diff --git a/.gitignore b/.gitignore
index a4cb69a..2910ba8 100644
--- a/.gitignore
+++ b/.gitignore
@@ -1,14 +1,13 @@
-pom.xml
-pom.xml.asc
-*.jar
*.class
-/lib/
+*.jar
+.cpcache/
+.nrepl-port
+/.shadow-cljs/
+/checkouts/
/classes/
+/lib/
+/node_modules/
+/resources/js/
/target/
-/checkouts/
-.lein-deps-sum
-.lein-repl-history
-.lein-plugins/
-.lein-failures
-.nrepl-port
-.cpcache/
+pom.xml
+pom.xml.asc
diff --git a/README.md b/README.md
index 57add78..9a62cdc 100644
--- a/README.md
+++ b/README.md
@@ -1 +1,20 @@
-# inferenceql.chat.webapp
\ No newline at end of file
+# inferenceql.chat.webapp
+
+
+
+## Prerequisites
+
+- [pnpm](https://pnpm.io/installation)
+- [clojure](https://clojure.org/guides/install_clojure)
+
+## Usage
+
+This tool requires that the environment variable `OPENAI_API_KEY` is set to an valid [OpenAI](https://openai.com/) API key. To retrieve an OpenAI API key [log in](https://platform.openai.com/login/) and visit the [API keys](https://platform.openai.com/account/api-keys) page.
+
+Set the database and schema paths at the top of `src/user.clj`, then:
+
+``` shell
+pnpm install --shamefully-hoist
+clj -A:dev
+user=> (go)
+```
diff --git a/deps.edn b/deps.edn
new file mode 100644
index 0000000..052e088
--- /dev/null
+++ b/deps.edn
@@ -0,0 +1,18 @@
+{:paths ["src" "resources" "target/classes"]
+ :deps {babashka/fs {:mvn/version "0.1.6"}
+ babashka/process {:mvn/version "0.1.2"}
+ com.stuartsierra/component {:mvn/version "1.1.0"}
+ io.github.inferenceql/inferenceql.query {:git/sha "775698d76b649e55c384021020c4418e67b0649f"}
+ io.github.inferenceql/inferenceql.chat {:git/sha "3bb17f53de713695955cf0c786d508e67ce295f5"}
+ lambdaisland/fetch {:mvn/version "1.0.41"}
+ lambdaisland/regal {:mvn/version "0.0.143"}
+ lilactown/helix {:mvn/version "0.1.7"}
+ metosin/reitit {:mvn/version "0.5.18"}
+ org.clojure/clojurescript {:mvn/version "1.11.60"}
+ ring/ring-jetty-adapter {:mvn/version "1.9.5"}
+ ring-middleware-format/ring-middleware-format {:mvn/version "0.7.5"}}
+ :aliases {:dev {:extra-paths ["dev"]
+ :extra-deps {io.github.clojure/tools.build {:git/tag "v0.8.3" :git/sha "0d20256"}
+ org.clojure/tools.namespace {:mvn/version "1.3.0"}
+ thheller/shadow-cljs {:mvn/version "2.20.2"}}}
+ :run {:exec-fn inferenceql.chat.webapp/run}}}
diff --git a/dev/user.clj b/dev/user.clj
new file mode 100644
index 0000000..0f31e64
--- /dev/null
+++ b/dev/user.clj
@@ -0,0 +1,103 @@
+(ns user
+ (:require [clojure.string :as string]
+ [clojure.tools.namespace.repl :as repl]
+ [com.stuartsierra.component :as component]
+ [inferenceql.chat.webapp :as webapp]
+ [shadow.cljs.devtools.api :as shadow]
+ [shadow.cljs.devtools.server :as server]))
+
+(def db-path "/Users/zane/projects/inferenceql.auto-modeling/data/db.edn")
+(def schema-path "/Users/zane/projects/inferenceql.auto-modeling/data/schema.edn")
+
+(defonce system nil)
+
+(defn nilsafe
+ "Returns a function that calls f on its argument if its argument is not nil."
