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@@ -7,11 +7,11 @@ inference: false
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  <!-- Provide a quick summary of what the model is/does. -->
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- **slim-summary** is a small, specialized model finetuned for summarize function-calls, generating output consisting of a python dictionary with a "summary" key, and a value that consists of a list of distinct summary points.
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  As an experimental feature in the model, there is an optional list size that can be passed with the parameters in invoking the model to guide the model to a specific number of response elements.
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- &nbsp;&nbsp;&nbsp;&nbsp;`{'summary': ['point1', 'point2', 'point3']}`
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  This model is 2.7B parameters, small enough to run on a CPU, and is fine-tuned on top of [**llmware/bling-stable-lm-3b-4e1t-v0**](https://huggingface.co/llmware/bling-stable-lm-3b-4e1t-v0), which in turn, is a fine-tune of stabilityai/stablelm-3b-4elt.
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@@ -68,8 +68,11 @@ For fast inference use of this model, we would recommend using the 'quantized to
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  output_only = ast.literal_eval(llm_string_output)
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  print("success - converted to python dictionary automatically")
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  except:
 
 
 
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  print("fail - could not convert to python dictionary automatically - ", llm_string_output)
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-
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  </details>
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  <details>
 
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  <!-- Provide a quick summary of what the model is/does. -->
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+ **slim-summary** is a small, specialized model finetuned for summarize function-calls, generating output consisting of a python list of distinct summary points.
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  As an experimental feature in the model, there is an optional list size that can be passed with the parameters in invoking the model to guide the model to a specific number of response elements.
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+ &nbsp;&nbsp;&nbsp;&nbsp;`['summary_point1', 'summary_point2', 'summary_point3']`
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  This model is 2.7B parameters, small enough to run on a CPU, and is fine-tuned on top of [**llmware/bling-stable-lm-3b-4e1t-v0**](https://huggingface.co/llmware/bling-stable-lm-3b-4e1t-v0), which in turn, is a fine-tune of stabilityai/stablelm-3b-4elt.
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  output_only = ast.literal_eval(llm_string_output)
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  print("success - converted to python dictionary automatically")
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  except:
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+ # note: rules-based conversion may be required - see [llmware-models.py](www.github.com/llmware-ai/llmware/blobs/main/llmware/models.py) ModelCatalog.remediate_function_call_string()
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+ # for good example of post-processing conversion script
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+
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  print("fail - could not convert to python dictionary automatically - ", llm_string_output)
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+
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  </details>
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  <details>