fix compilation
- std::log and M_PI are not constexpr's by the standard. replace by a constant - reformat
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@ -58,7 +58,6 @@ struct SubMatching
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using CandidateList = std::vector<std::pair<PhantomNode, double>>;
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using CandidateList = std::vector<std::pair<PhantomNode, double>>;
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using CandidateLists = std::vector<CandidateList>;
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using CandidateLists = std::vector<CandidateList>;
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using SubMatchingList = std::vector<SubMatching>;
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using SubMatchingList = std::vector<SubMatching>;
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constexpr static const unsigned max_number_of_candidates = 10;
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constexpr static const double IMPOSSIBLE_LOG_PROB = -std::numeric_limits<double>::infinity();
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constexpr static const double IMPOSSIBLE_LOG_PROB = -std::numeric_limits<double>::infinity();
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constexpr static const double MINIMAL_LOG_PROB = -std::numeric_limits<double>::max();
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constexpr static const double MINIMAL_LOG_PROB = -std::numeric_limits<double>::max();
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constexpr static const unsigned INVALID_STATE = std::numeric_limits<unsigned>::max();
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constexpr static const unsigned INVALID_STATE = std::numeric_limits<unsigned>::max();
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@ -67,8 +66,8 @@ constexpr static const unsigned MAX_BROKEN_TIME = 30;
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}
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}
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// implements a hidden markov model map matching algorithm
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// implements a hidden markov model map matching algorithm
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template <class DataFacadeT> class MapMatching final
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template <class DataFacadeT>
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: public BasicRoutingInterface<DataFacadeT, MapMatching<DataFacadeT>>
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class MapMatching final : public BasicRoutingInterface<DataFacadeT, MapMatching<DataFacadeT>>
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{
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{
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using super = BasicRoutingInterface<DataFacadeT, MapMatching<DataFacadeT>>;
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using super = BasicRoutingInterface<DataFacadeT, MapMatching<DataFacadeT>>;
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using QueryHeap = SearchEngineData::QueryHeap;
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using QueryHeap = SearchEngineData::QueryHeap;
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@ -77,7 +76,7 @@ template <class DataFacadeT> class MapMatching final
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// FIXME this value should be a table based on samples/meter (or samples/min)
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// FIXME this value should be a table based on samples/meter (or samples/min)
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constexpr static const double default_beta = 10.0;
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constexpr static const double default_beta = 10.0;
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constexpr static const double default_sigma_z = 4.07;
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constexpr static const double default_sigma_z = 4.07;
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constexpr static const double log_2_pi = std::log(2 * M_PI);
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constexpr static const double log_2_pi = 1.837877066409346; // std::log(2. * M_PI);
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// closures to precompute log -> only simple floating point operations
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// closures to precompute log -> only simple floating point operations
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struct EmissionLogProbability
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struct EmissionLogProbability
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@ -86,8 +85,7 @@ template <class DataFacadeT> class MapMatching final
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double log_sigma_z;
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double log_sigma_z;
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EmissionLogProbability(const double sigma_z)
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EmissionLogProbability(const double sigma_z)
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: sigma_z(sigma_z)
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: sigma_z(sigma_z), log_sigma_z(std::log(sigma_z))
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, log_sigma_z(std::log(sigma_z))
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{
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{
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}
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}
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@ -100,16 +98,9 @@ template <class DataFacadeT> class MapMatching final
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{
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{
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double beta;
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double beta;
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double log_beta;
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double log_beta;
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TransitionLogProbability(const double beta)
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TransitionLogProbability(const double beta) : beta(beta), log_beta(std::log(beta)) {}
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: beta(beta)
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, log_beta(std::log(beta))
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{
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}
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double operator()(const double d_t) const
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double operator()(const double d_t) const { return -log_beta - d_t / beta; }
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{
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return -log_beta - d_t / beta;
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}
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};
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};
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double get_network_distance(const PhantomNode &source_phantom,
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double get_network_distance(const PhantomNode &source_phantom,
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@ -159,13 +150,13 @@ template <class DataFacadeT> class MapMatching final
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{
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{
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if (0 < forward_heap.Size())
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if (0 < forward_heap.Size())
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{
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{
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super::RoutingStep(
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super::RoutingStep(forward_heap, reverse_heap, &middle_node, &upper_bound,
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forward_heap, reverse_heap, &middle_node, &upper_bound, edge_offset, true);
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edge_offset, true);
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}
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}
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if (0 < reverse_heap.Size())
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if (0 < reverse_heap.Size())
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{
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{
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super::RoutingStep(
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super::RoutingStep(reverse_heap, forward_heap, &middle_node, &upper_bound,
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reverse_heap, forward_heap, &middle_node, &upper_bound, edge_offset, false);
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edge_offset, false);
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}
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}
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}
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}
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@ -206,10 +197,12 @@ template <class DataFacadeT> class MapMatching final
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std::vector<bool> breakage;
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std::vector<bool> breakage;
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const Matching::CandidateLists &candidates_list;
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const Matching::CandidateLists &candidates_list;
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const EmissionLogProbability& emission_log_probability;
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const EmissionLogProbability &emission_log_probability;
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HiddenMarkovModel(const Matching::CandidateLists &candidates_list, const EmissionLogProbability& emission_log_probability)
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HiddenMarkovModel(const Matching::CandidateLists &candidates_list,
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: breakage(candidates_list.size()), candidates_list(candidates_list), emission_log_probability(emission_log_probability)
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const EmissionLogProbability &emission_log_probability)
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: breakage(candidates_list.size()), candidates_list(candidates_list),
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emission_log_probability(emission_log_probability)
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{
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{
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for (const auto &l : candidates_list)
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for (const auto &l : candidates_list)
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{
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{
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@ -276,8 +269,7 @@ template <class DataFacadeT> class MapMatching final
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// Provides the debug interface for introspection tools
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// Provides the debug interface for introspection tools
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struct DebugInfo
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struct DebugInfo
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{
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{
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DebugInfo(const osrm::json::Logger* logger)
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DebugInfo(const osrm::json::Logger *logger) : logger(logger)
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: logger(logger)
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{
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{
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if (logger)
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if (logger)
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{
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{
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@ -285,7 +277,7 @@ template <class DataFacadeT> class MapMatching final
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}
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}
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}
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}
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void initialize(const Matching::CandidateLists& candidates_list)
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void initialize(const Matching::CandidateLists &candidates_list)
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{
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{
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// json logger not enabled
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// json logger not enabled
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if (!logger)
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if (!logger)
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@ -302,7 +294,8 @@ template <class DataFacadeT> class MapMatching final
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state.values["coordinate"] = osrm::json::make_array(
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state.values["coordinate"] = osrm::json::make_array(
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candidates_list[t][s].first.location.lat / COORDINATE_PRECISION,
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candidates_list[t][s].first.location.lat / COORDINATE_PRECISION,
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candidates_list[t][s].first.location.lon / COORDINATE_PRECISION);
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candidates_list[t][s].first.location.lon / COORDINATE_PRECISION);
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state.values["viterbi"] = osrm::json::clamp_float(Matching::IMPOSSIBLE_LOG_PROB);
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state.values["viterbi"] =
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osrm::json::clamp_float(Matching::IMPOSSIBLE_LOG_PROB);
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state.values["pruned"] = 0u;
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state.values["pruned"] = 0u;
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timestamps.values.push_back(state);
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timestamps.values.push_back(state);
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}
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}
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@ -327,21 +320,18 @@ template <class DataFacadeT> class MapMatching final
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osrm::json::Object transistion;
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osrm::json::Object transistion;
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transistion.values["to"] = osrm::json::make_array(current_t, current_state);
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transistion.values["to"] = osrm::json::make_array(current_t, current_state);
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transistion.values["properties"] =
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transistion.values["properties"] = osrm::json::make_array(
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osrm::json::make_array(osrm::json::clamp_float(prev_viterbi),
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osrm::json::clamp_float(prev_viterbi), osrm::json::clamp_float(emission_pr),
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osrm::json::clamp_float(emission_pr),
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osrm::json::clamp_float(transition_pr), network_distance, great_circle_distance);
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osrm::json::clamp_float(transition_pr),
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network_distance,
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great_circle_distance);
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osrm::json::get(*object, "states", prev_t, prev_state, "transitions")
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osrm::json::get(*object, "states", prev_t, prev_state, "transitions")
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.get<mapbox::util::recursive_wrapper<osrm::json::Array>>()
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.get<mapbox::util::recursive_wrapper<osrm::json::Array>>()
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.get().values.push_back(transistion);
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.get()
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.values.push_back(transistion);
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}
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}
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void set_viterbi(const std::vector<std::vector<double>>& viterbi,
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void set_viterbi(const std::vector<std::vector<double>> &viterbi,
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const std::vector<std::vector<bool>>& pruned)
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const std::vector<std::vector<bool>> &pruned)
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{
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{
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// json logger not enabled
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// json logger not enabled
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if (!logger)
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if (!logger)
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@ -351,8 +341,10 @@ template <class DataFacadeT> class MapMatching final
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{
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{
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for (auto s_prime = 0u; s_prime < viterbi[t].size(); ++s_prime)
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for (auto s_prime = 0u; s_prime < viterbi[t].size(); ++s_prime)
