Reloading at the REPL
As Clojure developers, we prefer to live at the REPL, loading and reloading code into the REPL for a lightning fast feedback loop.
It’s common to reload a namespace, and use the REPL (possibly via IDE support) to re-evaluate expressions in our code and see the immediate change. This is true for Pedestal apps as well … we should be able to make changes and see the effects of those changes immediately. But as we’ll see, in practice, accomplishing that takes a little extra structure.
We’re going to show examples of the live reloading failures, then show simple solutions.
Starting Point
Let’s start with yet another basic, "Hello World" application.
(ns org.example.hello
(:require [io.pedestal.http :as http]
[io.pedestal.http.route :as route])
(defn hello-handler [_request] (1)
{:status 200
:body "Hello, World!"})
(def routes
#{["/hello" :get hello-handler :route-name ::hello]}) (2)
(defn start []
(-> {::http/port 9999
::http/routes routes
::http/type :jetty
::http/join? false} (3)
http/create-server
http/start))
(defonce server (atom nil)) (4)
1 | The request map isn’t used here, so we follow the convention of adding a leading underscore; this may also prevent warnings in your IDE. |
2 | Every route must have a unique :route-name and since we are providing a function, hello-handler , it must
be explicitly specified. |
3 | Normally, the call to io.pedestal.http/start doesn’t return (until something else shuts down the server); adding
::http/join? false is necessary for REPL-oriented development. |
4 | To survive reloading of this namespace, the running server is stored in an Atom. |
With that in place, evaluate (reset! server (start))
; this will create the server and start it, storing the running system map
back into the server
atom.
You can now use your favorite HTTP client (such as
HTTPIe) to access the /hello
route:
> http :9999/hello
HTTP/1.1 200 OK
Content-Security-Policy: object-src 'none'; script-src 'unsafe-inline' 'unsafe-eval' 'strict-dynamic' https: http:;
Content-Type: text/plain
Date: Fri, 18 Nov 2022 23:41:49 GMT
Strict-Transport-Security: max-age=31536000; includeSubdomains
Transfer-Encoding: chunked
X-Content-Type-Options: nosniff
X-Download-Options: noopen
X-Frame-Options: DENY
X-Permitted-Cross-Domain-Policies: none
X-XSS-Protection: 1; mode=block
Hello, World!
So far, so good. You can also see that Pedestal’s default set of interceptors has added a number of security-related headers to the response.
Now we’re ready to make a change. Let’s change the response body to be Hello, Clojure World!
.
We can change the hello-handler
function, reload the namespace, and:
> http -pb :9999/hello (1)
Hello, World!
1 | The -pb option prints just the response body, omitting the response headers. |
That’s strange. It’s as if the code change wasn’t picked up. We can verify that the code
change is, in fact, live by evaluating (hello-handler nil)
at the REPL:
(hello-handler nil)
=> {:status 200, :body "Hello, Clojure World!"}
What’s happened here is that the value of the org.example.hello/hello-handler
Var has changed; it now holds a new
Clojure function, one that says "Hello, Clojure World!". However, the routes
and start
functions captured the value of hello-handler
at the time
they executed.
We could say ugh, fine and just adapt to a cycle where you reload your REPL code and then restart the server object, but that’s slow and error-prone. We want a fast feedback cycle where that is not necessary, and that goal is entirely achievable.
The first step is to stop the service by evaluating (swap! server http/stop)
.
Next, change the routes
function:
(def routes
#{["/hello" :get `hello-handler]})
Notice that backtick character before hello-handler
. That’s Clojure’s syntax quote; like a single quote,
it keeps hello-handler
from being evaluated, but unlike single quote, the symbol is namespace qualified. It’s the
equivalent of 'org.example.hello/hello-handler
.
To understand what’s going on here, we must consider a key stage in Pedestal: route expansion.
Route expansion is a step during service startup where the provided routes are converted
from one of a number of specifications (such as the table format used here) into an executable format.
Part of expansion is a rule that says that a handler that’s a symbol is replaced with the evaluation of that symbol.
That’s when org.example.hello/hello-handler
is converted from a symbol to function.
Notice that we also no longer have to specify a :route-name; with a handler symbol, a default route name is generated that’s a keyword version of the symbol.
Now, change the function to return "Hello, Programming World!"
, reload the namespace, and get the /hello
URL again:
> http -pb :9999/hello
Hello, Clojure World!
What gives? Where’s our reloading?
Because of the back-ticked symbol, the evaluation of hello-handler
occurred later than in the original code,
not inside the routes
definition, but somewhere inside the call to
create-server
… but that evaluation and expansion still only happens once, and so there’s still a capture.
