Instructions to use Kwang-su/llama3-model with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use Kwang-su/llama3-model with Transformers:

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

pipe = pipeline("text-generation", model="Kwang-su/llama3-model")
messages = [
    {"role": "user", "content": "Who are you?"},
]
pipe(messages)

# Load model directly
from transformers import AutoTokenizer, AutoModelForCausalLM

tokenizer = AutoTokenizer.from_pretrained("Kwang-su/llama3-model")
model = AutoModelForCausalLM.from_pretrained("Kwang-su/llama3-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 Kwang-su/llama3-model with vLLM:

Install from pip and serve model

# Install vLLM from pip:
pip install vllm
# Start the vLLM server:
vllm serve "Kwang-su/llama3-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": "Kwang-su/llama3-model",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Use Docker

docker model run hf.co/Kwang-su/llama3-model

SGLang

How to use Kwang-su/llama3-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 "Kwang-su/llama3-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": "Kwang-su/llama3-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 "Kwang-su/llama3-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": "Kwang-su/llama3-model",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Docker Model Runner
How to use Kwang-su/llama3-model with Docker Model Runner:
```
docker model run hf.co/Kwang-su/llama3-model
```

Kwang-su commited on Apr 1

Commit

4fef478

verified ·

1 Parent(s): c01b679

Upload LlamaForCausalLM

Browse files

Files changed (7) hide show

config.json +5 -4
generation_config.json +10 -5
model-00001-of-00004.safetensors +1 -1
model-00002-of-00004.safetensors +1 -1
model-00003-of-00004.safetensors +1 -1
model-00004-of-00004.safetensors +1 -1
model.safetensors.index.json +1 -0

config.json CHANGED Viewed

@@ -1,17 +1,19 @@
 {
-  "_name_or_path": "beomi/Llama-3-Open-Ko-8B",
   "architectures": [
     "LlamaForCausalLM"
   ],
   "attention_bias": false,
   "attention_dropout": 0.0,
   "bos_token_id": 128000,
-  "eos_token_id": 128001,
   "hidden_act": "silu",
   "hidden_size": 4096,
   "initializer_range": 0.02,
   "intermediate_size": 14336,
   "max_position_embeddings": 8192,
   "model_type": "llama",
   "num_attention_heads": 32,
   "num_hidden_layers": 32,
@@ -21,8 +23,7 @@
   "rope_scaling": null,
   "rope_theta": 500000.0,
   "tie_word_embeddings": false,
-  "torch_dtype": "float16",
-  "transformers_version": "4.40.0",
   "use_cache": true,
   "vocab_size": 128256
 }

 {
   "architectures": [
     "LlamaForCausalLM"
   ],
   "attention_bias": false,
   "attention_dropout": 0.0,
   "bos_token_id": 128000,
+  "dtype": "float16",
+  "eos_token_id": 128009,
+  "head_dim": 128,
   "hidden_act": "silu",
   "hidden_size": 4096,
   "initializer_range": 0.02,
   "intermediate_size": 14336,
   "max_position_embeddings": 8192,
+  "mlp_bias": false,
   "model_type": "llama",
   "num_attention_heads": 32,
   "num_hidden_layers": 32,
   "rope_scaling": null,
   "rope_theta": 500000.0,
   "tie_word_embeddings": false,
+  "transformers_version": "4.57.6",
   "use_cache": true,
   "vocab_size": 128256
 }

generation_config.json CHANGED Viewed

@@ -1,7 +1,12 @@
 {
-  "_from_model_config": true,
-  "bos_token_id": 1,
-  "eos_token_id": 2,
-  "pad_token_id": 2,
-  "transformers_version": "4.40.0"
 }

 {
+  "bos_token_id": 128000,
+  "do_sample": true,
+  "eos_token_id": [
+    128001,
+    128009
+  ],
+  "max_length": 4096,
+  "temperature": 0.6,
+  "top_p": 0.9,
+  "transformers_version": "4.57.6"
 }

model-00001-of-00004.safetensors CHANGED Viewed

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:56d48c98d37db8ac378e16475f67eee3cf48fd27287985e9493eddc4d3bf4d7c
 size 4976698592

 version https://git-lfs.github.com/spec/v1
+oid sha256:face513dab35244d03043f49e596805fbdaca2b9eb58dcf1e6a74a2f253ba665
 size 4976698592

model-00002-of-00004.safetensors CHANGED Viewed

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:c66cc87e46255fa80896de9a67d9c7d94cf55de57d0fc86753f925226977f7f7
 size 4999802616

 version https://git-lfs.github.com/spec/v1
+oid sha256:bf8042f848cde7cedaf8b563c87dc0885cb37074b21f28dfef2a98df57eb59c8
 size 4999802616

model-00003-of-00004.safetensors CHANGED Viewed

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:52560285f89bc12524e5bb7f7609037b49434ccfb081ae6b626371e4fd1c5d94
 size 4915916080

 version https://git-lfs.github.com/spec/v1
+oid sha256:8403da2ee8bb2a5caf8ff74a4118c0fb537af80dc042997e5f6777948c9a6122
 size 4915916080

model-00004-of-00004.safetensors CHANGED Viewed

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:ed70a3a9c1986d5b047fc1354aac07495559f1ebc37908e505a1655e44913680
 size 1168138808

 version https://git-lfs.github.com/spec/v1
+oid sha256:146753a60dc85291a4fc40674be347e996064b6cd5a2e48f4b888000a1e19440
 size 1168138808

model.safetensors.index.json CHANGED Viewed

@@ -1,5 +1,6 @@
 {
   "metadata": {
     "total_size": 16060522496
   },
   "weight_map": {

 {
   "metadata": {
+    "total_parameters": 8030261248,
     "total_size": 16060522496
   },
   "weight_map": {