summaryrefslogtreecommitdiff
path: root/server/continuedev/core/models.py
diff options
context:
space:
mode:
Diffstat (limited to 'server/continuedev/core/models.py')
-rw-r--r--server/continuedev/core/models.py113
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()