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cowrie
cowrie-master/src/backend_pool/__init__.py
0
0
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py
cowrie
cowrie-master/src/backend_pool/libvirt/backend_service.py
# Copyright (c) 2019 Guilherme Borges <guilhermerosasborges@gmail.com> # See the COPYRIGHT file for more information from __future__ import annotations import os import random import sys import uuid from twisted.python import log import backend_pool.libvirt.guest_handler import backend_pool.libvirt.network_handler ...
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cowrie
cowrie-master/src/backend_pool/libvirt/guest_handler.py
# Copyright (c) 2019 Guilherme Borges <guilhermerosasborges@gmail.com> # See the COPYRIGHT file for more information from __future__ import annotations import os import sys from configparser import NoOptionError from twisted.python import log import backend_pool.libvirt.snapshot_handler import backend_pool.util from ...
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cowrie
cowrie-master/src/backend_pool/libvirt/snapshot_handler.py
# Copyright (c) 2019 Guilherme Borges <guilhermerosasborges@gmail.com> # See the COPYRIGHT file for more information from __future__ import annotations import getpass import shutil import subprocess def create_disk_snapshot(source_img, destination_img): try: shutil.chown(source_img, getpass.getuser()) ...
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cowrie
cowrie-master/src/backend_pool/libvirt/network_handler.py
# Copyright (c) 2019 Guilherme Borges <guilhermerosasborges@gmail.com> # See the COPYRIGHT file for more information from __future__ import annotations import os import sys from twisted.python import log import backend_pool.util from cowrie.core.config import CowrieConfig def create_filter(connection): # lazy i...
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cowrie
cowrie-master/src/backend_pool/libvirt/__init__.py
0
0
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py
cowrie
cowrie-master/bin/createdynamicprocess.py
#!/usr/bin/env python import datetime import json import random import psutil command: dict = {} command["command"] = {} command["command"]["ps"] = [] randomStates = ["Ss", "S<", "D<", "Ss+"] for proc in psutil.process_iter(): try: info = proc.as_dict( attrs=[ "pid", ...
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cowrie
cowrie-master/docs/conf.py
# # Configuration file for the Sphinx documentation builder. # # This file does only contain a selection of the most common options. For a # full list see the documentation: # http://www.sphinx-doc.org/en/master/config # -- Path setup -------------------------------------------------------------- # If extensions (or ...
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overcooked_ai
overcooked_ai-master/setup.py
#!/usr/bin/env python from setuptools import find_packages, setup with open("README.md", "r", encoding="UTF8") as fh: long_description = fh.read() setup( name="overcooked_ai", version="1.1.0", description="Cooperative multi-agent environment based on Overcooked", long_description=long_description...
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overcooked_ai
overcooked_ai-master/testing/visualization_test.py
import copy import json import os import unittest import numpy as np import pygame from overcooked_ai_py.agents.agent import RandomAgent from overcooked_ai_py.agents.benchmarking import AgentEvaluator from overcooked_ai_py.mdp.overcooked_mdp import ( OvercookedGridworld, OvercookedState, Recipe, ) from ov...
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overcooked_ai
overcooked_ai-master/testing/overcooked_test.py
import copy import glob import json import os import shutil import unittest from math import factorial import gym import numpy as np from overcooked_ai_py.agents.agent import ( AgentGroup, AgentPair, FixedPlanAgent, GreedyHumanModel, RandomAgent, ) from overcooked_ai_py.agents.benchmarking import ...
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overcooked_ai
overcooked_ai-master/testing/utils.py
import numpy as np from overcooked_ai_py.agents.benchmarking import AgentEvaluator # The point of this function is to generate serialized trajectories for MDP dynamics consistency testing # NOTE: If intentionally updating MDP dynamics, this function should be used def generate_serialized_trajectory(mdp, save_path):...
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overcooked_ai
overcooked_ai-master/testing/planners_test.py
import unittest from overcooked_ai_py.agents.agent import AgentPair, GreedyHumanModel from overcooked_ai_py.agents.benchmarking import AgentEvaluator from overcooked_ai_py.mdp.actions import Action, Direction from overcooked_ai_py.mdp.overcooked_env import OvercookedEnv from overcooked_ai_py.mdp.overcooked_mdp import ...
