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import unittest from typing import cast from injector import Injector from decai.simulation.data.data_loader import DataLoader from decai.simulation.data.fitness_data_loader import FitnessDataLoader, FitnessDataModule from decai.simulation.logging_module import LoggingModule class TestFitnessDataLoader(unittest.Tes...	0xDeCA10B/simulation/decai/simulation/data/tests/test_fitness_data_loader.py/0	{ "file_path": "0xDeCA10B/simulation/decai/simulation/data/tests/test_fitness_data_loader.py", "repo_id": "0xDeCA10B", "token_count": 437 }	7
import unittest from queue import PriorityQueue from decai.simulation.simulate import Agent class TestAgent(unittest.TestCase): def test_queue(self): q = PriorityQueue() agents = [ Agent('a1', 10, 1, 1, 1), Agent('a2', 10, 1, 1, 1), Agent('a0', 10, 1, 1, 1), ...	0xDeCA10B/simulation/decai/simulation/tests/test_simulation.py/0	{ "file_path": "0xDeCA10B/simulation/decai/simulation/tests/test_simulation.py", "repo_id": "0xDeCA10B", "token_count": 231 }	8
# Lab 6 - 学习使用调度管理系统 ## 实验目的以 [Microsoft Open Platform for AI (OpenPAI)](https://github.com/microsoft/pai) 为例，学习搭建并使用面向深度学习的异构计算集群调度与资源管理系统。 ## 实验环境本实验为分组实验，3~4 位同学一组，实验内容略有差别，实验流程中将以 Alice, Bob, Carol, Dan 指代（3人组请忽略 Dan），每位同学的环境均为： * Ubuntu 18.04 LTS * NVIDIA GPU (已装好驱动) * Docker Engine * nvidia-container-runt...	AI-System/Labs/AdvancedLabs/Lab6/README.md/0	{ "file_path": "AI-System/Labs/AdvancedLabs/Lab6/README.md", "repo_id": "AI-System", "token_count": 11006 }	9
# MIT License # Copyright (c) Microsoft Corporation. # Permission is hereby granted, free of charge, to any person obtaining a copy # of this software and associated documentation files (the "Software"), to deal # in the Software without restriction, including without limitation the rights # to use, copy, modify, mer...	AI-System/Labs/AdvancedLabs/Lab8/hpo/main.py/0	{ "file_path": "AI-System/Labs/AdvancedLabs/Lab8/hpo/main.py", "repo_id": "AI-System", "token_count": 2889 }	10
# Horovod # Copyright 2018 Uber Technologies, Inc. # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # http://www.apache.org/licenses/LICENSE-2.0 # Unless required by ...	AI-System/Labs/BasicLabs/Lab4/pytorch_mnist_compress.py/0	{ "file_path": "AI-System/Labs/BasicLabs/Lab4/pytorch_mnist_compress.py", "repo_id": "AI-System", "token_count": 3810 }	11
# Docker部署PyTorch训练程序用户使用Docker部署应用程序时，一般要先写Dockerfile，通过Dockerfile构建镜像，通过镜像启动容器。我们通过以下实例展开以上流程。 ## 构建Dockerfile 下面内容为我们所创建的Dockerfile中的内容，Docker会按顺序通过Dockerfile在构建阶段会执行了一系列Docker命令(FROM, RUN, WORKDIR, COPY, EXPOSE, CMD)和Linux Shell命令，我们通过注释介绍相应的命令功能。 ```sh # 继承自哪个基础镜像 FROM nvidia/cuda:10.1-cudnn7-devel # 创建镜像中的...	AI-System/Labs/BasicLabs/Lab5/train.md/0	{ "file_path": "AI-System/Labs/BasicLabs/Lab5/train.md", "repo_id": "AI-System", "token_count": 3123 }	12
<!--Copyright © Microsoft Corporation. All rights reserved. 适用于[License](https://github.com/microsoft/AI-System/blob/main/LICENSE)版权许可--> # 人工智能安全与隐私（AI Security and Privacy） # 简介随着人工智能系统在自动驾驶、人脸识别、推荐系统等领域的研究与应用，人工智能相关的安全与隐私问题也获得了广泛的关注和研究。一方面，人工智能输出的结果可能非常重要，会影响人身安全、财产安全、社会公平等；另一方面，人工智能系统的涉及到数据可能非常敏感，如人脸、浏览记录、社交...	AI-System/Textbook/第12章-人工智能安全与隐私/12-前言.md/0	{ "file_path": "AI-System/Textbook/第12章-人工智能安全与隐私/12-前言.md", "repo_id": "AI-System", "token_count": 1335 }	13
