Update README.md

README.md

@@ -8,8 +8,9 @@ pipeline_tag: feature-extraction
 It is a model based on quantized LLAMA 3 8B. The goal of this model is designed to parse PDF into markdown format documents. It provides an initial parsing service to the RAG system.
 
 Please use the following code to parse PDF.
+
 '''
-import pymupdf  # PyMuPDF   
+import pymupdf   
 from bs4 import BeautifulSoup
 import pickle
 import torch
@@ -20,7 +21,7 @@ torch.random.manual_seed(0)
 model_kwargs = dict(
     use_cache=False,
     trust_remote_code=True,
-    attn_implementation="flash_attention_2",  # loading the model with flash-attenstion support
+    attn_implementation="flash_attention_2", 
     torch_dtype=torch.bfloat16,
     device_map="cuda",
     load_in_4bit=True
@@ -89,7 +90,7 @@ generation_args = {
     "do_sample": False,
 }
 
-# %%
+
 filename ='2023071000529.pdf'
 elements=[]
 with pymupdf.open(filename) as doc: