onnxruntime/server/http/core/session.cc

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Add an HTTP server for hosting of ONNX models (#806) * Simple integration into CMake build system * Adds vcpkg as a submodule and updates build.py to install hosting dependencies * Don't create vcpkg executable if already created * Fixes how CMake finds toolchain file and quick changes to build.py * Removes setting the CMAKE_TOOLCHAIN_FILE in build.py * Adds Boost Beast echo server and Boost program_options * Fixes spacing problem with program_options * Adds Microsoft headers to all the beast server headers * Removes CXX 14 from CMake file * Adds TODO to create configuration class * Run clang-format on main * Better exception handling of program_options * Remove vckpg submodule via ssh * Add vcpkg as https * Adds onnxruntime namespace to call classes * Fixed places where namespaces were anonymous * Adds a TODO to use the logger * Moves all setting namespace shortnames outside of onnxruntime namespace * Add onnxruntime session options to force app to link with it * Set CMAKE_TOOLCHAIN_FILE in build.py * Remove whitespace * Adds initial ONNX Hosting tests (#5) * Add initial test which is failing linking with no main * Adds test_main to get hosting tests working * Deletes useless add_executable line * Merge changes from upstream * Enable CI build in Vienna environment * make hosting_run*.sh executable * Add boost path in unittest * Add boost to TEST_INC_DIR * Add component detection task in ci yaml * Get tests and hosting to compile with re2 (#7) * Add finding boost packages before using it in unit tests * Add predict.proto and build * Ignore unused parameters in generated code * Removes std::regex in favor of re2 (#8) * Removes std::regex in favor of re2 * Adds back find_package in unit tests and fixes regexes * Adds more negative test cases * Adding more protos * Fix google protobuf file path in the cmake file * Ignore unused parameters for pb generated code * Updates onnx submodule (#10) * Remove duplicated lib in link * Follow Google style guide (#11) * Google style names * Adds more * Adds an additional namespace * Fixes header guards to match filepaths * Consume protobuf * Unit Test setup * Json deserialization simple test cases * Split hosting app to lib and exe for testability * Add more cases * Clean up * Add more comments * Update namespace and format the cmake files * Update cmake/external/onnx to checkout 1ec81bc6d49ccae23cd7801515feaadd13082903 * Separate h and cc in http folder * Clean up hosting application cmake file * Enable logging and proper initialize the session * Update const position for GetSession() * Take latest onnx and onnx-tensorrt * Creates configuration header file for program_options (#15) * Sets up PredictRequest callback (#16) * Init version, porting from prototype, e2e works * More executor implementation * Adds function on application startup (#17) * Attempts to pass HostingEnvironment as a shared_ptr * Removes logging and environment from all http classes * Passes http details to OnStart function * Using full protobuf for hosting app build * MLValue2TensorProto * Revert back changes in inference_session.cc * Refactor logger access and predict handler * Create an error handling callback (#19) * Creates error callback * Logs error and returns back as JSON * Catches exceptions in user functions * Refactor executor and add some test cases * Fix build warning * Add onnx as a dependency and in includes to hosting app (#20) * Converter for specific types and more UTs * More unit tests * Update onnx submodule * Fix string data test * Clean up code * Cleanup code * Refactor logging to use unique id per request and take logging level from user (#21) * Removes capturing env by reference in main * Uses uuid for logging ids * Take logging_level as a program argument * Pass logging_level to default_logging_manager * Change name of logger to HostingApp * Log if request id is null * Update GetHttpStatusCode signature * Fix random result issue and camel-case names * Rollback accidentally changed pybin_state.cc * Rollback pybind_state.cc * Generate protobuf status from onnxruntime status * Fix function name in error message * Clean up comments * Support protobuf byte array as input * Refactor predict handler and add unit tests * Add one more test * update cmake/external/onnx * Accept more protobuf MIME types * Update onnx-tensorrt * Add build instruction and usage doc * Address PR comments * Install g++-7 in the Ubuntu 16.04 build image for vcpkg * Fix onnx-tensorrt version * Check return