Instructions to use EldritchLabs/Blue20-Model_Stock-12B with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use EldritchLabs/Blue20-Model_Stock-12B with Transformers:

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

pipe = pipeline("text-generation", model="EldritchLabs/Blue20-Model_Stock-12B")
messages = [
    {"role": "user", "content": "Who are you?"},
]
pipe(messages)

# Load model directly
from transformers import AutoTokenizer, AutoModelForCausalLM

tokenizer = AutoTokenizer.from_pretrained("EldritchLabs/Blue20-Model_Stock-12B")
model = AutoModelForCausalLM.from_pretrained("EldritchLabs/Blue20-Model_Stock-12B", device_map="auto")
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]:]))

NeMo
How to use EldritchLabs/Blue20-Model_Stock-12B with NeMo:
```
# tag did not correspond to a valid NeMo domain.
```
Notebooks
Google Colab
Kaggle
Local Apps Settings

vLLM

How to use EldritchLabs/Blue20-Model_Stock-12B with vLLM:

Install from pip and serve model

# Install vLLM from pip:
pip install vllm
# Start the vLLM server:
vllm serve "EldritchLabs/Blue20-Model_Stock-12B"
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:8000/v1/chat/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "EldritchLabs/Blue20-Model_Stock-12B",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Use Docker

docker model run hf.co/EldritchLabs/Blue20-Model_Stock-12B

SGLang

How to use EldritchLabs/Blue20-Model_Stock-12B 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 "EldritchLabs/Blue20-Model_Stock-12B" \
    --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": "EldritchLabs/Blue20-Model_Stock-12B",
		"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 "EldritchLabs/Blue20-Model_Stock-12B" \
        --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": "EldritchLabs/Blue20-Model_Stock-12B",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Docker Model Runner
How to use EldritchLabs/Blue20-Model_Stock-12B with Docker Model Runner:
```
docker model run hf.co/EldritchLabs/Blue20-Model_Stock-12B
```

Blue20-Model_Stock-12B / mergekit_config.yml

Naphula

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	base_model: B:/12B/models--EldritchLabs--Cactus-Dream-Horror-12B
	models:
	- model: B:/12B/models--Aleteian--Magnum-Opus-Galatea-MN-12B
	- model: B:/12B/models--Azazelle--MN-Halide-12b-v1.0
	- model: B:/12B/models--crestf411--MN-Slush
	- model: B:/12B/models--DavidAU--MN-GRAND-Gutenberg-Lyra4-Lyra-12B-DARKNESS
	- model: B:/12B/models--EldritchLabs--Altair-Stock-12B-v1
	- model: B:/12B/models--EldritchLabs--Cactus-Dream-Horror-12B
	- model: B:/12B/models--FallenMerick--MN-Violet-Lotus-12B
	- model: B:/12B/models--Khetterman--AbominationScience-12B-v4
	- model: B:/12B/models--Khetterman--DarkAtom-12B-v3
	- model: B:/12B/models--MarinaraSpaghetti--NemoMix-Unleashed-12B
	- model: B:/12B/models--Nitral-AI--Captain-Eris_Violet-V0.420-12B
	- model: B:/12B/models--ohyeah1--Violet-Lyra-Gutenberg-v2
	- model: B:/12B/models--Retreatcost--Darkstar-12B
	- model: B:/12B/models--Vortex5--Astral-Noctra-12B
	- model: B:/12B/models--Vortex5--Azure-Starlight-12B
	- model: B:/12B/models--Vortex5--Crimson-Constellation-12B
	- model: B:/12B/models--Vortex5--Red-Synthesis-12B
	- model: B:/12B/models--Vortex5--Shining-Seraph-12B
	- model: B:/12B/models--Vortex5--Starlit-Shadow-12B
	- model: B:/12B/models--Vortex5--Vermilion-Sage-12B
	- model: B:/12B/models--yamatazen--BlueLight-12B
	merge_method: model_stock
	parameters:
	filter_wise: false
	dtype: float32
	out_dtype: bfloat16
	tokenizer:
	source: union
	chat_template: auto