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https://github.com/ClickHouse/ClickHouse.git
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60f9f6855d
This commit moves the catboost model evaluation out of the server process into the library-bridge binary. This serves two goals: On the one hand, crashes / memory corruptions of the catboost library no longer affect the server. On the other hand, we can forbid loading dynamic libraries in the server (catboost was the last consumer of this functionality), thus improving security. SQL syntax: SELECT catboostEvaluate('/path/to/model.bin', FEAT_1, ..., FEAT_N) > 0 AS prediction, ACTION AS target FROM amazon_train LIMIT 10 Required configuration: <catboost_lib_path>/path/to/libcatboostmodel.so</catboost_lib_path> *** Implementation Details *** The internal protocol between the server and the library-bridge is simple: - HTTP GET on path "/extdict_ping": A ping, used during the handshake to check if the library-bridge runs. - HTTP POST on path "extdict_request" (1) Send a "catboost_GetTreeCount" request from the server to the bridge, containing a library path (e.g /home/user/libcatboost.so) and a model path (e.g. /home/user/model.bin). Rirst, this unloads the catboost library handler associated to the model path (if it was loaded), then loads the catboost library handler associated to the model path, then executes GetTreeCount() on the library handler and finally sends the result back to the server. Step (1) is called once by the server from FunctionCatBoostEvaluate::getReturnTypeImpl(). The library path handler is unloaded in the beginning because it contains state which may no longer be valid if the user runs catboost("/path/to/model.bin", ...) more than once and if "model.bin" was updated in between. (2) Send "catboost_Evaluate" from the server to the bridge, containing the model path and the features to run the interference on. Step (2) is called multiple times (once per chunk) by the server from function FunctionCatBoostEvaluate::executeImpl(). The library handler for the given model path is expected to be already loaded by Step (1). Fixes #27870
610 lines
22 KiB
C++
610 lines
22 KiB
C++
#include "LibraryBridgeHandlers.h"
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#include "CatBoostLibraryHandler.h"
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#include "CatBoostLibraryHandlerFactory.h"
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#include "ExternalDictionaryLibraryHandler.h"
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#include "ExternalDictionaryLibraryHandlerFactory.h"
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#include <Formats/FormatFactory.h>
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#include <IO/ReadBufferFromString.h>
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#include <IO/ReadHelpers.h>
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#include <Common/BridgeProtocolVersion.h>
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#include <IO/WriteHelpers.h>
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#include <Poco/Net/HTMLForm.h>
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#include <Poco/Net/HTTPServerRequest.h>
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#include <Poco/Net/HTTPServerResponse.h>
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#include <Poco/ThreadPool.h>
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#include <Processors/Executors/CompletedPipelineExecutor.h>
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#include <Processors/Executors/PullingPipelineExecutor.h>
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#include <Processors/Formats/IInputFormat.h>
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#include <Processors/Formats/IOutputFormat.h>
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#include <Processors/Sources/SourceFromSingleChunk.h>
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#include <QueryPipeline/Pipe.h>
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#include <QueryPipeline/QueryPipeline.h>
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#include <Server/HTTP/HTMLForm.h>
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#include <Server/HTTP/WriteBufferFromHTTPServerResponse.h>
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#include <Formats/NativeReader.h>
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#include <Formats/NativeWriter.h>
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#include <DataTypes/DataTypesNumber.h>
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namespace DB
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{
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namespace ErrorCodes
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{
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extern const int BAD_REQUEST_PARAMETER;
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}
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namespace
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{
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void processError(HTTPServerResponse & response, const String & message)
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{
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response.setStatusAndReason(HTTPResponse::HTTP_INTERNAL_SERVER_ERROR);
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if (!response.sent())
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*response.send() << message << std::endl;
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LOG_WARNING(&Poco::Logger::get("LibraryBridge"), fmt::runtime(message));
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}
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std::shared_ptr<Block> parseColumns(String && column_string)
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{
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auto sample_block = std::make_shared<Block>();
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auto names_and_types = NamesAndTypesList::parse(column_string);
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for (const NameAndTypePair & column_data : names_and_types)
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sample_block->insert({column_data.type, column_data.name});
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return sample_block;
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}
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std::vector<uint64_t> parseIdsFromBinary(ReadBuffer & buf)
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{
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std::vector<uint64_t> ids;
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readVectorBinary(ids, buf);
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return ids;
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}
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std::vector<String> parseNamesFromBinary(const String & names_string)
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{
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ReadBufferFromString buf(names_string);
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std::vector<String> names;
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readVectorBinary(names, buf);
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return names;
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}
