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Title: GitHub - deepspeedai/DeepSpeed-MII: MII makes low-latency and high-throughput inference possible, powered by DeepSpeed. · GitHub

Open Graph Title: GitHub - deepspeedai/DeepSpeed-MII: MII makes low-latency and high-throughput inference possible, powered by DeepSpeed.

X Title: GitHub - deepspeedai/DeepSpeed-MII: MII makes low-latency and high-throughput inference possible, powered by DeepSpeed.

Description: MII makes low-latency and high-throughput inference possible, powered by DeepSpeed. - deepspeedai/DeepSpeed-MII

Open Graph Description: MII makes low-latency and high-throughput inference possible, powered by DeepSpeed. - deepspeedai/DeepSpeed-MII

X Description: MII makes low-latency and high-throughput inference possible, powered by DeepSpeed. - deepspeedai/DeepSpeed-MII

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Opengraph URL: https://github.com/deepspeedai/DeepSpeed-MII

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Domain: github.com

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Codehttps://github.com/deepspeedai/DeepSpeed-MII
Issues198 (198)https://github.com/deepspeedai/DeepSpeed-MII/issues
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deep-learninghttps://github.com/topics/deep-learning
inferencehttps://github.com/topics/inference
pytorchhttps://github.com/topics/pytorch
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Activityhttps://github.com/deepspeedai/DeepSpeed-MII/activity
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CONTRIBUTING.mdhttps://github.com/deepspeedai/DeepSpeed-MII/blob/main/CONTRIBUTING.md
CONTRIBUTING.mdhttps://github.com/deepspeedai/DeepSpeed-MII/blob/main/CONTRIBUTING.md
LICENSEhttps://github.com/deepspeedai/DeepSpeed-MII/blob/main/LICENSE
LICENSEhttps://github.com/deepspeedai/DeepSpeed-MII/blob/main/LICENSE
README.mdhttps://github.com/deepspeedai/DeepSpeed-MII/blob/main/README.md
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READMEhttps://github.com/microsoft/DeepSpeed-MII
Code of conducthttps://github.com/microsoft/DeepSpeed-MII
Contributinghttps://github.com/microsoft/DeepSpeed-MII
Apache-2.0 licensehttps://github.com/microsoft/DeepSpeed-MII
Securityhttps://github.com/microsoft/DeepSpeed-MII
https://github.com/deepspeedai/DeepSpeed-MII/actions/workflows/formatting.yml
https://github.com/deepspeedai/DeepSpeed-MII/actions/workflows/nv-v100-legacy.yml
https://github.com/deepspeedai/DeepSpeed-MII/actions/workflows/nv-a6000-fastgen.yml
https://github.com/deepspeedai/DeepSpeed/blob/master/LICENSE
https://pypi.org/project/deepspeed-mii/
https://github.com/deepspeedai/DeepSpeed-MII/blob/main/docs/images/mii-white.svg#gh-light-mode-only
https://github.com/deepspeedai/DeepSpeed-MII/blob/main/docs/images/mii-dark.svg#gh-dark-mode-only
https://github.com/microsoft/DeepSpeed-MII#latest-news
DeepSpeed-FastGen: Introducting Mixtral, Phi-2, and Falcon support with major performance and feature enhancements.https://github.com/deepspeedai/DeepSpeed/tree/master/blogs/deepspeed-fastgen/2024-01-19
DeepSpeed-FastGen: High-throughput Text Generation for LLMs via MII and DeepSpeed-Inferencehttps://github.com/deepspeedai/DeepSpeed/tree/master/blogs/deepspeed-fastgen
Stable Diffusion Image Generation under 1 second w. DeepSpeed MIIhttps://github.com/deepspeedai/DeepSpeed-MII/blob/main/mii/legacy/examples/benchmark/txt2img
Announcing DeepSpeed Model Implementations for Inference (MII)https://www.deepspeed.ai/2022/10/10/mii.html
https://github.com/microsoft/DeepSpeed-MII#contents
DeepSpeed-MIIhttps://github.com/microsoft/DeepSpeed-MII#deepspeed-mii
Key Technologieshttps://github.com/microsoft/DeepSpeed-MII#key-technologies
How does MII work?https://github.com/microsoft/DeepSpeed-MII#how-does-mii-work
Supported Modelshttps://github.com/microsoft/DeepSpeed-MII#supported-models
Getting Startedhttps://github.com/microsoft/DeepSpeed-MII#getting-started-with-mii
https://github.com/microsoft/DeepSpeed-MII#deepspeed-model-implementations-for-inference-mii-
latest DeepSpeed-FastGen bloghttps://github.com/deepspeedai/DeepSpeed/tree/master/blogs/deepspeed-fastgen/2024-01-19
DeepSpeed-FastGen release bloghttps://github.com/deepspeedai/DeepSpeed/tree/master/blogs/deepspeed-fastgen
https://github.com/deepspeedai/DeepSpeed-MII/blob/main/docs/images/fastgen-24-01-hero-light.png#gh-light-mode-only
https://github.com/deepspeedai/DeepSpeed-MII/blob/main/docs/images/fastgen-24-01-hero-dark.png#gh-dark-mode-only
