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casting.clj
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casting.clj
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(ns tech.v2.datatype.casting
(:refer-clojure :exclude [cast])
(:require [clojure.set :as c-set]))
(def signed-unsigned
{:int8 :uint8
:int16 :uint16
:int32 :uint32
:int64 :uint64})
(def unsigned-signed (c-set/map-invert signed-unsigned))
(def float-types #{:float32 :float64})
(def int-types (set (flatten (seq signed-unsigned))))
(def signed-int-types (set (keys signed-unsigned)))
(def unsigned-int-types (set (vals signed-unsigned)))
(def host-numeric-types (set (concat signed-int-types float-types)))
(def numeric-types (set (concat host-numeric-types unsigned-int-types)))
(def primitive-types (set (concat numeric-types [:boolean])))
(def base-host-datatypes (set (concat host-numeric-types
[:object :boolean])))
(def base-datatypes (set (concat host-numeric-types
unsigned-int-types
[:boolean :object])))
(defn int-width
^long [dtype]
(long (get {:int8 8
:uint8 8
:int16 16
:uint16 16
:int32 32
:uint32 32
:int64 64
:uint64 64}
dtype
0)))
(defn float-width
^long [dtype]
(long (get {:float32 32
:float64 64}
dtype
0)))
(defn numeric-byte-width
^long [dtype]
(long (cond
(int-types dtype)
(quot (int-width dtype) 8)
(float-types dtype)
(quot (float-width dtype) 8)
:else
(throw (ex-info (format "datatype is not numeric: %s" dtype)
{:datatype dtype})))))
(defn numeric-type?
[dtype]
(boolean
(or (int-types dtype)
(float-types dtype))))
(defn float-type?
[dtype]
(boolean
(float-types dtype)))
(defn integer-type?
[dtype]
(boolean (int-types dtype)))
(defn signed-integer-type?
[dtype]
(boolean (contains? signed-unsigned dtype)))
(defn unsigned-integer-type?
[dtype]
(boolean (contains? unsigned-signed dtype)))
(defn integer-datatype->float-datatype
[dtype]
(if (#{:int8 :uint8 :int16 :uint16} dtype)
:float32
:float64))
(defn is-host-numeric-datatype?
[dtype]
(boolean (host-numeric-types dtype)))
(defn is-host-datatype?
[dtype]
(boolean (base-datatypes dtype)))
(defn datatype->host-datatype
[dtype]
(get unsigned-signed dtype dtype))
(defmacro bool->number
[item]
`(if ~item 1 0))
(defn ->number
[item]
(cond
(number? item) item
(boolean? item) (bool->number item)
:else ;;punt!!
(double item)))
(defmacro datatype->number
[src-dtype item]
(if-not (numeric-type? src-dtype)
`(->number ~item)
`~item))
(defmacro datatype->boolean
[src-dtype item]
(cond
(numeric-type? src-dtype)
`(boolean (not= 0.0 (unchecked-double ~item)))
(= :boolean src-dtype)
`(boolean ~item)
:else
`(boolean
(if (number? ~item)
(not= 0.0 (unchecked-double ~item))
~item))))
;; Save these because we are switching to unchecked soon.
(def int8-cast #(byte (->number %)))
(def int16-cast #(short (->number %)))
(def int32-cast #(int (->number %)))
(def int64-cast #(long (->number %)))
(def float32-cast #(float (->number %)))
(def float64-cast #(double (->number %)))
(def boolean-cast #(datatype->boolean :unknown %))
;;Numeric casts
(defmacro datatype->unchecked-cast-fn
[src-dtype dtype val]
(if (= src-dtype dtype)
val
(case dtype
:int8 `(unchecked-byte (datatype->number ~src-dtype ~val))
:int16 `(unchecked-short (datatype->number ~src-dtype ~val))
:int32 `(unchecked-int (datatype->number ~src-dtype ~val))
:int64 `(unchecked-long (datatype->number ~src-dtype ~val))
:uint8 `(bit-and (unchecked-short (datatype->number ~src-dtype ~val)) 0xFF)
:uint16 `(bit-and (unchecked-int (datatype->number ~src-dtype ~val)) 0xFFFF)
:uint32 `(bit-and (unchecked-long (datatype->number ~src-dtype ~val)) 0xFFFFFFFF)
:uint64 `(unchecked-long (datatype->number ~src-dtype ~val))
:float32 `(unchecked-float (datatype->number ~src-dtype ~val))
:float64 `(unchecked-double (datatype->number ~src-dtype ~val))
:boolean `(datatype->boolean ~src-dtype ~val)
:object `~val)))
(defmacro check
[compile-time-max compile-time-min runtime-val datatype]
`(if (or (> ~runtime-val
~compile-time-max)
(< ~runtime-val
~compile-time-min))
(throw (ex-info (format "Value out of range for %s: %s"
(name ~datatype) ~runtime-val)
{:min ~compile-time-min
:max ~compile-time-max
:value ~runtime-val}))
~runtime-val))
(defmacro datatype->cast-fn
[src-dtype dst-dtype val]
(if (= src-dtype dst-dtype)
val
(case dst-dtype
:uint8 `(datatype->unchecked-cast-fn ~src-dtype ~dst-dtype
(check (short 0xff) (short 0)
(short (datatype->number ~src-dtype
~val))
~dst-dtype))
:uint16 `(datatype->unchecked-cast-fn ~src-dtype ~dst-dtype
