minor: rephrase README, fix kvcache num_pages info

Signed-off-by: Frida Hou <[email protected]>

Author: Fridah-nv

examples/auto_deploy/README.md

@@ -10,7 +10,7 @@ ______________________________________________________________________
 
 ## Quick Start
 
-AutoDeploy is accessible through TRT-LLM installation.
+AutoDeploy is included with the TRT-LLM installation.
 
 ```bash
 sudo apt-get -y install libopenmpi-dev && pip3 install --upgrade pip setuptools && pip3 install tensorrt_llm
@@ -29,15 +29,15 @@ ______________________________________________________________________
 
 ## Example Run Script ([`build_and_run_ad.py`](./build_and_run_ad.py))
 
-This script demonstrates end-to-end deployment of Hugging Face (or local) checkpoints using AutoDeploy’s graph-transformation pipeline.
+This script demonstrates end-to-end deployment of HuggingFace checkpoints using AutoDeploy’s graph-transformation pipeline.
 
-You can arbitrarily configure your experiment. Use the `-h/--help` flag to see available options:
+You can configure your experiment with various options. Use the `-h/--help` flag to see available options:
 
 ```bash
 python build_and_run_ad.py --help
 ```
 
-Below is a non-exhaustive list of common config options:
+Below is a non-exhaustive list of common configuration options:
 
 | Configuration Key | Description |
 |-------------------|-------------|
@@ -59,7 +59,7 @@ Below is a non-exhaustive list of common config options:
 
 For default values and additional configuration options, refer to the [`ExperimentConfig`](./build_and_run_ad.py) class in [build_and_run_ad.py](./build_and_run_ad.py) file.
 
-Here is a more complete example of using the script:
+The following is a more complete example of using the script:
 
 ```bash
 cd examples/auto_deploy
@@ -96,4 +96,4 @@ python lm_eval_ad.py \
 
 ## Disclaimer
 
-This project is in active development and is currently in an early (beta) stage. The code is in prototype, subject to change, and may include backward-incompatible updates. While we strive for correctness, we provide no guarantees regarding functionality, stability, or reliability. Use at your own risk.
+This project is under active development and is currently in a prototype stage. The code is experimental, subject to change, and may include backward-incompatible updates. While we strive for correctness, there are no guarantees regarding functionality, stability, or reliability.

tensorrt_llm/_torch/auto_deploy/transform/library/kvcache.py

@@ -233,7 +233,7 @@ def _get_mem_info_in_mb():
         current_num_pages = cm.info.num_pages
         ad_logger.info(
             f"Current cache size (MB): {current_cache_size // 1024 // 1024}, "
-            f"Current num pages (MB): {current_num_pages // 1024 // 1024}"
+            f"Current num pages (MB): {current_num_pages}"
         )
 
         if free_mem_ratio == 0.0: