#ifndef _CCRP_H_ #define _CCRP_H_ #include #include #include #include #include #include #include #include "sampler.h" // Chinese restaurant process (Pitman-Yor parameters) with explicit table // tracking. template > class CCRP { public: CCRP(double disc, double conc) : num_tables_(), num_customers_(), discount_(disc), concentration_(conc) {} int increment(const Dish& dish, const double& p0, MT19937* rng) { DishLocations& loc = dish_locs_[dish]; bool share_table = false; if (loc.dish_count_) { const double p_empty = (concentration_ + num_tables_ * discount_) * p0; const double p_share = (loc.dish_count_ - loc.table_counts_.size() * discount_); share_table = rng->SelectSample(p_empty, p_share); } if (share_table) { double r = rng->next() * (loc.dish_count_ - loc.table_counts_.size() * discount_); for (typename std::list::iterator ti = loc.table_counts_.begin(); ti != loc.table_counts_.end(); ++ti) { r -= (*ti - discount_); if (r <= 0.0) { ++(*ti); break; } } if (r > 0.0) { std::cerr << "Serious error: r=" << r << std::endl; Print(&std::cerr); assert(r <= 0.0); } } else { loc.table_counts_.push_back(1u); ++num_tables_; } ++loc.dish_count_; ++num_customers_; return (share_table ? 0 : 1); } int decrement(const Dish& dish, MT19937* rng) { DishLocations& loc = dish_locs_[dish]; assert(loc.dish_count_); if (loc.dish_count_ == 1) { dish_locs_.erase(dish); --num_tables_; --num_customers_; return -1; } else { int delta = 0; double r = rng->next() * (loc.dish_count_ - loc.table_counts_.size() * discount_); --loc.dish_count_; for (typename std::list::iterator ti = loc.table_counts_.begin(); ti != loc.table_counts_.end(); ++ti) { r -= (*ti - discount_); if (r <= 0.0) { if ((--(*ti)) == 0) { --num_tables_; delta = -1; loc.table_counts_.erase(ti); } break; } } if (r > 0.0) { std::cerr << "Serious error: r=" << r << std::endl; Print(&std::cerr); assert(r <= 0.0); } --num_customers_; return delta; } } double prob(const Dish& dish, const double& p0) const { const typename std::tr1::unordered_map::const_iterator it = dish_locs_.find(dish); const double r = num_tables_ * discount_ + concentration_; if (it == dish_locs_.end()) { return r * p0 / (num_customers_ + concentration_); } else { return (it->second.dish_count_ - discount_ * it->second.table_counts_.size() + r * p0) / (num_customers_ + concentration_); } } double llh() const { if (num_customers_) { std::cerr << "not implemented\n"; return 0.0; } else { return 0.0; } } struct DishLocations { DishLocations() : dish_count_() {} unsigned dish_count_; std::list table_counts_; // list<> gives O(1) deletion and insertion, which we want }; void Print(std::ostream* out) const { for (typename std::tr1::unordered_map::const_iterator it = dish_locs_.begin(); it != dish_locs_.end(); ++it) { (*out) << it->first << " (" << it->second.dish_count_ << " on " << it->second.table_counts_.size() << " tables): "; for (typename std::list::const_iterator i = it->second.table_counts_.begin(); i != it->second.table_counts_.end(); ++i) { (*out) << " " << *i; } (*out) << std::endl; } } unsigned num_tables_; unsigned num_customers_; std::tr1::unordered_map dish_locs_; double discount_; double concentration_; }; template std::ostream& operator<<(std::ostream& o, const CCRP& c) { c.Print(&o); return o; } #endif