ODSC - Open Data Science

MARCH 8, 2024

gemma.cpp is a lightweight, standalone C++ inference engine for the Gemma foundation models from Google. They are text-to-text, decoder-only large language models, available in English, with open weights, pre-trained variants, and instruction-tuned variants.

Artificial Intelligence 52

Artificial Intelligence Artificial Intelligence Large Language Models AI 52

AI News

OCTOBER 13, 2023

One, as I mentioned, is operating AI inference engines within Cloudflare close to consumers’ eyeballs. While machine learning training is typically conducted outside Cloudflare, the company excels in providing low-latency inference engines that are essential for real-time applications like image recognition.

Inference Engine 278

Inference Engine Big Data Machine Learning Explainability 278

John Snow Labs

JULY 5, 2023

Serving as a high-performance inference engine, ONNX Runtime can handle machine learning models in the ONNX format and has been proven to significantly boost inference performance across a multitude of models. Our Models Hub now contains over 18,000+ free and truly open-source models & pipelines.

NLP 52

NLP BERT LLM Inference Engine 52

Unite.AI

JANUARY 17, 2024

In this article, we will discuss PowerInfer, a high-speed LLM inference engine designed for standard computers powered by a single consumer-grade GPU. The PowerInfer framework seeks to utilize the high locality inherent in LLM inference, characterized by a power-law distribution in neuron activations.

Large Language Models 130

Large Language Models Inference Engine LLM Generative AI 130

Mlearning.ai

MAY 16, 2023

Conclusions In this post, I discussed how to integrate the C++ code with the NCNN inference engine into Android for model deployment on the mobile phone. The complete implementation of the code deployment into Android is available from the Github.

Neural Network 98

Neural Network Convolutional Neural Networks Inference Engine Deep Learning 98

NVIDIA

APRIL 9, 2024

NVIDIA NIM microservices, part of the NVIDIA AI Enterprise software platform, together with Google Kubernetes Engine (GKE) provide a streamlined path for developing AI-powered apps and deploying optimized AI models into production.

AI Developer 136

AI Developer AI Development Generative AI Inference Engine 136

Towards AI

DECEMBER 20, 2023

PowerInfer exploits such an insight to design a GPU-CPU hybrid inference engine. This distribution indicates that a small subset of neurons, termed hot neurons, are consistently activated across inputs, while the majority, cold neurons, vary based on specific inputs.

Inference Engine 102

Inference Engine LLM AI AI 102

Mlearning.ai

JULY 9, 2023

LLM from a CPU-Optimized (GGML) format: LLaMA.cpp is a C++ library that provides a high-performance inference engine for large language models (LLMs). The code for the app can be downloaded from: Falcon 7B HuggingFace Spaces Files.

Large Language Models 52

Large Language Models LLM Python Auto-complete 52

Mlearning.ai

JUNE 2, 2023

In order to tackle this, the team at Modular developed a modular inference engine. Designed by Canva Have you guys ever heard of Modular? This highly complex and fragmented ecosystem is hampering the AI innovation, and is pulling back the AI community, as a whole.

Inference Engine 52

Inference Engine Python Machine Learning Neural Network 52

AWS Machine Learning Blog

APRIL 3, 2023

The causal inference engine is deployed with Amazon SageMaker Asynchronous Inference. Conclusion This solution provides a blueprint for use cases where causal inference with Bayesian networks are the preferred methodology for answering causal questions from a combination of data and human inputs.

Inference Engine 82

Inference Engine Machine Learning Algorithm Data Scientist 82

Towards AI

JULY 19, 2023

Once the model is trained we test the model on sample images or videos Inference Running inference using Monk is even simpler ★ Step-1 — Import and initiate the Inference Engine ★ Step-2 — Load the trained Model ★ Step-3— Run inference on image The final output can be displayed in the jupyter notebook in this manner!!

