Spaces:
Running
Running
Add selector for model and do some layout
Browse files
README.md
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short_description: ServiceNow-AI model chat
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---
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short_description: ServiceNow-AI model chat
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---
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A chatbot for ServiceNow-AI model chat. This is a demo of the Apriel Nemotron Chat model. The chatbot can answer questions, provide information, etc.
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app.py
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import os
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import sys
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import datetime
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from openai import OpenAI
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import gradio as gr
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from gradio.components.chatbot import ChatMessage, Message
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from typing import (
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Any,
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Literal,
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)
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print(f"Gradio version: {gr.__version__}")
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description = "Please use the community section on this space to provide feedback! <a href=\"https://huggingface.co/ServiceNow-AI/Apriel-Nemotron-15b-Thinker/discussions\">ServiceNow-AI/Apriel-Nemotron-Chat</a>"
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chat_start_count = 0
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"
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if
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# Gradio 5.0.1 had issues with checking the message formats. 5.29.0 does not!
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def _check_format(messages: Any, type: Literal["messages", "tuples"] = "messages") -> None:
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if type == "messages":
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all_valid = all(
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isinstance(message, dict)
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and "role" in message
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and "content" in message
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or isinstance(message, ChatMessage | Message)
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for message in messages
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)
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if not all_valid:
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# Display which message is not valid
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for i, message in enumerate(messages):
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if not (isinstance(message, dict) and
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"role" in message and
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"content" in message) and not isinstance(message, ChatMessage | Message):
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print(f"_check_format() --> Invalid message at index {i}: {message}\n", file=sys.stderr)
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break
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raise Exception(
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"Data incompatible with messages format. Each message should be a dictionary with 'role' and 'content' keys or a ChatMessage object."
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)
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# else:
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# print("_check_format() --> All messages are valid.")
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elif not all(
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isinstance(message, (tuple, list)) and len(message) == 2
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for message in messages
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):
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raise Exception(
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"Data incompatible with tuples format. Each message should be a list of length 2."
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)
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def chat_fn(message, history):
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log_message(f"{'-' * 80}
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global chat_start_count
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chat_start_count = chat_start_count + 1
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print(
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f"{datetime.datetime.now()}: chat_start_count: {chat_start_count}, turns: {int(len(history if history else []) / 3)}")
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# Remove any assistant messages with metadata from history for multiple turns
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log_message(f"Original History: {history}")
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-
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history = [item for item in history if
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not (isinstance(item, dict) and
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item.get("role") == "assistant" and
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isinstance(item.get("metadata"), dict) and
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item.get("metadata", {}).get("title") is not None)]
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log_message(f"Updated History: {history}")
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history.append({"role": "user", "content": message})
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log_message(f"History with user message: {history}")
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# Create the streaming response
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stream = client.chat.completions.create(
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stream=True
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)
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output = ""
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completion_started = False
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content = getattr(chunk.choices[0].delta, "content", "")
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output += content
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role="assistant",
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content=parts[0],
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metadata={"title": "🧠 Thought"}
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)
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if completion_started:
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history[-1] = gr.ChatMessage(
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role="assistant",
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content=parts[
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)
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role="assistant",
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content=
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)
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# only yield the most recent assistant messages
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messages_to_yield = history[-1:] if not completion_started else history[-2:]
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#
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yield messages_to_yield
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log_message(f"Final History: {history}")
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chat_fn,
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title=title,
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description=description,
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theme=gr.themes.Default(primary_hue="green"),
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type="messages",
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).launch()
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import datetime
