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generateHtml.py
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import json
from pathlib import Path
from eval import Eval
def readData(name):
with open(name) as f:
data = json.load(f)
return data
def local_script(path):
with open(path) as f:
code = f.read()
return "<script>" + code + "</script>"
def local_css(path):
with open(path) as f:
code = f.read()
return "<style>"+code+"</style>"
def generateSpansFromMultiSeq(sequences):
allTokens = getAllTokens(sequences)
utterances = group_tokens_into_utterances(allTokens)
html_string = ""
for utt_id, utt in enumerate(utterances):
speakerID = utt[0]["speakerID"]
utt_div_Start = f'<div class="utterance-container" index="{utt_id}" speakerID="{speakerID}">\n <div class="inner-utterance" speakerID="{speakerID}">\n'
utt_div_End = '</div>\n</div>\n'
spans=[]
speakerSpan = f'<span class="speaker" id="{speakerID}">{speakerID}: </span>'
spans.append(speakerSpan)
for token in utt:
index = token['index']
textVal = token['token']
alignedIndex = token['aligned-index']
alignedType = token["aligned-type"]
speakerID = token["speakerID"]
WDER_err, WER_err = checkTokenErrorType(token)
span = f'<span class="ref" \
index="{index}" \
aligned-index="{alignedIndex}" \
aligned-type="{alignedType}" \
speakerID="{speakerID}" wder_err="{WDER_err}" wer_err="{WER_err}">\
{textVal}\
</span>\n'
spans.append(span)
curr_utt_string = utt_div_Start + "".join(spans) + utt_div_End
html_string = html_string + curr_utt_string
return html_string
def generateSpansForHypSeq(sequence) -> str:
utterances = group_tokens_into_utterances(sequence)
html_string = ""
for utt_id, utt in enumerate(utterances):
speakerID = utt[0]["speakerID"]
utt_div_Start = f'<div class="utterance-container" index="{utt_id}" speakerID="{speakerID}">\n <div class="inner-utterance" speakerID="{speakerID}">\n'
utt_div_End = '</div>\n</div>\n'
spans=[]
speakerSpan = f'<span class="speaker" id="{speakerID}">{speakerID}: </span>'
spans.append(speakerSpan)
for token in utt:
index = token['index']
textVal = token['token']
alignedType = token["aligned-type"]
speakerID = token["speakerID"]
WDER_err, WER_err = checkTokenErrorType(token)
span = f'<span class="hyp" index="{index}" aligned-type="{alignedType}"\
speakerID="{speakerID}" wder_err="{WDER_err}" wer_err="{WER_err}">\
{textVal}</span>\n'
spans.append(span)
curr_utt_string = utt_div_Start + "".join(spans) + utt_div_End
html_string = html_string + curr_utt_string
return html_string
def checkTokenErrorType(token):
WDER_err = "error" if 'WDER_err' in token else "not_error"
WER_err = "not_error"
if 'WER_err' in token:
if token['WER_err'] == 'i':
WER_err = 'insertion'
elif token['WER_err'] == 'd':
WER_err = 'deletion'
elif token['WER_err'] == 's':
WER_err = 'substitution'
return WDER_err, WER_err
def getAllTokens(sequences):
tokenList = []
for i, seq in enumerate(sequences):
for token in seq:
tokenList.append(token)
sortedTokens = sorted(tokenList, key=lambda x: x['index'])
return sortedTokens
def getMetricHtmlStr(metrics, eval:Eval):
htmlStart = '<ul class="metrics">\
<li class="metric-title">Metrics:</li>'
htmlEnd = '</ul>'
for option in metrics:
if option == "WDER":
wder = eval.WDER()
htmlStart += '<li id="WDER" class="selected metric">\
<div class="metric-container WDER">\
<div class="metric-name">WDER </div>\
<div class="metric-value">{:.2f}</div>\
</div>\
</li>'.format(wder)
elif option == "WER":
wer = eval.WER()
htmlStart += '<li id="WER" class="selected metric">\
<div class="metric-container WER">\
<div class="metric-name">WER </div>\
<div class="metric-value">{:.2f}</div>\
</div>\
</li>'.format(wer)
elif option == "F1":
f1, p, r = eval.F1()
# print("precision:", p, "\n", "recall:", r)
# f1 = 0.79 # testing
htmlStart += '<li id="F1" class="selected metric">\
<div class="metric-container F1">\
<div class="metric-name">F1 </div>\
<div class="metric-value">{:.2f}</div>\
</div>\
</li>'.format(f1)
elif option == "TDER":
tder = eval.TDER()
# tder = 0.43 # testing
htmlStart += '<li id="TDER" class="selected metric">\
