Instructions to use Ranjit0034/finance-entity-extractor with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use Ranjit0034/finance-entity-extractor with Transformers:

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

pipe = pipeline("text-generation", model="Ranjit0034/finance-entity-extractor", trust_remote_code=True)

# Load model directly
from transformers import AutoTokenizer, AutoModelForCausalLM

tokenizer = AutoTokenizer.from_pretrained("Ranjit0034/finance-entity-extractor", trust_remote_code=True)
model = AutoModelForCausalLM.from_pretrained("Ranjit0034/finance-entity-extractor", trust_remote_code=True)

Notebooks
Google Colab
Kaggle
Local Apps

vLLM

How to use Ranjit0034/finance-entity-extractor with vLLM:

Install from pip and serve model

# Install vLLM from pip:
pip install vllm
# Start the vLLM server:
vllm serve "Ranjit0034/finance-entity-extractor"
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:8000/v1/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "Ranjit0034/finance-entity-extractor",
		"prompt": "Once upon a time,",
		"max_tokens": 512,
		"temperature": 0.5
	}'

Use Docker

docker model run hf.co/Ranjit0034/finance-entity-extractor

SGLang

How to use Ranjit0034/finance-entity-extractor 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 "Ranjit0034/finance-entity-extractor" \
    --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": "Ranjit0034/finance-entity-extractor",
		"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 "Ranjit0034/finance-entity-extractor" \
        --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": "Ranjit0034/finance-entity-extractor",
		"prompt": "Once upon a time,",
		"max_tokens": 512,
		"temperature": 0.5
	}'

Docker Model Runner
How to use Ranjit0034/finance-entity-extractor with Docker Model Runner:
```
docker model run hf.co/Ranjit0034/finance-entity-extractor
```

finance-entity-extractor / src /finee

Commit History

Upload src/finee/pdf_parser.py with huggingface_hub

f60e9c2
verified

Ranjit0034 commited on Jan 13

Upload src/finee/init.py with huggingface_hub

fd25f34
verified

Ranjit0034 commited on Jan 13

Upload src/finee/ui.py with huggingface_hub

656419f
verified

Ranjit0034 commited on Jan 13

Upload src/finee/api.py with huggingface_hub

e729c58
verified

Ranjit0034 commited on Jan 13

Upload src/finee/rag.py with huggingface_hub

123b3e7
verified

Ranjit0034 commited on Jan 13

Clean up repo structure and add benchmark

6a76e07

Ranjit Behera commited on Jan 10

Fix: Default to regex-only mode for instant usage

c876830

Ranjit Behera commited on Jan 10

FinEE v1.0 - Finance Entity Extractor

dcc24f8

Ranjit Behera commited on Jan 10

Commit History

Upload src/finee/pdf_parser.py with huggingface_hub f60e9c2 verified

Upload src/finee/__init__.py with huggingface_hub fd25f34 verified

Upload src/finee/ui.py with huggingface_hub 656419f verified

Upload src/finee/api.py with huggingface_hub e729c58 verified

Upload src/finee/rag.py with huggingface_hub 123b3e7 verified

Clean up repo structure and add benchmark 6a76e07

Fix: Default to regex-only mode for instant usage c876830

FinEE v1.0 - Finance Entity Extractor dcc24f8

Upload src/finee/pdf_parser.py with huggingface_hub

f60e9c2
verified

Upload src/finee/init.py with huggingface_hub

fd25f34
verified

Upload src/finee/ui.py with huggingface_hub

656419f
verified

Upload src/finee/api.py with huggingface_hub

e729c58
verified

Upload src/finee/rag.py with huggingface_hub

123b3e7
verified

Clean up repo structure and add benchmark

6a76e07

Fix: Default to regex-only mode for instant usage

c876830

FinEE v1.0 - Finance Entity Extractor

dcc24f8