<!--Copyright © Microsoft Corporation. All rights reserved. 适用于[License](https://github.com/microsoft/AI-System/blob/main/LICENSE)版权许可--> # 第2章神经网络基础 ## 简介在本章中，我们将会简要叙述当前无论在学术界还是工业界都非常热门的深度学习的基础 —— 神经网络 —— 的基本知识。根据读者的不同情况，可能会有以下三种情况： - 熟悉神经网络的读者可以跳过本章的学习。 - 没有神经网络知识的读者，通过对以下内容的学习，可以了解神经网络的基本脉络。 - 想进一步深入了解更多...	AI-System/Textbook/第2章-神经网络基础/2-前言.md/0	{ "file_path": "AI-System/Textbook/第2章-神经网络基础/2-前言.md", "repo_id": "AI-System", "token_count": 1445 }	14
<!--Copyright © Microsoft Corporation. All rights reserved. 适用于[License](https://github.com/microsoft/AI-System/blob/main/LICENSE)版权许可--> # 4.2 计算机体系结构与矩阵运算前面一节我们了解到现在主流深度学习的一个核心计算模式就是矩阵运算，高效地支持矩阵运算便成了深度学习时代体系结构和性能优化的一个重要课题。我们知道，硬件的设计需要针对主流应用的特点仔细的考虑其计算、存储、并行度、功耗等等方面的配比，才能发挥其了优的性能。在本节中，我们以CPU为主来理解其基本体系结构、发展趋势和在支持深...	AI-System/Textbook/第4章-矩阵运算与计算机体系结构/4.2-计算机体系结构与矩阵运算.md/0	{ "file_path": "AI-System/Textbook/第4章-矩阵运算与计算机体系结构/4.2-计算机体系结构与矩阵运算.md", "repo_id": "AI-System", "token_count": 6330 }	15
<!--Copyright © Microsoft Corporation. All rights reserved. 适用于[License](https://github.com/microsoft/AI-System/blob/main/LICENSE)版权许可--> # 深度学习的编译与优化 (Deep Learning Compliation and Optimization) # 简介随着深度学习的应用场景的不断泛化，深度学习计算任务也需要部署在不同的计算设备和硬件架构上；同时，实际部署或训练场景对性能往往也有着更为激进的要求，例如针对硬件特点定制计算代码。这些需求在通用的深度学习计算框架中已经难已得到满...	AI-System/Textbook/第5章-深度学习框架的编译与优化/5-前言.md/0	{ "file_path": "AI-System/Textbook/第5章-深度学习框架的编译与优化/5-前言.md", "repo_id": "AI-System", "token_count": 956 }	16
<!--Copyright © Microsoft Corporation. All rights reserved. 适用于[License](https://github.com/microsoft/AI-System/blob/main/LICENSE)版权许可--> # 6.1 分布式深度学习计算简介 - [6.1 分布式深度学习计算简介](#61-分布式深度学习计算简介) - [6.1.1 串行计算到并行计算的演进](#611-串行计算到并行计算的演进) - [6.1.2 并行计算加速定律](#612-并行计算加速定律) - [6.1.3 深度学习的并行化训练](#613-深度学习的并行化训练) -...	AI-System/Textbook/第6章-分布式训练算法与系统/6.1-分布式深度学习计算简介.md/0	{ "file_path": "AI-System/Textbook/第6章-分布式训练算法与系统/6.1-分布式深度学习计算简介.md", "repo_id": "AI-System", "token_count": 9254 }	17
<!--Copyright © Microsoft Corporation. All rights reserved. 适用于[License](https://github.com/microsoft/AI-System/blob/main/LICENSE)版权许可--> # 7.5 存储 <center> <img src="./img/5/7-5-10-storagerelated.png" /></center> <center>图 7.5.1 平台存储 </center> 在之前的章节，我们已经介绍面向深度学习的集群管理系统的运行时与调度。如图 7.5.1，本章将围绕平台中的存储，文件系统来展开。计算，存储与网络...	AI-System/Textbook/第7章-异构计算集群调度与资源管理系统/7.5-存储.md/0	{ "file_path": "AI-System/Textbook/第7章-异构计算集群调度与资源管理系统/7.5-存储.md", "repo_id": "AI-System", "token_count": 22868 }	18
param ( [string] $resourceGroupName, [string] $tagId, [string] $deploymentId ) $projectTags = New-Object 'System.Collections.Generic.Dictionary[String,String]' $projectTags.Add($tagId, $deploymentId) function UpdateLoop { param( [int]$maxIterations, $resource ) $success = $false $iterator = ...	AI/.ci/scripts/SetResource.ps1/0	{ "file_path": "AI/.ci/scripts/SetResource.ps1", "repo_id": "AI", "token_count": 958 }	19
parameters: Agent: Hosted Ubuntu 1604 Demands: "python3" jobTimeoutInMinutes: 180 jobDisplayName: 'defaultDisplayName' TridentWorkloadTypeShort: # DeployLocation: # DefaultWorkingDirectory: # Template: # ProjectLocation: # PythonPath: # workload_vars: # doCleanup: True flighting_release: tru...	AI/.ci/stages/deploy_notebooks_stages_v2.yml/0	{ "file_path": "AI/.ci/stages/deploy_notebooks_stages_v2.yml", "repo_id": "AI", "token_count": 3172 }	20
