go/doc/go_tutorial.html

<!-- A Tutorial for the Go Programming Language -->
<h2>Introduction</h2>
<p>
This document is a tutorial introduction to the basics of the Go programming
language, intended for programmers familiar with C or C++. It is not a comprehensive
guide to the language; at the moment the document closest to that is the
<a href='/doc/go_spec.html'>language specification</a>.
After you've read this tutorial, you might want to look at
<a href='/doc/effective_go.html'>Effective Go</a>,
which digs deeper into how the language is used.
Also, slides from a 3-day course about Go are available:
<a href='/doc/GoCourseDay1.pdf'>Day 1</a>,
<a href='/doc/GoCourseDay2.pdf'>Day 2</a>,
<a href='/doc/GoCourseDay3.pdf'>Day 3</a>.
<p>
The presentation here proceeds through a series of modest programs to illustrate
key features of the language.  All the programs work (at time of writing) and are
checked into the repository in the directory <a href='/doc/progs'><code>/doc/progs/</code></a>.
<p>
Program snippets are annotated with the line number in the original file; for
cleanliness, blank lines remain blank.
<p>
<h2>Hello, World</h2>
<p>
Let's start in the usual way:
<p>
<pre> <!-- progs/helloworld.go /package/ END -->
05    package main
<p>
07    import fmt &quot;fmt&quot;  // Package implementing formatted I/O.
<p>
09    func main() {
10        fmt.Printf(&quot;Hello, world; or Καλημέρα κόσμε; or こんにちは 世界\n&quot;)
11    }
</pre>
<p>
Every Go source file declares, using a <code>package</code> statement, which package it's part of.
It may also import other packages to use their facilities.
This program imports the package <code>fmt</code> to gain access to
our old, now capitalized and package-qualified, friend, <code>fmt.Printf</code>.
<p>
Functions are introduced with the <code>func</code> keyword.
The <code>main</code> package's <code>main</code> function is where the program starts running (after
any initialization).
<p>
String constants can contain Unicode characters, encoded in UTF-8.
(In fact, Go source files are defined to be encoded in UTF-8.)
<p>
The comment convention is the same as in C++:
<p>
<pre>
    /* ... */
    // ...
</pre>
<p>
Later we'll have much more to say about printing.
<p>
<h2>Semicolons</h2>
<p>
You might have noticed that our program has no semicolons.  In Go
code, the only place you typically see semicolons is separating the
clauses of <code>for</code> loops and the like; they are not necessary after
every statement.
<p>
In fact, what happens is that the formal language uses semicolons,
much as in C or Java, but they are inserted automatically
at the end of every line that looks like the end of a statement. You
don't need to type them yourself.
<p>
For details about how this is done you can see the language
specification, but in practice all you need to know is that you
never need to put a semicolon at the end of a line.  (You can put
them in if you want to write multiple statements per line.) As an
extra help, you can also leave out a semicolon immediately before
a closing brace.
<p>
This approach makes for clean-looking, semicolon-free code.  The
one surprise is that it's important to put the opening
brace of a construct such as an <code>if</code> statement on the same line as
the <code>if</code>; if you don't, there are situations that may not compile
or may give the wrong result.  The language forces the brace style
to some extent.
<p>
<h2>Compiling</h2>
<p>
Go is a compiled language.  At the moment there are two compilers.
<code>Gccgo</code> is a Go compiler that uses the GCC back end.  There is also a
suite of compilers with different (and odd) names for each architecture:
<code>6g</code> for the 64-bit x86, <code>8g</code> for the 32-bit x86, and more.  These
compilers run significantly faster but generate less efficient code
than <code>gccgo</code>.  At the time of writing (late 2009), they also have
a more robust run-time system although <code>gccgo</code> is catching up.
<p>
Here's how to compile and run our program.  With <code>6g</code>, say,
<p>
<pre>
    $ 6g helloworld.go  # compile; object goes into helloworld.6
    $ 6l helloworld.6   # link; output goes into 6.out
    $ 6.out
    Hello, world; or Καλημέρα κόσμε; or こんにちは 世界
    $
</pre>
<p>
With <code>gccgo</code> it looks a little more traditional.
<p>
<pre>
    $ gccgo helloworld.go
    $ a.out
    Hello, world; or Καλημέρα κόσμε; or こんにちは 世界
    $
</pre>
<p>
<h2>Echo</h2>
<p>
Next up, here's a version of the Unix utility <code>echo(1)</code>:
<p>
<pre> <!-- progs/echo.go /package/ END -->
05    package main
<p>
07    import (
08        &quot;os&quot;
09        &quot;flag&quot;  // command line option parser
10    )
<p>
12    var omitNewline = flag.Bool(&quot;n&quot;, false, &quot;don't print final newline&quot;)
<p>
14    const (
15        Space = &quot; &quot;
16        Newline = &quot;\n&quot;
17    )
<p>
19    func main() {
20        flag.Parse()   // Scans the arg list and sets up flags
21        var s string = &quot;&quot;
22        for i := 0; i &lt; flag.NArg(); i++ {
23            if i &gt; 0 {
24                s += Space
25            }
26            s += flag.Arg(i)
27        }
28        if !*omitNewline {
29            s += Newline
30        }
31        os.Stdout.WriteString(s)
32    }
</pre>
<p>
This program is small but it's doing a number of new things.  In the last example,
we saw <code>func</code> introduce a function.  The keywords <code>var</code>, <code>const</code>, and <code>type</code>
(not used yet) also introduce declarations, as does <code>import</code>.
Notice that we can group declarations of the same sort into
parenthesized lists, one item per line, as on lines 7-10 and 14-17.
But it's not necessary to do so; we could have said
<p>
<pre>
    const Space = " "
    const Newline = "\n"
</pre>
<p>
This program imports the <code>&quot;os&quot;</code> package to access its <code>Stdout</code> variable, of type
<code>*os.File</code>.  The <code>import</code> statement is actually a declaration: in its general form,
as used in our ``hello world'' program,
it names the identifier (<code>fmt</code>)
that will be used to access members of the package imported from the file (<code>&quot;fmt&quot;</code>),
found in the current directory or in a standard location.
In this program, though, we've dropped the explicit name from the imports; by default,
packages are imported using the name defined by the imported package,
which by convention is of course the file name itself.  Our ``hello world'' program
could have said just <code>import &quot;fmt&quot;</code>.
