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pytorch · Jan 13, 2025 · ed09557 · ed09557
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diff --git a/main/_sources/build-run-qualcomm-ai-engine-direct-backend.md.txt b/main/_sources/build-run-qualcomm-ai-engine-direct-backend.md.txt
@@ -59,7 +59,7 @@ This example is verified with SM8550 and SM8450.
    - Click the "Get Software" button to download a version of QNN SDK.
    - However, at the moment of updating this tutorial, the above website doesn't provide QNN SDK newer than 2.22.6.
    - The below is public links to download various QNN versions. Hope they can be publicly discoverable soon.
-   - [QNN 2.26.0](https://softwarecenter.qualcomm.com/api/download/software/qualcomm_neural_processing_sdk/v2.26.0.240828.zip)
+   - [QNN 2.28.0](https://softwarecenter.qualcomm.com/api/download/software/qualcomm_neural_processing_sdk/v2.28.0.241029.zip)
 
 The directory with installed Qualcomm AI Engine Direct SDK looks like:
 ```

diff --git a/main/_sources/llm/build-run-llama3-qualcomm-ai-engine-direct-backend.md.txt b/main/_sources/llm/build-run-llama3-qualcomm-ai-engine-direct-backend.md.txt
@@ -9,7 +9,7 @@ This tutorial demonstrates how to export Llama 3 8B Instruct for Qualcomm AI Eng
 - Follow [the README for executorch llama](https://github.com/pytorch/executorch/tree/main/examples/models/llama) to know how to run a llama model on mobile via ExecuTorch.
 - A Qualcomm device with 16GB RAM
   - We are continuing to optimize our memory usage to ensure compatibility with lower memory devices.
-- The version of [Qualcomm AI Engine Direct SDK](https://developer.qualcomm.com/software/qualcomm-ai-engine-direct-sdk) is 2.26.0 or above.
+- The version of [Qualcomm AI Engine Direct SDK](https://developer.qualcomm.com/software/qualcomm-ai-engine-direct-sdk) is 2.28.0 or above.
 
 ## Instructions
 

diff --git a/main/_sources/tutorials/devtools-integration-tutorial.rst.txt b/main/_sources/tutorials/devtools-integration-tutorial.rst.txt
@@ -404,7 +404,7 @@ Links Mentioned
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 2.021 seconds)
+   **Total running time of the script:** (0 minutes 1.739 seconds)
 
 
 .. _sphx_glr_download_tutorials_devtools-integration-tutorial.py:

diff --git a/main/_sources/tutorials/export-to-executorch-tutorial.rst.txt b/main/_sources/tutorials/export-to-executorch-tutorial.rst.txt
@@ -587,27 +587,27 @@ there is only one program, it will by default be saved to the name "forward".
 
  .. code-block:: none
 
-    Edge Dialect graph of encode
+    Edge Dialect graph of decode
     ExportedProgram:
         class GraphModule(torch.nn.Module):
-            def forward(self, x: "f32[1, 10]"):
-                 # File: /pytorch/executorch/docs/source/tutorials_source/export-to-executorch-tutorial.py:255 in forward, code: return torch.nn.functional.linear(x, torch.randn(5, 10))
-                aten_randn_default: "f32[5, 10]" = executorch_exir_dialects_edge__ops_aten_randn_default([5, 10], device = device(type='cpu'), pin_memory = False)
-                aten_permute_copy_default: "f32[10, 5]" = executorch_exir_dialects_edge__ops_aten_permute_copy_default(aten_randn_default, [1, 0]);  aten_randn_default = None
-                aten_mm_default: "f32[1, 5]" = executorch_exir_dialects_edge__ops_aten_mm_default(x, aten_permute_copy_default);  x = aten_permute_copy_default = None
+            def forward(self, x: "f32[1, 5]"):
+                 # File: /pytorch/executorch/docs/source/tutorials_source/export-to-executorch-tutorial.py:260 in forward, code: return torch.nn.functional.linear(x, torch.randn(10, 5))
