Instructions to use niryuu/Karasu-1.1b-chat-vector with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use niryuu/Karasu-1.1b-chat-vector with Transformers:

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

pipe = pipeline("text-generation", model="niryuu/Karasu-1.1b-chat-vector")
messages = [
    {"role": "user", "content": "Who are you?"},
]
pipe(messages)

# Load model directly
from transformers import AutoTokenizer, AutoModelForCausalLM

tokenizer = AutoTokenizer.from_pretrained("niryuu/Karasu-1.1b-chat-vector")
model = AutoModelForCausalLM.from_pretrained("niryuu/Karasu-1.1b-chat-vector")
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]:]))

Inference
Notebooks
Google Colab
Kaggle
Local Apps Settings

vLLM

How to use niryuu/Karasu-1.1b-chat-vector with vLLM:

Install from pip and serve model

# Install vLLM from pip:
pip install vllm
# Start the vLLM server:
vllm serve "niryuu/Karasu-1.1b-chat-vector"
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:8000/v1/chat/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "niryuu/Karasu-1.1b-chat-vector",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Use Docker

docker model run hf.co/niryuu/Karasu-1.1b-chat-vector

SGLang

How to use niryuu/Karasu-1.1b-chat-vector 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 "niryuu/Karasu-1.1b-chat-vector" \
    --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": "niryuu/Karasu-1.1b-chat-vector",
		"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 "niryuu/Karasu-1.1b-chat-vector" \
        --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": "niryuu/Karasu-1.1b-chat-vector",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Docker Model Runner
How to use niryuu/Karasu-1.1b-chat-vector with Docker Model Runner:
```
docker model run hf.co/niryuu/Karasu-1.1b-chat-vector
```

niryuu commited on Mar 24, 2024

Commit

f1d3f84

verified ·

1 Parent(s): 8a41dc2

Upload LlamaForCausalLM

Browse files

Files changed (3) hide show

config.json +4 -3
generation_config.json +4 -1
model.safetensors +2 -2

config.json CHANGED Viewed

@@ -1,5 +1,5 @@
 {
-  "_name_or_path": "TinyLlama/TinyLlama-1.1B-Chat-v0.4",
   "architectures": [
     "LlamaForCausalLM"
   ],
@@ -16,6 +16,7 @@
   "num_attention_heads": 32,
   "num_hidden_layers": 22,
   "num_key_value_heads": 4,
   "pretraining_tp": 1,
   "rms_norm_eps": 1e-05,
   "rope_scaling": null,
@@ -23,6 +24,6 @@
   "tie_word_embeddings": false,
   "torch_dtype": "bfloat16",
   "transformers_version": "4.39.0",
-  "use_cache": false,
-  "vocab_size": 32003
 }

 {
+  "_name_or_path": "lightblue/karasu-1.1B",
   "architectures": [
     "LlamaForCausalLM"
   ],
   "num_attention_heads": 32,
   "num_hidden_layers": 22,
   "num_key_value_heads": 4,
+  "pad_token_id": 0,
   "pretraining_tp": 1,
   "rms_norm_eps": 1e-05,
   "rope_scaling": null,
   "tie_word_embeddings": false,
   "torch_dtype": "bfloat16",
   "transformers_version": "4.39.0",
+  "use_cache": true,
+  "vocab_size": 32000
 }

generation_config.json CHANGED Viewed

@@ -1,4 +1,7 @@
 {
-  "max_new_tokens": 32,
   "transformers_version": "4.39.0"
 }

 {
+  "bos_token_id": 1,
+  "eos_token_id": 2,
+  "max_length": 2048,
+  "pad_token_id": 0,
   "transformers_version": "4.39.0"
 }

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