<p>
You can specify your
own import names if you want but it's only necessary if you need to resolve
a naming conflict.
<p>
Given <code>os.Stdout</code> we can use its <code>WriteString</code> method to print the string.
<p>
Having imported the <code>flag</code> package, line 12 creates a global variable to hold
the value of echo's <code>-n</code> flag. The variable <code>omitNewline</code> has type <code>*bool</code>, pointer
to <code>bool</code>.
<p>
In <code>main.main</code>, we parse the arguments (line 20) and then create a local
string variable we will use to build the output.
<p>
The declaration statement has the form
<p>
<pre>
    var s string = "";
</pre>
<p>
This is the <code>var</code> keyword, followed by the name of the variable, followed by
its type, followed by an equals sign and an initial value for the variable.
<p>
Go tries to be terse, and this declaration could be shortened.  Since the
string constant is of type string, we don't have to tell the compiler that.
We could write
<p>
<pre>
    var s = "";
</pre>
<p>
or we could go even shorter and write the idiom
<p>
<pre>
    s := "";
</pre>
<p>
The <code>:=</code> operator is used a lot in Go to represent an initializing declaration.
There's one in the <code>for</code> clause on the next line:
<p>
<pre> <!-- progs/echo.go /for/ -->
22        for i := 0; i &lt; flag.NArg(); i++ {
</pre>
<p>
The <code>flag</code> package has parsed the arguments and left the non-flag arguments
in a list that can be iterated over in the obvious way.
<p>
The Go <code>for</code> statement differs from that of C in a number of ways.  First,
it's the only looping construct; there is no <code>while</code> or <code>do</code>.  Second,
there are no parentheses on the clause, but the braces on the body
are mandatory.  The same applies to the <code>if</code> and <code>switch</code> statements.
Later examples will show some other ways <code>for</code> can be written.
<p>
The body of the loop builds up the string <code>s</code> by appending (using <code>+=</code>)
the flags and separating spaces. After the loop, if the <code>-n</code> flag is not
set, the program appends a newline. Finally, it writes the result.
<p>
Notice that <code>main.main</code> is a niladic function with no return type.
It's defined that way.  Falling off the end of <code>main.main</code> means
''success''; if you want to signal an erroneous return, call
<p>
<pre>
    os.Exit(1)
</pre>
<p>
The <code>os</code> package contains other essentials for getting
started; for instance, <code>os.Args</code> is a slice used by the
<code>flag</code> package to access the command-line arguments.
<p>
<h2>An Interlude about Types</h2>
<p>
Go has some familiar types such as <code>int</code> and <code>float</code>, which represent
values of the ''appropriate'' size for the machine. It also defines
explicitly-sized types such as <code>int8</code>, <code>float64</code>, and so on, plus
unsigned integer types such as <code>uint</code>, <code>uint32</code>, etc.  These are
distinct types; even if <code>int</code> and <code>int32</code> are both 32 bits in size,
they are not the same type.  There is also a <code>byte</code> synonym for
<code>uint8</code>, which is the element type for strings.
<p>
Speaking of <code>string</code>, that's a built-in type as well.  Strings are
<i>immutable values</i>&mdash;they are not just arrays of <code>byte</code> values.
Once you've built a string <i>value</i>, you can't change it, although
of course you can change a string <i>variable</i> simply by
reassigning it.  This snippet from <code>strings.go</code> is legal code:
<p>
<pre> <!-- progs/strings.go /hello/ /ciao/ -->
11        s := &quot;hello&quot;
12        if s[1] != 'e' { os.Exit(1) }
13        s = &quot;good bye&quot;
14        var p *string = &amp;s
15        *p = &quot;ciao&quot;
</pre>
<p>
However the following statements are illegal because they would modify
a <code>string</code> value:
<p>
<pre>
    s[0] = 'x';
    (*p)[1] = 'y';
</pre>
<p>
In C++ terms, Go strings are a bit like <code>const strings</code>, while pointers
to strings are analogous to <code>const string</code> references.
<p>
Yes, there are pointers.  However, Go simplifies their use a little;
read on.
<p>
Arrays are declared like this:
<p>
<pre>
    var arrayOfInt [10]int;
</pre>
<p>
Arrays, like strings, are values, but they are mutable. This differs
from C, in which <code>arrayOfInt</code> would be usable as a pointer to <code>int</code>.
In Go, since arrays are values, it's meaningful (and useful) to talk
about pointers to arrays.
<p>
The size of the array is part of its type; however, one can declare
a <i>slice</i> variable, to which one can assign a pointer to
any array
with the same element type or&mdash;much more commonly&mdash;a <i>slice
expression</i> of the form <code>a[low : high]</code>, representing
the subarray indexed by <code>low</code> through <code>high-1</code>.
Slices look a lot like arrays but have
no explicit size (<code>[]</code> vs. <code>[10]</code>) and they reference a segment of
an underlying, often anonymous, regular array.  Multiple slices
can share data if they represent pieces of the same array;
multiple arrays can never share data.
<p>
Slices are much more common in Go programs than
regular arrays; they're more flexible, have reference semantics,
and are efficient.  What they lack is the precise control of storage
layout of a regular array; if you want to have a hundred elements
of an array stored within your structure, you should use a regular
array.
<p>
When passing an array to a function, you almost always want
to declare the formal parameter to be a slice.  When you call
the function, take the address of the array and  Go will
create (efficiently) a slice reference and pass that.
<p>
Using slices one can write this function (from <code>sum.go</code>):
<p>
<pre> <!-- progs/sum.go /sum/ /^}/ -->
09    func sum(a []int) int {   // returns an int
10        s := 0
11        for i := 0; i &lt; len(a); i++ {
12            s += a[i]
13        }
14        return s
15    }
</pre>
<p>
and invoke it like this:
<p>
<pre> <!-- progs/sum.go /1,2,3/ -->
19        s := sum(&amp;[3]int{1,2,3})  // a slice of the array is passed to sum
</pre>
<p>
Note how the return type (<code>int</code>) is defined for <code>sum()</code> by stating it
after the parameter list.
The expression <code>[3]int{1,2,3}</code>&mdash;a type followed by a
brace-bounded
expression&mdash;is a constructor for a value, in this case an array
of 3 <code>ints</code>.
Putting an <code>&amp;</code>
in front gives us the address of a unique instance of the value.  We pass the
pointer to <code>sum()</code> by (implicitly) promoting it to a slice.
