2023-04-23 20:52:43 +02:00
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import json
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from http.server import BaseHTTPRequestHandler, ThreadingHTTPServer
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from threading import Thread
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2023-05-10 03:49:39 +02:00
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from extensions.api.util import build_parameters, try_start_cloudflared
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2023-04-23 20:52:43 +02:00
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from modules import shared
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2023-05-20 23:42:17 +02:00
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from modules.chat import generate_chat_reply
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2023-06-08 16:34:36 +02:00
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from modules.LoRA import add_lora_to_model
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2023-06-09 05:30:22 +02:00
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from modules.models import load_model, unload_model
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2023-07-25 23:49:56 +02:00
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from modules.models_settings import (
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get_model_settings_from_yamls,
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update_model_parameters
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)
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from modules.text_generation import (
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encode,
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generate_reply,
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stop_everything_event
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)
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2023-06-08 16:34:36 +02:00
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from modules.utils import get_available_models
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2023-06-09 05:30:22 +02:00
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2023-06-08 16:34:36 +02:00
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def get_model_info():
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return {
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'model_name': shared.model_name,
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'lora_names': shared.lora_names,
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# dump
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'shared.settings': shared.settings,
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'shared.args': vars(shared.args),
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}
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2023-04-23 20:52:43 +02:00
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2023-06-17 00:00:37 +02:00
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2023-04-23 20:52:43 +02:00
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class Handler(BaseHTTPRequestHandler):
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def do_GET(self):
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if self.path == '/api/v1/model':
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self.send_response(200)
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self.end_headers()
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response = json.dumps({
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'result': shared.model_name
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})
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self.wfile.write(response.encode('utf-8'))
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else:
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self.send_error(404)
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def do_POST(self):
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content_length = int(self.headers['Content-Length'])
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body = json.loads(self.rfile.read(content_length).decode('utf-8'))
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if self.path == '/api/v1/generate':
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self.send_response(200)
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self.send_header('Content-Type', 'application/json')
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self.end_headers()
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prompt = body['prompt']
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generate_params = build_parameters(body)
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stopping_strings = generate_params.pop('stopping_strings')
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2023-05-05 23:53:03 +02:00
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generate_params['stream'] = False
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2023-04-23 20:52:43 +02:00
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generator = generate_reply(
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2023-05-11 20:37:04 +02:00
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prompt, generate_params, stopping_strings=stopping_strings, is_chat=False)
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2023-04-23 20:52:43 +02:00
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answer = ''
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for a in generator:
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2023-05-11 20:37:04 +02:00
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answer = a
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2023-04-23 20:52:43 +02:00
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response = json.dumps({
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'results': [{
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2023-05-11 22:07:20 +02:00
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'text': answer
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2023-04-23 20:52:43 +02:00
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}]
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})
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2023-05-20 23:42:17 +02:00
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2023-04-23 20:52:43 +02:00
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self.wfile.write(response.encode('utf-8'))
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2023-05-20 23:42:17 +02:00
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elif self.path == '/api/v1/chat':
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self.send_response(200)
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self.send_header('Content-Type', 'application/json')
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self.end_headers()
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user_input = body['user_input']
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regenerate = body.get('regenerate', False)
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_continue = body.get('_continue', False)
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generate_params = build_parameters(body, chat=True)
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generate_params['stream'] = False
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generator = generate_chat_reply(
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2023-07-05 02:36:47 +02:00
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user_input, generate_params, regenerate=regenerate, _continue=_continue, loading_message=False)
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2023-05-20 23:42:17 +02:00
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2023-07-05 02:36:47 +02:00
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answer = generate_params['history']
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2023-05-20 23:42:17 +02:00
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for a in generator:
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answer = a
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response = json.dumps({
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'results': [{
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'history': answer
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}]
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})
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self.wfile.write(response.encode('utf-8'))
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2023-05-31 03:03:40 +02:00
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elif self.path == '/api/v1/stop-stream':
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self.send_response(200)
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self.send_header('Content-Type', 'application/json')
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self.end_headers()
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stop_everything_event()
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response = json.dumps({
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'results': 'success'
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})
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self.wfile.write(response.encode('utf-8'))
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2023-06-08 16:34:36 +02:00
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elif self.path == '/api/v1/model':
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self.send_response(200)
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self.send_header('Content-Type', 'application/json')
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self.end_headers()
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# by default return the same as the GET interface
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result = shared.model_name
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# Actions: info, load, list, unload
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action = body.get('action', '')
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if action == 'load':
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model_name = body['model_name']
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args = body.get('args', {})
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print('args', args)
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for k in args:
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setattr(shared.args, k, args[k])
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shared.model_name = model_name
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unload_model()
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2023-06-17 00:00:37 +02:00
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model_settings = get_model_settings_from_yamls(shared.model_name)
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2023-06-08 16:34:36 +02:00
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shared.settings.update(model_settings)
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update_model_parameters(model_settings, initial=True)
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if shared.settings['mode'] != 'instruct':
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shared.settings['instruction_template'] = None
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try:
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shared.model, shared.tokenizer = load_model(shared.model_name)
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if shared.args.lora:
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2023-06-17 00:00:37 +02:00
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add_lora_to_model(shared.args.lora) # list
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2023-06-08 16:34:36 +02:00
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except Exception as e:
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2023-06-17 00:00:37 +02:00
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response = json.dumps({'error': {'message': repr(e)}})
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2023-06-08 16:34:36 +02:00
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self.wfile.write(response.encode('utf-8'))
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raise e
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shared.args.model = shared.model_name
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result = get_model_info()
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elif action == 'unload':
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unload_model()
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shared.model_name = None
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shared.args.model = None
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result = get_model_info()
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elif action == 'list':
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result = get_available_models()
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elif action == 'info':
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result = get_model_info()
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response = json.dumps({
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'result': result,
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})
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self.wfile.write(response.encode('utf-8'))
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2023-04-23 20:52:43 +02:00
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elif self.path == '/api/v1/token-count':
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self.send_response(200)
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self.send_header('Content-Type', 'application/json')
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self.end_headers()
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tokens = encode(body['prompt'])[0]
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response = json.dumps({
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'results': [{
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'tokens': len(tokens)
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}]
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})
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2023-05-20 23:42:17 +02:00
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2023-04-23 20:52:43 +02:00
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self.wfile.write(response.encode('utf-8'))
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else:
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self.send_error(404)
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2023-06-24 15:16:06 +02:00
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def do_OPTIONS(self):
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self.send_response(200)
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self.end_headers()
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def end_headers(self):
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self.send_header('Access-Control-Allow-Origin', '*')
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self.send_header('Access-Control-Allow-Methods', '*')
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self.send_header('Access-Control-Allow-Headers', '*')
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self.send_header('Cache-Control', 'no-store, no-cache, must-revalidate')
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super().end_headers()
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2023-04-23 20:52:43 +02:00
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2023-05-05 23:53:03 +02:00
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def _run_server(port: int, share: bool = False):
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2023-04-23 20:52:43 +02:00
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address = '0.0.0.0' if shared.args.listen else '127.0.0.1'
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server = ThreadingHTTPServer((address, port), Handler)
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def on_start(public_url: str):
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print(f'Starting non-streaming server at public url {public_url}/api')
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if share:
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try:
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try_start_cloudflared(port, max_attempts=3, on_start=on_start)
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except Exception:
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pass
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else:
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print(
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f'Starting API at http://{address}:{port}/api')
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server.serve_forever()
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def start_server(port: int, share: bool = False):
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Thread(target=_run_server, args=[port, share], daemon=True).start()
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