Instructions to use DedeProGames/Wisp-15M with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use DedeProGames/Wisp-15M with Transformers:

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

pipe = pipeline("text-generation", model="DedeProGames/Wisp-15M")

# pip install -U transformers accelerate
# Load model directly
from transformers import AutoTokenizer, AutoModelForCausalLM

tokenizer = AutoTokenizer.from_pretrained("DedeProGames/Wisp-15M")
model = AutoModelForCausalLM.from_pretrained("DedeProGames/Wisp-15M", device_map="auto")

Notebooks
Google Colab
Kaggle
Local Apps Settings

vLLM

How to use DedeProGames/Wisp-15M with vLLM:

Install from pip and serve model

# Install vLLM from pip:
pip install vllm
# Start the vLLM server:
vllm serve "DedeProGames/Wisp-15M"
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:8000/v1/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "DedeProGames/Wisp-15M",
		"prompt": "Once upon a time,",
		"max_tokens": 512,
		"temperature": 0.5
	}'

Use Docker

docker model run hf.co/DedeProGames/Wisp-15M

SGLang

How to use DedeProGames/Wisp-15M 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 "DedeProGames/Wisp-15M" \
    --host 0.0.0.0 \
    --port 30000
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:30000/v1/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "DedeProGames/Wisp-15M",
		"prompt": "Once upon a time,",
		"max_tokens": 512,
		"temperature": 0.5
	}'

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 "DedeProGames/Wisp-15M" \
        --host 0.0.0.0 \
        --port 30000
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:30000/v1/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "DedeProGames/Wisp-15M",
		"prompt": "Once upon a time,",
		"max_tokens": 512,
		"temperature": 0.5
	}'

Docker Model Runner
How to use DedeProGames/Wisp-15M with Docker Model Runner:
```
docker model run hf.co/DedeProGames/Wisp-15M
```

Wisp-15M / training_summary.json

DedeProGames

Wisp-15M: 3.00B tokens

942ba60 verified 23 days ago

Raw History Blame Contribute Delete

1.63 kB

{
  "size": "15M",
  "params": 15531840,
  "config": {
    "vocab_size": 8192,
    "hidden_size": 320,
    "intermediate_size": 864,
    "num_hidden_layers": 12,
    "num_attention_heads": 10,
    "num_key_value_heads": 2,
    "max_position_embeddings": 2048,
    "rope_theta": 10000.0,
    "rms_norm_eps": 1e-05,
    "initializer_range": 0.02
  },
  "tokens": 2999975936,
  "steps": 11444,
  "batch_tokens": 262144,
  "seq_len": 2048,
  "opt": "muon",
  "lr": 0.007,
  "wd": 0.1,
  "warmup_frac": 0.01,
  "decay_frac": 0.2,
  "gpu": "NVIDIA L4",
  "train_minutes": 372.6,
  "final_val": {
    "dclm": 3.1669,
    "finemath": 2.2753,
    "fineweb": 2.9144,
    "stack": 1.4606,
    "avg": 2.4543
  },
  "samples": [
    "The meaning of life is that the person who lives in a certain place will be able to live with his or her own needs. The person who lives in an area where he/she has no need for food and drinks, can live without food.\nIn addition",
    "Once upon a time, the people of the country were in their own hands. The people of the country were not able to get any help from them. They had no idea what they wanted and could not find anything else.\nThe people of the country were not able",
    "def is_prime(n): print(prime)\nprint(\"Prime number: \", n)\n\n# Prime numbers are not prime\nprint(prime)\nprint(prime)\nprint(prime)\n\n# Prime numbers are not prime\nprint(",
    "The derivative of x^2 is 1/x^3. The derivative of y^2 is 0, which means that the derivative of y is 0.\n\n## What is the derivative of x?\n\nThe derivative of a function is defined as"
  ],
  "parity_max_diff": 2.193450927734375e-05
}

	{
	"size": "15M",
	"params": 15531840,
	"config": {
	"vocab_size": 8192,
	"hidden_size": 320,
	"intermediate_size": 864,
	"num_hidden_layers": 12,
	"num_attention_heads": 10,
	"num_key_value_heads": 2,
	"max_position_embeddings": 2048,
	"rope_theta": 10000.0,
	"rms_norm_eps": 1e-05,
	"initializer_range": 0.02
	},
	"tokens": 2999975936,
	"steps": 11444,
	"batch_tokens": 262144,
	"seq_len": 2048,
	"opt": "muon",
	"lr": 0.007,
	"wd": 0.1,
	"warmup_frac": 0.01,
	"decay_frac": 0.2,
	"gpu": "NVIDIA L4",
	"train_minutes": 372.6,
	"final_val": {
	"dclm": 3.1669,
	"finemath": 2.2753,
	"fineweb": 2.9144,
	"stack": 1.4606,
	"avg": 2.4543
	},
	"samples": [
	"The meaning of life is that the person who lives in a certain place will be able to live with his or her own needs. The person who lives in an area where he/she has no need for food and drinks, can live without food.\nIn addition",
	"Once upon a time, the people of the country were in their own hands. The people of the country were not able to get any help from them. They had no idea what they wanted and could not find anything else.\nThe people of the country were not able",
	"def is_prime(n): print(prime)\nprint(\"Prime number: \", n)\n\n# Prime numbers are not prime\nprint(prime)\nprint(prime)\nprint(prime)\n\n# Prime numbers are not prime\nprint(",
	"The derivative of x^2 is 1/x^3. The derivative of y^2 is 0, which means that the derivative of y is 0.\n\n## What is the derivative of x?\n\nThe derivative of a function is defined as"
	],
	"parity_max_diff": 2.193450927734375e-05
	}