comparison testdata/scripts/evaluate_lab.yeti @ 267:a8c05709e486

Merge from branch "norm"
author Chris Cannam
date Wed, 23 Jul 2014 17:51:58 +0100
parents 7cb021e40732
children
comparison
equal deleted inserted replaced
250:ec296f783a6f 267:a8c05709e486
1
2 // Take two lab files of the form
3 //
4 // onset offset frequency
5 //
6 // and report their onset-only note-level accuracy F-measure.
7
8 program evaluate_lab;
9
10 usage () =
11 (eprintln "\nUsage: evaluate_lab reqd reference.lab transcribed.lab\n";
12 eprintln "where reqd is the number of milliseconds allowed for timing error (+/-)\n");
13
14 toMIDIPitch f =
15 round (12 * (Math#log(f / 220) / Math#log(2)) + 57);
16
17 suck f =
18 (str = openInFile f "UTF-8"; // better to use readFile here, oh well
19 d = map do line:
20 case list (strSplit "\t" line) of
21 onset::offset::frequency::_:
22 { onset = number onset, midi = toMIDIPitch (number frequency) };
23 _:
24 failWith "badly formed line: \(line)";
25 esac;
26 done (str.lines ());
27 str.close ();
28 d);
29
30 select f = fold do r x: if f x then x::r else r fi done [];
31
32 evaluate permitted ref trans =
33 (reference = suck ref;
34 transcribed = suck trans;
35 accurate =
36 select do here :
37 any do other:
38 here.midi == other.midi and
39 abs (here.onset - other.onset) < permitted
40 done reference
41 done transcribed;
42 {
43 ntot = length transcribed,
44 nref = length reference,
45 ncorr = length accurate,
46 });
47
48 pc n =
49 int (n * 1000) / 10;
50
51 report { ntot, nref, ncorr } =
52 (nfp = ntot - ncorr;
53 nfn = nref - ncorr;
54 if nref == 0 then
55 println "ERROR: no events in reference!"
56 elif ntot == 0 then
57 println "WARNING: no events transcribed!"
58 else
59 rec = ncorr / nref;
60 pre = ncorr / ntot;
61 f = if pre + rec == 0 then 0 else 2 * ((pre * rec) / (pre + rec)) fi;
62 acc = ncorr / (ncorr + nfp + nfn);
63 println "precision \(pc pre), recall \(pc rec), accuracy \(pc acc), F \(pc f)";
64 fi);
65
66 case (list _argv) of
67 reqd::ref::trans::[]: report (evaluate (number reqd / 1000) ref trans);
68 _: usage ();
69 esac;
70