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Gradio Flow Application
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import gradio as gr
from inspect import getfile, isclass, getmro
import socket
import random
import requests
class Dock:
def __init__(self) -> None:
self.num_ports = 20
self.port_range = (7860, 7880)
def portConnection(self, port : int):
s = socket.socket(
socket.AF_INET, socket.SOCK_STREAM)
result = s.connect_ex(("localhost", port))
if result == 0: return True
return False
def determinePort(self, max_trial_count=10):
trial_count = 0
while trial_count <= max_trial_count:
port=random.randint(*self.port_range)
if not self.portConnection(port):
return port
trial_count += 1
raise Exception('Exceeded Max Trial count without finding port')
DOCKER_LOCAL_HOST = '0.0.0.0'
DOCKER_PORT = Dock()
def tabularGradio(funcs, names, name="Tabular Temp Name", **kwargs):
port= kwargs["port"] if "port" in kwargs else DOCKER_PORT.determinePort()
try:
requests.post(f"http://{DOCKER_LOCAL_HOST}:{ kwargs[ 'listen' ] if 'listen' in kwargs else 5000 }/api/append/port", json={"port" : port, "host" : f'http://localhost:{port}', "file" : 'Not Applicable', "name" : name, "kwargs" : kwargs})
except Exception as e:
print(f"**{bcolor.BOLD}{bcolor.FAIL}CONNECTION ERROR{bcolor.ENDC}** 🐛The listening api is either not up or you choose the wrong port.🐛 \n {e}")
return
gr.TabbedInterface(funcs, names).launch(server_port=port,
server_name=f"{DOCKER_LOCAL_HOST}",
inline= kwargs['inline'] if "inline" in kwargs else True,
share=kwargs['share'] if "share" in kwargs else None,
debug=kwargs['debug'] if "debug" in kwargs else False,
enable_queue=kwargs['enable_queue'] if "enable_queue" in kwargs else None,
max_threads=kwargs['max_threads'] if "max_threads" in kwargs else None,
auth=kwargs['auth'] if "auth" in kwargs else None,
auth_message=kwargs['auth_message'] if "auth_message" in kwargs else None,
prevent_thread_lock=kwargs['prevent_thread_lock'] if "prevent_thread_lock" in kwargs else False,
show_error=kwargs['show_error'] if "show_error" in kwargs else True,
show_tips=kwargs['show_tips'] if "show_tips" in kwargs else False,
height=kwargs['height'] if "height" in kwargs else 500,
width=kwargs['width'] if "width" in kwargs else 900,
encrypt=kwargs['encrypt'] if "encrypt" in kwargs else False,
favicon_path=kwargs['favicon_path'] if "favicon_path" in kwargs else None,
ssl_keyfile=kwargs['ssl_keyfile'] if "ssl_keyfile" in kwargs else None,
ssl_certfile=kwargs['ssl_certfile'] if "ssl_certfile" in kwargs else None,
ssl_keyfile_password=kwargs['ssl_keyfile_password'] if "ssl_keyfile_password" in kwargs else None,
quiet=kwargs['quiet'] if "quiet" in kwargs else False)
try:
requests.post(f"http://{DOCKER_LOCAL_HOST}:{ kwargs[ 'listen' ] if 'listen' in kwargs else '5000' }/api/remove/port", json={"port" : port, "host" : f'http://localhost:{port}', "file" : 'Not Applicable', "name" : name, "kwargs" : kwargs})
except Exception as e:
print(f"**{bcolor.BOLD}{bcolor.FAIL}CONNECTION ERROR{bcolor.ENDC}** 🐛The api either lost connection or was turned off...🐛 \n {e}")
return
def register(inputs, outputs, examples=None):
def register_gradio(func):
def wrap(*args, **kwargs):
try:
self = args[0]
self.registered_gradio_functons
except AttributeError:
print("✨Initializing Class Functions...✨\n")
self.registered_gradio_functons = dict()
fn_name = func.__name__
if fn_name in self.registered_gradio_functons:
result = func(*args, **kwargs)
return result
else:
self.registered_gradio_functons[fn_name] = dict(inputs=inputs, outputs=outputs, examples=examples)
return None
return wrap
return register_gradio
def GradioModule(cls):
class Decorator:
def __init__(self) -> None:
self.cls = cls()
def get_funcs(self):
return [func for func in dir(self.cls) if not func.startswith("__") and type(getattr(self.cls, func, None)) == type(self.get_funcs) ]
def compile(self, **kwargs):
print("Just putting on the finishing touches... 🔧🧰")
for func in self.get_funcs():
this = getattr(self.cls, func, None)
if this.__name__ == "wrap":
this()
demos, names = [], []
for func, param in self.get_registered_gradio_functons().items():
names.append(func)
demos.append(gr.Interface(fn=getattr(self.cls, func, None),
inputs=param['inputs'],
