diff options
Diffstat (limited to 'server/continuedev/libs/llm/text_gen_interface.py')
-rw-r--r-- | server/continuedev/libs/llm/text_gen_interface.py | 114 |
1 files changed, 114 insertions, 0 deletions
diff --git a/server/continuedev/libs/llm/text_gen_interface.py b/server/continuedev/libs/llm/text_gen_interface.py new file mode 100644 index 00000000..225fd3b6 --- /dev/null +++ b/server/continuedev/libs/llm/text_gen_interface.py @@ -0,0 +1,114 @@ +import json +from typing import Any, Callable, Dict, List, Union + +import websockets +from pydantic import Field + +from ...core.main import ChatMessage +from .base import LLM +from .prompts.chat import llama2_template_messages +from .prompts.edit import simplest_edit_prompt + + +class TextGenUI(LLM): + """ + TextGenUI is a comprehensive, open-source language model UI and local server. You can set it up with an OpenAI-compatible server plugin, but if for some reason that doesn't work, you can use this class like so: + + ```python title="~/.continue/config.py" + from continuedev.libs.llm.text_gen_interface import TextGenUI + + config = ContinueConfig( + ... + models=Models( + default=TextGenUI( + model="<MODEL_NAME>", + ) + ) + ) + ``` + """ + + model: str = "text-gen-ui" + server_url: str = Field( + "http://localhost:5000", description="URL of your TextGenUI server" + ) + streaming_url: str = Field( + "http://localhost:5005", + description="URL of your TextGenUI streaming server (separate from main server URL)", + ) + + prompt_templates = { + "edit": simplest_edit_prompt, + } + + template_messages: Union[ + Callable[[List[Dict[str, str]]], str], None + ] = llama2_template_messages + + class Config: + arbitrary_types_allowed = True + + def collect_args(self, options) -> Any: + args = super().collect_args(options) + args = {**args, "max_new_tokens": options.max_tokens} + args.pop("max_tokens", None) + return args + + async def _stream_complete(self, prompt, options): + args = self.collect_args(options) + + ws_url = f"{self.streaming_url.replace('http://', 'ws://').replace('https://', 'wss://')}" + payload = json.dumps({"prompt": prompt, "stream": True, **args}) + async with websockets.connect( + f"{ws_url}/api/v1/stream", ping_interval=None + ) as websocket: + await websocket.send(payload) + + while True: + incoming_data = await websocket.recv() + incoming_data = json.loads(incoming_data) + + match incoming_data["event"]: + case "text_stream": + yield incoming_data["text"] + case "stream_end": + break + + async def _stream_chat(self, messages: List[ChatMessage], options): + args = self.collect_args(options) + + async def generator(): + ws_url = f"{self.streaming_url.replace('http://', 'ws://').replace('https://', 'wss://')}" + history = list(map(lambda x: x["content"], messages)) + payload = json.dumps( + { + "user_input": messages[-1]["content"], + "history": {"internal": [history], "visible": [history]}, + "stream": True, + **args, + } + ) + async with websockets.connect( + f"{ws_url}/api/v1/chat-stream", ping_interval=None + ) as websocket: + await websocket.send(payload) + + prev = "" + while True: + incoming_data = await websocket.recv() + incoming_data = json.loads(incoming_data) + + match incoming_data["event"]: + case "text_stream": + visible = incoming_data["history"]["visible"][-1] + if len(visible) > 0: + yield { + "role": "assistant", + "content": visible[-1].replace(prev, ""), + } + prev = visible[-1] + case "stream_end": + break + + async for chunk in generator(): + yield chunk |