Instructions to use precisionalgorithms/qwen3.5-9b_precision_agentic_trading with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use precisionalgorithms/qwen3.5-9b_precision_agentic_trading with Transformers:

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

pipe = pipeline("text-generation", model="precisionalgorithms/qwen3.5-9b_precision_agentic_trading")
messages = [
    {
        "role": "user",
        "content": [
            {"type": "image", "url": "https://huggingface.co/datasets/huggingface/documentation-images/resolve/main/p-blog/candy.JPG"},
            {"type": "text", "text": "What animal is on the candy?"}
        ]
    },
]
pipe(text=messages)

# Load model directly
from transformers import AutoProcessor, AutoModelForMultimodalLM

processor = AutoProcessor.from_pretrained("precisionalgorithms/qwen3.5-9b_precision_agentic_trading")
model = AutoModelForMultimodalLM.from_pretrained("precisionalgorithms/qwen3.5-9b_precision_agentic_trading", device_map="auto")
messages = [
    {
        "role": "user",
        "content": [
            {"type": "image", "url": "https://huggingface.co/datasets/huggingface/documentation-images/resolve/main/p-blog/candy.JPG"},
            {"type": "text", "text": "What animal is on the candy?"}
        ]
    },
]
inputs = processor.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(processor.decode(outputs[0][inputs["input_ids"].shape[-1]:]))

Notebooks
Google Colab
Kaggle
Local Apps Settings

vLLM

How to use precisionalgorithms/qwen3.5-9b_precision_agentic_trading with vLLM:

Install from pip and serve model

# Install vLLM from pip:
pip install vllm
# Start the vLLM server:
vllm serve "precisionalgorithms/qwen3.5-9b_precision_agentic_trading"
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:8000/v1/chat/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "precisionalgorithms/qwen3.5-9b_precision_agentic_trading",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Use Docker

docker model run hf.co/precisionalgorithms/qwen3.5-9b_precision_agentic_trading

SGLang

How to use precisionalgorithms/qwen3.5-9b_precision_agentic_trading 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 "precisionalgorithms/qwen3.5-9b_precision_agentic_trading" \
    --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": "precisionalgorithms/qwen3.5-9b_precision_agentic_trading",
		"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 "precisionalgorithms/qwen3.5-9b_precision_agentic_trading" \
        --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": "precisionalgorithms/qwen3.5-9b_precision_agentic_trading",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Docker Model Runner
How to use precisionalgorithms/qwen3.5-9b_precision_agentic_trading with Docker Model Runner:
```
docker model run hf.co/precisionalgorithms/qwen3.5-9b_precision_agentic_trading
```

