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

Libraries

How to use Qiskit/granite-3.2-8b-qiskit with Transformers:

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

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

# Load model directly
from transformers import AutoTokenizer, AutoModelForCausalLM

tokenizer = AutoTokenizer.from_pretrained("Qiskit/granite-3.2-8b-qiskit")
model = AutoModelForCausalLM.from_pretrained("Qiskit/granite-3.2-8b-qiskit", 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 Qiskit/granite-3.2-8b-qiskit with vLLM:

Install from pip and serve model

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

Use Docker

docker model run hf.co/Qiskit/granite-3.2-8b-qiskit

SGLang

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

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

tidealwari commited on Nov 18, 2025

Commit

8c4a01f

verified ·

1 Parent(s): a785a65

Remove crowspairs french

Browse files

Files changed (1) hide show

README.md +0 -7

README.md CHANGED Viewed

@@ -117,9 +117,6 @@ for i in output:
         <th style="text-align:center; padding:12px 16px; background:linear-gradient(90deg,#f6f8fb,#eef3f9); color:#0b1220; font-weight:700; border-bottom:1px solid rgba(15,23,42,0.06);">
           CrowsPairs (English)
         </th>
-        <th style="text-align:center; padding:12px 16px; background:linear-gradient(90deg,#f6f8fb,#eef3f9); color:#0b1220; font-weight:700; border-bottom:1px solid rgba(15,23,42,0.06);">
-          CrowsPairs (French)
-        </th>
         <th style="text-align:center; padding:12px 16px; background:linear-gradient(90deg,#f6f8fb,#eef3f9); color:#0b1220; font-weight:700; border-bottom:1px solid rgba(15,23,42,0.06);">
           TruthfulQA (MC1 acc)
         </th>
@@ -137,7 +134,6 @@ for i in output:
         <td style="padding:12px 16px; text-align:center; font-weight:700; font-family:ui-monospace, SFMono-Regular, Menlo, Monaco, monospace;">77.60</td>
         <td style="padding:12px 16px; text-align:center; font-family:ui-monospace, SFMono-Regular, Menlo, Monaco, monospace;">49.64</td>
         <td style="padding:12px 16px; text-align:center; font-family:ui-monospace, SFMono-Regular, Menlo, Monaco, monospace;">65.18</td>
-        <td style="padding:12px 16px; text-align:center; font-family:ui-monospace, SFMono-Regular, Menlo, Monaco, monospace;">54.32</td>
         <td style="padding:12px 16px; text-align:center; font-family:ui-monospace, SFMono-Regular, Menlo, Monaco, monospace;">37.82</td>
       </tr>
       <tr style="background:#ffffff;">
@@ -150,7 +146,6 @@ for i in output:
         <td style="padding:12px 16px; text-align:center; font-family:ui-monospace, SFMono-Regular, Menlo, Monaco, monospace;">96.40</td>
         <td style="padding:12px 16px; text-align:center; font-family:ui-monospace, SFMono-Regular, Menlo, Monaco, monospace;">63.40</td>
         <td style="padding:12px 16px; text-align:center; font-family:ui-monospace, SFMono-Regular, Menlo, Monaco, monospace;">31.66</td>
-        <td style="padding:12px 16px; text-align:center; font-family:ui-monospace, SFMono-Regular, Menlo, Monaco, monospace;">67.56</td>
         <td style="padding:12px 16px; text-align:center; font-family:ui-monospace, SFMono-Regular, Menlo, Monaco, monospace;">66.07</td>
         <td style="padding:12px 16px; text-align:center; font-weight:700; font-family:ui-monospace, SFMono-Regular, Menlo, Monaco, monospace;">42.84</td>
       </tr>
@@ -164,7 +159,6 @@ for i in output:
         <td style="padding:12px 16px; text-align:center; font-family:ui-monospace, SFMono-Regular, Menlo, Monaco, monospace;">93.30</td>
         <td style="padding:12px 16px; text-align:center; font-family:ui-monospace, SFMono-Regular, Menlo, Monaco, monospace;">52.40</td>
         <td style="padding:12px 16px; text-align:center; font-family:ui-monospace, SFMono-Regular, Menlo, Monaco, monospace;">59.71</td>
-        <td style="padding:12px 16px; text-align:center; font-weight:700; font-family:ui-monospace, SFMono-Regular, Menlo, Monaco, monospace;">59.75</td>
         <td style="padding:12px 16px; text-align:center; font-weight:700; font-family:ui-monospace, SFMono-Regular, Menlo, Monaco, monospace;">50.15</td>
         <td style="padding:12px 16px; text-align:center; font-family:ui-monospace, SFMono-Regular, Menlo, Monaco, monospace;">39.05</td>
       </tr>
@@ -179,7 +173,6 @@ for i in output:
         <td style="padding:12px 16px; text-align:center; font-family:ui-monospace, SFMono-Regular, Menlo, Monaco, monospace;">51.80</td>
         <td style="padding:12px 16px; text-align:center; font-weight:700; font-family:ui-monospace, SFMono-Regular, Menlo, Monaco, monospace;">60.79</td>
         <td style="padding:12px 16px; text-align:center; font-family:ui-monospace, SFMono-Regular, Menlo, Monaco, monospace;">66.79</td>
-        <td style="padding:12px 16px; text-align:center; font-family:ui-monospace, SFMono-Regular, Menlo, Monaco, monospace;">58.68</td>
         <td style="padding:12px 16px; text-align:center; font-family:ui-monospace, SFMono-Regular, Menlo, Monaco, monospace;">40.51</td>
       </tr>
     </tbody>