value during initialization * Fix infinite loop when http port is in use (#29) * Simplify Executor.cc by breaking up Run method (#27) * Move request id to Executor constructor * Refactor the logger to respect user verbosity level * Use Arena allocator instead of device * Creates initial executor tests * Merge upstream master (#31) * Remove all possible shared_ptrs (#30) * Changes GetLogger to unique_ptr * Reserve BFloat raw data vector size * Change HostingEnvironment to being passed by lvalue and rvalue references * Change routes to getting passed by const references * Enable full protobuf if building hosting (#32) * Building hosting application no longer needs use_full_protobuf flag * Improve hosting application docs * Move server core into separate folder (#34) * Turn hosting project off by default (#38) * Remove vcpkg as a submodule and download/install Boost from source (#39) * Remove vcpkg * Use CMake script to download and build Boost as part of the project * Remove std::move for const references * Remove error_code.proto * Change wording of executable help description * Better GenerateProtobufStatus description * Remove error_code protobuf from CMake files * Use all outputs if no filter is given * Pass MLValue by const reference in MLValueToTensorProto * Rename variables to argc and argv * Revert "Use all outputs if no filter is given" This reverts commit 7554190ab8e50ba6947648c2f3e2a3d4d9606ce0. * Remove all header guards in favor of #pragma once * Reserve size for output vector and optimize for-loop * Use static libs by default for Boost * Improves documentation for GenerateResponseInJson function * Start Result enum at 0 instead of 1 * Remove g++ from Ubuntu's install.sh * Update cmake files * Give explanation for Result enum type * Remove all program options shortcuts except for -h * Add comments for predict.proto * Fix JSON for error codes * Add notice on hosting application docs that it's in beta * Change HostingEnvironment back to a shared_ptr * Handle empty output_filter field * Fix build break * Refactor unit tests location and groups * First end-to-end test * Add missing log * Missing req id and client req id in error response * Add one test case to validate failed resp header * Add build flag for hosting app end to end tests * Update pipeline setup to run e2e test for CI build * Model Zoo data preparation and tests * Add protobuf tests * Remove mention of needing g++-7 in BUILD.md * Make GetAppLogger const * Make using_raw_data_ match the styling of other fields * Avoid copy of strings when initializing model * Escape JSON strings correctly for error messages (#44) * Escape JSON strings correctly * Add test examples with lots of carriage returns * Add result validation * Remove temporary path * Optimize model zoo test execution * Improve reliability of test cases * Generate _pb2.py during the build time * README for integration tests * Pass environment by pointer instead of shared_ptr to executor (#49) * More Integration tests * Remove generated files * Make session private and use a getter instead (#53) * logging_level to log_level for CLI * Single model prediction shortcut * Health endpoint * Integration tests * Rename to onnxruntime server * Build ONNX Server application on Windows (#57) * Gets Boost compiling on Windows * Fix integer conversion and comparison problems * Use size_t in converter_tests instead of int * Fix hosting integration tests on Windows * Removes checks for port because it's an unsigned short * Fixes comparison between signed and unsigned data types * Pip install protobuf and numpy * Missing test data from the rename change * Fix server app path (#58) * Pass shared_ptr by const reference to avoid ref count increase (#59) * Download test model during test setup * Make download into test_util * Rename ci pipeline for onnx runtime server * Support up to 10MiB http request (#61) * Changes minimum request size to 10MB to support all models in ONNX Model Zoo
2019-05-01 01:21:23 +00:00
// Copyright (c) Microsoft Corporation. All rights reserved.
// Licensed under the MIT License.
#include "session.h"
namespace onnxruntime {
namespace server {
namespace net = boost::asio; // from <boost/asio.hpp>
namespace beast = boost::beast; // from <boost/beast.hpp>
using tcp = boost::asio::ip::tcp; // from <boost/asio/ip/tcp.hpp>
HttpSession::HttpSession(const Routes& routes, tcp::socket socket)
: routes_(routes), socket_(std::move(socket)), strand_(socket_.get_executor()) {
}
void HttpSession::DoRead() {
req_.emplace();
// TODO: make the max request size configable.
