Add cost estimation functionality
Browse files- index.html +215 -72
index.html
CHANGED
@@ -38,6 +38,14 @@ https://opensource.org/license/mit/
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#context > label > textarea {
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scrollbar-width: thin !important;
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}
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</style>
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</head>
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<body>
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@@ -77,6 +85,7 @@ urllib3.disable_warnings(urllib3.exceptions.InsecureRequestWarning)
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await micropip.install("https://raw.githubusercontent.com/sonoisa/pyodide_wheels/main/tiktoken/tiktoken-0.5.1-cp311-cp311-emscripten_3_1_45_wasm32.whl", keep_going=True)
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import gradio as gr
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import base64
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import json
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@@ -400,6 +409,30 @@ CHAT_TOOLS = [
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}
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]
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async def process_prompt(prompt, history, context, platform, endpoint, azure_deployment, azure_api_version, api_key, model_name, max_tokens, temperature):
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"""
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@@ -421,21 +454,10 @@ async def process_prompt(prompt, history, context, platform, endpoint, azure_dep
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Returns:
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str: ChatGPTによる生成結果
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"""
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pages = extract_pages_from_page_tag(context)
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if pages:
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context = "".join([page.content for page in pages])
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try:
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messages =
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for user_message, assistant_message in history:
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if user_message is not None and assistant_message is not None:
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user_message = user_message.replace("{context}", context)
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messages.append({ "role": "user", "content": user_message })
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messages.append({ "role": "assistant", "content": assistant_message })
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prompt = prompt.replace("{context}", context)
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messages.append({ "role": "user", "content": prompt })
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if platform == "OpenAI":
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openai_client = OpenAI(
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@@ -468,6 +490,9 @@ async def process_prompt(prompt, history, context, platform, endpoint, azure_dep
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response_message = completion.choices[0].message
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tool_calls = response_message.tool_calls
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if tool_calls:
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messages.append(response_message)
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@@ -499,6 +524,7 @@ async def process_prompt(prompt, history, context, platform, endpoint, azure_dep
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bot_response += f'Found page{add_s(found_pages)}: {", ".join([str(page.number) for page in found_pages])}.\n\n'
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else:
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bot_response += "Page not found.\n\n"
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elif function_name == "load_pages":
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# ページ取得
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page_numbers = function_args.get("page_numbers")
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@@ -523,6 +549,8 @@ async def process_prompt(prompt, history, context, platform, endpoint, azure_dep
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bot_response += f'Found page{add_s(found_pages)}: {", ".join([str(page.number) for page in found_pages])}.\n\n'
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else:
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bot_response += "Page not found.\n\n"
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yield bot_response + "Generating response. Please wait a moment...\n"
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await asyncio.sleep(0.1)
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@@ -534,6 +562,8 @@ async def process_prompt(prompt, history, context, platform, endpoint, azure_dep
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temperature=temperature,
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stream=False
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)
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if hasattr(completion, "error"):
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raise gr.Error(completion.error["message"])
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@@ -553,6 +583,7 @@ async def process_prompt(prompt, history, context, platform, endpoint, azure_dep
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raise gr.Error(str(e))
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def load_api_key(file_obj):
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"""
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APIキーファイルからAPIキーを読み込む。
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@@ -570,6 +601,10 @@ def load_api_key(file_obj):
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raise gr.Error(str(e))
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def main():
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"""
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アプリケーションのメイン関数。Gradioインターフェースを設定し、アプリケーションを起動する。
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@@ -762,26 +797,26 @@ def main():
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with gr.Blocks(theme=gr.themes.Default(), analytics_enabled=False) as app:
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with gr.Tabs():
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with gr.TabItem("Settings"):
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with gr.
