Search Results for "rtx"

...The repository includes notebooks and scripts for inference, long-form synthesis, and finetuning, as well as pre-trained models and converted datasets hosted on Hugging Face. Performance optimizations like torch.compile, KV-caching, and architectural tweaks allow the main model to reach up to 12× real-time speed on a consumer RTX 4090.

...Trained on over 400 billion tokens (200B English, 200B Chinese), it achieves performance surpassing GPT-3 175B, OPT-175B, and BLOOM-176B on multiple benchmarks, while also showing significant improvements on Chinese datasets compared to other large models. The model supports efficient inference via INT8 and INT4 quantization, reducing hardware requirements from 8× A100 GPUs to as little as a single server with 4× RTX 3090s. Built on the SwissArmyTransformer (SAT) framework and compatible with DeepSpeed and FasterTransformer, it supports high-speed inference (up to 2.5× faster) and reproducible evaluation across 30+ benchmark tasks.

...Step 1: Get a pack of "SMJ remote controlled sockets". Step 2: Allocate channels (A-D) and buttons (1-3) to lamps and gizmo's around your home. Step 3: Connect an Arduino to an Aurel Wireless RTX-MID-3V transceiver (see code for mapping). Step 4: Load sketch on your Arduino (v11 is latest). Step 5: Place batch file (Windows). Your com port might not be com3. Step 6: Set up windows task scheduler. Get fancy and use "Sunwait4Windows" for dusk/dawn scheduling. Button "D3" allows you to use the handset to turn a group of SMJ devices on or off. ...

** This project has moved to GitHub. ** ** https://github.com/OpenWaterAnalytics/epanet-rtx **

Devstral Small 2 is a compact agentic language model designed for software engineering workflows, excelling at tool usage, codebase exploration, and multi-file editing. With 24B parameters and FP8 instruct tuning, it delivers strong instruction following while remaining lightweight enough for local and on-device deployment. The model achieves competitive performance on SWE-bench, validating its effectiveness for real-world coding and automation tasks. It introduces vision capabilities,...