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tqchen pushed a commit to branch asf-site
in repository https://gitbox.apache.org/repos/asf/tvm-site.git


The following commit(s) were added to refs/heads/asf-site by this push:
     new a3d046fa60d deploying docs 
(apache/tvm@d55759ec1ebed554d9782a52e43e5730b8a96656)
a3d046fa60d is described below

commit a3d046fa60dfaa3640f19b101a5942a8a8b538a1
Author: tvm-bot <[email protected]>
AuthorDate: Wed Oct 7 02:57:32 2026 +0000

    deploying docs (apache/tvm@d55759ec1ebed554d9782a52e43e5730b8a96656)
---
 .../import_model.zip                               | Bin 35138 -> 35138 bytes
 .../dlight_gpu_scheduling.zip                      | Bin 26311 -> 26311 bytes
 .../11c11e53c7dace51a8be968ee169ed0d/ir_module.zip | Bin 23756 -> 23756 bytes
 .../tir_transformation.zip                         | Bin 15990 -> 15990 bytes
 .../meta_schedule.zip                              | Bin 24239 -> 24239 bytes
 .../mix_python_and_tvm_with_pymodule.zip           | Bin 38278 -> 38278 bytes
 .../relax_creation.zip                             | Bin 22298 -> 22298 bytes
 .../relax_transformation.zip                       | Bin 11480 -> 11480 bytes
 .../optimize_llm.zip                               | Bin 53997 -> 53997 bytes
 .../bring_your_own_codegen.zip                     | Bin 36295 -> 36295 bytes
 .../e2e_opt_model.zip                              | Bin 14479 -> 14479 bytes
 .../quick_start.zip                                | Bin 16252 -> 16252 bytes
 .../export_and_load_executable.zip                 | Bin 31408 -> 31408 bytes
 .../tir_creation.zip                               | Bin 24476 -> 24476 bytes
 .../cross_compilation_and_rpc.zip                  | Bin 62286 -> 62286 bytes
 .../customize_opt.zip                              | Bin 20522 -> 20522 bytes
 .../relax/tutorials/sg_execution_times.rst         |   2 +-
 .../tensor_ir/tutorials/sg_execution_times.rst     |   8 ++++----
 .../tensor_ir/tutorials/tir_transformation.rst     |   6 +++---
 docs/_sources/get_started/tutorials/ir_module.rst  |   8 ++++----
 .../_sources/get_started/tutorials/quick_start.rst |   4 ++--
 .../get_started/tutorials/sg_execution_times.rst   |   6 +++---
 .../how_to/tutorials/cross_compilation_and_rpc.rst |   6 +++---
 docs/_sources/how_to/tutorials/e2e_opt_model.rst   |   2 +-
 .../how_to/tutorials/sg_execution_times.rst        |  12 +++++------
 docs/_sources/sg_execution_times.rst               |  22 ++++++++++-----------
 .../relax/tutorials/sg_execution_times.html        |   2 +-
 .../tensor_ir/tutorials/sg_execution_times.html    |   8 ++++----
 .../tensor_ir/tutorials/tir_transformation.html    |   6 +++---
 docs/get_started/tutorials/ir_module.html          |   8 ++++----
 docs/get_started/tutorials/quick_start.html        |   4 ++--
 docs/get_started/tutorials/sg_execution_times.html |   6 +++---
 .../tutorials/cross_compilation_and_rpc.html       |   6 +++---
 docs/how_to/tutorials/e2e_opt_model.html           |   4 ++--
 docs/how_to/tutorials/sg_execution_times.html      |  12 +++++------
 docs/searchindex.js                                |   2 +-
 docs/sg_execution_times.html                       |  22 ++++++++++-----------
 37 files changed, 78 insertions(+), 78 deletions(-)

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diff --git 
a/docs/_downloads/373278b9f6fc686adeaa0219598fe78b/mix_python_and_tvm_with_pymodule.zip
 
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diff --git 
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index 0199bcfad09..e98bb5d1c25 100644
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differ
diff --git a/docs/_downloads/83e85f38cf16f1d926d06615fd54095c/optimize_llm.zip 
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index 6b39b8fbe5c..22b98ae5628 100644
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diff --git 
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diff --git a/docs/_downloads/a7dd7652b2ad50f82d7b739ce3645799/e2e_opt_model.zip 
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diff --git a/docs/_downloads/bb7db6678496193ed0c55d3b95fa6778/quick_start.zip 
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diff --git 
a/docs/_downloads/f69380821f417ef2210f45503d81bded/cross_compilation_and_rpc.zip
 