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from openai import OpenAI
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import gradio as gr
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from utils import COMMUNITY_POSTFIX_URL, get_model_config, log_message, check_format, models_config
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print(f"Gradio version: {gr.__version__}")
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DEFAULT_MODEL_NAME = "Apriel-Nemotron-15b-Thinker"
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chat_start_count = 0
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model_config = None
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client = None
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def setup_model(model_name, intial=False):
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global model_config, client
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model_config = get_model_config(model_name)
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log_message(f"update_model() --> Model config: {model_config}")
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client = OpenAI(
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api_key=model_config.get('AUTH_TOKEN'),
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base_url=model_config.get('VLLM_API_URL')
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)
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_model_hf_name = model_config.get("MODEL_HF_URL").split('https://huggingface.co/')[1]
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_link = f"<a href='{model_config.get('MODEL_HF_URL')}{COMMUNITY_POSTFIX_URL}' target='_blank'>{_model_hf_name}</a>"
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_description = f"Please use the community section on this space to provide feedback! {_link}"
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print(f"Switched to model {_model_hf_name}")
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if intial:
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return
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else:
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return _description
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def chat_fn(message, history):
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log_message(f"{'-' * 80}")
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log_message(f"chat_fn() --> Message: {message}")
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log_message(f"chat_fn() --> History: {history}")
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global chat_start_count
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chat_start_count = chat_start_count + 1
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print(
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f"{datetime.datetime.now()}: chat_start_count: {chat_start_count}, turns: {int(len(history if history else []) / 3)}")
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is_reasoning = model_config.get("REASONING")
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# Remove any assistant messages with metadata from history for multiple turns
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log_message(f"Original History: {history}")
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check_format(history, "messages")
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history = [item for item in history if
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not (isinstance(item, dict) and
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item.get("role") == "assistant" and
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isinstance(item.get("metadata"), dict) and
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item.get("metadata", {}).get("title") is not None)]
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log_message(f"Updated History: {history}")
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check_format(history, "messages")
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history.append({"role": "user", "content": message})
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log_message(f"History with user message: {history}")
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check_format(history, "messages")
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# Create the streaming response
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stream = client.chat.completions.create(
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stream=True
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)
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if is_reasoning:
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history.append(gr.ChatMessage(
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role="assistant",
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content="Thinking...",
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metadata={"title": "🧠 Thought"}
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))
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log_message(f"History added thinking: {history}")
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check_format(history, "messages")
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output = ""
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completion_started = False
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content = getattr(chunk.choices[0].delta, "content", "")
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output += content
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if is_reasoning:
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parts = output.split("[BEGIN FINAL RESPONSE]")
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if len(parts) > 1:
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if parts[1].endswith("[END FINAL RESPONSE]"):
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parts[1] = parts[1].replace("[END FINAL RESPONSE]", "")
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if parts[1].endswith("[END FINAL RESPONSE]\n<|end|>"):
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parts[1] = parts[1].replace("[END FINAL RESPONSE]\n<|end|>", "")
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if parts[1].endswith("<|end|>"):
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parts[1] = parts[1].replace("<|end|>", "")
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history[-1 if not completion_started else -2] = gr.ChatMessage(
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role="assistant",
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content=parts[0],
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metadata={"title": "🧠 Thought"}
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)
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if completion_started:
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history[-1] = gr.ChatMessage(
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role="assistant",
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content=parts[1]
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)
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elif len(parts) > 1 and not completion_started:
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completion_started = True
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history.append(gr.ChatMessage(
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role="assistant",
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content=parts[1]
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))
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else:
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if output.endswith("<|end|>"):
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output = output.replace("<|end|>", "")
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history[-1] = gr.ChatMessage(
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role="assistant",
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content=output
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)
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# only yield the most recent assistant messages
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messages_to_yield = history[-1:] if not completion_started else history[-2:]
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# check_format(messages_to_yield, "messages")
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# log_message(f"Yielding messages: {messages_to_yield}")
