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groxaxo/
Carnice-V2-27b-AutoRound-W4A16-g128

Name: Carnice-V2-27b-AutoRound-W4A16-g128
Availability: InStock

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Carnice-V2-27b-AutoRound-W4A16-g128

Overview

Carnice-V2-27b-AutoRound-W4A16-g128 is a weight-quantized checkpoint intended for efficient GPU inference, published by groxaxo. It is intended for open-source evaluation, reproducible experimentation, and compatible local or hosted inference workflows. The wording below is deliberately limited to what can be verified from this repository's metadata and artifacts.

At a glance

Field	Details
Format	AWQ / AutoRound
Source / base	the source checkpoint identified in the repository metadata
Intended task	the task described by the included configuration and documentation
License	the license declared in the repository files

What is included

Quick start

vLLM (AWQ-compatible runtimes)

bash

vllm serve groxaxo/Carnice-V2-27b-AutoRound-W4A16-g128 \
  --quantization awq_marlin \
  --dtype float16 \
  --trust-remote-code

The exact kernel and flags depend on the quantizer and architecture. Check the files and source model card before selecting a production serving configuration.

Compatibility and responsible use

Use a runtime that explicitly supports this format, architecture, and modality.
Keep configuration, tokenizer, processor, projection, and weight files from the same revision together.
Review the source model card and license before redistribution or deployment.
Hardware needs depend on parameter count, context length, cache precision, quantization, and concurrency.
Report reproducible issues with the runtime version, hardware, launch command, and a minimal example.

Quantization or conversion changes numerical behavior, memory use, and throughput relative to the source checkpoint; validate quality on your own workload.

Generated outputs may be inaccurate or unsuitable for a given use case. Users are responsible for testing behavior, applying appropriate safeguards, and complying with applicable licenses and laws.