req_->body_limit(25 * 1024 * 1024); // Max request size: 25 MiB
Add an HTTP server for hosting of ONNX models (#806) * Simple integration into CMake build system * Adds vcpkg as a submodule and updates build.py to install hosting dependencies * Don't create vcpkg executable if already created * Fixes how CMake finds toolchain file and quick changes to build.py * Removes setting the CMAKE_TOOLCHAIN_FILE in build.py * Adds Boost Beast echo server and Boost program_options * Fixes spacing problem with program_options * Adds Microsoft headers to all the beast server headers * Removes CXX 14 from CMake file * Adds TODO to create configuration class * Run clang-format on main * Better exception handling of program_options * Remove vckpg submodule via ssh * Add vcpkg as https * Adds onnxruntime namespace to call classes * Fixed places where namespaces were anonymous * Adds a TODO to use the logger * Moves all setting namespace shortnames outside of onnxruntime namespace * Add onnxruntime session options to force app to link with it * Set CMAKE_TOOLCHAIN_FILE in build.py * Remove whitespace * Adds initial ONNX Hosting tests (#5) * Add initial test which is failing linking with no main * Adds test_main to get hosting tests working * Deletes useless add_executable line * Merge changes from upstream * Enable CI build in Vienna environment * make hosting_run*.sh executable * Add boost path in unittest * Add boost to TEST_INC_DIR * Add component detection task in ci yaml * Get tests and hosting to compile with re2 (#7) * Add finding boost packages before using it in unit tests * Add predict.proto and build * Ignore unused parameters in generated code * Removes std::regex in favor of re2 (#8) * Removes std::regex in favor of re2 * Adds back find_package in unit tests and fixes regexes * Adds more negative test cases * Adding more protos * Fix google protobuf file path in the cmake file * Ignore unused parameters for pb generated code * Updates onnx submodule (#10) * Remove duplicated lib in link * Follow Google style guide (#11) * Google style names * Adds more * Adds an additional namespace * Fixes header guards to match filepaths * Consume protobuf * Unit Test setup * Json deserialization simple test cases * Split hosting app to lib and exe for testability * Add more cases * Clean up * Add more comments * Update namespace and format the cmake files * Update cmake/external/onnx to checkout 1ec81bc6d49ccae23cd7801515feaadd13082903 * Separate h and cc in http folder * Clean up hosting application cmake file * Enable logging and proper initialize the session * Update const position for GetSession() * Take latest onnx and onnx-tensorrt * Creates configuration header file for program_options (#15) * Sets up PredictRequest callback (#16) * Init version, porting from prototype, e2e works * More executor implementation * Adds function on application startup (#17) * Attempts to pass HostingEnvironment as a shared_ptr * Removes logging and environment from all http classes * Passes http details to OnStart function * Using full protobuf for hosting app build * MLValue2TensorProto * Revert back changes in inference_session.cc * Refactor logger access and predict handler * Create an error handling callback (#19) * Creates error callback * Logs error and returns back as JSON * Catches exceptions in user functions * Refactor executor and add some test cases * Fix build warning * Add onnx as a dependency and in includes to hosting app (#20) * Converter for specific types and more UTs * More unit tests * Update onnx submodule * Fix string data test * Clean up code * Cleanup code * Refactor logging to use unique id per request and take logging level from user (#21) * Removes capturing env by reference in main * Uses uuid for logging ids * Take logging_level as a program argument * Pass logging_level to default_logging_manager * Change name of logger to HostingApp * Log if request id is null * Update GetHttpStatusCode signature * Fix random result issue and camel-case names * Rollback accidentally changed pybin_state.cc * Rollback pybind_state.cc * Generate protobuf status from onnxruntime status * Fix function name in error message * Clean up comments * Support protobuf byte array as input * Refactor predict handler and add unit tests * Add one more test * update cmake/external/onnx * Accept more protobuf MIME types * Update onnx-tensorrt * Add build instruction and usage doc * Address PR comments * Install g++-7 in the Ubuntu 16.04 build image for vcpkg * Fix onnx-tensorrt version * Check return value during initialization * Fix infinite loop when http port is in use (#29) * Simplify Executor.cc by breaking up Run method (#27) * Move request id to Executor constructor * Refactor the logger to respect user verbosity level * Use Arena allocator instead of device * Creates initial executor tests * Merge upstream master (#31) * Remove all possible shared_ptrs (#30) * Changes GetLogger to unique_ptr * Reserve BFloat raw data vector size * Change HostingEnvironment to being passed by lvalue and rvalue references * Change routes to getting passed by const references * Enable full protobuf if building hosting (#32) * Building hosting application no longer needs use_full_protobuf flag * Improve hosting application docs * Move server core into separate folder (#34) * Turn hosting project off by default (#38) * Remove vcpkg as a submodule and download/install Boost from source (#39) * Remove vcpkg * Use CMake script to download and build Boost as part of the project * Remove std::move for const references * Remove error_code.proto * Change wording of executable help description * Better GenerateProtobufStatus description * Remove error_code protobuf from CMake files * Use all outputs if no filter is given * Pass MLValue by const reference in MLValueToTensorProto * Rename variables to argc and argv * Revert "Use all outputs if no filter is given" This reverts commit 7554190ab8e50ba6947648c2f3e2a3d4d9606ce0. * Remove all header guards in favor of #pragma once * Reserve size for output vector and optimize for-loop * Use static libs by default for Boost * Improves documentation for GenerateResponseInJson function * Start Result enum at 0 instead of 1 * Remove g++ from Ubuntu's install.sh * Update cmake files * Give explanation for Result enum type * Remove all program options shortcuts except for -h * Add comments for predict.proto * Fix JSON for error codes * Add notice on hosting application docs that it's in beta * Change HostingEnvironment back to a shared_ptr * Handle empty output_filter field * Fix build break * Refactor unit tests location and groups * First end-to-end test * Add missing log * Missing req id and client req id in error response * Add one test case to validate failed resp header * Add build flag for hosting app end to end tests * Update pipeline setup to run e2e test for CI build * Model Zoo data preparation and tests * Add protobuf tests * Remove mention of needing g++-7 in BUILD.md * Make GetAppLogger const * Make using_raw_data_ match the styling of other fields * Avoid copy of strings when initializing model * Escape JSON strings correctly for error messages (#44) * Escape JSON strings correctly * Add test examples with lots of carriage returns * Add result validation * Remove temporary path * Optimize model zoo test execution * Improve reliability of test cases * Generate _pb2.py during the build time * README for integration tests * Pass environment by pointer instead of shared_ptr to executor (#49) * More Integration tests * Remove generated files * Make session private and use a getter instead (#53) * logging_level to log_level for CLI * Single model prediction shortcut * Health endpoint * Integration tests * Rename to onnxruntime server * Build ONNX Server application on Windows (#57) * Gets Boost compiling on Windows * Fix integer conversion and comparison problems * Use size_t in converter_tests instead of int * Fix hosting integration tests on Windows * Removes checks for port because it's an unsigned short * Fixes comparison between signed and unsigned data types * Pip install protobuf and numpy * Missing test data from the rename change * Fix server app path (#58) * Pass shared_ptr by const reference to avoid ref count increase (#59) * Download test model during test setup * Make download into test_util * Rename ci pipeline for onnx runtime server * Support up to 10MiB http request (#61) * Changes minimum request size to 10MB to support all models in ONNX Model Zoo
2019-05-01 01:21:23 +00:00
http::async_read(socket_, buffer_, *req_,
net::bind_executor(
strand_,
std::bind(
&HttpSession::OnRead,
shared_from_this(),
std::placeholders::_1,
std::placeholders::_2)));
}
void HttpSession::OnRead(beast::error_code ec, std::size_t bytes_transferred) {
boost::ignore_unused(bytes_transferred);
// This means they closed the connection
if (ec == http::error::end_of_stream) {
return DoClose();
}
if (ec) {
ErrorHandling(ec, "read");
return;
}
// Send the response
HandleRequest(req_->release());
}
void HttpSession::OnWrite(beast::error_code ec, std::size_t bytes_transferred, bool close) {
boost::ignore_unused(bytes_transferred);
if (ec) {
ErrorHandling(ec, "write");
return;
}
if (close) {
// This means we should close the connection, usually because
// the response indicated the "Connection: close" semantic.