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https://github.com/deepspeedai/DeepSpeed-MII/blob/main/docs/images/fastgen-hero-dark.png#gh-dark-mode-only
announced MIIhttps://www.deepspeed.ai/2022/10/10/mii.html
text2image models like Stable Diffusionhttps://github.com/deepspeedai/DeepSpeed-MII/blob/main/examples/benchmark/txt2img
legacy APIshttps://github.com/deepspeedai/DeepSpeed-MII/blob/main/mii/legacy
https://github.com/microsoft/DeepSpeed-MII#key-technologies
https://github.com/microsoft/DeepSpeed-MII#mii-for-high-throughput-text-generation
refer to our bloghttps://github.com/deepspeedai/DeepSpeed/tree/master/blogs/deepspeed-fastgen
https://github.com/microsoft/DeepSpeed-MII#mii-legacy
key performance optimizationshttps://www.deepspeed.ai/2022/10/10/mii.html#inference-optimizations-with-mii
https://github.com/microsoft/DeepSpeed-MII#how-does-mii-work
https://github.com/deepspeedai/DeepSpeed-MII/blob/main/docs/images/mii-arch-light.png#gh-light-mode-only
https://github.com/deepspeedai/DeepSpeed-MII/blob/main/docs/images/mii-arch-dark.png#gh-dark-mode-only
our blog posthttps://github.com/deepspeedai/DeepSpeed/tree/master/blogs/deepspeed-fastgen
DeepSpeed-Inferencehttps://github.com/deepspeedai/DeepSpeed
https://github.com/microsoft/DeepSpeed-MII#supported-models
file an issuehttps://github.com/deepspeedai/DeepSpeed-MII/issues
Falconhttps://huggingface.co/models?other=falcon
Llamahttps://huggingface.co/models?other=llama
Llama-2https://huggingface.co/models?other=llama-2
Llama-3https://huggingface.co/models?other=llama-3
Mistralhttps://huggingface.co/models?other=mistral
Mixtral (MoE)https://huggingface.co/models?other=mixtral
OPThttps://huggingface.co/models?other=opt
Phi-2https://huggingface.co/models?other=phi
Qwenhttps://huggingface.co/models?other=qwen
Qwen2https://huggingface.co/models?other=qwen2
https://github.com/microsoft/DeepSpeed-MII#mii-legacy-model-support
legacy supported models tablehttps://github.com/deepspeedai/DeepSpeed-MII/blob/main/mii/legacy/#supported-models-and-tasks
https://github.com/microsoft/DeepSpeed-MII#getting-started-with-mii
Installationhttps://github.com/microsoft/DeepSpeed-MII#installation
Non-Persistent Pipelinehttps://github.com/microsoft/DeepSpeed-MII#non-persistent-pipeline
Persistent Deploymenthttps://github.com/microsoft/DeepSpeed-MII#persistent-deployment
https://github.com/microsoft/DeepSpeed-MII#installation
PyPI release of DeepSpeed-MIIhttps://pypi.org/project/deepspeed-mii/
DeepSpeed-Kernelshttps://github.com/deepspeedai/DeepSpeed-Kernels
advanced installation docshttps://github.com/deepspeedai/DeepSpeed-Kernels#source
https://github.com/microsoft/DeepSpeed-MII#non-persistent-pipeline
https://github.com/microsoft/DeepSpeed-MII#tensor-parallelism
https://github.com/microsoft/DeepSpeed-MII#pipeline-options
HuggingFacehttps://huggingface.co/
https://github.com/microsoft/DeepSpeed-MII#persistent-deployment
https://github.com/microsoft/DeepSpeed-MII#model-parallelism
https://github.com/microsoft/DeepSpeed-MII#model-replicas
https://github.com/microsoft/DeepSpeed-MII#restful-api
https://github.com/microsoft/DeepSpeed-MII#persistent-deployment-options
HuggingFacehttps://huggingface.co/
section on RESTful APIshttps://github.com/microsoft/DeepSpeed-MII#restful-api
https://github.com/microsoft/DeepSpeed-MII#contributing
DCOhttps://en.wikipedia.org/wiki/Developer_Certificate_of_Origin
Microsoft Open Source Code of Conducthttps://opensource.microsoft.com/codeofconduct/
Code of Conduct FAQhttps://opensource.microsoft.com/codeofconduct/faq/
https://github.com/microsoft/DeepSpeed-MII#trademarks
Microsoft's Trademark & Brand Guidelineshttps://www.microsoft.com/en-us/legal/intellectualproperty/trademarks/usage/general
deep-learninghttps://github.com/topics/deep-learning
inferencehttps://github.com/topics/inference
pytorchhttps://github.com/topics/pytorch
Readmehttps://github.com/microsoft/DeepSpeed-MII#readme-ov-file
Apache-2.0 licensehttps://github.com/microsoft/DeepSpeed-MII#Apache-2.0-1-ov-file
Code of conducthttps://github.com/deepspeedai/DeepSpeed-MII#coc-ov-file
Contributinghttps://github.com/microsoft/DeepSpeed-MII#contributing-ov-file
Security policyhttps://github.com/microsoft/DeepSpeed-MII#security-ov-file
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192 forkshttps://github.com/deepspeedai/DeepSpeed-MII/forks
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