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Guide to the Duct Framework

Preface

Duct is a data-driven framework for writing server-side applications in the Clojure programming language. This guide is intended as an in-depth explanation of how to use Duct, and will focus on web applications in particular.

This guide assumes you have a working knowledge of Clojure code, and that you have Leiningen installed. A basic understanding of Ring will also be useful, but not required.

Getting Started

The most straightforward way of getting started is to use the Duct Leiningen template. Duct can be used to build many types of server-side applications, but for the purposes of this guide we'll be building a web service backed by a SQLite database.

Creating the Project

At the shell, run:

$ lein new duct todo +api +ataraxy +sqlite

This produces the output:

Generating a new Duct project named todo...
Run 'lein duct setup' in the project directory to create local config files.

The parameters prefixed by + are profile hints, which are used to tell the template we want to build a web service (+api), using the Ataraxy routing library (+ataraxy), against a SQLite database (+sqlite).

If you want to see what profile hints there are available, you can run:

$ lein new :show duct

For now, let's change directory into the todo project that has been created:

$ cd todo

Then run the local setup:

$ lein duct setup

This creates four files that should be kept out of source control:

Created profiles.clj
Created .dir-locals.el
Created dev/resources/local.edn
Created dev/src/local.clj

If you're using Git, then these files are already added to your .gitignore file. If you're using another version control system, then you'll need to manually update your ignore files.

Starting the REPL

Duct development is orientated around the REPL. It's recommended that you use an editor with REPL integration, such as Cursive, Emacs with CIDER, Vim with fireplace.vim, or Atom with Proto REPL. However, this guide doesn't require editor integration, and the instructions will assume you're working directly from the command line.

So start the REPL with:

$ lein repl

At the prompt, we'll first load the development environment:

user=> (dev)
:loaded
dev=>

This isn't loaded automatically, as errors in the development could cause the REPL not to start.

Once we're in the dev namespace we can start the application:

dev=> (go)
:duct.server.http.jetty/starting-server {:port 3000}
:initiated

The web server has been started on port 3000. Lets check it's running by sending it a HTTP request. This can be done from the command line with the standard curl or wget tools, but I prefer HTTPie for testing web services:

$ http :3000
HTTP/1.1 404 Not Found
Content-Length: 21
Content-Type: application/json; charset=utf-8
Date: Wed, 06 Dec 2017 11:27:22 GMT
Server: Jetty(9.2.21.v20170120)

{
    "error": "not-found"
}

We get a "not found" response, but this is expected as we've yet to add any routes to the application.

Configuration

Duct applications are built around an edn configuration file. This defines the structure and dependencies of the application. In the project we're writing in this guide, the configuration is located at: resources/todo/config.edn.

Adding a Static Route

Let's take a look at the configuration file:

{:duct.profile/base
 {:duct.core/project-ns todo

  :duct.router/ataraxy
  {:routes {}}}

 :duct.profile/dev   #duct/include "dev"
 :duct.profile/local #duct/include "local"
 :duct.profile/prod  {}

 :duct.module/logging {}
 :duct.module.web/api {}
 :duct.module/sql {}}

The configuration is divided into profile and module components. Profiles are where we'll store the majority of our configuration, and the base profile, :duct.profile/base, is where we're going to add the majority of our configuration.

We're going to begin by adding in a static index route, and to do that we're going to add to the :duct.router/ataraxy key:

:duct.router/ataraxy
{:routes {[:get "/"] [:todo.handler/index]}}

This connects a route [:get "/"] with a result [:todo.handler/index]. As a shortcut, the Ataraxy router automatically looks for a Ring handler in the configuration with a matching name to pair with the result. We could also have written:

:duct.router/ataraxy
{:routes   {[:get "/"] [:todo.handler/index]}
 :handlers {:todo.handler/index #ig/ref :todo.handler/index}}

This means the same thing. The :duct.router/ataraxy component is smart enough to connect a routing result to a handler automatically, if one is not specified.

