(ns my.app.core
"Application core namespace with data processing utilities."
(:require [clojure.string :as str]
[clojure.set :refer [union intersection difference]]
[clojure.walk :as walk]
[clojure.java.io :as io])
(:import [java.util Date UUID]
[java.io File IOException]
[java.time Instant Duration]))
(def ^:const MAX_RETRIES
"Maximum number of retry attempts before giving up."
3)
(def ^:const BATCH_SIZE
"Number of items to process in each batch."
100)
(def default-config
"Default configuration map for the application."
{:host "localhost"
:port 8080
:debug false
:max-connections 50})
(def ^:private internal-state
"Mutable internal state atom, not exposed to consumers."
(atom {}))
(def ^:private -registry
"Private registry for tracking registered handlers."
(atom []))
(def ^:dynamic *debug-mode*
"Dynamic var controlling debug output. Bind to true for verbose logging."
false)
(def ^:dynamic *current-user*
"Dynamic var holding the current authenticated user context."
nil)
(def ^{:doc "Application version string" :private true} version "0.9.15")
(def supported-formats
"Set of file formats supported for import and export."
#{:json :edn :csv :xml})
(defn validate-input
"Validate input data against required field constraints.
Returns the data if valid, throws on invalid input."
[data required-fields]
(let [missing (remove #(contains? data %) required-fields)]
(when (seq missing)
(throw (ex-info "Missing required fields"
{:missing missing :provided (keys data)})))
data))
(defn process-batch
"Process a batch of records with the given transform function.
Supports multiple arities."
([records]
(process-batch records identity))
([records transform-fn]
(process-batch records transform-fn BATCH_SIZE))
([records transform-fn batch-size]
(->> records
(partition-all batch-size)
(mapcat #(map transform-fn %)))))
(defn merge-configs
"Merge multiple configuration maps with left-to-right precedence."
[& configs]
(reduce (fn [acc cfg]
(merge-with (fn [old new] (if (nil? new) old new))
acc cfg))
{}
configs))
(defn retry-with-backoff
"Execute a function with exponential backoff retry logic."
[f & {:keys [max-retries delay-ms]
:or {max-retries MAX_RETRIES delay-ms 100}}]
(loop [attempt 1]
(let [result (try
{:ok (f)}
(catch Exception e {:error e}))]
(if (:ok result)
(:ok result)
(if (>= attempt max-retries)
(throw (:error result))
(do
(Thread/sleep (* delay-ms (Math/pow 2 (dec attempt))))
(recur (inc attempt))))))))
(defn deep-merge
"Recursively merge nested maps. Non-map values are replaced."
[& maps]
(apply merge-with
(fn [v1 v2]
(if (and (map? v1) (map? v2))
(deep-merge v1 v2)
v2))
maps))
(defn transform-keys
"Transform all keys in a map using the provided function."
[f m]
(into {}
(map (fn [[k v]]
[(f k) (if (map? v) (transform-keys f v) v)]))
m))
(defn- normalize-record
"Normalize a data record by trimming strings and lowering keys."
[record]
(into {}
(map (fn [[k v]]
[(-> k name str/lower-case keyword)
(if (string? v) (str/trim v) v)]))
record))
(defn- calculate-checksum
"Calculate a simple checksum for data integrity verification."
[data]
(reduce + (map hash (vals data))))
(defn- format-error-message
"Format an error message with context for logging."
[error context]
(str "[" (:operation context) "] "
(.getMessage error)
" (attempt " (:attempt context 0) ")"))
(defn make-validator
"Create a validation function from a map of field names to predicates."
[rules]
(fn [record]
(reduce-kv
(fn [errors field pred]
(if (pred (get record field))
errors
(conj errors {:field field :value (get record field)})))
[]
rules)))
(defn make-rate-limiter
"Create a rate limiter that allows n calls per interval-ms."
[n interval-ms]
(let [calls (atom [])]
(fn []
(let [now (System/currentTimeMillis)
cutoff (- now interval-ms)]
(swap! calls (fn [cs] (filterv #(> % cutoff) cs)))
(if (< (count @calls) n)
(do (swap! calls conj now) true)
false)))))
(defprotocol Renderable
"Protocol for entities that can be rendered to a string."
