Instructions to use lionking927/subnet6-l3-01 with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use lionking927/subnet6-l3-01 with Transformers:

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

pipe = pipeline("text-generation", model="lionking927/subnet6-l3-01")
messages = [
    {"role": "user", "content": "Who are you?"},
]
pipe(messages)

# Load model directly
from transformers import AutoTokenizer, AutoModelForCausalLM

tokenizer = AutoTokenizer.from_pretrained("lionking927/subnet6-l3-01")
model = AutoModelForCausalLM.from_pretrained("lionking927/subnet6-l3-01")
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 lionking927/subnet6-l3-01 with vLLM:

Install from pip and serve model

# Install vLLM from pip:
pip install vllm
# Start the vLLM server:
vllm serve "lionking927/subnet6-l3-01"
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:8000/v1/chat/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "lionking927/subnet6-l3-01",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Use Docker

docker model run hf.co/lionking927/subnet6-l3-01

SGLang

How to use lionking927/subnet6-l3-01 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 "lionking927/subnet6-l3-01" \
    --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": "lionking927/subnet6-l3-01",
		"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 "lionking927/subnet6-l3-01" \
        --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": "lionking927/subnet6-l3-01",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Docker Model Runner
How to use lionking927/subnet6-l3-01 with Docker Model Runner:
```
docker model run hf.co/lionking927/subnet6-l3-01
```

lionking927 commited on May 19, 2024

Commit

b985c04

verified ·

1 Parent(s): 7baf340

Upload LlamaForCausalLM

Browse files

Files changed (6) hide show

config.json +4 -4
generation_config.json +2 -1
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

config.json CHANGED Viewed

@@ -1,12 +1,12 @@
 {
-  "_name_or_path": "/workspace/finetuning-subnet/local-models/training/2024-05-18_04-21-38",
   "architectures": [
     "LlamaForCausalLM"
   ],
   "attention_bias": false,
   "attention_dropout": 0.0,
   "bos_token_id": 100257,
-  "eos_token_id": 128001,
   "hidden_act": "silu",
   "hidden_size": 4096,
   "initializer_range": 0.02,
@@ -22,7 +22,7 @@
   "rope_theta": 500000.0,
   "tie_word_embeddings": false,
   "torch_dtype": "bfloat16",
-  "transformers_version": "4.40.0",
-  "use_cache": true,
   "vocab_size": 128256
 }

 {
+  "_name_or_path": "/workspace/finetuning-subnet/local-models/training/2024-05-19_09-18-21",
   "architectures": [
     "LlamaForCausalLM"
   ],
   "attention_bias": false,
   "attention_dropout": 0.0,
   "bos_token_id": 100257,
+  "eos_token_id": 100257,
   "hidden_act": "silu",
   "hidden_size": 4096,
   "initializer_range": 0.02,
   "rope_theta": 500000.0,
   "tie_word_embeddings": false,
   "torch_dtype": "bfloat16",
+  "transformers_version": "4.38.0",
+  "use_cache": false,
   "vocab_size": 128256
 }

generation_config.json CHANGED Viewed

@@ -2,5 +2,6 @@
   "_from_model_config": true,
   "bos_token_id": 128000,
   "eos_token_id": 128001,
-  "transformers_version": "4.40.0"
 }

   "_from_model_config": true,
   "bos_token_id": 128000,
   "eos_token_id": 128001,
+  "transformers_version": "4.38.0",
+  "use_cache": false
 }

model-00001-of-00004.safetensors CHANGED Viewed

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:e4f87a89d6227d9f2b301c441e488ffae2fc9817632f4a1d702e61df3a16b395
 size 4976698672

 version https://git-lfs.github.com/spec/v1
+oid sha256:f27567747d55aac526332e860b7ed610d1d392ab2c7427480f651c6ca37c42b3
 size 4976698672

model-00002-of-00004.safetensors CHANGED Viewed

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:dcb2fb7e7b8fc32cea1fdd6a471fc49f7b9f61f175154b136a383c39bbfdfa60
 size 4999802720

 version https://git-lfs.github.com/spec/v1
+oid sha256:044fe0b09ffc55642557c350f24845961be63ad378e16c5d6c1c39665b8f82c4
 size 4999802720

model-00003-of-00004.safetensors CHANGED Viewed

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:5c44173b0baf49123239e606d09c67c4c7a6fa440679967e34a0ddf7e653215b
 size 4915916176

 version https://git-lfs.github.com/spec/v1
+oid sha256:df94523b8d24e936f950ad2a8653f42d11b1c32c5edfc220040c20c16fdc13b6
 size 4915916176

model-00004-of-00004.safetensors CHANGED Viewed

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:042d340e78e68fd5dac7c355af9add50d6c4d7b9678eac5ef286627af2409c34
 size 1168138808

 version https://git-lfs.github.com/spec/v1
+oid sha256:2f71f9fcc33662314156aa13627805cdc45ee78bd0f1e8324595c3cc0483e7ae
 size 1168138808