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diff --git a/docs/_downloads/f69433a4a80715725df90d1386679956/customize_opt.zip 
b/docs/_downloads/f69433a4a80715725df90d1386679956/customize_opt.zip
index ba24c2bd9e3..b81458fc785 100644
Binary files 
a/docs/_downloads/f69433a4a80715725df90d1386679956/customize_opt.zip and 
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diff --git a/docs/_sources/deep_dive/relax/tutorials/sg_execution_times.rst 
b/docs/_sources/deep_dive/relax/tutorials/sg_execution_times.rst
index afcde460a1e..f1cf43fec91 100644
--- a/docs/_sources/deep_dive/relax/tutorials/sg_execution_times.rst
+++ b/docs/_sources/deep_dive/relax/tutorials/sg_execution_times.rst
@@ -6,7 +6,7 @@
 
 Computation times
 =================
-**00:00.202** total execution time for 2 files **from 
deep_dive/relax/tutorials**:
+**00:00.203** total execution time for 2 files **from 
deep_dive/relax/tutorials**:
 
 .. container::
 
diff --git a/docs/_sources/deep_dive/tensor_ir/tutorials/sg_execution_times.rst 
b/docs/_sources/deep_dive/tensor_ir/tutorials/sg_execution_times.rst
index c2419cbe2b9..54b626a3b0e 100644
--- a/docs/_sources/deep_dive/tensor_ir/tutorials/sg_execution_times.rst
+++ b/docs/_sources/deep_dive/tensor_ir/tutorials/sg_execution_times.rst
@@ -6,7 +6,7 @@
 
 Computation times
 =================
-**00:01.018** total execution time for 4 files **from 
deep_dive/tensor_ir/tutorials**:
+**00:01.016** total execution time for 4 files **from 
deep_dive/tensor_ir/tutorials**:
 
 .. container::
 
@@ -33,13 +33,13 @@ Computation times
      - Time
      - Mem (MB)
    * - :ref:`sphx_glr_deep_dive_tensor_ir_tutorials_dlight_gpu_scheduling.py` 
(``dlight_gpu_scheduling.py``)
-     - 00:00.528
+     - 00:00.527
      - 0.0
    * - :ref:`sphx_glr_deep_dive_tensor_ir_tutorials_tir_transformation.py` 
(``tir_transformation.py``)
-     - 00:00.317
+     - 00:00.316
      - 0.0
    * - :ref:`sphx_glr_deep_dive_tensor_ir_tutorials_tir_creation.py` 
(``tir_creation.py``)
-     - 00:00.161
+     - 00:00.162
      - 0.0
    * - :ref:`sphx_glr_deep_dive_tensor_ir_tutorials_meta_schedule.py` 
(``meta_schedule.py``)
      - 00:00.010
diff --git a/docs/_sources/deep_dive/tensor_ir/tutorials/tir_transformation.rst 
b/docs/_sources/deep_dive/tensor_ir/tutorials/tir_transformation.rst
index 8c580c7b4f7..4a6e9128787 100644
--- a/docs/_sources/deep_dive/tensor_ir/tutorials/tir_transformation.rst
+++ b/docs/_sources/deep_dive/tensor_ir/tutorials/tir_transformation.rst
@@ -121,7 +121,7 @@ original implementation.
 
     Execution time summary:
      mean (ms)   median (ms)    max (ms)     min (ms)     std (ms)  
-       2.7551       2.7551       2.7551       2.7551       0.0000              
    
+       2.7548       2.7548       2.7548       2.7548       0.0000              
    
 
 
 
@@ -313,7 +313,7 @@ action involves reordering these two loops.
 
     Execution time summary:
      mean (ms)   median (ms)    max (ms)     min (ms)     std (ms)  
-       0.8629       0.8629       0.8629       0.8629       0.0000              
    
+       0.8653       0.8653       0.8653       0.8653       0.0000              
    
 
 
 
@@ -455,7 +455,7 @@ from the reduction update via the **decompose_reduction** 
primitive.
 