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}
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static void writeData(Block data, OutputFormatPtr format)
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{
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auto source = std::make_shared<SourceFromSingleChunk>(std::move(data));
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QueryPipeline pipeline(std::move(source));
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pipeline.complete(std::move(format));
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CompletedPipelineExecutor executor(pipeline);
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executor.execute();
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}
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ExternalDictionaryLibraryBridgeRequestHandler::ExternalDictionaryLibraryBridgeRequestHandler(size_t keep_alive_timeout_, ContextPtr context_)
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: WithContext(context_)
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, keep_alive_timeout(keep_alive_timeout_)
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, log(&Poco::Logger::get("ExternalDictionaryLibraryBridgeRequestHandler"))
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{
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}
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void ExternalDictionaryLibraryBridgeRequestHandler::handleRequest(HTTPServerRequest & request, HTTPServerResponse & response)
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{
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LOG_TRACE(log, "Request URI: {}", request.getURI());
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HTMLForm params(getContext()->getSettingsRef(), request);
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size_t version;
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if (!params.has("version"))
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version = 0; /// assumed version for too old servers which do not send a version
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else
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{
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const String & version_str = params.get("version");
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if (!tryParse(version, version_str))
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{
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processError(response, "Unable to parse 'version' string in request URL: '" + version_str + "' Check if the server and library-bridge have the same version.");
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return;
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}
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}
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if (version != LIBRARY_BRIDGE_PROTOCOL_VERSION)
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{
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/// backwards compatibility is considered unnecessary for now, just let the user know that the server and the bridge must be upgraded together
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processError(response, "Server and library-bridge have different versions: '" + std::to_string(version) + "' vs. '" + std::to_string(LIBRARY_BRIDGE_PROTOCOL_VERSION) + "'");
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return;
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}
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if (!params.has("method"))
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{
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processError(response, "No 'method' in request URL");
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return;
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}
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if (!params.has("dictionary_id"))
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{
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processError(response, "No 'dictionary_id in request URL");
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return;
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}
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const String & method = params.get("method");
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const String & dictionary_id = params.get("dictionary_id");
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LOG_TRACE(log, "Library method: '{}', dictionary id: {}", method, dictionary_id);
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WriteBufferFromHTTPServerResponse out(response, request.getMethod() == Poco::Net::HTTPRequest::HTTP_HEAD, keep_alive_timeout);
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try
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{
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bool lib_new = (method == "extDict_libNew");
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if (method == "extDict_libClone")
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{
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if (!params.has("from_dictionary_id"))
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{
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processError(response, "No 'from_dictionary_id' in request URL");
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return;
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}
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const String & from_dictionary_id = params.get("from_dictionary_id");
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bool cloned = false;
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cloned = ExternalDictionaryLibraryHandlerFactory::instance().clone(from_dictionary_id, dictionary_id);
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if (cloned)
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{
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writeStringBinary("1", out);
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}
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else
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{
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LOG_TRACE(log, "Cannot clone from dictionary with id: {}, will call extDict_libNew instead", from_dictionary_id);
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lib_new = true;
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}
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}
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if (lib_new)
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{
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auto & read_buf = request.getStream();
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params.read(read_buf);
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if (!params.has("library_path"))
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{
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processError(response, "No 'library_path' in request URL");
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return;
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}
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const String & library_path = params.get("library_path");
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if (!params.has("library_settings"))
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{
