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[source code analysis] how Facebook trains super large models -- (4) 0x00 summary As we mentioned earlier, Microsoft ZeRO can expand a trillion parameter model on 4096 NVIDIA A100 GPU s using 8-way model parallel, 64-way pipeline parallel and 8-way data parallel. FSDP (full sharded data parallel) is an upgraded version of PyTorch DDP proposed ...

This article is mainly reproduced in Blog github project address: https://github.com/albu/albumentations Help document - evaluations This paper mainly introduces some common methods of image data enhancement library augmentation Python image processing library – augmentations, which can be used for image data enhancement during net ...

Assignment topic 1 Logistic regression In this part of the exercise, you will build a logistic regression model to predict whether a student can enter college. Suppose you are an administrator of a university. You want to decide whether each applicant is admitted according to the results of two exams. You have historical data from previous app ...

1. Bayesian theorem Bayesian theorem: P ( H ∣ X ) = P ( X ...

Dataset hyperlink #Load the propeller, Numpy and related class libraries import paddle from paddle.nn import Linear import paddle.nn.functional as F import numpy as np import os import random Dynamic graph mode (imperative programming paradigm, analogy to Python): analytical execution mode. Users do not need to define a complete network str ...

catalogue 1. Line chart Style: Set font Axis setting Use of marker and annotate Sketchpad settings Draw multiple graphs 2. Bar chart Vertical bar chart Horizontal bar chart Grouped bar chart Stacked bar chart 3. Histogram 4. Scatter diagram 5. Pie chart 6. Box diagram 7. Radar chart Subgraph creation Dependencies used: impo ...

1. Introduction to codemirrorCodeMirror is a general text editor implemented with JavaScript. It is specially used for code editing. It has built-in multiple development language modes and plug-ins, and supports code highlighting, automatic completion, search, shortcut keys, etc.CodeMirror is an open source project licensed by MIT. At present, ...

[source code analysis] deep learning distributed training framework horovod (6) - background thread architecture 0x00 summary Horovod is an easy-to-use high-performance distributed training framework released by Uber in 2017, which has been widely used in the industry. This series will lead you to understand Horovod through source code a ...

Machine learning project practical series} housing price forecast catalogue Machine learning project practical series} housing price forecast 1, Overview 2, Analysis data 1. Data import 2. Basic statistical operation 3. Characteristic Observation 4. Establish model 5. Analyze model performance (1) Learning curve (2) Complexity curve ...

Welcome to "Python from zero to one", where I will share about 200 Python series articles, take you to learn and play, and see the interesting world of Python. All articles will be explained in combination with cases, codes and the author's experience. I really want to share my nearly ten years of programming experience with you. I ho ...