Update app.py
Browse files
app.py
CHANGED
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@@ -2,7 +2,10 @@ import streamlit as st
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import sacrebleu
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from bert_score import score as bert_score
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import jieba
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import
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def calculate_bleu(translations, references):
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return sacrebleu.corpus_bleu(translations, [references]).score
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@@ -14,7 +17,7 @@ def calculate_chrf(translations, references):
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return sacrebleu.corpus_chrf(translations, [references]).score
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def calculate_bertscore(translations, references, lang):
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P, R, F1 = bert_score(translations, references, lang=lang)
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return F1.mean().item()
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def tokenize_chinese(text):
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@@ -25,18 +28,15 @@ st.write("Input the translated text and the reference translation to compute BLE
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languages = {
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"English": "en", "Chinese": "zh", "French": "fr", "German": "de", "Spanish": "es",
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"
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"Dutch": "nl", "Portuguese": "pt", "
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"Swedish": "sv", "Danish": "da", "Finnish": "fi", "Greek": "el", "Hungarian": "hu",
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"Indonesian": "id", "Norwegian": "no", "Romanian": "ro", "Thai": "th", "Vietnamese": "vi",
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"Hebrew": "he", "Hindi": "hi", "Bengali": "bn", "Tamil": "ta", "Urdu": "ur", "Other": "other"
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}
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source_lang = st.selectbox("Select Source Language", list(languages.keys()))
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target_lang = st.selectbox("Select Target Language", list(languages.keys()))
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source_lang_code =
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target_lang_code =
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translation_input = st.text_area("Translated Text", height=200)
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reference_input = st.text_area("Reference Translation", height=200)
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@@ -56,25 +56,14 @@ if st.button("Evaluate"):
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else:
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references = [reference_input.strip()]
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st.write("
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st.write(f"Translation: {translations}")
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st.write(f"Reference: {references}")
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st.write("Debug: Calculating scores...")
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bleu_score = calculate_bleu(translations, references)
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st.write(f"Debug: BLEU score calculated: {bleu_score}")
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ter_score = calculate_ter(translations, references)
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st.write(f"Debug: TER score calculated: {ter_score}")
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chrf_score = calculate_chrf(translations, references)
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st.write(f"Debug: CHRF score calculated: {chrf_score}")
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bertscore = calculate_bertscore(translations, references, target_lang_code)
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st.write(f"Debug: BERTScore calculated: {bertscore}")
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st.write("
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st.write(f"**BLEU Score:** {bleu_score:.2f}")
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st.write(f"**TER Score:** {ter_score:.2f}")
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st.write(f"**CHRF Score:** {chrf_score:.2f}")
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@@ -82,9 +71,5 @@ if st.button("Evaluate"):
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except Exception as e:
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st.error(f"An error occurred: {str(e)}")
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st.write("Debug: Full traceback")
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st.code(traceback.format_exc())
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else:
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st.error("Please provide both translated text and reference translation.")
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st.write("Debug: End of script reached")
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import sacrebleu
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from bert_score import score as bert_score
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import jieba
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import torch
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# Ensure CUDA is not used to avoid potential issues on Hugging Face Spaces
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torch.cuda.is_available = lambda : False
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def calculate_bleu(translations, references):
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return sacrebleu.corpus_bleu(translations, [references]).score
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return sacrebleu.corpus_chrf(translations, [references]).score
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def calculate_bertscore(translations, references, lang):
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P, R, F1 = bert_score(translations, references, lang=lang, device='cpu')
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return F1.mean().item()
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def tokenize_chinese(text):
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languages = {
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"English": "en", "Chinese": "zh", "French": "fr", "German": "de", "Spanish": "es",
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"Japanese": "ja", "Korean": "ko", "Arabic": "ar", "Italian": "it",
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"Dutch": "nl", "Portuguese": "pt", "Russian": "ru"
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}
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source_lang = st.selectbox("Select Source Language", list(languages.keys()))
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target_lang = st.selectbox("Select Target Language", list(languages.keys()))
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source_lang_code = languages[source_lang]
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target_lang_code = languages[target_lang]
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translation_input = st.text_area("Translated Text", height=200)
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reference_input = st.text_area("Reference Translation", height=200)
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else:
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references = [reference_input.strip()]
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st.write("Calculating scores...")
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bleu_score = calculate_bleu(translations, references)
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ter_score = calculate_ter(translations, references)
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chrf_score = calculate_chrf(translations, references)
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bertscore = calculate_bertscore(translations, references, target_lang_code)
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st.write("Evaluation Scores:")
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st.write(f"**BLEU Score:** {bleu_score:.2f}")
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st.write(f"**TER Score:** {ter_score:.2f}")
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st.write(f"**CHRF Score:** {chrf_score:.2f}")
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except Exception as e:
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st.error(f"An error occurred: {str(e)}")
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else:
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st.error("Please provide both translated text and reference translation.")
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