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processError(response, "No 'library_settings' in request URL");
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return;
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}
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const String & settings_string = params.get("library_settings");
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LOG_DEBUG(log, "Parsing library settings from binary string");
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std::vector<String> library_settings = parseNamesFromBinary(settings_string);
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/// Needed for library dictionary
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if (!params.has("attributes_names"))
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{
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processError(response, "No 'attributes_names' in request URL");
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return;
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}
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const String & attributes_string = params.get("attributes_names");
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LOG_DEBUG(log, "Parsing attributes names from binary string");
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std::vector<String> attributes_names = parseNamesFromBinary(attributes_string);
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/// Needed to parse block from binary string format
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if (!params.has("sample_block"))
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{
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processError(response, "No 'sample_block' in request URL");
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return;
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}
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String sample_block_string = params.get("sample_block");
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std::shared_ptr<Block> sample_block;
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try
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{
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sample_block = parseColumns(std::move(sample_block_string));
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}
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catch (const Exception & ex)
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{
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processError(response, "Invalid 'sample_block' parameter in request body '" + ex.message() + "'");
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LOG_WARNING(log, fmt::runtime(ex.getStackTraceString()));
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return;
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}
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if (!params.has("null_values"))
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{
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processError(response, "No 'null_values' in request URL");
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return;
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}
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ReadBufferFromString read_block_buf(params.get("null_values"));
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auto format = getContext()->getInputFormat(FORMAT, read_block_buf, *sample_block, DEFAULT_BLOCK_SIZE);
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QueryPipeline pipeline(Pipe(std::move(format)));
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PullingPipelineExecutor executor(pipeline);
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Block sample_block_with_nulls;
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executor.pull(sample_block_with_nulls);
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LOG_DEBUG(log, "Dictionary sample block with null values: {}", sample_block_with_nulls.dumpStructure());
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ExternalDictionaryLibraryHandlerFactory::instance().create(dictionary_id, library_path, library_settings, sample_block_with_nulls, attributes_names);
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writeStringBinary("1", out);
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}
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else if (method == "extDict_libDelete")
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{
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bool deleted = ExternalDictionaryLibraryHandlerFactory::instance().remove(dictionary_id);
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/// Do not throw, a warning is ok.
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if (!deleted)
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LOG_WARNING(log, "Cannot delete library for with dictionary id: {}, because such id was not found.", dictionary_id);
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writeStringBinary("1", out);
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}
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else if (method == "extDict_isModified")
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{
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auto library_handler = ExternalDictionaryLibraryHandlerFactory::instance().get(dictionary_id);
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if (!library_handler)
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throw Exception(ErrorCodes::BAD_REQUEST_PARAMETER, "Not found dictionary with id: {}", dictionary_id);
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bool res = library_handler->isModified();
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writeStringBinary(std::to_string(res), out);
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}
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else if (method == "extDict_supportsSelectiveLoad")
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{
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auto library_handler = ExternalDictionaryLibraryHandlerFactory::instance().get(dictionary_id);
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if (!library_handler)
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throw Exception(ErrorCodes::BAD_REQUEST_PARAMETER, "Not found dictionary with id: {}", dictionary_id);
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bool res = library_handler->supportsSelectiveLoad();
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writeStringBinary(std::to_string(res), out);
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}
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else if (method == "extDict_loadAll")
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{
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auto library_handler = ExternalDictionaryLibraryHandlerFactory::instance().get(dictionary_id);
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if (!library_handler)
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throw Exception(ErrorCodes::BAD_REQUEST_PARAMETER, "Not found dictionary with id: {}", dictionary_id);
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const auto & sample_block = library_handler->getSampleBlock();
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LOG_DEBUG(log, "Calling extDict_loadAll() for dictionary id: {}", dictionary_id);
