Datasets:
Razvan27
/
ML4SE-Python

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2,287,500
constants.py
Skirlax_MuAlphaZeroLibrary/mu_alpha_zero/AlphaZero/constants.py
board_size = 8 SAMPLE_AZ_ARGS = { "num_net_channels": 512, "num_net_in_channels": 1, "net_dropout": 0.3, "net_action_size": board_size ** 2, "num_simulations": 1317, "self_play_games": 300, "num_iters": 50, "epochs": 500, "lr": 0.0032485504583772953, "max_buffer_size": 100_000...
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Skirlax/MuAlphaZeroLibrary
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checkpointer.py
Skirlax_MuAlphaZeroLibrary/mu_alpha_zero/AlphaZero/checkpointer.py
import atexit import os import pickle import sys import torch as th from mu_alpha_zero.AlphaZero.utils import DotDict from mu_alpha_zero.General.utils import find_project_root from mu_alpha_zero.config import Config class CheckPointer: def __init__(self, checkpoint_dir: str | None, verbose: bool = True) -> None...
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utils.py
Skirlax_MuAlphaZeroLibrary/mu_alpha_zero/AlphaZero/utils.py
import json import os import shutil import time from typing import Type, Literal, Callable import numpy as np import optuna # import pygraphviz import torch as th from mu_alpha_zero.AlphaZero.constants import SAMPLE_AZ_ARGS as test_args from mu_alpha_zero.mem_buffer import MemBuffer from mu_alpha_zero.config import C...
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Skirlax/MuAlphaZeroLibrary
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__init__.py
Skirlax_MuAlphaZeroLibrary/mu_alpha_zero/AlphaZero/__init__.py
#from mu_alpha_zero.mem_buffer import MemBuffer # from AlphaZero.Network.trainer import Trainer # from AlphaZero.Network.nnet import TicTacToeNet # from import cbind
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logger.py
Skirlax_MuAlphaZeroLibrary/mu_alpha_zero/AlphaZero/logger.py
import atexit import datetime import logging import os from pushbullet import API from mu_alpha_zero.General.utils import find_project_root class Logger: def __init__(self, logdir: str or None, token: str or None = None) -> None: self.logdir = self.init_logdir(logdir) os.makedirs(self.logdir, ex...
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Skirlax/MuAlphaZeroLibrary
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alpha_zero.py
Skirlax_MuAlphaZeroLibrary/mu_alpha_zero/AlphaZero/alpha_zero.py
import sys from typing import Type import numpy as np import torch as th from mu_alpha_zero.AlphaZero.Arena.arena import Arena from mu_alpha_zero.AlphaZero.Arena.players import NetPlayer from mu_alpha_zero.AlphaZero.MCTS.az_search_tree import McSearchTree from mu_alpha_zero.trainer import Trainer from mu_alpha_zero.G...
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checkpointer.cpython-311.pyc
Skirlax_MuAlphaZeroLibrary/mu_alpha_zero/AlphaZero/__pycache__/checkpointer.cpython-311.pyc
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utils.cpython-311.pyc
Skirlax_MuAlphaZeroLibrary/mu_alpha_zero/AlphaZero/__pycache__/utils.cpython-311.pyc
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alpha_zero.cpython-311.pyc
Skirlax_MuAlphaZeroLibrary/mu_alpha_zero/AlphaZero/__pycache__/alpha_zero.cpython-311.pyc
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constants.cpython-311.pyc
Skirlax_MuAlphaZeroLibrary/mu_alpha_zero/AlphaZero/__pycache__/constants.cpython-311.pyc
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logger.cpython-311.pyc
Skirlax_MuAlphaZeroLibrary/mu_alpha_zero/AlphaZero/__pycache__/logger.cpython-311.pyc
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arena.py
Skirlax_MuAlphaZeroLibrary/mu_alpha_zero/AlphaZero/Arena/arena.py
import time import wandb from mu_alpha_zero.AlphaZero.Arena.players import Player # from mu_alpha_zero.General.az_game import AlphaZeroGame from mu_alpha_zero.General.arena import GeneralArena from mu_alpha_zero.Hooks.hook_manager import HookManager from mu_alpha_zero.Hooks.hook_point import HookAt from mu_alpha_zero...
