Instructions to use inverse-scaling/opt-2.7b_eval with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use inverse-scaling/opt-2.7b_eval with Transformers:

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

pipe = pipeline("text-generation", model="inverse-scaling/opt-2.7b_eval")

# Load model directly
from transformers import AutoTokenizer, AutoModelForCausalLM

tokenizer = AutoTokenizer.from_pretrained("inverse-scaling/opt-2.7b_eval")
model = AutoModelForCausalLM.from_pretrained("inverse-scaling/opt-2.7b_eval")

Notebooks
Google Colab
Kaggle
Local Apps Settings

vLLM

How to use inverse-scaling/opt-2.7b_eval with vLLM:

Install from pip and serve model

# Install vLLM from pip:
pip install vllm
# Start the vLLM server:
vllm serve "inverse-scaling/opt-2.7b_eval"
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:8000/v1/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "inverse-scaling/opt-2.7b_eval",
		"prompt": "Once upon a time,",
		"max_tokens": 512,
		"temperature": 0.5
	}'

Use Docker

docker model run hf.co/inverse-scaling/opt-2.7b_eval

SGLang

How to use inverse-scaling/opt-2.7b_eval 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 "inverse-scaling/opt-2.7b_eval" \
    --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": "inverse-scaling/opt-2.7b_eval",
		"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 "inverse-scaling/opt-2.7b_eval" \
        --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": "inverse-scaling/opt-2.7b_eval",
		"prompt": "Once upon a time,",
		"max_tokens": 512,
		"temperature": 0.5
	}'

Docker Model Runner
How to use inverse-scaling/opt-2.7b_eval with Docker Model Runner:
```
docker model run hf.co/inverse-scaling/opt-2.7b_eval
```

opt-2.7b_eval

Commit History

Add verifyToken field to verify evaluation results are produced by Hugging Face's automatic model evaluator (#19)

a2de279

MicPie

autoevaluator HF Staff commited on Jan 2, 2023

Add evaluation results on the mathemakitten--winobias_antistereotype_test_v5 config and test split of mathemakitten/winobias_antistereotype_test_v5 (#18)

7efae61

MicPie

autoevaluator HF Staff commited on Nov 14, 2022

Add evaluation results on the mathemakitten--winobias_antistereotype_test_v5 config and test split of mathemakitten/winobias_antistereotype_test_v5 (#17)

d4491fe

MicPie

autoevaluator HF Staff commited on Nov 14, 2022

Add evaluation results on the mathemakitten--winobias_antistereotype_test_v5 config and test split of mathemakitten/winobias_antistereotype_test_v5 (#16)

44a34de

MicPie

autoevaluator HF Staff commited on Nov 14, 2022

Add evaluation results on the mathemakitten--winobias_antistereotype_test_cot_v3 config and test split of mathemakitten/winobias_antistereotype_test_cot_v3 (#13)

7e07887

MicPie

autoevaluator HF Staff commited on Nov 7, 2022

Add evaluation results on the mathemakitten--winobias_antistereotype_test_cot_v1 config and test split of mathemakitten/winobias_antistereotype_test_cot_v1 (#12)

f454423

MicPie

autoevaluator HF Staff commited on Nov 3, 2022

Add evaluation results on the inverse-scaling--hindsight-neglect-10shot config and train split of inverse-scaling/hindsight-neglect-10shot (#6)

99c9b7f

MicPie

autoevaluator HF Staff commited on Oct 9, 2022

Update README.md

f031bd2

MicPie commited on Oct 8, 2022

Update README.md

eaa0bb2

MicPie commited on Oct 8, 2022

Add evaluation results on the inverse-scaling--NeQA config and train split of inverse-scaling/NeQA (#3)

92250f6

MicPie

autoevaluator HF Staff commited on Oct 8, 2022

Update README.md

bdc8ddd

MicPie commited on Oct 8, 2022

Add evaluation results on the inverse-scaling--41 config and train split of inverse-scaling/41 (#2)

7e749b5

MicPie

autoevaluator HF Staff commited on Oct 7, 2022

cp opt-2.7b

2a83fcf

Michael Pieler commited on Oct 6, 2022

inverse-scaling
/

opt-2.7b_eval

Commit History

Add verifyToken field to verify evaluation results are produced by Hugging Face's automatic model evaluator (#19)

a2de279

Add evaluation results on the mathemakitten--winobias_antistereotype_test_v5 config and test split of mathemakitten/winobias_antistereotype_test_v5 (#18)

