Instructions to use HenrySentinel/tinyMind-SFT with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use HenrySentinel/tinyMind-SFT with Transformers:

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

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

# Load model directly
from transformers import AutoModelForCausalLM
model = AutoModelForCausalLM.from_pretrained("HenrySentinel/tinyMind-SFT", dtype="auto")

Notebooks
Google Colab
Kaggle
Local Apps

vLLM

How to use HenrySentinel/tinyMind-SFT with vLLM:

Install from pip and serve model

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

Use Docker

docker model run hf.co/HenrySentinel/tinyMind-SFT

SGLang

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

Docker Model Runner
How to use HenrySentinel/tinyMind-SFT with Docker Model Runner:
```
docker model run hf.co/HenrySentinel/tinyMind-SFT
```

HenrySentinel commited on 14 days ago

Commit

b5a618f

verified ·

1 Parent(s): f71108a

SFT on SmolTalk (20K) - SmolLM2 recipe

Browse files

Files changed (5) hide show

chat_template.jinja +8 -0
config.json +24 -0
pytorch_model.bin +3 -0
tokenizer.json +0 -0
tokenizer_config.json +14 -0

chat_template.jinja ADDED Viewed

	@@ -0,0 +1,8 @@

+{% for message in messages %}{% if message['role'] == 'user' %}{{ '<|user|>
+' + message['content'] + '
+' }}{% elif message['role'] == 'assistant' %}{{ '<|assistant|>
+' + message['content'] + eos_token + '
+' }}{% elif message['role'] == 'system' %}{{ '<|system|>
+' + message['content'] + '
+' }}{% endif %}{% endfor %}{% if add_generation_prompt %}{{ '<|assistant|>
+' }}{% endif %}

config.json ADDED Viewed

	@@ -0,0 +1,24 @@

+{
+  "architectures": [
+    "TinyMindForCausalLM"
+  ],
+  "auto_map": {
+    "AutoConfig": "configuration_tinymind.TinyMindConfig",
+    "AutoModelForCausalLM": "modeling_tinymind.TinyMindForCausalLM"
+  },
+  "dropout": 0.0,
+  "max_seq_len": 512,
+  "model_type": "tiny_smart_llm",
+  "n_embd": 256,
+  "n_heads": 8,
+  "n_layers": 6,
+  "num_hidden_layers": 6,
+  "hidden_size": 256,
+  "num_attention_heads": 8,
+  "max_position_embeddings": 512,
+  "torch_dtype": "float32",
+  "vocab_size": 50257,
+  "bos_token_id": 50256,
+  "eos_token_id": 50256,
+  "pad_token_id": 50256
+}

pytorch_model.bin ADDED Viewed

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

+version https://git-lfs.github.com/spec/v1
+oid sha256:5e9b51c115535a3aebd876c60fc764470ba86f7e5137225b6a70dd8547c85eb2
+size 70947609

tokenizer.json ADDED Viewed

The diff for this file is too large to render. See raw diff

tokenizer_config.json ADDED Viewed

	@@ -0,0 +1,14 @@

+{
+  "add_prefix_space": false,
+  "backend": "tokenizers",
+  "bos_token": "<|endoftext|>",
+  "clean_up_tokenization_spaces": false,
+  "eos_token": "<|endoftext|>",
+  "errors": "replace",
+  "is_local": false,
+  "local_files_only": false,
+  "model_max_length": 512,
+  "pad_token": "<|endoftext|>",
+  "tokenizer_class": "GPT2Tokenizer",
+  "unk_token": "<|endoftext|>"
+}