<p>
If you are creating a regular array but want the compiler to count the
elements for you, use <code>...</code> as the array size:
<p>
<pre>
    s := sum(&amp;[...]int{1,2,3});
</pre>
<p>
In practice, though, unless you're meticulous about storage layout within a
data structure, a slice itself&mdash;using empty brackets and no
<code>&amp;</code>&mdash;is all you need:
<p>
<pre>
    s := sum([]int{1,2,3});
</pre>
<p>
There are also maps, which you can initialize like this:
<p>
<pre>
    m := map[string]int{"one":1 , "two":2}
</pre>
<p>
The built-in function <code>len()</code>, which returns number of elements,
makes its first appearance in <code>sum</code>.  It works on strings, arrays,
slices, maps, and channels.
<p>
By the way, another thing that works on strings, arrays, slices, maps
and channels is the <code>range</code> clause on <code>for</code> loops.  Instead of writing
<p>
<pre>
    for i := 0; i &lt; len(a); i++ { ... }
</pre>
<p>
to loop over the elements of a slice (or map or ...) , we could write
<p>
<pre>
    for i, v := range a { ... }
</pre>
<p>
This assigns <code>i</code> to the index and <code>v</code> to the value of the successive
elements of the target of the range.   See
<a href='/doc/effective_go.html'>Effective Go</a>
for more examples of its use.
<p>
<p>
<h2>An Interlude about Allocation</h2>
<p>
Most types in Go are values. If you have an <code>int</code> or a <code>struct</code>
or an array, assignment
copies the contents of the object.
To allocate a new variable, use <code>new()</code>, which
returns a pointer to the allocated storage.
<p>
<pre>
    type T struct { a, b int }
    var t *T = new(T);
</pre>
<p>
or the more idiomatic
<p>
<pre>
    t := new(T);
</pre>
<p>
Some types&mdash;maps, slices, and channels (see below)&mdash;have reference semantics.
If you're holding a slice or a map and you modify its contents, other variables
referencing the same underlying data will see the modification.  For these three
types you want to use the built-in function <code>make()</code>:
<p>
<pre>
    m := make(map[string]int);
</pre>
<p>
This statement initializes a new map ready to store entries.
If you just declare the map, as in
<p>
<pre>
    var m map[string]int;
</pre>
<p>
it creates a <code>nil</code> reference that cannot hold anything. To use the map,
you must first initialize the reference using <code>make()</code> or by assignment from an
existing map.
<p>
Note that <code>new(T)</code> returns type <code>*T</code> while <code>make(T)</code> returns type
<code>T</code>.  If you (mistakenly) allocate a reference object with <code>new()</code>,
you receive a pointer to a nil reference, equivalent to
declaring an uninitialized variable and taking its address.
<p>
<h2>An Interlude about Constants</h2>
<p>
Although integers come in lots of sizes in Go, integer constants do not.
There are no constants like <code>0LL</code> or <code>0x0UL</code>.   Instead, integer
constants are evaluated as large-precision values that
can overflow only when they are assigned to an integer variable with
too little precision to represent the value.
<p>
<pre>
    const hardEight = (1 &lt;&lt; 100) &gt;&gt; 97  // legal
</pre>
<p>
There are nuances that deserve redirection to the legalese of the
language specification but here are some illustrative examples:
<p>
<pre>
    var a uint64 = 0  // a has type uint64, value 0
    a := uint64(0)    // equivalent; uses a "conversion"
    i := 0x1234       // i gets default type: int
    var j int = 1e6   // legal - 1000000 is representable in an int
    x := 1.5          // a float
    i3div2 := 3/2     // integer division - result is 1
    f3div2 := 3./2.   // floating point division - result is 1.5
</pre>
<p>
Conversions only work for simple cases such as converting <code>ints</code> of one
sign or size to another, and between <code>ints</code> and <code>floats</code>, plus a few other
simple cases.  There are no automatic numeric conversions of any kind in Go,
other than that of making constants have concrete size and type when
assigned to a variable.
<p>
<h2>An I/O Package</h2>
<p>
Next we'll look at a simple package for doing file I/O with the usual
sort of open/close/read/write interface.  Here's the start of <code>file.go</code>:
<p>
<pre> <!-- progs/file.go /package/ /^}/ -->
05    package file
<p>
07    import (
08        &quot;os&quot;
09        &quot;syscall&quot;
10    )
<p>
12    type File struct {
13        fd      int    // file descriptor number
14        name    string // file name at Open time
15    }
</pre>
<p>
The first few lines declare the name of the
package&mdash;<code>file</code>&mdash;and then import two packages.  The <code>os</code>
package hides the differences
between various operating systems to give a consistent view of files and
so on; here we're going to use its error handling utilities
and reproduce the rudiments of its file I/O.
<p>
The other item is the low-level, external <code>syscall</code> package, which provides
a primitive interface to the underlying operating system's calls.
<p>
Next is a type definition: the <code>type</code> keyword introduces a type declaration,
in this case a data structure called <code>File</code>.
To make things a little more interesting, our <code>File</code> includes the name of the file
that the file descriptor refers to.
<p>
Because <code>File</code> starts with a capital letter, the type is available outside the package,
that is, by users of the package.   In Go the rule about visibility of information is
simple: if a name (of a top-level type, function, method, constant or variable, or of
a structure field or method) is capitalized, users of the package may see it. Otherwise, the
name and hence the thing being named is visible only inside the package in which
it is declared.  This is more than a convention; the rule is enforced by the compiler.
In Go, the term for publicly visible names is ''exported''.
<p>
In the case of <code>File</code>, all its fields are lower case and so invisible to users, but we
will soon give it some exported, upper-case methods.
<p>
First, though, here is a factory to create a <code>File</code>:
<p>
<pre> <!-- progs/file.go /newFile/ /^}/ -->
17    func newFile(fd int, name string) *File {
18        if fd &lt; 0 {
19            return nil
20        }
21        return &amp;File{fd, name}
22    }
</pre>
<p>
This returns a pointer to a new <code>File</code> structure with the file descriptor and name
filled in.  This code uses Go's notion of a ''composite literal'', analogous to
the ones used to build maps and arrays, to construct a new heap-allocated
object.  We could write
<p>
<pre>
    n := new(File);
    n.fd = fd;
    n.name = name;
    return n
</pre>
<p>
but for simple structures like <code>File</code> it's easier to return the address of a nonce
composite literal, as is done here on line 21.