7efae61

Add evaluation results on the mathemakitten--winobias_antistereotype_test_v5 config and test split of mathemakitten/winobias_antistereotype_test_v5 (#17)

d4491fe

Add evaluation results on the mathemakitten--winobias_antistereotype_test_v5 config and test split of mathemakitten/winobias_antistereotype_test_v5 (#16)

44a34de

Add evaluation results on the mathemakitten--winobias_antistereotype_test_cot_v3 config and test split of mathemakitten/winobias_antistereotype_test_cot_v3 (#13)

7e07887

Add evaluation results on the mathemakitten--winobias_antistereotype_test_cot_v1 config and test split of mathemakitten/winobias_antistereotype_test_cot_v1 (#12)

f454423

Add evaluation results on the inverse-scaling--hindsight-neglect-10shot config and train split of inverse-scaling/hindsight-neglect-10shot (#6)

99c9b7f

Update README.md

f031bd2

Update README.md

eaa0bb2

Add evaluation results on the inverse-scaling--NeQA config and train split of inverse-scaling/NeQA (#3)

92250f6

Update README.md

bdc8ddd

Add evaluation results on the inverse-scaling--41 config and train split of inverse-scaling/41 (#2)

7e749b5

cp opt-2.7b

2a83fcf

initial commit

83e34fe

Commit History

Add verifyToken field to verify evaluation results are produced by Hugging Face's automatic model evaluator (#19) a2de279

Add evaluation results on the mathemakitten--winobias_antistereotype_test_v5 config and test split of mathemakitten/winobias_antistereotype_test_v5 (#18) 7efae61

Add evaluation results on the mathemakitten--winobias_antistereotype_test_v5 config and test split of mathemakitten/winobias_antistereotype_test_v5 (#17) d4491fe

Add evaluation results on the mathemakitten--winobias_antistereotype_test_v5 config and test split of mathemakitten/winobias_antistereotype_test_v5 (#16) 44a34de

Add evaluation results on the mathemakitten--winobias_antistereotype_test_cot_v3 config and test split of mathemakitten/winobias_antistereotype_test_cot_v3 (#13) 7e07887

Add evaluation results on the mathemakitten--winobias_antistereotype_test_cot_v1 config and test split of mathemakitten/winobias_antistereotype_test_cot_v1 (#12) f454423

Add evaluation results on the inverse-scaling--hindsight-neglect-10shot config and train split of inverse-scaling/hindsight-neglect-10shot (#6) 99c9b7f

Update README.md f031bd2

Update README.md eaa0bb2

Add evaluation results on the inverse-scaling--NeQA config and train split of inverse-scaling/NeQA (#3) 92250f6

Update README.md bdc8ddd

Add evaluation results on the inverse-scaling--41 config and train split of inverse-scaling/41 (#2) 7e749b5

cp opt-2.7b 2a83fcf

initial commit 83e34fe

Add verifyToken field to verify evaluation results are produced by Hugging Face's automatic model evaluator (#19)

a2de279

Add evaluation results on the mathemakitten--winobias_antistereotype_test_v5 config and test split of mathemakitten/winobias_antistereotype_test_v5 (#18)

7efae61

Add evaluation results on the mathemakitten--winobias_antistereotype_test_v5 config and test split of mathemakitten/winobias_antistereotype_test_v5 (#17)

d4491fe

Add evaluation results on the mathemakitten--winobias_antistereotype_test_v5 config and test split of mathemakitten/winobias_antistereotype_test_v5 (#16)

44a34de

Add evaluation results on the mathemakitten--winobias_antistereotype_test_cot_v3 config and test split of mathemakitten/winobias_antistereotype_test_cot_v3 (#13)

7e07887

Add evaluation results on the mathemakitten--winobias_antistereotype_test_cot_v1 config and test split of mathemakitten/winobias_antistereotype_test_cot_v1 (#12)

f454423

Add evaluation results on the inverse-scaling--hindsight-neglect-10shot config and train split of inverse-scaling/hindsight-neglect-10shot (#6)

99c9b7f

Update README.md

f031bd2

Update README.md

eaa0bb2

Add evaluation results on the inverse-scaling--NeQA config and train split of inverse-scaling/NeQA (#3)

92250f6

Update README.md

bdc8ddd

Add evaluation results on the inverse-scaling--41 config and train split of inverse-scaling/41 (#2)

7e749b5

cp opt-2.7b

2a83fcf

initial commit

83e34fe