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players.py
Skirlax_MuAlphaZeroLibrary/mu_alpha_zero/AlphaZero/Arena/players.py
import copy import time from abc import ABC, abstractmethod import numpy as np from mu_alpha_zero.Game.tictactoe_game import TicTacToeGameManager class Player(ABC): """ To create a custom player, extend this class and implement the choose_move method. You can see different implementations below. """...
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Skirlax/MuAlphaZeroLibrary
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players.cpython-311.pyc
Skirlax_MuAlphaZeroLibrary/mu_alpha_zero/AlphaZero/Arena/__pycache__/players.cpython-311.pyc
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arena.cpython-311.pyc
Skirlax_MuAlphaZeroLibrary/mu_alpha_zero/AlphaZero/Arena/__pycache__/arena.cpython-311.pyc
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Skirlax/MuAlphaZeroLibrary
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az_search_tree.py
Skirlax_MuAlphaZeroLibrary/mu_alpha_zero/AlphaZero/MCTS/az_search_tree.py
import copy from typing import Tuple, List, Any, Dict import wandb from multiprocess import set_start_method set_start_method("spawn", force=True) from multiprocess.pool import Pool import numpy as np import torch as th from mu_alpha_zero.AlphaZero.MCTS.az_node import AlphaZeroNode from mu_alpha_zero.AlphaZero.util...
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Skirlax/MuAlphaZeroLibrary
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az_node.py
Skirlax_MuAlphaZeroLibrary/mu_alpha_zero/AlphaZero/MCTS/az_node.py
import math import weakref import numpy as np from mu_alpha_zero.Game.tictactoe_game import TicTacToeGameManager as GameManager class AlphaZeroNode: """ This class defines a node in the search tree. It stores all the information needed for DeepMind's AlphaZero algorithm. """ def __init__(self, curre...
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Skirlax/MuAlphaZeroLibrary
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az_node.cpython-311.pyc
Skirlax_MuAlphaZeroLibrary/mu_alpha_zero/AlphaZero/MCTS/__pycache__/az_node.cpython-311.pyc
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Skirlax/MuAlphaZeroLibrary
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az_search_tree.cpython-311.pyc
Skirlax_MuAlphaZeroLibrary/mu_alpha_zero/AlphaZero/MCTS/__pycache__/az_search_tree.cpython-311.pyc
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Skirlax/MuAlphaZeroLibrary
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nnet.py
Skirlax_MuAlphaZeroLibrary/mu_alpha_zero/AlphaZero/Network/nnet.py
import atexit import glob import os import time from itertools import chain import numpy as np import torch as th import torch.nn as nn import torch.nn.functional as F import wandb from torch.nn.functional import mse_loss from torch.nn.modules.module import T from mu_alpha_zero.AlphaZero.checkpointer import CheckPoin...
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Skirlax/MuAlphaZeroLibrary
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nnet.cpython-311.pyc
Skirlax_MuAlphaZeroLibrary/mu_alpha_zero/AlphaZero/Network/__pycache__/nnet.cpython-311.pyc
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Skirlax/MuAlphaZeroLibrary
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trainer.cpython-311.pyc
Skirlax_MuAlphaZeroLibrary/mu_alpha_zero/AlphaZero/Network/__pycache__/trainer.cpython-311.pyc
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asteroids.py
Skirlax_MuAlphaZeroLibrary/mu_alpha_zero/Game/asteroids.py
import numpy as np import torch as th from gymnasium import make from mu_alpha_zero.General.mz_game import MuZeroGame class Asteroids(MuZeroGame): def get_state_for_passive_player(self, state: np.ndarray, player: int): return state def __init__(self): self.env = make("ALE/Asteroids-v5") ...
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Skirlax/MuAlphaZeroLibrary
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tictactoe_game.py
Skirlax_MuAlphaZeroLibrary/mu_alpha_zero/Game/tictactoe_game.py
import io import random import sys import numpy as np import pygame as pg import torch as th from PIL import Image from mu_alpha_zero.General.az_game import AlphaZeroGame class TicTacToeGameManager(AlphaZeroGame): """ This class is the game manager for the game of Tic Tac Toe and its variants. """ ...
