Instructions to use CreitinGameplays/Mistral-Nemo-12B-R1-v0.2 with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use CreitinGameplays/Mistral-Nemo-12B-R1-v0.2 with Transformers:

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

pipe = pipeline("text-generation", model="CreitinGameplays/Mistral-Nemo-12B-R1-v0.2")
messages = [
    {"role": "user", "content": "Who are you?"},
]
pipe(messages)

# Load model directly
from transformers import AutoTokenizer, AutoModelForCausalLM

tokenizer = AutoTokenizer.from_pretrained("CreitinGameplays/Mistral-Nemo-12B-R1-v0.2")
model = AutoModelForCausalLM.from_pretrained("CreitinGameplays/Mistral-Nemo-12B-R1-v0.2")
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

vLLM

How to use CreitinGameplays/Mistral-Nemo-12B-R1-v0.2 with vLLM:

Install from pip and serve model

# Install vLLM from pip:
pip install vllm
# Start the vLLM server:
vllm serve "CreitinGameplays/Mistral-Nemo-12B-R1-v0.2"
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:8000/v1/chat/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "CreitinGameplays/Mistral-Nemo-12B-R1-v0.2",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Use Docker

docker model run hf.co/CreitinGameplays/Mistral-Nemo-12B-R1-v0.2

SGLang

How to use CreitinGameplays/Mistral-Nemo-12B-R1-v0.2 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 "CreitinGameplays/Mistral-Nemo-12B-R1-v0.2" \
    --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": "CreitinGameplays/Mistral-Nemo-12B-R1-v0.2",
		"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 "CreitinGameplays/Mistral-Nemo-12B-R1-v0.2" \
        --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": "CreitinGameplays/Mistral-Nemo-12B-R1-v0.2",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Docker Model Runner
How to use CreitinGameplays/Mistral-Nemo-12B-R1-v0.2 with Docker Model Runner:
```
docker model run hf.co/CreitinGameplays/Mistral-Nemo-12B-R1-v0.2
```

