Instructions to use sree-aimaker/Model with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use sree-aimaker/Model with Transformers:

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

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

# Load model directly
from transformers import AutoTokenizer, AutoModelForCausalLM

tokenizer = AutoTokenizer.from_pretrained("sree-aimaker/Model")
model = AutoModelForCausalLM.from_pretrained("sree-aimaker/Model")
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 sree-aimaker/Model with vLLM:

Install from pip and serve model

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

Use Docker

docker model run hf.co/sree-aimaker/Model

SGLang

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

Docker Model Runner
How to use sree-aimaker/Model with Docker Model Runner:
```
docker model run hf.co/sree-aimaker/Model
```

sree-aimaker commited on Sep 3, 2025

Commit

6afb8a2

verified ·

1 Parent(s): e905259

End of training

Browse files

Files changed (3) hide show

README.md +1 -1
runs/Sep03_11-33-04_decisionfacts-dev-68b825f7d9cd95697e03fc28/events.out.tfevents.1756899185.decisionfacts-dev-68b825f7d9cd95697e03fc28.2529.0 +3 -0
training_args.bin +1 -1

README.md CHANGED Viewed

@@ -5,8 +5,8 @@ library_name: transformers
 model_name: Model
 tags:
 - generated_from_trainer
-- trl
 - sft
 licence: license
 ---

 model_name: Model
 tags:
 - generated_from_trainer
 - sft
+- trl
 licence: license
 ---

runs/Sep03_11-33-04_decisionfacts-dev-68b825f7d9cd95697e03fc28/events.out.tfevents.1756899185.decisionfacts-dev-68b825f7d9cd95697e03fc28.2529.0 ADDED Viewed

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

+version https://git-lfs.github.com/spec/v1
+oid sha256:d76cf35113228b7ab32a9f2b69a6d8592ca9050cdebaae958fa4c5da9ab5b5f1
+size 16620

training_args.bin CHANGED Viewed

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:40478d09dcd6b6de27a7152a31873fabf0c269d364469fb2f0257ae66a35cec9
 size 6289

 version https://git-lfs.github.com/spec/v1
+oid sha256:8f93182a9e219447c3950f704d8c34d8696e32c6d3e8fd5db3413020659e3cf7
 size 6289