Instructions to use NickyNicky/Financial_graph with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use NickyNicky/Financial_graph with Transformers:

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

pipe = pipeline("text-generation", model="NickyNicky/Financial_graph")
messages = [
    {"role": "user", "content": "Who are you?"},
]
pipe(messages)

# Load model directly
from transformers import AutoTokenizer, AutoModelForCausalLM

tokenizer = AutoTokenizer.from_pretrained("NickyNicky/Financial_graph")
model = AutoModelForCausalLM.from_pretrained("NickyNicky/Financial_graph")
messages = [
    {"role": "user", "content": "Who are you?"},
]
inputs = tokenizer.apply_chat_template(
	messages,
	add_generation_prompt=True,
	tokenize=True,
	return_dict=True,
	return_tensors="pt",
).to(model.device)

outputs = model.generate(**inputs, max_new_tokens=40)
print(tokenizer.decode(outputs[0][inputs["input_ids"].shape[-1]:]))

Notebooks
Google Colab
Kaggle
Local Apps

vLLM

How to use NickyNicky/Financial_graph with vLLM:

Install from pip and serve model

# Install vLLM from pip:
pip install vllm
# Start the vLLM server:
vllm serve "NickyNicky/Financial_graph"
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:8000/v1/chat/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "NickyNicky/Financial_graph",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Use Docker

docker model run hf.co/NickyNicky/Financial_graph

SGLang

How to use NickyNicky/Financial_graph 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 "NickyNicky/Financial_graph" \
    --host 0.0.0.0 \
    --port 30000
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:30000/v1/chat/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "NickyNicky/Financial_graph",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

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 "NickyNicky/Financial_graph" \
        --host 0.0.0.0 \
        --port 30000
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:30000/v1/chat/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "NickyNicky/Financial_graph",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Docker Model Runner
How to use NickyNicky/Financial_graph with Docker Model Runner:
```
docker model run hf.co/NickyNicky/Financial_graph
```

