Commits

Owen Nelson  committed 942eaae

proof of concept handwriting recognition app

  • Participants
  • Parent commits 626743b

Comments (0)

Files changed (10)

File canvas-test.py

+import itertools
 import json
-from flask import Flask, request, render_template
+import os
+import string
+import uuid
+from flask import Flask, request, render_template, Response
 import zinnia
 
 
+HERE = os.path.abspath(os.path.dirname(__file__))
+
 app = Flask(__name__)
 recognizer = zinnia.Recognizer()
-recognizer.open('/usr/local/lib/zinnia/model/tomoe/handwriting-ja.model')
+recognizer.open(os.path.join(HERE, 'en.model'))
 
 
 @app.route('/')
-def front():
-    return render_template('index.html')
+def training():
+    # Note that ``:;)(`` need to be ommitted as
+    # they are hard-coded delimiters in the sexp
+    # implementation that we're feeding this data to.
+    json_data = json.dumps(
+        [c for c in itertools.chain(
+            string.letters,
+            string.digits,
+            '\'!-,."')]
+    )
+
+    return render_template('training.html', glyph_json=json_data)
+
+
+@app.route('/train', methods=['POST'])
+def record_training_data():
+    data = json.loads(request.data)
+
+    width = data['width']
+    height = data['height']
+    prefix = str(uuid.uuid4())
+
+    print "Outfile: %s" % prefix
+
+    with open(os.path.join(HERE, "%s.json" % prefix), 'w') as fh:
+        json.dump(data, fh)
+
+    with open(os.path.join(HERE, "%s.s" % prefix), 'w') as fh:
+        for char, strokes in data['strokes'].iteritems():
+            stroke_list = []
+            for stroke in strokes:
+                stroke_list.append("(%s)" % ' '.join(
+                    ("(%d %d)" % (x, y)) for (x, y) in stroke))
+            fh.write(
+                "(character (value %s)(width %d)(height %d)(strokes %s))\n" % (
+                    char, width, height, ' '.join(stroke_list)))
+    return ''
+
+
+@app.route('/test')
+def test_model():
+    return render_template('testing.html')
 
 
 @app.route('/read-curves', methods=['POST', 'GET'])
 def read_curves():
     curves = json.loads(request.form['curves'])
-    width = request.form['width']
-    height = request.form['height']
+    width = int(request.form['width'])
+    height = int(request.form['height'])
 
     char = zinnia.Character()
     char.set_height(height)
     char.set_height(width)
-    for (idx, x, y) in (
-            (idx, x, y)
-            for (idx, data) in enumerate(curves)
-            for (x, y) in data):
-        char.add(idx, x, y)
+
+    for (idx, curve) in enumerate(curves):
+        for (x, y) in curve:
+            char.add(idx, int(x), int(y))
 
     result = recognizer.classify(char, len(curves))
 
     if not result:
         return recognizer.what()
     else:
-        return repr([res for res in result])
-
-@app.errorhandler(500)
-def derp(error):
-    return repr(error)
+        res = [(result.value(i), result.score(i))
+               for i in xrange(result.size())]
+        print [r[0] for r in res]
+        return Response(
+            json.dumps(
+                res,
+                indent=2),
+            mimetype='application/json')
 
 
 if __name__ == '__main__':
-    app.run()
+    app.run(host='0.0.0.0', debug=True)

File en.model

Binary file added.

File en.model.txt

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File static/testing.js

+(function (globals, $) {
+  'use strict';
+
+  $(document).ready(function () {
+
+    var $canvas = $('canvas'),
+      timer = null;
+    $canvas.on('stroke-end', function () {
+      if (timer) {
+        window.clearTimeout(timer);
+      }
+      timer = window.setTimeout(function () {
+        $.post('/read-curves', {
+          curves: JSON.stringify(window.writingSurface.getStrokes()),
+          width: window.writingSurface.width,
+          height: window.writingSurface.height
+        }).error(function (resp){
+          $('#output').text(resp);
+        }).success(function (resp) {
+          var $ul = $('<ul></ul>');
+          for (var i = 0; i < resp.length; i++) {
+            var result = resp[i];
+            $ul.append([
+              '<li><strong>',
+              result[0],
+              '</strong>: (',
+              result[1],
+              ')</li>'].join(''));
+          }
+          $('#output').html($ul);
+        }).done(function (){
+          timer = null;
+          window.writingSurface.reset();
+        });
+      }, 1000);
+
+    });
+
+  });
+})(window, jQuery);

