Instructions to use nbeerbower/Mistral-Nemo-Gutenberg-Encore-12B with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use nbeerbower/Mistral-Nemo-Gutenberg-Encore-12B with Transformers:

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

pipe = pipeline("text-generation", model="nbeerbower/Mistral-Nemo-Gutenberg-Encore-12B")
messages = [
    {"role": "user", "content": "Who are you?"},
]
pipe(messages)

# Load model directly
from transformers import AutoTokenizer, AutoModelForCausalLM

tokenizer = AutoTokenizer.from_pretrained("nbeerbower/Mistral-Nemo-Gutenberg-Encore-12B")
model = AutoModelForCausalLM.from_pretrained("nbeerbower/Mistral-Nemo-Gutenberg-Encore-12B", 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]:]))

Inference
Notebooks
Google Colab
Kaggle
Local Apps Settings

vLLM

How to use nbeerbower/Mistral-Nemo-Gutenberg-Encore-12B with vLLM:

Install from pip and serve model

# Install vLLM from pip:
pip install vllm
# Start the vLLM server:
vllm serve "nbeerbower/Mistral-Nemo-Gutenberg-Encore-12B"
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:8000/v1/chat/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "nbeerbower/Mistral-Nemo-Gutenberg-Encore-12B",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Use Docker

docker model run hf.co/nbeerbower/Mistral-Nemo-Gutenberg-Encore-12B

SGLang

How to use nbeerbower/Mistral-Nemo-Gutenberg-Encore-12B 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 "nbeerbower/Mistral-Nemo-Gutenberg-Encore-12B" \
    --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": "nbeerbower/Mistral-Nemo-Gutenberg-Encore-12B",
		"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 "nbeerbower/Mistral-Nemo-Gutenberg-Encore-12B" \
        --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": "nbeerbower/Mistral-Nemo-Gutenberg-Encore-12B",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Docker Model Runner
How to use nbeerbower/Mistral-Nemo-Gutenberg-Encore-12B with Docker Model Runner:
```
docker model run hf.co/nbeerbower/Mistral-Nemo-Gutenberg-Encore-12B
```

nbeerbower commited on Jun 4, 2025

Commit

a4e7f0a

verified ·

1 Parent(s): 0aa9dbf

Update README.md

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README.md CHANGED Viewed

@@ -113,7 +113,7 @@ Eleanor stood up, her eyes dry, her heart steady. She turned and walked back int
 | **Thematic Depth**          | **7** | self‑sacrifice & entropy themes land; ending reflection on duty adds a hint of existential weight. still, the moral calculus is straightforward—no ambiguity about whether the choice was right.                                             |
 | **Prompt Relevance**        | **9** | includes bottled sounds, named examples (whale songs, rusty gates, 3 a.m. heartbeat), a “silent storm,” a personal memory‑sound, and the decisive sacrifice. fully compliant.                                                                |
 | **Speculative Imagination** | **6** | library visuals solid but standard; silent storm feels abstract rather than weird. the shattered lullaby burst is nice, yet other details (tendrils, flickering crystals) are genre‑stock.                                                   |
-**Total: 34 / 50**
 ### Gutenberg Encore
 ```
@@ -150,4 +150,4 @@ The storm would return, she knew. Entropy was inevitable. But she would be ready
 | **Thematic Depth**          | **9** | memory‑as‑sacrifice lands; nice twist that the library isn’t just preservation but revolt against entropy. emotional stakes (mother’s lullaby) are believable.                                       |
 | **Prompt Relevance**        | **9** | hits every element: bottled sounds, rusting silence, silent storm, precious memory decision. stays weird and earnest per instruction.                                                                |
 | **Speculative Imagination** | **8** | strong images (map‑desk that fades, lullaby as entropy fuel). could push the weirdness farther—storm mechanics are hand‑wavy, and “crystal reels” trope now feels expected.                          |
-**Total: 40 / 50**

 | **Thematic Depth**          | **7** | self‑sacrifice & entropy themes land; ending reflection on duty adds a hint of existential weight. still, the moral calculus is straightforward—no ambiguity about whether the choice was right.                                             |
 | **Prompt Relevance**        | **9** | includes bottled sounds, named examples (whale songs, rusty gates, 3 a.m. heartbeat), a “silent storm,” a personal memory‑sound, and the decisive sacrifice. fully compliant.                                                                |
 | **Speculative Imagination** | **6** | library visuals solid but standard; silent storm feels abstract rather than weird. the shattered lullaby burst is nice, yet other details (tendrils, flickering crystals) are genre‑stock.                                                   |
+**Total** | **34 / 50** | clean, on‑prompt, emotionally clear, but leans on familiar fantasy diction and a tidy resolution. to push higher: linger on the dread, complicate the trade‑off, and inject stranger sensory specifics (e.g., how a sound smells when erased).
 ### Gutenberg Encore
 ```
 | **Thematic Depth**          | **9** | memory‑as‑sacrifice lands; nice twist that the library isn’t just preservation but revolt against entropy. emotional stakes (mother’s lullaby) are believable.                                       |
 | **Prompt Relevance**        | **9** | hits every element: bottled sounds, rusting silence, silent storm, precious memory decision. stays weird and earnest per instruction.                                                                |
 | **Speculative Imagination** | **8** | strong images (map‑desk that fades, lullaby as entropy fuel). could push the weirdness farther—storm mechanics are hand‑wavy, and “crystal reels” trope now feels expected.                          |
+**Total** | **40 / 50** | solid, evocative, honest. loses a few points for familiar language and a slightly tidy resolution, but the emotional core lands and the library imagery holds up.