<p>
We can use the factory to construct some familiar, exported variables of type <code>*File</code>:
<p>
<pre> <!-- progs/file.go /var/ /^.$/ -->
24    var (
25        Stdin  = newFile(0, &quot;/dev/stdin&quot;)
26        Stdout = newFile(1, &quot;/dev/stdout&quot;)
27        Stderr = newFile(2, &quot;/dev/stderr&quot;)
28    )
</pre>
<p>
The <code>newFile</code> function was not exported because it's internal. The proper,
exported factory to use is <code>Open</code>:
<p>
<pre> <!-- progs/file.go /func.Open/ /^}/ -->
30    func Open(name string, mode int, perm int) (file *File, err os.Error) {
31        r, e := syscall.Open(name, mode, perm)
32        if e != 0 {
33            err = os.Errno(e)
34        }
35        return newFile(r, name), err
36    }
</pre>
<p>
There are a number of new things in these few lines.  First, <code>Open</code> returns
multiple values, a <code>File</code> and an error (more about errors in a moment).
We declare the
multi-value return as a parenthesized list of declarations; syntactically
they look just like a second parameter list.  The function
<code>syscall.Open</code>
also has a multi-value return, which we can grab with the multi-variable
declaration on line 31; it declares <code>r</code> and <code>e</code> to hold the two values,
both of type <code>int</code> (although you'd have to look at the <code>syscall</code> package
to see that).  Finally, line 35 returns two values: a pointer to the new <code>File</code>
and the error.  If <code>syscall.Open</code> fails, the file descriptor <code>r</code> will
be negative and <code>newFile</code> will return <code>nil</code>.
<p>
About those errors:  The <code>os</code> library includes a general notion of an error.
It's a good idea to use its facility in your own interfaces, as we do here, for
consistent error handling throughout Go code.   In <code>Open</code> we use a
conversion to translate Unix's integer <code>errno</code> value into the integer type
<code>os.Errno</code>, which implements <code>os.Error</code>.
<p>
Now that we can build <code>Files</code>, we can write methods for them. To declare
a method of a type, we define a function to have an explicit receiver
of that type, placed
in parentheses before the function name. Here are some methods for <code>*File</code>,
each of which declares a receiver variable <code>file</code>.
<p>
<pre> <!-- progs/file.go /Close/ END -->
38    func (file *File) Close() os.Error {
39        if file == nil {
40            return os.EINVAL
41        }
42        e := syscall.Close(file.fd)
43        file.fd = -1  // so it can't be closed again
44        if e != 0 {
45            return os.Errno(e)
46        }
47        return nil
48    }
<p>
50    func (file *File) Read(b []byte) (ret int, err os.Error) {
51        if file == nil {
52            return -1, os.EINVAL
53        }
54        r, e := syscall.Read(file.fd, b)
55        if e != 0 {
56            err = os.Errno(e)
57        }
58        return int(r), err
59    }
<p>
61    func (file *File) Write(b []byte) (ret int, err os.Error) {
62        if file == nil {
63            return -1, os.EINVAL
64        }
65        r, e := syscall.Write(file.fd, b)
66        if e != 0 {
67            err = os.Errno(e)
68        }
69        return int(r), err
70    }
<p>
72    func (file *File) String() string {
73        return file.name
74    }
</pre>
<p>
There is no implicit <code>this</code> and the receiver variable must be used to access
members of the structure.  Methods are not declared within
the <code>struct</code> declaration itself.  The <code>struct</code> declaration defines only data members.
In fact, methods can be created for almost any type you name, such as an integer or
array, not just for <code>structs</code>.   We'll see an example with arrays later.
<p>
The <code>String</code> method is so called because of a printing convention we'll
describe later.
<p>
The methods use the public variable <code>os.EINVAL</code> to return the (<code>os.Error</code>
version of the) Unix error code <code>EINVAL</code>.  The <code>os</code> library defines a standard
set of such error values.
<p>
We can now use our new package:
<p>
<pre> <!-- progs/helloworld3.go /package/ END -->
05    package main
<p>
07    import (
08        &quot;./file&quot;
09        &quot;fmt&quot;
10        &quot;os&quot;
11    )
<p>
13    func main() {
14        hello := []byte{'h', 'e', 'l', 'l', 'o', ',', ' ', 'w', 'o', 'r', 'l', 'd', '\n'}
15        file.Stdout.Write(hello)
16        file, err := file.Open(&quot;/does/not/exist&quot;,  0,  0)
17        if file == nil {
18            fmt.Printf(&quot;can't open file; err=%s\n&quot;,  err.String())
19            os.Exit(1)
20        }
21    }
</pre>
<p>
The ''<code>./</code>'' in the import of ''<code>./file</code>'' tells the compiler to use our own package rather than
something from the directory of installed packages.
<p>
Finally we can run the program:
<p>
<pre>
    % helloworld3
    hello, world
    can't open file; err=No such file or directory
    %
</pre>
<p>
<h2>Rotting cats</h2>
<p>
Building on the <code>file</code> package, here's a simple version of the Unix utility <code>cat(1)</code>,
<code>progs/cat.go</code>:
<p>
<pre> <!-- progs/cat.go /package/ END -->
05    package main
<p>
07    import (
08        &quot;./file&quot;
09        &quot;flag&quot;
10        &quot;fmt&quot;
11        &quot;os&quot;
12    )
<p>
14    func cat(f *file.File) {
15        const NBUF = 512
16        var buf [NBUF]byte
17        for {
18            switch nr, er := f.Read(&amp;buf); true {
19            case nr &lt; 0:
20                fmt.Fprintf(os.Stderr, &quot;cat: error reading from %s: %s\n&quot;, f.String(), er.String())
21                os.Exit(1)
22            case nr == 0:  // EOF
23                return
24            case nr &gt; 0:
25                if nw, ew := file.Stdout.Write(buf[0:nr]); nw != nr {
26                    fmt.Fprintf(os.Stderr, &quot;cat: error writing from %s: %s\n&quot;, f.String(), ew.String())
27                }
28            }
29        }
30    }
<p>
32    func main() {
33        flag.Parse()   // Scans the arg list and sets up flags
34        if flag.NArg() == 0 {
35            cat(file.Stdin)
36        }
37        for i := 0; i &lt; flag.NArg(); i++ {
38            f, err := file.Open(flag.Arg(i), 0, 0)
39            if f == nil {
40                fmt.Fprintf(os.Stderr, &quot;cat: can't open %s: error %s\n&quot;, flag.Arg(i), err)
41                os.Exit(1)
42            }
43            cat(f)
44            f.Close()
45        }
46    }
</pre>
<p>
By now this should be easy to follow, but the <code>switch</code> statement introduces some
new features.  Like a <code>for</code> loop, an <code>if</code> or <code>switch</code> can include an
initialization statement.  The <code>switch</code> on line 18 uses one to create variables
<code>nr</code> and <code>er</code> to hold the return values from <code>f.Read()</code>.  (The <code>if</code> on line 25
has the same idea.)  The <code>switch</code> statement is general: it evaluates the cases
from  top to bottom looking for the first case that matches the value; the
case expressions don't need to be constants or even integers, as long as
they all have the same type.
