utils/llms.py

import os
import helpers.helper as helper

import google.generativeai as genai
from g4f.client import Client
from litellm import completion
import random
import json

from g4f.Provider import DeepInfraChat,Glider,Liaobots,Blackbox,ChatGptEs,LambdaChat,TypeGPT

gemini_api_keys=json.loads(os.environ.get("GEMINI_KEY_LIST"))
groq_api_keys=["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","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","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"]
DeepInfraChat.models = ["google/gemma-3-27b-it","deepseek-ai/DeepSeek-R1-Turbo","Qwen/QwQ-32B","deepseek-ai/DeepSeek-R1","deepseek-ai/DeepSeek-V3-0324","meta-llama/Llama-4-Maverick-17B-128E-Instruct-FP8","meta-llama/Llama-4-Scout-17B-16E-Instruct","microsoft/Phi-4-multimodal-instruct"]
deepinframodels=["meta-llama/Llama-4-Maverick-17B-128E-Instruct-FP8","microsoft/Phi-4-multimodal-instruct","google/gemma-3-27b-it","meta-llama/Llama-4-Scout-17B-16E-Instruct"]
REASONING_CORRESPONDANCE = {"DeepSeek-R1-Glider":Glider, "DeepSeekR1-LAMBDA":LambdaChat,"DeepSeekR1":DeepInfraChat,"deepseek-slow":TypeGPT}
os.environ["GEMINI_API_KEY"] =random.choice(gemini_api_keys)

REASONING_QWQ = {"qwq-32b":DeepInfraChat}
from openai import OpenAI

clienty = OpenAI(
  base_url="https://openrouter.ai/api/v1",
  api_key=os.environ.get("OPENROUTER_API_KEY"),
)
CHAT_CORRESPONDANCE = {"DeepSeek-V3":DeepInfraChat}

client = Client()
genai.configure(api_key="AIzaSyAQgAtQPpY0bQaCqCISGxeyF6tpDePx-Jg")
modell = genai.GenerativeModel('gemini-1.5-pro')
generation_config = {
  "temperature": 1,
  "top_p": 0.95,
  "top_k": 40,
  "max_output_tokens": 8192,
  "response_mime_type": "text/plain",
}

model2flash = genai.GenerativeModel(
  model_name="gemini-2.0-flash-thinking-exp",
  generation_config=generation_config,
)

        

def clear():
    helper.stopped=False
    helper.q.put_nowait("END") 
    while not helper.q.empty():
        try:
            helper.q.get(block=False)
        except Exception as e:
            continue
        helper.q.task_done()

def gpt4(messages,response_format,model="gpt-4"):
    if response_format!=None:
        output = clienty.chat.completions.create(
        model="google/gemini-2.0-flash-001",
        messages= messages,
        response_format=response_format,  
        )
        return str(output.choices[0].message.content)
    else:
        print(messages)
        if len(messages) ==1:
            messages[0]["role"]="user"
        response = completion(
            model="gemini/gemini-2.0-flash", 
            messages=messages
        )
        return str(response.choices[0].message.content)

def gpt4stream(messages,model,api_keys):
    print(f"-------{model}--------")
    global llmfree
    global llmdeepseek
    global llmgroq

    cunk=""

    if model in deepinframodels:
        try:
            response = client.chat.completions.create(
                provider=DeepInfraChat,
                model=model,
                messages=messages,
                stream=True

                # Add any other necessary parameters
            )
            for part in response:
                cunk=cunk+(part.choices[0].delta.content or "")
                if "```json" not in cunk or "```" not in cunk:
                    helper.q.put_nowait(part.choices[0].delta.content or "")
                if helper.stopped: 
                    clear()
                    break 
        except Exception as e:
            
            pass
        helper.q.put_nowait("RESULT: "+cunk)

    elif model == "DeepSeekR1-togetherAI":
        response = completion(model="together_ai/deepseek-ai/DeepSeek-R1", messages=messages, stream=True)

        cunk=""
        for part in response:
            cunk=cunk+(part.choices[0].delta.content or "")
            if "```json" not in cunk:
                helper.q.put_nowait(part.choices[0].delta.content or "")
            if helper.stopped: 
                clear()
                break 
        helper.q.put_nowait("RESULT: "+cunk)
    
    elif model == "DeepSeekV3-togetherAI":
        response = completion(model="together_ai/deepseek-ai/DeepSeek-V3", messages=messages, stream=True)

        cunk=""
        for part in response:
            cunk=cunk+(part.choices[0].delta.content or "")

            if "```json" not in cunk:
                helper.q.put_nowait(part.choices[0].delta.content or "")
            if helper.stopped: 
                clear()
                break 
        helper.q.put_nowait("RESULT: "+cunk)

    elif model=="deepseek-r1-distill-llama-70b":
        os.environ["GROQ_API_KEY"] =random.choice(groq_api_keys)

        response = completion(model="groq/deepseek-r1-distill-llama-70b", messages=messages, stream=True)