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auto input = library_handler->loadAll();
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LOG_DEBUG(log, "Started sending result data for dictionary id: {}", dictionary_id);
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auto output = FormatFactory::instance().getOutputFormat(FORMAT, out, sample_block, getContext());
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writeData(std::move(input), std::move(output));
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}
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else if (method == "extDict_loadIds")
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{
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LOG_DEBUG(log, "Getting diciontary ids for dictionary with id: {}", dictionary_id);
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String ids_string;
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std::vector<uint64_t> ids = parseIdsFromBinary(request.getStream());
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auto library_handler = ExternalDictionaryLibraryHandlerFactory::instance().get(dictionary_id);
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if (!library_handler)
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throw Exception(ErrorCodes::BAD_REQUEST_PARAMETER, "Not found dictionary with id: {}", dictionary_id);
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const auto & sample_block = library_handler->getSampleBlock();
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LOG_DEBUG(log, "Calling extDict_loadIds() for dictionary id: {}", dictionary_id);
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auto input = library_handler->loadIds(ids);
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LOG_DEBUG(log, "Started sending result data for dictionary id: {}", dictionary_id);
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auto output = FormatFactory::instance().getOutputFormat(FORMAT, out, sample_block, getContext());
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writeData(std::move(input), std::move(output));
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}
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else if (method == "extDict_loadKeys")
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{
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if (!params.has("requested_block_sample"))
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{
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processError(response, "No 'requested_block_sample' in request URL");
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return;
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}
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String requested_block_string = params.get("requested_block_sample");
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std::shared_ptr<Block> requested_sample_block;
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try
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{
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requested_sample_block = parseColumns(std::move(requested_block_string));
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}
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catch (const Exception & ex)
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{
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processError(response, "Invalid 'requested_block' parameter in request body '" + ex.message() + "'");
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LOG_WARNING(log, fmt::runtime(ex.getStackTraceString()));
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return;
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}
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auto & read_buf = request.getStream();
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auto format = getContext()->getInputFormat(FORMAT, read_buf, *requested_sample_block, DEFAULT_BLOCK_SIZE);
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QueryPipeline pipeline(std::move(format));
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PullingPipelineExecutor executor(pipeline);
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Block block;
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executor.pull(block);
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auto library_handler = ExternalDictionaryLibraryHandlerFactory::instance().get(dictionary_id);
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if (!library_handler)
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throw Exception(ErrorCodes::BAD_REQUEST_PARAMETER, "Not found dictionary with id: {}", dictionary_id);
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const auto & sample_block = library_handler->getSampleBlock();
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LOG_DEBUG(log, "Calling extDict_loadKeys() for dictionary id: {}", dictionary_id);
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auto input = library_handler->loadKeys(block.getColumns());
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LOG_DEBUG(log, "Started sending result data for dictionary id: {}", dictionary_id);
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auto output = FormatFactory::instance().getOutputFormat(FORMAT, out, sample_block, getContext());
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writeData(std::move(input), std::move(output));
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}
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else
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{
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processError(response, "Unknown library method '" + method + "'");
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LOG_ERROR(log, "Unknown library method: '{}'", method);
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}
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}
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catch (...)
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{
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auto message = getCurrentExceptionMessage(true);
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LOG_ERROR(log, "Failed to process request for dictionary_id: {}. Error: {}", dictionary_id, message);
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response.setStatusAndReason(Poco::Net::HTTPResponse::HTTP_INTERNAL_SERVER_ERROR, message); // can't call process_error, because of too soon response sending
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try
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{
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writeStringBinary(message, out);
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out.finalize();
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}
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catch (...)
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{
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tryLogCurrentException(log);
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}
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}
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try
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{
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out.finalize();
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}
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catch (...)
