Update README.md

README.md

@@ -6,7 +6,7 @@ base_model:
 
 This is a fine-tuned and quark quantized version of Qwen/Qwen2.5-Coder-7B-Instruct using the 'iat-05-1' adapter.
 
-Model Details
+### Model Details
 Base Model: Qwen/Qwen2.5-Coder-7B-Instruct
 Adapter: iat-05-1
 Quantization: Quark / UINT4 / AWQ / BFLOAT16
@@ -14,7 +14,9 @@ Format: SafeTensors
 Perplexity Score:  10.953088
 Dataset: wikitext-2-raw-v1 
 
-[QUARK-INFO]: Quantizing with the quantization configuration:
+### Quark Info
+Quantizing with the quantization configuration:
+```bash
 Config(
     global_quant_config=QuantizationConfig(
         input_tensors=None,
@@ -57,9 +59,4 @@ Config(
     log_severity_level=1,
     version="0.10",
 )
-
-[QUARK-INFO]: In-place OPs replacement start.
-
-[QUARK-INFO]: Module exclusion from quantization summary:
-|      Exclude pattern       | Number of modules excluded |
-|             []             |             0              |
+```