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(ns unifydb.query
(:refer-clojure :exclude [var?])
(:require [clojure.core.match :refer [match]]
[manifold.stream :as s]
[taoensso.timbre :as log]
[unifydb.binding :as binding :refer [var? var-name]]
[unifydb.comparison :as comparison]
[unifydb.facts :refer [fact-entity fact-attribute fact-added?]]
[unifydb.id :as id]
[unifydb.messagequeue :as queue]
[unifydb.query.pull :as pull]
[unifydb.rules :refer [rule-body rule-conclusion]]
[unifydb.schema :as schema]
[unifydb.service :as service]
[unifydb.statistics :as stats]
[unifydb.storage :as store]
[unifydb.unify :as unify]
[unifydb.util :as u])
(:import [clojure.lang ExceptionInfo]))
(declare qeval do-query)
(defn conjoin
"Evaluates the conjunction (logical AND) of all `conjuncts` in the context of `frames`.
Returns a seq of frames."
[db conjuncts rules frames]
(log/debug "Executing conjoin" :conjuncts conjuncts :rules rules :frames frames)
(if (empty? conjuncts)
frames
(conjoin db
(rest conjuncts)
rules
(qeval db (first conjuncts) rules frames))))
(defn disjoin
"Evaluates the disjunctions (logical OR) of all `disjuncts` in the context of `frames`.
Returns a seq of frames."
[db disjuncts rules frames]
(log/debug "Executing disjoin" :disjuncts disjuncts :rules rules :frames frames)
(if (empty? disjuncts)
[]
(concat (qeval db (first disjuncts) rules frames)
(disjoin db (rest disjuncts) rules frames))))
;; This is a shitty implementation of negation because it acts only as
;; a filter, meaning it is only valid as one of the subsequent clauses
;; in an :and query. In other words, [:not [?e :name "Foo"]] always
;; returns the empty stream, even if there are entities in the
;; database whose :name is not "Foo". To get this to work right you'd
;; need to do [:and [?e ?a ?v] [:not [?e :name "Foo"]]] - in other
;; words, generating a stream of every fact in the database and then
;; passing it through the :not filter. This is an acceptable solution
;; for now but it should be clearly documented and hopefully one day
;; improved.
;;
;; See also: https://en.wikipedia.org/wiki/Negation_as_failure
;; https://en.wikipedia.org/wiki/Closed-world_assumption
(defn negate
"Evaluates the `negatee` in the context of `frames`, returning a seq of only
those frames for which evaluation fails (i.e. for which the logic query cannot be made true)."
[db negatee rules frames]
(log/debug "Executing negate" :negatee negatee :rules rules :frames frames)
(mapcat
(fn [frame]
(if (empty? (qeval db negatee rules [frame]))
[frame]
[]))
frames))
(defn safe-ns-resolve
"Like ns-resolve but never returns `'clojure.core/eval`."
[ns sym]
(let [resolved (ns-resolve ns sym)]
(when (not= resolved #'clojure.core/eval)
resolved)))
(defn apply-predicate
"Applies the `pred` to the `args` in the context of `frames`,
returning a seq of frames."
[_db pred args _rules frames]
(mapcat
(fn [frame]
(let [instantiated (binding/instantiate
frame args
(fn [v _f]
(let [var (second v)
msg (format "Unbound variable %s" var)]
(throw (ex-info msg
{:code :unbound-variable
:variable (str var)
:message msg})))))
operator (or (safe-ns-resolve 'clojure.core pred)
(match pred
'!= not=
other (let [msg (format "Unknown predicate %s"
other)]
(throw (ex-info msg
{:code :unknown-predicate
:predicate (str other)
:message msg})))))]
(if (apply operator instantiated)
[frame]
[])))
frames))
(defn apply-func
"Calls `func` on the `args` instantiated against the `frames`,
unifying the result with the `binding-var` and returning a seq of
new frames."
[func args binding-var frames]
(map
(fn [frame]
(let [instantiated (binding/instantiate
frame args
(fn [v _f]
(let [var (var-name v)
msg (format "Unbound variable %s" var)]
(throw (ex-info msg {:code :unbound-variable
:variable (str var)
:message msg})))))
func (or (safe-ns-resolve 'clojure.core func)
(let [msg (format "Unknown function %s"
func)]
(throw (ex-info msg
{:code :unknown-function
:function (str func)
:message msg}))))
result (apply func instantiated)]
(unify/unify-match result binding-var frame)))
frames))
(defn cmp-fact-versions
"Like compare, but gives false a higher priority than true."
