Instructions to use INCModel2/GLM-5.2-MXFP4-Mixed-CT-AutoRound with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use INCModel2/GLM-5.2-MXFP4-Mixed-CT-AutoRound with Transformers:

# Use a pipeline as a high-level helper
from transformers import pipeline

pipe = pipeline("text-generation", model="INCModel2/GLM-5.2-MXFP4-Mixed-CT-AutoRound")
messages = [
    {"role": "user", "content": "Who are you?"},
]
pipe(messages)

# Load model directly
from transformers import AutoTokenizer, AutoModelForCausalLM

tokenizer = AutoTokenizer.from_pretrained("INCModel2/GLM-5.2-MXFP4-Mixed-CT-AutoRound")
model = AutoModelForCausalLM.from_pretrained("INCModel2/GLM-5.2-MXFP4-Mixed-CT-AutoRound")
messages = [
    {"role": "user", "content": "Who are you?"},
]
inputs = tokenizer.apply_chat_template(
	messages,
	add_generation_prompt=True,
	tokenize=True,
	return_dict=True,
	return_tensors="pt",
).to(model.device)

outputs = model.generate(**inputs, max_new_tokens=40)
print(tokenizer.decode(outputs[0][inputs["input_ids"].shape[-1]:]))

Notebooks
Google Colab
Kaggle
Local Apps Settings

vLLM

How to use INCModel2/GLM-5.2-MXFP4-Mixed-CT-AutoRound with vLLM:

Install from pip and serve model

# Install vLLM from pip:
pip install vllm
# Start the vLLM server:
vllm serve "INCModel2/GLM-5.2-MXFP4-Mixed-CT-AutoRound"
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:8000/v1/chat/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "INCModel2/GLM-5.2-MXFP4-Mixed-CT-AutoRound",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Use Docker

docker model run hf.co/INCModel2/GLM-5.2-MXFP4-Mixed-CT-AutoRound

SGLang

How to use INCModel2/GLM-5.2-MXFP4-Mixed-CT-AutoRound with SGLang:

Install from pip and serve model

# Install SGLang from pip:
pip install sglang
# Start the SGLang server:
python3 -m sglang.launch_server \
    --model-path "INCModel2/GLM-5.2-MXFP4-Mixed-CT-AutoRound" \
    --host 0.0.0.0 \
    --port 30000
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:30000/v1/chat/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "INCModel2/GLM-5.2-MXFP4-Mixed-CT-AutoRound",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Use Docker images

docker run --gpus all \
    --shm-size 32g \
    -p 30000:30000 \
    -v ~/.cache/huggingface:/root/.cache/huggingface \
    --env "HF_TOKEN=<secret>" \
    --ipc=host \
    lmsysorg/sglang:latest \
    python3 -m sglang.launch_server \
        --model-path "INCModel2/GLM-5.2-MXFP4-Mixed-CT-AutoRound" \
        --host 0.0.0.0 \
        --port 30000
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:30000/v1/chat/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "INCModel2/GLM-5.2-MXFP4-Mixed-CT-AutoRound",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Docker Model Runner
How to use INCModel2/GLM-5.2-MXFP4-Mixed-CT-AutoRound with Docker Model Runner:
```
docker model run hf.co/INCModel2/GLM-5.2-MXFP4-Mixed-CT-AutoRound
```

xinhe commited on 12 days ago

Commit

f2df194

verified ·

1 Parent(s): 5a934a0

Upload folder using huggingface_hub (part 2)

Browse files

Files changed (6) hide show

.gitattributes +1 -0
model-00245-of-00282.safetensors +2 -2
model-00259-of-00282.safetensors +2 -2
model-00274-of-00282.safetensors +2 -2
model.safetensors.index.json +2 -2
quantization_config.json +22 -0

.gitattributes CHANGED Viewed

@@ -34,3 +34,4 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
 *.zst filter=lfs diff=lfs merge=lfs -text
 *tfevents* filter=lfs diff=lfs merge=lfs -text
 tokenizer.json filter=lfs diff=lfs merge=lfs -text