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Skirlax/MuAlphaZeroLibrary
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tictactoe_game.cpython-311.pyc
Skirlax_MuAlphaZeroLibrary/mu_alpha_zero/Game/__pycache__/tictactoe_game.cpython-311.pyc
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Skirlax/MuAlphaZeroLibrary
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asteroids.cpython-311.pyc
Skirlax_MuAlphaZeroLibrary/mu_alpha_zero/Game/__pycache__/asteroids.cpython-311.pyc
§ Ô`�f(ãóJ—ddlZddlZddlmZddlmZGd„de¦«ZdS)éN)Úmake)Ú MuZeroGamec ó6—eZdZdejdefd„Zd„Zdejpej fd„Z defd„Z defd„Z depd de pd fd „Zd „Zdd edepd d...
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muzero.py
Skirlax_MuAlphaZeroLibrary/mu_alpha_zero/MuZero/muzero.py
import os import sys import numpy as np from mu_alpha_zero.General.arena import GeneralArena sys.path.append(os.path.abspath(".")) from typing import Type import torch as th from mu_alpha_zero.AlphaZero.Arena.players import NetPlayer from mu_alpha_zero.trainer import Trainer from mu_alpha_zero.General.utils import f...
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Skirlax/MuAlphaZeroLibrary
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2,287,527
utils.py
Skirlax_MuAlphaZeroLibrary/mu_alpha_zero/MuZero/utils.py
import json import math from typing import Callable import numpy as np import optuna import torch as th from PIL import Image from mu_alpha_zero.config import MuZeroConfig def add_actions_to_obs(observations: th.Tensor, actions: th.Tensor, dim=0): return th.cat((observations, actions), dim=dim) def match_acti...
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lazy_arrays.py
Skirlax_MuAlphaZeroLibrary/mu_alpha_zero/MuZero/lazy_arrays.py
import gzip import os import uuid import numpy as np class LazyArray: def __init__(self, array: np.ndarray, directory_path: str): self.directory_path = directory_path self.path = f"{directory_path}/array_{uuid.uuid4()}.npy.gz" self.persistent = False self.save_array(array) de...
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utils.cpython-311.pyc
Skirlax_MuAlphaZeroLibrary/mu_alpha_zero/MuZero/__pycache__/utils.cpython-311.pyc
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pickler.cpython-311.pyc
Skirlax_MuAlphaZeroLibrary/mu_alpha_zero/MuZero/__pycache__/pickler.cpython-311.pyc
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Skirlax/MuAlphaZeroLibrary
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board.py
Skirlax_MuAlphaZeroLibrary/mu_alpha_zero/MuZero/MinimaxOpponent/board.py
####################### BOARD CLASS ########################### # The Board class is the data structure that holds the Connect 4 boards and the game operations import numpy as np # The Connect 4 board is 7 cells wide and 6 cells tall # The underlying data structure is a 2-d list # The first dim...
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Skirlax/MuAlphaZeroLibrary
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player.py
Skirlax_MuAlphaZeroLibrary/mu_alpha_zero/MuZero/MinimaxOpponent/player.py
import math from mu_alpha_zero.MuZero.MinimaxOpponent.board import Board ## Partnered with Nick Konich class Player: def __init__(self, depthLimit, isPlayerOne): self.isPlayerOne = isPlayerOne self.depthLimit = depthLimit # Returns a heuristic for the board position # Goo...
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Skirlax/MuAlphaZeroLibrary
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2,287,533
mz_node.py
Skirlax_MuAlphaZeroLibrary/mu_alpha_zero/MuZero/MZ_MCTS/mz_node.py
import math import numpy as np from mu_alpha_zero.AlphaZero.MCTS.az_node import AlphaZeroNode import torch as th class MzAlphaZeroNode(AlphaZeroNode): def __init__(self, select_probability=0, parent=None, times_visited_init=0, current_player=1): super().__init__(current_player, select_probability, paren...
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Skirlax/MuAlphaZeroLibrary
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2,287,534
mz_search_tree.py
Skirlax_MuAlphaZeroLibrary/mu_alpha_zero/MuZero/MZ_MCTS/mz_search_tree.py
import copy import gc import random import time import wandb from multiprocess import set_start_method set_start_method("spawn", force=True) from multiprocess.pool import Pool import numpy as np import torch as th from mu_alpha_zero.General.memory import GeneralMemoryBuffer from mu_alpha_zero.General.mz_game import ...