File static/training.js

+(function (globals, $) {
+  'use strict';
+
+  var trainingData = {};
+  var glyphs = globals.getGlyphs();
+
+  $(document).ready(function () {
+    var currentGlyph = glyphs[0];
+    $('#training-card').text(currentGlyph);
+
+    function storeStrokes () {
+      var strokes = globals.writingSurface.getStrokes();
+      if  (currentGlyph && strokes.length) {
+        trainingData[currentGlyph] = strokes;
+      }
+    }
+
+    function prevGlyph() {
+      if (glyphs.indexOf(currentGlyph) === 0) {
+        currentGlyph = glyphs[glyphs.length - 1];
+      } else {
+        currentGlyph = glyphs[glyphs.indexOf(currentGlyph) - 1];
+      }
+      $('#training-card').text(currentGlyph);
+    }
+
+    function nextGlyph() {
+      if (glyphs.indexOf(currentGlyph) === glyphs.length - 1) {
+        currentGlyph = glyphs[0];
+      } else {
+        currentGlyph = glyphs[glyphs.indexOf(currentGlyph) + 1]
+      }
+      $('#training-card').text(currentGlyph);
+    }
+
+    $('#next').click(function (e) {
+      e.preventDefault();
+      storeStrokes();
+      nextGlyph();
+      globals.writingSurface.reset();
+    });
+
+    $('#prev').click(function (e) {
+      e.preventDefault();
+      storeStrokes();
+      prevGlyph();
+      globals.writingSurface.reset();
+    });
+
+    $('#clear').click(function (e) {
+      e.preventDefault();
+      globals.writingSurface.reset();
+    });
+
+    $('#done').click(function (e) {
+      e.preventDefault();
+      storeStrokes();
+      console.log(trainingData);
+      globals.writingSurface.reset();
+    });
+
+    $('#send').click(function (e) {
+      e.preventDefault();
+      storeStrokes();
+      $.ajax('/train', {
+        processData: false,
+        type: 'POST',
+        contentType: 'application/json',
+        data: JSON.stringify(
+          { strokes: trainingData,
+            width: globals.writingSurface.width,
+            height: globals.writingSurface.height
+          }
+        )});
+      globals.writingSurface.reset();
+    });
+
+    var $canvas = $('canvas'),
+      timer = null;
+
+    $canvas.on('stroke-end', function () {
+      if ($('#auto').is(':checked')) {
+        if (timer) {
+          window.clearTimeout(timer);
+        }
+        window.setTimeout(function () {
+          storeStrokes();
+          nextGlyph();
+          globals.writingSurface.reset();
+        }, 1500);
+      }
+    });
+  });
+})(window, jQuery);

File static/writing-surface.js

+(function (globals, $) {
+  'use strict';
+
+  globals.writingSurface = {};
+
+  $(document).ready(function (){
+
+    function getMousePos(canvas, evt) {
+      var rect = canvas.getBoundingClientRect();
+
+      return [
+        evt.pageX - rect.left,
+        evt.pageY - rect.top
+      ]
+    }
+
+    var $canvas = $('canvas'),
+      canvas = $canvas.get(0),
+      ctx = canvas.getContext('2d'),
+      drawing = false,
+      stroke = [],
+      strokes = [];
+
+    // the dimensions of the node need to be explicitly set once layout
+    // occurs (ie, once styles have been applied to size the thing).
+    globals.writingSurface.width = canvas.width = $canvas.width();
+    globals.writingSurface.height = canvas.height = $canvas.height();
+
+
+
+    globals.writingSurface.reset = function () {
+      stroke = [];
+      strokes = [];
+      ctx.clearRect(0, 0, canvas.width, canvas.height);
+    };
+
+    // warning, global state being messed with inside...
+    function strokeEnd(data) {
+      strokes.push(data);
+      stroke = [];
+      $canvas.trigger('stroke-end');
+    }
+
+    globals.writingSurface.getStrokes = function () {
+      return strokes;
+    };
+
+    function draw(event) {
+
+      event.preventDefault();
+      if (drawing) {
+        var xy = getMousePos(canvas, event);
+        stroke.push(xy);
+        if (stroke.length > 1) {
+          console.log(xy);
+          ctx.beginPath();
+          ctx.moveTo.apply(ctx, stroke[stroke.length - 2]);
+          ctx.lineTo.apply(ctx, stroke[stroke.length - 1]);
+          ctx.lineWidth = 2;
+          ctx.strokeStyle = '#555';
+          ctx.stroke();
+          ctx.closePath();
+        }
+
+      }
+    }
+
+    canvas.addEventListener('mousemove', function(event) {
+      draw(event);
+    });
+
+    canvas.addEventListener('mousedown', function(event) {
+      drawing = true;
+    });
+
+    canvas.addEventListener('mouseup', function(event) {
+      drawing = false;
+      strokeEnd(stroke);
+
+    });
+
+
+    /**
+     * Touch versions of the above click handling
+     */
+    canvas.addEventListener('touchmove', function(event) {
+      draw(event);
+    }, false);
+
+    canvas.addEventListener('touchstart', function(event) {
+      drawing = true;
+    });
+    canvas.addEventListener('touchend', function(event) {
+      drawing = false;
+      strokeEnd(stroke);
+    });
+    canvas.addEventListener('touchcancel', function(event) {
+      drawing = false;
+      strokeEnd(stroke);
+    });
+
+  });
+
+})(window, jQuery);

