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Updated 3 months ago

Why is `LLMTextCompletionProgram` +

Why is LLMTextCompletionProgram + GroqCloud is hella slow?? I’ve tested GroqCloud native api from terminal and it is indeed super fast, but when I use with pydantic program it is slow as hell. Does it have some kind of loop internally?

3 comments

ppikachu8887867

Plain Text

llama_llm = Groq(model="llama3-70b-8192", api_key=GROQ_API_KEY)

program = LLMTextCompletionProgram.from_defaults(
            output_cls=Data,
            prompt_template_str=prompt,
            verbose=False,
            llm=llama_llm
        )

response = program(text=source_reference_comparison, num_sections=len(sections), sections=str(sections))

LLogan M

It does not loop

LLogan M

If you wanted, you could run what its doing step-by-step too

Peeking under the hood, you could run these steps

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program = LLMTextCompletionProgram.from_defaults(
    output_cls=Data,
    prompt_template_str=prompt,
    verbose=False,
    llm=llama_llm
)

messages = program._prompt.format_messages(
  llm=program._llm, 
  text=source_reference_comparison, 
  num_sections=len(sections), 
  sections=str(sections)
)

response = program._llm.chat(messages)

output = program._output_parser.parse(raw_output)

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