(render [this] "Render the entity to a string.")
(render-with-options [this options] "Render with the given option map."))
(defprotocol Cacheable
"Protocol for entities that support caching behavior."
(cache-key [this] "Return a unique cache key for this entity.")
(ttl [this] "Return the time-to-live in seconds.")
(serialize [this] "Serialize the entity for cache storage."))
(defprotocol Lifecycle
"Protocol for components with start/stop lifecycle management."
(start [this] "Start the component and return the started instance.")
(stop [this] "Stop the component and release resources."))
(defrecord Circle [radius center-x center-y]
Renderable
(render [this]
(str "Circle(r=" (:radius this)
" at " (:center-x this) "," (:center-y this) ")"))
(render-with-options [this options]
(if (:verbose options)
(str "Circle[radius=" (:radius this)
", area=" (* Math/PI (:radius this) (:radius this)) "]")
(render this))))
(defrecord Rectangle [width height x y]
Renderable
(render [this]
(str "Rect(" (:width this) "x" (:height this) ")"))
(render-with-options [this options]
(if (:verbose options)
(str "Rectangle[area=" (* (:width this) (:height this)) "]")
(render this))))
(defrecord CacheEntry [key value created-at ttl-seconds]
Cacheable
(cache-key [_] key)
(ttl [_] ttl-seconds)
(serialize [this]
(pr-str {:key key :value value :created-at created-at})))
(deftype MutableBuffer [^:volatile-mutable ^java.util.ArrayList items]
Renderable
(render [_]
(str "MutableBuffer(size=" (.size items) ")"))
(render-with-options [this options]
(if (:show-contents options)
(str "MutableBuffer" (vec items))
(render this))))
(defmulti shape-area
"Calculate the area of a shape based on its :type key."
:type)
(defmethod shape-area :circle
"Calculate the area of a circle from its radius."
[{:keys [radius]}]
(* Math/PI radius radius))
(defmethod shape-area :rectangle
"Calculate the area of a rectangle from width and height."
[{:keys [width height]}]
(* width height))
(defmethod shape-area :default
"Fallback for unknown shape types."
[shape]
(throw (ex-info "Unknown shape type" {:type (:type shape)})))
(defmulti serialize-value
"Serialize a value to the target format."
(fn [_value format] format))
(defmethod serialize-value :json
"Serialize a value to JSON string format."
[value _format]
(str "{\"value\":" (pr-str value) "}"))
(defmethod serialize-value :edn
"Serialize a value to EDN string format."
[value _format]
(pr-str value))
(defmulti format-output
"Format a value for display output based on its class type."
class)
(defmethod format-output java.lang.String
"Format a string value for display."
[s]
(str "\"" s "\""))
(defmethod format-output :default
"Format any other value using pr-str."
[x]
(pr-str x))
(defmacro with-timing
"Execute body and return a map with :result and :elapsed-ms keys."
[label & body]
`(let [start# (System/currentTimeMillis)
result# (do ~@body)
elapsed# (- (System/currentTimeMillis) start#)]
(when *debug-mode*
(println ~label "took" elapsed# "ms"))
{:result result# :elapsed-ms elapsed#}))
(defmacro with-retry
"Execute body with retry logic up to max-retries times."
[max-retries & body]
`(loop [attempt# 1]
(let [result# (try
{:ok (do ~@body)}
(catch Exception e# {:error e#}))]
(if (:ok result#)
(:ok result#)
(if (>= attempt# ~max-retries)
(throw (:error result#))
(recur (inc attempt#)))))))
(defmacro defcommand
"Define a named command with metadata and register it."
[cmd-name description & body]
`(do
(defn ~cmd-name ~description ~@body)
(swap! -registry conj {:name ~(str cmd-name) :doc ~description})))
(defmacro when-debug
"Execute body only when *debug-mode* is true."
[& body]
`(when *debug-mode* ~@body))
(defn process-pipeline
"Run data through a multi-stage processing pipeline.
Uses threading macros, let bindings, and conditionals."
[raw-data]
(let [normalized (-> raw-data
(update :name str/trim)
(update :name str/lower-case)
(assoc :processed-at (Date.)))
tags (->> (:tags raw-data)
(filter string?)
