output_byte_size != 4) {
std::cerr << "error: received incorrect byte size for 'OUTPUT': "
<< output_byte_size << std::endl;
exit(1);
}
result_data.push_back(*output_data);
}
void
SyncSend(
const std::unique_ptr<tc::InferenceServerHttpClient>& client,
const std::string& model_name, int32_t value, const uint64_t sequence_id,
bool start_of_sequence, bool end_of_sequence,
std::vector<int32_t>& result_data, tc::Headers& http_headers)
{
tc::InferOptions options(model_name);
options.sequence_id_ = sequence_id;
options.sequence_start_ = start_of_sequence;
options.sequence_end_ = end_of_sequence;
SyncSend(client, options, value, result_data, http_headers);
}
void
SyncSend(
const std::unique_ptr<tc::InferenceServerHttpClient>& client,
const std::string& model_name, int32_t value,
const std::string& sequence_id, bool start_of_sequence,
bool end_of_sequence, std::vector<int32_t>& result_data,
tc::Headers& http_headers)
{
tc::InferOptions options(model_name);
options.sequence_id_str_ = sequence_id;
options.sequence_start_ = start_of_sequence;
options.sequence_end_ = end_of_sequence;
SyncSend(client, options, value, result_data, http_headers);
}
} // namespace
int
main(int argc, char** argv)
{
bool verbose = false;
bool dyna_sequence = false;
std::string url("localhost:8000");
int sequence_id_offset = 0;
tc::Headers http_headers;
// Parse commandline...
int opt;
while ((opt = getopt(argc, argv, "vdu:H:o:")) != -1) {
switch (opt) {
case 'v':
verbose = true;
break;
case 'H': {
std::string arg = optarg;
std::string header = arg.substr(0, arg.find(":"));
http_headers[header] = arg.substr(header.size() + 1);
break;
}
case 'd':
dyna_sequence = true;
break;
case 'u':
url = optarg;
break;
case 'o':
sequence_id_offset = std::stoi(optarg);
break;
case '?':
Usage(argv);
break;
}
}
tc::Error err;
// We use the custom "sequence" model which takes 1 input value. The
// output is the accumulated value of the inputs. See
// src/custom/sequence.
std::string int_model_name =
dyna_sequence ? "simple_dyna_sequence" : "simple_sequence";
std::string string_model_name =
dyna_sequence ? "simple_string_dyna_sequence" : "simple_sequence";
const uint64_t int_sequence_id0 = 1 + sequence_id_offset * 2;
const uint64_t int_sequence_id1 = 2 + sequence_id_offset * 2;
// For string sequence IDs, the dyna backend requires that the
// sequence id be decodable into an integer, otherwise we'll use
// a test string sequence id and a model that doesn't require corrid
// control.
const std::string string_sequence_id0 =
dyna_sequence ? std::to_string(3 + sequence_id_offset * 2) : "SEQ-3";
std::cout << "sequence ID " << int_sequence_id0 << " : "
<< "sequence ID " << int_sequence_id1 << " : "
<< "sequence ID " << string_sequence_id0 << std::endl;
// Create a InferenceServerHttpClient instance to communicate with the
// server using http protocol.
std::unique_ptr<tc::InferenceServerHttpClient> client;
FAIL_IF_ERR(
tc::InferenceServerHttpClient::Create(&client, url, verbose),
"unable to create http client");
// Now send the inference sequences..
//
std::vector<int32_t> values{11, 7, 5, 3, 2, 0, 1};
std::vector<int32_t> int_result0_data;
std::vector<int32_t> int_result1_data;
std::vector<int32_t> string_result0_data;
// Send requests, first reset accumulator for the sequence.
SyncSend(
client, int_model_name, 0, int_sequence_id0, true /* start-of-sequence */,
false /* end-of-sequence */, int_result0_data, http_headers);
SyncSend(
client, int_model_name, 100, int_sequence_id1,
true /* start-of-sequence */, false /* end-of-sequence */,
int_result1_data, http_headers);
SyncSend(
client, string_model_name, 20, string_sequence_id0,
true /* start-of-sequence */, false /* end-of-sequence */,
string_result0_data, http_headers);
// Now send a sequence of values...
for (int32_t v : values) {
SyncSend(
client, int_model_name, v, int_sequence_id0,
false /* start-of-sequence */, (v == 1) /* end-of-sequence */,
int_result0_data, http_headers);
SyncSend(
client, int_model_name, -v, int_sequence_id1,
false /* start-of-sequence */, (v == 1) /* end-of-sequence */,
int_result1_data, http_headers);
SyncSend(
client, string_model_name, -v, string_sequence_id0,
false /* start-of-sequence */, (v == 1) /* end-of-sequence */,
string_result0_data, http_headers);
}
for (size_t i = 0; i < int_result0_data.size(); i++) {
int32_t int_seq0_expected = (i == 0) ? 1 : values[i - 1];
int32_t int_seq1_expected = (i == 0) ? 101 : values[i - 1] * -1;
int32_t string_seq0_expected;
// For string sequence ID case we are testing two different backends
if ((i == 0) && dyna_sequence) {
string_seq0_expected = 20;
} else if ((i == 0) && !dyna_sequence) {
string_seq0_expected = 21;
} else if ((i != 0) && dyna_sequence) {
string_seq0_expected = values[i - 1] * -1 + string_result0_data[i - 1];
} else {
string_seq0_expected = values[i - 1] * -1;
}
// The dyna_sequence custom backend adds the sequence ID to
// the last request in a sequence.
if (dyna_sequence && (i != 0) && (values[i - 1] == 1)) {
int_seq0_expected += int_sequence_id0;
int_seq1_expected += int_sequence_id1;
string_seq0_expected += std::stoi(string_sequence_id0);
}
std::cout << "[" << i << "] " << int_result0_data[i] << " : "
<< int_result1_data[i] << " : " << string_result0_data[i]
<< std::endl;
if ((int_seq0_expected != int_result0_data[i]) ||
(int_seq1_expected != int_result1_data[i]) ||
(string_seq0_expected != string_result0_data[i])) {
std::cout << "[ expected ] " << int_seq0_expected << " : "
<< int_seq1_expected << " : " << string_seq0_expected
<< std::endl;
return 1;
}
}
return 0;
}