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overcooked_ai
overcooked_ai-master/testing/agent_test.py
import unittest import numpy as np from overcooked_ai_py.agents.agent import ( AgentPair, FixedPlanAgent, GreedyHumanModel, RandomAgent, SampleAgent, ) from overcooked_ai_py.agents.benchmarking import AgentEvaluator from overcooked_ai_py.mdp.actions import Action, Direction from overcooked_ai_py.m...
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overcooked_ai
overcooked_ai-master/testing/mdp_gen_schedule_test.py
import unittest import numpy as np from overcooked_ai_py.agents.benchmarking import AgentEvaluator from overcooked_ai_py.mdp.actions import Action, Direction from overcooked_ai_py.mdp.overcooked_mdp import ( ObjectState, OvercookedGridworld, PlayerState, ) np.random.seed(42) n, s = Direction.NORTH, Dire...
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overcooked_ai
overcooked_ai-master/testing/__init__.py
0
0
0
py
overcooked_ai
overcooked_ai-master/src/overcooked_demo/__init__.py
import os import subprocess def start_server(): dir_path = os.path.dirname(os.path.realpath(__file__)) os.chdir(dir_path) subprocess.call("./up.sh") def move_agent(): from overcooked_demo.server.move_agents import main dir_path = os.path.dirname(os.path.realpath(__file__)) os.chdir(os.path....
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overcooked_ai
overcooked_ai-master/src/overcooked_demo/server/app.py
import os import sys # Import and patch the production eventlet server if necessary if os.getenv("FLASK_ENV", "production") == "production": import eventlet eventlet.monkey_patch() import atexit import json import logging # All other imports must come after patch to ensure eventlet compatibility import pick...
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overcooked_ai
overcooked_ai-master/src/overcooked_demo/server/utils.py
import os from threading import Lock # this is the mounted volume DOCKER_VOLUME = "/app/data" class ThreadSafeSet(set): def __init__(self, *args, **kwargs): super(ThreadSafeSet, self).__init__(*args, **kwargs) self.lock = Lock() def add(self, *args): with self.lock: retva...
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overcooked_ai
overcooked_ai-master/src/overcooked_demo/server/move_agents.py
import argparse import json import os import shutil import sys def main(): with open("config.json", "r") as f: config = json.load(f) # the agents dir agent_dir = config["AGENT_DIR"] parser = argparse.ArgumentParser( prog="move_agent", description="Create a directory for agent t...
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overcooked_ai
overcooked_ai-master/src/overcooked_demo/server/__init__.py
0
0
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py
overcooked_ai
overcooked_ai-master/src/overcooked_demo/server/game.py
import json import os import pickle import random from abc import ABC, abstractmethod from queue import Empty, Full, LifoQueue, Queue from threading import Lock, Thread from time import time import ray from utils import DOCKER_VOLUME, create_dirs from human_aware_rl.rllib.rllib import load_agent from overcooked_ai_py...
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overcooked_ai
overcooked_ai-master/src/overcooked_ai_py/utils.py
import cProfile import io import json import os import pickle import pstats import tempfile import uuid from collections import defaultdict from collections.abc import Iterable from pathlib import Path import numpy as np from numpy import nan from overcooked_ai_py.static import LAYOUTS_DIR # I/O def save_pickle(da...
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overcooked_ai
overcooked_ai-master/src/overcooked_ai_py/__init__.py
from gym.envs.registration import register register( id="Overcooked-v0", entry_point="overcooked_ai_py.mdp.overcooked_env:Overcooked", )
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overcooked_ai
overcooked_ai-master/src/overcooked_ai_py/static.py
import os _current_dir = os.path.dirname(os.path.abspath(__file__)) DATA_DIR = os.path.join(_current_dir, "data") HUMAN_DATA_DIR = os.path.join(DATA_DIR, "human_data") PLANNERS_DIR = os.path.join(DATA_DIR, "planners") LAYOUTS_DIR = os.path.join(DATA_DIR, "layouts") GRAPHICS_DIR = os.path.join(DATA_DIR, "graphics") FON...
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overcooked_ai
overcooked_ai-master/src/overcooked_ai_py/agents/benchmarking.py
import copy import numpy as np from overcooked_ai_py.agents.agent import ( AgentPair, GreedyHumanModel, RandomAgent, ) from overcooked_ai_py.mdp.layout_generator import LayoutGenerator from overcooked_ai_py.mdp.overcooked_env import OvercookedEnv from overcooked_ai_py.mdp.overcooked_mdp import ( Actio...
