jar-copier version 0.3.0 released

We just released a new version of jar-copier, 0.3.0, that includes:

  • Better reporting of misconfiguration.
  • Thoroughly testing misconfiguration reporting.
  • Added the possibility to manually specify the jars (not java-agents).

The main change is the last item, which was planned but now it became clear that some people actually wanted it.

to-jdbc-uri 0.4.1 released

We just released a new version of to-jdbc-uri, 0.4.1. A very important change in this one is that we are consolidating all our libraries into the com.carouselapps group ID, so you need to switch from including it like this:

[to-jdbc-uri "0.3.0"]

to including it like this:

[com.carouselapps/to-jdbc-uri "0.4.1"]

Aside from that, this release supports RedHat OpenShift style of URL that use the schema postgresql:// instead of postgres://. Courtesy of Pradnyesh Sawant.

Picture by Joe Hall

Don’t forget to clear your client side state when logging a user out

When a user logs out from our web site, we are used to clearing the session and that’s it. When you are developing a single page application, you are likely to keep a lot of state on the client side, and that should be cleared too.

For Ninja Tools, that meant going from the traditional re-frame initialize-db:

  (fn [_ _]
    (re-frame/dispatch [:get-current-user])
    {:current-route        nil
     :alerts               (sorted-map)
     :current-user         nil
     :log-in-form          {}
     :registration-form    {}
     :reset-password-form  {}
     :change-password-form {}
     :tools                nil
     :used-tools           nil}))

to having the initial-db in a re-usable value:

(def initial-db {:current-route        nil
                 :alerts               (sorted-map)
                 :current-user         nil
                 :log-in-form          {}
                 :registration-form    {}
                 :reset-password-form  {}
                 :change-password-form {}
                 :tools                nil
                 :used-tools           nil})

  (fn [_ _]
    (re-frame/dispatch [:get-current-user])

and our logged-out handler to use it instead of modifying the current estate, which meant going from:

  (fn [db [_]]
    (routing/redirect-to :home)
    (-> db
        (assoc :current-user nil)
        (alerts/add-alert :success "You are now logged out."))))


  (fn [db [_]]
    (routing/redirect-to :home)
    (-> db/initial-db
        (alerts/add-alert :success "You are now logged out."))))

Since we care so much about security, for us, it’s important to go back to initial-db, and if there’s some state that should survive, we’ll pass it on manually. That is, we’ll be doing whitelisting vs blacklisting.

Something that we haven’t decided is whether we clear the state on log-out, when the user just clicked the log out link, or logged-out, when when the server has cleared the session.

The advantage of the former is that we clear all the state as soon as possible, the advantage of the later is that should the log out procedure fail for some reason, the app still has the state and it should still be usable, which might be required for re-trying logging out.

Recapping that, clearing state immediately behaves better when everything goes well, clearing state later behaves better when something goes wrong during the log out process. We can’t comment one being safer that the other, as clearing the session earlier and failing to log out might leave the user under the impression they successfully logged out when it’s not the case.

Picture by Ken Hawkins.

Automatically converting case between SQL and Clojure

SQL, at least PostgreSQL, likes using snake case for table names, such as user_name, while in Clojure, kebab case is preferred, such as user-name. When you use the library Yesql you are likely to end up with keywords in snake case unless you do some conversion. In our toy project, Ninja Tools, I wanted to perform these conversions automatically.

To achieve this automatic conversion I wanted to wrap every single function generated by Yesql and do the conversion both ways. This sounded familiar. Dmitri Sotnikov and I came up with a neat trick to do that in Conman, a connection manager for Yesql, that wraps all the Yesql functions binding them to a connection.

This code wraps around the result for Conman but if you just need to do something similar with plain Yesql I’d recommend looking at Conman’s code. Normally, this is how you would use Conman:

(ns ninjatools.db.core

(defonce ^:dynamic conn (atom nil))

(conman/bind-connection ninjatools.db.core/conn "sql/queries.sql")]

and this is the code to do the automatic wrapping to convert case style:

(ns ninjatools.db.core

(defonce ^:dynamic conn (atom nil))

(ns ninjatools.db.core.queries
  (:require [conman.core :as conman]
            [camel-snake-kebab.core :as csk]
            [camel-snake-kebab.extras :as csk-extras]))
(doall (for [yesql-query (conman/bind-connection ninjatools.db.core/conn "sql/queries.sql")]
         (intern 'ninjatools.db.core
                 (with-meta (:name (meta yesql-query)) (meta yesql-query))
                 (fn [& args]
                   (let [args (if (< 1 (count args))
                                (cons (csk-extras/transform-keys csk/->snake_case (first args)) (rest args)))]
                     (csk-extras/transform-keys csk/->kebab-case (apply yesql-query args)))))))
(in-ns 'ninjatools.db.core)

Let me explain what’s going on here. The namespace of the file is ninjatools.db.core. In this namespace we define an atom, conn, to store the connection and then the madness begins.

Line 7 defines another namespace, one that is used to store the original functions created by Conman and which we are not likely to ever access directly. On line 11 we do exactly that, we invoke Conman, and thus Yesql, so the file with the queries is read and turn into a bunch of functions in the ninjatools.db.core.queries namespace. This functions are also returned as a sequence that we are going to iterate over.

In line 12 we call intern to essentially define a function in a different namespace, in this case, the one that matches this file. The name of this new function will be the same as the one defined by Yesql thanks to Clojure’s ability to inspect the meta-data of a function, as we can see in line 13. While we are at it, let’s also make the meta-data be same, just in case.

Since we don’t know how many arguments the function will take, we accept any amount and if there’s more than one, in line 17 we convert the first one from Clojure’s kebab-case to PostgreSQL’s snake_case. The result goest through the reverse process in line 18.

Very important for the sake of the rest of the file, line 19 takes us back to the natural namespace for this file. Neat trick, isn’t it? Obviously it would be better if this wasn’t required a lot, which is the goal of issue 108, “Callback when defining queries”.

Any questions?

