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import binascii
import json
from typing import List, Optional, AsyncGenerator
from time import time

# Remove aioredis import
# from aioredis import Redis

# import tiktoken
from api.chat import ChatConfig
from api.telemetry import TelemetryAPI
from auth.jwt_handler import JWTHandler
from config.constants import ENCRYPTION_KEY
from utils.encrypt import encrypt
from utils.http import HTTPClient
from config.constants import (
    APP_LANGUAGE,
    APP_NAME,
    APP_VERSION,
    DISPLAY_NAME,
    HADWARE_INFO,
    INFERENCE_URL,
    SYSTEM_INFO,
)
from utils.compression import decompress_chunks

from protos import request_pb2, response_pb2


class ChatAPI:
    def __init__(self, api_key: str, http_client: HTTPClient = HTTPClient()):
        self.api_key = api_key
        self.jwt_token = None
        self.jwt_token_timestamp = 0
        self.http_client = http_client
        
    async def renew_jwt_token(self):
        """Renew JWT token asynchronously if it's expired or missing"""
        current_time = time()
        
        # Check if token is still valid (within 2500 seconds)
        if self.jwt_token and current_time - self.jwt_token_timestamp < 2500:
            return
            
        jwt_handler = JWTHandler(api_key=self.api_key, http_client=self.http_client)
        jwt_token = await jwt_handler.get_jwt_token()
        tele = TelemetryAPI(api_key=self.api_key)
        await tele.do_telemetry()

        if jwt_token:
            self.jwt_token = jwt_token
            self.jwt_token_timestamp = current_time

    async def _create_chat_request(
        self,
        messages: List[dict],
        config: ChatConfig,
        system_prompt: str = "You are a helpful assistant.",
    ) -> request_pb2.ChatRequestMessage:
        try:
            await self.renew_jwt_token()
        except Exception as e:
            print(e)
            ...

        msg = request_pb2.ChatRequestMessage()

        # Set client info
        self._set_client_info(msg)

        # Set system prompt and model config
        msg.system_prompt = system_prompt
        msg.model_id = config.model_id.value
        msg.idk13.idk13nn = 1
        msg.idk_id = 5
        self._set_model_config(msg, config)

        # Set tool config
        # self._set_tool_config(msg)

        # Convert messages
        self._add_messages(msg, messages)

        return msg

    def _set_client_info(self, msg: request_pb2.ChatRequestMessage) -> None:
        """Set client information in the request message"""
        msg.client_info.api_key = self.api_key
        msg.client_info.user_jwt = self.jwt_token
        msg.client_info.locale = APP_LANGUAGE
        msg.client_info.extension_name = APP_NAME
        msg.client_info.ide_name = APP_NAME
        msg.client_info.extension_version = APP_VERSION
        msg.client_info.os = SYSTEM_INFO
        msg.client_info.ide_version = DISPLAY_NAME
        msg.client_info.hardware = HADWARE_INFO

    def _set_model_config(
        self, msg: request_pb2.ChatRequestMessage, config: ChatConfig
    ) -> None:
        """Set model configuration"""
        msg.model_config.parallel_stream = 1
        msg.model_config.max_tokens = config.max_tokens
        msg.model_config.temperature = config.temperature
        msg.model_config.top_k = config.top_k
        msg.model_config.top_P = config.top_p

    def _set_special_tokens(self, msg: request_pb2.ChatRequestMessage) -> None:
        msg.model_config.special_tokens.extend(
            [
                "<|user|>",
                "<|bot|>",
                "<|context_request|>",
                "<|endoftext|>",
                "<|end_of_turn|>",
            ]
        )

    def _set_tool_config(self, msg: request_pb2.ChatRequestMessage) -> None:
        """Set tool configuration"""
        msg.tool_use.mode = "auto"
        msg.tool_config.tool_name = "do_not_call"
        msg.tool_config.description = "Do not call this tool."
        msg.tool_config.schema = '{"$schema":"https://json-schema.org/draft/2020-12/schema","properties":{},"additionalProperties":false,"type":"object"}'

    def _add_messages(
        self, msg: request_pb2.ChatRequestMessage, messages: List[dict]
    ) -> None:
        """Add chat messages to the request"""
        role_map = {"user": 1, "assistant": 2, "system": 3}

        for chat_msg in messages:
            role = role_map.get(chat_msg["role"], 1)
            content = chat_msg["content"]