Robotics 40

Robotics Computer Vision Deep Learning Inference Engine 40

Marktechpost

DECEMBER 23, 2023

The team has shared that PowerInfer is a GPU-CPU hybrid inference engine that makes use of this understanding. This distribution shows that most cold neurons change based on certain inputs, whereas a tiny fraction of hot neurons consistently activate across different inputs.

Large Language Models 137

Large Language Models LLM Machine Learning Inference Engine 137

AWS Machine Learning Blog

APRIL 20, 2023

With advancements in hardware design, a wide range of CPU- and GPU-based infrastructures are available to help you speed up inference performance.

ML 79

ML Auto-classification Python Auto-complete 79

AWS Machine Learning Blog

MAY 8, 2023

Overall, TensorRT’s combination of techniques results in faster inference and lower latency compared to other inference engines. The TensorRT backend for Triton Inference Server is designed to take advantage of the powerful inference capabilities of NVIDIA GPUs.

ML 83

ML BERT Deep Learning Auto-complete 83

Google Research AI blog

JUNE 15, 2023

Enhanced attention module for memory efficiency An ML inference engine typically provides a variety of optimized ML operations. Despite this, achieving optimal performance can still be challenging as there is a certain amount of overhead for executing individual neural net operators on a GPU.

Inference Engine 92

Inference Engine ML Software Engineer Algorithm 92

Marktechpost

SEPTEMBER 1, 2023

By leveraging DeciCoder alongside Infery LLM, a dedicated inference engine, users unlock the power of significantly higher throughput – a staggering 3.5 Through the synergy of AutoNAC , Grouped Query Attention, and dedicated inference engines, it brings forth a high-performing and environmentally conscious model.

Large Language Models 109

Large Language Models Inference Engine LLM Automation 109

Marktechpost

AUGUST 25, 2023

By leveraging DeciCoder alongside Infery LLM, a dedicated inference engine, users unlock the power of significantly higher throughput – a staggering 3.5 Through the synergy of AutoNAC , Grouped Query Attention, and dedicated inference engines, it brings forth a high-performing and environmentally conscious model.

Large Language Models 98

Large Language Models Inference Engine LLM Automation 98

Marktechpost

FEBRUARY 26, 2024

The post Researchers from the University of Washington Introduce Fiddler: A Resource-Efficient Inference Engine for LLMs with CPU-GPU Orchestration appeared first on MarkTechPost. Don’t Forget to join our Telegram Channel You may also like our FREE AI Courses….

Inference Engine 124

Inference Engine Artificial Intelligence Artificial Intelligence AI Modeling 124

Towards AI

JULY 19, 2023

DeepSparse: a CPU inference engine for sparse models. Sparsify: a UI interface to optimize deep neural networks for better inference performance. Follow their code on GitHub. SparseZoo: a model repo for sparse models. They currently support: PyTorch, Keras, and TensorFlow V1. ?

NLP 92

NLP Neural Network Natural Language Processing Computer Vision 92

Towards AI

JULY 21, 2023

DeepSparse: a CPU inference engine for sparse models. Sparsify: a UI interface to optimize deep neural networks for better inference performance. Follow their code on GitHub. SparseZoo: a model repo for sparse models. They currently support: PyTorch, Keras, and TensorFlow V1. ?

NLP 52

NLP Neural Network Natural Language Processing Computer Vision 52

Unite.AI

APRIL 24, 2024

Each step in our product’s evolution was a challenging problem to tackle, but it meant our customers’ needs truly shaped Fireworks into what it is today: a lightning fast inference engine with low TCO. With the rapid advancements in AI and machine learning, ethical considerations are more important than ever.

AI 130

AI AI OpenAI Inference Engine 130

AWS Machine Learning Blog

AUGUST 2, 2023

amazonaws.com/djl-inference:0.21.0-deepspeed0.8.3-cu117" cu117" ) print(f"Image going to be used is - > {inference_image_uri}") In addition to that, we need to have a serving.properties file that configures the serving properties, including the inference engine to use, the location of the model artifact, and dynamic batching.

Generative AI 68

Generative AI Computer Vision Auto-complete Inference Engine 68