From f2bf94cf6cb518ba9e88323b89fd903c7e2a141b Mon Sep 17 00:00:00 2001 From: Jimmy Date: Fri, 5 Jul 2024 10:05:42 +0200 Subject: [PATCH] Doesnt work --- api/api/api.py | 1 - api/bot/controllers.py | 47 +- api/bot/views.py | 2 +- api/poetry.lock | 2120 +++++++++++++++++++++++++++++++++++++--- api/pyproject.toml | 2 + 5 files changed, 2026 insertions(+), 146 deletions(-) diff --git a/api/api/api.py b/api/api/api.py index c6c6c60..ea95346 100644 --- a/api/api/api.py +++ b/api/api/api.py @@ -6,7 +6,6 @@ api.add_router("/", "documents.views.router") api.add_router("/", "chunks.views.router") api.add_router("/", "bot.views.router") - urlpatterns = [ path("api/", api.urls), ] diff --git a/api/bot/controllers.py b/api/bot/controllers.py index 22f112b..cb01667 100644 --- a/api/bot/controllers.py +++ b/api/bot/controllers.py @@ -1,13 +1,39 @@ from http import HTTPStatus import requests +from llama_index.llms.llama_cpp import LlamaCPP from pgvector.django import L2Distance from bot.schemas import BotIn, BotOut from chunks.models import Chunk +def messages_to_prompt(messages): + prompt = "" + for message in messages: + if message.role == 'system': + prompt += f"<|system|>\n{message.content}\n" + elif message.role == 'user': + prompt += f"<|user|>\n{message.content}\n" + elif message.role == 'assistant': + prompt += f"<|assistant|>\n{message.content}\n" + + # ensure we start with a system prompt, insert blank if needed + if not prompt.startswith("<|system|>\n"): + prompt = "<|system|>\n\n" + prompt + + # add final assistant prompt + prompt = prompt + "<|assistant|>\n" + + return prompt + + +def completion_to_prompt(completion): + return f"<|system|>\n\n<|user|>\n{completion}\n<|assistant|>\n" + + def query_llm_controller(payload: BotIn) -> tuple[HTTPStatus, BotOut]: + # https: // docs.llamaindex.ai / en / stable / api_reference / llms / llama_cpp / # TODO: payload na embeding -> Vector -> Szukamy w bazie podobne -> dokument do payloada embeddings_body = { "input": payload.input @@ -17,12 +43,27 @@ def query_llm_controller(payload: BotIn) -> tuple[HTTPStatus, BotOut]: similar_chunk = Chunk.objects.order_by(L2Distance('embedding', input_embedding))[0] print(similar_chunk.text) llm_body = { - "prompt": "\n\n### Instructions:\nOdpowiedz na pytanie "+ payload.input +"\n\nWiedząc że"+similar_chunk.text+"\n\n### Response:\n", + "prompt": "\n\n### Instructions:\nOdpowiedz na pytanie używając 5 zdań" + payload.input + "\n\nWiedząc że" + similar_chunk.text + "\n\n### Response:\n", "stop": [ "\n", "###" ] } - llm_response = requests.post("http://192.168.0.3:9000/v1/completions/", json=llm_body) - llm_response = llm_response.json()['choices'][0]['text'] + #llm_response = requests.post("", json=llm_body) + #llm_response = llm_response.json()['choices'][0]['text'] + + model_url = "http://192.168.0.3:9000/v1/completions/" + + # llm = LlamaCPP( + # model_url=model_url, + # model_path=None, + # temperature=0.1, + # max_new_tokens=256, + #context_window=3900, + # generate_kwargs={}, + # messages_to_prompt=messages_to_prompt, + #completion_to_prompt=completion_to_prompt, + #verbose=True, + #) + llm_response = "SDS" #llm.complete("Odpowiedz na pytanie używając 5 zdań" + payload.input + "\n\nWiedząc że" + similar_chunk.text) return HTTPStatus.OK, BotOut(output=str(llm_response)) diff --git a/api/bot/views.py b/api/bot/views.py index 02fa5eb..fee0737 100644 --- a/api/bot/views.py +++ b/api/bot/views.py @@ -4,7 +4,7 @@ from ninja import Router from bot.controllers import query_llm_controller -from bot.schemas import BotIn, BotOut, BotError +from bot.schemas import BotIn, BotOut router = Router(tags=["Bot"]) diff --git a/api/poetry.lock b/api/poetry.lock index 03e96e2..2e08838 100644 --- a/api/poetry.lock +++ b/api/poetry.lock @@ -1,5 +1,114 @@ # This file is automatically @generated by Poetry 1.8.3 and should not be changed by hand. +[[package]] +name = "aiohttp" +version = "3.9.5" +description = "Async http client/server framework (asyncio)" 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