Create app.py
Browse files
app.py
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import os
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import gradio as gr
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import google.generativeai as genai
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# APIキーの設定
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genai.configure(api_key=os.getenv("GOOGLE_API_KEY"))
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model = genai.GenerativeModel(model_name='gemini-2.0-flash')
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# 応答生成関数
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def generate_response(message, history, temperature, top_p, top_k, max_output_tokens):
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# Gemini用の履歴に変換
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gemini_history = []
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for user, bot in history:
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gemini_history.append({"role": "user", "parts": [user]})
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gemini_history.append({"role": "model", "parts": [bot]})
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gemini_history.append({"role": "user", "parts": [message]})
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# モデルから応答を取得
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response = model.generate_content(
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gemini_history,
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generation_config={
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"temperature": temperature,
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"top_p": top_p,
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"top_k": top_k,
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"max_output_tokens": int(max_output_tokens),
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}
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)
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# 履歴を更新して返す
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history.append((message, response.text))
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return "", history, history
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# Gradio UI の構築
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with gr.Blocks(theme='Nymbo/Alyx_theme') as demo:
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gr.Markdown("## Gemini Chatbot - Gemini 2.0 Flash + 調整可能パラメータ")
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chatbot = gr.Chatbot()
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msg = gr.Textbox(placeholder="メッセージを入力...")
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state = gr.State([]) # チャット履歴保持用
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# パラメータ調整スライダー
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with gr.Row():
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temperature = gr.Slider(0.0, 1.0, value=0.7, step=0.05, label="Temperature")
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top_p = gr.Slider(0.0, 1.0, value=0.9, step=0.05, label="Top-p")
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top_k = gr.Slider(1, 100, value=40, step=1, label="Top-k")
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max_output_tokens = gr.Number(value=1024, label="Max Output Tokens", precision=0)
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# 会話のリセットボタン
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clear = gr.Button("会話をリセット")
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# 入力時の処理
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msg.submit(
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generate_response,
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inputs=[msg, state, temperature, top_p, top_k, max_output_tokens],
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outputs=[msg, chatbot, state]
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)
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# クリア処理
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clear.click(lambda: ([], []), None, outputs=[chatbot, state])
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# アプリケーションの起動
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demo.launch()
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