Text Generation
Transformers
Safetensors
English
gemma4_unified_text
gemma4
decision-making
classification
routing
full-finetuning
conversational
Instructions to use Worthify/Decision-1 with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use Worthify/Decision-1 with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("text-generation", model="Worthify/Decision-1") messages = [ {"role": "user", "content": "Who are you?"}, ] pipe(messages)# pip install -U transformers accelerate # Load model directly from transformers import AutoTokenizer, AutoModelForCausalLM tokenizer = AutoTokenizer.from_pretrained("Worthify/Decision-1") model = AutoModelForCausalLM.from_pretrained("Worthify/Decision-1", device_map="auto") 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=256) print(tokenizer.decode(outputs[0][inputs["input_ids"].shape[-1]:])) - Notebooks
- Google Colab
- Kaggle
- Local Apps Settings
- vLLM
How to use Worthify/Decision-1 with vLLM:
Install from pip and serve model
# Install vLLM from pip: pip install vllm # Start the vLLM server: vllm serve "Worthify/Decision-1" # Call the server using curl (OpenAI-compatible API): curl -X POST "http://localhost:8000/v1/chat/completions" \ -H "Content-Type: application/json" \ --data '{ "model": "Worthify/Decision-1", "messages": [ { "role": "user", "content": "What is the capital of France?" } ] }'Use Docker
docker model run hf.co/Worthify/Decision-1
- SGLang
How to use Worthify/Decision-1 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 "Worthify/Decision-1" \ --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": "Worthify/Decision-1", "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 "Worthify/Decision-1" \ --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": "Worthify/Decision-1", "messages": [ { "role": "user", "content": "What is the capital of France?" } ] }' - Docker Model Runner
How to use Worthify/Decision-1 with Docker Model Runner:
docker model run hf.co/Worthify/Decision-1
Commit History
21 days ago
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Lead Decision-1 card with full-weight held-out result
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Show BANKING77 before and after task LoRA with paired evidence
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Add audited BANKING77 before-and-after evidence and chart
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22 days ago
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Prepare public Decision-1 research preview card and inventory
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Show Worthify-branded Decision-1 trace replays on private card
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Add Worthify-branded trace replays for private Decision-1 review
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Update Decision-1 card with four-epoch LoRA evidence
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Add verified four-epoch BANKING77 evidence and chart
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Show video poster previews in Decision-1 card
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Add video poster frames with source receipt
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Link curated Decision-1 training repository
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Use verified decision example and clarify NF4 limits
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Clarify Decision-1 methods and link pinned training recipe
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Correct dense config and name private Decision-1 preview
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Review V1 Worthify Decision-1 model card (#1)
- Review V1 Worthify Decision-1 model card (3e7de523cc4b71dec8a7f2c4f8aeb97e345f2c20) - Add Decision-1 V2 review card, source-backed charts and three videos (07b3beb811f769c092afe6b287bc2a6e3e2852cf) - Correct LoRA chart legend spacing (48acdb76db1d73e0f481b1e2079e7289db0621cc) - Pin review card media and evidence links to verified commit (dd0584dc67cadb6a55a6b2d5040331861c5b17c6) - Link verified private BANKING77 adapter pair (80251d2ed22a566af52df36a7017f69e20632e00) - Pin runnable BANKING77 adapter previews (ab3f34a1f0cdb10614eb768cda3cc143301f463b)b603521
25 days ago
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Add private provisional seed-42 full-weight export
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initial commit
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