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Skirlax/MuAlphaZeroLibrary
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2,287,535
mz_search_tree.cpython-311.pyc
Skirlax_MuAlphaZeroLibrary/mu_alpha_zero/MuZero/MZ_MCTS/__pycache__/mz_search_tree.cpython-311.pyc
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mz_node.cpython-311.pyc
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Skirlax_MuAlphaZeroLibrary/mu_alpha_zero/MuZero/MZ_Arena/arena.py
import random from typing import Type import torch as th from mu_alpha_zero.AlphaZero.Arena.players import Player, NetPlayer, RandomPlayer from mu_alpha_zero.General.arena import GeneralArena from mu_alpha_zero.General.mz_game import MuZeroGame from mu_alpha_zero.Hooks.hook_manager import HookManager from mu_alpha_ze...
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Skirlax_MuAlphaZeroLibrary/mu_alpha_zero/MuZero/Network/networks.py
import time from typing import Tuple, List, Any import numpy as np import torch as th import torch.nn.functional as F import wandb from torch import nn, Tensor from torch.nn.functional import mse_loss from mu_alpha_zero.AlphaZero.Network.nnet import AlphaZeroNet as PredictionNet, OriginalAlphaZeroNetwork from mu_alph...
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Skirlax_MuAlphaZeroLibrary/mu_alpha_zero/Hooks/hook_callables.py
from abc import abstractmethod, ABC from typing import Callable class HookCallable(ABC): @abstractmethod def execute(self, cls: object, *args): """ Execute the hook :return: The return of the hook """ pass class HookMethodCallable(HookCallable): def __init__(self...
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Skirlax_MuAlphaZeroLibrary/mu_alpha_zero/Hooks/hook_manager.py
from mu_alpha_zero.Hooks.hook_callables import HookCallable from mu_alpha_zero.Hooks.hook_point import HookPoint, HookAt class HookManager: def __init__(self): self.hooks = {} def register_method_hook(self, where: HookPoint, hook: HookCallable): self.hooks[where] = hook def process_hook_...
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Skirlax_MuAlphaZeroLibrary/mu_alpha_zero/Hooks/hook_point.py
import enum class HookAt(enum.Enum): HEAD = "head" TAIL = "tail" MIDDLE = "middle" ALL = "all" class HookPoint: def __init__(self, at: HookAt, file: str, fn_name: str): self.__at = at self.__file = file self.__function_name = fn_name @property def at(self) -> Hoo...
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asteroids.cpython-311.pyc
Skirlax_MuAlphaZeroLibrary/mu_alpha_zero/Game/__pycache__/asteroids.cpython-311.pyc
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utils.cpython-311.pyc
Skirlax_MuAlphaZeroLibrary/mu_alpha_zero/MuZero/__pycache__/utils.cpython-311.pyc
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pickler.cpython-311.pyc
Skirlax_MuAlphaZeroLibrary/mu_alpha_zero/MuZero/__pycache__/pickler.cpython-311.pyc
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mz_search_tree.cpython-311.pyc
Skirlax_MuAlphaZeroLibrary/mu_alpha_zero/MuZero/MZ_MCTS/__pycache__/mz_search_tree.cpython-311.pyc
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mz_node.cpython-311.pyc
Skirlax_MuAlphaZeroLibrary/mu_alpha_zero/MuZero/MZ_MCTS/__pycache__/mz_node.cpython-311.pyc
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java_manager.cpython-311.pyc
Skirlax_MuAlphaZeroLibrary/mu_alpha_zero/MuZero/JavaGateway/__pycache__/java_manager.cpython-311.pyc
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java_networks.cpython-311.pyc
Skirlax_MuAlphaZeroLibrary/mu_alpha_zero/MuZero/JavaGateway/__pycache__/java_networks.cpython-311.pyc
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arena.cpython-311.pyc
Skirlax_MuAlphaZeroLibrary/mu_alpha_zero/MuZero/MZ_Arena/__pycache__/arena.cpython-311.pyc
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networks.cpython-311.pyc
Skirlax_MuAlphaZeroLibrary/mu_alpha_zero/MuZero/Network/__pycache__/networks.cpython-311.pyc
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hook_manager.cpython-311.pyc
Skirlax_MuAlphaZeroLibrary/mu_alpha_zero/Hooks/__pycache__/hook_manager.cpython-311.pyc
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hook_callables.cpython-311.pyc
Skirlax_MuAlphaZeroLibrary/mu_alpha_zero/Hooks/__pycache__/hook_callables.cpython-311.pyc
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Skirlax/MuAlphaZeroLibrary
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hook_point.cpython-311.pyc
Skirlax_MuAlphaZeroLibrary/mu_alpha_zero/Hooks/__pycache__/hook_point.cpython-311.pyc
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tictactoe_game.py
Skirlax_MuAlphaZeroLibrary/mu_alpha_zero/Game/tictactoe_game.py
import io import random import sys import numpy as np import pygame as pg import torch as th from PIL import Image from mu_alpha_zero.General.az_game import AlphaZeroGame class TicTacToeGameManager(AlphaZeroGame): """ This class is the game manager for the game of Tic Tac Toe and its variants. """ ...