Picture by AAB_BAA

Isomorphic JavaScript (with ClojureScript) for pre-rendering single-page-applications, part 3

I was not expecting there to be a part 3 to this series and this third part is also going to be quite different to the first two. In parts 1 and 2 I walked you through an exploration of server side pre-rendering with Nashorn. My naive example worked fine with Nashorn but it didn’t survive encountering the real world.

Nashorn is not a headless browser, it’s a plain JavaScript engine. It doesn’t implement document or window for example, which were easy to workaround, but it also doesn’t implement setTimeout, setInterval or XMLHttpRequest which are much harder to workaround.

When I started to look for alternatives I focused on NodeJS because I knew if implemented those things I was missing and V8‘s speed is attractive. Also, the fact the ClojureScript has it as a compilation target made me feel it was well supported, a first class citizen.

At this point someone might interject and exclaim: What about nodyn.io? nodyn.io is an attempt to bring all the NodeJS goodness to Nashorn and I think it’s a great idea. Sadly, on GitHub we can find this notice:

This project is no longer being actively maintained. If you have interest in taking over the project, please file an issue.

I’m not sure if the project got far before being abandoned either.

Implementing the missing bits of Nashorn in Clojure was tempting. It looks like fun and it also looks like something that might be popular amongst Java users and thus good for the Clojure echo system. I exercised some restrain and moved on.

In the process of experimenting with NodeJS my code quickly took the form of a library and without further ado, let me introduce you to Prerenderer. The ultimate solution for all your server side pre-rendering needs. I’m not going to show you how to use it here because its page go into a lot of detail already.

My big concern about prerendering is performance and stability. As I showed in part 2, a naive implementation can behave horribly while in production, sometimes taking up to 17 seconds to serve a page. Prerenderer was not developed with a sample project, like I did with Nashorn, but with a project we are working on called Ninja Tools that uses re-frame and AJAX. Before any modifications to it, this was its performance:

Ninja Tools performance with no server side rendering

After enabling Prerenderer, this is how it looks like:

Ninja Tools with Prerenderer

The average response time went up from 51ms to 362ms. This would generally be a very bad thing. The reason for this is explained in Prerenderer’s documentation:

[…] SPAs are never done. Imagine a SPA that has a timer and every second sends a request to the server, and the server replies with the current time, which then the application displays. When is it done rendering? Never. But Prerenderer needs to, at some point, decide that the page is done enough and ship it to the browser. […]

[…] Prerenderer will watch for events and once nothing happened for a period of time (300ms by default) it’ll consider the application done and if a certain amount of time went by (3s by default) even if the application is still active, it’ll stop and send it to the browser.

That’s where the jump in 300ms is coming from and it’s constant. It’s not linear and definitely not exponential. It’s a constant number that can be tuned and tweaked. There are also some potential optimizations to reduce it or remove all together.

The important thing is that all other values remained more or less the same and that the performance characteristics where quite stable. For me, this feels good enough to move on and start producing SPAs and with a bigger codebase we’ll be able to improve this library and make it better.

Picture by Ian Farrel

Bidi vs Silk

In previous blog posts I mention that Bidi and Silk are essentially equivalent. I don’t believe this anymore. I now prefer Silk and I can show you why with a little example. First, let’s define some routes:

(def silk-routes (domkm.silk/routes [[:home-page [[]]]
 [:about [["about"]]]]))

(def bidi-routes ["/" {"" :home-page
 "about" :about-page}])

When it comes to defining routes, I find both a bit cryptic. Bidi feels a bit easier to read but I found it was harder to write in some scenarios.

Continue reading →

Bidi vs Silk

In previous blog posts I mention that Bidi and Silk are essentially equivalent. I don’t believe this anymore. I now prefer Silk and I can show you why with a little example. First, let’s define some routes:

(def silk-routes (domkm.silk/routes [[:home-page [[]]]
                                     [:about [["about"]]]]))

(def bidi-routes ["/" {""      :home-page
                       "about" :about-page}])

When it comes to defining routes, I find both a bit cryptic. Bidi feels a bit easier to read but I found it was harder to write in some scenarios.

Let’s parse some paths:

(bidi.bidi/match-route bidi-routes "/")
; => {:handler :home-page}

(domkm.silk/arrive silk-routes "/")
; => {:domkm.silk/name :home-page, :domkm.silk/pattern {:path []}, :domkm.silk/routes #object[domkm.silk.Routes 0x7a46e3be "domkm.silk.Routes@7a46e3be"], :domkm.silk/url #domkm.silk.URL{:scheme nil, :user nil, :host nil, :port nil, :path [], :query {}, :fragment nil}}

(bidi.bidi/match-route bidi-routes "/about")
; => {:handler :about-page}

(domkm.silk/arrive silk-routes "/about")
; => {:domkm.silk/name :about, :domkm.silk/pattern {:path ["about"]}, :domkm.silk/routes #object[domkm.silk.Routes 0x7a46e3be "domkm.silk.Routes@7a46e3be"], :domkm.silk/url #domkm.silk.URL{:scheme nil, :user nil, :host nil, :port nil, :path ["about"], :query {}, :fragment nil}}

So far I would consider them equivalent. Silk gives you more information about the route but is also more noisy. I personally dislike the namespaced keywords, but that’s easily solved with:

(defn sanitize-silk-keywords [matched-route]
  (rename-keys matched-route {:domkm.silk/name    :name
                              :domkm.silk/pattern :pattern
                              :domkm.silk/routes  :routes
                              :domkm.silk/url     :url}))

The real difference, for me, comes when I try to parse /about?,which should be the same as /about and some lazy URL handling libraries emit the former rather than the latter. Silk first:

(domkm.silk/arrive silk-routes "/about?")
; => {:domkm.silk/name :about, :domkm.silk/pattern {:path ["about"]}, :domkm.silk/routes #object[domkm.silk.Routes 0x7a46e3be "domkm.silk.Routes@7a46e3be"], :domkm.silk/url #domkm.silk.URL{:scheme nil, :user nil, :host nil, :port nil, :path ["about"], :query {}, :fragment nil}}

No surprised there. What about Bidi:

(bidi.bidi/match-route bidi-routes "/about?")
; => nil

Oops, what happened here? A bit of digging around lead me to the issue Why are query parameters not supported anymore? Essentially, Bidi’s design is that you shouldn’t route on query arguments (which I would agree in principle) and thus it relays on others to separate the two, something I don’t like at all. In a ClojureScript application it would requiring some pre-parsing of the URL, while Silk does it for you.