File templates/base.html

+<!DOCTYPE html>
+<html>
+<head>
+  <meta charset="utf-8" />
+  <style type="text/css">
+    body {
+      padding: 10px;
+    }
+    form {
+      display: block;
+      clear: both;
+    }
+
+    .cols {
+      float: left;
+    }
+
+    #input  {
+      padding: 0;
+      background: #f5f5f5;
+      width: 500px;
+      height: 500px;
+      border: 1px solid black;
+    }
+    #training-card {
+      font-size: 360px;
+    }
+
+    #training-ctrl * {
+      font-size: 36px;
+    }
+  </style>
+</head>
+<body>
+{% block content %}
+{% endblock %}
+</body>
+</html>

File templates/index.html

-<!DOCTYPE html>
-<html>
-  <head>
-    <style type="text/css">
-      form {
-        display: block;
-        clear: both;
-      }
-
-      .cols {
-        width: 50%;
-        float: left;
-      }
-
-      #input, #output {
-        height: 400px;
-        padding: 20px;
-        width: 100%;
-      }
-      #output {
-        background: cornsilk;
-
-      }
-      #input  {
-        background: #f5f5f5;
-      }
-
-    </style>
-  </head>
-  <body>
-  <form action="/read-curves" method="post">
-    <input type="text" name="curves"/>
-    <input type="text" name="height" value="200"/>
-    <input type="text" name="width" value="200"/>
-    <input type="submit">
-  </form>
-
-  <div class="cols">
-    <pre id="output">
-    </pre>
-  </div>
-  <div class="cols">
-    <canvas id="input"></canvas>
-  </div>
-
-  <script src="http://code.jquery.com/jquery-1.11.0.min.js"></script>
-  <script>
-    'use strict';
-
-    $(document).ready(function (){
-      $('form').submit(function () {
-        $.post($(this).attr('action'), $(this).serializeArray(), function (resp) {
-          $('#output').text(resp);
-        });
-        return false;
-      });
-
-      function getMousePos(canvas, evt) {
-        var rect = canvas.getBoundingClientRect();
-        return {
-          x: evt.clientX - rect.left,
-          y: evt.clientY - rect.top
-        };
-      }
-
-
-      var canvas = $('#input').get(0),
-          context = canvas.getContext('2d'),
-          drawing = false;
-
-      canvas.addEventListener('mousemove', function(event) {
-        if (drawing) {
-          console.log(event);
-          console.log(getMousePos(canvas, event));
-        }
-      });
-      canvas.addEventListener('mousedown', function(event) {
-        drawing = true;
-      });
-      canvas.addEventListener('mouseup', function(event) {
-        drawing = false;
-      });
-
-
-      canvas.addEventListener('touchmove', function(event) {
-        event.preventDefault();
-        if (drawing) {
-          console.log(event);
-          console.log(getMousePos(canvas, event.touches[0]));
-        }
-      }, false);
-      canvas.addEventListener('touchstart', function(event) {
-        drawing = true;
-      });
-      canvas.addEventListener('touchend', function(event) {
-        drawing = false;
-      });
-      canvas.addEventListener('touchcancel', function(event) {
-        drawing = false;
-      });
-
-    });
-  </script>
-  </body>
-</html>

File templates/testing.html

+{% extends 'base.html' %}
+{% block content %}
+  <canvas id="input"></canvas>
+
+  <pre id="output">
+  </pre>
+
+  </div>
+  <script src="//code.jquery.com/jquery-1.11.0.min.js"></script>
+  <script src="/static/writing-surface.js"></script>
+  <script src="/static/testing.js"></script>
+
+{% endblock %}

File templates/training.html

+{% extends 'base.html' %}
+{% block content %}
+  <div id="training-ctrl">
+    <button id="prev">prev</button>
+    <button id="next">next</button>
+    <label>auto: <input id="auto" type="checkbox"/></label>
+    <button id="clear">clear</button>
+    <button id="send">send</button>
+  </div>
+  <div class="cols" style="width: 360px; text-align: center;">
+
+    <div id="training-card">
+    </div>
+  </div>
+
+  <div class="cols">
+    <canvas id="input"></canvas>
+  </div>
+
+
+  <script src="//code.jquery.com/jquery-1.11.0.min.js"></script>
+  <script src="/static/writing-surface.js"></script>
+  <script>
+    window.getGlyphs = function () {
+      return {{glyph_json|safe}};
+    };
+  </script>
+  <script src="/static/training.js"></script>
+
+{% endblock %}