<p>
Since the <code>switch</code> value is just <code>true</code>, we could leave it off&mdash;as is also
the situation
in a <code>for</code> statement, a missing value means <code>true</code>.  In fact, such a <code>switch</code>
is a form of <code>if-else</code> chain. While we're here, it should be mentioned that in
<code>switch</code> statements each <code>case</code> has an implicit <code>break</code>.
<p>
Line 25 calls <code>Write()</code> by slicing the incoming buffer, which is itself a slice.
Slices provide the standard Go way to handle I/O buffers.
<p>
Now let's make a variant of <code>cat</code> that optionally does <code>rot13</code> on its input.
It's easy to do by just processing the bytes, but instead we will exploit
Go's notion of an <i>interface</i>.
<p>
The <code>cat()</code> subroutine uses only two methods of <code>f</code>: <code>Read()</code> and <code>String()</code>,
so let's start by defining an interface that has exactly those two methods.
Here is code from <code>progs/cat_rot13.go</code>:
<p>
<pre> <!-- progs/cat_rot13.go /type.reader/ /^}/ -->
26    type reader interface {
27        Read(b []byte) (ret int, err os.Error)
28        String() string
29    }
</pre>
<p>
Any type that has the two methods of <code>reader</code>&mdash;regardless of whatever
other methods the type may also have&mdash;is said to <i>implement</i> the
interface.  Since <code>file.File</code> implements these methods, it implements the
<code>reader</code> interface.  We could tweak the <code>cat</code> subroutine to accept a <code>reader</code>
instead of a <code>*file.File</code> and it would work just fine, but let's embellish a little
first by writing a second type that implements <code>reader</code>, one that wraps an
existing <code>reader</code> and does <code>rot13</code> on the data. To do this, we just define
the type and implement the methods and with no other bookkeeping,
we have a second implementation of the <code>reader</code> interface.
<p>
<pre> <!-- progs/cat_rot13.go /type.rotate13/ /end.of.rotate13/ -->
31    type rotate13 struct {
32        source    reader
33    }
<p>
35    func newRotate13(source reader) *rotate13 {
36        return &amp;rotate13{source}
37    }
<p>
39    func (r13 *rotate13) Read(b []byte) (ret int, err os.Error) {
40        r, e := r13.source.Read(b)
41        for i := 0; i &lt; r; i++ {
42            b[i] = rot13(b[i])
43        }
44        return r, e
45    }
<p>
47    func (r13 *rotate13) String() string {
48        return r13.source.String()
49    }
50    // end of rotate13 implementation
</pre>
<p>
(The <code>rot13</code> function called on line 42 is trivial and not worth reproducing here.)
<p>
To use the new feature, we define a flag:
<p>
<pre> <!-- progs/cat_rot13.go /rot13Flag/ -->
14    var rot13Flag = flag.Bool(&quot;rot13&quot;, false, &quot;rot13 the input&quot;)
</pre>
<p>
and use it from within a mostly unchanged <code>cat()</code> function:
<p>
<pre> <!-- progs/cat_rot13.go /func.cat/ /^}/ -->
52    func cat(r reader) {
53        const NBUF = 512
54        var buf [NBUF]byte
<p>
56        if *rot13Flag {
57            r = newRotate13(r)
58        }
59        for {
60            switch nr, er := r.Read(&amp;buf); {
61            case nr &lt; 0:
62                fmt.Fprintf(os.Stderr, &quot;cat: error reading from %s: %s\n&quot;, r.String(), er.String())
63                os.Exit(1)
64            case nr == 0:  // EOF
65                return
66            case nr &gt; 0:
67                nw, ew := file.Stdout.Write(buf[0:nr])
68                if nw != nr {
69                    fmt.Fprintf(os.Stderr, &quot;cat: error writing from %s: %s\n&quot;, r.String(), ew.String())
70                }
71            }
72        }
73    }
</pre>
<p>
(We could also do the wrapping in <code>main</code> and leave <code>cat()</code> mostly alone, except
for changing the type of the argument; consider that an exercise.)
Lines 56 through 58 set it all up: If the <code>rot13</code> flag is true, wrap the <code>reader</code>
we received into a <code>rotate13</code> and proceed.  Note that the interface variables
are values, not pointers: the argument is of type <code>reader</code>, not <code>*reader</code>,
even though under the covers it holds a pointer to a <code>struct</code>.
<p>
Here it is in action:
<p>
<pre>
    % echo abcdefghijklmnopqrstuvwxyz | ./cat
    abcdefghijklmnopqrstuvwxyz
    % echo abcdefghijklmnopqrstuvwxyz | ./cat --rot13
    nopqrstuvwxyzabcdefghijklm
    %
</pre>
<p>
Fans of dependency injection may take cheer from how easily interfaces
allow us to substitute the implementation of a file descriptor.
<p>
Interfaces are a distinctive feature of Go.  An interface is implemented by a
type if the type implements all the methods declared in the interface.
This means
that a type may implement an arbitrary number of different interfaces.
There is no type hierarchy; things can be much more <i>ad hoc</i>,
as we saw with <code>rot13</code>.  The type <code>file.File</code> implements <code>reader</code>; it could also
implement a <code>writer</code>, or any other interface built from its methods that
fits the current situation. Consider the <i>empty interface</i>
<p>
<pre>
    type Empty interface {}
</pre>
<p>
<i>Every</i> type implements the empty interface, which makes it
useful for things like containers.
<p>
<h2>Sorting</h2>
<p>
Interfaces provide a simple form of polymorphism.  They completely
separate the definition of what an object does from how it does it, allowing
distinct implementations to be represented at different times by the
same interface variable.