We need the route to always reflect the live version of the hello-handler
function, and that means we have
to avoid capture, not just of the hello-handler
function, but of the entire route specification.
Deferred Route Function
Fortunately, Pedestal supports this use case - a route is normally a data structure, but it can also be a zero-arguments function that returns an expanded route specification.
Stop the service and make these changes:
(ns org.example.hello
(:require [io.pedestal.http :as http]
[io.pedestal.http.route :as route])) (1)
(defn hello-handler
[_request]
{:status 200
:body "Hello, Clojure World!"}) (2)
(def routes
#{["/hello" :get `hello-handler]})
(defn start
[]
(-> {::http/port 9999
::http/routes #(route/expand-routes routes) (3)
::http/type :jetty
::http/join? false}
http/create-server
http/start))
1 | We need this additional namespace, route . |
2 | Change the message back. |
3 | This new route function returns the expanded routes. |
Reload and restart the server, and check that we are getting the original behavior:
> http -pb :9999/hello
Hello, Clojure World!
Now, change the message to Hello, JVM World!
, reload the namespace, then reload the URL:
> http -pb :9999/hello
Hello, JVM World!
Success! The route function is being evaluated on every incoming request.
Not For Production
Using a function, as we do here, is absolutely not for production. Even a trivial route specification takes a chunk of time to expand, so doing it on every single request will absolutely trash your production server’s throughput. |
Still, we’re not quite done. Let’s say we want to be less formal, and respond on the path /hi
instead of /hello
.
We can change the routes:
(def routes
#{["/hi" :get `hello-handler]})
But this still doesn’t live-reload as we’d expect:
> http :9999/hi
HTTP/1.1 404 Not Found
Content-Type: text/plain
Date: Sat, 19 Nov 2022 00:28:29 GMT
Transfer-Encoding: chunked
Not Found
There’s still one more capture: the anonymous function is capturing the value of the routes
set.
The anonymous function has a lifecycle that starts when the start
function is executed, and the
routes
set’s value is captured at that point in time.
In order for route changes to load, we have to ensure that the anonymous route function
always returns the current value of routes
.
Delaying Route Evaluation
Change the route back to /hello
and modify the start
function:
(defn start
[]
(-> {::http/port 9999
::http/routes #(route/expand-routes (deref (var routes)))
::http/type :jetty
::http/join? false}
http/create-server
http/start))
Stop and restart the server, and verify that /hello
still works.
Now, update the route back to /hi
, reload the namespace, and check:
> http -pb :9999/hi
Hello, JVM World!
Done! You can now add, remove, or otherwise change your routes, update interceptors, add constraints … wherever your development takes you, and those changes will be re-evaluated and re-loaded on each request.
How does this work?
The |
Using routes-from
It’s not very desirable to have to keep two separate start functions, one for production, and one for REPL oriented development … especially given how badly throughput will be affected if the local REPL version leaks through to production.
So to simplify things, the startup code can be changed to use the
routes-from
macro:
(defn start
[]
(-> {::http/port 9999
::http/routes (route/routes-from routes)
::http/type :jetty
::http/join? false}
http/create-server
http/start))
routes-from
is aware of the Pedestal execution mode. By default, routes-from
operates in production mode, so
(route/routes-from routes)
evaluates to just routes
- no deferred evaluation,
no rebuild of the routing table on each request,
which is just what we want in production.
However, in local development mode, (route/routes-from routes)
expands (approximately) to #(expand-routes (deref (var routes)))
… the same code we used above, to delay route evaluation.
Further, in local development mode, Pedestal will write a formatted routing table to the console at startup, and at any later time that the routing table changes:
Routing table:
┏━━━━━━━━┳━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━┓
┃ Method ┃ Path ┃ Name ┃
┣━━━━━━━━╋━━━━━━━━╋━━━━━━━━━━━━━━━━━━━━━━━━━┫
┃ :get ┃ /hello ┃ :io.example.hello/hello ┃
┗━━━━━━━━┻━━━━━━━━┻━━━━━━━━━━━━━━━━━━━━━━━━━┛
This output is especially useful to know the correct route name to pass to
url-for
(to generate application URLs included in responses)
or
response-for
(used in your unit tests).
Wrap Up
Running code with a long-lived and stateful service creates its own challenges when coding live at the REPL; in this guide we’ve explained how capturing interferes with live reloading, and provided the necessary steps to keep your REPL flowing as you develop your application.
Just remember … you want to make sure your production application doesn’t use these reloading techniques if you want to meet your SLAs (service level agreements)!