我的数据有复杂的规格-如何生成样本?

时间:2019-03-08 08:42:40

标签: clojure specifications

我的Clojure规格如下:

(spec/def ::global-id string?)
(spec/def ::part-of string?)
(spec/def ::type string?)
(spec/def ::value string?)
(spec/def ::name string?)
(spec/def ::text string?)
(spec/def ::date (spec/nilable (spec/and string? #(re-matches #"^\d{4}-\d{2}-\d{2}$" %))))
(spec/def ::interaction-name string?)
(spec/def ::center (spec/coll-of string? :kind vector? :count 2))
(spec/def ::context- (spec/keys :req [::global-id ::type]
                                :opt [::part-of ::center]))
(spec/def ::contexts (spec/coll-of ::context-))
(spec/def ::datasource string?)
(spec/def ::datasource- (spec/nilable (spec/keys :req [::global-id ::name])))
(spec/def ::datasources (spec/coll-of ::datasource-))
(spec/def ::location string?)
(spec/def ::location-meaning- (spec/keys :req [::global-id ::location ::contexts ::type]))
(spec/def ::location-meanings (spec/coll-of ::location-meaning-))
(spec/def ::context string?)
(spec/def ::context-association-type string?)
(spec/def ::context-association-name string?)
(spec/def ::priority string?)
(spec/def ::has-context- (spec/keys :req [::context ::context-association-type ::context-association-name ::priority]))
(spec/def ::has-contexts (spec/coll-of ::has-context-))
(spec/def ::fact- (spec/keys :req [::global-id ::type ::name ::value]))
(spec/def ::facts (spec/coll-of ::fact-))
(spec/def ::attribute- (spec/keys :req [::name ::type ::value]))
(spec/def ::attributes (spec/coll-of ::attribute-))
(spec/def ::fulltext (spec/keys :req [::global-id ::text]))
(spec/def ::feature- (spec/keys :req [::global-id ::date ::location-meanings ::has-contexts ::facts ::attributes ::interaction-name]
                                :opt [::fulltext]))
(spec/def ::features (spec/coll-of ::feature-))
(spec/def ::attribute- (spec/keys :req [::name ::type ::value]))
(spec/def ::attributes (spec/coll-of ::attribute-))
(spec/def ::ioi-slice string?)
(spec/def ::ioi- (spec/keys :req [::global-id ::type ::datasource ::features ::attributes ::ioi-slice]))
(spec/def ::iois (spec/coll-of ::ioi-))
(spec/def ::data (spec/keys :req [::contexts ::datasources ::iois]))
(spec/def ::data- ::data)

但是它无法生成具有以下内容的样本:

(spec/fdef data->graph
  :args (spec/cat :data ::xml-spec/data-))

(println (stest/check `data->graph))

然后它将无法生成,并带有以下异常: Couldn't satisfy such-that predicate after 100 tries.

使用stest/check自动生成规范非常方便,但是如何除了规范之外也有生成器?

1 个答案:

答案 0 :(得分:7)

当您从规范生成数据时看到错误Couldn't satisfy such-that predicate after 100 tries.时,常见的原因是s/and规范,因为规范仅基于 first <为<{1}}规范构建生成器/ em>内部规格。

此规范似乎最有可能引起这种情况,因为s/and中的第一个内部规范/谓词为s/and,而以下谓词为正则表达式:

string?

如果您对(s/def ::date (s/nilable (s/and string? #(re-matches #"^\d{4}-\d{2}-\d{2}$" %)))) 生成器进行采样,则会看到它生成的内容不太可能与您的正则表达式匹配:

string?

test.check将尝试(默认情况下为100次)获取满足(gen/sample (s/gen string?)) => ("" "" "X" "" "" "hT9" "7x97" "S" "9" "1Z") 条件的值,然后引发您看到的异常(如果不满足)。

生成日期

您可以通过多种方式为此规范实现自定义生成器。这是一个test.check生成器,它将创建ISO本地日期字符串:

such-that

这种方法获取有效时期的范围,用它来控制(def gen-local-date-str (let [day-range (.range (ChronoField/EPOCH_DAY)) day-min (.getMinimum day-range) day-max (.getMaximum day-range)] (gen/fmap #(str (LocalDate/ofEpochDay %)) (gen/large-integer* {:min day-min :max day-max})))) 生成器的范围,然后控制生成的整数的large-integer* fmap的范围。

LocalDate/ofEpochDay

这从默认的(def gen-local-date-str (gen/fmap #(-> (Instant/ofEpochMilli %) (LocalDateTime/ofInstant ZoneOffset/UTC) (.toLocalDate) (str)) gen/large-integer)) 生成器开始,并使用large-integer提供一个函数,该函数从生成的整数创建fmap,将其转换为java.time.Instant,然后进行转换恰好与您的日期字符串格式匹配的字符串。 (在Java 9及更高版本上,java.time.LocalDate稍微简单一些。)

另一种方法可能使用test.chuck的regex-based string generator或其他日期类/格式器。请注意,我的两个示例都将生成-9999 / + 9999之前/之后的年份,这与您的java.time.LocalDate/ofInstant年正则表达式不匹配,但是生成器应该经常产生令人满意的值,因此对于您的用例。生成日期值的方法有很多!

\d{4}

使用具有规格的自定义生成器

然后,您可以使用(gen/sample gen-local-date-str) => ("1969-12-31" "1970-01-01" "1970-01-01" ...) 将此生成器与您的规范相关联:

s/with-gen

如果您不想将定制生成器直接绑定到规范定义,还可以为带有 overrides 映射的某些规范函数提供“独立”定制生成器:

(s/def ::date
  (s/nilable
   (s/with-gen
    (s/and string? #(re-matches #"^\d{4}-\d{2}-\d{2}$" %))
    (constantly gen-local-date-str))))

(gen/sample (s/gen ::date))
=>
("1969-12-31"
 nil ;; note that it also makes nils b/c it's wrapped in s/nilable
 "1970-01-01"
 ...)

使用此规范和生成器,我可以生成较大的(gen/sample (s/gen ::data {::date (constantly gen-local-date-str)})) 规范,尽管由于某些集合规范,输出非常很大。您还可以使用规范中的::data选项控制生成过程中的大小。