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overcooked_ai
overcooked_ai-master/src/overcooked_ai_py/agents/agent.py
import itertools import math import os from collections import defaultdict import dill import numpy as np from overcooked_ai_py.mdp.actions import Action from overcooked_ai_py.mdp.overcooked_mdp import Recipe from overcooked_ai_py.utils import OvercookedException class Agent(object): agent_file_name = "agent.pi...
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overcooked_ai
overcooked_ai-master/src/overcooked_ai_py/agents/__init__.py
0
0
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py
overcooked_ai
overcooked_ai-master/src/overcooked_ai_py/mdp/layout_generator.py
import copy import random import numpy as np from overcooked_ai_py.mdp.actions import Action, Direction from overcooked_ai_py.mdp.overcooked_mdp import OvercookedGridworld, Recipe from overcooked_ai_py.utils import rnd_int_uniform, rnd_uniform EMPTY = " " COUNTER = "X" ONION_DISPENSER = "O" TOMATO_DISPENSER = "T" PO...
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overcooked_ai
overcooked_ai-master/src/overcooked_ai_py/mdp/actions.py
import copy import itertools import numpy as np class Direction(object): """ The four possible directions a player can be facing. """ NORTH = (0, -1) SOUTH = (0, 1) EAST = (1, 0) WEST = (-1, 0) ALL_DIRECTIONS = INDEX_TO_DIRECTION = [NORTH, SOUTH, EAST, WEST] DIRECTION_TO_INDEX = ...
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overcooked_ai
overcooked_ai-master/src/overcooked_ai_py/mdp/overcooked_env.py
import copy import time import cv2 import gym import gymnasium import numpy as np import pygame import tqdm from overcooked_ai_py.mdp.actions import Action from overcooked_ai_py.mdp.overcooked_mdp import ( EVENT_TYPES, OvercookedGridworld, ) from overcooked_ai_py.mdp.overcooked_trajectory import ( DEFAULT...
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overcooked_ai
overcooked_ai-master/src/overcooked_ai_py/mdp/overcooked_mdp.py
import copy import itertools import warnings from collections import Counter, defaultdict from functools import reduce import numpy as np from overcooked_ai_py.mdp.actions import Action, Direction from overcooked_ai_py.utils import ( OvercookedException, classproperty, pos_distance, read_layout_dict, ...
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overcooked_ai
overcooked_ai-master/src/overcooked_ai_py/mdp/__init__.py
0
0
0
py
overcooked_ai
overcooked_ai-master/src/overcooked_ai_py/mdp/overcooked_trajectory.py
import numpy as np """ NOTE: Currently under construction... TODO: stretch goal of taking object-oriented approach to trajectories by creating Trajectory class. This would require changes both throughout this repo and overcooked-ai repo, so it's blue sky goal for now This file's utility functions represents a pri...
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overcooked_ai
overcooked_ai-master/src/overcooked_ai_py/visualization/visualization_utils.py
from IPython.display import Image, display from ipywidgets import IntSlider, interactive def show_image_in_ipython(data, *args, **kwargs): display(Image(data, *args, **kwargs)) def ipython_images_slider(image_pathes_list, slider_label="", first_arg=0): def display_f(**kwargs): display(Image(image_pa...
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py
overcooked_ai
overcooked_ai-master/src/overcooked_ai_py/visualization/state_visualizer.py
import copy import math import os import pygame from overcooked_ai_py.mdp.actions import Action, Direction from overcooked_ai_py.mdp.layout_generator import ( COUNTER, DISH_DISPENSER, EMPTY, ONION_DISPENSER, POT, SERVING_LOC, TOMATO_DISPENSER, ) from overcooked_ai_py.static import FONTS_DI...
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py
overcooked_ai
overcooked_ai-master/src/overcooked_ai_py/visualization/pygame_utils.py
import pygame from pygame.locals import DOUBLEBUF, HWSURFACE, QUIT, RESIZABLE, VIDEORESIZE from overcooked_ai_py.utils import load_from_json def run_static_resizeable_window(surface, fps=30): """ window that can be resized and closed using gui """ pygame.init() clock = pygame.time.Clock() win...
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py
overcooked_ai
overcooked_ai-master/src/overcooked_ai_py/visualization/__init__.py
0
0
0
py
overcooked_ai
overcooked_ai-master/src/overcooked_ai_py/planning/planners.py
import itertools import os import pickle import time import numpy as np from overcooked_ai_py.data.planners import ( PLANNERS_DIR, load_saved_action_manager, load_saved_motion_planner, ) from overcooked_ai_py.mdp.actions import Action, Direction from overcooked_ai_py.mdp.overcooked_mdp import ( EVENT_...
