操纵clojure中包含ref集合的原子
我有一个应用程序,应该在客户指定的预算内为他们预订航班。因此,我有客户数据和可用航班数据。然后我在Clojure中开发解决方案,如下所示 首先,我创建一个原子:操纵clojure中包含ref集合的原子,clojure,refs,Clojure,Refs,我有一个应用程序,应该在客户指定的预算内为他们预订航班。因此,我有客户数据和可用航班数据。然后我在Clojure中开发解决方案,如下所示 首先,我创建一个原子: (def flights (atom [])) 然后,我创建一个函数来初始化包含引用集合的原子的飞行。在这里,我传递航班数据,这些数据包含在这篇文章的后面 (defn initialize-flights [initial-flights] (reset! flights (map ref initial-flights)
(def flights
(atom []))
然后,我创建一个函数来初始化包含引用集合的原子的飞行。在这里,我传递航班数据,这些数据包含在这篇文章的后面
(defn initialize-flights [initial-flights]
(reset! flights (map ref initial-flights)))
然后,我通过流程客户功能处理客户,如下所示。这就是它变得非常混乱的地方
(defn process-customers [customers]
(doseq [customer1 (partitionCustomerInput N-THREADS customers)]
(doseq [customer2 customer1]
(swap! flights
(fn [flights_collection]
(if-let [updated-flight (process-customer flights_collection customer2)]
(assoc flights (:id updated-flight) updated-flight)
flights_collection)))))
(reset! finished-processing? true))
在流程客户内部,我将航班收集传递给流程客户(请注意,流程客户是流程客户的助手功能,它们不是相同的功能)。此时的航班集合是客户应在列表中搜索的航班参考流程的集合,如果客户符合列表中的航班条件,它将使用book功能编辑航班。我应该如何将航班收集传递给流程客户?实际上,流程客户不搜索航班参考,也不更改航班参考
下面是流程客户功能及其助手功能
(defn- process-customer [flights customer]
"Try to book a flight from `flights` for `customer`, returning the updated
flight if found, or nil if no suitable flight was found."
(if-let [{:keys [flight price]} (find-flight flights customer)]
(let [updated-flight (book flight price (:seats customer))]
(log "Customer" (:id customer) "booked" (:seats customer)
"seats on flight" (:id updated-flight) "at $" price " (< budget of $"
(:budget customer) ").")
updated-flight)
(do
(log "Customer" (:id customer) "did not find a flight.")
nil)))
(defn filter-pricing-with-n-seats [pricing seats]
"Get `pricing` for which there are at least `seats` empty seats available."
(filter #(>= (second %) seats) pricing))
(defn lowest-available-price [flight seats]
"Returns the lowest price in `flight` for which at least `seats` empty seats
are available, or nil if none found."
(-> (:pricing flight) ; [[price available taken]]
(filter-pricing-with-n-seats seats)
(sort-pricing)
(first) ; [price available taken]
(first))) ; price
(defn- find-flight [flights customer]
"Find a flight in `flights` that is on the route and within the budget of
`customer`. If a flight was found, returns {:flight flight :price price},
else returns nil."
(let [{:keys [_id from to seats budget]}
customer
flights-and-prices
; flights that are on the route and within budget, and their price
(for [f flights
:when (and (= (:from f) from) (= (:to f) to))
:let [lowest-price (lowest-available-price f seats)]
:when (and (some? lowest-price) (<= lowest-price budget))]
{:flight f :price lowest-price})
cheapest-flight-and-price
(first (sort-by :price flights-and-prices))]
cheapest-flight-and-price))
(defn- book [flight price seats]
"Updates `flight` to book `seats` at `price`."
(update flight :pricing
(fn [pricing]
(for [[p a t] pricing]
(if (= p price)
[p (- a seats) (+ t seats)]
[p a t])))))
(def finished-processing?
"Set to true once all customers have been processed, so that sales process
can end."