fix

#21

by CreitinGameplays - opened May 21, 2025

base: refs/heads/main

←

from: refs/pr/21

Discussion Files changed

-1

Files changed (1) hide show

tokenizer_config.json +1 -1

tokenizer_config.json CHANGED Viewed

@@ -8005,7 +8005,7 @@
     }
   },
   "bos_token": "<s>",
-  "chat_template": "{%- set system_message = \"You are an AI named Nemistral-R1 focused on providing systematic, well-reasoned responses. Response Structure: - Format: <think>{reasoning}</think>{answer} - Process: Think first, then answer.\\n\\nUser: \" %}\n{%- set system_message_two = \"You are an AI focused named Nemistral-R1 on providing systematic, well-reasoned responses. Response Structure: - Format: <think>{reasoning}</think>{answer} - Process: Think first, then answer.\" %}\n{# Removed external system-prompt exception: ignore any custom system prompts #}\n{%- if messages[0][\"role\"] == \"system\" %}  \n    {%- set system_message = system_message_two + \"\\n\" + messages[0][\"content\"] + \"\\n\\nUser: \" %}  \n    {%- set loop_messages = messages[1:] %}  \n{%- else %}  \n    {%- set loop_messages = messages %}  \n{%- endif %}  \n{%- if not tools is defined %}  \n    {%- set tools = none %}  \n{%- endif %}\n{%- set user_messages = loop_messages | selectattr(\"role\", \"equalto\", \"user\") | list %}  \n{#- This block checks for alternating user/assistant messages, skipping tool calling messages #}  \n{%- set ns = namespace() %}  \n{%- set ns.index = 0 %}  \n{%- for message in loop_messages %}  \n    {%- if not (message.role == \"tool\" or message.role == \"tool_results\" or (message.tool_calls is defined and message.tool_calls is not none)) %}  \n        {%- if (message[\"role\"] == \"user\") != (ns.index % 2 == 0) %}  \n            {{- raise_exception(\"After the optional system message, conversation roles must alternate user/assistant/user/assistant...\") }}  \n        {%- endif %}  \n        {%- set ns.index = ns.index + 1 %}  \n    {%- endif %}  \n{%- endfor %}\n{{- bos_token }}  \n{%- for message in loop_messages %}  \n    {%- if message[\"role\"] == \"user\" %}  \n        {%- if tools is not none and (message == user_messages[-1]) %}  \n            {{- \"[AVAILABLE_TOOLS] [\" }}  \n            {%- for tool in tools %}  \n                {%- set tool = tool.function %}  \n                {{- '{\"type\": \"function\", \"function\": {' }}  \n                {%- for key, val in tool.items() if key != \"return\" %}  \n                    {%- if val is string %}  \n                        {{- '\"' + key + '\": \"' + val + '\"' }}  \n                    {%- else %}  \n                        {{- '\"' + key + '\": ' + val|tojson }}  \n                    {%- endif %}  \n                    {%- if not loop.last %}  \n                        {{- \", \" }}  \n                    {%- endif %}  \n                {%- endfor %}  \n                {{- \"}}\" }}  \n                {%- if not loop.last %}  \n                    {{- \", \" }}  \n                {%- else %}  \n                    {{- \"]\" }}  \n                {%- endif %}  \n            {%- endfor %}  \n            {{- \"[/AVAILABLE_TOOLS]\" }}  \n        {%- endif %}  \n        {%- if loop.last and system_message is defined %}  \n            {{- \"[INST]\" + system_message + \"\" + message[\"content\"] + \"[/INST]\\n<think>\\n\" }}  \n        {%- else %}  \n            {{- \"[INST]\" + message[\"content\"] + \"[/INST]\\n<think>\\n\" }}  \n        {%- endif %}  \n    {%- elif message.tool_calls is defined and message.tool_calls is not none %}  \n        {{- \"[TOOL_CALLS] [\" }}  \n        {%- for tool_call in message.tool_calls %}  \n            {%- set out = tool_call.function|tojson %}  \n            {{- out[:-1] }}  \n            {%- if not tool_call.id is defined or tool_call.id|length != 9 %}  \n                {{- raise_exception(\"Tool call IDs should be alphanumeric strings with length 9!\") }}  \n            {%- endif %}  \n            {{- ', \"id\": \"' + tool_call.id + '\"}' }}  \n            {%- if not loop.last %}  \n                {{- \", \" }}  \n            {%- else %}  \n                {{- \"]\" + eos_token }}  \n            {%- endif %}  \n        {%- endfor %}  \n    {%- elif message[\"role\"] == \"assistant\" %}  \n        {{- \"\" + message[\"content\"]|trim + eos_token + \"\\n\"}}  \n    {%- elif message[\"role\"] == \"tool_results\" or message[\"role\"] == \"tool\" %}  \n        {%- if message.content is defined and message.content.content is defined %}  \n            {%- set content = message.content.content %}  \n        {%- else %}  \n            {%- set content = message.content %}  \n        {%- endif %}  \n        {{- '[TOOL_RESULTS] {\"content\": ' + content|string + \", 'call_id': '\" + message.tool_call_id + \"'}[/TOOL_RESULTS]\" }}  \n    {%- else %}  \n        {{- raise_exception(\"Only user and assistant roles are supported, with the exception of an initial optional system message!\") }}  \n    {%- endif %}  \n{%- endfor %}",
   "clean_up_tokenization_spaces": false,
   "eos_token": "</s>",
   "extra_special_tokens": {},

