Instructions to use aifffffffd/MyGemmaMath with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use aifffffffd/MyGemmaMath with Transformers:

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

pipe = pipeline("text-generation", model="aifffffffd/MyGemmaMath")
messages = [
    {"role": "user", "content": "Who are you?"},
]
pipe(messages)

# Load model directly
from transformers import AutoTokenizer, AutoModelForCausalLM

tokenizer = AutoTokenizer.from_pretrained("aifffffffd/MyGemmaMath")
model = AutoModelForCausalLM.from_pretrained("aifffffffd/MyGemmaMath", 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 aifffffffd/MyGemmaMath with vLLM:

Install from pip and serve model

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

Use Docker

docker model run hf.co/aifffffffd/MyGemmaMath

SGLang

How to use aifffffffd/MyGemmaMath 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 "aifffffffd/MyGemmaMath" \
    --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": "aifffffffd/MyGemmaMath",
		"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 "aifffffffd/MyGemmaMath" \
        --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": "aifffffffd/MyGemmaMath",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Docker Model Runner
How to use aifffffffd/MyGemmaMath with Docker Model Runner:
```
docker model run hf.co/aifffffffd/MyGemmaMath
```

aifffffffd commited on Aug 20, 2025

Commit

305a354

verified ·

1 Parent(s): 96bbce8

Training in progress, epoch 5

Browse files

Files changed (4) hide show

README.md +1 -2
model.safetensors +1 -1
runs/Aug20_18-24-36_5eeffa268421/events.out.tfevents.1755714281.5eeffa268421.761.1 +3 -0
training_args.bin +1 -1

README.md CHANGED Viewed

@@ -1,5 +1,4 @@
 ---
-base_model: google/gemma-3-270m-it
 library_name: transformers
 model_name: MyGemmaMath
 tags:
@@ -11,7 +10,7 @@ licence: license
 # Model Card for MyGemmaMath
-This model is a fine-tuned version of [google/gemma-3-270m-it](https://huggingface.co/google/gemma-3-270m-it).
 It has been trained using [TRL](https://github.com/huggingface/trl).
 ## Quick start

 ---
 library_name: transformers
 model_name: MyGemmaMath
 tags:
 # Model Card for MyGemmaMath
+This model is a fine-tuned version of [None](https://huggingface.co/None).
 It has been trained using [TRL](https://github.com/huggingface/trl).
 ## Quick start

model.safetensors CHANGED Viewed

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:4e86c104e645a9712408e58f2574347a0b12cd2cbd8669b7baa9175ade6052fc
 size 536223056

 version https://git-lfs.github.com/spec/v1
+oid sha256:7f77eb2c976dda742534f6aa4bb9dd6796737d3536abf8be2ecbb745f24070fb
 size 536223056

runs/Aug20_18-24-36_5eeffa268421/events.out.tfevents.1755714281.5eeffa268421.761.1 ADDED Viewed

	@@ -0,0 +1,3 @@

+version https://git-lfs.github.com/spec/v1
+oid sha256:fcb81eac86fcfb595ee0c0b5d834622892bf33b26c527a54adf225cc60d02051
+size 55571

training_args.bin CHANGED Viewed

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:4a379665706db8200a941d9a84f70a833c46e2068d4ca836815ac4505ed56daf
 size 6225

 version https://git-lfs.github.com/spec/v1
+oid sha256:1310701df79d3fccaba63ca94a165f155754bd3bb04d0a2933816af550a71176
 size 6225