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README.md
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**slim-sentiment-tool** is a 4_K_M quantized GGUF version of slim-sentiment, providing a small, fast inference implementation, optimized for multi-model concurrent deployment.
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[**slim-sentiment**](https://huggingface.co/llmware/slim-sentiment) is part of the SLIM ("
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To pull the model via API:
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from llmware.models import ModelCatalog
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# to load the model and make a basic inference
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response =
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# this one line will download the model and run a series of tests
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ModelCatalog().tool_test_run("slim-sentiment-tool", verbose=True)
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**slim-sentiment-tool** is a 4_K_M quantized GGUF version of slim-sentiment, providing a small, fast inference implementation, optimized for multi-model concurrent deployment.
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[**slim-sentiment**](https://huggingface.co/llmware/slim-sentiment) is part of the SLIM ("**S**tructured **L**anguage **I**nstruction **M**odel") series, providing a set of small, specialized decoder-based LLMs, fine-tuned for function-calling.
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To pull the model via API:
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from llmware.models import ModelCatalog
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# to load the model and make a basic inference
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model = ModelCatalog().load_model("slim-sentiment-tool")
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response = model.function_call(text_sample)
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# this one line will download the model and run a series of tests
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ModelCatalog().tool_test_run("slim-sentiment-tool", verbose=True)
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