     Execution time summary:
      mean (ms)   median (ms)    max (ms)     min (ms)     std (ms)  
-       0.3393       0.3393       0.3393       0.3393       0.0000              
    
+       0.3392       0.3392       0.3392       0.3392       0.0000              
    
 
 
 
diff --git a/docs/_sources/get_started/tutorials/ir_module.rst 
b/docs/_sources/get_started/tutorials/ir_module.rst
index 25dcefdc21a..451dbbd91ca 100644
--- a/docs/_sources/get_started/tutorials/ir_module.rst
+++ b/docs/_sources/get_started/tutorials/ir_module.rst
@@ -764,8 +764,8 @@ We can deploy the IRModule on CPU by specifying the target 
as ``llvm``.
 
  .. code-block:: none
 
-    [[ 0.09814538 -0.0746279   0.10309173  0.05840839 -0.04527159  0.03733303
-      -0.37953535  0.28821677 -0.13715598  0.03799532]]
+    [[-0.3511589  -0.10916518  0.03766767 -0.25255108 -0.10690457 -0.24171156
+      -0.08324581  0.1422816  -0.13410103 -0.17874202]]
 
 
 
@@ -831,8 +831,8 @@ Now we can compile the IRModule on GPU, the similar way as 
we did on CPU.
 
  .. code-block:: none
 
-    [[ 0.09814541 -0.07462794  0.10309176  0.05840842 -0.04527163  0.03733306
-      -0.37953535  0.28821674 -0.13715601  0.03799535]]
+    [[-0.35115886 -0.10916523  0.03766768 -0.2525511  -0.10690463 -0.24171159
+      -0.08324576  0.14228158 -0.13410106 -0.17874202]]
 
 
 
diff --git a/docs/_sources/get_started/tutorials/quick_start.rst 
b/docs/_sources/get_started/tutorials/quick_start.rst
index aaf6cfb9666..d1c023eb403 100644
--- a/docs/_sources/get_started/tutorials/quick_start.rst
+++ b/docs/_sources/get_started/tutorials/quick_start.rst
@@ -226,8 +226,8 @@ different devices.
 
  .. code-block:: none
 
-    [[25302.285 24663.635 26532.346 25308.629 25953.385 26641.252 26941.277
-      25390.621 25771.25  26547.527]]
+    [[26798.113 24623.33  25608.723 26239.244 25614.58  24605.916 26271.791
+      24851.562 24899.887 25853.186]]
 
 
 
diff --git a/docs/_sources/get_started/tutorials/sg_execution_times.rst 
b/docs/_sources/get_started/tutorials/sg_execution_times.rst
index ddb518fb313..852e4273bc3 100644
--- a/docs/_sources/get_started/tutorials/sg_execution_times.rst
+++ b/docs/_sources/get_started/tutorials/sg_execution_times.rst
@@ -6,7 +6,7 @@
 
 Computation times
 =================
-**00:06.515** total execution time for 2 files **from get_started/tutorials**:
+**00:06.494** total execution time for 2 files **from get_started/tutorials**:
 
 .. container::
 
@@ -33,8 +33,8 @@ Computation times
      - Time
      - Mem (MB)
    * - :ref:`sphx_glr_get_started_tutorials_ir_module.py` (``ir_module.py``)
-     - 00:06.321
+     - 00:06.298
      - 0.0
    * - :ref:`sphx_glr_get_started_tutorials_quick_start.py` 
(``quick_start.py``)
-     - 00:00.194
+     - 00:00.195
      - 0.0
diff --git a/docs/_sources/how_to/tutorials/cross_compilation_and_rpc.rst 
b/docs/_sources/how_to/tutorials/cross_compilation_and_rpc.rst
index 78d542f57af..c8a433a9386 100644
--- a/docs/_sources/how_to/tutorials/cross_compilation_and_rpc.rst
+++ b/docs/_sources/how_to/tutorials/cross_compilation_and_rpc.rst
@@ -275,7 +275,7 @@ device and returns the measured cost. Network overhead is 
excluded.
 