Silk also seems to support, if not routing, at least reporting port, host, user, scheme and even fragment. This can come in handy at some point. If you want to learn more about using Silk and Pushy, take a look at the blog post No-hashes bidirectional routing in re-frame with Silk and Pushy.

Picture by MartialArtsNomad.com

Isomorphic JavaScript (with ClojureScript) for pre-rendering single-page-applications, part 2

In part 1 I covered the basic problem that SPA (single page applications) face and how pre-rendering can help. I showed how to integrate Nashorn into a Clojure app. In this second part, we’ll get to actually do the rendering as well as improving performance. Without further ado, part 2 of isomorphic ClojureScript.

Rendering the application

Now to the fun stuff! It would be nice if we had a full browser running on the server where we could throw our HTML and JS and tell it go! but unfortunately I’m not aware of such thing. What we’ll do instead is call a JavaScript function that will do the rendering and we’ll inject that into our response HTML.

The function to convert a path into HTML will be called render-page and it’ll be in core.cljs:

(defn ^:export render-page [path]
  (reagent/render-to-string [(parse-path path)]))

We need to mark this function as exportable because JavaScript optimizations can be very aggressive even removing dead code and since this code is called dynamically from Clojure, it’ll look like it’s unused and it’ll be removed.

render-page  is similar to mount-root but instead of causing the result to be displayed to the user, it just returns it. The former takes the path as an argument while the latter reads it from the local state which is in turn set by Pushy by reading the current URL.

To invoke that function, we’ll go back to handler.clj, just after we define js-engine we’ll define a function called render-page:

render-page (fn [path]
                ^Invocable js-engine
                (.eval js-engine "projectx.core")
                (object-array [path])))

and instead of sending a message about the application is loading, we just call it:

[:div#app [:div (render-page path)]]

That extra div is not necessary, it’s there only because projectx.core/current-page adds it and without it you’ll get a funny error in the browser:

React error about server rendering not matching

Aside from that little trip into the internals of React, which is interesting, we now have a snappy, pre-rendered application… that is… if you can wait 3 seconds or so for it to load:

Server side scripting taking too long to load

That is not good, not good at all. We have a serious performance problem here, we need to get serious about fixing it.


The first step to fix any performance problems is making sure you have one, as premature optimization is the root of all evil. I think we are at this point with this little project. The second step is measuring the problem: we need a good repeatable way of measuring the problem that allows us to actually locate it and and verify it was fixed.

To measure the performance behaviour of this app I’m going to use one of Heroku’s bigger instances, the Performance-L, which is a dedicated machine with 14GB of RAM. The reason is that I don’t want out of memory or my virtual CPU affected by other instances to muddy my measurements. That unacceptable 3 seconds load time was measured in that type of server.

To perform the load and the measurement of the response I’m going to use the free version of BlazeMeter, an web application to trigger load testing which I’m falling in love with. The UI is great. I’m going to hit the home and the about page with their default configuration which includes up to 20 virtual users:

BlazeMeter configuration

In all the tests I’m going to make a few requests to the application manually after any restart to make sure the application is not being tested in cold. Ok… go!

Performance with naive script engine

That is terrible! Under load it behaves so much worst! 17.1s response time. Now that we have a way to measure how horrendous our application is behaving, we need to pin-point which bit is causing this. The elephant in the room is of course server-side JavaScript execution.

Disabling the server side JavaScript engine causes load times to go down:

Load time without scripting engine

but what we really care about is the load testing:

Load testing without script engine

40ms vs 17000ms, that’s a big difference! The scripting engine is definitely the problem, so, what now?

Optimizing time

Now it’s time to find optimizations. Poking around Nashorn it seems the issue is that it has a very slow start. We already know that browsers spend a lot of time parsing and compiling JavaScript and the way we are using Nashorn, we are parsing and compiling all our JavaScript in every request. Clearly we should re-use this compiled JavaScript.

Re-using Nashorn is not straightforward because it’s not thread safe while our server is multi-threaded. JavaScript just assumes that there’s one and only thread and when developing Nashorn they decided to respect that and not make any other assumptions, which leads to a non-thread-safe implementation. We need to re-use Nashorn engines, but never at the same time by two or more threads.

Nashorn does provides a way to have binding sets, that is, the state of a program, separate from the Nashorn script engine, so that you could use the same engine with various different states. Unfortunately this is very poorly documented. Fortunately, ClojureScript is immutable, so we don’t have much to worry about breaking state.

After a lot of experimentation and poking, I came up with an acceptable solution using a pool. My choice was to use Dirigiste through Aleph‘s Flow. To do that, we extract the creation of a JavaScript engine into its own function:

(defn create-js-engine []
  (doto (.getEngineByName (ScriptEngineManager.) "nashorn")
    (.eval "var global = this")
    (.eval (-> "public/js/server-side.js"

Then we define the pool. In Dirigiste, each object in the pool is associated to a key, so that effectively it’s a pool of pools. We don’t need this functionality, so we’ll have a single constant key:

(def js-engine-key "js-engine")

and without further ado, the pool:

(def js-engine-pool
    {:generate   (fn [_] (create-js-engine))
     :controller (Pools/utilizationController 0.9 10000 10000)}))

flow is aleph.flow and Pools is io.aleph.dirigiste.Pools. In this pool you can have different controllers which create new objects in different ways. The utilization controller will attempt to have the pool at 0.9, the first arg, so that if we are using 9 objects, there should be 10 in the pool. The other two args is the maximum per key and the total maximum and they are set two numbers that are essentially infinite.