Next we need to actually add a Ring handler. This will handle an incoming HTTP request and return a HTTP response. Under the :duct.profile/base key, add in another configuration entry:

[:duct.handler.static/ok :todo.handler/index]
{:body {:entries "/entries"}}

Your base profile should now look like:

:duct.profile/base
{:duct.core/project-ns todo

 :duct.router/ataraxy
 {:routes {[:get "/"] [:todo.handler/index]}}

 [:duct.handler.static/ok :todo.handler/index]
 {:body {:entries "/entries"}}}

Notice that this time we're using a vector of two keywords as a key. In Duct parlance, this is known as a composite key. Composite keys inherit the properties of all the keywords contained in them; because the vector contains the key :duct.handler.static/ok, it inherits the properties of a static handler.

Let's apply this change to the application. Go to back to the REPL and run:

dev=> (reset)
:reloading (todo.main dev user)
:resumed

This reloads the configuration and any changed files. When we send a HTTP request to the web server, we now get the expected response:

$ http :3000
HTTP/1.1 200 OK
Content-Length: 22
Content-Type: application/json; charset=utf-8
Date: Wed, 06 Dec 2017 13:28:52 GMT
Server: Jetty(9.2.21.v20170120)

{
    "entries": "/entries"
}

Adding a Database Migration

We want to begin adding more dynamic routes, but before we can we need to create our database schema. Duct uses Ragtime for migrations, and each migration is defined in the configuration.

Add two more keys to the base profile:

:duct.migrator/ragtime
{:migrations [#ig/ref :todo.migration/create-entries]}

[:duct.migrator.ragtime/sql :todo.migration/create-entries]
{:up ["CREATE TABLE entries (id INTEGER PRIMARY KEY, content TEXT)"]
 :down ["DROP TABLE entries"]}

The :duct.migrator/ragtime key contains an ordered list of migrations. Individual migrations can be defined by including :duct.migrator.ragtime/sql in a composite key. The :up and :down options contains vectors of SQL to execute; the former to apply the migration, the latter to roll it back.

To apply the migration we run reset again at the REPL:

dev=> (reset)
:reloading ()
:duct.migrator.ragtime/applying :todo.migration/create-entries#b34248fc
:resumed

Suppose after applying the migration we change our mind about the schema. We could write another migration, but if we haven't committed the code or deployed it to production it's often more convenient to edit the migration we have.

Let's change the migration and rename the content column to description:

[:duct.migrator.ragtime/sql :todo.migration/create-entries]
{:up ["CREATE TABLE entries (id INTEGER PRIMARY KEY, description TEXT)"]
 :down ["DROP TABLE entries"]}

Then reset:

dev=> (reset)
:reloading ()
:duct.migrator.ragtime/rolling-back :todo.migration/create-entries#b34248fc
:duct.migrator.ragtime/applying :todo.migration/create-entries#5c2bb12a
:resumed

The old version of the migration is automatically rolled back, and the new version of the migration applied in its place.

Running Database Migrations in Production

We can easily run migrations in production:

$ lein run :duct/migrator

If you are using Heroku for deployment, this can be added to the release phase via your Procfile:

web: java -jar target/sstandalone.jar
release: lein run :duct/migrator

Adding a Query Route

Now that we have a database table, it's time to write some routes to query it. To do this, we're going to use a library called duct/handler.sql, which should be added to the :dependencies key in your project.clj file:

[duct/handler.sql "0.4.0"]

Your dependencies should now look something like:

:dependencies [[org.clojure/clojure "1.10.0"]
               [duct/core "0.7.0"]
               [duct/handler.sql "0.4.0"]
               [duct/module.logging "0.4.0"]
               [duct/module.web "0.7.0"]
               [duct/module.ataraxy "0.3.0"]
               [duct/module.sql "0.5.0"]
               [org.xerial/sqlite-jdbc "3.25.2"]]

Adding dependencies is one of the few times we have to restart the REPL. So first we exit:

dev=> (exit)
Bye for now!

Then we restart:

$ lein repl

And start the application running again:

user=> (dev)
:loaded
dev=> (go)
:duct.server.http.jetty/starting-server {:port 3000}
:initiated

We can now turn back to the project configuration. Let's start by adding a new Ataraxy route:

:duct.router/ataraxy
{:routes
 {[:get "/"]        [:todo.handler/index]
  [:get "/entries"] [:todo.handler.entries/list]}}

As before, we'll need to create a handler for this route, which should have the key: :todo.handler.entries/list. Rather than deriving from a static handler, this time we'll derive from the :duct.handler.sql/query key.

