Instructions to use rimon-dutta/Rimon-Math-3B-V1 with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use rimon-dutta/Rimon-Math-3B-V1 with Transformers:

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

pipe = pipeline("text-generation", model="rimon-dutta/Rimon-Math-3B-V1")
messages = [
    {"role": "user", "content": "Who are you?"},
]
pipe(messages)

# Load model directly
from transformers import AutoTokenizer, AutoModelForCausalLM

tokenizer = AutoTokenizer.from_pretrained("rimon-dutta/Rimon-Math-3B-V1")
model = AutoModelForCausalLM.from_pretrained("rimon-dutta/Rimon-Math-3B-V1")
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 rimon-dutta/Rimon-Math-3B-V1 with vLLM:

Install from pip and serve model

# Install vLLM from pip:
pip install vllm
# Start the vLLM server:
vllm serve "rimon-dutta/Rimon-Math-3B-V1"
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:8000/v1/chat/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "rimon-dutta/Rimon-Math-3B-V1",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Use Docker

docker model run hf.co/rimon-dutta/Rimon-Math-3B-V1

SGLang

How to use rimon-dutta/Rimon-Math-3B-V1 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 "rimon-dutta/Rimon-Math-3B-V1" \
    --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": "rimon-dutta/Rimon-Math-3B-V1",
		"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 "rimon-dutta/Rimon-Math-3B-V1" \
        --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": "rimon-dutta/Rimon-Math-3B-V1",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Unsloth Studio

How to use rimon-dutta/Rimon-Math-3B-V1 with Unsloth Studio:

Install Unsloth Studio (macOS, Linux, WSL)

curl -fsSL https://unsloth.ai/install.sh | sh
# Run unsloth studio
unsloth studio -H 0.0.0.0 -p 8888
# Then open http://localhost:8888 in your browser
# Search for rimon-dutta/Rimon-Math-3B-V1 to start chatting

Install Unsloth Studio (Windows)

irm https://unsloth.ai/install.ps1 | iex
# Run unsloth studio
unsloth studio -H 0.0.0.0 -p 8888
# Then open http://localhost:8888 in your browser
# Search for rimon-dutta/Rimon-Math-3B-V1 to start chatting

Using HuggingFace Spaces for Unsloth

# No setup required
# Open https://huggingface.co/spaces/unsloth/studio in your browser
# Search for rimon-dutta/Rimon-Math-3B-V1 to start chatting

Load model with FastModel

pip install unsloth
from unsloth import FastModel
model, tokenizer = FastModel.from_pretrained(
    model_name="rimon-dutta/Rimon-Math-3B-V1",
    max_seq_length=2048,
)

Docker Model Runner
How to use rimon-dutta/Rimon-Math-3B-V1 with Docker Model Runner:
```
docker model run hf.co/rimon-dutta/Rimon-Math-3B-V1
```

rimon-dutta commited on 7 days ago

Commit

ffbee6f

verified ·

1 Parent(s): 474fb27

Update config.json

Browse files

Files changed (1) hide show

config.json +5 -2

config.json CHANGED Viewed

@@ -6,7 +6,10 @@
   "attention_dropout": 0.0,
   "bos_token_id": 128000,
   "dtype": "float16",
-  "eos_token_id": 128001,
   "head_dim": 128,
   "hidden_act": "silu",
   "hidden_size": 3072,
@@ -34,4 +37,4 @@
   "unsloth_fixed": true,
   "use_cache": true,
   "vocab_size": 128256
-}

   "attention_dropout": 0.0,
   "bos_token_id": 128000,
   "dtype": "float16",
+  "eos_token_id": [
+    128001,
+    128009
+  ],
   "head_dim": 128,
   "hidden_act": "silu",
   "hidden_size": 3072,
   "unsloth_fixed": true,
   "use_cache": true,
   "vocab_size": 128256
+}