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overcooked_ai
overcooked_ai-master/src/overcooked_ai_py/planning/__init__.py
0
0
0
py
overcooked_ai
overcooked_ai-master/src/overcooked_ai_py/planning/search.py
import heapq import time import numpy as np import scipy.sparse class SearchTree(object): """ A class to help perform tree searches of various types. Once a goal state is found, returns a list of tuples containing (action, state) pairs. This enables to recover the optimal action and state path. Args...
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overcooked_ai
overcooked_ai-master/src/overcooked_ai_py/data/planners/__init__.py
import os import pickle from overcooked_ai_py.static import PLANNERS_DIR from overcooked_ai_py.utils import load_dict_from_file def load_saved_action_manager(filename): with open(os.path.join(PLANNERS_DIR, filename), "rb") as f: mlp_action_manager = pickle.load(f) return mlp_action_manager def ...
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overcooked_ai
overcooked_ai-master/src/human_aware_rl/data_dir.py
import os DATA_DIR = os.path.abspath(".")
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overcooked_ai
overcooked_ai-master/src/human_aware_rl/utils.py
import itertools import json import os import random import re import shutil import git import numpy as np import tensorflow as tf WANDB_PROJECT = "Overcooked AI" def delete_dir_if_exists(dir_path, verbose=False): if os.path.exists(dir_path): if verbose: print("Deleting old dir", dir_path) ...
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overcooked_ai
overcooked_ai-master/src/human_aware_rl/__init__.py
0
0
0
py
overcooked_ai
overcooked_ai-master/src/human_aware_rl/human/human_data_forward_compat.py
import argparse import os import numpy as np import pandas as pd from human_aware_rl.human.data_processing_utils import AI_ID from human_aware_rl.static import NEW_SCHEMA, OLD_SCHEMA """ Script for converting legacy-schema human data to current schema. Note: This script, and working with the raw CSV files in genera...
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overcooked_ai
overcooked_ai-master/src/human_aware_rl/human/tests.py
import copy import os import pickle import shutil import sys import unittest import numpy as np from numpy.testing._private.utils import assert_raises from human_aware_rl.human.process_dataframes import ( csv_to_df_pickle, get_trajs_from_data, ) from human_aware_rl.human.process_human_trials import ( main...
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overcooked_ai
overcooked_ai-master/src/human_aware_rl/human/process_human_trials.py
import argparse import copy import json import os import pickle import pandas as pd from human_aware_rl.human.data_processing_utils import ( json_joint_action_to_python_action, ) from overcooked_ai_py.mdp.overcooked_mdp import ( OvercookedGridworld, OvercookedState, ) from overcooked_ai_py.planning.planne...
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overcooked_ai
overcooked_ai-master/src/human_aware_rl/human/data_processing_utils.py
import json import time import numpy as np from overcooked_ai_py.agents.benchmarking import AgentEvaluator from overcooked_ai_py.mdp.actions import Action, Direction from overcooked_ai_py.mdp.overcooked_mdp import ( ObjectState, OvercookedGridworld, OvercookedState, PlayerState, ) AI_ID = "I am robot...
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overcooked_ai
overcooked_ai-master/src/human_aware_rl/human/process_dataframes.py
import copy import json import os import random from collections import defaultdict from typing import DefaultDict import numpy as np import pandas as pd from numpy.core.numeric import full from human_aware_rl.human.data_processing_utils import ( convert_joint_df_trajs_to_overcooked_single, df_traj_to_python_...
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overcooked_ai
overcooked_ai-master/src/human_aware_rl/human/__init__.py
import os _curr_directory = os.path.dirname(os.path.abspath(__file__))
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overcooked_ai
overcooked_ai-master/src/human_aware_rl/imitation/behavior_cloning_tf2_test.py
import argparse import os import pickle import shutil import sys import unittest import warnings import numpy as np import tensorflow as tf from human_aware_rl.human.process_dataframes import get_trajs_from_data from human_aware_rl.imitation.behavior_cloning_tf2 import ( BC_SAVE_DIR, build_bc_model, evalu...
