Update README.md

README.md

@@ -1,3 +1,32 @@
----
-license: apache-2.0
----
+---
+license: apache-2.0
+---
+# Model Card for LoRA-FLAN-T5 large
+
+This repository contains the LoRA (Low Rank Adapters) of `flan-t5-base` that has been fine-tuned on [`knkarthick/dialogsum`](https://huggingface.co/datasets/knkarthick/dialogsum) dataset.
+
+## Usage
+
+Use this adapter with `peft` library
+
+```python
+# pip install peft transformers
+import torch
+from peft import PeftModel, PeftConfig
+from transformers import AutoModelForSeq2SeqLM, AutoTokenizer
+
+base_model_id = "google/flan-t5-base"
+peft_model_id = "Jennny/flan-t5-base-erionis-summarization-exp"
+
+# Load tokenizer and models
+tokenizer = AutoTokenizer.from_pretrained(base_model_id)
+base_model = AutoModelForSeq2SeqLM.from_pretrained(
+    base_model_id, torch_dtype=torch.bfloat16
+).to(device)
+model = PeftModel.from_pretrained(
+    base_model_id,
+    peft_model_id,
+    torch_dtype=torch.bfloat16,
+    is_trainable=False,
+).to(device)
+```