Place the following in your base profile:

[:duct.handler.sql/query :todo.handler.entries/list]
{:sql ["SELECT * FROM entries"]}

Once the handler is defined in the configuration, we can reset:

dev=> (reset)
:reloading (todo.main dev user)
:resumed

Then we check the route by sending a HTTP request to it:

$ http :3000/entries
HTTP/1.1 200 OK
Content-Length: 2
Content-Type: application/json; charset=utf-8
Date: Thu, 07 Dec 2017 10:13:34 GMT
Server: Jetty(9.2.21.v20170120)

[]

We get a valid, though empty response. This makes sense, as we've yet to populate the entries table with any data.

Adding an Update Route

Next we'd like to add a route that updates the database. Again we're going to be making use of the duct/handler.sql library, but both the route and handler are going to be more complex.

First, add a new POST route:

:duct.router/ataraxy
{:routes
 {[:get "/"]        [:todo.handler/index]
  [:get "/entries"] [:todo.handler.entries/list]

  [:post "/entries" {{:keys [description]} :body-params}]
  [:todo.handler.entries/create description]}}

The new Ataraxy route not only matches the method and URI of the request, it also destructures the request body and places the description of the todo entry into the result.

When we come to write the associated handler, we need some way of getting the information from the result. Ataraxy places the result into the :ataraxy/result key on the request map, so we can destructure the request to find the description of the new entry:

[:duct.handler.sql/insert :todo.handler.entries/create]
{:request {[_ description] :ataraxy/result}
 :sql     ["INSERT INTO entries (description) VALUES (?)" description]}

Next we reset:

dev=> (reset)
:reloading (todo.main dev user)
:resumed

And test:

$ http post :3000/entries description="Write Duct guide"
HTTP/1.1 201 Created
Content-Length: 0
Content-Type: application/octet-stream
Date: Thu, 07 Dec 2017 11:29:46 GMT
Server: Jetty(9.2.21.v20170120)


$ http get :3000/entries
HTTP/1.1 200 OK
Content-Length: 43
Content-Type: application/json; charset=utf-8
Date: Thu, 07 Dec 2017 11:29:51 GMT
Server: Jetty(9.2.21.v20170120)

[
    {
        "description": "Write Duct guide",
        "id": 1
    }
]

We can now have the bare bones of a useful application.

Becoming More RESTful

We can now GET and POST to lists of entries for our Todo application, but ideally we'd also like to DELETE particular entries as well. In order to do that, each entry needs to have a distinct URI.

Let's start by adding some hypertext references to our list handler:

[:duct.handler.sql/query :todo.handler.entries/list]
{:sql   ["SELECT * FROM entries"]
 :hrefs {:href "/entries/{id}"}}

The :hrefs option allows hypertext references to be added to the response using URI templates. If we reset:

dev=> (reset)
:reloading (todo.main dev user)
:resumed

And test:

$ http :3000/entries
HTTP/1.1 200 OK
Content-Length: 63
Content-Type: application/json; charset=utf-8
Date: Thu, 07 Dec 2017 21:13:20 GMT
Server: Jetty(9.2.21.v20170120)

[
    {
        "description": "Write Duct guide",
        "href": "/entries/1",
        "id": 1
    }
]

We can see that each list entry now has a new key. Let's write two new Ataraxy routes:

:duct.router/ataraxy
{:routes
 {[:get "/"]        [:todo.handler/index]
  [:get "/entries"] [:todo.handler.entries/list]

  [:post "/entries" {{:keys [description]} :body-params}]
  [:todo.handler.entries/create description]

  [:get    "/entries/" id] [:todo.handler.entries/find    ^int id]
  [:delete "/entries/" id] [:todo.handler.entries/destroy ^int id]}}

These routes show how we can pull data out of the URI, and coerce it into a new type.