+ [f]
+ (fn [x]
+ (when x
+ (f x))))
+
+(def db (delay (webapp/read-db db-path)))
+(def schema (delay (webapp/read-schema schema-path)))
+
+(defn distinct-values
+ [column rows]
+ (into #{}
+ (comp (map #(get % column))
+ (distinct)
+ (remove nil?)
+ (remove string/blank?))
+ rows))
+
+
+(defn chat-schema
+ [db schema]
+ (let [[table-name rows] (-> db (:iql/tables) (first))]
+ {:table-name table-name
+ :model-name (-> db (:iql/models) (keys) (first))
+ :columns (into []
+ (comp (remove #(= :ignore (val %)))
+ (map (fn [[name type]]
+ (let [name (symbol name)
+ type (case type
+ :numerical "INT"
+ :nominal (str "ENUM("
+ (->> (distinct-values name rows)
+ (take 3)
+ (map pr-str)
+ (string/join ", " ))
+ ")"))]
+ {:name name :type type}))))
+ schema)}))
+
+(defn init
+ "Constructs the current development system."
+ []
+ (server/start!)
+ (shadow/watch :app)
+ (alter-var-root #'system
+ (fn [_] (webapp/new-system
+ {:port 8080
+ :db @db
+ :schema (chat-schema @db @schema)}))))
+
+(defn start
+ "Starts the current development system."
+ []
+ (alter-var-root #'system component/start))
+
+(defn stop
+ "Shuts down and destroys the current development system."
+ []
+ (alter-var-root #'system (nilsafe component/stop)))
+
+(defn go
+ "Initializes the current development system and starts it running."
+ []
+ (init)
+ (start))
+
+(defn reset []
+ (stop)
+ (shadow/watch-compile! :app)
+ (repl/refresh :after 'user/go))
+
+(comment
+
+ (set! *print-level* 4)
+ (set! *print-length* 5)
+
+ (server/start!)
+ (server/stop!)
+ (shadow/watch :app)
+ (shadow/compile :app)
+
+ (go)
+ (reset)
+ (stop)
+ (start)
+
+ system
+
+ ,)
diff --git a/package.json b/package.json
new file mode 100644
index 0000000..24f12c8
--- /dev/null
+++ b/package.json
@@ -0,0 +1,20 @@
+{
+ "dependencies": {
+ "@emotion/react": "^11.10.4",
+ "@inferenceql/inferenceql.react": "github:inferenceql/inferenceql.react#612ef41fb04cd9001d40fb86c1e87f2a7e5dc12c",
+ "@mantine/core": "^5.10.5",
+ "@mantine/form": "^5.1.6",
+ "@mantine/hooks": "^5.10.5",
+ "@mantine/styles": "^5.10.5",
+ "@mantine/utils": "^5.10.5",
+ "@tabler/icons": "^1.82.0",
+ "prop-types": "^15.8.1",
+ "react": "^17.0.2",
+ "react-dom": "^17.0.2"
+ },
+ "devDependencies": {
+ "@babel/core": "^7.19.3",
+ "esbuild": "^0.15.12",
+ "shadow-cljs": "^2.20.2"
+ }
+}
diff --git a/pnpm-lock.yaml b/pnpm-lock.yaml
new file mode 100644
index 0000000..1e62203
--- /dev/null
+++ b/pnpm-lock.yaml
@@ -0,0 +1,2662 @@
+lockfileVersion: '6.0'
+
+dependencies:
+ '@emotion/react':
+ specifier: ^11.10.4
+ version: 11.10.4(@babel/core@7.19.3)(react@17.0.2)
+ '@inferenceql/inferenceql.react':
+ specifier: github:inferenceql/inferenceql.react#612ef41fb04cd9001d40fb86c1e87f2a7e5dc12c
+ version: github.com/inferenceql/inferenceql.react/612ef41fb04cd9001d40fb86c1e87f2a7e5dc12c(@emotion/react@11.10.4)(react-dom@17.0.2)(react@17.0.2)
+ '@mantine/core':
+ specifier: ^5.10.5
+ version: 5.10.5(@emotion/react@11.10.4)(@mantine/hooks@5.10.5)(react-dom@17.0.2)(react@17.0.2)
+ '@mantine/form':
+ specifier: ^5.1.6
+ version: 5.1.6(react@17.0.2)
+ '@mantine/hooks':
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+ version: 5.10.5(react@17.0.2)
+ '@mantine/styles':
+ specifier: ^5.10.5
+ version: 5.10.5(@emotion/react@11.10.4)(react-dom@17.0.2)(react@17.0.2)
+ '@mantine/utils':
+ specifier: ^5.10.5
+ version: 5.10.5(react@17.0.2)
+ '@tabler/icons':
+ specifier: ^1.82.0
+ version: 1.82.0(react-dom@17.0.2)(react@17.0.2)
+ prop-types:
+ specifier: ^15.8.1
+ version: 15.8.1
+ react:
+ specifier: ^17.0.2
+ version: 17.0.2
+ react-dom:
+ specifier: ^17.0.2
+ version: 17.0.2(react@17.0.2)
+
+devDependencies:
+ '@babel/core':
+ specifier: ^7.19.3
+ version: 7.19.3
+ esbuild:
+ specifier: ^0.15.12
+ version: 0.15.12
+ shadow-cljs:
+ specifier: ^2.20.2
+ version: 2.20.2
+
+packages:
+
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+ vega-event-selector: 3.0.1
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+
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+ vega-statistics: 1.8.1
+ vega-util: 1.17.1
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+ dev: true
+
+ /webidl-conversions@3.0.1:
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+ dev: false
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+ /whatwg-url@5.0.0:
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+ dependencies:
+ tr46: 0.0.3
+ webidl-conversions: 3.0.1
+ dev: false
+
+ /which@1.3.1:
+ resolution: {integrity: sha512-HxJdYWq1MTIQbJ3nw0cqssHoTNU267KlrDuGZ1WYlxDStUtKUhOaJmh112/TZmHxxUfuJqPXSOm7tDyas0OSIQ==}
+ hasBin: true
+ dependencies:
+ isexe: 2.0.0
+ dev: true
+
+ /wrap-ansi@7.0.0:
+ resolution: {integrity: sha512-YVGIj2kamLSTxw6NsZjoBxfSwsn0ycdesmc4p+Q21c5zPuZ1pl+NfxVdxPtdHvmNVOQ6XSYG4AUtyt/Fi7D16Q==}
+ engines: {node: '>=10'}
+ dependencies:
+ ansi-styles: 4.3.0
+ string-width: 4.2.3
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+ dev: false
+
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+ resolution: {integrity: sha512-F+P9Jil7UiSKSkppIiD94dN07AwvFixvLIj1Og1Rl9GGMuNipJnV9JzjD6XuqmAeiswGvUmNLjr5cFuXwNS77Q==}
+ engines: {node: '>=8.3.0'}
+ peerDependencies:
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+ utf-8-validate: ^5.0.2
+ peerDependenciesMeta:
+ bufferutil:
+ optional: true
+ utf-8-validate:
+ optional: true
+ dev: true
+
+ /xtend@4.0.2:
+ resolution: {integrity: sha512-LKYU1iAXJXUgAXn9URjiu+MWhyUXHsvfp7mcuYm9dSUKK0/CjtrUwFAxD82/mCWbtLsGjFIad0wIsod4zrTAEQ==}
+ engines: {node: '>=0.4'}
+ dev: true
+
+ /y18n@5.0.8:
+ resolution: {integrity: sha512-0pfFzegeDWJHJIAmTLRP2DwHjdF5s7jo9tuztdQxAhINCdvS+3nGINqPd00AphqJR/0LhANUS6/+7SCb98YOfA==}
+ engines: {node: '>=10'}
+ dev: false
+
+ /yallist@4.0.0:
+ resolution: {integrity: sha512-3wdGidZyq5PB084XLES5TpOSRA3wjXAlIWMhum2kRcv/41Sn2emQ0dycQW4uZXLejwKvg6EsvbdlVL+FYEct7A==}
+ dev: false
+
+ /yaml@1.10.2:
+ resolution: {integrity: sha512-r3vXyErRCYJ7wg28yvBY5VSoAF8ZvlcW9/BwUzEtUsjvX/DKs24dIkuwjtuprwJJHsbyUbLApepYTR1BN4uHrg==}