        cunk=""
        for part in response:
            cunk=cunk+(part.choices[0].delta.content or "")
            if "```json" not in cunk:
                helper.q.put_nowait(part.choices[0].delta.content or "")
            if helper.stopped: 
                clear()
                break 
        helper.q.put_nowait("RESULT: "+cunk)
    elif model=="qwq-32b":
        os.environ["GROQ_API_KEY"] =random.choice(groq_api_keys)
        response = completion(model="groq/qwen-qwq-32b", messages=messages, stream=True)

        cunk=""
        for part in response:
            cunk=cunk+(part.choices[0].delta.content or "")
            if "```json" not in cunk:
                helper.q.put_nowait(part.choices[0].delta.content or "")
            if helper.stopped: 
                clear()
                break 
        helper.q.put_nowait("RESULT: "+cunk)

    elif model=="llama-3.3-70b-versatile":
        response = completion(model="groq/llama-3.3-70b-versatile", messages=messages, stream=True)

        cunk=""
        for part in response:
            cunk=cunk+(part.choices[0].delta.content or "")
            
            if "```json" not in cunk:
                helper.q.put_nowait(part.choices[0].delta.content or "")
            if helper.stopped: 
                clear()
                break 
        helper.q.put_nowait("RESULT: "+cunk)

    elif model=="gemini-2.0-flash-thinking-exp-01-21":
        for key in gemini_api_keys:
            try:
                os.environ["GEMINI_API_KEY"] =key

                response = completion(model="gemini/gemini-2.0-flash-thinking-exp-01-21", messages=messages, stream=True)

                cunk=""
                for part in response:
                    cunk=cunk+(part.choices[0].delta.content or "")
                    if "```json" not in cunk:
                        helper.q.put_nowait(part.choices[0].delta.content or "")
                    if helper.stopped: 
                        clear()
                        break 
                break         
            except Exception as e:
                helper.q.put_nowait(str(e))
                pass            
        helper.q.put_nowait("RESULT: "+cunk)

    elif model=="gemini-2.5-pro-exp-03-25" :
        for key in gemini_api_keys:
            try:
                os.environ["GEMINI_API_KEY"] =key

                response = completion(model="gemini/gemini-2.5-pro-exp-03-25", messages=messages, stream=True)

                cunk=""
                for part in response:
                    cunk=cunk+(part.choices[0].delta.content or "")
                    print(part.choices[0].delta.content or "", end="")
                    if "```json" not in cunk:
                        helper.q.put_nowait(part.choices[0].delta.content or "")
                    if helper.stopped: 
                        clear()
                        break 
                break         
            except:
                pass            
        print("STOPPING")
        helper.q.put_nowait("RESULT: "+cunk)

    elif model=="deepseek.r1" or model=="deepseek-chat":

        cunk=""

        if "chat" in model:
            providers = CHAT_CORRESPONDANCE
            model_name="deepseek-ai/DeepSeek-V3-0324"
        else:
            providers = REASONING_CORRESPONDANCE
            model_name="deepseek-r1"

        for provider in providers:
            try:
                response = client.chat.completions.create(
                    provider=providers[provider],
                    model=model_name,
                    messages=messages,
                    stream=True

                    # Add any other necessary parameters
                )
                for part in response:
                    # print(part)
                    cunk=cunk+(str(part.choices[0].delta.content) or "")
                    if helper.stopped: 
                        clear()
                        break 
                    if ("```json" not in cunk or "```" not in cunk) and (str(part.choices[0].delta.content) != "None"):
                        helper.q.put_nowait(str(part.choices[0].delta.content) or "")
                break
            except Exception as e:
                #helper.q.put_nowait(str(e)) 
                print(e)
                pass
        print("STOPPING")
        helper.q.put_nowait("RESULT: "+cunk)


    elif model=="deepseek-reasoner" :
        helper.q.put_nowait("<think>")
        cunk=""
        providers=REASONING_QWQ
        for provider in providers:
            try:
                response = client.chat.completions.create(
                    provider=providers[provider],
                    model="Qwen/QwQ-32B",
                    messages=messages,
                    stream=True

                    # Add any other necessary parameters
                )
                for part in response:
                    cunk=cunk+(part.choices[0].delta.content or "")
                    if "```json" not in cunk or "```" not in cunk:
                        helper.q.put_nowait(part.choices[0].delta.content or "")
                    if helper.stopped: 
                        clear()
                        break 
                break
            except Exception as e:
                
                pass
        helper.q.put_nowait("RESULT: "+cunk)


    elif "DeepSeek" in model and "dev" in model:
        cunk=""

        if "V3" in model:
            providers = CHAT_CORRESPONDANCE
        else:
            providers = REASONING_CORRESPONDANCE
        for provider in providers:
            try:
                response = client.chat.completions.create(
                    provider=providers[provider],
                    model="deepseek-r1",
                    messages=messages,
                    stream=True

                    # Add any other necessary parameters
                )
                for part in response:
                    cunk=cunk+(part.choices[0].delta.content or "")
                break
            except Exception as e:
                pass
        print("STOPPING")
        helper.q.put_nowait("RESULT: "+cunk)