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license: apache-2.0 |
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inference: false |
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--- |
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# Model Card for Model ID |
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<!-- Provide a quick summary of what the model is/does. --> |
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**dragon-qwen-7b-gguf** is a quantized version of a fact-based question answering model, optimized for complex business documents, fine-tuned on top of Qwen2 7B base, and then packaged with 4_K_M GGUF quantization, providing a fast, small inference implementation for use on CPUs. |
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### Benchmark Tests |
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Evaluated against the benchmark test: [RAG-Instruct-Benchmark-Tester](https://www.huggingface.co/datasets/llmware/rag_instruct_benchmark_tester) |
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1 Test Run with sample=False & temperature=0.0 (deterministic output) - 1 point for correct answer, 0.5 point for partial correct or blank / NF, 0.0 points for incorrect, and -1 points for hallucinations. |
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--**Accuracy Score**: **99.0** correct out of 100 |
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--Not Found Classification: 85.0% |
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--Boolean: 100.0% |
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--Math/Logic: 92.5% |
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--Complex Questions (1-5): 5 (Best in Class) |
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--Summarization Quality (1-5): 3 (Average) |
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--Hallucinations: No hallucinations observed in test runs. |
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For test run results (and good indicator of target use cases), please see the files ("core_rag_test" and "answer_sheet" in this repo). |
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To pull the model via API: |
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from huggingface_hub import snapshot_download |
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snapshot_download("llmware/dragon-qwen-7b-gguf", local_dir="/path/on/your/machine/", local_dir_use_symlinks=False) |
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Load in your favorite GGUF inference engine, or try with llmware as follows: |
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from llmware.models import ModelCatalog |
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model = ModelCatalog().load_model("dragon-qwen-7b-gguf") |
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response = model.inference(query, add_context=text_sample) |
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Note: please review [**config.json**](https://huggingface.co/llmware/dragon-qwen-7b-gguf/blob/main/config.json) in the repository for prompt wrapping information, details on the model, and full test set. |
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### Model Description |
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<!-- Provide a longer summary of what this model is. --> |
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- **Developed by:** llmware |
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- **Model type:** GGUF |
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- **Language(s) (NLP):** English |
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- **License:** Apache 2.0 |
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- **Quantized from model:** llmware/dragon-qwen |
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## Model Card Contact |
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Darren Oberst & llmware team |