parameters: azureSubscription: '' azure_subscription: '' location: submodules/DeployMLModelKubernetes/{{cookiecutter.project_name}} azureresourcegroup: dciborowhp workspacename: dciborowhpws azureregion: westus2 aksimagename: dciborowhpaks aks_name: dciborowhpaks aks_service_name: myimage conda: a...	AI/.ci/steps/az-ml-realtime-score.yml/0	{ "file_path": "AI/.ci/steps/az-ml-realtime-score.yml", "repo_id": "AI", "token_count": 638 }	21
parameters: template: '' azureSubscription: 'x' azure_subscription: 'x' azureresourcegroup: 'x' workspacename: 'x' azureregion: 'x' aksimagename: 'x' aks_name: "mlaks" location: "" #Root Dir of Project python_path: "" #Root Dir of Python Env cluster_name: "-" flighting_release: false flighti...	AI/.ci/steps/deploy_notebook_steps_v2.yml/0	{ "file_path": "AI/.ci/steps/deploy_notebook_steps_v2.yml", "repo_id": "AI", "token_count": 730 }	22
variables: azure_subscription: 0ca618d2-22a8-413a-96d0-0f1b531129c3 azureSubscription: AG-AzureCAT-AIDevOps-Test-COGSNonProd-IO1685734(0ca618d2-22a8-413a-96d0-0f1b531129c3)	AI/.ci/vars/agce_devops_sub_vars.yml/0	{ "file_path": "AI/.ci/vars/agce_devops_sub_vars.yml", "repo_id": "AI", "token_count": 98 }	23
{ "$schema": "https://schema.management.azure.com/schemas/2019-04-01/deploymentTemplate.json#", "contentVersion": "1.0.0.0", "parameters": { "delegateIdentity": { "type": "bool", "defaultValue": false }, "identityName": { "type": "string" }, "location": { "type": "strin...	AI/AzureDeployment/Identity/Identity.json/0	{ "file_path": "AI/AzureDeployment/Identity/Identity.json", "repo_id": "AI", "token_count": 1090 }	24
import sys sys.path += ['../'] import torch import os import faiss from utils.util import ( barrier_array_merge, convert_to_string_id, is_first_worker, StreamingDataset, EmbeddingCache, get_checkpoint_no, get_latest_ann_data ) import csv import copy import transformers from transformers impo...	ANCE/drivers/run_ann_data_gen.py/0	{ "file_path": "ANCE/drivers/run_ann_data_gen.py", "repo_id": "ANCE", "token_count": 10146 }	25
import sys sys.path += ['../'] import torch from torch import nn from transformers import ( RobertaConfig, RobertaModel, RobertaForSequenceClassification, RobertaTokenizer, BertModel, BertTokenizer, BertConfig ) import torch.nn.functional as F from data.process_fn import triple_process_fn, t...	ANCE/model/models.py/0	{ "file_path": "ANCE/model/models.py", "repo_id": "ANCE", "token_count": 5742 }	26
""" Code for self-training with weak supervision. Author: Giannis Karamanolakis (gkaraman@cs.columbia.edu) """ import argparse import json import logging import os import glob from os.path import expanduser from pathlib import Path import numpy as np import random import shutil import torch import joblib from Logger i...	ASTRA/astra/main.py/0	{ "file_path": "ASTRA/astra/main.py", "repo_id": "ASTRA", "token_count": 6404 }	27
[ { "tripleset": [ [ "Hawaii Five-O", "NOTES", "Episode: The Flight of the Jewels" ], [ "[TABLECONTEXT]", "[TITLE]", "Jeff Daniels" ], [ "[TABLECONTEXT]", "TITLE", "Hawaii Five-O" ] ], "subtree_was_...	AdaMix/NLG/data/dart/dart-v1.1.1-full-test.json/0	{ "file_path": "AdaMix/NLG/data/dart/dart-v1.1.1-full-test.json", "repo_id": "AdaMix", "token_count": 2528812 }	28
