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

Libraries

How to use Astrodevil/MyGemmaNPC with Transformers:

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

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

# Load model directly
from transformers import AutoTokenizer, AutoModelForCausalLM

tokenizer = AutoTokenizer.from_pretrained("Astrodevil/MyGemmaNPC")
model = AutoModelForCausalLM.from_pretrained("Astrodevil/MyGemmaNPC")
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 Astrodevil/MyGemmaNPC with vLLM:

Install from pip and serve model

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

Use Docker

docker model run hf.co/Astrodevil/MyGemmaNPC

SGLang

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

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

Astrodevil commited on Aug 16, 2025

Commit

64da8f5

verified ·

1 Parent(s): 8a190c9

Model save

Browse files

Files changed (6) hide show

README.md +2 -2
config.json +1 -1
generation_config.json +1 -1
model.safetensors +1 -1
runs/Aug17_01-04-01_Amiteshs-Mac-mini.local/events.out.tfevents.1755372862.Amiteshs-Mac-mini.local.5997.0 +3 -0
training_args.bin +2 -2

README.md CHANGED Viewed

@@ -35,8 +35,8 @@ This model was trained with SFT.
 ### Framework versions
 - TRL: 0.21.0
-- Transformers: 4.55.1
-- Pytorch: 2.6.0+cu124
 - Datasets: 4.0.0
 - Tokenizers: 0.21.4

 ### Framework versions
 - TRL: 0.21.0
+- Transformers: 4.55.2
+- Pytorch: 2.8.0
 - Datasets: 4.0.0
 - Tokenizers: 0.21.4

config.json CHANGED Viewed

@@ -47,7 +47,7 @@
   "rope_theta": 1000000.0,
   "sliding_window": 512,
   "torch_dtype": "bfloat16",
-  "transformers_version": "4.55.1",
   "use_bidirectional_attention": false,
   "use_cache": true,
   "vocab_size": 262144

   "rope_theta": 1000000.0,
   "sliding_window": 512,
   "torch_dtype": "bfloat16",
+  "transformers_version": "4.55.2",
   "use_bidirectional_attention": false,
   "use_cache": true,
   "vocab_size": 262144

generation_config.json CHANGED Viewed

@@ -7,5 +7,5 @@
   ],
   "top_k": 64,
   "top_p": 0.95,
-  "transformers_version": "4.55.1"
 }

   ],
   "top_k": 64,
   "top_p": 0.95,
+  "transformers_version": "4.55.2"
 }

model.safetensors CHANGED Viewed

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:6b10557428c98c0639986a03e71013efb7cdb38b40983d9048aa485cef784e3c
 size 536223056

 version https://git-lfs.github.com/spec/v1
+oid sha256:94ae8a682f9ebdf9c258605b1033c08431efa4f15456afa22256bcb2766b7873
 size 536223056

runs/Aug17_01-04-01_Amiteshs-Mac-mini.local/events.out.tfevents.1755372862.Amiteshs-Mac-mini.local.5997.0 ADDED Viewed

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

+version https://git-lfs.github.com/spec/v1
+oid sha256:cd914314fd6b4ba076c30c870bb346e7dabf2b1a2ba32341c4fd229a37660aae
+size 16548

training_args.bin CHANGED Viewed

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:6164fe1c72324c8d9cd4593460815eb3a161a708a2509050a885065079ebdd15
-size 5816

 version https://git-lfs.github.com/spec/v1
+oid sha256:3f9c99a346a114f09ab31297057b8199cc81caa8804e16c4dce5d004a64e5b4a
+size 6161