diff --git a/CODE_OF_CONDUCT.md b/CODE_OF_CONDUCT.md
index cbbe9d6..d395257 100644
--- a/CODE_OF_CONDUCT.md
+++ b/CODE_OF_CONDUCT.md
@@ -1,6 +1,6 @@
# Code of Conduct
-`TorchMeter` is an open-source project built by developers worldwide. We're committed to fostering a **friendly, safe, and inclusive** environment for all participants. This code applies to all community spaces including but not limited to GitHub repositories, community forums, etc.
+`TorchMeter` is an open-source project shared by developers worldwide. We're committed to fostering a **friendly, safe, and inclusive** environment for all participants. This code applies to all community spaces including but not limited to GitHub repositories, community forums, etc.
## A. Expected Behavior
diff --git a/README.md b/README.md
index cd6e518..2d91ddc 100644
--- a/README.md
+++ b/README.md
@@ -13,12 +13,14 @@
-
-
+
+
+
+
@@ -31,6 +33,8 @@
① 𝒁𝒆𝒓𝒐-𝑰𝒏𝒕𝒓𝒖𝒔𝒊𝒐𝒏 𝑷𝒓𝒐𝒙𝒚
+> [demo for zero-intrusion proxy](https://docs.torchmeter.top/latest/demo/#b-zero-intrusion-proxy)
+
- Acts as drop-in decorator **without** any changes of the underlying model
- Seamlessly integrates with `Pytorch` modules while preserving **full** compatibility (attributes and methods)
@@ -41,6 +45,8 @@
Holistic performance analytics across **5** dimensions:
+> [demo for full-stack model analytics](https://docs.torchmeter.top/latest/demo/#e-full-stack-model-analytics)
+
1. **Parameter Analysis**
- Total/trainable parameter quantification
- Layer-wise parameter distribution analysis
@@ -65,6 +71,8 @@ Holistic performance analytics across **5** dimensions:
③ 𝑹𝒊𝒄𝒉 𝒗𝒊𝒔𝒖𝒂𝒍𝒊𝒛𝒂𝒕𝒊𝒐𝒏
+> demo for [hierarchical operation tree](https://docs.torchmeter.top/latest/demo/#d-model-structure-analysis) & [tabular report](https://docs.torchmeter.top/latest/demo/#ec-layer-wise-profile)
+
1. **Programmable tabular report**
- Dynamic table structure adjustment
- Style customization and real-time rendering
@@ -79,7 +87,10 @@ Holistic performance analytics across **5** dimensions:
④ 𝑭𝒊𝒏𝒆-𝑮𝒓𝒂𝒊𝒏𝒆𝒅 𝑪𝒖𝒔𝒕𝒐𝒎𝒊𝒛𝒂𝒕𝒊𝒐𝒏
+> [demo for fine grained customization](https://docs.torchmeter.top/latest/demo/#f-fine-grained-customization)
+
- **Real-time hot-reload rendering**: Dynamic adjustment of rendering configuration for operation trees, report tables and their nested components
+
- **Progressive update**: Namespace assignment + dictionary batch update
@@ -87,7 +98,10 @@ Holistic performance analytics across **5** dimensions:
⑤ 𝑪𝒐𝒏𝒇𝒊𝒈-𝑫𝒓𝒊𝒗𝒆𝒏 𝑹𝒖𝒏𝒕𝒊𝒎𝒆 𝑴𝒂𝒏𝒂𝒈𝒆𝒎𝒆𝒏𝒕
+> [demo for config-driven runtime management](https://docs.torchmeter.top/latest/demo/#h-centralized-configuration-management)
+
- **Centralized control**: Singleton-managed global configuration for dynamic behavior adjustment
+
- **Portable presets**: Export/import YAML profiles for runtime behaviors, eliminating repetitive setup
@@ -96,10 +110,12 @@ Holistic performance analytics across **5** dimensions:
⑥ 𝑷𝒐𝒓𝒕𝒂𝒃𝒊𝒍𝒊𝒕𝒚 𝒂𝒏𝒅 𝑷𝒓𝒂𝒄𝒕𝒊𝒄𝒂𝒍𝒊𝒕𝒚
- **Decoupled pipeline**: Separation of data collection and visualization
-- **Automatic device synchronization**: Maintains production-ready status by keeping model and data co-located
+
+- **Automatic device synchronization**: Maintains production-ready status by keeping model and data co-located. [[demo](https://docs.torchmeter.top/latest/demo/#c-automatic-device-synchronization)]
+
- **Dual-mode reporting** with export flexibility:
- * Measurement units mode vs. raw data mode
- * Multi-format export (`CSV`/`Excel`) for analysis integration
+ * Measurement units mode vs. raw data mode. [[demo](https://docs.torchmeter.top/latest/demo/#i1-raw-data-mode)]
+ * Multi-format export (`CSV`/`Excel`) for analysis integration. [[demo](https://docs.torchmeter.top/latest/demo/#g-tabular-report-export)]
@@ -145,7 +161,7 @@ poetry add torchmeter
```bash
# Replace x.x.x with actual version
- pip install torchmeter-x.x.x.whl
+ pip install torchmeter-x.x.x-py3-none-any.whl
```
@@ -160,7 +176,8 @@ git clone https://github.com/TorchMeter/torchmeter.git
cd torchmeter
# If you want to install the released stable version, use this:
-# Don't forget to eplace x.x.x with actual version
+# Don't forget to replace x.x.x with actual version
+# All released stable versions can be reached by `git tag -l`
git checkout vx.x.x # Stable
# If you want to try the latest development version(alpha/beta), use this:
@@ -362,9 +379,9 @@ Before jumping in, let's ensure smooth collaboration by reviewing our 📋 [**co
> Refer to official [code-of-conduct file](CODE_OF_CONDUCT.md) for more details.
-- `TorchMeter` is an open-source project built by developers worldwide. We're committed to fostering a **friendly, safe, and inclusive** environment for all participants.
+- `TorchMeter` is an open-source project shared by developers worldwide. We're committed to fostering a **friendly, safe, and inclusive** environment for all participants.
-- This code applies to all community spaces including but not limited to GitHub repositories, community forums, etc.
+- The provisions stipulated in our [Code - of - Conduct file](CODE_OF_CONDUCT.md) are applicable to all community platforms, which include, but are not limited to, GitHub repositories, community forums, and similar ones.
## ℱ. 𝐿𝒾𝒸𝑒𝓃𝓈𝑒