Create deepseek_manifold_pipeline.py

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"""
title: DeepSeek Manifold Pipeline
author: Mohammed El-Beltagy
date: 2025-01-20
version: 1.4
license: MIT
description: A pipeline for generating text using the DeepSeeks API.
requirements: requests, sseclient-py
environment_variables: DEEPSEEK_API_KEY
"""
import os
import requests
import json
from typing import List, Union, Generator, Iterator
from pydantic import BaseModel
import sseclient
from utils.pipelines.main import pop_system_message
class Pipeline:
class Valves(BaseModel):
DEEPSEEK_API_KEY: str = ""
def __init__(self):
self.type = "manifold"
self.id = "deepseek"
self.name = "deepseek/"
self.valves = self.Valves(
**{"DEEPSEEK_API_KEY": os.getenv("DEEPSEEK_API_KEY", "your-api-key-here")}
)
self.url = 'https://api.deepseek.com/chat/completions'
self.update_headers()
def update_headers(self):
self.headers = {
'Content-Type': 'application/json',
'Authorization': f'Bearer {self.valves.DEEPSEEK_API_KEY}'
}
def get_deepseek_models(self):
return [
{"id": "deepseek-chat", "name": "DeepSeek Chat"},
]
async def on_startup(self):
print(f"on_startup:{__name__}")
pass
async def on_shutdown(self):
print(f"on_shutdown:{__name__}")
pass
async def on_valves_updated(self):
self.update_headers()
def pipelines(self) -> List[dict]:
return self.get_deepseek_models()
def pipe(
self, user_message: str, model_id: str, messages: List[dict], body: dict
) -> Union[str, Generator, Iterator]:
try:
# Remove unnecessary keys
for key in ['user', 'chat_id', 'title']:
body.pop(key, None)
system_message, messages = pop_system_message(messages)
# Process messages for DeepSeek format
processed_messages = []
for message in messages:
if isinstance(message.get("content"), list):
# DeepSeek currently doesn't support multi-modal inputs
# Combine all text content
text_content = " ".join(
item["text"] for item in message["content"]
if item["type"] == "text"
)
processed_messages.append({
"role": message["role"],
"content": text_content
})
else:
processed_messages.append({
"role": message["role"],
"content": message.get("content", "")
})
# Add system message if present
if system_message:
processed_messages.insert(0, {
"role": "system",
"content": str(system_message)
})
# Prepare the payload for DeepSeek API
payload = {
"model": model_id,
"messages": processed_messages,
"max_tokens": body.get("max_tokens", 4096),
"temperature": body.get("temperature", 0.8),
"top_p": body.get("top_p", 0.9),
"stream": body.get("stream", False)
}
# Add optional parameters if present
if "stop" in body:
payload["stop"] = body["stop"]
if body.get("stream", False):
return self.stream_response(payload)
else:
return self.get_completion(payload)
except Exception as e:
return f"Error: {e}"
def stream_response(self, payload: dict) -> Generator:
response = requests.post(self.url, headers=self.headers, json=payload, stream=True)
if response.status_code == 200:
client = sseclient.SSEClient(response)
for event in client.events():
try:
data = json.loads(event.data)
if "choices" in data and len(data["choices"]) > 0:
delta = data["choices"][0].get("delta", {})
if "content" in delta:
yield delta["content"]
if data["choices"][0].get("finish_reason") is not None:
break
except json.JSONDecodeError:
print(f"Failed to parse JSON: {event.data}")
except KeyError as e:
print(f"Unexpected data structure: {e}")
print(f"Full data: {data}")
else:
raise Exception(f"Error: {response.status_code} - {response.text}")
def get_completion(self, payload: dict) -> str:
response = requests.post(self.url, headers=self.headers, json=payload)
if response.status_code == 200:
res = response.json()
return res["choices"][0]["message"]["content"] if "choices" in res else ""
else:
raise Exception(f"Error: {response.status_code} - {response.text}")