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from signal import signal, SIGKILL | |
import gradio as gr | |
from inspect import getfile | |
import socket | |
import requests | |
import os | |
class Dock: | |
def __init__(self) -> None: | |
self.port_map = dict() | |
for p in range(7860, 7880): | |
if not self.port_is_connected(p): | |
self.port_map[p] = True | |
else: | |
self.port_map[p] = False | |
def port_is_connected(self, port : int) -> bool: | |
""" | |
@params: | |
- port : int | |
@return: | |
- boolean | |
check if the port is open with in our localhost | |
""" | |
with socket.socket(socket.AF_INET, socket.SOCK_STREAM) as s: | |
return s.connect_ex(("localhost", port)) == 0 | |
def determinePort(self) -> any: | |
""" | |
Take the port_map that was instantiate | |
in the __init__ and loop though all ports | |
and check if it the port is available | |
""" | |
for port, available in self.port_map.items(): | |
if available == True: | |
if self.port_is_connected(port): # check if port is in use if so then go to the next one | |
continue | |
return port | |
raise Exception(f'β π {bcolor.BOLD}{bcolor.UNDERLINE}{bcolor.FAIL}All visable ports are used up...Try close some ports {bcolor.ENDC}') | |
DOCKER_LOCAL_HOST = '0.0.0.0' | |
DOCKER_PORT = Dock() # Determine the best possible port | |
def InterLauncher(name, interface, listen=2000, **kwargs): | |
""" | |
@params: | |
- name : string | |
- interface : gradio.Interface(...) | |
- listen : int | |
- **kwargs | |
Take any gradio interface object | |
that is created by the gradio | |
package and send it to the flaks api | |
""" | |
port= kwargs["port"] if "port" in kwargs else DOCKER_PORT.determinePort() # determine the next open port is no port is listed **kwargs | |
try: | |
# (POST) send the information of the gradio to the flask api | |
requests.post(f"http://{DOCKER_LOCAL_HOST}:{listen}/api/append/port", json={"port" : port, "host" : f'http://localhost:{port}', "file" : "Not Applicable", "name" : name, "kwargs" : kwargs}) | |
except Exception as e: | |
# If there is an Exception then notify the user and end the method | |
print(f"**{bcolor.BOLD}{bcolor.FAIL}CONNECTION ERROR{bcolor.ENDC}** πThe listening api is either not up or you choose the wrong port.π \n {e}") | |
return | |
# Launch the gradio application | |
interface.launch(server_port=port, | |
server_name=f"{DOCKER_LOCAL_HOST}", | |
inline= kwargs['inline'] if "inline" in kwargs else False, | |
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: | |
# (POST) stop the interface if user hits ctrl+c | |
# send the information of the gradio to the flask | |
# api to remove it from the list within the flask api | |
requests.post(f"http://{DOCKER_LOCAL_HOST}:{ listen }/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}** πThe api either lost connection or was turned off...π \n {e}") | |
def tabularGradio(funcs, names=[], name="Tabular Temp Name", **kwargs): | |
""" | |
takes all gradio Interfaces, and names | |
from input and launch the gradio. | |
""" | |
fn = [fn() for fn in funcs if not isinstance(fn, gr.Interface) and fn.__decorator__ == "__gradio__" ] | |
if len(names) == 0: | |
names = [_.__name__ for _ in fn] | |
port= kwargs["port"] if "port" in kwargs else DOCKER_PORT.determinePort() | |
# send this to the backend api for it to be read by the react frontend | |
if 'listen' in kwargs: | |
try: | |
# (POST) send the information of the gradio to the flask api | |
requests.post(f"http://{DOCKER_LOCAL_HOST}:{ kwargs[ 'listen' ] }/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}** πThe listening api is either not up or you choose the wrong port.π \n {e}") | |
return | |
# provided by gradio a tabularInterface function that take function and names | |
gr.TabbedInterface(fn, 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) | |
# Ctrl+C that ends the process and then continue the code which will remove from the api | |
if 'listen' in kwargs: | |
try: | |
requests.post(f"http://{DOCKER_LOCAL_HOST}:{ kwargs[ 'listen' ] }/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}** πThe api either lost connection or was turned off...π \n {e}") | |
return | |
def register(inputs, outputs, examples=None, **kwargs): | |
""" | |
Decorator that is appended to a function either within a class or not | |
and output either an interface or inputs and outputs for later processing | |
to launch either to Gradio-Flow or just Gradio | |
""" | |
def register_gradio(func): | |
def decorator(*args, **wargs): | |
# if the output is a list then there should be equal or more then 1 | |
if type(outputs) is list: | |
assert len(outputs) >= 1, f"β {bcolor.BOLD}{bcolor.FAIL}you have no outputs π€¨... {str(type(outputs))} {bcolor.ENDC}" | |
fn_name = func.__name__ # name of the function | |
# if there exist the self within the arguments and thats the first argument then this must be a class function | |
if 'self' in func.__code__.co_varnames and func.__code__.co_varnames[0] == 'self' and fn_name in dir(args[0]): | |
""" | |
given the decorator is on a class then | |
initialize a registered_gradio_functons | |
if not already initialize. | |
""" | |