+ engines: {node: '>= 6'}
+ dev: false
+
+ /yargs-parser@21.1.1:
+ resolution: {integrity: sha512-tVpsJW7DdjecAiFpbIB1e3qxIQsE6NoPc5/eTdrbbIC4h0LVsWhnoa3g+m2HclBIujHzsxZ4VJVA+GUuc2/LBw==}
+ engines: {node: '>=12'}
+ dev: false
+
+ /yargs@17.7.1:
+ resolution: {integrity: sha512-cwiTb08Xuv5fqF4AovYacTFNxk62th7LKJ6BL9IGUpTJrWoU7/7WdQGTP2SjKf1dUNBGzDd28p/Yfs/GI6JrLw==}
+ engines: {node: '>=12'}
+ dependencies:
+ cliui: 8.0.1
+ escalade: 3.1.1
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+ require-directory: 2.1.1
+ string-width: 4.2.3
+ y18n: 5.0.8
+ yargs-parser: 21.1.1
+ dev: false
+
+ github.com/inferenceql/inferenceql.react/612ef41fb04cd9001d40fb86c1e87f2a7e5dc12c(@emotion/react@11.10.4)(react-dom@17.0.2)(react@17.0.2):
+ resolution: {tarball: https://codeload.github.com/inferenceql/inferenceql.react/tar.gz/612ef41fb04cd9001d40fb86c1e87f2a7e5dc12c}
+ id: github.com/inferenceql/inferenceql.react/612ef41fb04cd9001d40fb86c1e87f2a7e5dc12c
+ name: '@inferenceql/inferenceql.react'
+ version: 0.0.1-alpha
+ prepare: true
+ requiresBuild: true
+ peerDependencies:
+ '@emotion/react': ^11.10.4
+ react: ^17.0
+ react-dom: ^17.0
+ dependencies:
+ '@emotion/react': 11.10.4(@babel/core@7.19.3)(react@17.0.2)
+ '@mantine/core': 5.10.5(@emotion/react@11.10.4)(@mantine/hooks@5.10.5)(react-dom@17.0.2)(react@17.0.2)
+ '@mantine/hooks': 5.10.5(react@17.0.2)
+ highlight.js: 11.7.0
+ prism-react-renderer: 1.3.5(react@17.0.2)
+ prismjs: 1.29.0
+ prop-types: 15.8.1
+ ramda: 0.28.0
+ react: 17.0.2
+ react-dom: 17.0.2(react@17.0.2)
+ react-vega: 7.6.0(react@17.0.2)(vega-lite@5.7.1)(vega@5.24.0)
+ tabler-icons-react: 1.56.0(react@17.0.2)
+ use-editable: 2.3.3(react@17.0.2)
+ vega: 5.24.0
+ vega-lite: 5.7.1(vega@5.24.0)
+ transitivePeerDependencies:
+ - '@types/react'
+ - encoding
+ dev: false
diff --git a/resources/public/index.html b/resources/public/index.html
new file mode 100644
index 0000000..5e8d7f3
--- /dev/null
+++ b/resources/public/index.html
@@ -0,0 +1,11 @@
+
+
+
+
+ InferenceQL chat
+
+
+
+
+
+
diff --git a/shadow-cljs.edn b/shadow-cljs.edn
new file mode 100644
index 0000000..e37a989
--- /dev/null
+++ b/shadow-cljs.edn
@@ -0,0 +1,6 @@
+{:deps {:aliases [:dev]}
+
+ :builds {:app {:target :browser
+ :output-dir "resources/js"
+ :asset-path "js"
+ :modules {:main {:entries [inferenceql.chat.webapp.client]}}}}}
diff --git a/src/inferenceql/chat/webapp.clj b/src/inferenceql/chat/webapp.clj
new file mode 100644
index 0000000..628c3bc
--- /dev/null
+++ b/src/inferenceql/chat/webapp.clj
@@ -0,0 +1,32 @@
+(ns inferenceql.chat.webapp
+ (:require [clojure.edn :as edn]
+ [clojure.java.browse :as browse]
+ [clojure.java.io :as io]
+ [com.stuartsierra.component :as component]
+ [inferenceql.chat.webapp.server :as server]
+ [inferenceql.inference.gpm :as gpm])
+ (:import [java.io PushbackReader]))
+
+(defn read-db
+ [path]
+ (edn/read {:readers gpm/readers} (PushbackReader. (io/reader path))))
+
+(defn read-schema
+ [path]
+ (edn/read (PushbackReader. (io/reader path))))
+
+(defn new-system
+ [& {:as opts}]
+ (let [opts (merge opts {:port 8080})]
+ (server/jetty-server opts)))
+
+(defn run
+ [& {:keys [port] :or {port 8080} :as opts}]
+ (assert (some? port))
+ (assert (contains? opts :db))
+ (assert (contains? opts :schema))
+ (let [opts (-> opts
+ (update :db read-db)
+ (update :schema read-schema))]
+ (component/start (new-system opts))
+ (browse/browse-url (str "http://localhost:" port))))
diff --git a/src/inferenceql/chat/webapp/client.cljs b/src/inferenceql/chat/webapp/client.cljs
new file mode 100644
index 0000000..fc0d121
--- /dev/null
+++ b/src/inferenceql/chat/webapp/client.cljs
@@ -0,0 +1,128 @@
+(ns inferenceql.chat.webapp.client
+ (:require ["@inferenceql/inferenceql.react" :as inferenceql.react]
+ ["@mantine/core" :as mantine]
+ ["@mantine/hooks" :as mantine.hooks]
+ ["@tabler/icons" :as icons]
+ ["react-dom" :as react-dom]
+ [clojure.string :as string]
+ [goog.object :as object]
+ [helix.core :refer [$ <> defnc]]
+ [helix.hooks :as hooks]
+ [lambdaisland.fetch :as fetch]))
+
+(enable-console-print!)
+
+(defnc app
+ []
+ (let [[prose set-prose!] (mantine.hooks/useInputState "")
+ [query set-query!] (hooks/use-state nil)
+ [result set-result!] (hooks/use-state nil)
+ [error set-error!] (hooks/use-state nil)
+ [asking asking-handler] (mantine.hooks/useDisclosure false)
+ [executing executing-handler] (mantine.hooks/useDisclosure false)
+
+ handle-ask!
+ (fn []
+ (set-query! nil)
+ (set-result! nil)
+ (set-error! nil)
+ (.open asking-handler)
+ (-> (fetch/post "/api/prose"
+ {:accept :json
+ :content-type :json
+ :mode :same-origin
+ :cache :no-cache
+ :body {:prose prose}})
+ (.then (fn [result]
+ (.close asking-handler)
+ (let [{:keys [status body]} (js->clj result)]
+ (if (= 200 status)
+ (set-query! (get body "iql"))
+ (set-error! body)))))))
+
+ handle-execute!
+ (fn []
+ (set-result! nil)
+ (set-error! nil)
+ (.open executing-handler)
+ (-> (fetch/post "/api/iql"
+ {:accept :json
+ :content-type :json
+ :mode :same-origin
+ :cache :no-cache
+ :body {:query (string/trim query)}})
+ (.then (fn [result]
+ (.close executing-handler)
+ (let [{:keys [status body]} (js->clj result)]
+ (if (= 200 status)
+ (set-result! (clj->js body))
+ (set-error! body)))))))
+
+ clear!
+ (fn []
+ (set-prose! "")
+ (set-query! nil)
+ (set-result! nil)
+ (set-error! nil))
+
+ on-key-down (mantine.hooks/getHotkeyHandler
+ (clj->js [["mod+Enter" handle-ask!]
+ ["shift+Enter" handle-ask!]]))]
+
+ (<>
+ ($ mantine/Container
+ ($ mantine/Textarea
+ {:mt "sm"
+ :onChange set-prose!
+ :value prose})
+ ($ mantine/Button
+ {:leftIcon ($ icons/IconQuestionMark {:size 18})
+ :loading asking
+ :mb "sm"
+ :mt "sm"
+ :onClick handle-ask!}
+ "Ask")
+
+ (when query
+ (<>
+ ($ inferenceql.react/HighlightInput
+ {:disabled (or asking executing)
+ :error (boolean error)
+ :mt "sm"
+ :onKeyDown on-key-down
+ :onChange set-query!
