---
quantized_by: bobchenyx
base_model:
- zai-org/GLM-4.6
base_model_relation: quantized
license: mit
tags:
- GLM
- GLM-4.6
- transformers
- GGUF
pipeline_tag: text-generation
---

## Llamacpp Quantizations of zai-org/GLM-4.6

Adopting **BF16** & **Imatrix** from [unsloth/GLM-4.6-GGUF](https://huggingface.co/unsloth/GLM-4.6-GGUF). (Huge fan of unsloth)


Personalized Replication of Low-Bit Mixed Precision Quant using `--tensor-type` option in [llama.cpp](https://github.com/ggml-org/llama.cpp)

```
- IQ1_M : 83.63 GiB (2.01 BPW)
- Q2_K_L : 124.97 GiB (3.01 BPW)
- Q4_K_L : 204.10 GiB (4.91 BPW)
```

## Download Guide

```
# !pip install huggingface_hub hf_transfer
import os
os.environ["HF_HUB_ENABLE_HF_TRANSFER"] = "1"
from huggingface_hub import snapshot_download
snapshot_download(
    repo_id = "bobchenyx/GLM-4.6-GGUF",
    local_dir = "bobchenyx/GLM-4.6-GGUF",
    allow_patterns = ["*IQ1_M*"], # Q2_K_L,Q4_K_L
)
```


## Usage Guide

```
git clone https://github.com/ggml-org/llama.cpp.git
cd llama.cpp

cmake -B build -DGGML_CUDA=ON -DBUILD_SHARED_LIBS=OFF -DLLAMA_CURL=OFF
cmake --build build --config Release -j --clean-first
```

```
build/bin/llama-cli -m bobchenyx/GLM-4.6-GGUF/GLM-4.6-IQ1_M/GLM-4.6-IQ1_M-00001-of-00003.gguf \ # PATH TO GGUF
  --jinja \
  -ngl 99 \
  --temp 1.0 --top-p 0.95 --top-k 40 --min-p 0.0 \
  --ctx-size 16384 \ # 8192
```

pass `/nothink` to disable thinking mode.