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overcooked_ai
overcooked_ai-master/src/human_aware_rl/imitation/reproduce_bc.py
import os from human_aware_rl.imitation.behavior_cloning_tf2 import ( get_bc_params, train_bc_model, ) from human_aware_rl.static import ( CLEAN_2019_HUMAN_DATA_TEST, CLEAN_2019_HUMAN_DATA_TRAIN, ) if __name__ == "__main__": # random 3 is counter_circuit # random 0 is forced coordination #...
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overcooked_ai
overcooked_ai-master/src/human_aware_rl/imitation/__init__.py
0
0
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overcooked_ai
overcooked_ai-master/src/human_aware_rl/imitation/behavior_cloning_tf2.py
import copy import os import pickle import numpy as np import tensorflow as tf from ray.rllib.policy import Policy as RllibPolicy from tensorflow import keras from tensorflow.compat.v1.keras.backend import get_session, set_session from human_aware_rl.data_dir import DATA_DIR from human_aware_rl.human.process_datafram...
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overcooked_ai
overcooked_ai-master/src/human_aware_rl/rllib/tests.py
import copy import unittest from math import isclose import numpy as np from human_aware_rl.rllib.rllib import OvercookedMultiAgent from human_aware_rl.rllib.utils import ( get_required_arguments, iterable_equal, softmax, ) class RllibEnvTest(unittest.TestCase): def setUp(self): print( ...
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overcooked_ai
overcooked_ai-master/src/human_aware_rl/rllib/utils.py
import inspect import numpy as np from overcooked_ai_py.agents.benchmarking import AgentEvaluator def softmax(logits): e_x = np.exp(logits.T - np.max(logits)) return (e_x / np.sum(e_x, axis=0)).T def get_base_env( mdp_params, env_params, outer_shape=None, mdp_params_schedule_fn=None ): ae = get_ba...
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overcooked_ai
overcooked_ai-master/src/human_aware_rl/rllib/__init__.py
0
0
0
py
overcooked_ai
overcooked_ai-master/src/human_aware_rl/rllib/rllib.py
import copy import logging import os import random import tempfile from datetime import datetime import dill import gym import numpy as np import ray from ray.rllib.agents.ppo import PPOTrainer from ray.rllib.algorithms.callbacks import DefaultCallbacks from ray.rllib.env.multi_agent_env import MultiAgentEnv from ray....
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overcooked_ai
overcooked_ai-master/src/human_aware_rl/ppo/ppo_rllib_client.py
# All imports except rllib import argparse import os import sys import warnings import numpy as np from overcooked_ai_py.agents.benchmarking import AgentEvaluator warnings.simplefilter("ignore") # environment variable that tells us whether this code is running on the server or not LOCAL_TESTING = os.getenv("RUN_ENV...
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overcooked_ai
overcooked_ai-master/src/human_aware_rl/ppo/evaluate.py
import os import warnings import numpy as np from human_aware_rl.imitation.behavior_cloning_tf2 import ( BehaviorCloningPolicy, _get_base_ae, evaluate_bc_model, load_bc_model, ) from human_aware_rl.rllib.rllib import ( AgentPair, RlLibAgent, evaluate, get_agent_from_trainer, load_a...
6,394
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overcooked_ai
overcooked_ai-master/src/human_aware_rl/ppo/ppo_rllib_from_params_client.py
# All imports except rllib import argparse import logging import os import sys import numpy as np from overcooked_ai_py.agents.benchmarking import AgentEvaluator # environment variable that tells us whether this code is running on the server or not LOCAL_TESTING = os.getenv("RUN_ENV", "production") == "local" # Sac...
15,308
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overcooked_ai
overcooked_ai-master/src/human_aware_rl/ppo/ppo_rllib.py
import numpy as np import tensorflow as tf from ray.rllib.models.tf.recurrent_net import RecurrentNetwork from ray.rllib.models.tf.tf_modelv2 import TFModelV2 class RllibPPOModel(TFModelV2): """ Model that will map environment states to action probabilities. Will be shared across agents """ def __ini...
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overcooked_ai
overcooked_ai-master/src/human_aware_rl/ppo/plot_graph.py
import os import matplotlib.font_manager import matplotlib.pyplot as plt import numpy as np from evaluate import eval_models from matplotlib.patches import Patch # importing from utils causes werid dependency conflicts. Copying here def set_style(font_scale=1.6): import matplotlib import seaborn seaborn...
