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Diffstat (limited to 'server/continuedev/libs/llm/together.py')
-rw-r--r-- | server/continuedev/libs/llm/together.py | 125 |
1 files changed, 125 insertions, 0 deletions
diff --git a/server/continuedev/libs/llm/together.py b/server/continuedev/libs/llm/together.py new file mode 100644 index 00000000..35b3a424 --- /dev/null +++ b/server/continuedev/libs/llm/together.py @@ -0,0 +1,125 @@ +import json +from typing import Callable + +import aiohttp +from pydantic import Field + +from ...core.main import ContinueCustomException +from ..util.logging import logger +from .base import LLM +from .prompts.chat import llama2_template_messages +from .prompts.edit import simplified_edit_prompt + + +class TogetherLLM(LLM): + """ + The Together API is a cloud platform for running large AI models. You can sign up [here](https://api.together.xyz/signup), copy your API key on the initial welcome screen, and then hit the play button on any model from the [Together Models list](https://docs.together.ai/docs/models-inference). Change `~/.continue/config.py` to look like this: + + ```python title="~/.continue/config.py" + from continuedev.core.models import Models + from continuedev.libs.llm.together import TogetherLLM + + config = ContinueConfig( + ... + models=Models( + default=TogetherLLM( + api_key="<API_KEY>", + model="togethercomputer/llama-2-13b-chat" + ) + ) + ) + ``` + """ + + api_key: str = Field(..., description="Together API key") + + model: str = "togethercomputer/RedPajama-INCITE-7B-Instruct" + base_url: str = Field( + "https://api.together.xyz", + description="The base URL for your Together API instance", + ) + + _client_session: aiohttp.ClientSession = None + + template_messages: Callable = llama2_template_messages + + prompt_templates = { + "edit": simplified_edit_prompt, + } + + async def start(self, **kwargs): + await super().start(**kwargs) + self._client_session = aiohttp.ClientSession( + connector=aiohttp.TCPConnector(verify_ssl=self.verify_ssl), + timeout=aiohttp.ClientTimeout(total=self.timeout), + ) + + async def stop(self): + await self._client_session.close() + + async def _stream_complete(self, prompt, options): + args = self.collect_args(options) + + async with self._client_session.post( + f"{self.base_url}/inference", + json={ + "prompt": prompt, + "stream_tokens": True, + **args, + }, + headers={"Authorization": f"Bearer {self.api_key}"}, + proxy=self.proxy, + ) as resp: + async for line in resp.content.iter_chunks(): + if line[1]: + json_chunk = line[0].decode("utf-8") + if json_chunk.startswith(": ping - ") or json_chunk.startswith( + "data: [DONE]" + ): + continue + + chunks = json_chunk.split("\n") + for chunk in chunks: + if chunk.strip() != "": + if chunk.startswith("data: "): + chunk = chunk[6:] + if chunk == "[DONE]": + break + try: + json_chunk = json.loads(chunk) + except Exception as e: + logger.warning(f"Invalid JSON chunk: {chunk}\n\n{e}") + continue + if "choices" in json_chunk: + yield json_chunk["choices"][0]["text"] + + async def _complete(self, prompt: str, options): + args = self.collect_args(options) + + async with self._client_session.post( + f"{self.base_url}/inference", + json={"prompt": prompt, **args}, + headers={"Authorization": f"Bearer {self.api_key}"}, + proxy=self.proxy, + ) as resp: + text = await resp.text() + j = json.loads(text) + try: + if "choices" not in j["output"]: + raise Exception(text) + if "output" in j: + return j["output"]["choices"][0]["text"] + except Exception as e: + j = await resp.json() + if "error" in j: + if j["error"].startswith("invalid hexlify value"): + raise ContinueCustomException( + message=f"Invalid Together API key:\n\n{j['error']}", + title="Together API Error", + ) + else: + raise ContinueCustomException( + message=j["error"], title="Together API Error" + ) + + raise e |