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tictactoe_game.cpython-311.pyc
Skirlax_MuAlphaZeroLibrary/mu_alpha_zero/Game/__pycache__/tictactoe_game.cpython-311.pyc
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__init__.py
pblottiere_QSA/qsa-plugin/__init__.py
# -*- coding: utf-8 -*- import os import sys import json import time import struct import pickle import socket from osgeo import gdal from pathlib import Path from threading import Thread from datetime import datetime from qgis import PyQt from qgis.utils import server_active_plugins from qgis.server import QgsConfig...
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pblottiere/QSA
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GPL-3.0
9/5/2024, 10:48:18 PM (Europe/Amsterdam)
2,287,587
cli.py
pblottiere_QSA/qsa-cli/qsa/cli.py
# coding: utf8 import os import json import time import click import requests from pathlib import Path from tabulate import tabulate QSA_URL = os.environ.get("QSA_SERVER_URL", "http://localhost:5000/") @click.group() def cli(): pass @cli.command() def ps(): """ List QGIS Server instances """ ...
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pblottiere/QSA
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GPL-3.0
9/5/2024, 10:48:18 PM (Europe/Amsterdam)
2,287,588
test_api_storage_filesystem.py
pblottiere_QSA/qsa-api/tests/test_api_storage_filesystem.py
import os import unittest from pathlib import Path from .utils import TestClient GPKG = Path(__file__).parent / "data.gpkg" if "QSA_GPKG" in os.environ: GPKG = os.environ["QSA_GPKG"] GEOTIFF = Path(__file__).parent / "landsat_4326.tif" if "QSA_GEOTIFF" in os.environ: GEOTIFF = os.environ["QSA_GEOTIFF"] TEST...
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pblottiere/QSA
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test_api_storage_postgresql.py
pblottiere_QSA/qsa-api/tests/test_api_storage_postgresql.py
import os import unittest from pathlib import Path from .utils import TestClient GPKG = Path(__file__).parent / "data.gpkg" if "QSA_GPKG" in os.environ: GPKG = os.environ["QSA_GPKG"] GEOTIFF = Path(__file__).parent / "landsat_4326.tif" if "QSA_GEOTIFF" in os.environ: GEOTIFF = os.environ["QSA_GEOTIFF"] TEST...
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pblottiere/QSA
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GPL-3.0
9/5/2024, 10:48:18 PM (Europe/Amsterdam)
2,287,590
utils.py
pblottiere_QSA/qsa-api/tests/utils.py
import os import json import shutil import requests from flask import Flask from pathlib import Path app = Flask(__name__) from qsa_api.config import QSAConfig from qsa_api.api.projects import projects from qsa_api.api.symbology import symbology app.register_blueprint(projects, url_prefix="/api/projects") app.regist...
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pblottiere/QSA
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GPL-3.0
9/5/2024, 10:48:18 PM (Europe/Amsterdam)
2,287,591
project.py
pblottiere_QSA/qsa-api/qsa_api/project.py
# coding: utf8 import sys import shutil import sqlite3 from pathlib import Path from qgis.PyQt.QtCore import Qt, QDateTime from qgis.core import ( Qgis, QgsSymbol, QgsProject, QgsMapLayer, QgsWkbTypes, QgsFillSymbol, QgsLineSymbol, QgsApplication, QgsVectorLayer, QgsRasterLayer...
