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Title: GitHub - soco-ai/DeepSpeed: DeepSpeed is a deep learning optimization library that makes distributed training easy, efficient, and effective.

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X Title: GitHub - soco-ai/DeepSpeed: DeepSpeed is a deep learning optimization library that makes distributed training easy, efficient, and effective.

Description: DeepSpeed is a deep learning optimization library that makes distributed training easy, efficient, and effective. - soco-ai/DeepSpeed

Open Graph Description: DeepSpeed is a deep learning optimization library that makes distributed training easy, efficient, and effective. - soco-ai/DeepSpeed

X Description: DeepSpeed is a deep learning optimization library that makes distributed training easy, efficient, and effective. - soco-ai/DeepSpeed

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DeepSpeed: Advancing MoE inference and training to power next-generation AI scalehttps://www.microsoft.com/en-us/research/blog/deepspeed-advancing-moe-inference-and-training-to-power-next-generation-ai-scale/
Mixture of Experts (MoE) for NLG tutorialhttps://www.deepspeed.ai/tutorials/mixture-of-experts-nlg/
Mixture of Experts (MoE) Inference tutorialhttps://www.deepspeed.ai/tutorials/moe-inference-tutorial
Autotuning: Automatically discover the optimal DeepSpeed configuration that delivers good training speedhttps://www.deepspeed.ai/news/2021/11/15/autotuning.html
Using DeepSpeed and Megatron to Train Megatron-Turing NLG 530B, the World’s Largest and Most Powerful Generative Language Modelhttps://www.microsoft.com/en-us/research/blog/using-deepspeed-and-megatron-to-train-megatron-turing-nlg-530b-the-worlds-largest-and-most-powerful-generative-language-model/
train large models with DeepSpeedhttps://www.deepspeed.ai/tutorials/large-models-w-deepspeed/
DeepSpeed powers 8x larger MoE model training with high performancehttps://www.microsoft.com/en-us/research/blog/deepspeed-powers-8x-larger-moe-model-training-with-high-performance/
Curriculum learning: a regularization method for stable and 3.3x faster GPT-2 pre-training with 8x/4x larger batch size/learning ratehttps://www.deepspeed.ai/tutorials/curriculum-learning/
come join us!https://careers.microsoft.com/us/en/search-results?keywords=http:%2F%2Fdeepspeed.ai
https://patch-diff.githubusercontent.com/soco-ai/DeepSpeed#deepspeed-is-hiring-come-join-us
DeepSpeedhttps://www.deepspeed.ai/
Turing-NLGhttps://www.microsoft.com/en-us/research/blog/turing-nlg-a-17-billion-parameter-language-model-by-microsoft
AI at Scalehttps://www.microsoft.com/en-us/research/project/ai-at-scale/
herehttps://innovation.microsoft.com/en-us/exploring-ai-at-scale
deepspeed.aihttps://www.deepspeed.ai/
https://patch-diff.githubusercontent.com/soco-ai/DeepSpeed#table-of-contents
Why DeepSpeed?https://patch-diff.githubusercontent.com/soco-ai/DeepSpeed#why-deepspeed
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torch's JIT C++ extension loader that relies on ninjahttps://pytorch.org/docs/stable/cpp_extension.html
PyTorchhttps://pytorch.org/
advanced installation instructionshttps://www.deepspeed.ai/tutorials/advanced-install/
https://patch-diff.githubusercontent.com/soco-ai/DeepSpeed#features
feature overviewhttps://www.deepspeed.ai/features/
Distributed Training with Mixed Precisionhttps://www.deepspeed.ai/features/#distributed-training-with-mixed-precision
Model Parallelismhttps://www.deepspeed.ai/features/#model-parallelism
Pipeline Parallelismhttps://www.deepspeed.ai/tutorials/pipeline/
The Zero Redundancy Optimizer (ZeRO)https://www.deepspeed.ai/tutorials/zero/
ZeRO-Offloadhttps://www.deepspeed.ai/tutorials/zero-offload/
Ultra-fast dense transformer kernelshttps://www.deepspeed.ai/news/2020/05/18/bert-record.html
Sparse attentionhttps://www.deepspeed.ai/news/2020/09/08/sparse-attention.html
1-bit Adamhttps://www.deepspeed.ai/news/2020/09/08/onebit-adam-blog-post.html
1-bit LAMBhttps://www.deepspeed.ai/tutorials/onebit-lamb/
Additional Memory and Bandwidth Optimizationshttps://www.deepspeed.ai/features/#additional-memory-and-bandwidth-optimizations
Training Featureshttps://www.deepspeed.ai/features/#training-features
Training Optimizershttps://www.deepspeed.ai/features/#training-optimizers
Training Agnostic Checkpointinghttps://www.deepspeed.ai/features/#training-agnostic-checkpointing
Advanced Parameter Searchhttps://www.deepspeed.ai/features/#advanced-parameter-search
Simplified Data Loaderhttps://www.deepspeed.ai/features/#simplified-data-loader
Curriculum Learninghttps://www.deepspeed.ai/tutorials/curriculum-learning/
Performance Analysis and Debugginghttps://www.deepspeed.ai/features/#performance-analysis-and-debugging
Mixture of Experts (MoE)https://www.deepspeed.ai/tutorials/mixture-of-experts/
https://patch-diff.githubusercontent.com/soco-ai/DeepSpeed#further-reading
deepspeed.aihttps://www.deepspeed.ai/
DeepSpeed Featureshttps://www.deepspeed.ai/features/
Getting Startedhttps://www.deepspeed.ai/getting-started/
DeepSpeed JSON Configurationhttps://www.deepspeed.ai/docs/config-json/
API Documentationhttps://deepspeed.readthedocs.io/en/latest/
CIFAR-10 Tutorialhttps://www.deepspeed.ai/tutorials/cifar-10
Megatron-LM Tutorialhttps://www.deepspeed.ai/tutorials/megatron/
BERT Pre-training Tutorialhttps://www.deepspeed.ai/tutorials/bert-pretraining/
Learning Rate Range Test Tutorialhttps://www.deepspeed.ai/tutorials/lrrt/
1Cycle Tutorialhttps://www.deepspeed.ai/tutorials/one-cycle/
https://patch-diff.githubusercontent.com/soco-ai/DeepSpeed#contributing
contributinghttps://patch-diff.githubusercontent.com/soco-ai/DeepSpeed/blob/master/CONTRIBUTING.md
https://patch-diff.githubusercontent.com/soco-ai/DeepSpeed#contributor-license-agreement
https://cla.opensource.microsoft.comhttps://cla.opensource.microsoft.com
https://patch-diff.githubusercontent.com/soco-ai/DeepSpeed#code-of-conduct
Microsoft Open Source Code of Conducthttps://opensource.microsoft.com/codeofconduct/
Code of Conduct FAQhttps://opensource.microsoft.com/codeofconduct/faq/
https://patch-diff.githubusercontent.com/soco-ai/DeepSpeed#publications
arXiv:1910.02054https://arxiv.org/abs/1910.02054
In Proceedings of the International Conference for High Performance Computing, Networking, Storage and Analysis (SC '20)https://dl.acm.org/doi/10.5555/3433701.3433727
In Proceedings of the 26th ACM SIGKDD International Conference on Knowledge Discovery & Data Mining (KDD '20, Tutorial)https://dl.acm.org/doi/10.1145/3394486.3406703
arXiv:2010.13369https://arxiv.org/abs/2010.13369
NeurIPS 2020https://proceedings.neurips.cc/paper/2020/hash/a1140a3d0df1c81e24ae954d935e8926-Abstract.html
arXiv:2101.06840https://arxiv.org/abs/2101.06840
arXiv:2102.02888https://arxiv.org/abs/2102.02888
ICML 2021http://proceedings.mlr.press/v139/tang21a.html
arXiv:2104.07857https://arxiv.org/abs/2104.07857
arXiv:2104.06069https://arxiv.org/abs/2104.06069
arXiv:2108.06084https://arxiv.org/abs/2108.06084
https://patch-diff.githubusercontent.com/soco-ai/DeepSpeed#videos
Overviewhttps://www.youtube.com/watch?v=CaseqC45DNc&list=PLa85ZdUjfWS21mgibJ2vCvLziprjpKoW0&index=29
ZeRO + large model traininghttps://www.youtube.com/watch?v=y4_bCiAsIAk&list=PLa85ZdUjfWS21mgibJ2vCvLziprjpKoW0&index=28
17B T-NLG demohttps://www.youtube.com/watch?v=9V-ZbP92drg&list=PLa85ZdUjfWS21mgibJ2vCvLziprjpKoW0&index=27
Fastest BERT training + RScan tuninghttps://www.youtube.com/watch?v=o1K-ZG9F6u0&list=PLa85ZdUjfWS21mgibJ2vCvLziprjpKoW0&index=26
part 1https://www.youtube.com/watch?v=_NOk-mBwDYg&list=PLa85ZdUjfWS21mgibJ2vCvLziprjpKoW0&index=92
part 2https://www.youtube.com/watch?v=sG6_c4VXLww&list=PLa85ZdUjfWS21mgibJ2vCvLziprjpKoW0&index=94
part 3https://www.youtube.com/watch?v=k9yPkBTayos&list=PLa85ZdUjfWS21mgibJ2vCvLziprjpKoW0&index=93
FAQhttps://www.youtube.com/watch?v=nsHu6vEgPew&list=PLa85ZdUjfWS21mgibJ2vCvLziprjpKoW0&index=24
ZeRO & Fastest BERT: Increasing the scale and speed of deep learning training in DeepSpeedhttps://note.microsoft.com/MSR-Webinar-DeepSpeed-Registration-On-Demand.html
DeepSpeed on AzureMLhttps://youtu.be/yBVXR8G8Bg8
DeepSpeed: All the tricks to scale to gigantic modelshttps://www.youtube.com/watch?v=pDGI668pNg0
Turing-NLG, DeepSpeed and the ZeRO optimizerhttps://www.youtube.com/watch?v=tC01FRB0M7w
www.deepspeed.ai/https://www.deepspeed.ai/
Readme https://patch-diff.githubusercontent.com/soco-ai/DeepSpeed#readme-ov-file
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