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working special character addition to context

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This commit is contained in:
Tomas Kucharik 2022-02-15 09:14:58 +01:00
parent ffc2e6fc51
commit f5538d4882
2 changed files with 276 additions and 15 deletions
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180
squad-v2-dev-test.json Normal file
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@ -0,0 +1,180 @@
{
"data": [
{
"paragraphs": [
{
"qas": [
{
"is_impossible": false,
"question": "When did Beyonce start becoming popular?",
"answers": [
{
"answer_start": 269,
"text": "in the late 1990s"
}
],
"id": "56be85543aeaaa14008c9063"
},
{
"is_impossible": false,
"question": "What areas did Beyonce compete in when she was growing up?",
"answers": [
{
"answer_start": 207,
"text": "singing and dancing"
}
],
"id": "56be85543aeaaa14008c9065"
},
{
"is_impossible": false,
"question": "When did Beyonce leave Destiny's Child and become a solo singer?",
"answers": [
{
"answer_start": 526,
"text": "2003"
}
],
"id": "56be85543aeaaa14008c9066"
},
{
"is_impossible": false,
"question": "In what city and state did Beyonce grow up? ",
"answers": [
{
"answer_start": 166,
"text": "Houston, Texas"
}
],
"id": "56bf6b0f3aeaaa14008c9601"
},
{
"is_impossible": false,
"question": "In which decade did Beyonce become famous?",
"answers": [
{
"answer_start": 276,
"text": "late 1990s"
}
],
"id": "56bf6b0f3aeaaa14008c9602"
},
{
"is_impossible": false,
"question": "In what R&B group was she the lead singer?",
"answers": [
{
"answer_start": 320,
"text": "Destiny's Child"
}
],
"id": "56bf6b0f3aeaaa14008c9603"
},
{
"is_impossible": false,
"question": "What album made her a worldwide known artist?",
"answers": [
{
"answer_start": 505,
"text": "Dangerously in Love"
}
],
"id": "56bf6b0f3aeaaa14008c9604"
},
{
"is_impossible": false,
"question": "Who managed the Destiny's Child group?",
"answers": [
{
"answer_start": 360,
"text": "Mathew Knowles"
}
],
"id": "56bf6b0f3aeaaa14008c9605"
},
{
"is_impossible": false,
"question": "When did Beyonc\u00e9 rise to fame?",
"answers": [
{
"answer_start": 276,
"text": "late 1990s"
}
],
"id": "56d43c5f2ccc5a1400d830a9"
},
{
"is_impossible": false,
"question": "What role did Beyonc\u00e9 have in Destiny's Child?",
"answers": [
{
"answer_start": 290,
"text": "lead singer"
}
],
"id": "56d43c5f2ccc5a1400d830aa"
},
{
"is_impossible": false,
"question": "What was the first album Beyonc\u00e9 released as a solo artist?",
"answers": [
{
"answer_start": 505,
"text": "Dangerously in Love"
}
],
"id": "56d43c5f2ccc5a1400d830ab"
},
{
"is_impossible": false,
"question": "When did Beyonc\u00e9 release Dangerously in Love?",
"answers": [
{
"answer_start": 526,
"text": "2003"
}
],
"id": "56d43c5f2ccc5a1400d830ac"
},
{
"is_impossible": false,
"question": "How many Grammy awards did Beyonc\u00e9 win for her first solo album?",
"answers": [
{
"answer_start": 590,
"text": "five"
}
],
"id": "56d43c5f2ccc5a1400d830ad"
},
{
"is_impossible": false,
"question": "What was Beyonc\u00e9's role in Destiny's Child?",
"answers": [
{
"answer_start": 290,
"text": "lead singer"
}
],
"id": "56d43ce42ccc5a1400d830b4"
},
{
"is_impossible": false,
"question": "What was the name of Beyonc\u00e9's first solo album?",
"answers": [
{
"answer_start": 505,
"text": "Dangerously in Love"
}
],
"id": "56d43ce42ccc5a1400d830b5"
}
],
"context": "Beyonc\u00e9 Giselle Knowles-Carter (/bi\u02d0\u02c8j\u0252nse\u026a/ bee-YON-say) (born September 4, 1981) is an American singer, songwriter, record producer and actress. Born and raised in Houston, Texas, she performed in various singing and dancing competitions as a child, and rose to fame in the late 1990s as lead singer of R&B girl-group Destiny's Child. Managed by her father, Mathew Knowles, the group became one of the world's best-selling girl groups of all time. Their hiatus saw the release of Beyonc\u00e9's debut album, Dangerously in Love (2003), which established her as a solo artist worldwide, earned five Grammy Awards and featured the Billboard Hot 100 number-one singles \"Crazy in Love\" and \"Baby Boy\"."
