Update README.md

README.md

@@ -1,22 +1,64 @@
 ---
-base_model: unsloth/Llama-3.2-1B
+base_model: meta-llama/Llama-3.2-1B
+datasets:
+- student-abdullah/Experimental
 language:
 - en
 license: apache-2.0
 tags:
 - text-generation-inference
 - transformers
+- torch
+- trl
 - unsloth
 - llama
 - gguf
 ---
 
-# Uploaded  model
+
+# Uploaded model
 
 - **Developed by:** student-abdullah
 - **License:** apache-2.0
-- **Finetuned from model :** unsloth/Llama-3.2-1B
+- **Finetuned from model:** meta-llama/Llama-3.2-1B
+- **Created on:** 3st October, 2024
+
+---
+# Acknowledgement
+<img src="https://raw.githubusercontent.com/unslothai/unsloth/main/images/unsloth%20made%20with%20love.png" width="200"/>
+
+---
+# Model Description
+This model is fine-tuned from the meta-llama/Llama-3.2-1B base model to enhance its capabilities in generating relevant and accurate responses related to generic medications under the PMBJP scheme. The fine-tuning process included the following hyperparameters:
+
+- Fine Tuning Template: Llama Q&A
+- Max Tokens: 512
+- LoRA Alpha: 6
+- LoRA Rank (r): 128
+- Learning rate: 5e-5
+- Gradient Accumulation Steps: 2
+- Batch Size: 4
+- Quantization: 16 bits
 
-This llama model was trained 2x faster with [Unsloth](https://github.com/unslothai/unsloth) and Huggingface's TRL library.
+---
+# Model Quantitative Performace
+- Training Quantitative Loss: 0.1407 (at final 5th epoch 5150th Step)
+
+---
+# Limitations
+- Token Limitations: With a max token limit of 512, the model might not handle very long queries or contexts effectively.
+- Training Data Limitations: The model’s performance is contingent on the quality and coverage of the fine-tuning dataset, which may affect its generalizability to different contexts or medications not covered in the dataset.
+- Potential Biases: As with any model fine-tuned on specific data, there may be biases based on the dataset used for training.
+
+---
+# Model Performace Evaluation:
+- Evaluation on 1000 Questions based on dataset (to evaluate the finetuned knowledge base)
+- At temperature 0.3
+- Correct Responses: %
+- Incorrect Responses: %
 
-[<img src="https://raw.githubusercontent.com/unslothai/unsloth/main/images/unsloth%20made%20with%20love.png" width="200"/>](https://github.com/unslothai/unsloth)
+<p align="center">
+  <img src="" width="20%" style="display:inline-block;"/>
+  <img src="" width="35%" style="display:inline-block;"/>
+  <img src="" width="35%" style="display:inline-block;"/>
+</p>