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with gr.Row():
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api_key_file = gr.File(file_count="single", file_types=["text"],
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height=80, label="API Key File")
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@@ -792,27 +827,27 @@ def main():
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show_progress="hidden")
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api_key_file.clear(lambda: None, inputs=None, outputs=api_key, show_progress="hidden")
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with gr.TabItem("Chat"):
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with gr.Row():
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@@ -827,18 +862,131 @@ def main():
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pdf_file.upload(update_context_element, inputs=pdf_file, outputs=[context, char_counter])
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pdf_file.clear(lambda: None, inputs=None, outputs=context, show_progress="hidden")
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(context.change(count_characters, inputs=context, outputs=char_counter, show_progress="hidden")
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.then(create_search_engine, inputs=context, outputs=None))
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with gr.Column(scale=2):
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chatbot = gr.Chatbot(
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CHAT_HISTORY,
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elem_id="chatbot", render=False, height=500, show_copy_button=True,
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sanitize_html=False, render_markdown=False, likeable=False, layout="bubble",
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avatar_images=[None, Path("robot.png")])
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chatbot.change(None, inputs=[chatbot, save_chat_history_to_url], outputs=None,
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# チャット履歴をクエリパラメータに保存する。
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@@ -847,18 +995,13 @@ def main():
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save_chat_history_to_url.change(None, inputs=[chatbot, save_chat_history_to_url], outputs=None,
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js=save_or_delete_chat_history, show_progress="hidden")
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example_title_textbox = gr.Textbox(visible=False, interactive=True)
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gr.Examples([[k] for k, v in examples.items()],
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inputs=example_title_textbox, outputs=chat_message_textbox,
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fn=lambda title: examples[title], run_on_click=True)
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app.load(None, inputs=None, outputs=setting_items,
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js=js_define_utilities_and_load_settings, show_progress="hidden")
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#context > label > textarea {
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scrollbar-width: thin !important;
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}
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#cost_info {
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border-style: none !important;
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}
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#cost_info > label > input {
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background: var(--panel-background-fill) !important;
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}
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</style>
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</head>
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<body>
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await micropip.install("https://raw.githubusercontent.com/sonoisa/pyodide_wheels/main/tiktoken/tiktoken-0.5.1-cp311-cp311-emscripten_3_1_45_wasm32.whl", keep_going=True)
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import inspect
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import gradio as gr
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import base64
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import json
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}
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]
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CHAT_TOOLS_TOKENS = 139
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def get_openai_messages(prompt, history, context):
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global SEARCH_ENGINE
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if SEARCH_ENGINE is not None:
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context = "".join([page.content for page in SEARCH_ENGINE.pages])
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messages = []
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for user_message, assistant_message in history:
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if user_message is not None and assistant_message is not None:
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user_message = user_message.replace("{context}", context)
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messages.append({ "role": "user", "content": user_message })
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messages.append({ "role": "assistant", "content": assistant_message })
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prompt = prompt.replace("{context}", context)
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messages.append({ "role": "user", "content": prompt })
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return messages
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actual_total_cost_prompt = 0
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actual_total_cost_completion = 0
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async def process_prompt(prompt, history, context, platform, endpoint, azure_deployment, azure_api_version, api_key, model_name, max_tokens, temperature):
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"""
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Returns:
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str: ChatGPTによる生成結果
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"""
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global actual_total_cost_prompt, actual_total_cost_completion
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try:
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messages = get_openai_messages(prompt, history, context)
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if platform == "OpenAI":
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openai_client = OpenAI(
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response_message = completion.choices[0].message
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tool_calls = response_message.tool_calls
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actual_total_cost_prompt += completion.usage.prompt_tokens
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actual_total_cost_completion += completion.usage.completion_tokens
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if tool_calls:
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messages.append(response_message)
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bot_response += f'Found page{add_s(found_pages)}: {", ".join([str(page.number) for page in found_pages])}.\n\n'
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else:
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bot_response += "Page not found.\n\n"
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+
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elif function_name == "load_pages":
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# ページ取得
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page_numbers = function_args.get("page_numbers")
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bot_response += f'Found page{add_s(found_pages)}: {", ".join([str(page.number) for page in found_pages])}.\n\n'
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else:
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bot_response += "Page not found.\n\n"
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else:
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raise gr.Error(f"Unknown function calling '{function_name}'.")
