🔥 TinyTorch tinytorch-v0.1.8: Content updates and improvements

Author: github-actions[bot]

README.md

@@ -450,14 +450,14 @@ Thanks goes to these wonderful people who have contributed to making this resour
       <td align="center" valign="top" width="11.11%"><a href="https://github.com/didier-durand"><img src="https://avatars.githubusercontent.com/didier-durand?v=4?s=50" width="50px;" alt="Didier Durand"/><br /><sub><b>Didier Durand</b></sub></a><br />🪲 🧑‍💻 ✍️</td>
       <td align="center" valign="top" width="11.11%"><a href="https://github.com/karthikdani"><img src="https://avatars.githubusercontent.com/karthikdani?v=4?s=50" width="50px;" alt="Karthik Dani"/><br /><sub><b>Karthik Dani</b></sub></a><br />🪲 🧑‍💻</td>
       <td align="center" valign="top" width="11.11%"><a href="https://github.com/avikde"><img src="https://avatars.githubusercontent.com/avikde?v=4?s=50" width="50px;" alt="Avik De"/><br /><sub><b>Avik De</b></sub></a><br />🪲 🧪</td>
+      <td align="center" valign="top" width="11.11%"><a href="https://github.com/Takosaga"><img src="https://avatars.githubusercontent.com/Takosaga?v=4?s=50" width="50px;" alt="Takosaga"/><br /><sub><b>Takosaga</b></sub></a><br />🪲 ✍️</td>
       <td align="center" valign="top" width="11.11%"><a href="https://github.com/rnjema"><img src="https://avatars.githubusercontent.com/rnjema?v=4?s=50" width="50px;" alt="rnjema"/><br /><sub><b>rnjema</b></sub></a><br />🧑‍💻 🛠️</td>
       <td align="center" valign="top" width="11.11%"><a href="https://github.com/joeswagson"><img src="https://avatars.githubusercontent.com/joeswagson?v=4?s=50" width="50px;" alt="joeswagson"/><br /><sub><b>joeswagson</b></sub></a><br />🧑‍💻 🛠️</td>
-      <td align="center" valign="top" width="11.11%"><a href="https://github.com/AndreaMattiaGaravagno"><img src="https://avatars.githubusercontent.com/u/22458187?v=4?v=4?s=50" width="50px;" alt="AndreaMattiaGaravagno"/><br /><sub><b>AndreaMattiaGaravagno</b></sub></a><br />🧑‍💻 ✍️</td>
     </tr>
     <tr>
+      <td align="center" valign="top" width="11.11%"><a href="https://github.com/AndreaMattiaGaravagno"><img src="https://avatars.githubusercontent.com/u/22458187?v=4?v=4?s=50" width="50px;" alt="AndreaMattiaGaravagno"/><br /><sub><b>AndreaMattiaGaravagno</b></sub></a><br />🧑‍💻 ✍️</td>
       <td align="center" valign="top" width="11.11%"><a href="https://github.com/AmirAlasady"><img src="https://avatars.githubusercontent.com/AmirAlasady?v=4?s=50" width="50px;" alt="Amir Alasady"/><br /><sub><b>Amir Alasady</b></sub></a><br />🪲</td>
       <td align="center" valign="top" width="11.11%"><a href="https://github.com/jettythek"><img src="https://avatars.githubusercontent.com/jettythek?v=4?s=50" width="50px;" alt="jettythek"/><br /><sub><b>jettythek</b></sub></a><br />🧑‍💻</td>
-      <td align="center" valign="top" width="11.11%"><a href="https://github.com/Takosaga"><img src="https://avatars.githubusercontent.com/Takosaga?v=4?s=50" width="50px;" alt="Takosaga"/><br /><sub><b>Takosaga</b></sub></a><br />🪲</td>
       <td align="center" valign="top" width="11.11%"><a href="https://github.com/wz1114841863"><img src="https://avatars.githubusercontent.com/wz1114841863?v=4?s=50" width="50px;" alt="wzz"/><br /><sub><b>wzz</b></sub></a><br />🪲</td>
       <td align="center" valign="top" width="11.11%"><a href="https://github.com/ngbolin"><img src="https://avatars.githubusercontent.com/u/9389997?v=4?v=4?s=50" width="50px;" alt="Ng Bo Lin"/><br /><sub><b>Ng Bo Lin</b></sub></a><br />✍️</td>
       <td align="center" valign="top" width="11.11%"><a href="https://github.com/keo-dara"><img src="https://avatars.githubusercontent.com/u/175544368?v=4?v=4?s=50" width="50px;" alt="keo-dara"/><br /><sub><b>keo-dara</b></sub></a><br />🪲</td>

tinytorch/.all-contributorsrc

@@ -109,7 +109,8 @@
             "avatar_url": "https://avatars.githubusercontent.com/Takosaga",
             "profile": "https://github.com/Takosaga",
             "contributions": [
-                "bug"
+                "bug",
+                "doc"
             ]
         },
         {

