import json
import threading
import time
import traceback

from flask import request

from ..helpers.client import format_sillytavern_err
from ..helpers.http import require_api_key, validate_json
from ..ooba_request_handler import OobaRequestHandler
from ... import opts
from ...database.database import log_prompt
from ...llm.generator import generator
from ...llm.vllm import tokenize
from ...stream import sock


# TODO: have workers process streaming requests
# TODO: make sure to log the token as well (seems to be missing in the DB right now)

@sock.route('/api/v1/stream')
def stream(ws):
    if not opts.enable_streaming:
        return 'disabled', 401

    r_headers = dict(request.headers)
    r_url = request.url
    message_num = 0
    while ws.connected:
        message = ws.receive()
        request_valid_json, request_json_body = validate_json(message)
        if not request_valid_json or not request_json_body.get('prompt'):
            ws.send(json.dumps({
                'event': 'text_stream',
                'message_num': message_num,
                'text': 'Invalid JSON'
            }))
            message_num += 1
        else:
            if opts.mode != 'vllm':
                # TODO: implement other backends
                raise NotImplementedError

            auth_failure = require_api_key(request_json_body)
            if auth_failure:
                return auth_failure

            handler = OobaRequestHandler(request, request_json_body)
            generated_text = ''
            input_prompt = request_json_body['prompt']
            response_status_code = 0
            start_time = time.time()
            request_valid, invalid_response = handler.validate_request(prompt=input_prompt)
            if not request_valid:
                err_msg = invalid_response[0].json['results'][0]['text']
                ws.send(json.dumps({
                    'event': 'text_stream',
                    'message_num': 0,
                    'text': err_msg
                }))
                ws.send(json.dumps({
                    'event': 'stream_end',
                    'message_num': 1
                }))
                ws.close()  # this is important if we encountered and error and exited early.

                def background_task():
                    log_prompt(handler.client_ip, handler.token, input_prompt, err_msg, None, handler.parameters, r_headers, response_status_code, r_url, is_error=True)

                # TODO: use async/await instead of threads
                thread = threading.Thread(target=background_task)
                thread.start()
                thread.join()
            else:
                msg_to_backend = {
                    **handler.parameters,
                    'prompt': input_prompt,
                    'stream': True,
                }
                try:
                    response = generator(msg_to_backend)

                    # Be extra careful when getting attributes from the response object
                    try:
                        response_status_code = response.status_code
                    except:
                        response_status_code = 0

                    partial_response = b''

# TODO: handle when the backend is offline
# Traceback (most recent call last):
#   File "/srv/server/local-llm-server/llm_server/routes/v1/generate_stream.py", line 91, in stream
#     for chunk in response.iter_content(chunk_size=1):
#                  ^^^^^^^^^^^^^^^^^^^^^
# AttributeError: 'NoneType' object has no attribute 'iter_content'


                    for chunk in response.iter_content(chunk_size=1):
                        partial_response += chunk
                        if partial_response.endswith(b'\x00'):
                            json_strs = partial_response.split(b'\x00')
                            for json_str in json_strs:
                                if json_str:
                                    try:
                                        json_obj = json.loads(json_str.decode())
                                        new = json_obj['text'][0].split(input_prompt + generated_text)[1]
                                        generated_text = generated_text + new
                                    except IndexError:
                                        # ????
                                        continue
                                    try:
                                        ws.send(json.dumps({
                                            'event': 'text_stream',
                                            'message_num': message_num,
                                            'text': new
                                        }))
                                    except:
                                        end_time = time.time()
                                        elapsed_time = end_time - start_time
                                        log_prompt(handler.client_ip, handler.token, input_prompt, generated_text, elapsed_time, handler.parameters, r_headers, response_status_code, r_url, response_tokens=tokenize(generated_text))
                                        return

                                    message_num += 1
                                    partial_response = b''  # Reset the partial response

                        # If there is no more data, break the loop
                        if not chunk:
                            break

                    response.close()

                    end_time = time.time()
                    elapsed_time = end_time - start_time

                    def background_task_success():
                        log_prompt(handler.client_ip, handler.token, input_prompt, generated_text, elapsed_time, handler.parameters, r_headers, response_status_code, r_url, response_tokens=tokenize(generated_text))

                    # TODO: use async/await instead of threads
                    thread = threading.Thread(target=background_task_success)
                    thread.start()
                    thread.join()
                except:
                    generated_text = generated_text + '\n\n' + handler.handle_error('Encountered error while streaming.', 'exception')[0].data.decode('utf-8')
                    traceback.print_exc()
                    ws.send(json.dumps({
                        'event': 'text_stream',
                        'message_num': message_num,
                        'text': generated_text
                    }))

                    def background_task_exception():
                        generated_tokens = tokenize(generated_text)
                        log_prompt(handler.client_ip, handler.token, input_prompt, generated_text, None, handler.parameters, r_headers, response_status_code, r_url, response_tokens=generated_tokens)

                    # TODO: use async/await instead of threads
                    thread = threading.Thread(target=background_task_exception)
                    thread.start()
                    thread.join()
            try:
                ws.send(json.dumps({
                    'event': 'stream_end',
                    'message_num': message_num
                }))
            except:
                end_time = time.time()
                elapsed_time = end_time - start_time
                log_prompt(handler.client_ip, handler.token, input_prompt, generated_text, elapsed_time, handler.parameters, r_headers, response_status_code, r_url, response_tokens=tokenize(generated_text))
    ws.close()  # this is important if we encountered and error and exited early.