The reason for such a big pool is that you should never run out of JavaScript engines. If your server is getting too many requests for the amount of RAM, CPU or whatever limit you find, it should be throttled by some other means, not by an arbitrary pool inside it. Normally you’ll throttle it by limiting the amount of worker threads you have or something like that.

The function render-page was promoted to be top level and now takes care of taking a JavaScript engine from the pool and returning it when done:

(defn render-page [path]
  (let [js-engine @(flow/acquire js-engine-pool js-engine-key)]
    (try (.invokeMethod
           ^Invocable js-engine
           (.eval js-engine "projectx.core")
           (object-array [path]))
         (finally (flow/release js-engine-pool js-engine-key js-engine)))))

The function to render the app now doesn’t create any engines, it just uses the previous method:

(defn render-app [path]
      [:meta {:charset "utf-8"}]
      [:meta {:name    "viewport"
              :content "width=device-width, initial-scale=1"}]
      (include-css (if (env :dev) "css/site.css" "css/site.min.css"))]
      [:div#app [:div (render-page path)]]
      (include-js "js/app.js")]]))

Let’s load test this new solution:

Load testing with script engine pool

That is a big difference. It’s almost as fast as no server side scripting! You can find this change in GitHub: https://github.com/carouselapps/isomorphic-clojurescript-projectx/… as well as the full final project: https://github.com/carouselapps/isomorphic-clojurescript-projectx/tree/nashorn


There are a few problems or potential problems with this solution that I haven’t addressed yet. One of those is that at the moment I’m not doing anything to have Nashorn generate the same cookies or session as we would have in the real browser.

This pool works well when it’s under constant use, but for many web apps that do not see than level of usage, the pool will kill all script engines which means every request will have to create a fresh one. Solving this might require creating a brand new controller, a mix between Dirigiste’s Pools.utilizationController  and Pools.fixedController.

A big thanks to DomKM for his Omelette app, that was a source of inspiration.

Another approach worth considering is to implement the rendering system in portable Clojure (cljc), the common language between Clojure and ClojureScript and have it run natively on the server, without the need of a JavaScript engine. I’m very skeptical of this working in the long run as it means none of your rendering function can ever use any JavaScript or if they do, you need to implement Clojure(non-Script) equivalents.

This approach is being explored by David Tanzer and he wrote a blog post about it: Server-Side and Client-Side Rendering Using the Same Code With Re-Frame. David’s approach is to use Hiccup to do the rendering on the server side, where React and Reagent are not available. I personally prefer to steer clear of template engines that are not safe by default, like Hiccup at the time of  this writing, as they make XSS inevitable. The only reason why I’m using it in projectx is because that’s what the template provided and I wanted to do the minimum amount of changes possible.

Another optimization I briefly explored is not doing the server side rendering for browsers that don’t need it, that is, actual browser being used by people, like Chrome, Firefox, Safari, even IE (>10). The problem is that many bots do identify themselves as those types of browsers and Google gets very unhappy when its bots see a different page than the browsers, so it’s dangerous to perform this optimization except, maybe, for pages that you can only see after you log in.

In conclusion I’m happy enough with this solution to start moving forward and using it, although I’m sure it’ll require much tweaking an improvement. Something I’m considering is turning it into a library, but this library would make quite a bit of assumptions about your application, how things are rendered, compiled, etc. What’s your opinion, would you like to see this code expressed as a library or are you happy to just copy and paste?


There’s now a part 3 for this post.

Photo by Jared Tarbell

Isomorphic JavaScript (with ClojureScript) for pre-rendering single-page-applications, part 1

I don’t think I have found the ultimate solution for this problem yet but I have reached a level in which I’m comfortable sharing what I have because I believe it’ll be useful for other people tackling the same problem.

The reason why I doubt this is the ultimate solution is because it has not been battle tested enough for my taste. I haven’t used it in big applications and I haven’t used in production, maintaining it for months or years.

The problem

We are building SPAs, that is, single page applications. Think Google Maps or GMail. When you request the page, you get a relatively small HTML and a huge JavaScript app. This browser app then renders the page and from now on reacts to your interactions, requesting more data from the server whenever needed but never reloading the whole web page.

The reason to develop an application like this is that the user experience ends up being much better. The app feels faster, snappier, more alive. Reloading the whole page, parsing CSS, JavaScript and HTML is slow, but rendering a snippet of HTML is fast. Furthermore, once you have a full app on the client you can start taking advantage of it, performing, for example, validation, storing data than you won’t request again, etc. which saves talking to the server, making the user experience much better.

The problem, though, is that in the initial request you are not sending any content and many web consumers won’t run JavaScript to render your application. I’m talking about search engine bots, snippet generation bots (like the one Facebook, LinkedIn and Twitter use). Even though it seems Google’s bot is executing some JavaScript, it might not be wise to depend on it.

Snippet and image generated by Facebook
Snippet and image generated by Facebook

The solution is to run the client side of the application on the server up to the point of waiting for user interaction, generating the HTML that matches that page, and shipping that to the browser. This also help with the fresh page experience as the user will quickly get some content instead of having to wait for a lot of JavaScript to be parsed, compiled and executed (take a look at GMail and how long it takes to load and show you content).

GMail loading
GMail loading…

JavaScript, on the server

Running the client JavaScript on the server is often referred to as isomorphic JavaScript, meaning, same form, that is, same code, running on both server and client. There are several server-side (no windows, headless) JavaScript implementations to chose from:

When choosing my approach I was looking for a simple solution, one with the least moving parts to make it easier to deploy and more stable over time. Nashorn was an immediate winner as it ships with Java 8 and it’s well integrated, hiding away secondary processes and inter-process communication (if it’s happening at all, I’m not sure, and this is good).

Nashorn came with two big issues though:

  • It’s slow to create new Nashorn instances (this might be true for all JS implementations).
  • The documentation is not great.