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{
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{
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osrm::json::get(*object, "states", t, s_prime, "viterbi") = osrm::json::clamp_float(viterbi[t][s_prime]);
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osrm::json::get(*object, "states", t, s_prime, "viterbi") =
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osrm::json::get(*object, "states", t, s_prime, "pruned") = static_cast<unsigned>(pruned[t][s_prime]);
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osrm::json::clamp_float(viterbi[t][s_prime]);
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osrm::json::get(*object, "states", t, s_prime, "pruned") =
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static_cast<unsigned>(pruned[t][s_prime]);
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}
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}
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}
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}
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}
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}
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@ -366,7 +358,7 @@ template <class DataFacadeT> class MapMatching final
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osrm::json::get(*object, "states", t, s, "chosen") = true;
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osrm::json::get(*object, "states", t, s, "chosen") = true;
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}
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}
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void add_breakage(const std::vector<bool>& breakage)
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void add_breakage(const std::vector<bool> &breakage)
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{
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{
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// json logger not enabled
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// json logger not enabled
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if (!logger)
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if (!logger)
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@ -375,8 +367,8 @@ template <class DataFacadeT> class MapMatching final
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osrm::json::get(*object, "breakage") = osrm::json::make_array(breakage);
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osrm::json::get(*object, "breakage") = osrm::json::make_array(breakage);
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}
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}
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const osrm::json::Logger* logger;
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const osrm::json::Logger *logger;
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osrm::json::Value* object;
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osrm::json::Value *object;
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};
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};
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public:
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public:
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@ -395,8 +387,10 @@ template <class DataFacadeT> class MapMatching final
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BOOST_ASSERT(candidates_list.size() > 0);
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BOOST_ASSERT(candidates_list.size() > 0);
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// TODO replace default values with table lookup based on sampling frequency
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// TODO replace default values with table lookup based on sampling frequency
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EmissionLogProbability emission_log_probability(gps_precision > 0 ? gps_precision : default_sigma_z);
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EmissionLogProbability emission_log_probability(gps_precision > 0 ? gps_precision
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TransitionLogProbability transition_log_probability(matching_beta > 0 ? matching_beta : default_beta);
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: default_sigma_z);
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TransitionLogProbability transition_log_probability(matching_beta > 0 ? matching_beta
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: default_beta);
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HiddenMarkovModel model(candidates_list, emission_log_probability);
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HiddenMarkovModel model(candidates_list, emission_log_probability);
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@ -429,8 +423,8 @@ template <class DataFacadeT> class MapMatching final
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}
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}
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else
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else
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{
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{
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trace_split = trace_split || (t - prev_unbroken_timestamps.back() >
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trace_split = trace_split ||
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Matching::MAX_BROKEN_STATES);
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(t - prev_unbroken_timestamps.back() > Matching::MAX_BROKEN_STATES);
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}
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}
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if (trace_split)
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if (trace_split)
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@ -456,7 +450,7 @@ template <class DataFacadeT> class MapMatching final
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// Important: We potentially go back here!
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// Important: We potentially go back here!
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// However since t > new_start >= breakge_begin
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// However since t > new_start >= breakge_begin
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// we can only reset trace_coordindates.size() times.
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// we can only reset trace_coordindates.size() times.
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t = new_start+1;
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t = new_start + 1;
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}
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}
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unsigned prev_unbroken_timestamp = prev_unbroken_timestamps.back();
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unsigned prev_unbroken_timestamp = prev_unbroken_timestamps.back();
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new_value += transition_pr;
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new_value += transition_pr;
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debug.add_transition_info(prev_unbroken_timestamp, t, s, s_prime,
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debug.add_transition_info(prev_unbroken_timestamp, t, s, s_prime,
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prev_viterbi[s],
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prev_viterbi[s], emission_pr, transition_pr,
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emission_pr,
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network_distance, great_circle_distance);
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transition_pr,
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network_distance,
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great_circle_distance);
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if (new_value > current_viterbi[s_prime])
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if (new_value > current_viterbi[s_prime])
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{
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{
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@ -622,6 +613,6 @@ template <class DataFacadeT> class MapMatching final
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};
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};
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//[1] "Hidden Markov Map Matching Through Noise and Sparseness"; P. Newson and J. Krumm; 2009; ACM
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//[1] "Hidden Markov Map Matching Through Noise and Sparseness"; P. Newson and J. Krumm; 2009; ACM
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//GIS
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// GIS
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#endif /* MAP_MATCHING_HPP */
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#endif /* MAP_MATCHING_HPP */
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