# ------------------------------------------------------------------------------------------ # Copyright (c). All rights reserved. # Licensed under the MIT License (MIT). See LICENSE in the repo root for license information. # -----------------------------------------------------------------------------------------...	AdaMix/NLG/src/encoder.py/0	{ "file_path": "AdaMix/NLG/src/encoder.py", "repo_id": "AdaMix", "token_count": 2230 }	29
#version: 0.2 Ġ t Ġ a h e i n r e o n Ġt he e r Ġ s a t Ġ w Ġ o e n Ġ c i t i s a n o r e s Ġ b e d Ġ f in g Ġ p o u Ġa n a l a r Ġt o Ġ m Ġo f Ġ in Ġ d Ġ h Ġan d i c a s l e Ġt h i on o m l l en t Ġ n Ġ l s t Ġ re v e Ġ e r o l y Ġb e Ġ g Ġ T c t Ġ S i d o t Ġ I u t e t Ġ A Ġ is Ġ on i m a m o w a y a d s e Ġth at Ġ C...	AdaMix/NLG/vocab/vocab.bpe/0	{ "file_path": "AdaMix/NLG/vocab/vocab.bpe", "repo_id": "AdaMix", "token_count": 246078 }	30
FROM ubuntu:18.04 LABEL maintainer="Hugging Face" LABEL repository="transformers" RUN apt update && \ apt install -y bash \ build-essential \ git \ curl \ ca-certificates \ python3 \ python3-pip && \ ...	AdaMix/docker/transformers-tensorflow-cpu/Dockerfile/0	{ "file_path": "AdaMix/docker/transformers-tensorflow-cpu/Dockerfile", "repo_id": "AdaMix", "token_count": 303 }	31
# -- coding: utf-8 -- # # 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 ------------------------------------------------------------...	AdaMix/docs/source/conf.py/0	{ "file_path": "AdaMix/docs/source/conf.py", "repo_id": "AdaMix", "token_count": 1933 }	32
.. Copyright 2020 The HuggingFace Team. All rights reserved. Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with the License. You may obtain a copy of the License at http://www.apache.org/licenses/LICENSE-2.0 Unless required by ...	AdaMix/docs/source/main_classes/output.rst/0	{ "file_path": "AdaMix/docs/source/main_classes/output.rst", "repo_id": "AdaMix", "token_count": 2514 }	33
.. Copyright 2020 The HuggingFace Team. All rights reserved. Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with the License. You may obtain a copy of the License at http://www.apache.org/licenses/LICENSE-2.0 Unless required by ...	AdaMix/docs/source/model_doc/camembert.rst/0	{ "file_path": "AdaMix/docs/source/model_doc/camembert.rst", "repo_id": "AdaMix", "token_count": 1336 }	34
.. Copyright 2020 The HuggingFace Team. All rights reserved. Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with the License. You may obtain a copy of the License at http://www.apache.org/licenses/LICENSE-2.0 Unless required by ...	AdaMix/docs/source/model_doc/ibert.rst/0	{ "file_path": "AdaMix/docs/source/model_doc/ibert.rst", "repo_id": "AdaMix", "token_count": 931 }	35
.. Copyright 2020 The HuggingFace Team. All rights reserved. Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with the License. You may obtain a copy of the License at http://www.apache.org/licenses/LICENSE-2.0 Unless required by ...	AdaMix/docs/source/model_doc/retribert.rst/0	{ "file_path": "AdaMix/docs/source/model_doc/retribert.rst", "repo_id": "AdaMix", "token_count": 486 }	36
# Copyright 2020 The HuggingFace Team. All rights reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicabl...	AdaMix/examples/benchmarking/plot_csv_file.py/0	{ "file_path": "AdaMix/examples/benchmarking/plot_csv_file.py", "repo_id": "AdaMix", "token_count": 2909 }	37
import argparse import glob import logging import os import time from argparse import Namespace import numpy as np import torch from torch.utils.data import DataLoader, TensorDataset from lightning_base import BaseTransformer, add_generic_args, generic_train from transformers import glue_compute_metrics as compute_me...	AdaMix/examples/legacy/pytorch-lightning/run_glue.py/0	{ "file_path": "AdaMix/examples/legacy/pytorch-lightning/run_glue.py", "repo_id": "AdaMix", "token_count": 3457 }	38