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{
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tryLogCurrentException(log);
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}
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}
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ExternalDictionaryLibraryBridgeExistsHandler::ExternalDictionaryLibraryBridgeExistsHandler(size_t keep_alive_timeout_, ContextPtr context_)
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: WithContext(context_)
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, keep_alive_timeout(keep_alive_timeout_)
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, log(&Poco::Logger::get("ExternalDictionaryLibraryBridgeExistsHandler"))
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{
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}
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void ExternalDictionaryLibraryBridgeExistsHandler::handleRequest(HTTPServerRequest & request, HTTPServerResponse & response)
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{
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try
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{
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LOG_TRACE(log, "Request URI: {}", request.getURI());
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HTMLForm params(getContext()->getSettingsRef(), request);
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if (!params.has("dictionary_id"))
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{
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processError(response, "No 'dictionary_id' in request URL");
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return;
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}
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const String & dictionary_id = params.get("dictionary_id");
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auto library_handler = ExternalDictionaryLibraryHandlerFactory::instance().get(dictionary_id);
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String res = library_handler ? "1" : "0";
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setResponseDefaultHeaders(response, keep_alive_timeout);
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LOG_TRACE(log, "Sending ping response: {} (dictionary id: {})", res, dictionary_id);
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response.sendBuffer(res.data(), res.size());
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}
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catch (...)
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{
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tryLogCurrentException("PingHandler");
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}
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}
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CatBoostLibraryBridgeRequestHandler::CatBoostLibraryBridgeRequestHandler(
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size_t keep_alive_timeout_, ContextPtr context_)
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: WithContext(context_)
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, keep_alive_timeout(keep_alive_timeout_)
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, log(&Poco::Logger::get("CatBoostLibraryBridgeRequestHandler"))
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{
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}
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void CatBoostLibraryBridgeRequestHandler::handleRequest(HTTPServerRequest & request, HTTPServerResponse & response)
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{
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std::lock_guard lock(mutex);
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LOG_TRACE(log, "Request URI: {}", request.getURI());
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HTMLForm params(getContext()->getSettingsRef(), request);
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size_t version;
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if (!params.has("version"))
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version = 0; /// assumed version for too old servers which do not send a version
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else
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{
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const String & version_str = params.get("version");
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if (!tryParse(version, version_str))
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{
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processError(response, "Unable to parse 'version' string in request URL: '" + version_str + "' Check if the server and library-bridge have the same version.");
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return;
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}
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}
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if (version != LIBRARY_BRIDGE_PROTOCOL_VERSION)
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{
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/// backwards compatibility is considered unnecessary for now, just let the user know that the server and the bridge must be upgraded together
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processError(response, "Server and library-bridge have different versions: '" + std::to_string(version) + "' vs. '" + std::to_string(LIBRARY_BRIDGE_PROTOCOL_VERSION) + "'");
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return;
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}
