I've been messing around with Node.js lately. Like everyone using Node.js, I've been wrestling with the fact that it forces programmers to use hand-rolled continuation passing style for all I/O. Of course, I could use something like async.waterfall()
to eliminate boilerplate and deeply indented nested callbacks. However, since I am crazy, I am using Closure Compiler to statically typecheck my server code, and I don't like the way async.waterfall() defeats the typechecker.
You can stop reading here if you're perfectly happy with using async
for everything, or perhaps if you're one of those people convinced that static typing is a boondoggle.
Anyway, I've been using a "goTo object" for my callbacks instead. The essence of the pattern is as follows:
- Define a local variable named
goTo
whose members are your callbacks. - Asynchronous calls use
goTo.functionName
as the callback expression (usually the final argument to the asynchronous function). - At the end of the function, outside the
goTo
object, start the callback chain by callinggoTo.start()
.
Here is an example, loosely patterned after some database code I recently wrote against the pg
npm module. In raw nested-callback style, you would write the following:
var upsert = function(client, ..., cb) { client.connect(function(err, conn) { if (err) { cb(err); return; } conn.insert(..., function(err, result) { if (err) { if (isKeyConflict(err)) { conn.update(..., function(err, result) { conn.done(); if (err) { cb(err); return; } cb(null, 'updated'); }); } conn.done(); cb(err); return; } conn.done(); cb(null, 'inserted'); }); }); };
With a goTo object, you write this:
var upsert = function(client, ..., cb) { var conn = null; var goTo = { start: function() { client.connect(..., goTo.onConnect); }, onConnect: function(err, conn_) { if (err) { goTo.finish(err); return; } conn = conn_; // Stash for later callbacks. conn.insert(..., goTo.onInsert); }, onInsert: function(err, result) { if (err) { if (isKeyConflict(err)) { conn.update(..., goTo.onUpdate); return; } goTo.finish(err); return; } goTo.finish(null, 'inserted'); }, onUpdate: function(err, result) { if (err) { goTo.finish(err); return; } goTo.finish(null, 'updated'); }, finish: function(err, result) { if (conn) { conn.done(); } cb(err, result); } }; goTo.start(); };
This pattern is easy to annotate with accurate static types:
var upsert = function(...) { /** @type {?db.Connection} */ var conn = null; var goTo = { ... /** * @param {db.Error} err * @param {db.Connection} conn_ */ onConnect: function(err, conn_) { ... }, /** * @param {db.Error} err * @param {db.ResultSet} result */ onInsert: function(err, result) { ... }, /** * @param {db.Error} err * @param {db.ResultSet} result */ onUpdate: function(err, result) { ... }, /** * @param {?db.Error} err * @param {string=} result */ finish: function(err, result) { ... } }; goTo.start(); };
Some notes on this pattern:
- It is slightly more verbose than the naive nested-callback version. However, the indentation level does not grow linearly in the length of the call chain, so it scales better with the complexity of the operation. If you add a couple more levels to the nested-callback version, you have "Tea-Party Code", whereas the goTo object version stays the same nesting depth.
- As in the nested-callback style, error handlers must be written by hand in each callback, which is still verbose and repetitive: the phrase
if (err) { goTo.finish(err); return; }
occurs repeatedly. On the other hand, you retain the ability to handle errors differently in one callback, as we do here with key conflicts on insertion. - Callbacks in the
goTo
object can have different types, and they will still be precisely typechecked. - The pattern generalizes easily to branches and loops (not surprising: it's just an encoding of old-school
goto
). - Data that is initialized during one callback and then used in later callbacks must be declared at top-level as a nullable variable. The top-level variable list can therefore get cluttered. More annoyingly, if your code base heavily uses non-nullable type annotations (Closure's
!T
), you will have to insert casts or checks when you use the variable, even if you can reason from the control flow that it will be non-null by the time you use it. - Sometimes I omit
goTo.start()
, and just write its contents at top-level, using thegoTo
object for callbacks only. This makes the code slightly more compact, but has the downside that the code no longer reads top-down. - There is no hidden control flow. The whole thing is just a coding idiom, not a library, and you don't have to reason about any complex combinator application going on behind the scenes. Therefore, for example, exceptions propagate exactly as you'd expect just from reading the code.
- The camelCase identifier
goTo
is used becausegoto
is a reserved word in JavaScript (reserved for future use; it currently has no semantics).
For comparison, here is the example rewritten with async.waterfall()
:
var async = require('async'); var upsert = function(client, ..., finalCb) { var conn = null; async.waterfall([ function(cb) { client.connect(..., cb); }, function(conn_, cb) { conn = conn_; client.insert(..., cb); } ], function(err, result) { if (isKeyConflict(err)) { client.update(..., function(err, result) { conn.done(); if (err) { finalCb(err); return; } finalCb(null, 'updated'); }); return; } conn.done(); if (err) { finalCb(err); return; } finalCb(null, 'inserted'); }); };
In some ways, this is better and terser than the goTo
object. Most importantly, error handling and operation completion are isolated in one location. Also, blocks in the waterfall are anonymous, so you're not cluttering up your code with extra identifiers.
On the other hand, this has some downsides, which are mostly the flip sides of some properties of goTo
objects:
- Closure, like most generic type systems, only supports arrays of homogeneous element type (
AFAIK Typescript shares this limitationupdate: fixed in 1.3; see comments). Therefore, the callbacks inasync.waterfall()
's first argument must be typed with their least upper bound,function(...[*])
, thus losing any useful static typing for the callbacks and their arguments. - Any custom error handling for a particular callback must be performed in the shared "done" callback. Note that for the above example to work, the error object must carry enough information so that
isKeyConflict()
(whose implementation is not shown) can return true for insertion conflicts only. Otherwise, we have introduced a defect. - Only a linear chain of calls is supported. Branches and loops must be hand-rolled, or you have to use additional nested combinators. This doesn't matter for this example, but branches and loops aren't uncommon in interesting application code.
Now, goTo objects are not strictly superior to the alternatives in all situations. The pattern still has some overhead and boilerplate. For one or two levels of callbacks, you should probably just write in the naive nested callback style. If you have a linear callback chain of homogeneous type, or if you just don't care about statically typing the code, async.waterfall()
has some advantages.
Plus, popping up a level, if you are writing lots of complex logic in your server, I'm not sure Node.js is even the right technology base. Languages where you don't have to write in continuation-passing style in the first place may be more pleasurable, terse, and straightforward. I mean, look: I've been reduced to programming with goto, the original harmful technology. By writing up this post, I'm trying to make the best of a bad situation, not leaping out of my bathtub crying eureka.
Anyway, caveats aside, I just thought I'd share this pattern in case anyone finds it useful. Yesterday I was chatting about Node.js with a friend and when I mentioned how I was handling callback hell, he seemed mildly surprised. I thought everybody was using some variant of this already, at least wherever they weren't using async
. Apparently not.
p.s. The above pattern is, of course, not confined to Node.js. It could be used in any codebase written in CPS, in a language that has letrec
or an equivalent construct. It's hard to think of another context where people intentionally write CPS by hand though.