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yield bot_response + "Generating response. Please wait a moment...\n"
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await asyncio.sleep(0.1)
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temperature=temperature,
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stream=False
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)
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actual_total_cost_prompt += completion.usage.prompt_tokens
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actual_total_cost_completion += completion.usage.completion_tokens
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if hasattr(completion, "error"):
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raise gr.Error(completion.error["message"])
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raise gr.Error(str(e))
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def load_api_key(file_obj):
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"""
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APIキーファイルからAPIキーを読み込む。
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raise gr.Error(str(e))
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def get_cost_info(prompt_token_count):
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return f"Estimated input cost: {prompt_token_count + CHAT_TOOLS_TOKENS:,} tokens, Actual total input cost: {actual_total_cost_prompt:,} tokens, Actual total output cost: {actual_total_cost_completion:,} tokens"
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def main():
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"""
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アプリケーションのメイン関数。Gradioインターフェースを設定し、アプリケーションを起動する。
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with gr.Blocks(theme=gr.themes.Default(), analytics_enabled=False) as app:
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with gr.Tabs():
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with gr.TabItem("Settings"):
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with gr.Column():
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platform = gr.Radio(label="Platform", interactive=True,
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choices=["OpenAI", "Azure"], value="OpenAI")
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platform.change(None, inputs=platform, outputs=None,
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js='(x) => saveItem("platform", x)', show_progress="hidden")
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with gr.Row():
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endpoint = gr.Textbox(label="Endpoint", interactive=True)
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endpoint.change(None, inputs=endpoint, outputs=None,
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js='(x) => saveItem("endpoint", x)', show_progress="hidden")
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azure_deployment = gr.Textbox(label="Azure Deployment", interactive=True)
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azure_deployment.change(None, inputs=azure_deployment, outputs=None,
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js='(x) => saveItem("azure_deployment", x)', show_progress="hidden")
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azure_api_version = gr.Textbox(label="Azure API Version", interactive=True)
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azure_api_version.change(None, inputs=azure_api_version, outputs=None,
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js='(x) => saveItem("azure_api_version", x)', show_progress="hidden")
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with gr.Group():
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with gr.Row():
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api_key_file = gr.File(file_count="single", file_types=["text"],
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height=80, label="API Key File")
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show_progress="hidden")
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api_key_file.clear(lambda: None, inputs=None, outputs=api_key, show_progress="hidden")
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model_name = gr.Textbox(label="model", interactive=True)
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model_name.change(None, inputs=model_name, outputs=None,
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js='(x) => saveItem("model_name", x)', show_progress="hidden")
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max_tokens = gr.Number(label="Max Tokens", interactive=True,