            # Override system prompt
            if role == 3:
                if isinstance(content, str):
                    msg.system_prompt = content

                elif isinstance(content, list):
                    for item in content:
                        if item.get("type", "") == "text" and "text" in item and isinstance(item["text"], str):
                            msg.system_prompt = item["text"]
                        break
                continue

            if isinstance(content, list):
                pb_msg = self._create_multipart_message(role, content)
            else:
                pb_msg = self._create_text_message(role, content)

            msg.chat_messages.append(pb_msg)

    def _create_multipart_message(
        self, role: int, content: List[dict]
    ) -> request_pb2.ChatMessage:
        """Create a message with multiple parts (text and images)"""
        text_parts = []
        image_parts = []

        for item in content:
            if item["type"] == "text":
                text_parts.append(item["text"])
            elif item["type"] == "image_url":
                image_url = item["image_url"]["url"]
                if image_url.startswith("data:image/") and "base64," in image_url:
                    prefix, image_data = image_url.split("base64,", 1)
                    mime_type = prefix.split("data:")[1].split(";")[0]
                    image_parts.append(
                        request_pb2.ImagePart(
                            image_data=image_data, image_mime_type=mime_type
                        )
                    )

        return self._create_message(role, " ".join(text_parts), image_parts)

    def _create_text_message(self, role: int, content: str) -> request_pb2.ChatMessage:
        """Create a simple text message"""
        return self._create_message(role, content)

    def _create_message(
        self, role: int, content: str, image_parts: List[request_pb2.ImagePart] = None
    ) -> request_pb2.ChatMessage:
        """Create a chat message with common attributes"""
        pb_msg = request_pb2.ChatMessage(
            role=role, content=content
        )
        if role == 1: pb_msg.idk2 = 1
        # pb_msg.cache_control.prompt_caching = 1

        if image_parts:
            pb_msg.image_parts.extend(image_parts)
        return pb_msg

    async def _process_chat_response(self, type: int, data: bytes) -> tuple[str, int]:
        """Process a single chat response chunk and return (message, count)"""
        if type == 3:  # end of message
            try:
                response = json.loads(data)
                return (encrypt(str(response), ENCRYPTION_KEY), 0) if response else ("", 0)
            except Exception as e:
                raise e
        
        try:
            search_response = response_pb2.ChatResponse()
            search_response.ParseFromString(data)
            return (search_response.message, search_response.count) if search_response.message else ("", 0)
        except:
            return ("", 0)

    async def _handle_stream_response(self, chunk_iterator) -> AsyncGenerator[tuple[str, int], None]:
        """Handle streaming response chunks"""
        async for chunk in chunk_iterator:
            for type, data in decompress_chunks(chunk):
                result = await self._process_chat_response(type, data)
                yield result

    async def _handle_response(self, chunk) -> AsyncGenerator[tuple[str, int], None]:
        """Handle non-streaming response chunks"""
        for type, data in decompress_chunks(chunk):
            result = await self._process_chat_response(type, data)
            yield result

    async def send_message(
        self,
        messages: List[dict],
        config: Optional[ChatConfig] = None,
        system_prompt: str = "You are a helpful assistant.",
        stream: bool = False,
    ) -> AsyncGenerator[tuple[str, int], None]:
        """Send chat messages and yield response chunks"""
        if config is None:
            config = ChatConfig()

        request = await self._create_chat_request(messages, config, system_prompt)
        
        headers = {
            "User-Agent": "connect-go/1.16.2 (go1.23.2 X:nocoverageredesign)",
            "Connect-Accept-Encoding": "gzip",
            "Connect-Content-Encoding": "gzip",
            "Connect-Protocol-Version": "1",
            "Content-Type": "application/connect+proto",
        }

        url = f"{INFERENCE_URL}/exa.api_server_pb.ApiServerService/GetChatMessage"
        request_data = request.SerializeToString()

        if stream:
            stream_iterator = self.http_client.stream_post(
                url=url,
                data=request_data,
                headers=headers,
                compress=True,
            )
            async for result in self._handle_stream_response(stream_iterator):
                yield result
        else:
            response = await self.http_client.post(
                url=url,
                data=request_data,
                headers=headers,
                compress=True,
            )

            if response.status_code != 200:
                raise Exception(f"Chat request failed: {response.status_code}")

            if response.headers.get("connect-content-encoding") == "gzip":
                async for result in self._handle_response(response.content):
                    yield result
            else:
                search_response = response_pb2.ChatResponse()
                search_response.ParseFromString(response.content)
                if search_response.message:
                    yield (search_response.message, search_response.count)