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overcooked_ai
overcooked_ai-master/src/human_aware_rl/ppo/__init__.py
0
0
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overcooked_ai
overcooked_ai-master/src/human_aware_rl/ppo/ppo_rllib_test.py
import glob import os import pickle import random import shutil import unittest import warnings import ray os.environ["RUN_ENV"] = "local" import numpy as np import tensorflow as tf from human_aware_rl.data_dir import DATA_DIR from human_aware_rl.imitation.behavior_cloning_tf2 import ( get_bc_params, train_b...
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overcooked_ai
overcooked_ai-master/src/human_aware_rl/ppo/plot_example_experiments.py
import os import re import matplotlib import matplotlib.pyplot as plt import numpy as np from human_aware_rl.utils import * from human_aware_rl.utils import set_style envs = [ "cramped_room", "forced_coordination", "counter_circuit_o_1", "coordination_ring", "asymmetric_advantages", ] def get_l...
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overcooked_ai
overcooked_ai-master/src/human_aware_rl/static/__init__.py
import os _curr_directory = os.path.dirname(os.path.abspath(__file__)) # Root dir where all hunan data is located HUMAN_DATA_DIR = os.path.join(_curr_directory, "human_data") # Paths to pre-processed data CLEAN_HUMAN_DATA_DIR = os.path.join(HUMAN_DATA_DIR, "cleaned") CLEAN_2020_HUMAN_DATA_ALL = os.path.join( CLE...
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CBA
CBA-main/vignette.py
#this file is to teach you how to use CBA """ Created on Fri Mar 27 18:58:59 2020 @author: 17b90 """ import kBET import scipy import random import keras as K import numpy as np import pandas as pd import scanpy as sc import seaborn as sns import scipy.io as sio import tensorflow as tf from keras import layers from ywb...
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CBA
CBA-main/evaluation/evaluation_pancreas.py
# -*- coding: utf-8 -*- """ Created on Fri Mar 27 18:58:59 2020 @author: 17b90 """ import keras as K import pandas as pd from keras import layers import numpy as np import matplotlib.pyplot as plt import tensorflow as tf from sklearn.decomposition import PCA import scanpy as sc import scipy import pickle from sklearn...
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CBA
CBA-main/lung/kBET.py
# -*- coding: utf-8 -*- """ Created on Sun Jan 31 10:41:54 2021 @author: 17b90 """ import numpy as np import anndata import scanpy as sc import pandas as pd import numpy as np import matplotlib.pyplot as plt import seaborn as sns from scipy.sparse.csgraph import connected_components import pandas as pd import numpy as...
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CBA
CBA-main/lung/ywb_function.py
import scipy import random import keras as K import numpy as np import pandas as pd import scanpy as sc import seaborn as sns import scipy.io as sio import tensorflow as tf from keras import layers from ywb_function import * from collections import Counter import matplotlib.pyplot as plt from keras.regularizers import...
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CBA
CBA-main/lung/lung_main.py
""" Created on Fri Mar 27 18:58:59 2020 @author: 17b90 """ import kBET import scipy import random import keras as K import numpy as np import pandas as pd import scanpy as sc import seaborn as sns import scipy.io as sio import tensorflow as tf from keras import layers from ywb_function import * import sklearn.metrics ...
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CBA
CBA-main/pancreas/kBET.py
# -*- coding: utf-8 -*- """ Created on Sun Jan 31 10:41:54 2021 @author: 17b90 """ import numpy as np import anndata import scanpy as sc import pandas as pd import numpy as np import matplotlib.pyplot as plt import seaborn as sns from scipy.sparse.csgraph import connected_components import pandas as pd import numpy as...
20,538
37.390654
180
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CBA
CBA-main/pancreas/ywb_function.py
import scipy import random import keras as K import numpy as np import pandas as pd import scanpy as sc import seaborn as sns import scipy.io as sio import tensorflow as tf from keras import layers from ywb_function import * from collections import Counter import matplotlib.pyplot as plt from keras.regularizers import...
7,512
33.782407
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CBA
CBA-main/pancreas/pancreas_main.py
""" Created on Fri Mar 27 18:58:59 2020 @author: 17b90 """ import kBET import scipy import random import keras as K import numpy as np import pandas as pd import scanpy as sc import seaborn as sns import scipy.io as sio import tensorflow as tf from keras import layers from ywb_function import * import sklearn.metrics ...
