Spaces:
Sleeping
Sleeping
Commit
·
ae2483e
1
Parent(s):
5ea35f6
Fix Gradio + FastAPI integration for HuggingFace Spaces
Browse files- Use demo.app to add FastAPI routes to Gradio's internal app
- Remove examples from ChatInterface to avoid caching issues
- Add error handling in gradio_chat for model loading failures
- Simplify app structure for better HF Spaces compatibility
app.py
CHANGED
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@@ -11,12 +11,11 @@ This Gradio app provides:
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import logging
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import time
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-
from contextlib import asynccontextmanager
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from typing import Optional
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import gradio as gr
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import httpx
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-
from fastapi import
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from fastapi.responses import StreamingResponse, JSONResponse
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from huggingface_hub import HfApi
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@@ -195,28 +194,141 @@ async def serverless_generate(
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# ---
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-
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async def chat_completions(
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request: ChatCompletionRequest,
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authorization: Optional[str] = Header(None),
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@@ -352,7 +464,7 @@ async def chat_completions(
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)
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@
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async def list_models(authorization: Optional[str] = Header(None)):
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"""List available models (returns info about current model if loaded)."""
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token = extract_token(authorization)
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@@ -382,7 +494,7 @@ async def list_models(authorization: Optional[str] = Header(None)):
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return {"object": "list", "data": models}
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@
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async def health_check():
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"""Health check endpoint."""
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return {
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@@ -393,137 +505,5 @@ async def health_check():
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}
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# --- Gradio Interface ---
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def gradio_chat(
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message: str,
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history: list[list[str]],
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model_id: str,
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temperature: float,
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max_tokens: int,
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):
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"""Gradio chat interface handler."""
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# Validate model_id
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if not model_id:
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yield "Please select a model first."
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return
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-
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# Build messages from history
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messages = []
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for user_msg, assistant_msg in history:
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messages.append({"role": "user", "content": user_msg})
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if assistant_msg:
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messages.append({"role": "assistant", "content": assistant_msg})
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messages.append({"role": "user", "content": message})
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# Apply chat template
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prompt = apply_chat_template(model_id, messages)
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# Generate response (streaming)
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response = ""
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for token in zerogpu_generate_stream(
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model_id=model_id,
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prompt=prompt,
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max_new_tokens=max_tokens,
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temperature=temperature,
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top_p=0.95,
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stop_sequences=None,
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):
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response += token
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yield response
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-
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# Gradio Blocks interface
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with gr.Blocks(title="ZeroGPU OpenCode Provider") as demo:
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gr.Markdown(
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"""
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# ZeroGPU OpenCode Provider
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-
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OpenAI-compatible inference endpoint for [opencode](https://github.com/sst/opencode).
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**API Endpoint:** `/v1/chat/completions`
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-
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## Usage with opencode
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Configure in `~/.config/opencode/opencode.json`:
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```json
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{
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"providers": {
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"zerogpu": {
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"npm": "@ai-sdk/openai-compatible",
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"options": {
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"baseURL": "https://serenichron-opencode-zerogpu.hf.space/v1",
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"headers": {
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"Authorization": "Bearer hf_YOUR_TOKEN"
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}
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},
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"models": {
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"llama-8b": {
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"name": "meta-llama/Llama-3.1-8B-Instruct"
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}
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}
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}
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}
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}
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```
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---
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"""
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)
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with gr.Row():
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with gr.Column(scale=1):
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model_dropdown = gr.Dropdown(
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label="Model",
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choices=[
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"meta-llama/Llama-3.1-8B-Instruct",
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"mistralai/Mistral-7B-Instruct-v0.3",
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"Qwen/Qwen2.5-7B-Instruct",
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"Qwen/Qwen2.5-14B-Instruct",
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],
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value="meta-llama/Llama-3.1-8B-Instruct",
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allow_custom_value=True,
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)
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temperature_slider = gr.Slider(
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label="Temperature",
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minimum=0.0,
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maximum=2.0,
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value=0.7,
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step=0.1,
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)
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max_tokens_slider = gr.Slider(
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label="Max Tokens",
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minimum=64,
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maximum=4096,
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value=512,
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step=64,
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)
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gr.Markdown(
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f"""
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### Status
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- **ZeroGPU:** {'Available' if ZEROGPU_AVAILABLE else 'Not Available'}
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- **Fallback:** {'Enabled' if config.fallback_enabled else 'Disabled'}
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"""
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)
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with gr.Column(scale=3):
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chatbot = gr.ChatInterface(
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fn=gradio_chat,
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additional_inputs=[model_dropdown, temperature_slider, max_tokens_slider],
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title="",
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examples=[
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["Hello! How are you?"],
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["Explain quantum computing in simple terms."],
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["Write a Python function to calculate fibonacci numbers."],
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],
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)
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# Mount FastAPI to Gradio
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demo = gr.mount_gradio_app(demo, api, path="/")
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if __name__ == "__main__":
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demo.launch(server_name="0.0.0.0", server_port=7860)
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import logging
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import time
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from typing import Optional
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import gradio as gr
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import httpx
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from fastapi import Header, HTTPException
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from fastapi.responses import StreamingResponse, JSONResponse
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from huggingface_hub import HfApi
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)
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# --- Gradio Interface ---
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def gradio_chat(
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message: str,
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history: list[list[str]],
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model_id: str,
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temperature: float,
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max_tokens: int,
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):
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"""Gradio chat interface handler."""
