Instructions to use thealper2/codet5-base-code-repair with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use thealper2/codet5-base-code-repair with Transformers:

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

pipe = pipeline("text-generation", model="thealper2/codet5-base-code-repair")

# Load model directly
from transformers import AutoTokenizer, AutoModelForSeq2SeqLM

tokenizer = AutoTokenizer.from_pretrained("thealper2/codet5-base-code-repair")
model = AutoModelForSeq2SeqLM.from_pretrained("thealper2/codet5-base-code-repair", device_map="auto")

Notebooks
Google Colab
Kaggle
Local Apps Settings

vLLM

How to use thealper2/codet5-base-code-repair with vLLM:

Install from pip and serve model

# Install vLLM from pip:
pip install vllm
# Start the vLLM server:
vllm serve "thealper2/codet5-base-code-repair"
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:8000/v1/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "thealper2/codet5-base-code-repair",
		"prompt": "Once upon a time,",
		"max_tokens": 512,
		"temperature": 0.5
	}'

Use Docker

docker model run hf.co/thealper2/codet5-base-code-repair

SGLang

How to use thealper2/codet5-base-code-repair 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 "thealper2/codet5-base-code-repair" \
    --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": "thealper2/codet5-base-code-repair",
		"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 "thealper2/codet5-base-code-repair" \
        --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": "thealper2/codet5-base-code-repair",
		"prompt": "Once upon a time,",
		"max_tokens": 512,
		"temperature": 0.5
	}'

Docker Model Runner
How to use thealper2/codet5-base-code-repair with Docker Model Runner:
```
docker model run hf.co/thealper2/codet5-base-code-repair
```

codet5-base-code-repair / eval /qualitative_validation.json

thealper2

Upload folder using huggingface_hub

9215e6b verified 12 days ago

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	"reference": "public static TYPE_1 METHOD_1 ( final TYPE_2 VAR_1 , final java.lang.Object msg ) { TYPE_3 VAR_2 = TYPE_4 . METHOD_2 ( VAR_1 ) ; return TYPE_5 . METHOD_1 ( VAR_2 , msg , null ) ; }",
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	"reference": "public TYPE_1 < TYPE_2 > METHOD_1 ( TYPE_3 VAR_1 , java.lang.String VAR_2 , java.util.HashMap < java.lang.String , java.lang.String > parameters ) { return METHOD_1 ( VAR_1 . toString ( ) , VAR_2 , parameters ) ; }",
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