<div class="metric-container TDER">\
<div class="metric-name">TDER </div>\
<div class="metric-value">{:.2f}</div>\
</div>\
</li>'.format(tder)
elif option == "Precision":
f1, p, r = eval.F1()
# print("precision:", p, "\n", "recall:", r)
# f1 = 0.79 # testing
htmlStart += '<li id="Precision" class="selected metric">\
<div class="metric-container Precision">\
<div class="metric-name">Precision </div>\
<div class="metric-value">{:.2f}</div>\
</div>\
</li>'.format(p)
elif option == "Recall":
f1, p, r = eval.F1()
# print("precision:", p, "\n", "recall:", r)
# f1 = 0.79 # testing
htmlStart += '<li id="Recall" class="selected metric">\
<div class="metric-container Recall">\
<div class="metric-name">Recall </div>\
<div class="metric-value">{:.2f}</div>\
</div>\
</li>'.format(r)
return htmlStart + htmlEnd
def htmlElements(metric, refstr, hypstr, speakerMapping: dict, annotation:str):
ref = '<div class = "ref-container" id="ref">\n'+\
'<div class= "ref-header"> Reference </div>' +\
'<div class = "ref-text">' +\
refstr + '</div>\n </div>\n'
hyp = '<div class = "hyp-container" id="hyp">\n'+\
'<div class= "hyp-header"> Hypothesis </div>' + \
'<div class = "hyp-text">' +\
hypstr + '</div>\n </div>\n'
if annotation == 'None':
annotation = ""
annotationStr = '<div class="annotation_option" style="display:none;">' + annotation + '</div>'
speakerMapping = '<div class="speaker-mapping" style="display:none;">' + json.dumps(speakerMapping) + '</div>'
doc_container = '<div class="doc-container">'+ hyp + ref + '</div>'
body = ' <body>\n'+ speakerMapping + annotationStr + metric + doc_container + '</body>'
# body = "<div id=\"hyp\">" + refstr + " </div><hr>" + "<div id=\"ref\">" + hypstr + "</div>\n"
return [
local_css(Path(__file__).parent / "src" / "transcriptvis.css"),
body,
local_script(Path(__file__).parent / "src" / "jquery-3.6.3.min.js"),
local_script(Path(__file__).parent / "src" / "transcriptvis.js"),
]
def group_tokens_into_utterances(tokens) -> list:
utterances = []
current_utterance = []
current_speaker = None
for token in tokens:
speaker = token['speakerID']
if current_speaker is None:
current_speaker = speaker
elif current_speaker != speaker:
utterances.append(current_utterance)
current_utterance = []
current_speaker = speaker
current_utterance.append(token)
utterances.append(current_utterance)
# print(len(utterances))
return utterances
class visComponents:
def __init__(self, data, selectedMetrics:list = None, annotation_option:str = None) -> None:
self.data = data
self.eval = Eval(hypTokens=data['hyp']['sequence'], refSequences=data['ref']['sequences'])
self.metrics = selectedMetrics
self.annotation_option = annotation_option
def getHtmlStr(self):
speakerMapping = self.eval.speakerMapping
metricStr = getMetricHtmlStr(self.metrics, self.eval)
refstr = generateSpansFromMultiSeq(self.eval.refSequences)
hypstr = generateSpansForHypSeq(self.eval.hypTokens)
# htmlStr = getHtmlString(metricStr, refstr, hypstr, self.eval.speakerMapping)
elements = htmlElements(metricStr, refstr, hypstr, self.eval.speakerMapping, self.annotation_option)
htmlStr = ""
for element in elements:
htmlStr += element
return htmlStr
def writeHtmlTest(refstr, hypstr):
with open("testTokens.html", "w") as f:
for element in htmlElements(refstr, hypstr):
f.write(element)
# f.write("<!DOCTYPE html>\n<html>\n<head>\n<title>Test align words</title>\n<link rel=\"stylesheet\" href=\"src/transcriptvis.css\"><script src=\"src/jquery-3.6.3.min.js\">\
# </script><script src=\"src/transcriptvis.js\"></script>\n</head>\n<body>\n")
# f.write("<div id=\"hyp\">")
# f.write(hypstr)
# f.write(" </div><hr>")
# f.write("<div id=\"ref\">")
# f.write(refstr)
# f.write(" </div>\n</body>\n</html>")
if __name__ == "__main__":
data = readData("mysample.json")
# refSequences = data['ref']['sequences']
# hypSequence = data['hyp']['sequence']
selected_metrics = ['WER', "WDER"]
components = visComponents(data, selected_metrics)
htmlStr = components.getHtmlStr()
with open("data/testTokens.html", "w") as f:
f.write(htmlStr)