mirror of https://github.com/arc53/DocsGPT
You cannot select more than 25 topics
Topics must start with a letter or number, can include dashes ('-') and can be up to 35 characters long.
53 lines
1.7 KiB
Python
53 lines
1.7 KiB
Python
from application.llm.base import BaseLLM
|
|
from application.core.settings import settings
|
|
|
|
|
|
class LlamaCpp(BaseLLM):
|
|
|
|
def __init__(
|
|
self,
|
|
api_key=None,
|
|
user_api_key=None,
|
|
llm_name=settings.MODEL_PATH,
|
|
*args,
|
|
**kwargs,
|
|
):
|
|
global llama
|
|
try:
|
|
from llama_cpp import Llama
|
|
except ImportError:
|
|
raise ImportError(
|
|
"Please install llama_cpp using pip install llama-cpp-python"
|
|
)
|
|
|
|
super().__init__(*args, **kwargs)
|
|
self.api_key = api_key
|
|
self.user_api_key = user_api_key
|
|
llama = Llama(model_path=llm_name, n_ctx=2048)
|
|
|
|
def _raw_gen(self, baseself, model, messages, stream=False, **kwargs):
|
|
context = messages[0]["content"]
|
|
user_question = messages[-1]["content"]
|
|
prompt = f"### Instruction \n {user_question} \n ### Context \n {context} \n ### Answer \n"
|
|
|
|
result = llama(prompt, max_tokens=150, echo=False)
|
|
|
|
# import sys
|
|
# print(result['choices'][0]['text'].split('### Answer \n')[-1], file=sys.stderr)
|
|
|
|
return result["choices"][0]["text"].split("### Answer \n")[-1]
|
|
|
|
def _raw_gen_stream(self, baseself, model, messages, stream=True, **kwargs):
|
|
context = messages[0]["content"]
|
|
user_question = messages[-1]["content"]
|
|
prompt = f"### Instruction \n {user_question} \n ### Context \n {context} \n ### Answer \n"
|
|
|
|
result = llama(prompt, max_tokens=150, echo=False, stream=stream)
|
|
|
|
# import sys
|
|
# print(list(result), file=sys.stderr)
|
|
|
|
for item in result:
|
|
for choice in item["choices"]:
|
|
yield choice["text"]
|