return DoClose();
}
// We're done with the response so delete it
res_ = nullptr;
// Read another request
DoRead();
}
void HttpSession::DoClose() {
// Send a TCP shutdown
beast::error_code ec;
socket_.shutdown(tcp::socket::shutdown_send, ec);
// At this point the connection is closed gracefully
}
template <class Msg>
void HttpSession::Send(Msg&& msg) {
using item_type = std::remove_reference_t<decltype(msg)>;
auto ptr = std::make_shared<item_type>(std::move(msg));
auto self_ = shared_from_this();
self_->res_ = ptr;
http::async_write(self_->socket_, *ptr,
net::bind_executor(strand_,
[self_, close = ptr->need_eof()](beast::error_code ec, std::size_t bytes) {
Add an HTTP server for hosting of ONNX models (#806) * Simple integration into CMake build system * Adds vcpkg as a submodule and updates build.py to install hosting dependencies * Don't create vcpkg executable if already created * Fixes how CMake finds toolchain file and quick changes to build.py * Removes setting the CMAKE_TOOLCHAIN_FILE in build.py * Adds Boost Beast echo server and Boost program_options * Fixes spacing problem with program_options * Adds Microsoft headers to all the beast server headers * Removes CXX 14 from CMake file * Adds TODO to create configuration class * Run clang-format on main * Better exception handling of program_options * Remove vckpg submodule via ssh * Add vcpkg as https * Adds onnxruntime namespace to call classes * Fixed places where namespaces were anonymous * Adds a TODO to use the logger * Moves all setting namespace shortnames outside of onnxruntime namespace * Add onnxruntime session options to force app to link with it * Set CMAKE_TOOLCHAIN_FILE in build.py * Remove whitespace * Adds initial ONNX Hosting tests (#5) * Add initial test which is failing linking with no main * Adds test_main to get hosting tests working * Deletes useless add_executable line * Merge changes from upstream * Enable CI build in Vienna environment * make hosting_run*.sh executable * Add boost path in unittest * Add boost to TEST_INC_DIR * Add component detection task in ci yaml * Get tests and hosting to compile with re2 (#7) * Add finding boost packages before using it in unit tests * Add predict.proto and build * Ignore unused parameters in generated code * Removes std::regex in favor of re2 (#8) * Removes std::regex in favor of re2 * Adds back find_package in unit tests and fixes regexes * Adds more negative test cases * Adding more protos * Fix google protobuf file path in the cmake file * Ignore unused parameters for pb generated code * Updates onnx submodule (#10) * Remove duplicated lib in link * Follow Google style guide (#11) * Google style names * Adds more * Adds an additional namespace * Fixes header guards to match filepaths * Consume protobuf * Unit Test setup * Json deserialization simple test cases * Split hosting app to lib and exe for testability * Add more cases * Clean up * Add more comments * Update namespace and format the cmake files * Update cmake/external/onnx to checkout 1ec81bc6d49ccae23cd7801515feaadd13082903 * Separate h and cc in http folder * Clean up hosting application cmake file * Enable logging and proper initialize the session * Update const position for GetSession() * Take latest onnx and onnx-tensorrt * Creates configuration header file for program_options (#15) * Sets up PredictRequest callback (#16) * Init version, porting from prototype, e2e works * More executor implementation * Adds function on application startup (#17) * Attempts to pass HostingEnvironment as a shared_ptr * Removes logging and environment from all http classes * Passes http details to OnStart function * Using full protobuf for hosting app build * MLValue2TensorProto * Revert back changes in inference_session.cc * Refactor logger access and predict handler * Create an error handling callback (#19) * Creates error callback * Logs error and returns back as JSON * Catches exceptions in user functions * Refactor executor and add some test cases * Fix build warning * Add onnx as a dependency and in includes to hosting app (#20) * Converter for specific types and more UTs * More unit tests * Update onnx submodule * Fix string data test * Clean up code * Cleanup code * Refactor logging to use unique id per request and take logging level from user (#21) * Removes capturing env by reference in main * Uses uuid for logging ids * Take logging_level as a program argument * Pass logging_level to default_logging_manager * Change name of logger to HostingApp * Log if request id is null * Update GetHttpStatusCode signature * Fix random result issue and camel-case names * Rollback accidentally changed pybin_state.cc * Rollback pybind_state.cc * Generate protobuf status from onnxruntime