<p>
As an example, consider this simple sort algorithm taken from <code>progs/sort.go</code>:
<p>
<pre> <!-- progs/sort.go /func.Sort/ /^}/ -->
13    func Sort(data Interface) {
14        for i := 1; i &lt; data.Len(); i++ {
15            for j := i; j &gt; 0 &amp;&amp; data.Less(j, j-1); j-- {
16                data.Swap(j, j-1)
17            }
18        }
19    }
</pre>
<p>
The code needs only three methods, which we wrap into sort's <code>Interface</code>:
<p>
<pre> <!-- progs/sort.go /interface/ /^}/ -->
07    type Interface interface {
08        Len() int
09        Less(i, j int) bool
10        Swap(i, j int)
11    }
</pre>
<p>
We can apply <code>Sort</code> to any type that implements <code>Len</code>, <code>Less</code>, and <code>Swap</code>.
The <code>sort</code> package includes the necessary methods to allow sorting of
arrays of integers, strings, etc.; here's the code for arrays of <code>int</code>
<p>
<pre> <!-- progs/sort.go /type.*IntArray/ /Swap/ -->
33    type IntArray []int
<p>
35    func (p IntArray) Len() int            { return len(p) }
36    func (p IntArray) Less(i, j int) bool  { return p[i] &lt; p[j] }
37    func (p IntArray) Swap(i, j int)       { p[i], p[j] = p[j], p[i] }
</pre>
<p>
Here we see methods defined for non-<code>struct</code> types.  You can define methods
for any type you define and name in your package.
<p>
And now a routine to test it out, from <code>progs/sortmain.go</code>.  This
uses a function in the <code>sort</code> package, omitted here for brevity,
to test that the result is sorted.
<p>
<pre> <!-- progs/sortmain.go /func.ints/ /^}/ -->
12    func ints() {
13        data := []int{74, 59, 238, -784, 9845, 959, 905, 0, 0, 42, 7586, -5467984, 7586}
14        a := sort.IntArray(data)
15        sort.Sort(a)
16        if !sort.IsSorted(a) {
17            panic()
18        }
19    }
</pre>
<p>
If we have a new type we want to be able to sort, all we need to do is
to implement the three methods for that type, like this:
<p>
<pre> <!-- progs/sortmain.go /type.day/ /Swap/ -->
30    type day struct {
31        num        int
32        shortName  string
33        longName   string
34    }
<p>
36    type dayArray struct {
37        data []*day
38    }
<p>
40    func (p *dayArray) Len() int            { return len(p.data) }
41    func (p *dayArray) Less(i, j int) bool  { return p.data[i].num &lt; p.data[j].num }
42    func (p *dayArray) Swap(i, j int)       { p.data[i], p.data[j] = p.data[j], p.data[i] }
</pre>
<p>
<p>
<h2>Printing</h2>
<p>
The examples of formatted printing so far have been modest.  In this section
we'll talk about how formatted I/O can be done well in Go.
<p>
We've seen simple uses of the package <code>fmt</code>, which
implements <code>Printf</code>, <code>Fprintf</code>, and so on.
Within the <code>fmt</code> package, <code>Printf</code> is declared with this signature:
<p>
<pre>
    Printf(format string, v ...) (n int, errno os.Error)
</pre>
<p>
That <code>...</code> represents the variadic argument list that in C would
be handled using the <code>stdarg.h</code> macros but in Go is passed using
an empty interface variable (<code>interface {}</code>) and then unpacked
using the reflection library.  It's off topic here but the use of
reflection helps explain some of the nice properties of Go's <code>Printf</code>,
due to the ability of <code>Printf</code> to discover the type of its arguments
dynamically.
<p>
For example, in C each format must correspond to the type of its
argument.  It's easier in many cases in Go.  Instead of <code>%llud</code> you
can just say <code>%d</code>; <code>Printf</code> knows the size and signedness of the
integer and can do the right thing for you.  The snippet
<p>
<pre> <!-- progs/print.go NR==10 NR==11 -->
10        var u64 uint64 = 1&lt;&lt;64-1
11        fmt.Printf(&quot;%d %d\n&quot;, u64, int64(u64))
</pre>
<p>
prints
<p>
<pre>
    18446744073709551615 -1
</pre>
<p>
In fact, if you're lazy the format <code>%v</code> will print, in a simple
appropriate style, any value, even an array or structure.  The output of
<p>
<pre> <!-- progs/print.go NR==14 NR==20 -->
14        type T struct {
15            a int
16            b string
17        }
18        t := T{77, &quot;Sunset Strip&quot;}
19        a := []int{1, 2, 3, 4}
20        fmt.Printf(&quot;%v %v %v\n&quot;, u64, t, a)
</pre>
<p>
is
<p>
<pre>
    18446744073709551615 {77 Sunset Strip} [1 2 3 4]
</pre>
<p>
You can drop the formatting altogether if you use <code>Print</code> or <code>Println</code>
instead of <code>Printf</code>.  Those routines do fully automatic formatting.
The <code>Print</code> function just prints its elements out using the equivalent
of <code>%v</code> while <code>Println</code> inserts spaces between arguments
and adds a newline.  The output of each of these two lines is identical
to that of the <code>Printf</code> call above.
<p>
<pre> <!-- progs/print.go NR==21 NR==22 -->
21        fmt.Print(u64, &quot; &quot;, t, &quot; &quot;, a, &quot;\n&quot;)
22        fmt.Println(u64, t, a)
</pre>
<p>
If you have your own type you'd like <code>Printf</code> or <code>Print</code> to format,
just give it a <code>String()</code> method that returns a string.  The print
routines will examine the value to inquire whether it implements
the method and if so, use it rather than some other formatting.
Here's a simple example.
<p>
<pre> <!-- progs/print_string.go NR==9 END -->
09    type testType struct {
10        a int
11        b string
12    }
<p>
14    func (t *testType) String() string {
15        return fmt.Sprint(t.a) + &quot; &quot; + t.b
16    }
<p>
18    func main() {
19        t := &amp;testType{77, &quot;Sunset Strip&quot;}
20        fmt.Println(t)
21    }
</pre>
<p>
Since <code>*testType</code> has a <code>String()</code> method, the
default formatter for that type will use it and produce the output
<p>
<pre>
    77 Sunset Strip
</pre>
<p>
Observe that the <code>String()</code> method calls <code>Sprint</code> (the obvious Go
variant that returns a string) to do its formatting; special formatters
can use the <code>fmt</code> library recursively.