I think I have overcame both of this issues, so, without further ado, let’s jump in. You can create a new script engine like this:

(.getEngineByName (ScriptEngineManager.) "nashorn")

ScriptEngineManager has many methods to get a script engine, some use the mime type, or the extension, and with those, you may or may not get Nashorn. I prefer to explicitly request Nashorn as it should be available on all Java 8 installations and I don’t believe we can transparently switch JavaScript implementations as they might be too different.

Once you have a script engine, evaluating code is very easy:

(.eval js-engine "var hello = 'world'")

The method eval can also take files, streams, etc. Invoking a JavaScript method is a bit more involved:

(.invokeMethod ^Invocable js-engine
               (object-array [arg1 arg2 arg3])

That will invoke the method method_name in the JavaScript object js-object which you can obtain this way:

(.eval js-engine "object_name")

There’s a lot more to Nashorn but that’s all we are going to use for implementing server-side JavaScript/ClojureScript.

The application

We’ll start from a reagent application created by:

lein new reagent projectx

which you can start by running:

lein figwheel

You can find all the code for this little application in GitHub: https://github.com/carouselapps/isomorphic-clojurescript-projectx. When you visit the app, you’ll briefly see this:

ClojureScript has not been compiled

That page, which you can find in handler.clj, is the actual HTML sent to the browser, before the ClojureScript/JavaScript kicks in:

(def home-page
     [:meta {:charset "utf-8"}]
     [:meta {:name "viewport"
             :content "width=device-width, initial-scale=1"}]
     (include-css (if (env :dev) "css/site.css" "css/site.min.css"))]
      [:h3 "ClojureScript has not been compiled!"]
      [:p "please run "
       [:b "lein figwheel"]
       " in order to start the compiler"]]
     (include-js "js/app.js")]]))

Or in actual HTML:

    <meta charset="utf-8"/>
    <meta content="width=device-width, initial-scale=1" name="viewport"/>
    <link href="css/site.css" rel="stylesheet" type="text/css"/>

ClojureScript has not been compiled!

please run lein figwheel in order to start the compiler

http://js/app.js </body> </html>

In production, you’ll normally want to show a message about the application being loaded. Here we are going to try to replace it with the actual rendered application.

After seeing that page briefly, ClojureScript gets compiled to JavaScript, served to the browser, executed and it renders the homepage, which looks like this:

Rendered homepage

This template conveniently ships with two pre-built pages, the home page and the about page. Click in the link to go to the about page and you’ll see its content but no request was sent to the server. All content was shipped before and the rendering happens client side:

About page with Network traffic

If we request that URL, we’ll se the same loading message and then the about page is going to be shown, but there’s a problem. The server doesn’t know that the about page was being requested because the fragment, the bit after the # in the URL, is not sent to the server.

Proper URLs

The reason why a fragment is used that way is because we don’t want to send a request to the server when we click a link and that’s what browsers do when you go from /blah#bleh to /blah#blih. Thankfully HTML 5 comes to the rescue with its history API. You can learn more about it in Dive into HTML5: Manipulating History for Fun & Profit. If you are wondering whether it’s safe to use this feature already, all current browsers support it (except Opera Mini) and IE since version 10:History Browsers support 2015-09

To move forward with server side rendering of SPAs you need to switch to HTML5 History, which is implemented in ClojureScript by a library called Pushy. While you are at it, I also recommend to switch to an bidirectional routing library like bidi or silk. To make the long story short, you can look at the diff to implement bidi and Pushy in projectx.

Now that the we are using sane URLs, we need to process them on the server side. In the file handler.clj we’ll find the main HTML template, the routes and the app:

(def home-page
     [:meta {:charset "utf-8"}]
     [:meta {:name "viewport"
             :content "width=device-width, initial-scale=1"}]
     (include-css (if (env :dev) "css/site.css" "css/site.min.css"))]
      [:h3 "ClojureScript has not been compiled!"]
      [:p "please run "
       [:b "lein figwheel"]
       " in order to start the compiler"]]
     (include-js "js/app.js")]]))

(defroutes routes
  (GET "/" [] home-page)
  (resources "/")
  (not-found "Not Found"))

(def app
  (let [handler (wrap-defaults #'routes site-defaults)]
    (if (env :dev) (-> handler wrap-exceptions wrap-reload) handler)))

home-page will stop being a constant as it’ll be a function on the path and while we are at it, let’s rename it to something more appropriate, like render-app:

(defn render-app [path]
      [:meta {:charset "utf-8"}]
      [:meta {:name    "viewport"
              :content "width=device-width, initial-scale=1"}]
      (include-css (if (env :dev) "css/site.css" "css/site.min.css"))]
       [:h3 "ClojureScript has not been compiled!"]
       [:p "please run "
        [:b "lein figwheel"]
        " in order to start the compiler"]]
      (include-js "js/app.js")]]))

The reason why it’s taking the path and not the full URL is that the ClojureScript part of this app works with paths instead of URLs and we’ll need them to be consistent. This is due to how Pushy and likely HTML5 History behave.

The routes will now pass the path to render-app:

(defroutes routes
  (GET "*" request (render-app (path request)))
  (resources "/")
  (not-found "Not Found"))

The function that turns the request into a path is similar to ring.util.request/request-url:

(defn- path [request]
  (str (:uri request)
       (if-let [query (:query-string request)]
         (str "?" query))))

When this change is done, you should see no effect in the running application at all. If you want to confirm things are working properly, you could add this to the render-app  function:

[:p path]

and you’ll see the path the server sees before the ClojureScript kicks in. You can see the diff for this step in GitHub: https://github.com/carouselapps/isomorphic-clojurescript-projectx/….

The JavaScript engine

Now things get interesting. The render-app method needs to run some JavaScript, so it’ll create the script engine. First, we need to import it (and also require clojure.java.io , which we’ll be using soon):

(ns projectx.handler
  (:require ; ...
           [clojure.java.io :as io])
  (:import [javax.script ScriptEngineManager]))

After creating the engine, we need to define the variable global because Nashorn doesn’t specify it and reagent needs it. Once that’s done, we are ready to load the JavaScript code:

(defn render-app [path]
  (let [js-engine (doto (.getEngineByName (ScriptEngineManager.) "nashorn")
                    (.eval "var global = this")
                    (.eval (-> "public/js/app.js"
    ; ...

