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-rw-r--r--server/continuedev/libs/llm/llamacpp.py86
1 files changed, 86 insertions, 0 deletions
diff --git a/server/continuedev/libs/llm/llamacpp.py b/server/continuedev/libs/llm/llamacpp.py
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+++ b/server/continuedev/libs/llm/llamacpp.py
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+import json
+from typing import Any, Callable, Dict
+
+from pydantic import Field
+
+from .base import LLM
+from .prompts.chat import llama2_template_messages
+from .prompts.edit import simplified_edit_prompt
+
+
+class LlamaCpp(LLM):
+ """
+ Run the llama.cpp server binary to start the API server. If running on a remote server, be sure to set host to 0.0.0.0:
+
+ ```shell
+ .\server.exe -c 4096 --host 0.0.0.0 -t 16 --mlock -m models\meta\llama\codellama-7b-instruct.Q8_0.gguf
+ ```
+
+ After it's up and running, change `~/.continue/config.py` to look like this:
+
+ ```python title="~/.continue/config.py"
+ from continuedev.libs.llm.llamacpp import LlamaCpp
+
+ config = ContinueConfig(
+ ...
+ models=Models(
+ default=LlamaCpp(
+ max_context_length=4096,
+ server_url="http://localhost:8080")
+ )
+ )
+ ```
+ """
+
+ model: str = "llamacpp"
+ server_url: str = Field("http://localhost:8080", description="URL of the server")
+
+ llama_cpp_args: Dict[str, Any] = Field(
+ {"stop": ["[INST]"]},
+ description="A list of additional arguments to pass to llama.cpp. See [here](https://github.com/ggerganov/llama.cpp/tree/master/examples/server#api-endpoints) for the complete catalog of options.",
+ )
+
+ template_messages: Callable = llama2_template_messages
+ prompt_templates = {
+ "edit": simplified_edit_prompt,
+ }
+
+ class Config:
+ arbitrary_types_allowed = True
+
+ def collect_args(self, options) -> Any:
+ args = super().collect_args(options)
+ if "max_tokens" in args:
+ args["n_predict"] = args["max_tokens"]
+ del args["max_tokens"]
+ if "frequency_penalty" in args:
+ del args["frequency_penalty"]
+ if "presence_penalty" in args:
+ del args["presence_penalty"]
+
+ for k, v in self.llama_cpp_args.items():
+ if k not in args:
+ args[k] = v
+
+ return args
+
+ async def _stream_complete(self, prompt, options):
+ args = self.collect_args(options)
+ headers = {"Content-Type": "application/json"}
+
+ async def server_generator():
+ async with self.create_client_session() as client_session:
+ async with client_session.post(
+ f"{self.server_url}/completion",
+ json={"prompt": prompt, "stream": True, **args},
+ headers=headers,
+ proxy=self.proxy,
+ ) as resp:
+ async for line in resp.content:
+ content = line.decode("utf-8")
+ if content.strip() == "":
+ continue
+ yield json.loads(content[6:])["content"]
+
+ async for chunk in server_generator():
+ yield chunk