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from application.llm.base import BaseLLM | ||
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class LlamaCpp(BaseLLM): | ||
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def __init__(self, api_key, llm_name='/Users/pavel/Desktop/docsgpt/application/models/orca-test.bin'): | ||
global llama | ||
from llama_cpp import Llama | ||
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llama = Llama(model_path=llm_name) | ||
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def gen(self, model, engine, 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" | ||
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result = llama(prompt, max_tokens=150, echo=False) | ||
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# import sys | ||
# print(result['choices'][0]['text'].split('### Answer \n')[-1], file=sys.stderr) | ||
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return result['choices'][0]['text'].split('### Answer \n')[-1] | ||
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def gen_stream(self, model, engine, 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" | ||
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result = llama(prompt, max_tokens=150, echo=False, stream=stream) | ||
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# import sys | ||
# print(list(result), file=sys.stderr) | ||
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for item in result: | ||
for choice in item['choices']: | ||
yield choice['text'] | ||
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