Update app.py
Browse files
app.py
CHANGED
@@ -31,7 +31,50 @@ def initialize_settings(model_path):
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# Fungsi untuk Menginisialisasi Index
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def initialize_index():
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# Tentukan dokumen input untuk pembacaan data
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documents = SimpleDirectoryReader(input_files=["bahandokumen/
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parser = SentenceSplitter(chunk_size=150, chunk_overlap=10)
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nodes = parser.get_nodes_from_documents(documents)
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@@ -53,9 +96,6 @@ def initialize_chat_engine(index):
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# Fungsi untuk menghasilkan respons chatbot
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def generate_response(message, history, chat_engine):
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if history is None: # ✅ Cek jika history None
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history = []
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chat_messages = [
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ChatMessage(
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role="system",
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@@ -66,35 +106,37 @@ def generate_response(message, history, chat_engine):
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"Chatbot: Syarat kerja di perusahaan meliputi waktu kerja, gaji, dan tunjangan sesuai dengan peraturan perusahaan."
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),
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]
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response = chat_engine.stream_chat(message)
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text = "".join(response.response_gen) # Gabungkan semua token menjadi string
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history.append((message, text)) # ✅ Sekarang history sudah pasti berupa list
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return history
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def clear_history(chat_engine):
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chat_engine.clear()
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def main():
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# Unduh model dan inisialisasi pengaturan
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model_path = initialize_llama_model()
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initialize_settings(model_path)
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# Inisialisasi index dan chat engine
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index = initialize_index()
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chat_engine = initialize_chat_engine(index)
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return generate_response(message, history, chat_engine)
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# Luncurkan Gradio UI
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gr.Interface(
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fn=chatbot_response,
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inputs=["text"],
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outputs=["text"],
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).launch()
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if __name__ == "__main__":
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main()
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# Fungsi untuk Menginisialisasi Index
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def initialize_index():
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# Tentukan dokumen input untuk pembacaan data
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documents = SimpleDirectoryReader(input_files=["bahandokumen/K3.txt",
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"bahandokumen/bonus.txt",
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"bahandokumen/absensi.txt",
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"bahandokumen/cuti.txt",
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"bahandokumen/disiplinkerja.txt",
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"bahandokumen/fasilitas&bantuan.txt",
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"bahandokumen/fasilitaskerja.txt",
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"bahandokumen/hak.txt",
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"bahandokumen/hubunganpengusaha&serikat.txt",
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"bahandokumen/istilah.txt",
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"bahandokumen/jaminanserikat.txt",
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"bahandokumen/jamkes.txt",
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"bahandokumen/jamsos.txt",
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"bahandokumen/keluhkesah.txt",
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"bahandokumen/kenaikanupah.txt",
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"bahandokumen/kewajiban.txt",
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"bahandokumen/kompensasi.txt",
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"bahandokumen/larangan.txt",
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"bahandokumen/lembur.txt",
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"bahandokumen/luaskesepakatan.txt",
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"bahandokumen/mogok.txt",
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"bahandokumen/pelanggaran&sanksi.txt",
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"bahandokumen/pendidikan.txt",
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"bahandokumen/pengangkatan.txt",
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"bahandokumen/penilaian&promosi.txt",
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"bahandokumen/pensiun.txt",
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"bahandokumen/perjadin.txt",
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"bahandokumen/pesangon.txt",
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"bahandokumen/phk.txt",
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"bahandokumen/pihak.txt",
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"bahandokumen/pkb.txt",
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"bahandokumen/resign.txt",
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"bahandokumen/sanksi.txt",
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"bahandokumen/shift.txt",
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"bahandokumen/syaratkerja.txt",
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"bahandokumen/sisacuti.txt",
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"bahandokumen/target.txt",
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"bahandokumen/tatacara.txt",
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"bahandokumen/tka.txt",
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"bahandokumen/tunjangan.txt",
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"bahandokumen/uangpisah.txt",
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"bahandokumen/upah.txt",
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"bahandokumen/upahlembur.txt",
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"bahandokumen/waktukerja.txt"]).load_data()
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parser = SentenceSplitter(chunk_size=150, chunk_overlap=10)
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nodes = parser.get_nodes_from_documents(documents)
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# Fungsi untuk menghasilkan respons chatbot
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def generate_response(message, history, chat_engine):
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chat_messages = [
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ChatMessage(
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role="system",
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"Chatbot: Syarat kerja di perusahaan meliputi waktu kerja, gaji, dan tunjangan sesuai dengan peraturan perusahaan."
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),
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]
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response = chat_engine.stream_chat(message)
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text = "".join(response.response_gen) # Gabungkan semua token menjadi string
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history.append((message, text)) # Tambahkan ke riwayat
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return history
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def clear_history(chat_engine):
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chat_engine.clear()
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# Inisialisasi Komponen Gradio untuk UI
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def launch_gradio(chat_engine):
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with gr.Blocks() as demo:
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# Mengatur tombol untuk menghapus riwayat chat
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clear_btn = gr.Button("Clear")
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clear_btn.click(lambda: clear_history(chat_engine))
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# Membuat antarmuka chat
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chat_interface = gr.ChatInterface(
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lambda message, history: generate_response(message, history, chat_engine)
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)
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demo.launch()
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# Fungsi Utama untuk Menjalankan Aplikasi
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def main():
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# Unduh model dan inisialisasi pengaturan
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model_path = initialize_llama_model()
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initialize_settings(model_path) # Mengirimkan model_path ke fungsi initialize_settings
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# Inisialisasi index dan engine
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index = initialize_index()
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chat_engine = initialize_chat_engine(index)
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# Luncurkan antarmuka
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launch_gradio(chat_engine)
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if __name__ == "__main__":
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main()
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