+                aten_randn_default: "f32[10, 5]" = executorch_exir_dialects_edge__ops_aten_randn_default([10, 5], device = device(type='cpu'), pin_memory = False)
+                aten_permute_copy_default: "f32[5, 10]" = executorch_exir_dialects_edge__ops_aten_permute_copy_default(aten_randn_default, [1, 0]);  aten_randn_default = None
+                aten_mm_default: "f32[1, 10]" = executorch_exir_dialects_edge__ops_aten_mm_default(x, aten_permute_copy_default);  x = aten_permute_copy_default = None
                 return (aten_mm_default,)
             
     Graph signature: ExportGraphSignature(input_specs=[InputSpec(kind=<InputKind.USER_INPUT: 1>, arg=TensorArgument(name='x'), target=None, persistent=None)], output_specs=[OutputSpec(kind=<OutputKind.USER_OUTPUT: 1>, arg=TensorArgument(name='aten_mm_default'), target=None)])
     Range constraints: {}
 
-    Edge Dialect graph of decode
+    Edge Dialect graph of encode
     ExportedProgram:
         class GraphModule(torch.nn.Module):
-            def forward(self, x: "f32[1, 5]"):
-                 # File: /pytorch/executorch/docs/source/tutorials_source/export-to-executorch-tutorial.py:260 in forward, code: return torch.nn.functional.linear(x, torch.randn(10, 5))
-                aten_randn_default: "f32[10, 5]" = executorch_exir_dialects_edge__ops_aten_randn_default([10, 5], device = device(type='cpu'), pin_memory = False)
-                aten_permute_copy_default: "f32[5, 10]" = executorch_exir_dialects_edge__ops_aten_permute_copy_default(aten_randn_default, [1, 0]);  aten_randn_default = None
-                aten_mm_default: "f32[1, 10]" = executorch_exir_dialects_edge__ops_aten_mm_default(x, aten_permute_copy_default);  x = aten_permute_copy_default = None
+            def forward(self, x: "f32[1, 10]"):
+                 # File: /pytorch/executorch/docs/source/tutorials_source/export-to-executorch-tutorial.py:255 in forward, code: return torch.nn.functional.linear(x, torch.randn(5, 10))
+                aten_randn_default: "f32[5, 10]" = executorch_exir_dialects_edge__ops_aten_randn_default([5, 10], device = device(type='cpu'), pin_memory = False)
+                aten_permute_copy_default: "f32[10, 5]" = executorch_exir_dialects_edge__ops_aten_permute_copy_default(aten_randn_default, [1, 0]);  aten_randn_default = None
+                aten_mm_default: "f32[1, 5]" = executorch_exir_dialects_edge__ops_aten_mm_default(x, aten_permute_copy_default);  x = aten_permute_copy_default = None
                 return (aten_mm_default,)
             
     Graph signature: ExportGraphSignature(input_specs=[InputSpec(kind=<InputKind.USER_INPUT: 1>, arg=TensorArgument(name='x'), target=None, persistent=None)], output_specs=[OutputSpec(kind=<OutputKind.USER_OUTPUT: 1>, arg=TensorArgument(name='aten_mm_default'), target=None)])
@@ -1270,7 +1270,7 @@ Links Mentioned
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 3.035 seconds)
+   **Total running time of the script:** (0 minutes 3.094 seconds)
 
 
 .. _sphx_glr_download_tutorials_export-to-executorch-tutorial.py:

diff --git a/main/_sources/tutorials/sg_execution_times.rst.txt b/main/_sources/tutorials/sg_execution_times.rst.txt
@@ -6,12 +6,12 @@
 
 Computation times
 =================
-**00:05.056** total execution time for **tutorials** files:
+**00:04.833** total execution time for **tutorials** files:
 
 +---------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_tutorials_export-to-executorch-tutorial.py` (``export-to-executorch-tutorial.py``) | 00:03.035 | 0.0 MB |