The routes require associated handlers. As before, we'll make use of the duct/handler.sql library, using the query-one and execute handler types:

[:duct.handler.sql/query-one :todo.handler.entries/find]
{:request {[_ id] :ataraxy/result}
 :sql     ["SELECT * FROM entries WHERE id = ?" id]
 :hrefs   {:href "/entries/{id}"}}

[:duct.handler.sql/execute :todo.handler.entries/destroy]
{:request {[_ id] :ataraxy/result}
 :sql     ["DELETE FROM entries WHERE id = ?" id]}

We also want to improve the entry creation route and give it a Location header to the resource it creates:

[:duct.handler.sql/insert :todo.handler.entries/create]
{:request  {[_ description] :ataraxy/result}
 :sql      ["INSERT INTO entries (description) VALUES (?)" description]
 :location "/entries/{last_insert_rowid}"}

The last_insert_rowid is a resultset column specific to SQLite. Other databases will return the generated row ID in different ways.

With all that done we reset:

dev=> (reset)
:reloading ()
:resumed

And test:

$ http :3000/entries/1
HTTP/1.1 200 OK
Content-Length: 61
Content-Type: application/json; charset=utf-8
Date: Sat, 09 Dec 2017 12:59:05 GMT
Server: Jetty(9.2.21.v20170120)

{
    "description": "Write Duct guide",
    "href": "/entries/1",
    "id": 1
}

$ http delete :3000/entries/1
HTTP/1.1 204 No Content
Content-Type: application/octet-stream
Date: Sat, 09 Dec 2017 12:59:12 GMT
Server: Jetty(9.2.21.v20170120)


$ http :3000/entries/1
HTTP/1.1 404 Not Found
Content-Length: 21
Content-Type: application/json; charset=utf-8
Date: Sat, 09 Dec 2017 12:59:18 GMT
Server: Jetty(9.2.21.v20170120)

{
    "error": "not-found"
}

$ http post :3000/entries description="Continue Duct guide"
HTTP/1.1 201 Created
Content-Length: 0
Content-Type: application/octet-stream
Date: Sat, 09 Dec 2017 13:18:46 GMT
Location: http://localhost:3000/entries/1
Server: Jetty(9.2.21.v20170120)

Code

So far we've seen how the configuration can be leveraged to produce applications in Duct. This works well when our needs are modest, but for most applications we're going to have to knuckle down and write some code.

While defining handlers using data has advantages, it's important not to take this too far. Treat the configuration as the skeleton of your application, and the code as the muscles and organs that drive it.

Adding Users

So far our application has been the single-user variety. Let's change that by adding a users table. First we'll add a reference to a new migration in the configuration:

:duct.migrator/ragtime
{:migrations [#ig/ref :todo.migration/create-entries
              #ig/ref :todo.migration/create-users]}

Then create the migration and add it to the base profile:

[:duct.migrator.ragtime/sql :todo.migration/create-users]
{:up ["CREATE TABLE users (id INTEGER PRIMARY KEY, email TEXT UNIQUE, password TEXT)"]
 :down ["DROP TABLE users"]}

And reset to apply the new migration:

dev=> (reset)
:reloading ()
:duct.migrator.ragtime/applying :todo.migration/create-users#66d6b1f8
:resumed

Now that we have a table to hold our users, we next need to provide a way for people to sign up to our web service. We could write a handler for this with the duct/handler.sql library, but good security practice tells us that we should avoid writing passwords directly to the database.

Instead, we'll be writing our own handler function, one that secures the password with a key derivation function or KDF. To do this, we first need to introduce a new dependency to the project file:

[buddy/buddy-hashers "1.3.0"]

This is the library that we'll use to supply our KDF. Once the dependency is in place, exit the REPL:

dev=> (exit)
Bye for now!

Then restart:

$ lein repl

And start the application:

user=> (dev)
:loaded
dev=> (go)
:duct.server.http.jetty/starting-server {:port 3000}
:initiated

Next we want to add in an additional Ataraxy route that allows users to be created:

:duct.router/ataraxy
{:routes
 {[:get "/"]        [:todo.handler/index]
  [:get "/entries"] [:todo.handler.entries/list]

  [:post "/entries" {{:keys [description]} :body-params}]
  [:todo.handler.entries/create description]

  [:get    "/entries/" id] [:todo.handler.entries/find    ^int id]
  [:delete "/entries/" id] [:todo.handler.entries/destroy ^int id]

  [:post "/users" {{:keys [email password]} :body-params}]
  [:todo.handler.users/create email password]}}

And we next write the handler configuration, adding to the base profile as before:

:todo.handler.users/create
{:db #ig/ref :duct.database/sql}

You'll notice that this isn't a composite key; we're not using existing functionality, but instead we're going to write our own method.

You might also notice that we're also including a reference to the database. All SQL database keys in Duct inherit from :duct.database/sql, so by using that key in the reference we're telling Duct to find the first available SQL database.

You may wonder why the duct.handler.sql keys didn't include a database key. This is because they all inherit from the :duct.module.sql/requires-db keyword, which is a indicator to the :duct.module/sql module to automatically insert the reference. We could also do this, but for now we'll keep the reference explicit.

It's now finally time to write the handler. The namespace of the keyword is todo.handler.users, so we'll use that as the namespace for the code. Create a new file src/todo/handler/users.clj and add a namespace declaration:

(ns todo.handler.users
  (:require [ataraxy.response :as response]
            [buddy.hashers :as hashers]
            [clojure.java.jdbc :as jdbc]
            duct.database.sql
            [integrant.core :as ig]))

Naturally we need buddy.hashers for our KDF, and we need clojure.java.jdbc because we're accessing the database. The integrant.core namespace is necessary because we're writing an Integrant multimethod, but the purpose of ataraxy.response and duct.database.sql might be less obvious.

Let's create the function to insert the new user into the database, and return the ID of the newly created row:

(defprotocol Users
  (create-user [db email password]))

(extend-protocol Users
  duct.database.sql.Boundary
  (create-user [{db :spec} email password]
    (let [pw-hash (hashers/derive password)
          results (jdbc/insert! db :users {:email email, :password pw-hash})]
      (-> results ffirst val))))

If you're new to Duct, you might be surprised that we're using a protocol here. Why not just write a function? Why are we writing a protocol, then implementing it against this mysterious duct.database.sql.Boundary type?

The answer is that we could use a function, and it would certainly save us a few lines, but by using a protocol we gain the capability to mock out the database for testing or development. Duct provides an empty 'boundary' record, duct.database.sql.Boundary, for this purpose. This is why we need to require the duct.database.sql namespace, or the record will not be loaded.

Finally, we write the init-key method for our keyword:

(defmethod ig/init-key ::create [_ {:keys [db]}]
  (fn [{[_ email password] :ataraxy/result}]
    (let [id (create-user db email password)]
      [::response/created (str "/users/" id)])))

Ataraxy allows a vector to be returned instead of the usual Ring response map. This is both a convenience, and an abstraction. Ataraxy will turn this into a 201 Created response map for you.

Let's reset:

dev=> (reset)
:reloading (todo.main todo.handler.users dev user)
:resumed

Then test it out:

$ http post :3000/users email=bob@example.com password=hunter2
HTTP/1.1 201 Created
Content-Length: 0
Content-Type: application/octet-stream
Date: Mon, 11 Dec 2017 14:10:31 GMT
Location: http://localhost:3000/users/1
Server: Jetty(9.2.21.v20170120)

We don't have any way of visualizing this information yet, so we need to take a look at the database.

Querying the Database

During development we likely want to query the database to ensure that the code we write is inserting the correct data. To make this process easier, we'll be adding to the dev namespace in dev/src/dev.clj.

First, we want to add a new require for the the clojure.java.jdbc namespace:

[clojure.java.jdbc :as jdbc]

Next we want a way of getting a database connection. Duct stores the running system in the system var during development. This allows us to write a simple function to retrieve a JDBC database spec:

(defn db []
  (-> system (ig/find-derived-1 :duct.database/sql) val :spec))

Now that we can get the database, we can add a small function to help us query it:

(defn q [sql]
  (jdbc/query (db) sql))

Once these changes are made, we reset:

dev=> (reset)
:reloading (dev)
:resumed

Then try querying our users table:

dev=> (q "SELECT * FROM users")
({:id 1,
  :email "bob@example.com",
  :password
  "bcrypt+sha512$f4c1bc592ecd1869d0bf802f7c8f6e36$12$19a9ae3ed9118cb6cbfcd8c4a31aadb6b00162288b1fce50"})

That certainly looks correct. We have an ID, email and an hashed password.