Instructions to use mradermacher/Gliese-OCR-7B-Post2.0-final-GGUF with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use mradermacher/Gliese-OCR-7B-Post2.0-final-GGUF with Transformers:

# Use a pipeline as a high-level helper
# Warning: Pipeline type "image-to-text" is no longer supported in transformers v5.
# You must load the model directly (see below) or downgrade to v4.x with:
# 'pip install "transformers<5.0.0'
from transformers import pipeline

pipe = pipeline("image-to-text", model="mradermacher/Gliese-OCR-7B-Post2.0-final-GGUF")
messages = [
    {"role": "user", "content": "Who are you?"},
]
pipe(messages)

# Load model directly
from transformers import AutoModel
model = AutoModel.from_pretrained("mradermacher/Gliese-OCR-7B-Post2.0-final-GGUF", device_map="auto")

Notebooks
Google Colab
Kaggle
Local Apps Settings

llama.cpp

How to use mradermacher/Gliese-OCR-7B-Post2.0-final-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/Gliese-OCR-7B-Post2.0-final-GGUF:Q4_K_M
# Run inference directly in the terminal:
llama cli -hf mradermacher/Gliese-OCR-7B-Post2.0-final-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/Gliese-OCR-7B-Post2.0-final-GGUF:Q4_K_M
# Run inference directly in the terminal:
llama cli -hf mradermacher/Gliese-OCR-7B-Post2.0-final-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/Gliese-OCR-7B-Post2.0-final-GGUF:Q4_K_M
# Run inference directly in the terminal:
./llama-cli -hf mradermacher/Gliese-OCR-7B-Post2.0-final-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/Gliese-OCR-7B-Post2.0-final-GGUF:Q4_K_M
# Run inference directly in the terminal:
./build/bin/llama-cli -hf mradermacher/Gliese-OCR-7B-Post2.0-final-GGUF:Q4_K_M

Use Docker

docker model run hf.co/mradermacher/Gliese-OCR-7B-Post2.0-final-GGUF:Q4_K_M

LM Studio
Jan
Ollama
How to use mradermacher/Gliese-OCR-7B-Post2.0-final-GGUF with Ollama:
```
ollama run hf.co/mradermacher/Gliese-OCR-7B-Post2.0-final-GGUF:Q4_K_M
```

Unsloth Studio

How to use mradermacher/Gliese-OCR-7B-Post2.0-final-GGUF with Unsloth Studio:

Install Unsloth Studio (macOS, Linux, WSL)

curl -fsSL https://unsloth.ai/install.sh | sh
# Run unsloth studio
unsloth studio -H 0.0.0.0 -p 8888
# Then open http://localhost:8888 in your browser
# Search for mradermacher/Gliese-OCR-7B-Post2.0-final-GGUF to start chatting

Install Unsloth Studio (Windows)

irm https://unsloth.ai/install.ps1 | iex
# Run unsloth studio
unsloth studio -H 0.0.0.0 -p 8888
# Then open http://localhost:8888 in your browser
# Search for mradermacher/Gliese-OCR-7B-Post2.0-final-GGUF to start chatting

Using HuggingFace Spaces for Unsloth

# No setup required
# Open https://huggingface.co/spaces/unsloth/studio in your browser
# Search for mradermacher/Gliese-OCR-7B-Post2.0-final-GGUF to start chatting

Docker Model Runner
How to use mradermacher/Gliese-OCR-7B-Post2.0-final-GGUF with Docker Model Runner:
```
docker model run hf.co/mradermacher/Gliese-OCR-7B-Post2.0-final-GGUF:Q4_K_M
```

Lemonade

How to use mradermacher/Gliese-OCR-7B-Post2.0-final-GGUF with Lemonade:

Pull the model

# Download Lemonade from https://lemonade-server.ai/
lemonade pull mradermacher/Gliese-OCR-7B-Post2.0-final-GGUF:Q4_K_M

Run and chat with the model

lemonade run user.Gliese-OCR-7B-Post2.0-final-GGUF-Q4_K_M

List all available models

lemonade list

Atomic Chat

mradermacher commited on Oct 27, 2025

Commit

10ac7a2

verified ·

1 Parent(s): c8d64b3

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@@ -43,7 +43,7 @@ static quants of https://huggingface.co/prithivMLmods/Gliese-OCR-7B-Post2.0-fina
 ***For a convenient overview and download list, visit our [model page for this model](https://hf.tst.eu/model#Gliese-OCR-7B-Post2.0-final-GGUF).***
-weighted/imatrix quants seem not to be available (by me) at this time. If they do not show up a week or so after the static ones, I have probably not planned for them. Feel free to request them by opening a Community Discussion.
 ## Usage
 If you are unsure how to use GGUF files, refer to one of [TheBloke's
@@ -61,6 +61,7 @@ more details, including on how to concatenate multi-part files.
 | [GGUF](https://huggingface.co/mradermacher/Gliese-OCR-7B-Post2.0-final-GGUF/resolve/main/Gliese-OCR-7B-Post2.0-final.Q2_K.gguf) | Q2_K | 3.1 |  |
 | [GGUF](https://huggingface.co/mradermacher/Gliese-OCR-7B-Post2.0-final-GGUF/resolve/main/Gliese-OCR-7B-Post2.0-final.Q3_K_S.gguf) | Q3_K_S | 3.6 |  |
 | [GGUF](https://huggingface.co/mradermacher/Gliese-OCR-7B-Post2.0-final-GGUF/resolve/main/Gliese-OCR-7B-Post2.0-final.Q3_K_M.gguf) | Q3_K_M | 3.9 | lower quality |
 | [GGUF](https://huggingface.co/mradermacher/Gliese-OCR-7B-Post2.0-final-GGUF/resolve/main/Gliese-OCR-7B-Post2.0-final.Q4_K_S.gguf) | Q4_K_S | 4.6 | fast, recommended |
 | [GGUF](https://huggingface.co/mradermacher/Gliese-OCR-7B-Post2.0-final-GGUF/resolve/main/Gliese-OCR-7B-Post2.0-final.Q6_K.gguf) | Q6_K | 6.4 | very good quality |
 | [GGUF](https://huggingface.co/mradermacher/Gliese-OCR-7B-Post2.0-final-GGUF/resolve/main/Gliese-OCR-7B-Post2.0-final.Q8_0.gguf) | Q8_0 | 8.2 | fast, best quality |

 ***For a convenient overview and download list, visit our [model page for this model](https://hf.tst.eu/model#Gliese-OCR-7B-Post2.0-final-GGUF).***
+weighted/imatrix quants are available at https://huggingface.co/mradermacher/Gliese-OCR-7B-Post2.0-final-i1-GGUF
 ## Usage
 If you are unsure how to use GGUF files, refer to one of [TheBloke's
 | [GGUF](https://huggingface.co/mradermacher/Gliese-OCR-7B-Post2.0-final-GGUF/resolve/main/Gliese-OCR-7B-Post2.0-final.Q2_K.gguf) | Q2_K | 3.1 |  |
 | [GGUF](https://huggingface.co/mradermacher/Gliese-OCR-7B-Post2.0-final-GGUF/resolve/main/Gliese-OCR-7B-Post2.0-final.Q3_K_S.gguf) | Q3_K_S | 3.6 |  |
 | [GGUF](https://huggingface.co/mradermacher/Gliese-OCR-7B-Post2.0-final-GGUF/resolve/main/Gliese-OCR-7B-Post2.0-final.Q3_K_M.gguf) | Q3_K_M | 3.9 | lower quality |
+| [GGUF](https://huggingface.co/mradermacher/Gliese-OCR-7B-Post2.0-final-GGUF/resolve/main/Gliese-OCR-7B-Post2.0-final.Q3_K_L.gguf) | Q3_K_L | 4.2 |  |
 | [GGUF](https://huggingface.co/mradermacher/Gliese-OCR-7B-Post2.0-final-GGUF/resolve/main/Gliese-OCR-7B-Post2.0-final.Q4_K_S.gguf) | Q4_K_S | 4.6 | fast, recommended |
 | [GGUF](https://huggingface.co/mradermacher/Gliese-OCR-7B-Post2.0-final-GGUF/resolve/main/Gliese-OCR-7B-Post2.0-final.Q6_K.gguf) | Q6_K | 6.4 | very good quality |
 | [GGUF](https://huggingface.co/mradermacher/Gliese-OCR-7B-Post2.0-final-GGUF/resolve/main/Gliese-OCR-7B-Post2.0-final.Q8_0.gguf) | Q8_0 | 8.2 | fast, best quality |