  .. code-block:: none
 
-    1.08e-07 secs/op
+    1.06e-07 secs/op
 
 
 
@@ -864,8 +864,8 @@ This workflow is applicable to various deployment scenarios:
     Converted PyTorch model to Relax:
       - Number of parameters: 4
     Using local target for demonstration
-    Exported library to: /tmp/tmpsqo9qg71/model_deployed.so
-    Saved parameters to: /tmp/tmpsqo9qg71/model_params.npz
+    Exported library to: /tmp/tmpstzs59fu/model_deployed.so
+    Saved parameters to: /tmp/tmpstzs59fu/model_params.npz
 
     RPC workflow (works for any remote device):
     ==================================================
diff --git a/docs/_sources/how_to/tutorials/e2e_opt_model.rst 
b/docs/_sources/how_to/tutorials/e2e_opt_model.rst
index 157f26d883a..bef38662a78 100644
--- a/docs/_sources/how_to/tutorials/e2e_opt_model.rst
+++ b/docs/_sources/how_to/tutorials/e2e_opt_model.rst
@@ -54,7 +54,7 @@ PyTorch.
  .. code-block:: none
 
     Downloading: "https://download.pytorch.org/models/resnet18-f37072fd.pth"; 
to /workspace/.cache/torch/hub/checkpoints/resnet18-f37072fd.pth
-       0%|          | 0.00/44.7M [00:00<?, ?B/s]      51%|█████▏    | 
23.0M/44.7M [00:00<00:00, 241MB/s]     100%|██████████| 44.7M/44.7M 
[00:00<00:00, 254MB/s]
+       0%|          | 0.00/44.7M [00:00<?, ?B/s]      66%|██████▌   | 
29.5M/44.7M [00:00<00:00, 309MB/s]     100%|██████████| 44.7M/44.7M 
[00:00<00:00, 333MB/s]
 
 
 
diff --git a/docs/_sources/how_to/tutorials/sg_execution_times.rst 
b/docs/_sources/how_to/tutorials/sg_execution_times.rst
index 86c3f01b4d2..53058e09f2b 100644
--- a/docs/_sources/how_to/tutorials/sg_execution_times.rst
+++ b/docs/_sources/how_to/tutorials/sg_execution_times.rst
@@ -6,7 +6,7 @@
 
 Computation times
 =================
-**00:18.344** total execution time for 8 files **from how_to/tutorials**:
+**00:18.295** total execution time for 8 files **from how_to/tutorials**:
 
 .. container::
 
@@ -33,19 +33,19 @@ Computation times
      - Time
      - Mem (MB)
    * - :ref:`sphx_glr_how_to_tutorials_optimize_llm.py` (``optimize_llm.py``)
-     - 00:12.954
+     - 00:12.990
      - 0.0
    * - :ref:`sphx_glr_how_to_tutorials_import_model.py` (``import_model.py``)
-     - 00:03.677
+     - 00:03.655
      - 0.0
    * - :ref:`sphx_glr_how_to_tutorials_e2e_opt_model.py` (``e2e_opt_model.py``)
-     - 00:00.719
+     - 00:00.660
      - 0.0
    * - :ref:`sphx_glr_how_to_tutorials_cross_compilation_and_rpc.py` 
(``cross_compilation_and_rpc.py``)
-     - 00:00.586
+     - 00:00.581
      - 0.0
    * - :ref:`sphx_glr_how_to_tutorials_customize_opt.py` (``customize_opt.py``)
-     - 00:00.357
+     - 00:00.360
      - 0.0
    * - :ref:`sphx_glr_how_to_tutorials_bring_your_own_codegen.py` 
(``bring_your_own_codegen.py``)
      - 00:00.043
diff --git a/docs/_sources/sg_execution_times.rst 
b/docs/_sources/sg_execution_times.rst
index eeeec81877b..b19ff77c6a2 100644
--- a/docs/_sources/sg_execution_times.rst
+++ b/docs/_sources/sg_execution_times.rst
@@ -6,7 +6,7 @@
 
 Computation times
 =================
-**00:26.079** total execution time for 16 files **from all galleries**:
+**00:26.008** total execution time for 16 files **from all galleries**:
 
 .. container::
 