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yield messages_to_yield
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log_message(f"Final History: {history}")
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check_format(history, "messages")
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title = None
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description = None
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with gr.Blocks(theme=gr.themes.Default(primary_hue="green")) as demo:
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gr.HTML("""
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<style>
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.model-message {
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text-align: end;
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}
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.model-dropdown-container {
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display: flex;
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align-items: center;
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gap: 10px;
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padding: 0;
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}
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@media (max-width: 800px) {
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.responsive-row {
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flex-direction: column;
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}
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.model-dropdown-container {
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flex-direction: column;
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align-items: flex-start;
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}
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}
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""")
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with gr.Row(variant="panel", elem_classes="responsive-row"):
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with gr.Column(scale=1, min_width=400, elem_classes="model-dropdown-container"):
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model_dropdown = gr.Dropdown(
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choices=[f"Model: {model}" for model in models_config.keys()],
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value=f"Model: {DEFAULT_MODEL_NAME}",
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label=None,
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interactive=True,
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container=False,
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scale=0,
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min_width=400
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)
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with gr.Column(scale=4, min_width=0):
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description_html = gr.HTML(description, elem_classes="model-message")
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chat_bot = gr.Chatbot(
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type="messages",
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height="calc(100vh - 320px)",
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)
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chat_interface = gr.ChatInterface(
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chat_fn,
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description="",
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type="messages",
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chatbot=chat_bot
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)
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# Add this line to ensure the model is reset to default on page reload
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demo.load(lambda: setup_model(DEFAULT_MODEL_NAME, intial=False), [], [description_html])
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def update_model_and_clear(model_name):
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# Remove the "Model: " prefix to get the actual model name
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actual_model_name = model_name.replace("Model: ", "")
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desc = setup_model(actual_model_name)
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chat_bot.clear() # Critical line
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return desc
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model_dropdown.change(
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fn=update_model_and_clear,
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inputs=[model_dropdown],
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outputs=[description_html]
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)
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demo.launch()
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utils.py
ADDED
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@@ -0,0 +1,81 @@
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|
| 1 |
+
import os
|
| 2 |
+
import sys
|
| 3 |
+
from typing import Any, Literal
|
| 4 |
+
|
| 5 |
+
from gradio import ChatMessage
|
| 6 |
+
from gradio.components.chatbot import Message
|
| 7 |
+
|
| 8 |
+
COMMUNITY_POSTFIX_URL = "/discussions"
|
| 9 |
+
DEBUG_MODE = False or os.environ.get("DEBUG_MODE") == "True"
|
| 10 |
+
|
| 11 |
+
models_config = {
|
| 12 |
+
"Apriel-Nemotron-15b-Thinker": {
|
| 13 |
+
"MODEL_DISPLAY_NAME": "Apriel-Nemotron-15b-Thinker",
|
| 14 |
+
"MODEL_HF_URL": "https://huggingface.co/ServiceNow-AI/Apriel-Nemotron-15b-Thinker",
|
| 15 |
+
"MODEL_NAME": os.environ.get("MODEL_NAME_NEMO_15B"),
|
| 16 |
+
"VLLM_API_URL": os.environ.get("VLLM_API_URL_NEMO_15B"),
|
| 17 |
+
"AUTH_TOKEN": os.environ.get("AUTH_TOKEN"),
|
| 18 |
+
"REASONING": True
|
| 19 |
+
},
|
| 20 |
+
"Apriel-5b": {
|
| 21 |
+
"MODEL_DISPLAY_NAME": "Apriel-5b",
|
| 22 |
+
"MODEL_HF_URL": "https://huggingface.co/ServiceNow-AI/Apriel-5B-Instruct",
|
| 23 |
+
"MODEL_NAME": os.environ.get("MODEL_NAME_5B"),
|
| 24 |
+
"VLLM_API_URL": os.environ.get("VLLM_API_URL_5B"),
|
| 25 |
+
"AUTH_TOKEN": os.environ.get("AUTH_TOKEN"),
|
| 26 |
+
"REASONING": False
|
| 27 |
+
}
|
| 28 |
+
}
|
| 29 |
+
|
| 30 |
+
|
| 31 |
+
def get_model_config(model_name: str) -> dict:
|
| 32 |
+
config = models_config.get(model_name)
|
| 33 |
+
if not config:
|
| 34 |
+
raise ValueError(f"Model {model_name} not found in models_config")
|
| 35 |
+
if not config.get("MODEL_NAME"):
|
| 36 |
+
raise ValueError(f"Model name not found in config for {model_name}")
|
| 37 |
+
if not config.get("VLLM_API_URL"):
|
| 38 |
+
raise ValueError(f"VLLM API URL not found in config for {model_name}")
|
| 39 |
+
|
| 40 |
+
return config
|
| 41 |
+
|
| 42 |
+
|
| 43 |
+
def log_message(message):
|
| 44 |
+
if DEBUG_MODE is True:
|
| 45 |
+
print(f"≫≫≫ {message}")
|
| 46 |
+
|
| 47 |
+
|
| 48 |
+
# Gradio 5.0.1 had issues with checking the message formats. 5.29.0 does not!
|
| 49 |
+
def check_format(messages: Any, type: Literal["messages", "tuples"] = "messages") -> None:
|
| 50 |
+
if not DEBUG_MODE:
|
| 51 |
+
return
|
| 52 |
+
|
| 53 |
+
if type == "messages":
|
| 54 |
+
all_valid = all(
|
| 55 |
+
isinstance(message, dict)
|
| 56 |
+
and "role" in message
|
| 57 |
+
and "content" in message
|
| 58 |
+
or isinstance(message, ChatMessage | Message)
|
| 59 |
+
for message in messages
|
| 60 |
+
)
|
| 61 |
+
if not all_valid:
|
| 62 |
+
# Display which message is not valid
|
| 63 |
+
for i, message in enumerate(messages):
|
| 64 |
+
if not (isinstance(message, dict) and
|
| 65 |
+
"role" in message and
|
| 66 |
+
"content" in message) and not isinstance(message, ChatMessage | Message):
|
| 67 |
+
print(f"_check_format() --> Invalid message at index {i}: {message}\n", file=sys.stderr)
|
| 68 |
+
break
|
| 69 |
+
|
| 70 |
+
raise Exception(
|
| 71 |
+
"Data incompatible with messages format. Each message should be a dictionary with 'role' and 'content' keys or a ChatMessage object."
|
| 72 |
+
)
|
| 73 |
+
# else:
|
| 74 |
+
# print("_check_format() --> All messages are valid.")
|
| 75 |
+
elif not all(
|
| 76 |
+
isinstance(message, (tuple, list)) and len(message) == 2
|
| 77 |
+
for message in messages
|
| 78 |
+
):
|
| 79 |
+
raise Exception(
|
| 80 |
+
"Data incompatible with tuples format. Each message should be a list of length 2."
|
| 81 |
+
)
|