NickyNicky commited on Jun 7, 2024

Commit

fa7ad32

verified ·

1 Parent(s): cf55201

Update README.md

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@@ -131,8 +131,6 @@ print(tokenizer.decode(outputs[0], skip_special_tokens=False) )
 ##output:
 # {'nodes': [{'entity': 'ARK Invest', 'type': 'Organization'}, {'entity': '21Shares', 'type': 'Organization'}, {'entity': 'SEC', 'type': 'Organization'}, {'entity': 'Gary Gensler', 'type': 'Person'}, {'entity': 'United States Securities and Exchange Commission', 'type': 'Organization'}, {'entity': 'Galaxy Digital', 'type': 'Organization'}, {'entity': 'Animoca Brands', 'type': 'Organization'}, {'entity': 'Toposware', 'type': 'Organization'}, {'entity': 'Bitcoin miners', 'type': 'Organization'}, {'entity': 'S-1 registration statements', 'type': 'Document'}], 'edges': [{'from': 'ARK Invest', 'to': '21Shares', 'relation': 'ASSOCIATED_WITH'}, {'from': 'ARK Invest', 'to': 'SEC', 'relation': 'ASSOCIATED_WITH'}, {'from': 'ARK Invest', 'to': 'Gary Gensler', 'relation': 'ASSOCIATED_WITH'}, {'from': '21Shares', 'to': 'SEC', 'relation': 'ASSOCIATED_WITH'}, {'from': '21Shares', 'to': 'Gary Gensler', 'relation': 'ASSOCIATED_WITH'}, {'from': 'SEC', 'to': 'Gary Gensler', 'relation': 'WORKED_AT'}, {'from': 'SEC', 'to': 'United States Securities and Exchange Commission', 'relation': 'PART_OF'}, {'from': 'Galaxy Digital', 'to': 'Animoca Brands', 'relation': 'ASSOCIATED_WITH'}, {'from': 'Galaxy Digital', 'to': 'Toposware', 'relation': 'ASSOCIATED_WITH'}, {'from': 'Galaxy Digital', 'to': 'Bitcoin miners', 'relation': 'ASSOCIATED_WITH'}, {'from': 'Galaxy Digital', 'to': 'S-1 registration statements', 'relation': 'ASSOCIATED_WITH'}, {'from': 'Animoca Brands', 'to': 'Toposware', 'relation': 'ASSOCIATED_WITH'}, {'from': 'Toposware', 'to': 'Bitcoin miners', 'relation': 'ASSOCIATED_WITH'}, {'from': 'Bitcoin miners', 'to': 'S-1 registration statements', 'relation': 'ASSOCIATED_WITH'}, {'from': 'S-1 registration statements', 'to': 'SEC', 'relation': 'ASSOCIATED_WITH'}, {'from': 'S-1 registration statements', 'to': 'Galaxy Digital', 'relation': 'ASSOCIATED_WITH'}, {'from': 'S-1 registration statements', 'to': 'Animoca Brands', 'relation': 'ASSOCIATED_WITH'}, {'from': 'S-1 registration statements', 'to': 'Toposware', 'relation': 'ASSOCIATED_WITH'}, {'from': 'S-1 registration statements', 'to': 'Bitcoin miners', 'relation': 'ASSOCIATED_WITH'}, {'from': 'S-1 registration statements', 'to': '21Shares', 'relation': 'ASSOCIATED_WITH'}]}
 ```
@@ -141,3 +139,7 @@ print(tokenizer.decode(outputs[0], skip_special_tokens=False) )
 ![image/png](https://cdn-uploads.huggingface.co/production/uploads/641b435ba5f876fe30c5ae0a/4vYQAYSZKHD_bQHB8r_6s.png)

 ##output:
 # {'nodes': [{'entity': 'ARK Invest', 'type': 'Organization'}, {'entity': '21Shares', 'type': 'Organization'}, {'entity': 'SEC', 'type': 'Organization'}, {'entity': 'Gary Gensler', 'type': 'Person'}, {'entity': 'United States Securities and Exchange Commission', 'type': 'Organization'}, {'entity': 'Galaxy Digital', 'type': 'Organization'}, {'entity': 'Animoca Brands', 'type': 'Organization'}, {'entity': 'Toposware', 'type': 'Organization'}, {'entity': 'Bitcoin miners', 'type': 'Organization'}, {'entity': 'S-1 registration statements', 'type': 'Document'}], 'edges': [{'from': 'ARK Invest', 'to': '21Shares', 'relation': 'ASSOCIATED_WITH'}, {'from': 'ARK Invest', 'to': 'SEC', 'relation': 'ASSOCIATED_WITH'}, {'from': 'ARK Invest', 'to': 'Gary Gensler', 'relation': 'ASSOCIATED_WITH'}, {'from': '21Shares', 'to': 'SEC', 'relation': 'ASSOCIATED_WITH'}, {'from': '21Shares', 'to': 'Gary Gensler', 'relation': 'ASSOCIATED_WITH'}, {'from': 'SEC', 'to': 'Gary Gensler', 'relation': 'WORKED_AT'}, {'from': 'SEC', 'to': 'United States Securities and Exchange Commission', 'relation': 'PART_OF'}, {'from': 'Galaxy Digital', 'to': 'Animoca Brands', 'relation': 'ASSOCIATED_WITH'}, {'from': 'Galaxy Digital', 'to': 'Toposware', 'relation': 'ASSOCIATED_WITH'}, {'from': 'Galaxy Digital', 'to': 'Bitcoin miners', 'relation': 'ASSOCIATED_WITH'}, {'from': 'Galaxy Digital', 'to': 'S-1 registration statements', 'relation': 'ASSOCIATED_WITH'}, {'from': 'Animoca Brands', 'to': 'Toposware', 'relation': 'ASSOCIATED_WITH'}, {'from': 'Toposware', 'to': 'Bitcoin miners', 'relation': 'ASSOCIATED_WITH'}, {'from': 'Bitcoin miners', 'to': 'S-1 registration statements', 'relation': 'ASSOCIATED_WITH'}, {'from': 'S-1 registration statements', 'to': 'SEC', 'relation': 'ASSOCIATED_WITH'}, {'from': 'S-1 registration statements', 'to': 'Galaxy Digital', 'relation': 'ASSOCIATED_WITH'}, {'from': 'S-1 registration statements', 'to': 'Animoca Brands', 'relation': 'ASSOCIATED_WITH'}, {'from': 'S-1 registration statements', 'to': 'Toposware', 'relation': 'ASSOCIATED_WITH'}, {'from': 'S-1 registration statements', 'to': 'Bitcoin miners', 'relation': 'ASSOCIATED_WITH'}, {'from': 'S-1 registration statements', 'to': '21Shares', 'relation': 'ASSOCIATED_WITH'}]}
 ```
 ![image/png](https://cdn-uploads.huggingface.co/production/uploads/641b435ba5f876fe30c5ae0a/4vYQAYSZKHD_bQHB8r_6s.png)
+```
+better than BloombergGPT :V
+```