@@ -33,34 +33,34 @@ Computation times
      - Time
      - Mem (MB)
    * - :ref:`sphx_glr_how_to_tutorials_optimize_llm.py` 
(``../how_to/tutorials/optimize_llm.py``)
-     - 00:12.954
+     - 00:12.990
      - 0.0
    * - :ref:`sphx_glr_get_started_tutorials_ir_module.py` 
(``../get_started/tutorials/ir_module.py``)
-     - 00:06.321
+     - 00:06.298
      - 0.0
    * - :ref:`sphx_glr_how_to_tutorials_import_model.py` 
(``../how_to/tutorials/import_model.py``)
-     - 00:03.677
+     - 00:03.655
      - 0.0
    * - :ref:`sphx_glr_how_to_tutorials_e2e_opt_model.py` 
(``../how_to/tutorials/e2e_opt_model.py``)
-     - 00:00.719
+     - 00:00.660
      - 0.0
    * - :ref:`sphx_glr_how_to_tutorials_cross_compilation_and_rpc.py` 
(``../how_to/tutorials/cross_compilation_and_rpc.py``)
-     - 00:00.586
+     - 00:00.581
      - 0.0
    * - :ref:`sphx_glr_deep_dive_tensor_ir_tutorials_dlight_gpu_scheduling.py` 
(``../deep_dive/tensor_ir/tutorials/dlight_gpu_scheduling.py``)
-     - 00:00.528
+     - 00:00.527
      - 0.0
    * - :ref:`sphx_glr_how_to_tutorials_customize_opt.py` 
(``../how_to/tutorials/customize_opt.py``)
-     - 00:00.357
+     - 00:00.360
      - 0.0
    * - :ref:`sphx_glr_deep_dive_tensor_ir_tutorials_tir_transformation.py` 
(``../deep_dive/tensor_ir/tutorials/tir_transformation.py``)
-     - 00:00.317
+     - 00:00.316
      - 0.0
    * - :ref:`sphx_glr_get_started_tutorials_quick_start.py` 
(``../get_started/tutorials/quick_start.py``)
-     - 00:00.194
+     - 00:00.195
      - 0.0
    * - :ref:`sphx_glr_deep_dive_tensor_ir_tutorials_tir_creation.py` 
(``../deep_dive/tensor_ir/tutorials/tir_creation.py``)
-     - 00:00.161
+     - 00:00.162
      - 0.0
    * - :ref:`sphx_glr_deep_dive_relax_tutorials_relax_creation.py` 
(``../deep_dive/relax/tutorials/relax_creation.py``)
      - 00:00.109
diff --git a/docs/deep_dive/relax/tutorials/sg_execution_times.html 
b/docs/deep_dive/relax/tutorials/sg_execution_times.html
index 53f647b0432..cd0e7851d4d 100644
--- a/docs/deep_dive/relax/tutorials/sg_execution_times.html
+++ b/docs/deep_dive/relax/tutorials/sg_execution_times.html
@@ -634,7 +634,7 @@ document.write(`
                   
   <section id="computation-times">
 <span 
id="sphx-glr-deep-dive-relax-tutorials-sg-execution-times"></span><h1>Computation
 times<a class="headerlink" href="#computation-times" title="Link to this 
heading">#</a></h1>
-<p><strong>00:00.202</strong> total execution time for 2 files <strong>from 
deep_dive/relax/tutorials</strong>:</p>
+<p><strong>00:00.203</strong> total execution time for 2 files <strong>from 
deep_dive/relax/tutorials</strong>:</p>
 <div class="docutils container">
 <style scoped>
 <link 
href="https://cdnjs.cloudflare.com/ajax/libs/twitter-bootstrap/5.3.0/css/bootstrap.min.css";
 rel="stylesheet" />
diff --git a/docs/deep_dive/tensor_ir/tutorials/sg_execution_times.html 
b/docs/deep_dive/tensor_ir/tutorials/sg_execution_times.html
index 0d082a393a2..4990a1da87b 100644
--- a/docs/deep_dive/tensor_ir/tutorials/sg_execution_times.html
+++ b/docs/deep_dive/tensor_ir/tutorials/sg_execution_times.html
@@ -634,7 +634,7 @@ document.write(`
                   