[f1 f2]
(match [f1 f2]
[false true] 1
[true false] -1
[(true :<< coll?) (true :<< coll?)]
(if (= (count f1) (count f2))
(if (empty? f1)
0
(let [cmp (cmp-fact-versions (first f1)
(first f2))]
(if (zero? cmp)
(cmp-fact-versions (rest f1) (rest f2))
cmp)))
(- (count f1) (count f2)))
:else (if (= (type f1) (type f2))
(compare f1 f2)
(- (hash f1) (hash f2)))))
(defn filter-sorted-facts
"Filters out facts that have been retracted."
[acc sorted-facts]
(if (empty? sorted-facts)
acc
(if (and (not (fact-added? (first sorted-facts)))
(and (= (fact-attribute (first sorted-facts))
(fact-attribute (second sorted-facts)))
(fact-added? (second sorted-facts))))
(recur acc (rest (rest sorted-facts)))
(recur (if (fact-added? (first sorted-facts))
(conj acc (first sorted-facts))
acc)
(rest sorted-facts)))))
(defn get-cardinalities
[db attrs]
(let [schemas (u/join
(do-query db (schema/make-schema-query attrs)))]
(reduce (fn [acc attr]
(if-let [cardinality
(get-in schemas [attr :unifydb/cardinality])]
(assoc acc attr cardinality)
acc))
{}
(keys schemas))))
(defn process-facts
"Filters out any facts that have been retracted and
handles attribute cardinality."
[db facts]
(if (empty? facts)
[]
(let [_ (log/debug "Processing facts" :facts facts)
grouped (group-by
(juxt fact-entity fact-attribute)
facts)
attrs (set (map #'fact-attribute facts))
cardinalities (get-cardinalities db attrs)]
(mapcat
(fn [attr-group]
(let [sorted-facts (reverse (sort cmp-fact-versions attr-group))
filtered-facts (if (:historical db)
sorted-facts
(filter-sorted-facts
[]
sorted-facts))
cardinality (get cardinalities
(fact-attribute (first attr-group)))]
(if (or (:historical db) (= cardinality :cardinality/many))
filtered-facts
(take 1 filtered-facts))))
(vals grouped)))))
(defn concrete?
"Whether `o` is a real value, as opposed to a variable or wildcard."
[o]
(and (not (var? o))
(not (= o '_))))
(defn match-facts
"Returns a seq of frames obtained by pattern-matching the `query`
against the facts in `db` in the context of `frame`."
[db query frame]
(let [[eid attr val] (binding/instantiate frame query)
tx-id (if (= (:tx-id db) :latest)
(id/id Integer/MAX_VALUE)
(id/id (:tx-id db)))
facts (log/spy
:debug :processed-facts
(process-facts
db
(log/spy :debug :facts
(store/get-matching-facts (:storage-backend db)
{:entity-id (when (concrete? eid) eid)
:attribute (when (concrete? attr) attr)
:value (when (concrete? val) val)
:tx-id tx-id}))))]
(log/spy
:debug :match-results
(filter
#(not= :failed %)
(map
#(unify/unify-match query % frame)
facts)))))
(defn rename-vars
"Gives all the variables in the rule globally unique names
to prevent name collisions during unification."
[rule]
(let [bindings (atom {})
rename-var (fn [var]
(let [v (var-name var)
binding (get @bindings v)]
(if binding
['? binding]
(let [new-binding (gensym v)]
(swap! bindings (fn [m] (assoc m v new-binding)))
['? new-binding]))))
rename-vars (fn rename-vars [exp]
(cond
(var? exp) (rename-var exp)
(and (sequential? exp) (seq exp))
(cons (rename-vars (first exp))
(rename-vars (rest exp)))
:else exp))]
(rename-vars rule)))
(defn apply-rule [db query rules rule frame]
(log/debug "Applying rule" :query query :rule rule :rules rules :frame frame)
(let [clean-rule (rename-vars rule)
unify-result (unify/unify-match query
(rule-conclusion clean-rule)
frame)]
(if (= unify-result :failed)
[]
(qeval db (rule-body clean-rule) rules [unify-result]))))
(defn apply-rules [db query rules frame]
;; TODO parallelize this across queue backend as well
(mapcat #(apply-rule db query rules % frame)
;; Only apply rules whose names explicitly match the query
(filter #(= (first query) (first (rule-conclusion %))) rules)))
(defn simple-query
"Evaluates a non-compound query, returning a seq of frames."