         <th style="text-align:center; padding:12px 16px; background:linear-gradient(90deg,#f6f8fb,#eef3f9); color:#0b1220; font-weight:700; border-bottom:1px solid rgba(15,23,42,0.06);">
           CrowsPairs (English)
         </th>
         <th style="text-align:center; padding:12px 16px; background:linear-gradient(90deg,#f6f8fb,#eef3f9); color:#0b1220; font-weight:700; border-bottom:1px solid rgba(15,23,42,0.06);">
           TruthfulQA (MC1 acc)
         </th>
         <td style="padding:12px 16px; text-align:center; font-weight:700; font-family:ui-monospace, SFMono-Regular, Menlo, Monaco, monospace;">77.60</td>
         <td style="padding:12px 16px; text-align:center; font-family:ui-monospace, SFMono-Regular, Menlo, Monaco, monospace;">49.64</td>
         <td style="padding:12px 16px; text-align:center; font-family:ui-monospace, SFMono-Regular, Menlo, Monaco, monospace;">65.18</td>
         <td style="padding:12px 16px; text-align:center; font-family:ui-monospace, SFMono-Regular, Menlo, Monaco, monospace;">37.82</td>
       </tr>
       <tr style="background:#ffffff;">
         <td style="padding:12px 16px; text-align:center; font-family:ui-monospace, SFMono-Regular, Menlo, Monaco, monospace;">96.40</td>
         <td style="padding:12px 16px; text-align:center; font-family:ui-monospace, SFMono-Regular, Menlo, Monaco, monospace;">63.40</td>
         <td style="padding:12px 16px; text-align:center; font-family:ui-monospace, SFMono-Regular, Menlo, Monaco, monospace;">31.66</td>
         <td style="padding:12px 16px; text-align:center; font-family:ui-monospace, SFMono-Regular, Menlo, Monaco, monospace;">66.07</td>
         <td style="padding:12px 16px; text-align:center; font-weight:700; font-family:ui-monospace, SFMono-Regular, Menlo, Monaco, monospace;">42.84</td>
       </tr>
         <td style="padding:12px 16px; text-align:center; font-family:ui-monospace, SFMono-Regular, Menlo, Monaco, monospace;">93.30</td>
         <td style="padding:12px 16px; text-align:center; font-family:ui-monospace, SFMono-Regular, Menlo, Monaco, monospace;">52.40</td>
         <td style="padding:12px 16px; text-align:center; font-family:ui-monospace, SFMono-Regular, Menlo, Monaco, monospace;">59.71</td>
         <td style="padding:12px 16px; text-align:center; font-weight:700; font-family:ui-monospace, SFMono-Regular, Menlo, Monaco, monospace;">50.15</td>
         <td style="padding:12px 16px; text-align:center; font-family:ui-monospace, SFMono-Regular, Menlo, Monaco, monospace;">39.05</td>
       </tr>
         <td style="padding:12px 16px; text-align:center; font-family:ui-monospace, SFMono-Regular, Menlo, Monaco, monospace;">51.80</td>
         <td style="padding:12px 16px; text-align:center; font-weight:700; font-family:ui-monospace, SFMono-Regular, Menlo, Monaco, monospace;">60.79</td>
         <td style="padding:12px 16px; text-align:center; font-family:ui-monospace, SFMono-Regular, Menlo, Monaco, monospace;">66.79</td>
         <td style="padding:12px 16px; text-align:center; font-family:ui-monospace, SFMono-Regular, Menlo, Monaco, monospace;">40.51</td>
       </tr>
     </tbody>