   <section id="computation-times">
 <span 
id="sphx-glr-deep-dive-tensor-ir-tutorials-sg-execution-times"></span><h1>Computation
 times<a class="headerlink" href="#computation-times" title="Link to this 
heading">#</a></h1>
-<p><strong>00:01.018</strong> total execution time for 4 files <strong>from 
deep_dive/tensor_ir/tutorials</strong>:</p>
+<p><strong>00:01.016</strong> total execution time for 4 files <strong>from 
deep_dive/tensor_ir/tutorials</strong>:</p>
 <div class="docutils container">
 <style scoped>
 <link 
href="https://cdnjs.cloudflare.com/ajax/libs/twitter-bootstrap/5.3.0/css/bootstrap.min.css";
 rel="stylesheet" />
@@ -656,15 +656,15 @@ $(document).ready( function () {
 </thead>
 <tbody>
 <tr class="row-even"><td><p><a class="reference internal" 
href="dlight_gpu_scheduling.html#sphx-glr-deep-dive-tensor-ir-tutorials-dlight-gpu-scheduling-py"><span
 class="std std-ref">DLight: Rule-Based GPU Scheduling</span></a> (<code 
class="docutils literal notranslate"><span 
class="pre">dlight_gpu_scheduling.py</span></code>)</p></td>
-<td><p>00:00.528</p></td>
+<td><p>00:00.527</p></td>
 <td><p>0.0</p></td>
 </tr>
 <tr class="row-odd"><td><p><a class="reference internal" 
href="tir_transformation.html#sphx-glr-deep-dive-tensor-ir-tutorials-tir-transformation-py"><span
 class="std std-ref">Transformation</span></a> (<code class="docutils literal 
notranslate"><span class="pre">tir_transformation.py</span></code>)</p></td>
-<td><p>00:00.317</p></td>
+<td><p>00:00.316</p></td>
 <td><p>0.0</p></td>
 </tr>
 <tr class="row-even"><td><p><a class="reference internal" 
href="tir_creation.html#sphx-glr-deep-dive-tensor-ir-tutorials-tir-creation-py"><span
 class="std std-ref">TensorIR Creation</span></a> (<code class="docutils 
literal notranslate"><span class="pre">tir_creation.py</span></code>)</p></td>
-<td><p>00:00.161</p></td>
+<td><p>00:00.162</p></td>
 <td><p>0.0</p></td>
 </tr>
 <tr class="row-odd"><td><p><a class="reference internal" 
href="meta_schedule.html#sphx-glr-deep-dive-tensor-ir-tutorials-meta-schedule-py"><span
 class="std std-ref">MetaSchedule: Search-Based Auto-Tuning</span></a> (<code 
class="docutils literal notranslate"><span 
class="pre">meta_schedule.py</span></code>)</p></td>
diff --git a/docs/deep_dive/tensor_ir/tutorials/tir_transformation.html 
b/docs/deep_dive/tensor_ir/tutorials/tir_transformation.html
index 898fab5d5f3..5908b89a8c6 100644
--- a/docs/deep_dive/tensor_ir/tutorials/tir_transformation.html
+++ b/docs/deep_dive/tensor_ir/tutorials/tir_transformation.html
@@ -722,7 +722,7 @@ original implementation.</p>
 </div>
 <div class="sphx-glr-script-out highlight-none notranslate"><div 
class="highlight"><pre><span></span>Execution time summary:
  mean (ms)   median (ms)    max (ms)     min (ms)     std (ms)
-   2.7551       2.7551       2.7551       2.7551       0.0000
+   2.7548       2.7548       2.7548       2.7548       0.0000
 </pre></div>
 </div>
 <section id="initialization-schedule">
@@ -838,7 +838,7 @@ class Module:
 
 Execution time summary:
  mean (ms)   median (ms)    max (ms)     min (ms)     std (ms)
-   0.8629       0.8629       0.8629       0.8629       0.0000
+   0.8653       0.8653       0.8653       0.8653       0.0000
 </pre></div>
 </div>
 </section>
@@ -946,7 +946,7 @@ class Module:
 
