local private, public = {}, {} Aux.history = public private.PUSH_INTERVAL = 57600 private.NEW_RECORD = '0#0#0#' function private.load_data() local dataset = Aux.persistence.load_dataset() dataset.history = dataset.history or { next_push = time() + private.PUSH_INTERVAL, item_data = {} } return dataset.history end function private.read_record(item_key) local data = private.load_data() local record = Aux.persistence.deserialize(data.item_data[item_key] or private.NEW_RECORD, '#') return { auction_count = tonumber(record[1]), day_count = tonumber(record[2]), EMA7 = tonumber(record[3]), histogram = Aux.util.map(Aux.persistence.deserialize(record[4], ';', 'x'), function(value) return tonumber(value) end), } end function private.write_record(item_key, record) local data = private.load_data() data.item_data[item_key] = Aux.persistence.serialize({ record.auction_count, record.day_count, record.EMA7, Aux.persistence.serialize(record.histogram, ';', 'x'), },'#') end function public.process_auction(auction_info) if auction_info.buyout_price == 0 then return end local data = private.load_data() if data.next_push < time() then private.push_data() end local buyout = auction_info.buyout_price / auction_info.aux_quantity local item_record = private.read_record(auction_info.item_key) item_record.auction_count = item_record.auction_count + 1 for i=1,225 do item_record.histogram[i] = item_record.histogram[i] or 0 if buyout < 1.1 ^ i then item_record.histogram[i] = item_record.histogram[i] + 1 break end end private.write_record(auction_info.item_key, item_record) end function public.price_data(item_key) local item_record = private.read_record(item_key) return item_record.auction_count, item_record.day_count, private.daily_market_value(item_record.histogram), item_record.EMA7 end function public.market_value(item_key) local auction_count, day_count, daily_market_value, EMA7 = public.price_data(item_key) if auction_count == 0 then return nil elseif day_count == 0 then return daily_market_value else return EMA7 end end function private.daily_market_value(histogram) local daily_auction_count = 0 for _, frequency in ipairs(histogram) do daily_auction_count = daily_auction_count + frequency end if daily_auction_count == 0 then return 0 end -- average of lowest 25% local sum, count = 0, 0 local limit = daily_auction_count * 0.25 for i, frequency in ipairs(histogram) do local limited_frequency = min(frequency, limit - count) sum = sum + 1.1 ^ (i - 1) * 1.05 * limited_frequency count = count + limited_frequency if count >= limit then break end end return sum / limit end function private.daily_min_value(histogram) for i, frequency in ipairs(histogram) do if frequency > 0 then return 1.1 ^ (i - 1) * 1.05 end end end function private.push_data() local data = private.load_data() local item_data = data.item_data for item_key, _ in pairs(item_data) do local item_record = private.read_record(item_key) if getn(item_record.histogram) ~= 0 then local daily_market_value = private.daily_market_value(item_record.histogram) local daily_min_value = private.daily_min_value(item_record.histogram) if daily_market_value > 2 * public.market_value(item_key) then -- prevent people from poisoning our market value by posting lots of 200k auctions daily_market_value = daily_min_value end if item_record.day_count == 0 then item_record.EMA7 = Aux.round(daily_market_value) else item_record.EMA7 = Aux.round(3/4 * item_record.EMA7 + 1/4 * daily_market_value) end item_record.day_count = item_record.day_count + 1 item_record.histogram = {} private.write_record(item_key, item_record) end end data.next_push = time() + private.PUSH_INTERVAL end --function private.max_heap(array) -- might use a max heap to keep track of the n smallest values of the day instead of the histogram calculation -- local self = {} -- -- local ROOT = 1 -- -- local function parent(i) -- return floor((i - 2) / 2) + 1 -- end -- -- local function left_child(i) -- return 2 * (i - 1) + 2 -- end -- -- local function right_child(i) -- return 2 * (i - 1) + 3 -- end -- -- function self.insert(value) -- local index = getn(array) + 1 -- -- while index > ROOT and array[index - 1] > 0 do -- index = index - 1 -- end -- end -- -- function self.extract(signature) -- end -- -- return self --end