status * Fix function name in error message * Clean up comments * Support protobuf byte array as input * Refactor predict handler and add unit tests * Add one more test * update cmake/external/onnx * Accept more protobuf MIME types * Update onnx-tensorrt * Add build instruction and usage doc * Address PR comments * Install g++-7 in the Ubuntu 16.04 build image for vcpkg * Fix onnx-tensorrt version * Check return value during initialization * Fix infinite loop when http port is in use (#29) * Simplify Executor.cc by breaking up Run method (#27) * Move request id to Executor constructor * Refactor the logger to respect user verbosity level * Use Arena allocator instead of device * Creates initial executor tests * Merge upstream master (#31) * Remove all possible shared_ptrs (#30) * Changes GetLogger to unique_ptr * Reserve BFloat raw data vector size * Change HostingEnvironment to being passed by lvalue and rvalue references * Change routes to getting passed by const references * Enable full protobuf if building hosting (#32) * Building hosting application no longer needs use_full_protobuf flag * Improve hosting application docs * Move server core into separate folder (#34) * Turn hosting project off by default (#38) * Remove vcpkg as a submodule and download/install Boost from source (#39) * Remove vcpkg * Use CMake script to download and build Boost as part of the project * Remove std::move for const references * Remove error_code.proto * Change wording of executable help description * Better GenerateProtobufStatus description * Remove error_code protobuf from CMake files * Use all outputs if no filter is given * Pass MLValue by const reference in MLValueToTensorProto * Rename variables to argc and argv * Revert "Use all outputs if no filter is given" This reverts commit 7554190ab8e50ba6947648c2f3e2a3d4d9606ce0. * Remove all header guards in favor of #pragma once * Reserve size for output vector and optimize for-loop * Use static libs by default for Boost * Improves documentation for GenerateResponseInJson function * Start Result enum at 0 instead of 1 * Remove g++ from Ubuntu's install.sh * Update cmake files * Give explanation for Result enum type * Remove all program options shortcuts except for -h * Add comments for predict.proto * Fix JSON for error codes * Add notice on hosting application docs that it's in beta * Change HostingEnvironment back to a shared_ptr * Handle empty output_filter field * Fix build break * Refactor unit tests location and groups * First end-to-end test * Add missing log * Missing req id and client req id in error response * Add one test case to validate failed resp header * Add build flag for hosting app end to end tests * Update pipeline setup to run e2e test for CI build * Model Zoo data preparation and tests * Add protobuf tests * Remove mention of needing g++-7 in BUILD.md * Make GetAppLogger const * Make using_raw_data_ match the styling of other fields * Avoid copy of strings when initializing model * Escape JSON strings correctly for error messages (#44) * Escape JSON strings correctly * Add test examples with lots of carriage returns * Add result validation * Remove temporary path * Optimize model zoo test execution * Improve reliability of test cases * Generate _pb2.py during the build time * README for integration tests * Pass environment by pointer instead of shared_ptr to executor (#49) * More Integration tests * Remove generated files * Make session private and use a getter instead (#53) * logging_level to log_level for CLI * Single model prediction shortcut * Health endpoint * Integration tests * Rename to onnxruntime server * Build ONNX Server application on Windows (#57) * Gets Boost compiling on Windows * Fix integer conversion and comparison problems * Use size_t in converter_tests instead of int * Fix hosting integration tests on Windows * Removes checks for port because it's an unsigned short * Fixes comparison between signed and unsigned data types * Pip install protobuf and numpy * Missing test data from the rename change * Fix server app path (#58) * Pass shared_ptr by const reference to avoid ref count increase (#59) * Download test model during test setup * Make download into test_util * Rename ci pipeline for onnx runtime server * Support up to 10MiB http request (#61) * Changes minimum request size to 10MB to support all models in ONNX Model Zoo
2019-05-01 01:21:23 +00:00
self_->OnWrite(ec, bytes, close);
}));
}
template <typename Body, typename Allocator>
void HttpSession::HandleRequest(http::request<Body, http::basic_fields<Allocator> >&& req) {
HttpContext context{};
context.request = std::move(req);
// Special handle the liveness probe endpoint for orchestration systems like Kubernetes.
