Dmg build (#18)

* update dmg

* update dmg

docs/codes/lonzarich_2024.md

@@ -3,6 +3,7 @@
 ## The Generic, Scalable Differentiable Modeling Framework
 <!-- ![Alt text](../assets/project-figures/dMG.png) -->
 
+[Code Release][dmg_code] 
 
 `𝛿MG` is a domain-agnostic, PyTorch-based framework for developing trainable differentiable models that merge neural networks with process-based equations.
 
@@ -22,3 +23,5 @@ In 𝛿MG, we define a differentiable model with the class *DeltaModel* that can
 - **phy_model**: The physical model written in PyTorch (or potentially another interoperable differentiable platform) that takes learnable outputs from the `nn` model(s) and returns a prediction of some target variable(s). This can also be a wrapper holding several physical models.
 
 The *DeltaModel* object can be trained and forwarded just as any other PyTorch model (nn.Module).
+
+  [dmg_code]: ../dmg/code.md

docs/dmg/code.md

@@ -13,7 +13,7 @@ For [tutorials](https://github.com/mhpi/generic_deltaModel/tree/master/example)
 <br>
 
 
-# Getting Started with *HydroDL 2.0*
+# Getting Started with *𝛿MG* + *HydroDL 2.0*
 
 ## System Requirements
 

docs/dmg/detail.md

@@ -67,7 +67,7 @@ According to this schema, we define these core classes, from bottom up:
     │   │   ├── data/                   # Data processing
     │   │   └── utils/                  # Helper functions
     │   ├── models/                     
-    │   │   ├── differentiable_model.py # Differentiable model definition
+    │   │   ├── differentiable_model.py # Differentiable model definition DeltaModel
     │   │   ├── model_handler.py        # High-level model manager
     │   │   ├── loss_functions/         # Custom loss functions
     │   │   └── neural_networks/        # Neural network architectures

mkdocs.yml

@@ -125,10 +125,6 @@ markdown_extensions:
 
 nav:
     - HydroDL: index.md
-    - 𝛿MG:
-        - Overview: codes/lonzarich_2024.md
-        - Details: dmg/detail.md
-        - Code Release: dmg/code.md
     - Benchmarks:
         - benchmarks/index.md
     - Getting started: 
@@ -155,7 +151,11 @@ nav:
         - Stream-Temperature: codes/Rahmani_et_al_2021.md
         - diff-Stream-Temperature: codes/Rahmani_et_al_2023.md
         - Transformer: codes/liu_2024.md
-
+    - Framework:
+        - 𝛿MG: 
+            - Overview: codes/lonzarich_2024.md
+            - Details: dmg/detail.md
+            - Code Release: dmg/code.md
 
 extra_javascript:
   # - javascripts/plots.js