Instructions to use FinancialSupport/gpt2-ft-medical-qa with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use FinancialSupport/gpt2-ft-medical-qa with Transformers:

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

pipe = pipeline("text-generation", model="FinancialSupport/gpt2-ft-medical-qa")

# Load model directly
from transformers import AutoTokenizer, AutoModelForCausalLM

tokenizer = AutoTokenizer.from_pretrained("FinancialSupport/gpt2-ft-medical-qa")
model = AutoModelForCausalLM.from_pretrained("FinancialSupport/gpt2-ft-medical-qa", device_map="auto")

Notebooks
Google Colab
Kaggle
Local Apps Settings

vLLM

How to use FinancialSupport/gpt2-ft-medical-qa with vLLM:

Install from pip and serve model

# Install vLLM from pip:
pip install vllm
# Start the vLLM server:
vllm serve "FinancialSupport/gpt2-ft-medical-qa"
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:8000/v1/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "FinancialSupport/gpt2-ft-medical-qa",
		"prompt": "Once upon a time,",
		"max_tokens": 512,
		"temperature": 0.5
	}'

Use Docker

docker model run hf.co/FinancialSupport/gpt2-ft-medical-qa

SGLang

How to use FinancialSupport/gpt2-ft-medical-qa 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 "FinancialSupport/gpt2-ft-medical-qa" \
    --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": "FinancialSupport/gpt2-ft-medical-qa",
		"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 "FinancialSupport/gpt2-ft-medical-qa" \
        --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": "FinancialSupport/gpt2-ft-medical-qa",
		"prompt": "Once upon a time,",
		"max_tokens": 512,
		"temperature": 0.5
	}'

Docker Model Runner
How to use FinancialSupport/gpt2-ft-medical-qa with Docker Model Runner:
```
docker model run hf.co/FinancialSupport/gpt2-ft-medical-qa
```

gpt2-ft-medical-qa

Commit History

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FinancialSupport commited on Jul 14, 2023

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FinancialSupport commited on Jul 14, 2023

Create README.md

31d494f

FinancialSupport commited on Jul 14, 2023

Resolved merge conflict in tokenizer.json

c98ee83

FinancialSupport commited on Jul 14, 2023

tokenizer

51898a5

FinancialSupport commited on Jul 14, 2023

forgot tokenizer (?)

a5aeb18

FinancialSupport commited on Jul 14, 2023

first commit

6043e64

FinancialSupport commited on Jul 14, 2023

initial commit

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Samuele Colombo commited on Jul 14, 2023

Commit History

Update README.md 7229935

Update README.md 3265093

Update README.md 878efb2

Update README.md 4e375f7

Update README.md 1cc9b00

Update README.md 4b57022

Update README.md d977ce5

Update README.md d0e07e6

Update README.md b2a2e72

Update README.md 113c263

Update README.md c71ef5d

Update README.md 87d1235

Update README.md c20fcc3

Update README.md 43d97d2

Create README.md 31d494f

Resolved merge conflict in tokenizer.json c98ee83

tokenizer 51898a5

forgot tokenizer (?) a5aeb18

first commit 6043e64

initial commit ae31ab2

Update README.md

7229935

Update README.md

3265093

Update README.md

878efb2

Update README.md

4e375f7

Update README.md

1cc9b00

Update README.md

4b57022

Update README.md

d977ce5

Update README.md

d0e07e6

Update README.md

b2a2e72

Update README.md

113c263

Update README.md

c71ef5d

Update README.md

87d1235

Update README.md

c20fcc3

Update README.md

43d97d2

Create README.md

31d494f

Resolved merge conflict in tokenizer.json

c98ee83

tokenizer

51898a5

forgot tokenizer (?)

a5aeb18

first commit

6043e64

initial commit

ae31ab2