if (context.request.method() == http::verb::get && context.request.target().to_string() == "/") {
context.response.body() = "Healthy";
} else {
auto status = ExecuteUserFunction(context);
if (status != http::status::ok) {
routes_.on_error(context);
}
}
context.response.keep_alive(context.request.keep_alive());
context.response.prepare_payload();
return Send(std::move(context.response));
}
http::status HttpSession::ExecuteUserFunction(HttpContext& context) {
std::string path = context.request.target().to_string();
std::string model_name, model_version, action;
HandlerFn func;
if (context.request.find(util::MS_CLIENT_REQUEST_ID_HEADER) != context.request.end()) {
context.client_request_id = context.request[util::MS_CLIENT_REQUEST_ID_HEADER].to_string();
Add an HTTP server for hosting of ONNX models (#806) * Simple integration into CMake build system * Adds vcpkg as a submodule and updates build.py to install hosting dependencies * Don't create vcpkg executable if already created * Fixes how CMake finds toolchain file and quick changes to build.py * Removes setting the CMAKE_TOOLCHAIN_FILE in build.py * Adds Boost Beast echo server and Boost program_options * Fixes spacing problem with program_options * Adds Microsoft headers to all the beast server headers * Removes CXX 14 from CMake file * Adds TODO to create configuration class * Run clang-format on main * Better exception handling of program_options * Remove vckpg submodule via ssh * Add vcpkg as https * Adds onnxruntime namespace to call classes * Fixed places where namespaces were anonymous * Adds a TODO to use the logger * Moves all setting namespace shortnames outside of onnxruntime namespace * Add onnxruntime session options to force app to link with it * Set CMAKE_TOOLCHAIN_FILE in build.py * Remove whitespace * Adds initial ONNX Hosting tests (#5) * Add initial test which is failing linking with no main * Adds test_main to get hosting tests working * Deletes useless add_executable line * Merge changes from upstream * Enable CI build in Vienna environment * make hosting_run*.sh executable * Add boost path in unittest * Add boost to TEST_INC_DIR * Add component detection task in ci yaml * Get tests and hosting to compile with re2 (#7) * Add finding boost packages before using it in unit tests * Add predict.proto and build * Ignore unused parameters in generated code * Removes std::regex in favor of re2 (#8) * Removes std::regex in favor of re2 * Adds back find_package in unit tests and fixes regexes * Adds more negative test cases * Adding more protos * Fix google protobuf file path in the cmake file * Ignore unused parameters for pb generated code * Updates onnx submodule (#10) * Remove duplicated lib in link * Follow Google style guide (#11) * Google style names * Adds more * Adds an additional namespace * Fixes header guards to match filepaths * Consume protobuf * Unit Test setup * Json deserialization simple test cases * Split hosting app to lib and exe for testability * Add more cases * Clean up * Add more comments * Update namespace and format the cmake files * Update cmake/external/onnx to checkout 1ec81bc6d49ccae23cd7801515feaadd13082903 * Separate h and cc in http folder * Clean up hosting application cmake file * Enable logging and proper initialize the session * Update const position for GetSession() * Take latest onnx and onnx-tensorrt * Creates configuration header file for program_options (#15) * Sets up PredictRequest callback (#16) * Init version, porting from prototype, e2e works * More executor implementation * Adds function on application startup (#17) * Attempts to pass HostingEnvironment as a shared_ptr * Removes logging and environment from all http classes * Passes http details to OnStart function * Using full protobuf for hosting app build * MLValue2TensorProto * Revert back changes in inference_session.cc * Refactor logger access and predict handler * Create an error handling callback (#19) * Creates error callback * Logs error and returns back as JSON * Catches exceptions in user functions * Refactor executor and add some test cases * Fix build warning * Add onnx as a dependency and in includes to hosting app (#20) * Converter for specific types and more UTs * More unit tests * Update onnx submodule * Fix string data test * Clean up code * Cleanup code * Refactor logging to use unique id per request and take logging level from user (#21) * Removes capturing env by reference in main * Uses uuid for logging ids * Take logging_level as a program argument * Pass logging_level to default_logging_manager * Change name of logger to HostingApp * Log if request id is null * Update GetHttpStatusCode signature * Fix random result issue and camel-case names * Rollback accidentally changed pybin_state.cc * Rollback pybind_state.cc * Generate protobuf status from onnxruntime status * Fix function name in error message * Clean up comments * Support protobuf byte array as input * Refactor predict