David Chu
commited on
Use chat moderation endpoint
Browse files
app.py
CHANGED
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@@ -1,4 +1,3 @@
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import asyncio
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import json
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import os
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@@ -41,75 +40,49 @@ alinia_guardrail = httpx.AsyncClient(
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mistral_client = Mistral(api_key=os.environ["MISTRAL_API_KEY"])
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async def
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def sync_moderation(inputs):
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return mistral_client.classifiers.moderate_chat(
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model="mistral-moderation-latest", inputs=inputs
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)
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inputs_assistant = [
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{"role": "user", "content": user_content},
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{"role": "assistant", "content": assistant_content},
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]
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inputs_user = [{"role": "user", "content": user_content}]
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try:
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response_full
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asyncio.to_thread(sync_moderation, inputs_user),
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)
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except Exception as e:
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async def
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try:
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user_content = (
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metadata["messages"][-2]["content"]
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if len(metadata.get("messages", [])) >= 2
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else ""
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)
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# Mistral moderation results
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try:
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mistral_response = await get_mistral_moderation(user_content, message)
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mistral_results = mistral_response
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except Exception as e:
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print(f"[Mistral moderation error]: {e!s}")
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mistral_results = None
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resp = await alinia_guardrail.post(
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"/moderations
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json={
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"
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"metadata": {
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"app": "slmdr",
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"app_environment": "stable",
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"chat_model_id":
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"mistral_results": json.
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),
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}
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| metadata,
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"detection_config": {"safety": True},
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},
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)
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resp.raise_for_status()
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selected_results = {
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key.title(): value for key, value in selected_results.items()
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}
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return selected_results
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except Exception as e:
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def user(message, chat_history):
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@@ -118,16 +91,15 @@ def user(message, chat_history):
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async def assistant(chat_history, system_prompt, model_name):
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if chat_history[0]["role"] != "system":
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chat_history = [{"role": "system", "content": system_prompt}, *chat_history]
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stream = await client.chat.completions.create(
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**MODEL_ARGS, messages=chat_history
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)
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@@ -135,17 +107,18 @@ async def assistant(chat_history, system_prompt, model_name):
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async for chunk in stream:
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if chunk.choices[0].delta.content is not None:
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chat_history[-1]["content"] += chunk.choices[0].delta.content
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yield chat_history,
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# metadata = {
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# "messages": chat_history + [{"role": "assistant", "content": full_response}]
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# }
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safety_results = await check_safety(chat_history[-1]["content"], {})
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yield chat_history, safety_results
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except Exception as e:
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chat_history
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with gr.Blocks(title="🦎 Salamandra & Oranguten") as demo:
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@@ -187,12 +160,12 @@ with gr.Blocks(title="🦎 Salamandra & Oranguten") as demo:
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outputs=[chatbot, response_safety],
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)
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system_prompt_selector.change(
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lambda example_name: EXAMPLE_PROMPTS[example_name],
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inputs=system_prompt_selector,
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outputs=system_prompt,
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)
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system_prompt.change(lambda: [], outputs=chatbot)
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new_chat.click(
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import json
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import os
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mistral_client = Mistral(api_key=os.environ["MISTRAL_API_KEY"])
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async def mistral_moderate(chat_history):
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try:
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response_full = await mistral_client.classifiers.moderate_chat_async(
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model="mistral-moderation-latest", inputs=chat_history[-2:]
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)
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response_user_only = await mistral_client.classifiers.moderate_chat_async(
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model="mistral-moderation-latest", inputs=chat_history[-1:]
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)
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result = {}
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if response_full.results:
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result["full_interaction"] = response_full.results[0].category_scores
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if response_user_only.results:
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result["user_only"] = response_user_only.results[0].category_scores
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except Exception as e:
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message = f"Mistral moderate failed: {e!s}"
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print(message)
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result = message
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return result
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async def alinia_moderate(chat_history, chat_model_id, mistral_moderation) -> dict:
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try:
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resp = await alinia_guardrail.post(
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"/chat/moderations",
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json={
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"messages": chat_history[-2:],
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"metadata": {
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"app": "slmdr",
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"app_environment": "stable",
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"chat_model_id": chat_model_id,
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"mistral_results": json.dumps(mistral_moderation, default=str),
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},
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"detection_config": {"safety": True},
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},
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)
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resp.raise_for_status()
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moderation = resp.json()["result"]["category_details"]["safety"]
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result = {key.title(): value for key, value in moderation.items()}
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except Exception as e:
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message = f"Alinia moderate failed: {e!s}"
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print(message)
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result = {"Error": 1}
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return result
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def user(message, chat_history):
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async def assistant(chat_history, system_prompt, model_name):
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client = CHAT_CLIENTS[model_name]
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alinia_moderation = {}
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if chat_history[0]["role"] != "system":
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chat_history = [{"role": "system", "content": system_prompt}, *chat_history]
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chat_history.append({"role": "assistant", "content": ""})
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try:
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stream = await client.chat.completions.create(
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**MODEL_ARGS, messages=chat_history
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)
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async for chunk in stream:
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if chunk.choices[0].delta.content is not None:
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chat_history[-1]["content"] += chunk.choices[0].delta.content
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yield chat_history, alinia_moderation
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mistral_moderation = await mistral_moderate(chat_history)
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alinia_moderation = await alinia_moderate(
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chat_history,
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chat_model_id=model_name,
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mistral_moderation=mistral_moderation,
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)
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except Exception as e:
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chat_history[-1]["content"] = f"Error occurred: {e!s}"
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yield chat_history, alinia_moderation
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with gr.Blocks(title="🦎 Salamandra & Oranguten") as demo:
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outputs=[chatbot, response_safety],
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)
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model_selector.change(lambda: [], outputs=chatbot)
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system_prompt_selector.change(
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lambda example_name: EXAMPLE_PROMPTS[example_name],
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inputs=system_prompt_selector,
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outputs=system_prompt,
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)
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system_prompt.change(lambda: [], outputs=chatbot)
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new_chat.click(
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