(check (int 0xffff) (int 0)
(int (datatype->number ~src-dtype
~val))
~dst-dtype))
:uint32 `(datatype->unchecked-cast-fn ~src-dtype ~dst-dtype
(check (long 0xffffffff) (int 0)
(long (datatype->number ~src-dtype
~val))
~dst-dtype))
:uint64 `(datatype->unchecked-cast-fn ~src-dtype ~dst-dtype
(check (long Long/MAX_VALUE) (long 0)
(long (datatype->number ~src-dtype
~val))
~dst-dtype))
:int8 `(unchecked-byte (int8-cast ~val))
:int16 `(unchecked-short (int16-cast ~val))
:int32 `(unchecked-int (int32-cast ~val))
:int64 `(unchecked-long (int64-cast ~val))
:float32 `(unchecked-float (float32-cast ~val))
:float64 `(unchecked-double (float64-cast ~val))
:boolean `(datatype->boolean ~src-dtype ~val)
:object `~val)))
(defonce ^:dynamic *cast-table* (atom {}))
(defonce ^:dynamic *unchecked-cast-table* (atom {}))
(defn add-cast-fn
[datatype cast-fn]
(swap! *cast-table* assoc datatype cast-fn))
(defn add-unchecked-cast-fn
[datatype cast-fn]
(swap! *unchecked-cast-table* assoc datatype cast-fn))
(defn cast
[value datatype]
(if-let [cast-fn (@*cast-table* datatype)]
(cast-fn value)
(throw (ex-info "No cast available" {:datatype datatype}))))
(defn unchecked-cast
[value datatype]
(if-let [cast-fn (@*unchecked-cast-table* datatype)]
(cast-fn value)
(throw (ex-info "No unchecked-cast available" {:datatype datatype}))))
(defmacro add-all-cast-fns
[]
`(do
~@(for [dtype base-datatypes]
[`(add-cast-fn ~dtype #(datatype->cast-fn :unknown ~dtype %))
`(add-unchecked-cast-fn ~dtype #(datatype->unchecked-cast-fn
:unkown ~dtype %))])))
(def casts (add-all-cast-fns))
(defn all-datatypes
[]
(keys @*cast-table*))
(def all-host-datatypes
(set (concat host-numeric-types
[:boolean :object])))
(defn datatype->host-type
"Get the signed analog of an unsigned type or return datatype unchanged."
[datatype]
(get unsigned-signed datatype datatype))
(defn jvm-cast
[value datatype]
(unchecked-cast value (datatype->host-type datatype)))
(defn datatype->safe-host-type
"Get a jvm datatype wide enough to store all values of this datatype"
[dtype]
(case dtype
:uint8 :int16
:uint16 :int32
:uint32 :int64
:uint64 :int64
dtype))
(defmacro datatype->host-cast-fn
[src-dtype dst-dtype val]
(let [host-type (datatype->host-type dst-dtype)]
`(datatype->unchecked-cast-fn
:ignored ~host-type
(datatype->cast-fn ~src-dtype ~dst-dtype ~val))))
(defmacro datatype->unchecked-host-cast-fn
[src-dtype dst-dtype val]
(let [host-type (datatype->host-type dst-dtype)]
`(datatype->unchecked-cast-fn
:ignored ~host-type
(datatype->unchecked-cast-fn ~src-dtype ~dst-dtype ~val))))
(defn flatten-datatype
"Move a datatype into the canonical set"
[dtype]
(if (base-datatypes dtype)
dtype
:object))
(defn safe-flatten
[dtype]
(-> dtype
datatype->safe-host-type
flatten-datatype))
(defn host-flatten
[dtype]
(-> dtype
datatype->host-datatype
flatten-datatype))
(defmacro datatype->sparse-value
[datatype]
(cond
(= datatype :object)
`nil
(= datatype :boolean)
`false
:else
`(datatype->unchecked-cast-fn :unknown ~datatype 0)))
(def buffer-access-table
"Buffers may create readers or writers from this table alone."
(->> base-datatypes
(mapcat (fn [dtype]
(if (signed-int-types dtype)
[[dtype dtype]
[dtype (safe-flatten dtype)]]
[[dtype (safe-flatten dtype)]])))
(group-by first)
(mapcat (fn [[k v-set]]
(map (fn [reader-datatype]
{:intermediate-datatype k
:buffer-datatype (host-flatten k)
:reader-datatype reader-datatype})
(->> v-set
(map second)
distinct))))))
;;Everything goes to these and these go to everything.
(def base-marshal-types
#{:int8 :int16 :int32 :int64 :float32 :float64 :boolean :object})
(defmacro make-base-datatype-table
[inner-macro]
`(->> [~@(for [dtype base-marshal-types]
[dtype `(~inner-macro ~dtype)])]
(into {})))
(defmacro make-base-no-boolean-datatype-table
[inner-macro]
`(->> [~@(for [dtype (->> base-marshal-types
(remove #(= :boolean %)))]
[dtype `(~inner-macro ~dtype)])]
(into {})))
(def marshal-source-table
{:int8 base-marshal-types
:int16 base-marshal-types
:int32 base-marshal-types
:int64 base-marshal-types
:float32 base-marshal-types
:float64 base-marshal-types
:boolean base-marshal-types
:object base-marshal-types})
(def marshal-table
(->> marshal-source-table
(mapcat (fn [[src-dtype dst-dtype-seq]]
(map vector (repeat src-dtype) dst-dtype-seq)))
vec))
(defmacro make-marshalling-item-table
[marshal-macro]
`(->> [~@(for [[src-dtype dst-dtype] marshal-table]
[[src-dtype dst-dtype]
`(~marshal-macro ~src-dtype ~dst-dtype)])]
(into {})))