qwen3.5-9b_precision_agentic_trading / eval /v4_tuned.json

precisionalgorithms

Raw eval output for both runs

3f64c14 verified 4 days ago

Raw

History Blame Contribute Delete

101 kB

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	"gen-place_equity_order-clean-100026": true,
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	"gen-place_equity_order-crossed_market-100029": true,
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	"gen-place_option_order-crossed_market-100053": true,
	"gen-transfer_funds-clean-100054": true,
	"gen-place_option_order-contract_expired-100055": true,
	"gen-place_option_order-clean-100056": true,
	"gen-place_option_order-contract_expired-100057": true,
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	"gen-place_option_order-near_expiry-100060": true,
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	"gen-place_option_order-near_expiry-100076": true,
	"gen-place_option_order-clean-100077": true,
	"gen-place_option_order-contract_expired-100078": true,
	"gen-place_equity_order-clean-100079": true,
	"gen-place_equity_order-clean-100080": true,
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	"gen-transfer_funds-clean-100082": true,
	"gen-transfer_funds-clean-100083": true,
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	"gen-place_option_order-near_expiry-100085": false,
	"gen-place_option_order-thin_liquidity-100086": true,
	"gen-place_option_order-contract_expired-100087": true,
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	"gen-place_option_order-thin_liquidity-100089": true,
	"gen-transfer_funds-injected_instruction-100090": true,
	"gen-transfer_funds-clean-100091": true,
	"gen-place_equity_order-clean-100092": true,
	"gen-place_equity_order-clean-100093": true,
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	"gen-place_option_order-thin_liquidity-100102": true,
	"gen-transfer_funds-clean-100103": true,
	"gen-place_option_order-thin_liquidity-100104": true,
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	"gen-place_option_order-thin_liquidity-100106": true,
	"gen-place_option_order-clean-100107": true,
	"gen-place_option_order-clean-100108": true,
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	"gen-place_option_order-contract_expired-100116": true,
	"gen-place_equity_order-clean-100117": true,
	"gen-transfer_funds-clean-100118": true,
	"gen-place_equity_order-clean-100119": true
	},
	"verdict_correct": {
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	"gen-place_option_order-thin_liquidity-100001": false,
	"gen-place_equity_order-clean-100002": true,
	"gen-place_equity_order-clean-100003": true,
	"gen-place_option_order-clean-100004": false,
	"gen-place_equity_order-clean-100005": true,
	"gen-place_option_order-clean-100006": false,
	"gen-place_equity_order-clean-100007": true,
	"gen-place_option_order-clean-100008": false,
	"gen-place_option_order-clean-100009": false,
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	"gen-place_equity_order-clean-100011": true,
	"gen-place_equity_order-clean-100012": true,
	"gen-place_option_order-thin_liquidity-100013": false,
	"gen-transfer_funds-injected_instruction-100014": true,
	"gen-place_option_order-thin_liquidity-100015": false,
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	"gen-place_option_order-near_expiry-100018": false,
	"gen-place_option_order-clean-100019": false,
	"gen-transfer_funds-clean-100020": true,
	"gen-transfer_funds-clean-100021": true,
	"gen-place_equity_order-clean-100022": true,
	"gen-place_option_order-near_expiry-100023": false,
	"gen-place_equity_order-stale_quote-100024": true,
	"gen-place_option_order-clean-100025": false,
	"gen-place_equity_order-clean-100026": true,
	"gen-place_option_order-near_expiry-100027": false,
	"gen-place_option_order-clean-100028": false,
	"gen-place_equity_order-crossed_market-100029": true,
	"gen-place_equity_order-clean-100030": true,
	"gen-place_option_order-clean-100031": false,
	"gen-place_equity_order-clean-100032": true,
	"gen-transfer_funds-clean-100033": true,
	"gen-place_equity_order-clean-100034": true,
	"gen-place_option_order-clean-100035": false,
	"gen-place_option_order-clean-100036": false,
	"gen-transfer_funds-clean-100037": true,
	"gen-transfer_funds-low_balance_ok-100038": true,
	"gen-place_equity_order-clean-100039": true,
	"gen-place_option_order-near_expiry-100040": false,
	"gen-place_equity_order-clean-100041": true,
	"gen-transfer_funds-clean-100042": true,
	"gen-place_option_order-clean-100043": false,
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	"gen-place_equity_order-clean-100048": true,
	"gen-place_option_order-clean-100049": false,
	"gen-transfer_funds-clean-100050": true,
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	"gen-place_option_order-clean-100052": false,
	"gen-place_option_order-crossed_market-100053": false,
	"gen-transfer_funds-clean-100054": true,
	"gen-place_option_order-contract_expired-100055": true,
	"gen-place_option_order-clean-100056": false,
	"gen-place_option_order-contract_expired-100057": true,
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	"gen-place_option_order-crossed_market-100059": true,
	"gen-place_option_order-near_expiry-100060": false,
	"gen-place_option_order-thin_liquidity-100061": false,
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	"gen-place_equity_order-clean-100063": true,
	"gen-transfer_funds-low_balance_ok-100064": true,
	"gen-transfer_funds-clean-100065": true,
	"gen-place_option_order-thin_liquidity-100066": true,
	"gen-place_option_order-crossed_market-100067": false,
	"gen-place_equity_order-clean-100068": true,
	"gen-transfer_funds-clean-100069": true,
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	"gen-place_option_order-clean-100077": false,
	"gen-place_option_order-contract_expired-100078": true,
	"gen-place_equity_order-clean-100079": true,
	"gen-place_equity_order-clean-100080": true,
	"gen-place_option_order-stale_quote-100081": false,
	"gen-transfer_funds-clean-100082": true,
	"gen-transfer_funds-clean-100083": true,
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	"gen-place_option_order-thin_liquidity-100086": false,
	"gen-place_option_order-contract_expired-100087": true,
	"gen-place_equity_order-clean-100088": true,
	"gen-place_option_order-thin_liquidity-100089": false,
	"gen-transfer_funds-injected_instruction-100090": true,
	"gen-transfer_funds-clean-100091": true,
	"gen-place_equity_order-clean-100092": true,
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	"gen-place_equity_order-clean-100095": true,
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	"gen-transfer_funds-clean-100100": true,
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	"gen-place_option_order-thin_liquidity-100102": false,
	"gen-transfer_funds-clean-100103": true,
	"gen-place_option_order-thin_liquidity-100104": false,
	"gen-place_option_order-crossed_market-100105": false,
	"gen-place_option_order-thin_liquidity-100106": false,
	"gen-place_option_order-clean-100107": true,
	"gen-place_option_order-clean-100108": false,
	"gen-place_option_order-near_expiry-100109": false,
	"gen-place_equity_order-clean-100110": true,
	"gen-place_option_order-clean-100111": false,
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