It doesn’t yet render anything, but let’s give it a try, let’s see it load the code or… well… fail:

javax.script.ScriptException: ReferenceError: "document" is not defined in <eval> at line number 2

What’s happening here is that app.js is referring document and Nashorn implements JavaScript, but it’s not a browser, it doesn’t have the global, window or document global objects. Let’s look at the offending file:

if(typeof goog == "undefined") document.write('http://js/out/goog/base.js');
document.write('if (typeof goog != "undefined") { goog.require("projectx.dev"); } else { console.warn("ClojureScript could not load :main, did you forget to specify :asset-path?"); };');

This is a generated JavaScript file that is loaded by our small HTML file. It in turns causes the rest of the JavaScript files to be loaded but the mechanism it uses works in a browser, not in Nashorn. This is where things get hard.

From the project definition, this is how app.js  is built:

:cljsbuild {:builds {:app {:source-paths ["src/cljs" "src/cljc"]
                           :compiler {:output-to     "resources/public/js/app.js"
                                      :output-dir    "resources/public/js/out"
                                      :asset-path   "js/out"
                                      :optimizations :none
                                      :pretty-print  true}}}}

It’s built with no optimizations. One of the optimizations, called whitespace, puts all the JavaScript in a single file, so there’s no document trick to load them, but sadly, it will not work in Figwheel.

The solution I came up with, a hack, is to have two builds. One called app which is what I consider the JavaScript app itself and the other one called server-side, which is the one prepared to run on the server:

:cljsbuild {:builds {:app {:source-paths ["src/cljs" "src/cljc"]
                           :compiler     {:output-to     "resources/public/js/app.js"
                                          :output-dir    "resources/public/js/app"
                                          :asset-path    "js/app"
                                          :optimizations :none
                                          :pretty-print  true}}
                     :server-side {:source-paths ["src/cljs" "src/cljc"]
                                   :compiler     {:output-to     "resources/public/js/server-side.js"
                                                  :output-dir    "resources/public/js/server-side"
                                                  :optimizations :whitespace}}}}

For sanity’s sake, I changed the output of app to go to the directory called app, instead of out. Running Figwheel will auto-compile app, but not server-side; for that, you also need to run lein cljsbuild auto. Now the application loads with no errors.

We also need to properly configure server-side for the dev and uberjar profiles:

:cljsbuild {:builds {:app         {:source-paths ["src/cljs" "src/cljc"]
                                   :compiler     {:output-to  "resources/public/js/app.js"
                                                  :output-dir "resources/public/js/app"
                                                  :asset-path "js/app"}}
                     :server-side {:source-paths ["src/cljs" "src/cljc"]
                                   :compiler     {:output-to     "resources/public/js/server-side.js"
                                                  :output-dir    "resources/public/js/server-side"
                                                  :optimizations :whitespace}}}}

:profiles {:dev     {;...
                     :cljsbuild    {:builds {:app         {:source-paths ["env/dev/cljs"]
                                                           :compiler     {:optimizations :none
                                                                          :source-map    true
                                                                          :pretty-print  true
                                                                          :main          "projectx.dev"}}
                                             :server-side {:compiler {:optimizations :whitespace
                                                                      :source-map    "resources/public/js/server-side.js.map"
                                                                      :pretty-print  true}}}}}

           :uberjar {;...
                     :cljsbuild   {:jar    true
                                   :builds {:app         {:source-paths ["env/prod/cljs"]
                                                          :compiler     {:optimizations :advanced
                                                                         :pretty-print  false}}
                                            :server-side {:compiler     {:optimizations :advanced
                                                                         :pretty-print  false}}}}}}

You might have notice that we are not including env/dev/cljs  and env/dev/cljs  for server-side. That is because those files call projectx.core/init!, which triggers the whole application to start working, which depends on global objects, like window, which are not present in Nashorn.

With this, even the uberjar loads properly and creates JavaScript engines, but so far, we are not doing any server side rendering. That’s the next step. You can see the full diff for this change in GitHub: https://github.com/carouselapps/isomorphic-clojurescript-projectx/….

To be continued…

Part 2 has now been published.

Photo by Jared Tarbell

Using New Relic with Clojure

This post describes how I got New Relic to run with my Clojure project. I’m using Heroku but most of what I say here should be applicable in other environments and I’ll try to point you in the right direction when it doesn’t. Please, feel free to comment with improvements or corrections.

There are already a few articles out there about this same subject but none of them gave me a complete picture, which is what I’m attempting here. I’ll cite my references at the end.

Enabling New Relic

There are two ways to enable New Relic in a Heroku app. One is through a command like this one:

heroku addons:create newrelic:wayne

The other way is through the dashboard of the app in question. It doesn’t matter which way you use, but after enabling it, your dashboard should have an entry for New Relic, like this:

Heroku Dashboard with New Relic entry

Click on “New Relic APM :: Newrelic”, which will take you to your New Relic welcome screen (unless you already have projects). If you are not using Heroku, creating a New Relic account will land you at a similar-looking page:

Fresh New Relic Dashboard

Click on APM – that’s Application Performance Management, i.e. what most people have in mind when they say “New Relic”. That will take you to the page in which you choose which programming language or framework you are using:

Getting started with New Relic

Sadly, no Clojure, so just click on Java.

If you already have a New Relic project, to create a new one, search for the “Add More” link:

New Relic Add More

Once you click on Java, you’ll see the instructions to install the Java agent in a Java project:

Installing the Java Agent

In the rest of this post I’ll explain how to get the Java agent running in a Clojure project. But first, the configuration.


New Relic has a licence key that your app will use to both identify and authenticate itself. If you scroll down you’ll see a button to reveal that key:

Download Java agent

On that page click “Download the Java agent”. It’s a zip file containing some documentation, a bunch of jar files, and the one file you care about: newrelic.yml. Copy that file to the root of your Clojure project.