}
],
"title": "Beyonc\u00e9"
}
],
"version": "v2.0"
}

111
squad_translate_google.py
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@ -1,19 +1,23 @@
import json import json
from dotenv import load_dotenv from dotenv import load_dotenv
import six import six
from google.cloud import translate_v2 as translate from google.cloud import translate_v2 as translate
def load_squad(filename):
def load(filename):
with open(filename, "r") as f: with open(filename, "r") as f:
squad = json.load(f) squad = json.load(f)
return squad return squad
def save_squad(filename, squad):
with open(filename, "w") as f:
json.dump(squad, f)
def print_squad(squad, article_limit=2, paragraph_limit=3, qas_limit=5): def save(filename, squad):
with open(filename, "w") as f:
json.dump(squad, f, indent=2)
def print_squad(squad, article_limit=100, paragraph_limit=100, qas_limit=100):
for article in squad['data'][:article_limit]: for article in squad['data'][:article_limit]:
print("="*40) print("="*40)
print(f"Article title: {article['title']}\n\n") print(f"Article title: {article['title']}\n\n")
@ -21,16 +25,23 @@ def print_squad(squad, article_limit=2, paragraph_limit=3, qas_limit=5):
for paragraph in article['paragraphs'][:paragraph_limit]: for paragraph in article['paragraphs'][:paragraph_limit]:
print(f"{paragraph['context']}\n") print(f"{paragraph['context']}\n")
for qas in paragraph['qas'][:qas_limit]: # index = 0
print(f"Question: {qas['question']}") # for qas in paragraph['qas'][:qas_limit]:
# print(f"Question: {qas['question']}")
print(f"Answers:") # print(f"Answers:")
for answer in qas['answers']: # answer = qas['answers'][0]
print(f"\t{answer['text']}") # print(f"#{index} @{answer['answer_start']}: \t{answer['text']}")
# print(f"#{index} ends @{answer['answer_end']}")
# start = answer['answer_start']
# end = start + len(answer['text'])
# print(f"from context: \t{paragraph['context'][start:end]}")
print("\n") # print("\n")
# index += 1
def translate_text(target, text):
def translate_text(text):
"""Translates text into the target language. """Translates text into the target language.
Target must be an ISO 639-1 language code. Target must be an ISO 639-1 language code.
@ -44,17 +55,87 @@ def translate_text(target, text):
# Text can also be a sequence of strings, in which case this method # Text can also be a sequence of strings, in which case this method
# will return a sequence of results for each text. # will return a sequence of results for each text.
result = translate_client.translate(text, target_language=target) result = translate_client.translate(text, target_language="sk")
print(u"Text: {}".format(result["input"])) print(u"Text: {}".format(result["input"]))
print(u"Translation: {}".format(result["translatedText"])) print(u"Translation: {}".format(result["translatedText"]))
print(u"Detected source language: {}".format(result["detectedSourceLanguage"])) print(u"Detected source language: {}".format(result["detectedSourceLanguage"]))
def sort_qas_by_answer_index(squad):
for article in squad['data']:
for paragraph in article['paragraphs']:
impossible_qas = list(filter(lambda qas: qas['is_impossible'] == True, paragraph['qas']))
possible_qas = list(filter(lambda qas: qas['is_impossible'] == False, paragraph['qas']))
sorted_qas = sorted(possible_qas, key=lambda qas: qas['answers'][0]['answer_start'])
for qas in sorted_qas:
a = qas['answers'][0]
a['answer_end'] = a['answer_start'] + len(a['text'])
paragraph['qas'] = sorted_qas + impossible_qas
def transform_squad(squad):
for article in squad['data']:
for paragraph in article['paragraphs']:
add_special_chars_to_paragraph(paragraph)
def add_special_chars_to_paragraph(paragraph):
for counter, qas in enumerate(paragraph['qas']):
# Skip if impossible question
if qas["is_impossible"] == True: continue
special_char = f"[{counter}]"
if len(qas['answers']) > 1 or len(qas['answers']) == 0: continue
current = qas['answers'][0]
# Get start index
start = current['answer_start']
# Calculate end index
end = current['answer_end']
# Add special chars to context
context = paragraph['context']
paragraph['context'] = f"{context[:start]}{special_char} {context[start:end]} {special_char}{context[end:]}"
# Recalculate indexes
for q in paragraph['qas'][counter + 1:]: # Skip all answers before and current one
if q["is_impossible"] == True: continue
other = q['answers'][0]
if other['answer_start'] >= current['answer_start'] and other['answer_end'] <= current["answer_end"]: # Other is being enclosed by current
other['answer_start'] += len(special_char) +1
other['answer_end'] += 2*len(special_char) +2
elif other['answer_start'] < current['answer_end']: # Other is enclosing the current one
other['answer_start'] += len(special_char) +1
other['answer_end'] += len(special_char) +1
else: # Other is after current
other['answer_start'] += 2*len(special_char) +2
other['answer_end'] += 2*len(special_char) +2
# Fix indexes in current answer
other = paragraph['qas'][counter]['answers'][0]
if other == current: # Other answer is the one im working on
other['answer_start'] += len(special_char) +1
other['answer_end'] += len(special_char) +1
if __name__ == "__main__": if __name__ == "__main__":
load_dotenv() load_dotenv()
orig_squad = load_squad('./squad-v2-dev.json') squad = load('./squad-v2-dev.json')
# print_squad(orig_squad) sort_qas_by_answer_index(squad)
transform_squad(squad)
print_squad(squad)
save("./squad-v2-dev-test-out.json", squad)
# translate_text("my name is tomas")