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Diffstat (limited to 'server/continuedev/core/models.py')
-rw-r--r-- | server/continuedev/core/models.py | 113 |
1 files changed, 113 insertions, 0 deletions
diff --git a/server/continuedev/core/models.py b/server/continuedev/core/models.py new file mode 100644 index 00000000..21ebd8f6 --- /dev/null +++ b/server/continuedev/core/models.py @@ -0,0 +1,113 @@ +from typing import List, Optional + +from pydantic import BaseModel + +from ..libs.llm.anthropic import AnthropicLLM +from ..libs.llm.base import LLM +from ..libs.llm.ggml import GGML +from ..libs.llm.google_palm_api import GooglePaLMAPI +from ..libs.llm.hf_inference_api import HuggingFaceInferenceAPI +from ..libs.llm.hf_tgi import HuggingFaceTGI +from ..libs.llm.llamacpp import LlamaCpp +from ..libs.llm.ollama import Ollama +from ..libs.llm.openai import OpenAI +from ..libs.llm.openai_free_trial import OpenAIFreeTrial +from ..libs.llm.replicate import ReplicateLLM +from ..libs.llm.together import TogetherLLM + + +class ContinueSDK(BaseModel): + pass + + +ALL_MODEL_ROLES = [ + "default", + "summarize", + "edit", + "chat", +] + +MODEL_CLASSES = { + cls.__name__: cls + for cls in [ + OpenAI, + OpenAIFreeTrial, + GGML, + TogetherLLM, + AnthropicLLM, + ReplicateLLM, + Ollama, + LlamaCpp, + HuggingFaceInferenceAPI, + HuggingFaceTGI, + GooglePaLMAPI, + ] +} + +MODEL_MODULE_NAMES = { + "OpenAI": "openai", + "OpenAIFreeTrial": "openai_free_trial", + "GGML": "ggml", + "TogetherLLM": "together", + "AnthropicLLM": "anthropic", + "ReplicateLLM": "replicate", + "Ollama": "ollama", + "LlamaCpp": "llamacpp", + "HuggingFaceInferenceAPI": "hf_inference_api", + "HuggingFaceTGI": "hf_tgi", + "GooglePaLMAPI": "google_palm_api", +} + + +class Models(BaseModel): + """Main class that holds the current model configuration""" + + default: LLM + summarize: Optional[LLM] = None + edit: Optional[LLM] = None + chat: Optional[LLM] = None + + saved: List[LLM] = [] + + # TODO namespace these away to not confuse readers, + # or split Models into ModelsConfig, which gets turned into Models + sdk: ContinueSDK = None + + def dict(self, **kwargs): + original_dict = super().dict(**kwargs) + original_dict.pop("sdk", None) + return original_dict + + @property + def all_models(self): + models = [getattr(self, role) for role in ALL_MODEL_ROLES] + return [model for model in models if model is not None] + + @property + def system_message(self) -> Optional[str]: + if self.sdk: + return self.sdk.config.system_message + return None + + def set_system_message(self, msg: str): + for model in self.all_models: + if model.system_message is None: + model.system_message = msg + + async def start(self, sdk: "ContinueSDK"): + """Start each of the LLMs, or fall back to default""" + self.sdk = sdk + + for role in ALL_MODEL_ROLES: + model = getattr(self, role) + if model is None: + setattr(self, role, self.default) + else: + await sdk.start_model(model) + + self.set_system_message(self.system_message) + + async def stop(self, sdk: "ContinueSDK"): + """Stop each LLM (if it's not the default, which is shared)""" + for model in self.all_models: + await model.stop() |