Add application file
Browse files
app.py
ADDED
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import streamlit as st
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from happytransformer import HappyTextToText, TTSettings
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from annotated_text import annotated_text
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import difflib
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checkpoint = "team-writing-assistant/t5-base-c4jfleg"
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def diff_strings(a, b):
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result = []
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diff = difflib.Differ().compare(a.split(), b.split())
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replacement = ""
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for line in diff:
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if line.startswith(" "):
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if len(replacement) == 0:
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result.append(" ")
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result.append(line[2:])
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else:
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result.append(" ")
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result.append(("", replacement, "#ffd"))
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replacement = ""
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result.append(line[2:])
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elif line.startswith("- "):
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if len(replacement) == 0:
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replacement = line[2:]
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else:
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result.append(" ")
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result.append(("", replacement, "#fdd"))
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replacement = ""
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elif line.startswith("+ "):
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if len(replacement) == 0:
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result.append(("", line[2:], "#dfd"))
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else:
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result.append(" ")
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result.append((line[2:], replacement, "#ddf"))
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replacement = ""
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return result
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@st.cache(suppress_st_warning=True, allow_output_mutation=True)
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def get_happy_text(model_name):
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st.write(f"Loading the HappyTextToText model {model_name}, please wait...")
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return HappyTextToText("T5", model_name)
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happy_tt = get_happy_text(checkpoint)
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args = TTSettings(num_beams=5, min_length=1)
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st.title("Check & Improve English Grammar")
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st.markdown("This writing assistant detects 🔍 and corrects ✍️ grammatical mistakes for you!")
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st.subheader("Example text: ")
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col1, col2 = st.columns([1, 1])
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with col1:
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example_1 = st.button("Speed of light is fastest then speed of sound")
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with col2:
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example_2 = st.button("Who are the president?")
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input_text = st.text_area('Enter your text here')
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button = st.button('Submit')
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def output(input_text):
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with st.spinner('Detecting 🔍..'):
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input_text = "grammar: " + input_text
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result = happy_tt.generate_text(input_text, args=args)
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# st.markdown("## " + result.text)
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diff = diff_strings(input_text[9:], result.text)
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annotated_text(*diff)
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if example_1:
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output("Speed of light is fastest then speed of sound")
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elif example_2:
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output("Who are the president?")
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elif input_text:
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output(input_text)
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st.text("")
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st.text("Built with ❤️")
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