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# Validate model_id
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if not model_id:
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yield "Please select a model first."
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return
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# Build messages from history
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messages = []
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for user_msg, assistant_msg in history:
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messages.append({"role": "user", "content": user_msg})
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if assistant_msg:
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messages.append({"role": "assistant", "content": assistant_msg})
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messages.append({"role": "user", "content": message})
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# Apply chat template
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try:
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prompt = apply_chat_template(model_id, messages)
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except Exception as e:
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yield f"Error loading model: {str(e)}"
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return
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# Generate response (streaming)
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response = ""
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try:
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for token in zerogpu_generate_stream(
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model_id=model_id,
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prompt=prompt,
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max_new_tokens=max_tokens,
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temperature=temperature,
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top_p=0.95,
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stop_sequences=None,
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):
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response += token
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yield response
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except Exception as e:
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yield f"Error generating response: {str(e)}"
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# Build Gradio Blocks interface
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with gr.Blocks(title="ZeroGPU OpenCode Provider") as demo:
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gr.Markdown(
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"""
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# ZeroGPU OpenCode Provider
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+
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OpenAI-compatible inference endpoint for [opencode](https://github.com/sst/opencode).
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+
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**API Endpoint:** `/v1/chat/completions`
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## Usage with opencode
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+
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Configure in `~/.config/opencode/opencode.json`:
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```json
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{
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"providers": {
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"zerogpu": {
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"npm": "@ai-sdk/openai-compatible",
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"options": {
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"baseURL": "https://serenichron-opencode-zerogpu.hf.space/v1",
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"headers": {
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"Authorization": "Bearer hf_YOUR_TOKEN"
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}
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},
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"models": {
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"llama-8b": {
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"name": "meta-llama/Llama-3.1-8B-Instruct"
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}
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}
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}
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}
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}
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```
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---
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"""
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)
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with gr.Row():
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with gr.Column(scale=1):
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model_dropdown = gr.Dropdown(
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label="Model",
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choices=[
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"meta-llama/Llama-3.1-8B-Instruct",
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"mistralai/Mistral-7B-Instruct-v0.3",
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"Qwen/Qwen2.5-7B-Instruct",
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"Qwen/Qwen2.5-14B-Instruct",
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],
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value="meta-llama/Llama-3.1-8B-Instruct",
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allow_custom_value=True,
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)
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temperature_slider = gr.Slider(
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label="Temperature",
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minimum=0.0,
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maximum=2.0,
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value=0.7,
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step=0.1,
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)
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max_tokens_slider = gr.Slider(
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label="Max Tokens",
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minimum=64,
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maximum=4096,
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value=512,
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step=64,
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)
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gr.Markdown(
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f"""
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### Status
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- **ZeroGPU:** {'Available' if ZEROGPU_AVAILABLE else 'Not Available'}
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- **Fallback:** {'Enabled' if config.fallback_enabled else 'Disabled'}
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"""
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)
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with gr.Column(scale=3):
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chatbot = gr.ChatInterface(
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fn=gradio_chat,
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additional_inputs=[model_dropdown, temperature_slider, max_tokens_slider],
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title="",
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)
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+
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+
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# --- Add OpenAI-compatible API routes to Gradio's FastAPI app ---
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@demo.app.post("/v1/chat/completions")
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async def chat_completions(
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request: ChatCompletionRequest,
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authorization: Optional[str] = Header(None),
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)
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@demo.app.get("/v1/models")
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async def list_models(authorization: Optional[str] = Header(None)):
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"""List available models (returns info about current model if loaded)."""
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token = extract_token(authorization)
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return {"object": "list", "data": models}
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@demo.app.get("/health")
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async def health_check():
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"""Health check endpoint."""
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return {
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}
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| 508 |
if __name__ == "__main__":
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| 509 |
demo.launch(server_name="0.0.0.0", server_port=7860)
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