In that file, you’ll find the licence key specified in a line like this:

  license_key: 'bab654434b8672dc0580ab7f88bf9c7984dd81bd'

Having credentials in your source code repository is a bad idea. Your app should be able to be open source without your server and services being compromised. Even if your app is not open source, you may get developers and designers that you don’t trust working on it or you might use third party services to run tests, perform static analysis, etc, etc. that you don’t want to have the keys of your kingdom.

Remove the licence so that that line looks like this:

  license_key: ''

and instead make sure you export an environment variable named NEW_RELIC_LICENSE_KEY  that will be automatically picked up by New Relic to authenticate to their server:


Heroku sets this up automatically when you add the plug-in, and you can see this environment variable in your applications settings:

Heroku app's settings with New Relic

Another alternative would be to provision the servers with a full copy of newrelic.yml, an approach I use when deploying Rails applications with Capistrano but I’ve never used it with a Clojure or Java application.

In the config file, also search for the lines defining the name of your application:

common: &default_settings
  # ...
  app_name: My Application
  # ...

  <<: *default_settings
  app_name: My Application (Development)

  <<: *default_settings
  app_name: My Application (Test)

  <<: *default_settings

  <<: *default_settings
  app_name: My Application (Staging)

and replace all mentions of “My Application” with the proper name of your application. Leave the extra bits between parenthesis as it is, so you can identify whether a report or alert is referring to production, staging or something else.

Java Agent

New Relic for Java runs as a Java agent. You can learn more about them in the java.lang.instrument documentation but in short, they are jars that are loaded by the JVM independently and around your own application. Leiningen has support for Java Agents by adding:

:java-agents [[com.newrelic.agent.java/newrelic-agent "3.20.0"]]

to your project.clj file. You can find the latest version of newrelic-agent in The Central Repository. If at this point you run your app or the repl, you’ll probably see some output like this:

Sep 4, 2015 15:27:35 +0100 [29537 1] com.newrelic INFO: New Relic Agent: Loading configuration file "newrelic.yml"
Sep 4, 2015 15:27:35 +0100 [29537 1] com.newrelic ERROR: license_key is empty in the config. Not starting New Relic Agent.

New Relic is being loaded and it’s complaining about the lack of a key. That’s a good thing.

When you deploy to production, things won’t go as smooth. Java won’t be able to find the newrelic-agent.jar in the CLASSPATH so it’ll just silently skip the agent. There’s a command line for java  that will help it locate the jar: -javaagent:newrelic-agent.jar. The problem with that is, where’s the jar? Nowhere to be seen.

The official recommendation from New Relic and other blog posts is to copy the jar file to your source tree and then reference it from there. That has two problems:

  • Having big blobs in source control is not very nice.
  • That jar is out of the loop of dependencies, so it won’t ever be upgraded unless someone remembers to explicitly do it. That’s bad.

To solve this problem I created a library called jar-copier that copies a Java agent jar into a configured directory so that you can point to it with the command line. This works in Heroku because when you deploy, the source code is checked out from git and then the uberjar is built on that same server, so jar-copier has an opportunity to run and place the jar in the correct place.

If you are shipping ready-made uberjars, you’ll have to find another way to provision your server with a copy of the agent jar in a well known location that you can point to (or that’s in the CLASSPATH ).

jar-copier is a Leiningen plug-in, so you need to add it to your list of plug-ins like this:

:plugins [; other plugins
          [com.carouselapps/jar-copier "0.2.0"]]

then, to make sure it’s run automatically, your project needs:

:prep-tasks ["javac" "compile" "jar-copier"]

and finally, you need to configure jar-copier to copy Java agents and know the destination, for example:

:jar-copier {:java-agents true
             :destination "resources/jars"}

A full example might look like this:

(defproject proclodo-spa-server-rendering "0.1.0-SNAPSHOT"
  :dependencies [[org.clojure/clojure "1.7.0"]]
  :plugins [[jar-copier "0.1.0"]]
  :prep-tasks ["javac" "compile" "jar-copier"]
  :java-agents [[com.newrelic.agent.java/newrelic-agent "3.20.0"]]
  :jar-copier {:java-agents true
               :destination "resources/jars"})

The last step to get the Java agent running in Heroku is to pass the right -javaagent attribute with the following command:

heroku config:set JVM_OPTS="-javaagent:resources/jars/com.newrelic.agent.java/newrelic-agent.jar $(heroku config:get JVM_OPTS)"

The next time you deploy to Heroku, in your logs, you should see:

2015-09-04T16:13:33.968914+00:00 heroku[web.1]: Starting process with command `java -javaagent:resources/jars/com.newrelic.agent.java/newrelic-agent.jar -cp target/project-x.jar clojure.main -m project-x.server`
2015-09-04T16:13:36.569062+00:00 app[web.1]: Sep 4, 2015 16:13:36 +0000 [3 1] com.newrelic INFO: New Relic Agent: Loading configuration file "newrelic.yml"
2015-09-04T16:13:36.783532+00:00 app[web.1]: Sep 4, 2015 16:13:36 +0000 [3 1] com.newrelic INFO: Agent Host: ee4b7ef8-03a0-4b76-ab17-c6850aa462ec IP:
2015-09-04T16:13:36.783663+00:00 app[web.1]: Sep 4, 2015 16:13:36 +0000 [3 1] com.newrelic INFO: New Relic Agent v3.20.0 is initializing...
2015-09-04T16:13:37.788277+00:00 app[web.1]: Sep 4, 2015 16:13:37 +0000 [3 1] com.newrelic.agent.deps.org.reflections.Reflections WARN: given scan urls are empty. set urls in the configuration
2015-09-04T16:13:37.964165+00:00 app[web.1]: Sep 4, 2015 16:13:37 +0000 [3 1] com.newrelic.agent.deps.org.reflections.Reflections INFO: Reflections collected metadata from input stream using serializer com.newrelic.agent.deps.org.reflections.serializers.JsonSerializer
2015-09-04T16:13:38.452178+00:00 app[web.1]: Sep 4, 2015 16:13:38 +0000 [3 11] com.newrelic INFO: Instrumentation com.newrelic.instrumentation.spring-aop-2 is disabled. Skipping.
2015-09-04T16:13:38.482551+00:00 app[web.1]: Sep 4, 2015 16:13:38 +0000 [3 10] com.newrelic INFO: Instrumentation com.newrelic.instrumentation.servlet-user is disabled. Skipping.
2015-09-04T16:13:38.472009+00:00 app[web.1]: Sep 4, 2015 16:13:38 +0000 [3 13] com.newrelic INFO: Instrumentation com.newrelic.instrumentation.grails-async-2.3 is disabled. Skipping.
2015-09-04T16:13:38.484518+00:00 app[web.1]: Sep 4, 2015 16:13:38 +0000 [3 10] com.newrelic INFO: Instrumentation com.newrelic.instrumentation.jcache-datastore-1.0.0 is disabled. Skipping.
2015-09-04T16:13:47.074297+00:00 app[web.1]: Sep 4, 2015 16:13:47 +0000 [3 1] com.newrelic.agent.RPMServiceManagerImpl INFO: Configured to connect to New Relic at collector.newrelic.com:443
2015-09-04T16:13:47.253668+00:00 app[web.1]: Sep 4, 2015 16:13:47 +0000 [3 1] com.newrelic INFO: Setting protocol to "https"
2015-09-04T16:13:47.253045+00:00 app[web.1]: Sep 4, 2015 16:13:47 +0000 [3 1] com.newrelic INFO: Setting audit_mode to false
2015-09-04T16:13:51.881568+00:00 app[web.1]: Sep 4, 2015 16:13:51 +0000 [3 1] com.newrelic.agent.config.ConfigServiceImpl INFO: Configuration file is /app/newrelic.yml
2015-09-04T16:13:51.944223+00:00 app[web.1]: Sep 4, 2015 16:13:51 +0000 [3 1] com.newrelic INFO: Agent class loader: sun.misc.Launcher$AppClassLoader@14dad5dc
2015-09-04T16:13:51.944000+00:00 app[web.1]: Sep 4, 2015 16:13:51 +0000 [3 1] com.newrelic INFO: New Relic Agent v3.20.0 has started
2015-09-04T16:13:51.956967+00:00 app[web.1]: Sep 4, 2015 16:13:51 +0000 [3 1] com.newrelic INFO: Premain startup complete in 16,175ms
2015-09-04T16:14:11.919171+00:00 app[web.1]: Sep 4, 2015 16:14:11 +0000 [3 27] com.newrelic INFO: Display host name is ee4b7ef8-03a0-4b76-ab17-c6850aa462ec for application project-x
2015-09-04T16:14:13.510515+00:00 app[web.1]: Sep 4, 2015 16:14:13 +0000 [3 27] com.newrelic INFO: Collector redirection to collector-175.newrelic.com:443
2015-09-04T16:14:14.082876+00:00 app[web.1]: Sep 4, 2015 16:14:14 +0000 [3 27] com.newrelic INFO: Agent 3@ee4b7ef8-03a0-4b76-ab17-c6850aa462ec/project-x connected to collector.newrelic.com:443
2015-09-04T16:14:14.082997+00:00 app[web.1]: Sep 4, 2015 16:14:14 +0000 [3 27] com.newrelic INFO: Reporting to: https://rpm.newrelic.com/accounts/1075850/applications/10426069
2015-09-04T16:14:14.082654+00:00 app[web.1]: Sep 4, 2015 16:14:14 +0000 [3 27] com.newrelic INFO: Agent run id: 45253420734418464
2015-09-04T16:14:14.101758+00:00 app[web.1]: Sep 4, 2015 16:14:14 +0000 [3 27] com.newrelic INFO: Real user monitoring is enabled with auto instrumentation for application "project-x"
2015-09-04T16:14:14.101607+00:00 app[web.1]: Sep 4, 2015 16:14:14 +0000 [3 27] com.newrelic INFO: Using RUM version 686 for application "project-x"

Reporting data

By this point, the Java agent is running and possibly reporting some data, but you are not instrumenting your code. I found a bunch of libraries that you can use to instrument your code and by far my favorite is new-reliquary because it provides Ring middleware.

At the time of this writing, the released version, 0.1.5, doesn’t support reporting data as a web transaction. New Relic will categorize the data as Non-Web, which is not what you want. Thankfully there’s already a pull request to fix this and we released it as com.carouselapps/new-reliquary 0.1.5. We are likely to request it to be deleted once it’s released properly, but until then, feel free to use our copy.

After adding it to your project, you need to add the Ring middleware. In the file where you set up your middleware add the following requires:

(ns handler
  (:require ;... other requires
            [new-reliquary.ring :refer [wrap-newrelic-transaction]]
            [ring.middleware.params :refer [wrap-params]]))

and then wrap your handler in them:

(-> handler

My full app definition looks like this:

(def app
  (let [handler (wrap-defaults #'routes site-defaults)]
    (if (env :dev)
      (-> handler
      (-> handler

which doesn’t enable New Relic in development. Yours is probably quite different though. And that’s it, you should now be seeing your performance reports in New Relic. You can see a full example in proclodo-spa-server-rendering’s

Shameless plug time! At Carousel Apps we not only use New Relic, we have a constant dashboard displaying it so we never lose sight of our current performance and servers. We’ve created a product to display dashboards like this called Screensaver Ninja. It displays websites, including New Relic, as your screensaver, so you can turn all your computers into information Screensaver Ninjadisseminators. It’s also great for permanent screens, as it displays many web sites in rotation, keeping them fresh (useful even for self updating websites, like New Relic, because sometimes they crash) as well as keeping the computer secure by using the screensaver lock.

My References

In the process of getting New Relic to work with Clojure running on Heroku, I found the following blog posts:

and this libraries:

Feel free to explore them.