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README.md

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 # TinyLlama-Cinder-Agent-Rag
 Special Thanks to https://nationtech.io/ for their generous sponorship in training this model.
 
+![image/png](https://cdn-uploads.huggingface.co/production/uploads/6328952f798f8d122ce62a44/MbN_SXChmMxuHO8GjdUSc.png)
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 This model is a fine-tuned version of [Josephgflowers/TinyLlama-3T-Cinder-v1.2](https://huggingface.co/Josephgflowers/TinyLlama-3T-Cinder-v1.2) on https://huggingface.co/datasets/Josephgflowers/agent_1.
 
 ## Model description
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 More model versions coming soon.
 
+See https://huggingface.co/Josephgflowers/TinyLlama-Cinder-Agent-Rag/blob/main/tinyllama_agent_cinder_txtai-rag.py 
+For usage example with wiki rag.
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 ## Intended uses & limitations
 
 RAG, Chat, Summary, and tool usage.
 
 
+![image/png](https://cdn-uploads.huggingface.co/production/uploads/6328952f798f8d122ce62a44/iKqIkk14iwrd50oPrKOFc.png)
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+![image/png](https://cdn-uploads.huggingface.co/production/uploads/6328952f798f8d122ce62a44/ijVXD83CGR0JG_sFZZXi6.png)
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 ### Training hyperparameters
 
 The following hyperparameters were used during training: