diff 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
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--- /dev/null	Thu Jan 01 00:00:00 1970 +0000
+++ b/testdata/scripts/evaluate_lab.yeti	Wed Jul 23 17:51:58 2014 +0100
@@ -0,0 +1,70 @@
+
+// Take two lab files of the form
+//
+// onset offset frequency
+//
+// and report their onset-only note-level accuracy F-measure.
+
+program evaluate_lab;
+
+usage () =
+   (eprintln "\nUsage: evaluate_lab reqd reference.lab transcribed.lab\n";
+    eprintln "where reqd is the number of milliseconds allowed for timing error (+/-)\n");
+
+toMIDIPitch f = 
+    round (12 * (Math#log(f / 220) / Math#log(2)) + 57);
+
+suck f =
+   (str = openInFile f "UTF-8"; // better to use readFile here, oh well
+    d = map do line:
+        case list (strSplit "\t" line) of
+        onset::offset::frequency::_:
+            { onset = number onset, midi = toMIDIPitch (number frequency) };
+        _:
+            failWith "badly formed line: \(line)";
+        esac;
+    done (str.lines ());
+    str.close ();
+    d);
+
+select f = fold do r x: if f x then x::r else r fi done [];
+
+evaluate permitted ref trans =
+   (reference = suck ref;
+    transcribed = suck trans;
+    accurate = 
+        select do here :
+            any do other:
+                here.midi == other.midi and
+                    abs (here.onset - other.onset) < permitted
+            done reference
+        done transcribed;
+    {
+        ntot = length transcribed,
+        nref = length reference,
+        ncorr = length accurate,
+    });
+
+pc n =
+    int (n * 1000) / 10;
+
+report { ntot, nref, ncorr } =
+   (nfp = ntot - ncorr;
+    nfn = nref - ncorr;
+    if nref == 0 then
+        println "ERROR: no events in reference!"
+    elif ntot == 0 then
+        println "WARNING: no events transcribed!"
+    else
+        rec = ncorr / nref;
+        pre = ncorr / ntot;
+        f = if pre + rec == 0 then 0 else 2 * ((pre * rec) / (pre + rec)) fi;
+        acc = ncorr / (ncorr + nfp + nfn);
+        println "precision \(pc pre), recall \(pc rec), accuracy \(pc acc), F \(pc f)";
+    fi);
+
+case (list _argv) of
+reqd::ref::trans::[]: report (evaluate (number reqd / 1000) ref trans);
+_: usage ();
+esac;
+