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pblottiere/QSA
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GPL-3.0
9/5/2024, 10:48:18 PM (Europe/Amsterdam)
2,287,592
config.py
pblottiere_QSA/qsa-api/qsa_api/config.py
# coding: utf8 import os import logging from pathlib import Path class QSAConfig: @property def is_valid(self) -> bool: if self.qgisserver_url and self.qgisserver_projects_dir: return True return False @property def loglevel(self): level = os.environ.get("QSA_LOGL...
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pblottiere/QSA
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9/5/2024, 10:48:18 PM (Europe/Amsterdam)
2,287,593
app.py
pblottiere_QSA/qsa-api/qsa_api/app.py
# coding: utf8 import click from flask import Flask from qsa_api.config import QSAConfig from qsa_api.monitor import QSAMonitor from qsa_api.api.projects import projects from qsa_api.api.symbology import symbology from qsa_api.api.instances import instances from qsa_api.api.processing import processing app = Flask(_...
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pblottiere/QSA
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9/5/2024, 10:48:18 PM (Europe/Amsterdam)
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utils.py
pblottiere_QSA/qsa-api/qsa_api/utils.py
# coding: utf8 import os import sys import boto3 import logging import threading from enum import Enum from pathlib import Path from flask import current_app from botocore.exceptions import ClientError from .config import QSAConfig def config(): return current_app.config["CONFIG"] def logger(): return cur...
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pblottiere/QSA
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__init__.py
pblottiere_QSA/qsa-api/qsa_api/__init__.py
# coding: utf8 import os from qgis.core import QgsApplication # avoid "Application path not initialized" message os.environ["GDAL_PAM_PROXY_DIR"] = "/tmp" os.environ["QT_QPA_PLATFORM"] = "offscreen" QgsApplication.setPrefixPath("/usr", True) qgs = QgsApplication([], False) qgs.initQgis()
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pblottiere/QSA
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GPL-3.0
9/5/2024, 10:48:18 PM (Europe/Amsterdam)
2,287,596
monitor.py
pblottiere_QSA/qsa-api/qsa_api/monitor.py
# coding: utf8 import sys import uuid import time import pickle import socket import struct from datetime import datetime from threading import Thread, Lock from qsa_api.config import QSAConfig class QSAMonitorThread(Thread): def __init__(self, con, ip: str, port: int) -> None: Thread.__init__(self) ...
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pblottiere/QSA
8
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GPL-3.0
9/5/2024, 10:48:18 PM (Europe/Amsterdam)
2,287,597
wms.py
pblottiere_QSA/qsa-api/qsa_api/wms.py
# coding: utf8 from .project import QSAProject from .utils import qgisserver_base_url class WMS: @staticmethod def getmap_url(project, psql_schema, layer): p = QSAProject(project, psql_schema) props = p.layer(layer) if "bbox" not in props: return "Invalid layer" ...
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pblottiere/QSA
8
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GPL-3.0
9/5/2024, 10:48:18 PM (Europe/Amsterdam)
2,287,598
mapproxy.py
pblottiere_QSA/qsa-api/qsa_api/mapproxy/mapproxy.py
# coding: utf8 import sys import yaml import boto3 import shutil from pathlib import Path from qgis.PyQt.QtCore import Qt, QDateTime from ..utils import config, logger, qgisserver_base_url class QSAMapProxy: def __init__(self, name: str, schema: str = "") -> None: self.name = name self.schema =...
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pblottiere/QSA
8
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GPL-3.0
9/5/2024, 10:48:18 PM (Europe/Amsterdam)
2,287,599
renderer.py
pblottiere_QSA/qsa-api/qsa_api/raster/renderer.py
# coding: utf8 from enum import Enum from pathlib import Path from qgis.core import ( QgsStyle, QgsRasterLayer, QgsRasterShader, QgsColorRampShader, QgsRasterBandStats, QgsGradientColorRamp, QgsRasterMinMaxOrigin, QgsContrastEnhancement, QgsSingleBandGrayRenderer, QgsMultiBandC...
19,024
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pblottiere/QSA
8
4
12
GPL-3.0
9/5/2024, 10:48:18 PM (Europe/Amsterdam)