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<title>14.1 audioop -- Manipulate raw audio data</title>
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<H1><A NAME="SECTION0016100000000000000000">
14.1 <tt class="module">audioop</tt> --
         Manipulate raw audio data</A>
</H1>

<P>
<A NAME="module-audioop"></A>

<P>
The <tt class="module">audioop</tt> module contains some useful operations on sound
fragments.  It operates on sound fragments consisting of signed
integer samples 8, 16 or 32 bits wide, stored in Python strings.  This
is the same format as used by the <tt class="module"><a href="module-al.html">al</a></tt> and <tt class="module"><a href="module-sunaudiodev.html">sunaudiodev</a></tt>
modules.  All scalar items are integers, unless specified otherwise.

<P>
This module provides support for u-LAW and Intel/DVI ADPCM encodings.
<a id='l2h-4620' xml:id='l2h-4620'></a>

<P>
A few of the more complicated operations only take 16-bit samples,
otherwise the sample size (in bytes) is always a parameter of the
operation.

<P>
The module defines the following variables and functions:

<P>
<dl><dt><b><span class="typelabel">exception</span>&nbsp;<tt id='l2h-4594' xml:id='l2h-4594' class="exception">error</tt></b></dt>
<dd>
This exception is raised on all errors, such as unknown number of bytes
per sample, etc.
</dd></dl>

<P>
<dl><dt><table cellpadding="0" cellspacing="0"><tr valign="baseline">
  <td><nobr><b><tt id='l2h-4595' xml:id='l2h-4595' class="function">add</tt></b>(</nobr></td>
  <td><var>fragment1, fragment2, width</var>)</td></tr></table></dt>
<dd>
Return a fragment which is the addition of the two samples passed as
parameters.  <var>width</var> is the sample width in bytes, either
<code>1</code>, <code>2</code> or <code>4</code>.  Both fragments should have the same
length.
</dl>

<P>
<dl><dt><table cellpadding="0" cellspacing="0"><tr valign="baseline">
  <td><nobr><b><tt id='l2h-4596' xml:id='l2h-4596' class="function">adpcm2lin</tt></b>(</nobr></td>
  <td><var>adpcmfragment, width, state</var>)</td></tr></table></dt>
<dd>
Decode an Intel/DVI ADPCM coded fragment to a linear fragment.  See
the description of <tt class="function">lin2adpcm()</tt> for details on ADPCM coding.
Return a tuple <code>(<var>sample</var>, <var>newstate</var>)</code> where the sample
has the width specified in <var>width</var>.
</dl>

<P>
<dl><dt><table cellpadding="0" cellspacing="0"><tr valign="baseline">
  <td><nobr><b><tt id='l2h-4597' xml:id='l2h-4597' class="function">adpcm32lin</tt></b>(</nobr></td>
  <td><var>adpcmfragment, width, state</var>)</td></tr></table></dt>
<dd>
Decode an alternative 3-bit ADPCM code.  See <tt class="function">lin2adpcm3()</tt>
for details.
</dl>

<P>
<dl><dt><table cellpadding="0" cellspacing="0"><tr valign="baseline">
  <td><nobr><b><tt id='l2h-4598' xml:id='l2h-4598' class="function">avg</tt></b>(</nobr></td>
  <td><var>fragment, width</var>)</td></tr></table></dt>
<dd>
Return the average over all samples in the fragment.
</dl>

<P>
<dl><dt><table cellpadding="0" cellspacing="0"><tr valign="baseline">
  <td><nobr><b><tt id='l2h-4599' xml:id='l2h-4599' class="function">avgpp</tt></b>(</nobr></td>
  <td><var>fragment, width</var>)</td></tr></table></dt>
<dd>
Return the average peak-peak value over all samples in the fragment.
No filtering is done, so the usefulness of this routine is
questionable.
</dl>

<P>
<dl><dt><table cellpadding="0" cellspacing="0"><tr valign="baseline">
  <td><nobr><b><tt id='l2h-4600' xml:id='l2h-4600' class="function">bias</tt></b>(</nobr></td>
  <td><var>fragment, width, bias</var>)</td></tr></table></dt>
<dd>
Return a fragment that is the original fragment with a bias added to
each sample.
</dl>

<P>
<dl><dt><table cellpadding="0" cellspacing="0"><tr valign="baseline">
  <td><nobr><b><tt id='l2h-4601' xml:id='l2h-4601' class="function">cross</tt></b>(</nobr></td>
  <td><var>fragment, width</var>)</td></tr></table></dt>
<dd>
Return the number of zero crossings in the fragment passed as an
argument.
</dl>

<P>
<dl><dt><table cellpadding="0" cellspacing="0"><tr valign="baseline">
  <td><nobr><b><tt id='l2h-4602' xml:id='l2h-4602' class="function">findfactor</tt></b>(</nobr></td>
  <td><var>fragment, reference</var>)</td></tr></table></dt>
<dd>
Return a factor <var>F</var> such that
<code>rms(add(<var>fragment</var>, mul(<var>reference</var>, -<var>F</var>)))</code> is
minimal, i.e., return the factor with which you should multiply
<var>reference</var> to make it match as well as possible to
<var>fragment</var>.  The fragments should both contain 2-byte samples.

<P>
The time taken by this routine is proportional to
<code>len(<var>fragment</var>)</code>.
</dl>

<P>
<dl><dt><table cellpadding="0" cellspacing="0"><tr valign="baseline">
  <td><nobr><b><tt id='l2h-4603' xml:id='l2h-4603' class="function">findfit</tt></b>(</nobr></td>
  <td><var>fragment, reference</var>)</td></tr></table></dt>
<dd>
Try to match <var>reference</var> as well as possible to a portion of
<var>fragment</var> (which should be the longer fragment).  This is
(conceptually) done by taking slices out of <var>fragment</var>, using
<tt class="function">findfactor()</tt> to compute the best match, and minimizing the
result.  The fragments should both contain 2-byte samples.  Return a
tuple <code>(<var>offset</var>, <var>factor</var>)</code> where <var>offset</var> is the
(integer) offset into <var>fragment</var> where the optimal match started
and <var>factor</var> is the (floating-point) factor as per
<tt class="function">findfactor()</tt>.
</dl>

<P>
<dl><dt><table cellpadding="0" cellspacing="0"><tr valign="baseline">
  <td><nobr><b><tt id='l2h-4604' xml:id='l2h-4604' class="function">findmax</tt></b>(</nobr></td>
  <td><var>fragment, length</var>)</td></tr></table></dt>
<dd>
Search <var>fragment</var> for a slice of length <var>length</var> samples (not
bytes!) with maximum energy, i.e., return <var>i</var> for which
<code>rms(fragment[i*2:(i+length)*2])</code> is maximal.  The fragments
should both contain 2-byte samples.

<P>
The routine takes time proportional to <code>len(<var>fragment</var>)</code>.
</dl>

<P>
<dl><dt><table cellpadding="0" cellspacing="0"><tr valign="baseline">
  <td><nobr><b><tt id='l2h-4605' xml:id='l2h-4605' class="function">getsample</tt></b>(</nobr></td>
  <td><var>fragment, width, index</var>)</td></tr></table></dt>
<dd>
Return the value of sample <var>index</var> from the fragment.
</dl>

<P>
<dl><dt><table cellpadding="0" cellspacing="0"><tr valign="baseline">
  <td><nobr><b><tt id='l2h-4606' xml:id='l2h-4606' class="function">lin2lin</tt></b>(</nobr></td>
  <td><var>fragment, width, newwidth</var>)</td></tr></table></dt>
<dd>
Convert samples between 1-, 2- and 4-byte formats.
</dl>

<P>
<dl><dt><table cellpadding="0" cellspacing="0"><tr valign="baseline">
  <td><nobr><b><tt id='l2h-4607' xml:id='l2h-4607' class="function">lin2adpcm</tt></b>(</nobr></td>
  <td><var>fragment, width, state</var>)</td></tr></table></dt>
<dd>
Convert samples to 4 bit Intel/DVI ADPCM encoding.  ADPCM coding is an
adaptive coding scheme, whereby each 4 bit number is the difference
between one sample and the next, divided by a (varying) step.  The
Intel/DVI ADPCM algorithm has been selected for use by the IMA, so it
may well become a standard.

<P>
<var>state</var> is a tuple containing the state of the coder.  The coder
returns a tuple <code>(<var>adpcmfrag</var>, <var>newstate</var>)</code>, and the
<var>newstate</var> should be passed to the next call of
<tt class="function">lin2adpcm()</tt>.  In the initial call, <code>None</code> can be
passed as the state.  <var>adpcmfrag</var> is the ADPCM coded fragment
packed 2 4-bit values per byte.
</dl>

<P>
<dl><dt><table cellpadding="0" cellspacing="0"><tr valign="baseline">
  <td><nobr><b><tt id='l2h-4608' xml:id='l2h-4608' class="function">lin2adpcm3</tt></b>(</nobr></td>
  <td><var>fragment, width, state</var>)</td></tr></table></dt>
<dd>
This is an alternative ADPCM coder that uses only 3 bits per sample.
It is not compatible with the Intel/DVI ADPCM coder and its output is
not packed (due to laziness on the side of the author).  Its use is
discouraged.
</dl>

<P>
<dl><dt><table cellpadding="0" cellspacing="0"><tr valign="baseline">
  <td><nobr><b><tt id='l2h-4609' xml:id='l2h-4609' class="function">lin2ulaw</tt></b>(</nobr></td>
  <td><var>fragment, width</var>)</td></tr></table></dt>
<dd>
Convert samples in the audio fragment to u-LAW encoding and return
this as a Python string.  u-LAW is an audio encoding format whereby
you get a dynamic range of about 14 bits using only 8 bit samples.  It
is used by the Sun audio hardware, among others.
</dl>

<P>
<dl><dt><table cellpadding="0" cellspacing="0"><tr valign="baseline">
  <td><nobr><b><tt id='l2h-4610' xml:id='l2h-4610' class="function">minmax</tt></b>(</nobr></td>
  <td><var>fragment, width</var>)</td></tr></table></dt>
<dd>
Return a tuple consisting of the minimum and maximum values of all
samples in the sound fragment.
</dl>

<P>
<dl><dt><table cellpadding="0" cellspacing="0"><tr valign="baseline">
  <td><nobr><b><tt id='l2h-4611' xml:id='l2h-4611' class="function">max</tt></b>(</nobr></td>
  <td><var>fragment, width</var>)</td></tr></table></dt>
<dd>
Return the maximum of the <em>absolute value</em> of all samples in a
fragment.
</dl>

<P>
<dl><dt><table cellpadding="0" cellspacing="0"><tr valign="baseline">
  <td><nobr><b><tt id='l2h-4612' xml:id='l2h-4612' class="function">maxpp</tt></b>(</nobr></td>
  <td><var>fragment, width</var>)</td></tr></table></dt>
<dd>
Return the maximum peak-peak value in the sound fragment.
</dl>

<P>
<dl><dt><table cellpadding="0" cellspacing="0"><tr valign="baseline">
  <td><nobr><b><tt id='l2h-4613' xml:id='l2h-4613' class="function">mul</tt></b>(</nobr></td>
  <td><var>fragment, width, factor</var>)</td></tr></table></dt>
<dd>
Return a fragment that has all samples in the original fragment
multiplied by the floating-point value <var>factor</var>.  Overflow is
silently ignored.
</dl>

<P>
<dl><dt><table cellpadding="0" cellspacing="0"><tr valign="baseline">
  <td><nobr><b><tt id='l2h-4614' xml:id='l2h-4614' class="function">ratecv</tt></b>(</nobr></td>
  <td><var>fragment, width, nchannels, inrate, outrate,
                         state</var><big>[</big><var>, weightA</var><big>[</big><var>, weightB</var><big>]</big><var></var><big>]</big><var></var>)</td></tr></table></dt>
<dd>
Convert the frame rate of the input fragment.

<P>
<var>state</var> is a tuple containing the state of the converter.  The
converter returns a tuple <code>(<var>newfragment</var>, <var>newstate</var>)</code>,
and <var>newstate</var> should be passed to the next call of
<tt class="function">ratecv()</tt>.  The initial call should pass <code>None</code>
as the state.

<P>
The <var>weightA</var> and <var>weightB</var> arguments are parameters for a
simple digital filter and default to <code>1</code> and <code>0</code> respectively.
</dl>

<P>
<dl><dt><table cellpadding="0" cellspacing="0"><tr valign="baseline">
  <td><nobr><b><tt id='l2h-4615' xml:id='l2h-4615' class="function">reverse</tt></b>(</nobr></td>
  <td><var>fragment, width</var>)</td></tr></table></dt>
<dd>
Reverse the samples in a fragment and returns the modified fragment.
</dl>

<P>
<dl><dt><table cellpadding="0" cellspacing="0"><tr valign="baseline">
  <td><nobr><b><tt id='l2h-4616' xml:id='l2h-4616' class="function">rms</tt></b>(</nobr></td>
  <td><var>fragment, width</var>)</td></tr></table></dt>
<dd>
Return the root-mean-square of the fragment, i.e.
<BR><P></P>
<DIV ALIGN="CENTER" CLASS="mathdisplay">
<!-- MATH
 \begin{displaymath}
\catcode`_=8
\sqrt{\frac{\sum{{S_{i}}^{2}}}{n}}
\end{displaymath}
 -->

<IMG
 WIDTH="61" HEIGHT="55" BORDER="0"
 SRC="img3.png"
 ALT="\begin{displaymath}
\catcode\lq _=8
\sqrt{\frac{\sum{{S_{i}}^{2}}}{n}}
\end{displaymath}">
</DIV>
<BR CLEAR="ALL">
<P></P>
This is a measure of the power in an audio signal.
</dl>

<P>
<dl><dt><table cellpadding="0" cellspacing="0"><tr valign="baseline">
  <td><nobr><b><tt id='l2h-4617' xml:id='l2h-4617' class="function">tomono</tt></b>(</nobr></td>
  <td><var>fragment, width, lfactor, rfactor</var>)</td></tr></table></dt>
<dd> 
Convert a stereo fragment to a mono fragment.  The left channel is
multiplied by <var>lfactor</var> and the right channel by <var>rfactor</var>
before adding the two channels to give a mono signal.
</dl>

<P>
<dl><dt><table cellpadding="0" cellspacing="0"><tr valign="baseline">
  <td><nobr><b><tt id='l2h-4618' xml:id='l2h-4618' class="function">tostereo</tt></b>(</nobr></td>
  <td><var>fragment, width, lfactor, rfactor</var>)</td></tr></table></dt>
<dd>
Generate a stereo fragment from a mono fragment.  Each pair of samples
in the stereo fragment are computed from the mono sample, whereby left
channel samples are multiplied by <var>lfactor</var> and right channel
samples by <var>rfactor</var>.
</dl>

<P>
<dl><dt><table cellpadding="0" cellspacing="0"><tr valign="baseline">
  <td><nobr><b><tt id='l2h-4619' xml:id='l2h-4619' class="function">ulaw2lin</tt></b>(</nobr></td>
  <td><var>fragment, width</var>)</td></tr></table></dt>
<dd>
Convert sound fragments in u-LAW encoding to linearly encoded sound
fragments.  u-LAW encoding always uses 8 bits samples, so <var>width</var>
refers only to the sample width of the output fragment here.
</dl>

<P>
Note that operations such as <tt class="function">mul()</tt> or <tt class="function">max()</tt> make
no distinction between mono and stereo fragments, i.e. all samples
are treated equal.  If this is a problem the stereo fragment should be
split into two mono fragments first and recombined later.  Here is an
example of how to do that:

<P>
<div class="verbatim"><pre>
def mul_stereo(sample, width, lfactor, rfactor):
    lsample = audioop.tomono(sample, width, 1, 0)
    rsample = audioop.tomono(sample, width, 0, 1)
    lsample = audioop.mul(sample, width, lfactor)
    rsample = audioop.mul(sample, width, rfactor)
    lsample = audioop.tostereo(lsample, width, 1, 0)
    rsample = audioop.tostereo(rsample, width, 0, 1)
    return audioop.add(lsample, rsample, width)
</pre></div>

<P>
If you use the ADPCM coder to build network packets and you want your
protocol to be stateless (i.e. to be able to tolerate packet loss)
you should not only transmit the data but also the state.  Note that
you should send the <var>initial</var> state (the one you passed to
<tt class="function">lin2adpcm()</tt>) along to the decoder, not the final state (as
returned by the coder).  If you want to use <tt class="function">struct.struct()</tt>
to store the state in binary you can code the first element (the
predicted value) in 16 bits and the second (the delta index) in 8.

<P>
The ADPCM coders have never been tried against other ADPCM coders,
only against themselves.  It could well be that I misinterpreted the
standards in which case they will not be interoperable with the
respective standards.

<P>
The <tt class="function">find*()</tt> routines might look a bit funny at first sight.
They are primarily meant to do echo cancellation.  A reasonably
fast way to do this is to pick the most energetic piece of the output
sample, locate that in the input sample and subtract the whole output
sample from the input sample:

<P>
<div class="verbatim"><pre>
def echocancel(outputdata, inputdata):
    pos = audioop.findmax(outputdata, 800)    # one tenth second
    out_test = outputdata[pos*2:]
    in_test = inputdata[pos*2:]
    ipos, factor = audioop.findfit(in_test, out_test)
    # Optional (for better cancellation):
    # factor = audioop.findfactor(in_test[ipos*2:ipos*2+len(out_test)], 
    #              out_test)
    prefill = '\0'*(pos+ipos)*2
    postfill = '\0'*(len(inputdata)-len(prefill)-len(outputdata))
    outputdata = prefill + audioop.mul(outputdata,2,-factor) + postfill
    return audioop.add(inputdata, outputdata, 2)
</pre></div>

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