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Optimize hosting DeepSeek-R1 distilled models with Hugging Face TGI on Amazon SageMaker AI

AWS Machine Learning - AI

Notable runtime parameters influencing your model deployment include: HF_MODEL_ID : This parameter specifies the identifier of the model to load, which can be a model ID from the Hugging Face Hub (e.g., Model Base Model Download DeepSeek-R1-Distill-Qwen-1.5B Model Base Model Download DeepSeek-R1-Distill-Qwen-1.5B

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Host concurrent LLMs with LoRAX

AWS Machine Learning - AI

A solution for this is provided by an open source software tool called LoRAX that provides weight-swapping mechanisms for inference toward serving multiple variants of a base FM. The model card available with most open source models details the size of the model weights and other usage information.

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HA Prometheus – The Thanos Evolution

OpenCredo

Specifically within the cloud native space, Prometheus has become the standard open-source solution for applications, especially since the project joined the CNCF. An open-source monitoring and alerting system, Prometheus is designed to discover & pull metrics from various endpoints and then allow for the querying of these metrics.

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Easy Object Storage with InfiniBox

Infinidat

One interesting example of an S3 implementation is MinIO - an open-source object storage server targeting high performance and AI use cases. s3cmd get s3://ibox-bucket/filobj && cat filobj download: 's3://ibox-bucket/filobj' -> './filobj' 3 - Highly available MinIO environment behind NGINX load balancers. .

Storage 15
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Use Cases for Kubernetes on MongoDB

Datavail

MongoDB supports Kubernetes, an open-source container orchestration technology that automates many key aspects of working with containerized applications. Load Balancing MongoDB Clusters. This process makes service discovery simple and facilitates load-balancing measures.

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Patroni 3.0 & Citus: Scalable, Highly Available Postgres

The Citus Data

Citus could be used either on Azure cloud, or since the Citus database extension is fully open source, you can download and install Citus anywhere you like. Citus is a PostgreSQL extension that makes PostgreSQL scalable by transparently distributing and/or replicating tables across one or more PostgreSQL nodes. What is Patroni?

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A Reference Architecture for the Cloudera Private Cloud Base Data Platform

Cloudera

The open source software ecosystem is dynamic and fast changing with regular feature improvements, security and performance fixes that Cloudera supports by rolling up into regular product releases, deployable by Cloudera Manager as parcels. Recommended deployment patterns.