Instructions to use zai-org/GLM-4.7-Flash with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use zai-org/GLM-4.7-Flash with Transformers:

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

pipe = pipeline("text-generation", model="zai-org/GLM-4.7-Flash")
messages = [
    {"role": "user", "content": "Who are you?"},
]
pipe(messages)

# pip install -U transformers accelerate
# Load model directly
from transformers import AutoTokenizer, AutoModelForCausalLM

tokenizer = AutoTokenizer.from_pretrained("zai-org/GLM-4.7-Flash")
model = AutoModelForCausalLM.from_pretrained("zai-org/GLM-4.7-Flash", device_map="auto")
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=256)
print(tokenizer.decode(outputs[0][inputs["input_ids"].shape[-1]:]))

Inference
HuggingChat
Notebooks
Google Colab
Kaggle
AMD Developer Cloud
Local Apps Settings

vLLM

How to use zai-org/GLM-4.7-Flash with vLLM:

Install from pip and serve model

# Install vLLM from pip:
pip install vllm
# Start the vLLM server:
vllm serve "zai-org/GLM-4.7-Flash"
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:8000/v1/chat/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "zai-org/GLM-4.7-Flash",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Use Docker

docker model run hf.co/zai-org/GLM-4.7-Flash

SGLang

How to use zai-org/GLM-4.7-Flash 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 "zai-org/GLM-4.7-Flash" \
    --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": "zai-org/GLM-4.7-Flash",
		"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 "zai-org/GLM-4.7-Flash" \
        --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": "zai-org/GLM-4.7-Flash",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Docker Model Runner
How to use zai-org/GLM-4.7-Flash with Docker Model Runner:
```
docker model run hf.co/zai-org/GLM-4.7-Flash
```

GLM-4.7-Flash

Commit History

Jan 31

15:17
Update README.md

FubaoSu

Verified signature
7b67ddb

Jan 30

07:10
[Docs] Add LightLLM deployment example (faster than SGLang)⁠

FubaoSu

Verified signature
e10500a

Jan 29

08:06
Add HLE evaluation result (#55)⁠

ZHANGYUXUAN-zR +1: burtenshaw

Verified signature
7dd2089
08:06
Add GPQA evaluation result (#54)⁠

ZHANGYUXUAN-zR +1: burtenshaw

Verified signature
2b2bd73

Jan 20

13:37
Merge branch 'main' of hf.co:zai-org/GLM-4.7-Flash

zRzRzRzRzRzRzR

a930807
13:18
update bench

zRzRzRzRzRzRzR

9980c03
03:08
Update SGLang guide (#14)⁠

ZHANGYUXUAN-zR +1: JustinTong

Verified signature
279ecdf

Jan 19

15:49
update

zRzRzRzRzRzRzR

93e5632
15:01
bench update

ZHANGYUXUAN-zR

Verified signature
680de61
12:57
Upload README.md with huggingface_hub

ZHANGYUXUAN-zR

Verified signature
df1e3df
11:26
Upload README.md with huggingface_hub

ZHANGYUXUAN-zR

Verified signature
e743aac
11:16
Add files using upload-large-folder tool

ZHANGYUXUAN-zR

Verified signature
33faccf
11:15
Add files using upload-large-folder tool

ZHANGYUXUAN-zR

Verified signature
75fce70
06:28
initial commit

ZHANGYUXUAN-zR

Verified signature
19b973b

Commit History

Jan 31

Update README.md

Jan 30

[Docs] Add LightLLM deployment example (faster than SGLang)⁠

Jan 29

Add HLE evaluation result (#55)⁠

Add GPQA evaluation result (#54)⁠

Jan 20

Merge branch 'main' of hf.co:zai-org/GLM-4.7-Flash

update bench

Update SGLang guide (#14)⁠

Jan 19

update

bench update

Upload README.md with huggingface_hub

Upload README.md with huggingface_hub

Add files using upload-large-folder tool

Add files using upload-large-folder tool

initial commit