handler and add unit tests * Add one more test * update cmake/external/onnx * Accept more protobuf MIME types * Update onnx-tensorrt * Add build instruction and usage doc * Address PR comments * Install g++-7 in the Ubuntu 16.04 build image for vcpkg * Fix onnx-tensorrt version * Check return value during initialization * Fix infinite loop when http port is in use (#29) * Simplify Executor.cc by breaking up Run method (#27) * Move request id to Executor constructor * Refactor the logger to respect user verbosity level * Use Arena allocator instead of device * Creates initial executor tests * Merge upstream master (#31) * Remove all possible shared_ptrs (#30) * Changes GetLogger to unique_ptr * Reserve BFloat raw data vector size * Change HostingEnvironment to being passed by lvalue and rvalue references * Change routes to getting passed by const references * Enable full protobuf if building hosting (#32) * Building hosting application no longer needs use_full_protobuf flag * Improve hosting application docs * Move server core into separate folder (#34) * Turn hosting project off by default (#38) * Remove vcpkg as a submodule and download/install Boost from source (#39) * Remove vcpkg * Use CMake script to download and build Boost as part of the project * Remove std::move for const references * Remove error_code.proto * Change wording of executable help description * Better GenerateProtobufStatus description * Remove error_code protobuf from CMake files * Use all outputs if no filter is given * Pass MLValue by const reference in MLValueToTensorProto * Rename variables to argc and argv * Revert "Use all outputs if no filter is given" This reverts commit 7554190ab8e50ba6947648c2f3e2a3d4d9606ce0. * Remove all header guards in favor of #pragma once * Reserve size for output vector and optimize for-loop * Use static libs by default for Boost * Improves documentation for GenerateResponseInJson function * Start Result enum at 0 instead of 1 * Remove g++ from Ubuntu's install.sh * Update cmake files * Give explanation for Result enum type * Remove all program options shortcuts except for -h * Add comments for predict.proto * Fix JSON for error codes * Add notice on hosting application docs that it's in beta * Change HostingEnvironment back to a shared_ptr * Handle empty output_filter field * Fix build break * Refactor unit tests location and groups * First end-to-end test * Add missing log * Missing req id and client req id in error response * Add one test case to validate failed resp header * Add build flag for hosting app end to end tests * Update pipeline setup to run e2e test for CI build * Model Zoo data preparation and tests * Add protobuf tests * Remove mention of needing g++-7 in BUILD.md * Make GetAppLogger const * Make using_raw_data_ match the styling of other fields * Avoid copy of strings when initializing model * Escape JSON strings correctly for error messages (#44) * Escape JSON strings correctly * Add test examples with lots of carriage returns * Add result validation * Remove temporary path * Optimize model zoo test execution * Improve reliability of test cases * Generate _pb2.py during the build time * README for integration tests * Pass environment by pointer instead of shared_ptr to executor (#49) * More Integration tests * Remove generated files * Make session private and use a getter instead (#53) * logging_level to log_level for CLI * Single model prediction shortcut * Health endpoint * Integration tests * Rename to onnxruntime server * Build ONNX Server application on Windows (#57) * Gets Boost compiling on Windows * Fix integer conversion and comparison problems * Use size_t in converter_tests instead of int * Fix hosting integration tests on Windows * Removes checks for port because it's an unsigned short * Fixes comparison between signed and unsigned data types * Pip install protobuf and numpy * Missing test data from the rename change * Fix server app path (#58) * Pass shared_ptr by const reference to avoid ref count increase (#59) * Download test model during test setup * Make download into test_util * Rename ci pipeline for onnx runtime server * Support up to 10MiB http request (#61) * Changes minimum request size to 10MB to support all models in ONNX Model Zoo
2019-05-01 01:21:23 +00:00
}
auto status = routes_.ParseUrl(context.request.method(), path, model_name, model_version, action, func);
if (status != http::status::ok) {
context.error_code = status;
context.error_message = std::string(http::obsolete_reason(status)) +
". For HTTP method: " +
std::string(http::to_string(context.request.method())) +
" and request path: " +
context.request.target().to_string();
return status;
}
try {
func(model_name, model_version, action, context);
} catch (const std::exception& ex) {
context.error_message = std::string(ex.what());
return http::status::internal_server_error;
}
return http::status::ok;
}
} // namespace server
} // namespace onnxruntime