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if (!params.has("method"))
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{
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processError(response, "No 'method' in request URL");
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return;
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}
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const String & method = params.get("method");
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LOG_TRACE(log, "Library method: '{}'", method);
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WriteBufferFromHTTPServerResponse out(response, request.getMethod() == Poco::Net::HTTPRequest::HTTP_HEAD, keep_alive_timeout);
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try
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{
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if (method == "catboost_GetTreeCount")
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{
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auto & read_buf = request.getStream();
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params.read(read_buf);
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if (!params.has("library_path"))
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{
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processError(response, "No 'library_path' in request URL");
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return;
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}
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const String & library_path = params.get("library_path");
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if (!params.has("model_path"))
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{
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processError(response, "No 'model_path' in request URL");
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return;
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}
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const String & model_path = params.get("model_path");
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CatBoostLibraryHandlerFactory::instance().remove(model_path);
|
|
|
|
CatBoostLibraryHandlerFactory::instance().create(library_path, model_path);
|
|
|
|
auto catboost_handler = CatBoostLibraryHandlerFactory::instance().get(model_path);
|
|
|
|
if (!catboost_handler)
|
|
{
|
|
processError(response, "CatBoost library is not loaded for model " + model_path);
|
|
return;
|
|
}
|
|
|
|
size_t tree_count = catboost_handler->getTreeCount();
|
|
writeIntBinary(tree_count, out);
|
|
}
|
|
else if (method == "catboost_libEvaluate")
|
|
{
|
|
auto & read_buf = request.getStream();
|
|
params.read(read_buf);
|
|
|
|
if (!params.has("model_path"))
|
|
{
|
|
processError(response, "No 'model_path' in request URL");
|
|
return;
|
|
}
|
|
|
|
const String & model_path = params.get("model_path");
|
|
|
|
if (!params.has("data"))
|
|
{
|
|
processError(response, "No 'data' in request URL");
|
|
return;
|
|
}
|
|
|
|
const String & data = params.get("data");
|
|
|
|
ReadBufferFromString string_read_buf(data);
|
|
NativeReader deserializer(string_read_buf, /*server_revision*/ 0);
|
|
Block block_read = deserializer.read();
|
|
|
|
Columns col_ptrs = block_read.getColumns();
|
|
ColumnRawPtrs col_raw_ptrs;
|
|
for (const auto & p : col_ptrs)
|
|
col_raw_ptrs.push_back(&*p);
|
|
|
|
auto catboost_handler = CatBoostLibraryHandlerFactory::instance().get(model_path);
|
|
|
|
if (!catboost_handler)
|
|
{
|
|
processError(response, "CatBoost library is not loaded for model" + model_path);
|
|
return;
|
|
}
|
|
|
|
ColumnPtr res_col = catboost_handler->evaluate(col_raw_ptrs);
|
|
|
|
DataTypePtr res_col_type = std::make_shared<DataTypeFloat64>();
|
|
String res_col_name = "res_col";
|
|
|
|
ColumnsWithTypeAndName res_cols_with_type_and_name = {{res_col, res_col_type, res_col_name}};
|
|
|
|
Block block_write(res_cols_with_type_and_name);
|
|
NativeWriter serializer{out, /*client_revision*/ 0, block_write};
|
|
serializer.write(block_write);
|
|
}
|
|
else
|
|
{
|
|
processError(response, "Unknown library method '" + method + "'");
|
|
LOG_ERROR(log, "Unknown library method: '{}'", method);
|
|
}
|
|
}
|
|
catch (...)
|
|
{
|
|
auto message = getCurrentExceptionMessage(true);
|
|
LOG_ERROR(log, "Failed to process request. Error: {}", message);
|
|
|
|
response.setStatusAndReason(Poco::Net::HTTPResponse::HTTP_INTERNAL_SERVER_ERROR, message); // can't call process_error, because of too soon response sending
|
|
try
|
|
{
|
|
writeStringBinary(message, out);
|
|
out.finalize();
|
|
}
|
|
catch (...)
|
|
{
|
|
tryLogCurrentException(log);
|
|
}
|
|
}
|
|
|
|
try
|
|
{
|
|
out.finalize();
|
|
}
|
|
catch (...)
|
|
{
|
|
tryLogCurrentException(log);
|
|
}
|
|
}
|
|
|
|
|
|
CatBoostLibraryBridgeExistsHandler::CatBoostLibraryBridgeExistsHandler(size_t keep_alive_timeout_, ContextPtr context_)
|
|
: WithContext(context_)
|
|
, keep_alive_timeout(keep_alive_timeout_)
|
|
, log(&Poco::Logger::get("CatBoostLibraryBridgeExistsHandler"))
|
|
{
|
|
}
|
|
|
|
|
|
void CatBoostLibraryBridgeExistsHandler::handleRequest(HTTPServerRequest & request, HTTPServerResponse & response)
|
|
{
|
|
try
|
|
{
|
|
LOG_TRACE(log, "Request URI: {}", request.getURI());
|
|
HTMLForm params(getContext()->getSettingsRef(), request);
|
|
|
|
String res = "1";
|
|
|
|
setResponseDefaultHeaders(response, keep_alive_timeout);
|
|
LOG_TRACE(log, "Sending ping response: {}", res);
|
|
response.sendBuffer(res.data(), res.size());
|
|
}
|
|
catch (...)
|
|
{
|
|
tryLogCurrentException("PingHandler");
|
|
}
|
|
}
|
|
|
|
}
|