outputs=param['outputs'],
examples=param['examples'],
cache_examples=kwargs['cache_examples'] if "cache_examples" in kwargs else None,
examples_per_page=kwargs['cache_examples'] if "cache_examples" in kwargs else 10,
interpretation=kwargs['interpretation'] if "interpretation" in kwargs else None,
num_shap=kwargs['num_shap'] if "num_shap" in kwargs else 2.0,
title=kwargs['title'] if "title" in kwargs else None,
article=kwargs['article'] if "article" in kwargs else None,
thumbnail=kwargs['thumbnail'] if "thumbnail" in kwargs else None,
css=kwargs['css'] if "css" in kwargs else None,
live=kwargs['live'] if "live" in kwargs else False,
allow_flagging=kwargs['allow_flagging'] if "allow_flagging" in kwargs else None,
theme='default',
))
print(f"{func}....{bcolor.BOLD}{bcolor.OKGREEN} done {bcolor.ENDC}")
print("\nHappy Visualizing... 🚀")
return gr.TabbedInterface(demos, names)
def get_registered_gradio_functons(self):
try:
self.cls.registered_gradio_functons
except AttributeError:
return None
return self.cls.registered_gradio_functons
def run(self, **kwargs):
port= kwargs["port"] if "port" in kwargs else DOCKER_PORT.determinePort()
try:
requests.post(f"http://{DOCKER_LOCAL_HOST}:{ kwargs[ 'listen' ] if 'listen' in kwargs else '5000' }/api/append/port", json={"port" : port, "host" : f'http://localhost:{port}', "file" : getfile(self.cls.__class__), "name" : self.cls.__class__.__name__, "kwargs" : kwargs})
except Exception:
print(f"**{bcolor.BOLD}{bcolor.FAIL}CONNECTION ERROR{bcolor.ENDC}** 🐛The listening api is either not up or you choose the wrong port.🐛")
return
self.compile(live=kwargs[ 'live' ] if "live" in kwargs else False,
allow_flagging=kwargs[ 'allow_flagging' ] if "allow_flagging" in kwargs else None,
cache_examples=kwargs['cache_examples'] if "cache_examples" in kwargs else None,
examples_per_page=kwargs['cache_examples'] if "cache_examples" in kwargs else 10,
interpretation=kwargs['interpretation'] if "interpretation" in kwargs else None,
num_shap=kwargs['num_shap'] if "num_shap" in kwargs else 2.0,
title=kwargs['title'] if "title" in kwargs else None,
article=kwargs['article'] if "article" in kwargs else None,
thumbnail=kwargs['thumbnail'] if "thumbnail" in kwargs else None,
css=kwargs['css'] if "css" in kwargs else None,
theme=kwargs['theme'] if "theme" in kwargs else None,
).launch(server_port=port,
server_name=f"{DOCKER_LOCAL_HOST}",
inline= kwargs['inline'] if "inline" in kwargs else True,
share=kwargs['share'] if "share" in kwargs else None,
debug=kwargs['debug'] if "debug" in kwargs else False,
enable_queue=kwargs['enable_queue'] if "enable_queue" in kwargs else None,
max_threads=kwargs['max_threads'] if "max_threads" in kwargs else None,
auth=kwargs['auth'] if "auth" in kwargs else None,
auth_message=kwargs['auth_message'] if "auth_message" in kwargs else None,
prevent_thread_lock=kwargs['prevent_thread_lock'] if "prevent_thread_lock" in kwargs else False,
show_error=kwargs['show_error'] if "show_error" in kwargs else True,
show_tips=kwargs['show_tips'] if "show_tips" in kwargs else False,
height=kwargs['height'] if "height" in kwargs else 500,
width=kwargs['width'] if "width" in kwargs else 900,
encrypt=kwargs['encrypt'] if "encrypt" in kwargs else False,
favicon_path=kwargs['favicon_path'] if "favicon_path" in kwargs else None,
ssl_keyfile=kwargs['ssl_keyfile'] if "ssl_keyfile" in kwargs else None,
ssl_certfile=kwargs['ssl_certfile'] if "ssl_certfile" in kwargs else None,
ssl_keyfile_password=kwargs['ssl_keyfile_password'] if "ssl_keyfile_password" in kwargs else None,
quiet=kwargs['quiet'] if "quiet" in kwargs else False)
try:
requests.post(f"http://{DOCKER_LOCAL_HOST}:{ kwargs[ 'listen' ] if 'listen' in kwargs else '5000' }/api/remove/port", json={"port" : port, "host" : f'http://localhost:{port}', "file" : getfile(self.cls.__class__), "name" : self.cls.__class__.__name__, "kwargs" : kwargs})
except Exception:
print(f"**{bcolor.BOLD}{bcolor.FAIL}CONNECTION ERROR{bcolor.ENDC}** 🐛The api either lost connection or was turned off...🐛")
return
return Decorator
class bcolor:
HEADER = '\033[95m'
OKBLUE = '\033[94m'
OKCYAN = '\033[96m'
OKGREEN = '\033[92m'
WARNING = '\033[93m'
FAIL = '\033[91m'
ENDC = '\033[0m'
BOLD = '\033[1m'
UNDERLINE = '\033[4m'