[db query rules frames]
(log/debug "Executing simple query" :query query :rules rules :frames frames)
(mapcat
(fn [frame]
(concat (match-facts db query frame)
(apply-rules db query rules frame)))
frames))
(defn qeval
"Evaluates a logic query given by `query` in the context of `frames`.
Returns a seq of frames."
[db query rules frames]
(log/debug "Evaluating query" :query query :rules rules :frames frames)
(log/spy :debug :query-results
(match (vec query)
[:and & conjuncts] (conjoin db conjuncts rules frames)
[:or & disjuncts] (disjoin db disjuncts rules frames)
[:not negatee] (negate db negatee rules frames)
[([func & args] :seq) binding-var] (apply-func func args binding-var frames)
[([pred & args] :seq)] (apply-predicate db pred args rules frames)
[:always-true] frames
_ (simple-query db query rules frames))))
(defn pad-clause
"Ensures the clause is a 5-tuple by padding it out with _s if necessary."
[clause]
(take 5 (concat clause (repeat '_))))
(defn expand-question-marks [where]
(u/map-over-symbols #'u/expand-question-mark where pull/pull-exp?))
(defn process-clause
"Processes a clause by expanding variables and padding it out to a 5-tuple."
[clause]
(match (vec clause)
[:and & conjuncts] `[:and ~@(map process-clause conjuncts)]
[:or & disjuncts] `[:or ~@(map process-clause disjuncts)]
[:not negatee] `[:not ~(process-clause negatee)]
[([func & args] :seq) binding-var] `[(~func ~@(map expand-question-marks args))
~(expand-question-marks binding-var)]
[([op & args] :seq)] `[(~op ~@(map expand-question-marks args))]
_ (-> clause (pad-clause) (expand-question-marks))))
(defn process-where
"Processes a where clause by wrapping the whole clause in an :and
and making sure each clause is a 5-tuple, padding them out with _s
if necessary."
[where]
(conj
(map process-clause where)
:and))
(defn process-rules
"Processes rules by wrapping the rule bodies in an :and and
expanding all ?vars to [? var]."
[rules]
(map
(fn [rule]
(if (empty? (rest rule))
(vector (process-clause (first rule)))
`[~(process-clause (first rule))
[:and ~@(map process-clause (rest rule))]]))
rules))
(defn process-bind
"Processes the bind clause by transforming it into a map.
`bind` must be a map or a sequence of pairs."
[bind]
(into {} bind))
(defn aggregate?
"Whether `exp` is an aggregatation expression in a find clause."
[exp]
(list? exp))
(defn aggregate
"Given an aggregation expression `agg` and a list of frames
`frames`, returns the result of applying the aggregration expression
to the frames."
[agg frames]
(let [apply-agg (fn [agg-fn arg]
(agg-fn (map #(binding/instantiate % arg)
frames)))]
(match agg
(['sum arg] :seq) (apply-agg (partial apply +) arg)
(['min arg] :seq) (apply-agg (partial apply min) arg)
(['max arg] :seq) (apply-agg (partial apply max) arg)
(['mean arg] :seq) (apply-agg stats/mean arg)
;; avg is an alias for mean
(['avg arg] :seq) (apply-agg stats/mean arg)
(['median arg] :seq) (apply-agg stats/median arg)
(['mode arg] :seq) (apply-agg #(vec (stats/mode %)) arg)
(['stddev arg] :seq) (apply-agg stats/standard-deviation arg)
(['count arg] :seq) (apply-agg #(count (filter some? %)) arg)
(['count-distinct arg] :seq) (apply-agg #(count (set (filter some? %))) arg)
(['distinct arg] :seq) (apply-agg (partial apply (comp set list)) arg)
([exp & _] :seq) (let [msg (format "Unknown aggregation expression %s" exp)]
(throw (ex-info msg
{:code :unknown-aggregation
:aggregation (str exp)
:message msg}))))))
(defn process-results
"Returns a map where the keys are expressions and the values are
their values for the `frame-group`."
[find sort-by frame-group]
(into {} (map
(fn [exp]
(cond
(pull/pull-exp? exp) [exp (binding/instantiate (first frame-group)
(pull/pull-entity exp))]
(aggregate? exp) [exp (aggregate exp frame-group)]
(var? exp) [exp (binding/instantiate (first frame-group) exp)]))
(set (concat find sort-by)))))
(defn realize-find
"Given a group of frames and a find clause, returns a result row."
[find result-map]
(vec (map (partial get result-map) find)))
(defn sort-results
"Sorts a list of result maps `results` by the `sort-clause`."
