Instructions to use mradermacher/airoboros-2.2.1-limarpv3-y34b-GGUF with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use mradermacher/airoboros-2.2.1-limarpv3-y34b-GGUF with Transformers:

# pip install -U transformers accelerate
# Load model directly
from transformers import AutoModel
model = AutoModel.from_pretrained("mradermacher/airoboros-2.2.1-limarpv3-y34b-GGUF", device_map="auto")

Notebooks
Google Colab
Kaggle
Local Apps Settings

llama.cpp

How to use mradermacher/airoboros-2.2.1-limarpv3-y34b-GGUF with llama.cpp:

Install (macOS, Linux)

curl -LsSf https://llama.app/install.sh | sh
# Start a local OpenAI-compatible server with a web UI:
llama serve -hf mradermacher/airoboros-2.2.1-limarpv3-y34b-GGUF:Q4_K_M
# Run inference directly in the terminal:
llama cli -hf mradermacher/airoboros-2.2.1-limarpv3-y34b-GGUF:Q4_K_M

Install from WinGet (Windows)

winget install llama.cpp
# Start a local OpenAI-compatible server with a web UI:
llama serve -hf mradermacher/airoboros-2.2.1-limarpv3-y34b-GGUF:Q4_K_M
# Run inference directly in the terminal:
llama cli -hf mradermacher/airoboros-2.2.1-limarpv3-y34b-GGUF:Q4_K_M

Use pre-built binary

# Download pre-built binary from:
# https://github.com/ggerganov/llama.cpp/releases
# Start a local OpenAI-compatible server with a web UI:
./llama-server -hf mradermacher/airoboros-2.2.1-limarpv3-y34b-GGUF:Q4_K_M
# Run inference directly in the terminal:
./llama-cli -hf mradermacher/airoboros-2.2.1-limarpv3-y34b-GGUF:Q4_K_M

Build from source code

git clone https://github.com/ggerganov/llama.cpp.git
cd llama.cpp
cmake -B build
cmake --build build -j --target llama-server llama-cli
# Start a local OpenAI-compatible server with a web UI:
./build/bin/llama-server -hf mradermacher/airoboros-2.2.1-limarpv3-y34b-GGUF:Q4_K_M
# Run inference directly in the terminal:
./build/bin/llama-cli -hf mradermacher/airoboros-2.2.1-limarpv3-y34b-GGUF:Q4_K_M

Use Docker

docker model run hf.co/mradermacher/airoboros-2.2.1-limarpv3-y34b-GGUF:Q4_K_M

LM Studio
Jan
Ollama
How to use mradermacher/airoboros-2.2.1-limarpv3-y34b-GGUF with Ollama:
```
ollama run hf.co/mradermacher/airoboros-2.2.1-limarpv3-y34b-GGUF:Q4_K_M
```
Unsloth Desktop
Docker Model Runner
How to use mradermacher/airoboros-2.2.1-limarpv3-y34b-GGUF with Docker Model Runner:
```
docker model run hf.co/mradermacher/airoboros-2.2.1-limarpv3-y34b-GGUF:Q4_K_M
```

Lemonade

How to use mradermacher/airoboros-2.2.1-limarpv3-y34b-GGUF with Lemonade:

Pull the model

# Download Lemonade from https://lemonade-server.ai/
lemonade pull mradermacher/airoboros-2.2.1-limarpv3-y34b-GGUF:Q4_K_M

Run and chat with the model

lemonade run user.airoboros-2.2.1-limarpv3-y34b-GGUF-Q4_K_M

List all available models

lemonade list

Atomic Chat

mradermacher commited on Dec 20, 2025

Commit

c045896

verified ·

1 Parent(s): fb08cb3

auto-patch README.md

Browse files

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README.md +7 -2

README.md CHANGED Viewed

@@ -1,5 +1,5 @@
 ---
-base_model: Doctor-Shotgun/airoboros-2.2.1-limarpv3-y34b
 datasets:
 - jondurbin/airoboros-2.2.1
 language:
@@ -8,6 +8,8 @@ library_name: transformers
 license: other
 license_link: LICENSE
 license_name: yi-license
 quantized_by: mradermacher
 tags:
 - Yi
@@ -21,9 +23,12 @@ tags:
 <!-- ### convert_type: hf -->
 <!-- ### vocab_type:  -->
 <!-- ### tags:  -->
-static quants of https://huggingface.co/Doctor-Shotgun/airoboros-2.2.1-limarpv3-y34b
 <!-- provided-files -->
 weighted/imatrix quants are available at https://huggingface.co/mradermacher/airoboros-2.2.1-limarpv3-y34b-i1-GGUF
 ## Usage

 ---
+base_model: DS-Archive/airoboros-2.2.1-limarpv3-y34b
 datasets:
 - jondurbin/airoboros-2.2.1
 language:
 license: other
 license_link: LICENSE
 license_name: yi-license
+mradermacher:
+  readme_rev: 1
 quantized_by: mradermacher
 tags:
 - Yi
 <!-- ### convert_type: hf -->
 <!-- ### vocab_type:  -->
 <!-- ### tags:  -->
+static quants of https://huggingface.co/DS-Archive/airoboros-2.2.1-limarpv3-y34b
 <!-- provided-files -->
+***For a convenient overview and download list, visit our [model page for this model](https://hf.tst.eu/model#airoboros-2.2.1-limarpv3-y34b-GGUF).***
 weighted/imatrix quants are available at https://huggingface.co/mradermacher/airoboros-2.2.1-limarpv3-y34b-i1-GGUF
 ## Usage