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minimum=0, precision=0, step=1)
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max_tokens.change(None, inputs=max_tokens, outputs=None,
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js='(x) => saveItem("max_tokens", x)', show_progress="hidden")
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temperature = gr.Slider(label="Temperature", interactive=True,
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minimum=0.0, maximum=1.0, step=0.1)
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temperature.change(None, inputs=temperature, outputs=None,
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js='(x) => saveItem("temperature", x)', show_progress="hidden")
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save_chat_history_to_url = gr.Checkbox(label="Save Chat History to URL", interactive=True)
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setting_items = [platform, endpoint, azure_deployment, azure_api_version, model_name, max_tokens,
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temperature, save_chat_history_to_url]
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reset_button = gr.Button("Reset Settings")
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reset_button.click(None, inputs=None, outputs=setting_items,
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js="() => resetSettings()", show_progress="hidden")
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with gr.TabItem("Chat"):
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with gr.Row():
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pdf_file.upload(update_context_element, inputs=pdf_file, outputs=[context, char_counter])
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pdf_file.clear(lambda: None, inputs=None, outputs=context, show_progress="hidden")
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with gr.Column(scale=2):
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additional_inputs = [context, platform, endpoint, azure_deployment, azure_api_version, api_key,
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model_name, max_tokens, temperature]
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with gr.Blocks() as chat:
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gr.Markdown(f"# Chat with your PDF")
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with gr.Column(variant="panel"):
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chatbot = gr.Chatbot(
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CHAT_HISTORY,
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elem_id="chatbot", height=500, show_copy_button=True,
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sanitize_html=False, render_markdown=False, likeable=False, layout="bubble",
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avatar_images=[None, Path("robot.png")])
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message_state = gr.State()
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chatbot_state = gr.State(chatbot.value) if chatbot.value else gr.State([])
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with gr.Group():
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with gr.Row():
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885 |
+
message_textbox = gr.Textbox(placeholder="Type a message...",
|
886 |
+
container=False, show_label=False, interactive=True, scale=7)
|
887 |
+
|
888 |
+
submit_button = gr.Button("Submit", variant="primary", scale=1, min_width=150)
|
889 |
+
stop_button = gr.Button("Stop", variant="stop", visible=False, scale=1, min_width=150)
|
890 |
+
|
891 |
+
cost_info = gr.Textbox(elem_id="cost_info", value=get_cost_info(0),
|
892 |
+
lines=1, max_lines=1, interactive=False, container=False, elem_classes="cost_info")
|
893 |
+
|
894 |
+
with gr.Row():
|
895 |
+
retry_button = gr.Button("🔄 Retry", variant="secondary", size="sm")
|
896 |
+
undo_button = gr.Button("↩️ Undo", variant="secondary", size="sm")
|
897 |
+
clear_button = gr.Button("🗑️ Clear", variant="secondary", size="sm")
|
898 |
+
|
899 |
+
def estimate_message_cost(prompt, history, context):
|
900 |
+
token_count = 0
|
901 |
+
messages = get_openai_messages(prompt, history, context)
|
902 |
+
for message in messages:
|
903 |
+
tokens = OPENAI_TOKENIZER.encode(message["content"])
|
904 |
+
token_count += len(tokens)
|
905 |
+
|
906 |
+
return gr.update(value=get_cost_info(token_count))
|
907 |
+
|
908 |
+
message_textbox.change(estimate_message_cost, inputs=[message_textbox, chatbot, context], outputs=cost_info, show_progress="hidden")