# if the inputs is a list then inputs list should equal the arugments list | |
if type(inputs) is list: | |
assert len(inputs) == func.__code__.co_argcount - 1, f"β {bcolor.BOLD}{bcolor.FAIL}inputs should have the same length as arguments{bcolor.ENDC}" | |
try: | |
self = args[0] | |
self.registered_gradio_functons | |
except AttributeError: | |
self.registered_gradio_functons = dict() # if registered_gradio_functons does not exist then create it | |
# if the function name is not within the registered_gradio_functons then register it within the registered_gradio_functons | |
if not fn_name in self.registered_gradio_functons: | |
self.registered_gradio_functons[fn_name] = dict(inputs=inputs, | |
outputs=outputs, | |
examples=examples, | |
cache_examples=kwargs['cache_examples'] if "cache_examples" in kwargs else None, | |
examples_per_page=kwargs['examples_per_page'] if "examples_per_page" 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=kwargs['theme'] if "theme" in kwargs else 'default', ) | |
# if the argument are within the function when it's called then give me the output of the function | |
# giving the user the ability to use the function if necessary | |
if len(args[1:]) == (func.__code__.co_argcount - 1): | |
return func(*args, **wargs) | |
# return nothing if the arguments are not within it cause if the arguments do not exist it will give a error | |
return None | |
else : | |
""" | |
the function is not a class function | |
""" | |
# if the inputs is a list then inputs list should equal the arugments list | |
if type(inputs) is list: | |
assert len(inputs) == func.__code__.co_argcount, f"β {bcolor.BOLD}{bcolor.FAIL}inputs should have the same length as arguments{bcolor.ENDC}" | |
# if the arguments within the functions are inputed then just return the output | |
if len(args) == (func.__code__.co_argcount): | |
return func(*args, **wargs) | |
# if there is nothing in the arugumrnt then return the gradio interface | |
return gr.Interface(fn=func, | |
inputs=inputs, | |
outputs=outputs, | |
examples=examples, | |
cache_examples=kwargs['cache_examples'] if "cache_examples" in kwargs else None, | |
examples_per_page=kwargs['examples_per_page'] if "examples_per_page" 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', | |
) | |
decorator.__decorator__ = "__gradio__" # siginture to tell any function that need to know that function is a registed gradio application | |
return decorator | |
return register_gradio | |
def GradioModule(cls): | |
class Decorator: | |
def __init__(self, *args, **kwargs) -> None: | |
self.__cls__ = cls(*args, **kwargs) | |
self.__get_funcs_attr() | |
self.interface = self.__compile() | |
def get_funcs_names(self): | |
""" | |
Get all name for each function | |
""" | |
assert self.get_registered_map() != None, "this is not possible..." | |
return [ name for name in self.get_registered_map().keys()] | |
def get_registered_map(self): | |
""" | |
Get all registered functions | |
""" | |
assert self.__cls__.registered_gradio_functons != None, "what happen!!!!" | |
return self.__cls__.registered_gradio_functons | |
def __get_funcs_attr(self): | |
""" | |
Get all the function that are registered | |
""" | |
for func in dir(self.__cls__): | |
fn = getattr(self.__cls__, func, None) | |
if callable(fn) and not func.startswith("__") and "__decorator__" in dir(fn) and fn.__decorator__ == "__gradio__": | |
fn() | |
def __compile(self): | |
""" | |
Initialize all the function | |
within the class that are registeed | |
""" | |
demos, names = [], [] | |
for func, param in self.get_registered_map().items(): # loop though the registered function and append it to the TabularInterface | |
names.append(func) | |
try: | |
demos.append(gr.Interface(fn=getattr(self.__cls__, func, None), **param)) | |
except Exception as e : | |
raise e | |
print(f"{bcolor.OKBLUE}COMPLETED: {bcolor.ENDC}All functions are mapped, and ready to launch π", | |
"\n===========================================================\n") | |
return gr.TabbedInterface(demos, names) | |
def launch(self, **kwargs): | |
""" | |
@params: | |
**kwargs | |
Take the tabular interface and send it to the api if | |
'listen' is within the kwargs and launch the gradio interface | |
then when the gradio stops then remove it from the api | |
""" | |
port= kwargs["port"] if "port" in kwargs else DOCKER_PORT.determinePort() | |
if 'listen' in kwargs: | |
try: | |
requests.post(f"http://{DOCKER_LOCAL_HOST}:{ kwargs[ 'listen' ] }/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}** πThe listening api is either not up or you choose the wrong port.π") | |
return | |
self.interface.launch(server_port=port, | |
server_name=f"{DOCKER_LOCAL_HOST}", | |
inline= kwargs['inline'] if "inline" in kwargs else None, | |
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) | |
if 'listen' in kwargs: | |
try: | |
requests.post(f"http://{DOCKER_LOCAL_HOST}:{ kwargs[ 'listen' ] }/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}** πThe api either lost connection or was turned off...π") | |
return | |
return Decorator | |
# console colour changer | |
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' | |