<p>
Another feature of <code>Printf</code> is that the format <code>%T</code> will print a string
representation of the type of a value, which can be handy when debugging
polymorphic code.
<p>
It's possible to write full custom print formats with flags and precisions
and such, but that's getting a little off the main thread so we'll leave it
as an exploration exercise.
<p>
You might ask, though, how <code>Printf</code> can tell whether a type implements
the <code>String()</code> method.  Actually what it does is ask if the value can
be converted to an interface variable that implements the method.
Schematically, given a value <code>v</code>, it does this:
<p>
<p>
<pre>
    type Stringer interface {
        String() string
    }
</pre>
<p>
<pre>
    s, ok := v.(Stringer);  // Test whether v implements "String()"
    if ok {
        result = s.String()
    } else {
        result = defaultOutput(v)
    }
</pre>
<p>
The code uses a ``type assertion'' (<code>v.(Stringer)</code>) to test if the value stored in
<code>v</code> satisfies the <code>Stringer</code> interface; if it does, <code>s</code>
will become an interface variable implementing the method and <code>ok</code> will
be <code>true</code>.  We then use the interface variable to call the method.
(The ''comma, ok'' pattern is a Go idiom used to test the success of
operations such as type conversion, map update, communications, and so on,
although this is the only appearance in this tutorial.)
If the value does not satisfy the interface, <code>ok</code> will be false.
<p>
In this snippet the name <code>Stringer</code> follows the convention that we add ''[e]r''
to interfaces describing simple method sets like this.
<p>
One last wrinkle.  To complete the suite, besides <code>Printf</code> etc. and <code>Sprintf</code>
etc., there are also <code>Fprintf</code> etc.  Unlike in C, <code>Fprintf</code>'s first argument is
not a file.  Instead, it is a variable of type <code>io.Writer</code>, which is an
interface type defined in the <code>io</code> library:
<p>
<pre>
    type Writer interface {
        Write(p []byte) (n int, err os.Error);
    }
</pre>
<p>
(This interface is another conventional name, this time for <code>Write</code>; there are also
<code>io.Reader</code>, <code>io.ReadWriter</code>, and so on.)
Thus you can call <code>Fprintf</code> on any type that implements a standard <code>Write()</code>
method, not just files but also network channels, buffers, whatever
you want.
<p>
<h2>Prime numbers</h2>
<p>
Now we come to processes and communication&mdash;concurrent programming.
It's a big subject so to be brief we assume some familiarity with the topic.
<p>
A classic program in the style is a prime sieve.
(The sieve of Eratosthenes is computationally more efficient than
the algorithm presented here, but we are more interested in concurrency than
algorithmics at the moment.)
It works by taking a stream of all the natural numbers and introducing
a sequence of filters, one for each prime, to winnow the multiples of
that prime.  At each step we have a sequence of filters of the primes
so far, and the next number to pop out is the next prime, which triggers
the creation of the next filter in the chain.
<p>
Here's a flow diagram; each box represents a filter element whose
creation is triggered by the first number that flowed from the
elements before it.
<p>
<br>
<p>
&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;<img src='sieve.gif'>
<p>
<br>
<p>
To create a stream of integers, we use a Go <i>channel</i>, which,
borrowing from CSP's descendants, represents a communications
channel that can connect two concurrent computations.
In Go, channel variables are references to a run-time object that
coordinates the communication; as with maps and slices, use
<code>make</code> to create a new channel.
<p>
Here is the first function in <code>progs/sieve.go</code>:
<p>
<pre> <!-- progs/sieve.go /Send/ /^}/ -->
09    // Send the sequence 2, 3, 4, ... to channel 'ch'.
10    func generate(ch chan int) {
11        for i := 2; ; i++ {
12            ch &lt;- i  // Send 'i' to channel 'ch'.
13        }
14    }
</pre>
<p>
The <code>generate</code> function sends the sequence 2, 3, 4, 5, ... to its
argument channel, <code>ch</code>, using the binary communications operator <code>&lt;-</code>.
Channel operations block, so if there's no recipient for the value on <code>ch</code>,
the send operation will wait until one becomes available.
<p>
The <code>filter</code> function has three arguments: an input channel, an output
channel, and a prime number.  It copies values from the input to the
output, discarding anything divisible by the prime.  The unary communications
operator <code>&lt;-</code> (receive) retrieves the next value on the channel.
<p>
<pre> <!-- progs/sieve.go /Copy.the/ /^}/ -->
16    // Copy the values from channel 'in' to channel 'out',
17    // removing those divisible by 'prime'.
18    func filter(in, out chan int, prime int) {
19        for {
20            i := &lt;-in  // Receive value of new variable 'i' from 'in'.
21            if i % prime != 0 {
22                out &lt;- i  // Send 'i' to channel 'out'.
23            }
24        }
25    }
</pre>
<p>
The generator and filters execute concurrently.  Go has
its own model of process/threads/light-weight processes/coroutines,
so to avoid notational confusion we call concurrently executing
computations in Go <i>goroutines</i>.  To start a goroutine,
invoke the function, prefixing the call with the keyword <code>go</code>;
this starts the function running in parallel with the current
computation but in the same address space:
<p>
<pre>
    go sum(hugeArray); // calculate sum in the background
</pre>
<p>
If you want to know when the calculation is done, pass a channel
on which it can report back:
<p>
<pre>
    ch := make(chan int);
    go sum(hugeArray, ch);
    // ... do something else for a while
    result := &lt;-ch;  // wait for, and retrieve, result
</pre>
<p>
Back to our prime sieve.  Here's how the sieve pipeline is stitched
together:
<p>
<pre> <!-- progs/sieve.go /func.main/ /^}/ -->
28    func main() {
29        ch := make(chan int)  // Create a new channel.
30        go generate(ch)  // Start generate() as a goroutine.
31        for {
32            prime := &lt;-ch
33            fmt.Println(prime)
34            ch1 := make(chan int)
35            go filter(ch, ch1, prime)
36            ch = ch1
37        }
38    }
</pre>
<p>
Line 29 creates the initial channel to pass to <code>generate</code>, which it
then starts up.  As each prime pops out of the channel, a new <code>filter</code>
is added to the pipeline and <i>its</i> output becomes the new value
of <code>ch</code>.