(map str/lower-case)
(distinct)
(into []))]
(cond
(nil? (:name normalized))
(throw (ex-info "Name is required" {:data raw-data}))
(empty? tags)
(assoc normalized :tags ["untagged"])
:else
(assoc normalized :tags tags))))
(defn find-first-match
"Find the first item matching the predicate using loop/recur."
[pred coll]
(loop [idx 0
remaining coll]
(cond
(empty? remaining) nil
(pred (first remaining)) {:index idx :value (first remaining)}
:else (recur (inc idx) (rest remaining)))))
(defn safe-divide
"Divide two numbers with error handling via try/catch/finally."
[numerator denominator]
(try
(when (zero? denominator)
(throw (ArithmeticException. "Division by zero")))
(/ numerator denominator)
(catch ArithmeticException e
{:error (.getMessage e)
:numerator numerator
:denominator denominator})
(finally
(when-debug
(println "Division attempted:" numerator "/" denominator)))))
(defn create-unique-id
"Generate a unique string identifier using java.util.UUID."
[]
(str (UUID/randomUUID)))
(defn file-info
"Gather file metadata as a map using Java File interop."
[path]
(let [f (File. ^String path)]
{:exists (.exists f)
:size (.length f)
:name (.getName f)
:directory (.isDirectory f)}))
(defn process-user
"Process a user record with map destructuring and defaults."
[{:keys [name email role]
:or {role :viewer}
:as user}]
{:display-name (str name " <" email ">")
:permissions (case role
:admin #{:read :write :delete :admin}
:editor #{:read :write}
:viewer #{:read})
:raw user})
(def ^:private event-log
"Internal event log for tracking state changes."
(atom []))
(defn log-event
"Append an event to the internal event log with a timestamp."
[event-type data]
(swap! event-log conj
{:type event-type
:data data
:timestamp (System/currentTimeMillis)}))
(defn get-events
"Retrieve events from the log, optionally filtered by type."
([]
@event-log)
([event-type]
(filterv #(= event-type (:type %)) @event-log)))
(def ^:const ^:private MAX_CACHE_SIZE
"Maximum entries allowed in the LRU cache."
10000)
(defn ^:deprecated legacy-process
"Process data using the legacy algorithm. Use process-batch instead."
[data]
(map identity data))
(defn ^{:added "0.5.0" :author "core-team"} transform-record
"Transform a record using the standard normalization pipeline."
[record]
(-> record
normalize-record
(assoc :version version)))
(defn -main
"Application entry point. Parses args and runs the processing pipeline."
[& args]
(binding [*debug-mode* (some #{"--debug"} args)]
(let [config (merge-configs default-config
(when (first args)
{:input (first args)}))]
(println "Starting with config:" config)
(with-timing "main"
(-> {:name " Test Record "
:tags ["Alpha" "beta" "ALPHA"]}
process-pipeline
(assoc :config config))))))
(def email-pattern #"[\w.]+@[\w.]+\.\w+")
(def url-pattern #"https?://[\w./]+")
(def newline-char \newline)
(def space-char \space)
(def letter-a \a)
(def quoted-sym 'my-symbol)
(def quoted-list '(1 2 3))
(def process-var #'process-data)
(defn with-discard
"Function with discarded form"
[x]
#_(println "debug output")
(* x 2))
(def example-date #inst "2026-01-15T00:00:00.000Z")
(def example-uuid #uuid "550e8400-e29b-41d4-a716-446655440000")
(def ns-config #:db{:host "localhost" :port 5432 :name "mydb"})
(def auto-ns-config #::{:host "localhost" :port 5432})
(def pos-infinity ##Inf)
(def neg-infinity ##-Inf)
(def not-a-number ##NaN)
(def auto-kw ::local-keyword)
(def auto-ns-kw ::other/namespaced)
(def db-host :db/host)
(def user-name :user/name)
(def platform-value
#?(:clj "JVM Clojure"
:cljs "ClojureScript"
:default "Unknown"))
(defn platform-imports
"Returns platform-specific imports"
[]
[#?@(:clj [java.util.Date java.util.UUID]
:cljs [goog.date.Date])])
(def #^{:deprecated "Use new-fn instead"} legacy-fn identity)