Created
February 13, 2017 14:20
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from clojure spec to spark schema [PoC]
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(ns powderkeg.spec | |
(:require [clojure.spec :as s]) | |
(:import [org.apache.spark.sql.types DataType DataTypes])) | |
(defmulti expr first) | |
(def ^:private regexp-repeat | |
(s/and | |
(s/cat :tag any? :type ::datatype) | |
(s/conformer | |
(fn [{t :type}] | |
(DataTypes/createArrayType t))))) | |
(defmethod expr `s/every [_] (s/cat :tag any? :type ::datatype :options (s/* any?))) | |
(defmethod expr `s/keys [_] | |
(s/conformer | |
(fn [[_ & {:keys [req req-un]}]] | |
(let [fields | |
(-> {} | |
(into (map #(vector (str (namespace %) "/" (name %)) (s/conform ::datatype %))) req) | |
(into (map #(vector (name %) (s/conform ::datatype %))) req-un))] | |
(or (some #{::s/invalid} (vals fields)) | |
(DataTypes/createStructType | |
^java.util.List (map (fn [[k v]] (DataTypes/createStructField k v true)) fields))))))) | |
(defmethod expr `s/tuple [_] | |
(s/conformer | |
(fn [[_ & specs]] | |
(let [types (map #(s/conform ::datatype %) specs)] | |
(or (some #{::s/invalid} types) | |
(DataTypes/createStructType | |
^java.util.List (map-indexed (fn [i v] (DataTypes/createStructField (str i) v true)) types))))))) | |
(defmethod expr `s/* [_] regexp-repeat) | |
(defmethod expr `s/+ [_] regexp-repeat) | |
(def preds-registry {`string? DataTypes/StringType | |
`boolean? DataTypes/BooleanType | |
`double? DataTypes/DoubleType | |
`int? DataTypes/LongType | |
`nil? DataTypes/NullType | |
`inst? DataTypes/TimestampType}) | |
(s/def ::datatype | |
(s/and | |
(s/or | |
:named (s/and qualified-keyword? | |
(s/conformer | |
(fn [k] | |
(if-some [form (some-> k s/get-spec s/form)] | |
(s/conform ::datatype form) | |
::s/invalid)))) | |
:expr (s/and seq? (s/multi-spec expr (fn [form tag] (cons tag (next form))))) | |
:pred (s/and qualified-symbol? | |
(s/conformer #(preds-registry % ::s/invalid)))) | |
(s/conformer val))) |
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