[sort-clause sort-direction results]
(if (nil? sort-clause)
results
(sort-by (apply juxt (map (fn [exp] #(get % exp)) sort-clause))
(if (= sort-direction :desc)
#(comparison/cc-cmp %2 %1)
comparison/cc-cmp)
results)))
(defn do-pull
[db find result-maps]
(let [pull-exps (filter pull/pull-exp? find)]
(if (seq pull-exps)
(let [ids (into {} (map (fn [exp]
[exp (map #(get % exp) result-maps)])
pull-exps))
queries (u/mapm (fn [exp ids]
[exp (pull/make-pull-query (pull/pull-query exp) ids)])
ids)
pull-results (u/mapm (fn [exp query]
[exp (do-query db (:query query))])
queries)
pull-attrs (set (mapcat pull/pull-exp-attrs pull-exps))
cardinalities (get-cardinalities db pull-attrs)
parsed (u/mapm (fn [exp results]
(let [{:keys [query depth]} (get queries exp)]
[exp (pull/parse-pull-rows results
(expand-question-marks (:find query))
depth
cardinalities)]))
pull-results)]
(map (fn [result-map]
(apply assoc result-map
(mapcat (fn [pull-exp]
(let [id (get result-map pull-exp)
results (get parsed pull-exp)]
[pull-exp (get results id)]))
pull-exps)))
result-maps))
result-maps)))
(defn process-frames
"Processes `frames` returns from a `qeval` against the `find`
clause, returning a vector of query results. Results are sorted by
`sort-by`, it it's not nil. Aggregates frames based on any
aggregation expressions in the `find` and the `sort-by`."
[db find sort-by sort-direction limit frames]
(let [grouping-vars (set (concat (filter var? find)
(map pull/pull-entity
(filter pull/pull-exp? find))
(filter var? sort-by)))
groupings (if (empty? grouping-vars)
;; If there's nothing to group by, just have one big group
{:all frames}
(group-by (apply juxt
(map (fn [var]
(fn [frame]
(binding/instantiate frame var)))
grouping-vars))
frames))
result-maps (map (partial process-results find sort-by) (vals groupings))
;; TODO apply limit and sort before pulling or realizing results
result-maps (do-pull db find result-maps)
results (map (partial realize-find find)
(sort-results sort-by sort-direction result-maps))]
(if limit
(vec (take limit results))
(vec results))))
(defn process-sort-by
[sort-by]
(if-not (nil? sort-by)
(let [sort-by (if (vector? sort-by) sort-by [sort-by])
direction (if (= (last sort-by) :desc) :desc :asc)
sort-by (if (#{:desc :asc} (last sort-by))
(subvec sort-by 0 (dec (count sort-by)))
sort-by)]
[direction (vec (expand-question-marks sort-by))])
[:asc nil]))
(defn process-find [find]
(vec (map (fn [exp]
(if (pull/pull-exp? exp)
(pull/pull-exp (expand-question-marks (pull/pull-entity exp))
(pull/pull-query exp))
(expand-question-marks exp)))
find)))
(defn do-query
"Runs the query `q` against `db`, returning a seq of instantiated
find clauses for each frame."
[db q]
(let [{:keys [find where rules sort-by limit bind]} q
processed-where (process-where where)
processed-find (process-find find)
processed-rules (process-rules rules)
[sort-direction processed-sort-by] (process-sort-by sort-by)
processed-bind (process-bind bind)]
(process-frames db
processed-find
processed-sort-by
sort-direction
limit
(qeval db processed-where processed-rules [processed-bind]))))
(defn query-callback [queue-backend storage-backend msg]
(log/debug "Received query message" :message msg)
(let [db (-> (:db msg)
(assoc :queue-backend queue-backend)
(assoc :storage-backend storage-backend))
result (assoc (try
{:results (do-query db (:query msg))}
(catch ExceptionInfo e
{:error (ex-data e)}))
:id (:id msg)
:db (:db msg)
:query (:query msg))]
(queue/publish queue-backend :query/results result)))
(defrecord QueryService [queue-backend storage-backend state]
service/IService
(start! [self]
(let [query-sub (queue/subscribe queue-backend :query :query/queryers)]
(swap! (:state self) #(assoc % :query-sub query-sub))
(s/consume
#(query-callback queue-backend storage-backend %)
query-sub)))
(stop! [self]
(s/close! (:query-sub @(:state self)))))
(defn new [queue-backend storage-backend]
(->QueryService queue-backend storage-backend (atom {})))