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Update app.py
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app.py
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import streamlit as st
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import json
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import os
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from transformers import pipeline
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def load_style_samples(filename="style_samples.json"):
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if os.path.exists(filename):
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with open(filename, "r") as f:
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return json.load(f)
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return []
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@st.cache_resource(show_spinner=False)
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def load_text_gen_pipeline():
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model_id = "google/flan-t5-base" # Change to a larger or different supported model as needed
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return pipeline(
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"text2text-generation",
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model=model_id,
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device_map="auto",
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trust_remote_code=True
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)
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# Load model and style samples
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pipe = load_text_gen_pipeline()
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style_samples = load_style_samples()
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st.set_page_config(page_title="LinkedIn Post Generator", layout="centered")
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st.title("🔗 LinkedIn Post Generator (Hugging Face Space)")
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st.write("Generate LinkedIn posts with custom style and parameters.")
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with st.form("generate_form"):
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topic = st.text_input("Post topic", "Generative AI for Business")
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tone = st.selectbox("Tone", ["Professional", "Friendly", "Inspirational", "Technical", "Concise"])
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audience = st.text_input("Audience", "Startup founders")
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length = st.slider("Approximate length (words)", 50, 500, 150, 10)
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use_sample = st.selectbox(
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"Optional: Select style sample",
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["None"] + [f"Sample {i+1}" for i in range(len(style_samples))])
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custom_example = st.text_area("Or paste your own style sample (optional)")
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submitted = st.form_submit_button("Generate Post")
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style_example_text = ""
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if use_sample != "None":
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idx = int(use_sample.split()[1]) - 1
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style_example_text += f"Example post style (imitate tone & voice): {style_samples[idx]}\n"
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if custom_example.strip():
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style_example_text += f"Custom example: {custom_example}\n"
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prompt = (
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f"Write a LinkedIn post about '{topic}'.\n"
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f"Tone: {tone}. Audience: {audience}. Target length: {length} words.\n"
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f"{style_example_text}"
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"Make it engaging and end with a relevant call to action."
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)
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if submitted:
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if not topic.strip():
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st.warning("Please enter a topic.")
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else:
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with st.spinner("Generating post..."):
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try:
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generations = pipe(prompt, max_new_tokens=length + 32)
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result = generations[0]["generated_text"].strip()
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st.success("Here's your LinkedIn post:")
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st.write(result)
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st.download_button("Download Post as Text", result, file_name="linkedin_post.txt")
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except Exception as e:
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st.error(f"Error generating post: {e}")
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st.markdown("---")
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st.write("Upload your own style samples to personalize generation (overwrite previous samples):")
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file = st.file_uploader("Upload style_samples.json", type=["json"])
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if file is not None:
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try:
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new_samples = json.load(file)
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with open("style_samples.json", "w") as f:
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json.dump(new_samples, f)
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st.success(f"File uploaded successfully! Now {len(new_samples)} style samples saved. Reload app to use.")
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except Exception as e:
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st.error(f"Upload failed: {e}")
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from transformers import pipeline
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print(pipeline('sentiment-analysis')('Test'))
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