30,362
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CBA
CBA-main/species/kBET.py
# -*- coding: utf-8 -*- """ Created on Sun Jan 31 10:41:54 2021 @author: 17b90 """ import numpy as np import anndata import scanpy as sc import pandas as pd import numpy as np import matplotlib.pyplot as plt import seaborn as sns from scipy.sparse.csgraph import connected_components import pandas as pd import numpy as...
20,538
37.390654
180
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CBA
CBA-main/species/ywb_function.py
import scipy import random import keras as K import numpy as np import pandas as pd import scanpy as sc import seaborn as sns import scipy.io as sio import tensorflow as tf from keras import layers from ywb_function import * from collections import Counter import matplotlib.pyplot as plt from keras.regularizers import...
7,512
33.782407
158
py
CBA
CBA-main/species/species_main.py
""" Created on Fri Mar 27 18:58:59 2020 @author: 17b90 """ import kBET import scipy import random import keras as K import numpy as np import pandas as pd import scanpy as sc import seaborn as sns import scipy.io as sio import tensorflow as tf from keras import layers from ywb_function import * import sklearn.metrics ...
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py
ColBERT
ColBERT-master/setup.py
import setuptools with open('README.md', 'r') as f: long_description = f.read() setuptools.setup( name='ColBERT', version='0.2.0', author='Omar Khattab', author_email='okhattab@stanford.edu', description="Efficient and Effective Passage Search via Contextualized Late Interaction over BERT", ...
538
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ColBERT
ColBERT-master/utility/supervision/triples.py
""" Example: --positives 5,50 1,1000 ~~> best-5 (in top-50) + best-1 (in top-1000) """ import os import sys import git import tqdm import ujson import random from argparse import ArgumentParser from colbert.utils.utils import print_message, load_ranking, groupby_first_item, create_directory from util...
5,050
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ColBERT
ColBERT-master/utility/supervision/self_training.py
import os import sys import git import tqdm import ujson import random from argparse import ArgumentParser from colbert.utils.utils import print_message, load_ranking, groupby_first_item MAX_NUM_TRIPLES = 40_000_000 def sample_negatives(negatives, num_sampled, biased=False): num_sampled = min(len(negatives), n...
3,924
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py
ColBERT
ColBERT-master/utility/rankings/split_by_offset.py
""" Split the ranked lists after retrieval with a merged query set. """ import os import random from argparse import ArgumentParser def main(args): output_paths = ['{}.{}'.format(args.ranking, split) for split in args.names] assert all(not os.path.exists(path) for path in output_paths), output_paths ou...
1,334
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py
ColBERT
ColBERT-master/utility/rankings/dev_subsample.py
import os import ujson import random from argparse import ArgumentParser from colbert.utils.utils import print_message, create_directory, load_ranking, groupby_first_item from utility.utils.qa_loaders import load_qas_ def main(args): print_message("#> Loading all..") qas = load_qas_(args.qas) rankings =...
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ColBERT
ColBERT-master/utility/rankings/merge.py
""" Divide two or more ranking files, by score. """ import os import tqdm from argparse import ArgumentParser from collections import defaultdict from colbert.utils.utils import print_message, file_tqdm def main(args): Rankings = defaultdict(list) for path in args.input: print_message(f"#> Load...
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py
ColBERT
ColBERT-master/utility/rankings/tune.py
import os import ujson import random from argparse import ArgumentParser from colbert.utils.utils import print_message, create_directory from utility.utils.save_metadata import save_metadata def main(args): AllMetrics = {} Scores = {} for path in args.paths: with open(path) as f: met...
1,741
25
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py
ColBERT
ColBERT-master/utility/rankings/split_by_queries.py
import os import sys import tqdm import ujson import random from argparse import ArgumentParser from collections import OrderedDict from colbert.utils.utils import print_message, file_tqdm def main(args): qid_to_file_idx = {} for qrels_idx, qrels in enumerate(args.all_queries): with open(qrels) as f...
1,736
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ColBERT
ColBERT-master/utility/preprocess/docs2passages.py
""" Divide a document collection into N-word/token passage spans (with wrap-around for last passage). """ import os import math import ujson import random from multiprocessing import Pool from argparse import ArgumentParser from colbert.utils.utils import print_message Format1 = 'docid,text' # MS MARCO Passages...
4,790
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ColBERT
ColBERT-master/utility/preprocess/queries_split.py
""" Divide a query set into two. """ import os import math import ujson import random from argparse import ArgumentParser from collections import OrderedDict from colbert.utils.utils import print_message def main(args): random.seed(12345) """ Load the queries """ Queries = OrderedDict() ...