tinytorch/README.md

@@ -273,14 +273,14 @@ Thanks to these wonderful people who helped improve TinyTorch!
       <td align="center" valign="top" width="14.28%"><a href="https://github.com/didier-durand"><img src="https://avatars.githubusercontent.com/didier-durand?v=4?s=80" width="80px;" alt="Didier Durand"/><br /><sub><b>Didier Durand</b></sub></a><br />🪲 🧑‍💻 ✍️</td>
       <td align="center" valign="top" width="14.28%"><a href="https://github.com/karthikdani"><img src="https://avatars.githubusercontent.com/karthikdani?v=4?s=80" width="80px;" alt="Karthik Dani"/><br /><sub><b>Karthik Dani</b></sub></a><br />🪲 🧑‍💻</td>
       <td align="center" valign="top" width="14.28%"><a href="https://github.com/avikde"><img src="https://avatars.githubusercontent.com/avikde?v=4?s=80" width="80px;" alt="Avik De"/><br /><sub><b>Avik De</b></sub></a><br />🪲 🧪</td>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/rnjema"><img src="https://avatars.githubusercontent.com/rnjema?v=4?s=80" width="80px;" alt="rnjema"/><br /><sub><b>rnjema</b></sub></a><br />🧑‍💻 🛠️</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/Takosaga"><img src="https://avatars.githubusercontent.com/Takosaga?v=4?s=80" width="80px;" alt="Takosaga"/><br /><sub><b>Takosaga</b></sub></a><br />🪲 ✍️</td>
     </tr>
     <tr>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/rnjema"><img src="https://avatars.githubusercontent.com/rnjema?v=4?s=80" width="80px;" alt="rnjema"/><br /><sub><b>rnjema</b></sub></a><br />🧑‍💻 🛠️</td>
       <td align="center" valign="top" width="14.28%"><a href="https://github.com/joeswagson"><img src="https://avatars.githubusercontent.com/joeswagson?v=4?s=80" width="80px;" alt="joeswagson"/><br /><sub><b>joeswagson</b></sub></a><br />🧑‍💻 🛠️</td>
       <td align="center" valign="top" width="14.28%"><a href="https://github.com/AndreaMattiaGaravagno"><img src="https://avatars.githubusercontent.com/u/22458187?v=4?v=4?s=80" width="80px;" alt="AndreaMattiaGaravagno"/><br /><sub><b>AndreaMattiaGaravagno</b></sub></a><br />🧑‍💻 ✍️</td>
       <td align="center" valign="top" width="14.28%"><a href="https://github.com/AmirAlasady"><img src="https://avatars.githubusercontent.com/AmirAlasady?v=4?s=80" width="80px;" alt="Amir Alasady"/><br /><sub><b>Amir Alasady</b></sub></a><br />🪲</td>
       <td align="center" valign="top" width="14.28%"><a href="https://github.com/jettythek"><img src="https://avatars.githubusercontent.com/jettythek?v=4?s=80" width="80px;" alt="jettythek"/><br /><sub><b>jettythek</b></sub></a><br />🧑‍💻</td>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/Takosaga"><img src="https://avatars.githubusercontent.com/Takosaga?v=4?s=80" width="80px;" alt="Takosaga"/><br /><sub><b>Takosaga</b></sub></a><br />🪲</td>
       <td align="center" valign="top" width="14.28%"><a href="https://github.com/wz1114841863"><img src="https://avatars.githubusercontent.com/wz1114841863?v=4?s=80" width="80px;" alt="wzz"/><br /><sub><b>wzz</b></sub></a><br />🪲</td>
       <td align="center" valign="top" width="14.28%"><a href="https://github.com/ngbolin"><img src="https://avatars.githubusercontent.com/u/9389997?v=4?v=4?s=80" width="80px;" alt="Ng Bo Lin"/><br /><sub><b>Ng Bo Lin</b></sub></a><br />✍️</td>
     </tr>

tinytorch/pyproject.toml

@@ -4,7 +4,7 @@ build-backend = "setuptools.build_meta"
 
 [project]
 name="tinytorch"
-version = "0.1.7"
+version = "0.1.8"
 description = "Build ML Systems from Scratch - Educational Deep Learning Framework"
 readme = "README.md"
 requires-python=">=3.8"

tinytorch/site/_static/announcement.json

@@ -1,11 +1,11 @@
 {
   "enabled": true,
-  "dismissId": "v0.1.7",
+  "dismissId": "v0.1.8",
   "items": [
     {
       "icon": "🎉",
-      "text": "v0.1.7 released — Content updates and improvements",
-      "link": "https://github.com/harvard-edge/cs249r_book/releases/tag/tinytorch-v0.1.7",
+      "text": "v0.1.8 released — Content updates and improvements",
+      "link": "https://github.com/harvard-edge/cs249r_book/releases/tag/tinytorch-v0.1.8",
       "linkText": "See →"
     }
   ]

tinytorch/site/_static/version-badge.js

@@ -8,7 +8,7 @@
 document.addEventListener('DOMContentLoaded', function() {
     // Try to get version from meta tag first (set during build)
     const versionMeta = document.querySelector('meta[name="tinytorch-version"]');
-    const version = versionMeta ? versionMeta.content : '0.1.7';
+    const version = versionMeta ? versionMeta.content : '0.1.8';
 
     // Find the footer
     const footer = document.querySelector('.footer');

tinytorch/src/03_layers/ABOUT.md

@@ -433,7 +433,7 @@ Linear (fully connected) layer implementing `y = xW + b`.
 
 | Method | Signature | Description |
 |--------|-----------|-------------|
-| `forward` | `forward(x) -> Tensor` | Apply linear transformation `y = xW + b` |
+| `forward` | `forward(x) -> Tensor` | Applies linear transformation `y = xW + b` |
 | `parameters` | `parameters() -> List[Tensor]` | Returns `[weight, bias]` or `[weight]` |
 
 ### Dropout Layer
@@ -449,7 +449,7 @@ Dropout layer for regularization. During training, randomly zeros elements with
 
 | Method | Signature | Description |
 |--------|-----------|-------------|
-| `forward` | `forward(x, training=True) -> Tensor` | Apply dropout during training, passthrough during inference |
+| `forward` | `forward(x, training=True) -> Tensor` | Applies dropout during training, passthrough during inference |
 | `parameters` | `parameters() -> List[Tensor]` | Returns empty list (no trainable parameters) |
 
 ### Sequential Container