 Execution time summary:
  mean (ms)   median (ms)    max (ms)     min (ms)     std (ms)
-   0.3393       0.3393       0.3393       0.3393       0.0000
+   0.3392       0.3392       0.3392       0.3392       0.0000
 </pre></div>
 </div>
 </section>
diff --git a/docs/get_started/tutorials/ir_module.html 
b/docs/get_started/tutorials/ir_module.html
index 3507a14fb73..c277f9899e4 100644
--- a/docs/get_started/tutorials/ir_module.html
+++ b/docs/get_started/tutorials/ir_module.html
@@ -1229,8 +1229,8 @@ backends.</p>
 <span class="nb">print</span><span class="p">(</span><span 
class="n">cpu_out</span><span class="p">)</span>
 </pre></div>
 </div>
-<div class="sphx-glr-script-out highlight-none notranslate"><div 
class="highlight"><pre><span></span>[[ 0.09814538 -0.0746279   0.10309173  
0.05840839 -0.04527159  0.03733303
-  -0.37953535  0.28821677 -0.13715598  0.03799532]]
+<div class="sphx-glr-script-out highlight-none notranslate"><div 
class="highlight"><pre><span></span>[[-0.3511589  -0.10916518  0.03766767 
-0.25255108 -0.10690457 -0.24171156
+  -0.08324581  0.1422816  -0.13410103 -0.17874202]]
 </pre></div>
 </div>
 </section>
@@ -1264,8 +1264,8 @@ the details of <code class="docutils literal 
notranslate"><span class="pre">DLig
 <span class="k">assert</span> <span class="n">np</span><span 
class="o">.</span><span class="n">allclose</span><span class="p">(</span><span 
class="n">cpu_out</span><span class="p">,</span> <span 
class="n">gpu_out</span><span class="p">,</span> <span 
class="n">atol</span><span class="o">=</span><span class="mf">1e-3</span><span 
class="p">)</span>
 </pre></div>
 </div>
-<div class="sphx-glr-script-out highlight-none notranslate"><div 
class="highlight"><pre><span></span>[[ 0.09814541 -0.07462794  0.10309176  
0.05840842 -0.04527163  0.03733306
-  -0.37953535  0.28821674 -0.13715601  0.03799535]]
+<div class="sphx-glr-script-out highlight-none notranslate"><div 
class="highlight"><pre><span></span>[[-0.35115886 -0.10916523  0.03766768 
-0.2525511  -0.10690463 -0.24171159
+  -0.08324576  0.14228158 -0.13410106 -0.17874202]]
 </pre></div>
 </div>
 </section>
diff --git a/docs/get_started/tutorials/quick_start.html 
b/docs/get_started/tutorials/quick_start.html
index 79d7ca4c577..a5f1327a644 100644
--- a/docs/get_started/tutorials/quick_start.html
+++ b/docs/get_started/tutorials/quick_start.html
@@ -804,8 +804,8 @@ different devices.</p>
 <span class="nb">print</span><span class="p">(</span><span 
class="n">vm</span><span class="p">[</span><span 
class="s2">&quot;forward&quot;</span><span class="p">](</span><span 
class="n">tvm_data</span><span class="p">,</span> <span class="o">*</span><a 
href="https://docs.python.org/3/builtins/stdtypes.html#list"; 
title="builtins.list" class="sphx-glr-backref-module-builtins 
sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span 
class="n">params</span></a><span class="p">)</span>< [...]
 </pre></div>
 </div>
-<div class="sphx-glr-script-out highlight-none notranslate"><div 
class="highlight"><pre><span></span>[[25302.285 24663.635 26532.346 25308.629 
25953.385 26641.252 26941.277
-  25390.621 25771.25  26547.527]]
+<div class="sphx-glr-script-out highlight-none notranslate"><div 
class="highlight"><pre><span></span>[[26798.113 24623.33  25608.723 26239.244 
25614.58  24605.916 26271.791
+  24851.562 24899.887 25853.186]]
 </pre></div>
 </div>
 <p>Our goal is to bring machine learning to the application with any language 
of interest,
diff --git a/docs/get_started/tutorials/sg_execution_times.html 
b/docs/get_started/tutorials/sg_execution_times.html
index a7d06082098..c578fed337e 100644
--- a/docs/get_started/tutorials/sg_execution_times.html
+++ b/docs/get_started/tutorials/sg_execution_times.html
@@ -634,7 +634,7 @@ document.write(`
                   