+ :value query})
+ ($ mantine/Button
+ {:disabled (or asking executing)
+ :leftIcon ($ icons/IconDatabase {:size 18})
+ :loading executing
+ :mr "sm"
+ :mt "sm"
+ :onClick handle-execute!}
+ "Execute")
+ ($ mantine/Button
+ {:leftIcon ($ icons/IconArrowBackUp {:size 18})
+ :disabled (or asking executing)
+ :mr "sm"
+ :mt "sm"
+ :onClick clear!}
+ "Clear")))
+
+ (when error
+ ($ mantine/Code
+ {:block true
+ :color "red"
+ :mt "sm"}
+ (pr-str error)))
+
+ (when result
+ (let [rows (object/get result "iql/rows")
+ columns (object/get result "iql/columns")]
+ ($ inferenceql.react/DataTable
+ {:mt "lg"
+ :rows rows
+ :columns columns})))))))
+
+(let [element (js/window.document.querySelector "#app")]
+ (react-dom/render ($ app {})
+ element))
diff --git a/src/inferenceql/chat/webapp/server.clj b/src/inferenceql/chat/webapp/server.clj
new file mode 100644
index 0000000..072cd69
--- /dev/null
+++ b/src/inferenceql/chat/webapp/server.clj
@@ -0,0 +1,82 @@
+(ns inferenceql.chat.webapp.server
+ (:require [clojure.java.io :as io]
+ [clojure.stacktrace :as stacktrace]
+ [com.stuartsierra.component :as component]
+ [inferenceql.chat :as chat]
+ [inferenceql.query.permissive :as permissive]
+ [reitit.ring :as ring]
+ [reitit.ring.middleware.exception :as exception]
+ [ring.adapter.jetty :as jetty]
+ [ring.middleware.format :refer [wrap-restful-format]]
+ [ring.middleware.format-response :refer [wrap-restful-response]]
+ [ring.util.response :as response]))
+
+(defn not-found-handler
+ [_request]
+ (-> (response/not-found "Not found")
+ (response/header "Content-Type" "text/plain")))
+
+(def exception-middleware
+ (exception/create-exception-middleware
+ (merge
+ exception/default-handlers
+ {::exception/default (fn [exception request]
+ {:status 500
+ :exception (with-out-str (stacktrace/print-stack-trace exception))
+ :uri (:uri request)
+ :body "Internal server error"})
+ ::exception/wrap (fn [handler e request]
+ (println "ERROR" (pr-str (:uri request)))
+ (stacktrace/print-stack-trace e)
+ (flush)
+ (handler e request))})))
+
+(defn page-handler
+ [_]
+ (response/response (slurp (io/resource "public/index.html"))))
+
+(defn prose-handler
+ [schema]
+ (fn [request]
+ (let [prose (get-in request [:params "prose"])
+ iql (chat/query (assoc schema :english-query prose))]
+ (response/response {:iql iql}))))
+
+(defn iql-handler
+ [db]
+ (fn [request]
+ (let [query (get-in request [:params "query"])
+ result (permissive/q query db)
+ columns (-> result (meta) (:iql/columns))]
+ (response/response #:iql{:columns columns
+ :rows result}))))
+
+(defn app
+ [db schema]
+ (ring/ring-handler
+ (ring/router
+ [["/" {:get page-handler}]
+ ["/api" {:middleware [[wrap-restful-format :formats [:json]]
+ [wrap-restful-response]]}
+ ["/iql" {:post (#'iql-handler db)}]
+ ["/prose" {:post (#'prose-handler schema)}]]
+ ["/js/*" (ring/create-resource-handler {:root "js"})]])
+ #'not-found-handler
+ {:middleware [exception-middleware]}))
+
+(defrecord JettyServer [port db schema]
+ component/Lifecycle
+
+ (start [component]
+ (let [handler (#'app db schema)
+ jetty-server (jetty/run-jetty handler {:port port :join? false})]
+ (assoc component :server jetty-server)))
+
+ (stop [{:keys [server]}]
+ (when server
+ (.stop server))))
+
+(defn jetty-server
+ [& {:keys [port] :as opts}]
+ (assert (some? port))
+ (map->JettyServer opts))