Instructions to use Delta-Vector/Rei-12B with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use Delta-Vector/Rei-12B with Transformers:

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

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

# Load model directly
from transformers import AutoTokenizer, AutoModelForCausalLM

tokenizer = AutoTokenizer.from_pretrained("Delta-Vector/Rei-12B")
model = AutoModelForCausalLM.from_pretrained("Delta-Vector/Rei-12B")
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 Delta-Vector/Rei-12B with vLLM:

Install from pip and serve model

# Install vLLM from pip:
pip install vllm
# Start the vLLM server:
vllm serve "Delta-Vector/Rei-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": "Delta-Vector/Rei-12B",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Use Docker

docker model run hf.co/Delta-Vector/Rei-12B

SGLang

How to use Delta-Vector/Rei-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 "Delta-Vector/Rei-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": "Delta-Vector/Rei-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 "Delta-Vector/Rei-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": "Delta-Vector/Rei-12B",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Docker Model Runner
How to use Delta-Vector/Rei-12B with Docker Model Runner:
```
docker model run hf.co/Delta-Vector/Rei-12B
```

Delta-Vector commited on Jul 17, 2025

Commit

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Update README.md

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@@ -6,17 +6,18 @@ tags:
 - chat
 pipeline_tag: text-generation
 datasets:
-- AquaV/c2-sharegpt-advanced-prefills-filtered
-- AquaV/c1-sharegpt-advanced-prefills-filtered
-- AquaV/rainy-sharegpt-advanced-prefills-filtered
-- anthracite-core/Gryphe-Opus-Charcard-Roleplay
-- anthracite-org/kalo-opus-instruct-22k-no-refusal
-- lodrick-the-lafted/kalo-opus-instruct-3k-filtered
-- anthracite-org/nopm_claude_writing_fixed
-- anthracite-org/kalo_opus_misc_240827
-- anthracite-org/kalo_misc_part2
-- NewEden/Claude-Instruct-2.7K
-- NewEden/Claude-Instruct-5K
 ---
 <img src="https://cdn-uploads.huggingface.co/production/uploads/66c26b6fb01b19d8c3c2467b/nqMkoIsmScaTFHCFirGsc.png" width="500px" />

 - chat
 pipeline_tag: text-generation
 datasets:
+- AquaV/c2-sharegpt-advanced-prefills-filtered
+- AquaV/c1-sharegpt-advanced-prefills-filtered
+- AquaV/rainy-sharegpt-advanced-prefills-filtered
+- anthracite-core/Gryphe-Opus-Charcard-Roleplay
+- anthracite-org/kalo-opus-instruct-22k-no-refusal
+- lodrick-the-lafted/kalo-opus-instruct-3k-filtered
+- anthracite-org/nopm_claude_writing_fixed
+- anthracite-org/kalo_opus_misc_240827
+- anthracite-org/kalo_misc_part2
+- NewEden/Claude-Instruct-2.7K
+- NewEden/Claude-Instruct-5K
+license: mit
 ---
 <img src="https://cdn-uploads.huggingface.co/production/uploads/66c26b6fb01b19d8c3c2467b/nqMkoIsmScaTFHCFirGsc.png" width="500px" />