 *.zst filter=lfs diff=lfs merge=lfs -text
 *tfevents* filter=lfs diff=lfs merge=lfs -text
 tokenizer.json filter=lfs diff=lfs merge=lfs -text
+model.safetensors.index.json filter=lfs diff=lfs merge=lfs -text

model-00245-of-00282.safetensors CHANGED Viewed

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:05396c8410b500de19a9bb610083e63c33f2a2d965b6418c9344c77774fb31a0
-size 1532386504

 version https://git-lfs.github.com/spec/v1
+oid sha256:05fca80abaaadac06ea7fa8124375020c4119e2e70b3508e4c067519f6044270
+size 1533148232

model-00259-of-00282.safetensors CHANGED Viewed

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:dcca03b2b3d5318433845e61beb3e032fc59484bc3654693c8a35e8a3570e3fb
-size 1532386200

 version https://git-lfs.github.com/spec/v1
+oid sha256:888e2ddd55d2ba621940b46dd977c6ec003b36d4fbc8d1fe48dcd094f240b2c0
+size 1533147928

model-00274-of-00282.safetensors CHANGED Viewed

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:d2250e8e3413aae6650f6d31139d428e0c4eda6ba5b2b190e60e849529fd2ff4
-size 1532398568

 version https://git-lfs.github.com/spec/v1
+oid sha256:fb4051587784b630d14064a3b129ebd6323bbc78eaaea7581cb59b64dcf713de
+size 1533160296

model.safetensors.index.json CHANGED Viewed

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:deed66c5d5102260b99056b51d21396a7977dc9a500bc481ca4f9586ef46300c
-size 11530961

 version https://git-lfs.github.com/spec/v1
+oid sha256:4719c71763835e4e7ea4261fc671b9fbc21ed6597d9b02f46d998ffeed2e6922
+size 11528919

quantization_config.json CHANGED Viewed

@@ -58451,107 +58451,129 @@
     "model.layers.0.mlp.gate_proj",
     "model.layers.0.mlp.up_proj",
     "model.layers.0.self_attn.indexer.weights_proj",
     "model.layers.1.mlp.down_proj",
     "model.layers.1.mlp.gate_proj",
     "model.layers.1.mlp.up_proj",
     "model.layers.1.self_attn.indexer.weights_proj",
     "model.layers.10.mlp.gate",
     "model.layers.10.self_attn.indexer.weights_proj",
     "model.layers.11.mlp.gate",
     "model.layers.12.mlp.gate",
     "model.layers.13.mlp.gate",
     "model.layers.14.mlp.gate",
     "model.layers.14.self_attn.indexer.weights_proj",
     "model.layers.15.mlp.gate",
     "model.layers.16.mlp.gate",
     "model.layers.17.mlp.gate",
     "model.layers.18.mlp.gate",
     "model.layers.18.self_attn.indexer.weights_proj",
     "model.layers.19.mlp.gate",
     "model.layers.2.mlp.down_proj",
     "model.layers.2.mlp.gate_proj",
     "model.layers.2.mlp.up_proj",
     "model.layers.2.self_attn.indexer.weights_proj",
     "model.layers.20.mlp.gate",
     "model.layers.21.mlp.gate",
     "model.layers.22.mlp.gate",
     "model.layers.22.self_attn.indexer.weights_proj",
     "model.layers.23.mlp.gate",
     "model.layers.24.mlp.gate",
     "model.layers.25.mlp.gate",
     "model.layers.26.mlp.gate",
     "model.layers.26.self_attn.indexer.weights_proj",
     "model.layers.27.mlp.gate",
     "model.layers.28.mlp.gate",
     "model.layers.29.mlp.gate",
     "model.layers.3.mlp.gate",
     "model.layers.30.mlp.gate",
     "model.layers.30.self_attn.indexer.weights_proj",
     "model.layers.31.mlp.gate",
     "model.layers.32.mlp.gate",
     "model.layers.33.mlp.gate",
     "model.layers.34.mlp.gate",
     "model.layers.34.self_attn.indexer.weights_proj",
     "model.layers.35.mlp.gate",
     "model.layers.36.mlp.gate",
     "model.layers.37.mlp.gate",
     "model.layers.38.mlp.gate",
     "model.layers.38.self_attn.indexer.weights_proj",
     "model.layers.39.mlp.gate",
     "model.layers.4.mlp.gate",
     "model.layers.40.mlp.gate",
     "model.layers.41.mlp.gate",
     "model.layers.42.mlp.gate",
     "model.layers.42.self_attn.indexer.weights_proj",
     "model.layers.43.mlp.gate",
     "model.layers.44.mlp.gate",
     "model.layers.45.mlp.gate",
     "model.layers.46.mlp.gate",
     "model.layers.46.self_attn.indexer.weights_proj",
     "model.layers.47.mlp.gate",
     "model.layers.48.mlp.gate",
     "model.layers.49.mlp.gate",
     "model.layers.5.mlp.gate",
     "model.layers.50.mlp.gate",
     "model.layers.50.self_attn.indexer.weights_proj",
     "model.layers.51.mlp.gate",
     "model.layers.52.mlp.gate",
     "model.layers.53.mlp.gate",
     "model.layers.54.mlp.gate",
     "model.layers.54.self_attn.indexer.weights_proj",
     "model.layers.55.mlp.gate",
     "model.layers.56.mlp.gate",
     "model.layers.57.mlp.gate",
     "model.layers.58.mlp.gate",
     "model.layers.58.self_attn.indexer.weights_proj",
     "model.layers.59.mlp.gate",
     "model.layers.6.mlp.gate",
     "model.layers.6.self_attn.indexer.weights_proj",
     "model.layers.60.mlp.gate",
     "model.layers.61.mlp.gate",
     "model.layers.62.mlp.gate",
     "model.layers.62.self_attn.indexer.weights_proj",
     "model.layers.63.mlp.gate",
     "model.layers.64.mlp.gate",
     "model.layers.65.mlp.gate",
     "model.layers.66.mlp.gate",
     "model.layers.66.self_attn.indexer.weights_proj",
     "model.layers.67.mlp.gate",
     "model.layers.68.mlp.gate",
     "model.layers.69.mlp.gate",
     "model.layers.7.mlp.gate",
     "model.layers.70.mlp.gate",
     "model.layers.70.self_attn.indexer.weights_proj",
     "model.layers.71.mlp.gate",
     "model.layers.72.mlp.gate",
     "model.layers.73.mlp.gate",
     "model.layers.74.mlp.gate",
     "model.layers.74.self_attn.indexer.weights_proj",
     "model.layers.75.mlp.gate",
     "model.layers.76.mlp.gate",
     "model.layers.77.mlp.gate",
     "model.layers.78.mlp.gate",
     "model.layers.78.self_attn.indexer.weights_proj",
     "model.layers.8.mlp.gate",
     "model.layers.9.mlp.gate"
   ],

     "model.layers.0.mlp.gate_proj",
     "model.layers.0.mlp.up_proj",
     "model.layers.0.self_attn.indexer.weights_proj",
+    "model.layers.0.self_attn.indexer.wk",
     "model.layers.1.mlp.down_proj",
     "model.layers.1.mlp.gate_proj",
     "model.layers.1.mlp.up_proj",
     "model.layers.1.self_attn.indexer.weights_proj",
+    "model.layers.1.self_attn.indexer.wk",
     "model.layers.10.mlp.gate",
     "model.layers.10.self_attn.indexer.weights_proj",
+    "model.layers.10.self_attn.indexer.wk",
     "model.layers.11.mlp.gate",
     "model.layers.12.mlp.gate",
     "model.layers.13.mlp.gate",
     "model.layers.14.mlp.gate",
     "model.layers.14.self_attn.indexer.weights_proj",
+    "model.layers.14.self_attn.indexer.wk",
     "model.layers.15.mlp.gate",
     "model.layers.16.mlp.gate",
     "model.layers.17.mlp.gate",
     "model.layers.18.mlp.gate",
     "model.layers.18.self_attn.indexer.weights_proj",
+    "model.layers.18.self_attn.indexer.wk",
     "model.layers.19.mlp.gate",
     "model.layers.2.mlp.down_proj",
     "model.layers.2.mlp.gate_proj",
     "model.layers.2.mlp.up_proj",
     "model.layers.2.self_attn.indexer.weights_proj",
+    "model.layers.2.self_attn.indexer.wk",
     "model.layers.20.mlp.gate",
     "model.layers.21.mlp.gate",
     "model.layers.22.mlp.gate",
     "model.layers.22.self_attn.indexer.weights_proj",
+    "model.layers.22.self_attn.indexer.wk",
     "model.layers.23.mlp.gate",
     "model.layers.24.mlp.gate",
     "model.layers.25.mlp.gate",
     "model.layers.26.mlp.gate",
     "model.layers.26.self_attn.indexer.weights_proj",
+    "model.layers.26.self_attn.indexer.wk",
     "model.layers.27.mlp.gate",
     "model.layers.28.mlp.gate",
     "model.layers.29.mlp.gate",
     "model.layers.3.mlp.gate",
     "model.layers.30.mlp.gate",
     "model.layers.30.self_attn.indexer.weights_proj",
+    "model.layers.30.self_attn.indexer.wk",
     "model.layers.31.mlp.gate",
     "model.layers.32.mlp.gate",
     "model.layers.33.mlp.gate",
     "model.layers.34.mlp.gate",
     "model.layers.34.self_attn.indexer.weights_proj",
+    "model.layers.34.self_attn.indexer.wk",
     "model.layers.35.mlp.gate",
     "model.layers.36.mlp.gate",
     "model.layers.37.mlp.gate",
     "model.layers.38.mlp.gate",
     "model.layers.38.self_attn.indexer.weights_proj",
+    "model.layers.38.self_attn.indexer.wk",
     "model.layers.39.mlp.gate",
     "model.layers.4.mlp.gate",
     "model.layers.40.mlp.gate",
     "model.layers.41.mlp.gate",
     "model.layers.42.mlp.gate",
     "model.layers.42.self_attn.indexer.weights_proj",
+    "model.layers.42.self_attn.indexer.wk",
     "model.layers.43.mlp.gate",
     "model.layers.44.mlp.gate",
     "model.layers.45.mlp.gate",
     "model.layers.46.mlp.gate",
     "model.layers.46.self_attn.indexer.weights_proj",
+    "model.layers.46.self_attn.indexer.wk",
     "model.layers.47.mlp.gate",
     "model.layers.48.mlp.gate",
     "model.layers.49.mlp.gate",
     "model.layers.5.mlp.gate",
     "model.layers.50.mlp.gate",
     "model.layers.50.self_attn.indexer.weights_proj",
+    "model.layers.50.self_attn.indexer.wk",
     "model.layers.51.mlp.gate",
     "model.layers.52.mlp.gate",
     "model.layers.53.mlp.gate",
     "model.layers.54.mlp.gate",
     "model.layers.54.self_attn.indexer.weights_proj",
+    "model.layers.54.self_attn.indexer.wk",
     "model.layers.55.mlp.gate",
     "model.layers.56.mlp.gate",
     "model.layers.57.mlp.gate",
     "model.layers.58.mlp.gate",
     "model.layers.58.self_attn.indexer.weights_proj",
+    "model.layers.58.self_attn.indexer.wk",
     "model.layers.59.mlp.gate",
     "model.layers.6.mlp.gate",
     "model.layers.6.self_attn.indexer.weights_proj",
+    "model.layers.6.self_attn.indexer.wk",
     "model.layers.60.mlp.gate",
     "model.layers.61.mlp.gate",
     "model.layers.62.mlp.gate",
     "model.layers.62.self_attn.indexer.weights_proj",
+    "model.layers.62.self_attn.indexer.wk",
     "model.layers.63.mlp.gate",
     "model.layers.64.mlp.gate",
     "model.layers.65.mlp.gate",
     "model.layers.66.mlp.gate",
     "model.layers.66.self_attn.indexer.weights_proj",
+    "model.layers.66.self_attn.indexer.wk",
     "model.layers.67.mlp.gate",
     "model.layers.68.mlp.gate",
     "model.layers.69.mlp.gate",
     "model.layers.7.mlp.gate",
     "model.layers.70.mlp.gate",
     "model.layers.70.self_attn.indexer.weights_proj",
+    "model.layers.70.self_attn.indexer.wk",
     "model.layers.71.mlp.gate",
     "model.layers.72.mlp.gate",
     "model.layers.73.mlp.gate",
     "model.layers.74.mlp.gate",
     "model.layers.74.self_attn.indexer.weights_proj",
+    "model.layers.74.self_attn.indexer.wk",
     "model.layers.75.mlp.gate",
     "model.layers.76.mlp.gate",
     "model.layers.77.mlp.gate",
     "model.layers.78.mlp.gate",
     "model.layers.78.self_attn.indexer.weights_proj",
+    "model.layers.78.self_attn.indexer.wk",
     "model.layers.8.mlp.gate",
     "model.layers.9.mlp.gate"
   ],