#!/usr/bin/env python # Copyright 2020 The HuggingFace Team. All rights reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless...	AdaMix/examples/legacy/seq2seq/download_wmt.py/0	{ "file_path": "AdaMix/examples/legacy/seq2seq/download_wmt.py", "repo_id": "AdaMix", "token_count": 1020 }	39
#!/usr/bin/env python # Copyright 2020 The HuggingFace Team. All rights reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless...	AdaMix/examples/legacy/seq2seq/run_eval.py/0	{ "file_path": "AdaMix/examples/legacy/seq2seq/run_eval.py", "repo_id": "AdaMix", "token_count": 2757 }	40
<!--- Copyright 2020 The HuggingFace Team. All rights reserved. Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with the License. You may obtain a copy of the License at http://www.apache.org/licenses/LICENSE-2.0 Unless required by applicable law or ...	AdaMix/examples/multiple-choice/README.md/0	{ "file_path": "AdaMix/examples/multiple-choice/README.md", "repo_id": "AdaMix", "token_count": 641 }	41
# coding=utf-8 # Copyright 2018 The Google AI Language Team Authors and The HuggingFace Inc. team. # Copyright (c) 2018, NVIDIA CORPORATION. All rights reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a cop...	AdaMix/examples/research_projects/adversarial/utils_hans.py/0	{ "file_path": "AdaMix/examples/research_projects/adversarial/utils_hans.py", "repo_id": "AdaMix", "token_count": 5441 }	42
import os from collections import deque import torch from torch.utils.data import Dataset # ------------ # Data loading # ------------ class CNNDMDataset(Dataset): """Abstracts the dataset used to train seq2seq models. The class will process the documents that are located in the specified folder. The ...	AdaMix/examples/research_projects/bertabs/utils_summarization.py/0	{ "file_path": "AdaMix/examples/research_projects/bertabs/utils_summarization.py", "repo_id": "AdaMix", "token_count": 2180 }	43
# coding=utf-8 # Copyright 2019-present, the HuggingFace Inc. team and Facebook, Inc. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Un...	AdaMix/examples/research_projects/distillation/grouped_batch_sampler.py/0	{ "file_path": "AdaMix/examples/research_projects/distillation/grouped_batch_sampler.py", "repo_id": "AdaMix", "token_count": 1759 }	44
import datasets import numpy as np import streamlit as st import torch from elasticsearch import Elasticsearch import faiss import transformers from eli5_utils import ( embed_questions_for_retrieval, make_qa_s2s_model, qa_s2s_generate, query_es_index, query_qa_dense_index, ) from transformers impor...	AdaMix/examples/research_projects/longform-qa/eli5_app.py/0	{ "file_path": "AdaMix/examples/research_projects/longform-qa/eli5_app.py", "repo_id": "AdaMix", "token_count": 5824 }	45
# coding=utf-8 # Copyright (c) Facebook, Inc. and its affiliates. # Copyright (c) HuggingFace Inc. team. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses...	AdaMix/examples/research_projects/mm-imdb/run_mmimdb.py/0	{ "file_path": "AdaMix/examples/research_projects/mm-imdb/run_mmimdb.py", "repo_id": "AdaMix", "token_count": 10080 }	46