(atom false))
(defn partitionCustomerInput
[threads customers]
(let [partitions (partition-all
(Math/ceil (/ (count customers) threads)) customers)]
partitions))
以下是客户和航班收集
(def flights
[{:id 0
:from "BRU" :to "ATL"
:carrier "Delta"
:pricing [[600 150 0] ; price; # seats available at that price; # seats taken at that price
[650 50 0]
[700 50 0]
[800 50 0]]}
{:id 1
:from "BRU" :to "LON"
:carrier "Brussels Airlines"
:pricing [[300 150 0]
[350 50 0]
[370 20 0]
[380 30 0]]}
{:id 2
:from "BRU" :to "LON"
:carrier "Brussels Airlines"
:pricing [[250 100 0]
[300 50 0]]}
{:id 3
:from "BRU" :to "MAD"
:carrier "Brussels Airlines"
:pricing [[200 150 0]
[250 50 0]
[300 100 0]]}
{:id 4
:from "BRU" :to "MAD"
:carrier "Iberia"
:pricing [[250 150 0]
[300 50 0]]}])
(def customers
[{:id 0 :from "BRU" :to "ATL" :seats 5 :budget 700}
{:id 1 :from "BRU" :to "ATL" :seats 5 :budget 550}
{:id 2 :from "BRU" :to "LON" :seats 6 :budget 270}
{:id 3 :from "BRU" :to "ATL" :seats 4 :budget 600}
{:id 4 :from "BRU" :to "LON" :seats 3 :budget 270}
{:id 5 :from "BRU" :to "LON" :seats 9 :budget 250}
{:id 6 :from "BRU" :to "MAD" :seats 5 :budget 200}
{:id 7 :from "BRU" :to "MAD" :seats 9 :budget 150}
{:id 8 :from "BRU" :to "LON" :seats 5 :budget 250}
{:id 9 :from "BRU" :to "ATL" :seats 4 :budget 500}
{:id 10 :from "BRU" :to "MAD" :seats 1 :budget 180}
{:id 11 :from "BRU" :to "LON" :seats 2 :budget 320}
{:id 12 :from "BRU" :to "ATL" :seats 3 :budget 850}
{:id 13 :from "BRU" :to "ATL" :seats 4 :budget 200}])
另外,请注意,我想在这个实现中使用refs来更改航班,因为ref提供了对协调读写的支持,以原子方式更改航班。我的目标是为这个应用程序制定一个高度并行化的解决方案,冲突是不能容忍的。我认为您需要一个ref,而不是顶层的atom。似乎您需要协调对单个航班的更改和对航班列表的更改。如果一个线程正在修改航班,而另一个线程将其从列表中删除,该怎么办?您的
过程客户
副作用必须在(dosync)
内完成
就性能而言,这应该是可以的,因为如果您不在事务中修改flights ref列表,它将不会导致其他更改它的事务重试
另一个原因是,您违反了交换的一条非常重要的规则代码>。传递给swap!的函数代码>必须没有副作用,因为STM可以重试。修改ref是一种副作用,可能会导致难以理解的bug
所以我会这样做
(def flights
(ref [(ref {:id "flight-1"})
(ref {:id "flight-2"})]))
;; Run a bunch of these in their own threads...
(doseq [customer partitioned-customers]
(dosync (process-customer customer flights)))
然后,您可以使用alter
、comment
和sure
对流程客户进行微调,以最大限度地提高并发性并减少重试次数
希望这对你有帮助,祝你好运 当我看到一个包裹refs的原子时,我有点怀疑。您是否已经在不使用原子和引用的情况下实现了该算法?如果不是,我建议你先这样做。然后,我们可以看看如何使用多线程使其运行得更快。也许我们不需要这么多原子/参考?请查看此链接:。我在那里有两个实现,但它们没有加速。这就是为什么我选择了一个原子,它是飞行参考的集合:首先,它应该有可能改变整个飞行集合和单个飞行。我还希望我的REF具有精细的粒度,以确保在更新航班时减少冲突。如果不能在整个集合中使用atom,则意味着我无法对集合进行变异,而在整个集合中仅使用一个ref,并且删除atom将意味着大量的读写冲突。与您的一样,这对我们来说是一大堆需要消化的代码。另外,你的问题到底是什么?另外,ref用于“同时”修改两个对象,我在代码中看不到这一点。用原子代替,容易得多。也许你想让事情变得更平行,但你从哪里开始新的思路呢?我只能看到一个对future
的调用,该调用适用于所有客户,而不是每个客户。如果我是你,我会先用一个更简单的算法处理期货、原子和参考值。
(def flights
(ref [(ref {:id "flight-1"})
(ref {:id "flight-2"})]))
;; Run a bunch of these in their own threads...
(doseq [customer partitioned-customers]
(dosync (process-customer customer flights)))