Instructions to use zai-org/GLM-Z1-9B-0414 with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use zai-org/GLM-Z1-9B-0414 with Transformers:

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

pipe = pipeline("text-generation", model="zai-org/GLM-Z1-9B-0414")
messages = [
    {"role": "user", "content": "Who are you?"},
]
pipe(messages)

# Load model directly
from transformers import AutoTokenizer, AutoModelForCausalLM

tokenizer = AutoTokenizer.from_pretrained("zai-org/GLM-Z1-9B-0414")
model = AutoModelForCausalLM.from_pretrained("zai-org/GLM-Z1-9B-0414")
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]:]))

Inference
Notebooks
Google Colab
Kaggle
Local Apps Settings

vLLM

How to use zai-org/GLM-Z1-9B-0414 with vLLM:

Install from pip and serve model

# Install vLLM from pip:
pip install vllm
# Start the vLLM server:
vllm serve "zai-org/GLM-Z1-9B-0414"
# 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-Z1-9B-0414",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Use Docker

docker model run hf.co/zai-org/GLM-Z1-9B-0414

SGLang

How to use zai-org/GLM-Z1-9B-0414 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-Z1-9B-0414" \
    --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-Z1-9B-0414",
		"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-Z1-9B-0414" \
        --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-Z1-9B-0414",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Docker Model Runner
How to use zai-org/GLM-Z1-9B-0414 with Docker Model Runner:
```
docker model run hf.co/zai-org/GLM-Z1-9B-0414
```

zRzRzRzRzRzRzR commited on Apr 14, 2025

Commit

42321c0

1 Parent(s): 7911e74

update

Browse files

Files changed (3) hide show

.gitattributes +1 -2
README.md +3 -2
chat_template.jinja +1 -1

.gitattributes CHANGED Viewed

@@ -33,5 +33,4 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
 *.zip 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 -textfigures/z1_32b_benchmark.png filter=lfs diff=lfs merge=lfs -text
-figures/z1_9b_benchmark.png filter=lfs diff=lfs merge=lfs -text

 *.zip 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

README.md CHANGED Viewed

@@ -22,14 +22,15 @@ Finally, **GLM-Z1-9B-0414** is a surprise. We employed the aforementioned series
 ## Performance
 <p align="center">
-  <img width="100%" src="figures/z1_32b_benchmark.png">
 </p>
 <p align="center">
-  <img width="100%" src="figures/z1_9b_benchmark.png">
 </p>
 ## Model Usage Guidelines
 ### I. Sampling Parameters
 | Parameter    | Recommended Value | Description                                  |

 ## Performance
 <p align="center">
+  <img width="100%" src="https://raw.githubusercontent.com/THUDM/GLM-4/refs/heads/main/resources/Bench-Z1-32B.png">
 </p>
 <p align="center">
+  <img width="100%" src="https://raw.githubusercontent.com/THUDM/GLM-4/refs/heads/main/resources/Bench-Z1-9B.png">
 </p>
 ## Model Usage Guidelines
 ### I. Sampling Parameters
 | Parameter    | Recommended Value | Description                                  |

chat_template.jinja CHANGED Viewed

@@ -41,4 +41,4 @@
 {{ visible }}
     {%- endif %}
 {%- endfor %}
-{% if add_generation_prompt %}<|assistant|>{% endif %}

 {{ visible }}
     {%- endif %}
 {%- endfor %}
+{% if add_generation_prompt %}<|assistant|>\n<think>{% endif %}