Instructions to use OptimalScale/robin-65b-v2-delta with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use OptimalScale/robin-65b-v2-delta with Transformers:

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

pipe = pipeline("text-generation", model="OptimalScale/robin-65b-v2-delta")

# Load model directly
from transformers import AutoTokenizer, AutoModelForCausalLM

tokenizer = AutoTokenizer.from_pretrained("OptimalScale/robin-65b-v2-delta")
model = AutoModelForCausalLM.from_pretrained("OptimalScale/robin-65b-v2-delta")

Notebooks
Google Colab
Kaggle
Local Apps

vLLM

How to use OptimalScale/robin-65b-v2-delta with vLLM:

Install from pip and serve model

# Install vLLM from pip:
pip install vllm
# Start the vLLM server:
vllm serve "OptimalScale/robin-65b-v2-delta"
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:8000/v1/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "OptimalScale/robin-65b-v2-delta",
		"prompt": "Once upon a time,",
		"max_tokens": 512,
		"temperature": 0.5
	}'

Use Docker

docker model run hf.co/OptimalScale/robin-65b-v2-delta

SGLang

How to use OptimalScale/robin-65b-v2-delta 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 "OptimalScale/robin-65b-v2-delta" \
    --host 0.0.0.0 \
    --port 30000
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:30000/v1/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "OptimalScale/robin-65b-v2-delta",
		"prompt": "Once upon a time,",
		"max_tokens": 512,
		"temperature": 0.5
	}'

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 "OptimalScale/robin-65b-v2-delta" \
        --host 0.0.0.0 \
        --port 30000
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:30000/v1/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "OptimalScale/robin-65b-v2-delta",
		"prompt": "Once upon a time,",
		"max_tokens": 512,
		"temperature": 0.5
	}'

Docker Model Runner
How to use OptimalScale/robin-65b-v2-delta with Docker Model Runner:
```
docker model run hf.co/OptimalScale/robin-65b-v2-delta
```

robin-65b-v2-delta

261 GB

Ctrl+K

3 contributors

History: 4 commits

SFconvertbot

Adding `safetensors` variant of this model

70b59b2 verified 9 months ago

OptimalScale
/

robin-65b-v2-delta

Detected Pickle imports (4)

Detected Pickle imports (4)

Detected Pickle imports (4)

Detected Pickle imports (4)

Detected Pickle imports (4)

Detected Pickle imports (4)

Detected Pickle imports (4)

Detected Pickle imports (4)

Detected Pickle imports (4)

Detected Pickle imports (4)

Detected Pickle imports (4)

Detected Pickle imports (4)

Detected Pickle imports (4)

Detected Pickle imports (4)