+| :ref:`sphx_glr_tutorials_export-to-executorch-tutorial.py` (``export-to-executorch-tutorial.py``) | 00:03.094 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_tutorials_devtools-integration-tutorial.py` (``devtools-integration-tutorial.py``) | 00:02.021 | 0.0 MB |
+| :ref:`sphx_glr_tutorials_devtools-integration-tutorial.py` (``devtools-integration-tutorial.py``) | 00:01.739 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------+-----------+--------+
 | :ref:`sphx_glr_tutorials_sdk-integration-tutorial.py` (``sdk-integration-tutorial.py``)           | 00:00.000 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------+-----------+--------+
diff --git a/main/build-run-qualcomm-ai-engine-direct-backend.html b/main/build-run-qualcomm-ai-engine-direct-backend.html
@@ -556,7 +556,7 @@ <h3>Software:<a class="headerlink" href="#software" title="Permalink to this hea
 <li><p>Click the “Get Software” button to download a version of QNN SDK.</p></li>
 <li><p>However, at the moment of updating this tutorial, the above website doesn’t provide QNN SDK newer than 2.22.6.</p></li>
 <li><p>The below is public links to download various QNN versions. Hope they can be publicly discoverable soon.</p></li>
-<li><p><a class="reference external" href="https://softwarecenter.qualcomm.com/api/download/software/qualcomm_neural_processing_sdk/v2.26.0.240828.zip">QNN 2.26.0</a></p></li>
+<li><p><a class="reference external" href="https://softwarecenter.qualcomm.com/api/download/software/qualcomm_neural_processing_sdk/v2.28.0.241029.zip">QNN 2.28.0</a></p></li>
 </ul>
 </li>
 </ul>

diff --git a/main/llm/build-run-llama3-qualcomm-ai-engine-direct-backend.html b/main/llm/build-run-llama3-qualcomm-ai-engine-direct-backend.html
@@ -503,7 +503,7 @@ <h2>Prerequisites<a class="headerlink" href="#prerequisites" title="Permalink to
 <li><p>We are continuing to optimize our memory usage to ensure compatibility with lower memory devices.</p></li>
 </ul>
 </li>
-<li><p>The version of <a class="reference external" href="https://developer.qualcomm.com/software/qualcomm-ai-engine-direct-sdk">Qualcomm AI Engine Direct SDK</a> is 2.26.0 or above.</p></li>
+<li><p>The version of <a class="reference external" href="https://developer.qualcomm.com/software/qualcomm-ai-engine-direct-sdk">Qualcomm AI Engine Direct SDK</a> is 2.28.0 or above.</p></li>
 </ul>
 </div>
 <div class="section" id="instructions">

diff --git a/main/searchindex.js b/main/searchindex.js
diff --git a/main/tutorials/devtools-integration-tutorial.html b/main/tutorials/devtools-integration-tutorial.html
@@ -758,7 +758,7 @@ <h3>Links Mentioned<a class="headerlink" href="#links-mentioned" title="Permalin
 <li><p><a class="reference external" href="../etdump.html">ETDump</a></p></li>
 <li><p><a class="reference external" href="../model-inspector.html">Inspector</a></p></li>
 </ul>
-<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> (0 minutes 2.021 seconds)</p>
+<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> (0 minutes 1.739 seconds)</p>
 <div class="sphx-glr-footer sphx-glr-footer-example docutils container" id="sphx-glr-download-tutorials-devtools-integration-tutorial-py">
 <div class="sphx-glr-download sphx-glr-download-python docutils container">
 <p><a class="reference download internal" download="" href="../_downloads/19eb0a842fd17829284e2ef09d1cda78/devtools-integration-tutorial.py"><code class="xref download docutils literal notranslate"><span class="pre">Download</span> <span class="pre">Python</span> <span class="pre">source</span> <span class="pre">code:</span> <span class="pre">devtools-integration-tutorial.py</span></code></a></p>