@@ -16,6 +16,7 @@ from ml_model.services.logoai import Logoai from ml_model.services.midjourney import Midjourney from ml_model.services.mistral import Mistral from ml_model.services.musicgen import Musicgen +from ml_model.services.perplexity import Perplexity from ml_model.services.pulid import Pulid from ml_model.services.qwen import Qwen from ml_model.services.recraft import Recraft @@ -0,0 +1,103 @@ +import time +from datetime import timedelta +from decimal import Decimal +from typing import Iterator, Any, Dict + +from messages.models import Message +from ml_model.models import ModelCategory, ModelVersion, ModelInput, ModelParameter +from ml_model.services.base import SimpleService +from ml_model.tasks import openrouter_run +from tools.chats.models import Chat +from tools.copywrite.models import Copywrite +from tools.public_api.models import APIStore + + +class Perplexity(SimpleService): + """ + Perplexity Service + contains abstract method make, which makes a generation + """ + + TOKENS_COST = { + 'sonar': {'input': Decimal('200'), 'output': Decimal('200')}, # 1M tokens + } + + def calculate_price( + self, version: str, input_tokens: int, output_tokens: int + ) -> Decimal: + price_map = self.TOKENS_COST[version.split('/')[1]] + price = ( + input_tokens * price_map['input'] / 1_000_000 + + output_tokens * price_map['output'] / 1_000_000 + ) + return price.quantize(Decimal('0.1'), rounding='ROUND_UP') + + def save_results( + self, content: Iterator[Any], t: timedelta, save: bool = True + ) -> list[Message]: + msgs = [ + Message( + content=content, + content_object=self.store, + elapsed_time=t, + ) + ] + if save: + return Message.objects.bulk_create(msgs) + return msgs + + def make(self, input_message: Message, save: bool = True) -> list[Message]: + start_time = time.time() + version = f'perplexity/{input_message.info.pop('version', 'sonar')}' + callback_data = { + 'provider': { + 'order': ['Perplexity'] + }, + **input_message.info + } + messages = self.get_chat_history() + result = openrouter_run(version, messages, callback_data, self.title) + process_time = timedelta(seconds=(time.time() - start_time)) + self.handle_invoice( + input_message.content_object.model, + version=version, + input_tokens=result[1], + output_tokens=result[2] + ) + msgs = self.save_results(result[0], process_time) + return msgs + + def get_chat_history(self, message_limit: int = 10, max_character_limit: int = 1500) -> list[Dict]: + if isinstance(self.store, Chat): + air_messages = list( + reversed( + Message.objects.filter( + chats_chats_messages=self.store, is_deleted=False, is_sent=True + ).order_by('-created_at')[:message_limit] + ) + ) + elif isinstance(self.store, APIStore): + air_messages = [] + elif isinstance(self.store, Copywrite): + air_messages = list( + reversed( + Message.objects.filter( + copywrite_copywrites_messages=self.store, + is_deleted=False, + is_sent=True, + ).order_by('-created_at')[:message_limit] + ) + ) + memory = [] + for msg in air_messages: + content = msg.content or '' + if msg.from_model: + memory.append({"role": "assistant", "content": content}) + else: + memory.append({"role": "user", "content": content}) + character_length = sum(len(content['content']) for content in memory) + while character_length > max_character_limit: + memory.pop(0) + character_length = sum(len(content['content']) for content in memory) + + return memory