2,225
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104
py
ColBERT
ColBERT-master/utility/preprocess/wikipedia_to_tsv.py
import os import ujson from argparse import ArgumentParser from colbert.utils.utils import print_message def main(args): input_path = args.input output_path = args.output assert not os.path.exists(output_path), output_path RawCollection = [] walk = [(dirpath, filenames) for dirpath, _, filenam...
1,793
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py
ColBERT
ColBERT-master/utility/evaluate/msmarco_passages.py
""" Evaluate MS MARCO Passages ranking. """ import os import math import tqdm import ujson import random from argparse import ArgumentParser from collections import defaultdict from colbert.utils.utils import print_message, file_tqdm def main(args): qid2positives = defaultdict(list) qid2ranking = defaul...
4,193
32.023622
105
py
ColBERT
ColBERT-master/utility/evaluate/annotate_EM.py
import os import sys import git import tqdm import ujson import random from argparse import ArgumentParser from multiprocessing import Pool from colbert.utils.utils import print_message, load_ranking, groupby_first_item from utility.utils.qa_loaders import load_qas_, load_collection_ from utility.utils.save_metadata ...
2,883
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py
ColBERT
ColBERT-master/utility/evaluate/annotate_EM_helpers.py
from colbert.utils.utils import print_message from utility.utils.dpr import DPR_normalize, has_answer def tokenize_all_answers(args): qid, question, answers = args return qid, question, [DPR_normalize(ans) for ans in answers] def assign_label_to_passage(args): idx, (qid, pid, rank, passage, tokenized_an...
2,495
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py
ColBERT
ColBERT-master/utility/utils/save_metadata.py
import os import sys import git import time import copy import ujson import socket def get_metadata(args): args = copy.deepcopy(args) args.hostname = socket.gethostname() args.git_branch = git.Repo(search_parent_directories=True).active_branch.name args.git_hash = git.Repo(search_parent_directories=T...
1,068
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py
ColBERT
ColBERT-master/utility/utils/dpr.py
""" Source: DPR Implementation from Facebook Research https://github.com/facebookresearch/DPR/tree/master/dpr """ import string import spacy import regex import unicodedata class Tokens(object): """A class to represent a list of tokenized text.""" TEXT = 0 TEXT_WS = 1 SPAN = 2 POS = 3 ...
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py
ColBERT
ColBERT-master/utility/utils/qa_loaders.py
import os import ujson from collections import defaultdict from colbert.utils.utils import print_message, file_tqdm def load_collection_(path, retain_titles): with open(path) as f: collection = [] for line in file_tqdm(f): _, passage, title = line.strip().split('\t') if ...
726
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70
py
ColBERT
ColBERT-master/colbert/test.py
import os import random from colbert.utils.parser import Arguments from colbert.utils.runs import Run from colbert.evaluation.loaders import load_colbert, load_topK, load_qrels from colbert.evaluation.loaders import load_queries, load_topK_pids, load_collection from colbert.evaluation.ranking import evaluate from col...
1,627
31.56
120
py
ColBERT
ColBERT-master/colbert/index_faiss.py
import os import random import math from colbert.utils.runs import Run from colbert.utils.parser import Arguments from colbert.indexing.faiss import index_faiss from colbert.indexing.loaders import load_doclens def main(): random.seed(12345) parser = Arguments(description='Faiss indexing for end-to-end retr...
1,377
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91
py
ColBERT
ColBERT-master/colbert/retrieve.py
import os import random from colbert.utils.parser import Arguments from colbert.utils.runs import Run from colbert.evaluation.loaders import load_colbert, load_qrels, load_queries from colbert.indexing.faiss import get_faiss_index_name from colbert.ranking.retrieval import retrieve from colbert.ranking.batch_retrieva...
1,882
32.035088
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py
ColBERT
ColBERT-master/colbert/parameters.py
import torch DEVICE = torch.device("cuda") SAVED_CHECKPOINTS = [32*1000, 100*1000, 150*1000, 200*1000, 300*1000, 400*1000] SAVED_CHECKPOINTS += [10*1000, 20*1000, 30*1000, 40*1000, 50*1000, 60*1000, 70*1000, 80*1000, 90*1000] SAVED_CHECKPOINTS += [25*1000, 50*1000, 75*1000] SAVED_CHECKPOINTS = set(SAVED_CHECKPOINTS)...
321
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