Instructions to use ibm-granite/granite-3.2-8b-instruct-preview with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use ibm-granite/granite-3.2-8b-instruct-preview with Transformers:

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

pipe = pipeline("text-generation", model="ibm-granite/granite-3.2-8b-instruct-preview")
messages = [
    {"role": "user", "content": "Who are you?"},
]
pipe(messages)

# Load model directly
from transformers import AutoTokenizer, AutoModelForCausalLM

tokenizer = AutoTokenizer.from_pretrained("ibm-granite/granite-3.2-8b-instruct-preview")
model = AutoModelForCausalLM.from_pretrained("ibm-granite/granite-3.2-8b-instruct-preview", 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=40)
print(tokenizer.decode(outputs[0][inputs["input_ids"].shape[-1]:]))

Notebooks
Google Colab
Kaggle
Local Apps Settings

vLLM

How to use ibm-granite/granite-3.2-8b-instruct-preview with vLLM:

Install from pip and serve model

# Install vLLM from pip:
pip install vllm
# Start the vLLM server:
vllm serve "ibm-granite/granite-3.2-8b-instruct-preview"
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:8000/v1/chat/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "ibm-granite/granite-3.2-8b-instruct-preview",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Use Docker

docker model run hf.co/ibm-granite/granite-3.2-8b-instruct-preview

SGLang

How to use ibm-granite/granite-3.2-8b-instruct-preview 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 "ibm-granite/granite-3.2-8b-instruct-preview" \
    --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": "ibm-granite/granite-3.2-8b-instruct-preview",
		"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 "ibm-granite/granite-3.2-8b-instruct-preview" \
        --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": "ibm-granite/granite-3.2-8b-instruct-preview",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Docker Model Runner
How to use ibm-granite/granite-3.2-8b-instruct-preview with Docker Model Runner:
```
docker model run hf.co/ibm-granite/granite-3.2-8b-instruct-preview
```

minor change

by ranarag - opened Feb 20, 2025

base: refs/heads/main

←

from: refs/pr/8

Discussion Files changed

+12

-11

Files changed (1) hide show

README.md +12 -11

README.md CHANGED Viewed

@@ -251,21 +251,22 @@ Remember, everyone learns at their own pace, so don't compare your progress with
   <tr>
     <td style="text-align:left; background-color: #DAE8FF; color: black;">Granite-3.1-8B-Instruct</td>
     <td style="text-align:center; background-color: #DAE8FF; color: black;">37.58</td>
-    <td style="text-align:center; background-color: #DAE8FF; color: black;">27.87</td>
-    <td style="text-align:center; background-color: #DAE8FF; color: black;">66.84</td>
-    <td style="text-align:center; background-color: #DAE8FF; color: black;">28.84</td>
-    <td style="text-align:center; background-color: #DAE8FF; color: black;">65.92</td>
-    <td style="text-align:center; background-color: #DAE8FF; color: black;">68.10</td>
     <td style="text-align:center; background-color: #DAE8FF; color: black;">50.78</td>
-    <td style="text-align:center; background-color: #DAE8FF; color: black;">79.08</td>
-    <td style="text-align:center; background-color: #DAE8FF; color: black;">88.82</td>
-    <td style="text-align:center; background-color: #DAE8FF; color: black;">84.62</td>
-    <td style="text-align:center; background-color: #DAE8FF; color: black;">71.20</td>
     <td style="text-align:center; background-color: #DAE8FF; color: black;">85.73</td>
   </tr>
   <tr>
-    <td style="text-align:left; background-color: #DAE8FF; color: black;">Granite-3.2-8B-Instruct-Preview</td>
     <td style="text-align:center; background-color: #DAE8FF; color: black;">55.23</td>
     <td style="text-align:center; background-color: #DAE8FF; color: black;">61.16</td>
     <td style="text-align:center; background-color: #DAE8FF; color: black;">66.93</td>

   <tr>
     <td style="text-align:left; background-color: #DAE8FF; color: black;">Granite-3.1-8B-Instruct</td>
     <td style="text-align:center; background-color: #DAE8FF; color: black;">37.58</td>
+    <td style="text-align:center; background-color: #DAE8FF; color: black;">30.34</td>
+    <td style="text-align:center; background-color: #DAE8FF; color: black;">66.77</td>
+    <td style="text-align:center; background-color: #DAE8FF; color: black;">28.7</td>
+    <td style="text-align:center; background-color: #DAE8FF; color: black;">65.84</td>
+    <td style="text-align:center; background-color: #DAE8FF; color: black;">68.55</td>
     <td style="text-align:center; background-color: #DAE8FF; color: black;">50.78</td>
+    <td style="text-align:center; background-color: #DAE8FF; color: black;">79.15</td>
+    <td style="text-align:center; background-color: #DAE8FF; color: black;">89.63</td>
+    <td style="text-align:center; background-color: #DAE8FF; color: black;">85.79</td>
+    <td style="text-align:center; background-color: #DAE8FF; color: black;">73.20</td>
     <td style="text-align:center; background-color: #DAE8FF; color: black;">85.73</td>
   </tr>
   <tr>
+    <td style="text-align:left; background-color: #DAE8FF; color: black;"><b>Granite-3.2-8B-Instruct-Preview</b></td>
     <td style="text-align:center; background-color: #DAE8FF; color: black;">55.23</td>
     <td style="text-align:center; background-color: #DAE8FF; color: black;">61.16</td>
     <td style="text-align:center; background-color: #DAE8FF; color: black;">66.93</td>