<p>
The sieve program can be tweaked to use a pattern common
in this style of programming.  Here is a variant version
of <code>generate</code>, from <code>progs/sieve1.go</code>:
<p>
<pre> <!-- progs/sieve1.go /func.generate/ /^}/ -->
10    func generate() chan int {
11        ch := make(chan int)
12        go func(){
13            for i := 2; ; i++ {
14                ch &lt;- i
15            }
16        }()
17        return ch
18    }
</pre>
<p>
This version does all the setup internally. It creates the output
channel, launches a goroutine running a function literal, and
returns the channel to the caller.  It is a factory for concurrent
execution, starting the goroutine and returning its connection.
<p>
The function literal notation (lines 12-16) allows us to construct an
anonymous function and invoke it on the spot. Notice that the local
variable <code>ch</code> is available to the function literal and lives on even
after <code>generate</code> returns.
<p>
The same change can be made to <code>filter</code>:
<p>
<pre> <!-- progs/sieve1.go /func.filter/ /^}/ -->
21    func filter(in chan int, prime int) chan int {
22        out := make(chan int)
23        go func() {
24            for {
25                if i := &lt;-in; i % prime != 0 {
26                    out &lt;- i
27                }
28            }
29        }()
30        return out
31    }
</pre>
<p>
The <code>sieve</code> function's main loop becomes simpler and clearer as a
result, and while we're at it let's turn it into a factory too:
<p>
<pre> <!-- progs/sieve1.go /func.sieve/ /^}/ -->
33    func sieve() chan int {
34        out := make(chan int)
35        go func() {
36            ch := generate()
37            for {
38                prime := &lt;-ch
39                out &lt;- prime
40                ch = filter(ch, prime)
41            }
42        }()
43        return out
44    }
</pre>
<p>
Now <code>main</code>'s interface to the prime sieve is a channel of primes:
<p>
<pre> <!-- progs/sieve1.go /func.main/ /^}/ -->
46    func main() {
47        primes := sieve()
48        for {
49            fmt.Println(&lt;-primes)
50        }
51    }
</pre>
<p>
<h2>Multiplexing</h2>
<p>
With channels, it's possible to serve multiple independent client goroutines without
writing an explicit multiplexer.  The trick is to send the server a channel in the message,
which it will then use to reply to the original sender.
A realistic client-server program is a lot of code, so here is a very simple substitute
to illustrate the idea.  It starts by defining a <code>request</code> type, which embeds a channel
that will be used for the reply.
<p>
<pre> <!-- progs/server.go /type.request/ /^}/ -->
09    type request struct {
10        a, b    int
11        replyc  chan int
12    }
</pre>
<p>
The server will be trivial: it will do simple binary operations on integers.  Here's the
code that invokes the operation and responds to the request:
<p>
<pre> <!-- progs/server.go /type.binOp/ /^}/ -->
14    type binOp func(a, b int) int
<p>
16    func run(op binOp, req *request) {
17        reply := op(req.a, req.b)
18        req.replyc &lt;- reply
19    }
</pre>
<p>
Line 14 defines the name <code>binOp</code> to be a function taking two integers and
returning a third.
<p>
The <code>server</code> routine loops forever, receiving requests and, to avoid blocking due to
a long-running operation, starting a goroutine to do the actual work.
<p>
<pre> <!-- progs/server.go /func.server/ /^}/ -->
21    func server(op binOp, service chan *request) {
22        for {
23            req := &lt;-service
24            go run(op, req)  // don't wait for it
25        }
26    }
</pre>
<p>
We construct a server in a familiar way, starting it and returning a channel
connected to it:
<p>
<pre> <!-- progs/server.go /func.startServer/ /^}/ -->
28    func startServer(op binOp) chan *request {
29        req := make(chan *request)
30        go server(op, req)
31        return req
32    }
</pre>
<p>
Here's a simple test.  It starts a server with an addition operator and sends out
<code>N</code> requests without waiting for the replies.  Only after all the requests are sent
does it check the results.
<p>
<pre> <!-- progs/server.go /func.main/ /^}/ -->
34    func main() {
35        adder := startServer(func(a, b int) int { return a + b })
36        const N = 100
37        var reqs [N]request
38        for i := 0; i &lt; N; i++ {
39            req := &amp;reqs[i]
40            req.a = i
41            req.b = i + N
42            req.replyc = make(chan int)
43            adder &lt;- req
44        }
45        for i := N-1; i &gt;= 0; i-- {   // doesn't matter what order
46            if &lt;-reqs[i].replyc != N + 2*i {
47                fmt.Println(&quot;fail at&quot;, i)
48            }
49        }
50        fmt.Println(&quot;done&quot;)
51    }
</pre>
<p>
One annoyance with this program is that it doesn't shut down the server cleanly; when <code>main</code> returns
there are a number of lingering goroutines blocked on communication.  To solve this,
we can provide a second, <code>quit</code> channel to the server:
<p>
<pre> <!-- progs/server1.go /func.startServer/ /^}/ -->
32    func startServer(op binOp) (service chan *request, quit chan bool) {
33        service = make(chan *request)
34        quit = make(chan bool)
35        go server(op, service, quit)
36        return service, quit
37    }
</pre>
<p>
It passes the quit channel to the <code>server</code> function, which uses it like this:
<p>
<pre> <!-- progs/server1.go /func.server/ /^}/ -->
21    func server(op binOp, service chan *request, quit chan bool) {
22        for {
23            select {
24            case req := &lt;-service:
25                go run(op, req)  // don't wait for it
26            case &lt;-quit:
27                return
28            }
29        }
30    }
</pre>
<p>
Inside <code>server</code>, the <code>select</code> statement chooses which of the multiple communications
listed by its cases can proceed.  If all are blocked, it waits until one can proceed; if
multiple can proceed, it chooses one at random.  In this instance, the <code>select</code> allows
the server to honor requests until it receives a quit message, at which point it
returns, terminating its execution.
<p>
<p>
All that's left is to strobe the <code>quit</code> channel
at the end of main:
<p>
<pre> <!-- progs/server1.go /adder,.quit/ -->
40        adder, quit := startServer(func(a, b int) int { return a + b })
</pre>
...
<pre> <!-- progs/server1.go /quit....true/ -->
55        quit &lt;- true
</pre>
<p>
There's a lot more to Go programming and concurrent programming in general but this
quick tour should give you some of the basics.