     }
   },
   "bos_token": "<s>",
+  "chat_template": "{%- set system_message = \"You are an AI named Nemistral-R1 focused on providing systematic, well-reasoned responses. Response Structure: - Format: <think>{reasoning}</think>{answer} - Process: Think first, then answer.[/INST][INST]User: \" %}\n{%- set system_message_two = \"You are an AI focused named Nemistral-R1 on providing systematic, well-reasoned responses. Response Structure: - Format: <think>{reasoning}</think>{answer} - Process: Think first, then answer.\" %}\n{# Removed external system-prompt exception: ignore any custom system prompts #}\n{%- if messages[0][\"role\"] == \"system\" %}  \n    {%- set system_message = system_message_two + \"\\n\" + messages[0][\"content\"] + \"[/INST][INST]User: \" %}  \n    {%- set loop_messages = messages[1:] %}  \n{%- else %}  \n    {%- set loop_messages = messages %}  \n{%- endif %}  \n{%- if not tools is defined %}  \n    {%- set tools = none %}  \n{%- endif %}\n{%- set user_messages = loop_messages | selectattr(\"role\", \"equalto\", \"user\") | list %}  \n{#- This block checks for alternating user/assistant messages, skipping tool calling messages #}  \n{%- set ns = namespace() %}  \n{%- set ns.index = 0 %}  \n{%- for message in loop_messages %}  \n    {%- if not (message.role == \"tool\" or message.role == \"tool_results\" or (message.tool_calls is defined and message.tool_calls is not none)) %}  \n        {%- if (message[\"role\"] == \"user\") != (ns.index % 2 == 0) %}  \n            {{- raise_exception(\"After the optional system message, conversation roles must alternate user/assistant/user/assistant...\") }}  \n        {%- endif %}  \n        {%- set ns.index = ns.index + 1 %}  \n    {%- endif %}  \n{%- endfor %}\n{{- bos_token }}  \n{%- for message in loop_messages %}  \n    {%- if message[\"role\"] == \"user\" %}  \n        {%- if tools is not none and (message == user_messages[-1]) %}  \n            {{- \"[AVAILABLE_TOOLS] [\" }}  \n            {%- for tool in tools %}  \n                {%- set tool = tool.function %}  \n                {{- '{\"type\": \"function\", \"function\": {' }}  \n                {%- for key, val in tool.items() if key != \"return\" %}  \n                    {%- if val is string %}  \n                        {{- '\"' + key + '\": \"' + val + '\"' }}  \n                    {%- else %}  \n                        {{- '\"' + key + '\": ' + val|tojson }}  \n                    {%- endif %}  \n                    {%- if not loop.last %}  \n                        {{- \", \" }}  \n                    {%- endif %}  \n                {%- endfor %}  \n                {{- \"}}\" }}  \n                {%- if not loop.last %}  \n                    {{- \", \" }}  \n                {%- else %}  \n                    {{- \"]\" }}  \n                {%- endif %}  \n            {%- endfor %}  \n            {{- \"[/AVAILABLE_TOOLS]\" }}  \n        {%- endif %}  \n        {%- if loop.last and system_message is defined %}  \n            {{- \"[INST]\" + system_message + message[\"content\"] + \"[/INST]\\n<think>\\n\" }}  \n        {%- else %}  \n            {{- \"[INST]\" + message[\"content\"] + \"[/INST]\\n<think>\\n\" }}  \n        {%- endif %}  \n    {%- elif message.tool_calls is defined and message.tool_calls is not none %}  \n        {{- \"[TOOL_CALLS] [\" }}  \n        {%- for tool_call in message.tool_calls %}  \n            {%- set out = tool_call.function|tojson %}  \n            {{- out[:-1] }}  \n            {%- if not tool_call.id is defined or tool_call.id|length != 9 %}  \n                {{- raise_exception(\"Tool call IDs should be alphanumeric strings with length 9!\") }}  \n            {%- endif %}  \n            {{- ', \"id\": \"' + tool_call.id + '\"}' }}  \n            {%- if not loop.last %}  \n                {{- \", \" }}  \n            {%- else %}  \n                {{- \"]\" + eos_token }}  \n            {%- endif %}  \n        {%- endfor %}  \n    {%- elif message[\"role\"] == \"assistant\" %}  \n        {{- \"\" + message[\"content\"]|trim + eos_token + \"\\n\"}}  \n    {%- elif message[\"role\"] == \"tool_results\" or message[\"role\"] == \"tool\" %}  \n        {%- if message.content is defined and message.content.content is defined %}  \n            {%- set content = message.content.content %}  \n        {%- else %}  \n            {%- set content = message.content %}  \n        {%- endif %}  \n        {{- '[TOOL_RESULTS] {\"content\": ' + content|string + \", 'call_id': '\" + message.tool_call_id + \"'}[/TOOL_RESULTS]\" }}  \n    {%- else %}  \n        {{- raise_exception(\"Only user and assistant roles are supported, with the exception of an initial optional system message!\") }}  \n    {%- endif %}  \n{%- endfor %}",
   "clean_up_tokenization_spaces": false,
   "eos_token": "</s>",
   "extra_special_tokens": {},