|
909 |
+
|
910 |
+
example_title_textbox = gr.Textbox(visible=False, interactive=True)
|
911 |
+
gr.Examples([[k] for k, v in examples.items()],
|
912 |
+
inputs=example_title_textbox, outputs=message_textbox,
|
913 |
+
fn=lambda title: examples[title], run_on_click=True)
|
914 |
+
|
915 |
+
def append_message_to_history(message, history):
|
916 |
+
history.append([message, None])
|
917 |
+
return history, history
|
918 |
+
|
919 |
+
def undo_chat(history):
|
920 |
+
if history:
|
921 |
+
message, _ = history.pop()
|
922 |
+
message = message or ""
|
923 |
+
else:
|
924 |
+
message = ""
|
925 |
+
return history, history, message
|
926 |
+
|
927 |
+
async def submit_message(message, history_with_input, *args):
|
928 |
+
history = history_with_input[:-1]
|
929 |
+
inputs = [message, history]
|
930 |
+
inputs.extend(args)
|
931 |
+
|
932 |
+
generator = process_prompt(*inputs)
|
933 |
+
|
934 |
+
try:
|
935 |
+
first_response = await gr.utils.async_iteration(generator)
|
936 |
+
update = history + [[message, first_response]]
|
937 |
+
yield update, update
|
938 |
+
except StopIteration:
|
939 |
+
update = history + [[message, None]]
|
940 |
+
yield update, update
|
941 |
+
|
942 |
+
async for response in generator:
|
943 |
+
update = history + [[message, response]]
|
944 |
+
yield update, update
|
945 |
+
|
946 |
+
submit_triggers = [message_textbox.submit, submit_button.click]
|
947 |
+
|
948 |
+
submit_event = gr.events.on(submit_triggers, lambda message: ("", message),
|
949 |
+
inputs=[message_textbox], outputs=[message_textbox, message_state], queue=False
|
950 |
+
).then(
|
951 |
+
append_message_to_history, inputs=[message_state, chatbot_state], outputs=[chatbot, chatbot_state], queue=False
|
952 |
+
).then(
|
953 |
+
submit_message, inputs=[message_state, chatbot_state] + additional_inputs, outputs=[chatbot, chatbot_state]
|
954 |
+
).then(
|
955 |
+
estimate_message_cost, inputs=[message_textbox, chatbot, context], outputs=cost_info, show_progress="hidden"
|
956 |
+
)
|
957 |
+
|
958 |
+
for submit_trigger in submit_triggers:
|
959 |
+
submit_trigger(lambda: (gr.update(visible=False), gr.update(visible=True)),
|
960 |
+
inputs=None, outputs=[submit_button, stop_button], queue=False)
|
961 |
+
submit_event.then(lambda: (gr.update(visible=True), gr.update(visible=False)),
|
962 |
+
inputs=None, outputs=[submit_button, stop_button], queue=False)
|
963 |
+
|
964 |
+
stop_button.click(None, inputs=None, outputs=None, cancels=submit_event)
|
965 |
+
|
966 |
+
retry_button.click(
|
967 |
+
undo_chat, inputs=[chatbot_state], outputs=[chatbot, chatbot_state, message_state], queue=False
|
968 |
+
).then(
|
969 |
+
append_message_to_history, inputs=[message_state, chatbot_state], outputs=[chatbot, chatbot_state], queue=False
|
970 |
+
).then(
|
971 |
+
submit_message, inputs=[message_state, chatbot_state] + additional_inputs, outputs=[chatbot, chatbot_state]
|
972 |
+
).then(
|
973 |
+
estimate_message_cost, inputs=[message_textbox, chatbot, context], outputs=cost_info, show_progress="hidden"
|
974 |
+
)
|
975 |
+
|
976 |
+
undo_button.click(
|
977 |
+
undo_chat, inputs=[chatbot_state], outputs=[chatbot, chatbot_state, message_state], queue=False
|
978 |
+
).then(
|
979 |
+
lambda message: message, inputs=message_state, outputs=message_textbox, queue=False
|
980 |
+
).then(
|
981 |
+
estimate_message_cost, inputs=[message_textbox, chatbot, context], outputs=cost_info, show_progress="hidden"
|
982 |
+
)
|
983 |
+
|
984 |
+
clear_button.click(
|
985 |
+
lambda: ([], [], None), inputs=None, outputs=[chatbot, chatbot_state, message_state],
|
986 |
+
queue=False
|
987 |
+
).then(
|
988 |
+
estimate_message_cost, inputs=[message_textbox, chatbot, context], outputs=cost_info, show_progress="hidden"
|
989 |
+
)
|
990 |
|
991 |
chatbot.change(None, inputs=[chatbot, save_chat_history_to_url], outputs=None,
|
992 |
# チャット履歴をクエリパラメータに保存する。
|
|
|
995 |
save_chat_history_to_url.change(None, inputs=[chatbot, save_chat_history_to_url], outputs=None,
|
996 |
js=save_or_delete_chat_history, show_progress="hidden")
|
997 |
|
998 |
+
context.change(
|
999 |
+
count_characters, inputs=context, outputs=char_counter, show_progress="hidden"
|
1000 |
+
).then(
|
1001 |
+
create_search_engine, inputs=context, outputs=None
|
1002 |
+
).then(
|
1003 |
+
estimate_message_cost, inputs=[message_textbox, chatbot, context], outputs=cost_info, show_progress="hidden"
|
1004 |
+
)
|
|
|
|
|
|
|
|
|
|
|
1005 |
|
1006 |
app.load(None, inputs=None, outputs=setting_items,
|
1007 |
js=js_define_utilities_and_load_settings, show_progress="hidden")
|