   <section id="computation-times">
 <span 
id="sphx-glr-get-started-tutorials-sg-execution-times"></span><h1>Computation 
times<a class="headerlink" href="#computation-times" title="Link to this 
heading">#</a></h1>
-<p><strong>00:06.515</strong> total execution time for 2 files <strong>from 
get_started/tutorials</strong>:</p>
+<p><strong>00:06.494</strong> total execution time for 2 files <strong>from 
get_started/tutorials</strong>:</p>
 <div class="docutils container">
 <style scoped>
 <link 
href="https://cdnjs.cloudflare.com/ajax/libs/twitter-bootstrap/5.3.0/css/bootstrap.min.css";
 rel="stylesheet" />
@@ -656,11 +656,11 @@ $(document).ready( function () {
 </thead>
 <tbody>
 <tr class="row-even"><td><p><a class="reference internal" 
href="ir_module.html#sphx-glr-get-started-tutorials-ir-module-py"><span 
class="std std-ref">IRModule</span></a> (<code class="docutils literal 
notranslate"><span class="pre">ir_module.py</span></code>)</p></td>
-<td><p>00:06.321</p></td>
+<td><p>00:06.298</p></td>
 <td><p>0.0</p></td>
 </tr>
 <tr class="row-odd"><td><p><a class="reference internal" 
href="quick_start.html#sphx-glr-get-started-tutorials-quick-start-py"><span 
class="std std-ref">Quick Start</span></a> (<code class="docutils literal 
notranslate"><span class="pre">quick_start.py</span></code>)</p></td>
-<td><p>00:00.194</p></td>
+<td><p>00:00.195</p></td>
 <td><p>0.0</p></td>
 </tr>
 </tbody>
diff --git a/docs/how_to/tutorials/cross_compilation_and_rpc.html 
b/docs/how_to/tutorials/cross_compilation_and_rpc.html
index 801a1c109f6..490d3725864 100644
--- a/docs/how_to/tutorials/cross_compilation_and_rpc.html
+++ b/docs/how_to/tutorials/cross_compilation_and_rpc.html
@@ -833,7 +833,7 @@ device and returns the measured cost. Network overhead is 
excluded.</p>
 <span class="nb">print</span><span class="p">(</span><span 
class="sa">f</span><span class="s2">&quot;</span><span class="si">{</span><span 
class="n">cost</span><span class="si">:</span><span class="s2">g</span><span 
class="si">}</span><span class="s2"> secs/op&quot;</span><span 
class="p">)</span>
 </pre></div>
 </div>
-<div class="sphx-glr-script-out highlight-none notranslate"><div 
class="highlight"><pre><span></span>1.08e-07 secs/op
+<div class="sphx-glr-script-out highlight-none notranslate"><div 
class="highlight"><pre><span></span>1.06e-07 secs/op
 </pre></div>
 </div>
 </section>
@@ -1362,8 +1362,8 @@ for ONNX models. Simply replace <code class="docutils 
literal notranslate"><span
 Converted PyTorch model to Relax:
   - Number of parameters: 4
 Using local target for demonstration
-Exported library to: /tmp/tmpsqo9qg71/model_deployed.so
-Saved parameters to: /tmp/tmpsqo9qg71/model_params.npz
+Exported library to: /tmp/tmpstzs59fu/model_deployed.so
+Saved parameters to: /tmp/tmpstzs59fu/model_params.npz
 
 RPC workflow (works for any remote device):
 ==================================================
diff --git a/docs/how_to/tutorials/e2e_opt_model.html 
b/docs/how_to/tutorials/e2e_opt_model.html
index ba7e3db44a3..607e970bed5 100644
--- a/docs/how_to/tutorials/e2e_opt_model.html
+++ b/docs/how_to/tutorials/e2e_opt_model.html
@@ -674,8 +674,8 @@ PyTorch.</p>
 <div class="sphx-glr-script-out highlight-none notranslate"><div 
class="highlight"><pre><span></span>Downloading: 
&quot;https://download.pytorch.org/models/resnet18-f37072fd.pth&quot; to 
/workspace/.cache/torch/hub/checkpoints/resnet18-f37072fd.pth
 
   0%|          | 0.00/44.7M [00:00&lt;?, ?B/s]
- 51%|█████▏    | 23.0M/44.7M [00:00&lt;00:00, 241MB/s]
-100%|██████████| 44.7M/44.7M [00:00&lt;00:00, 254MB/s]
+ 66%|██████▌   | 29.5M/44.7M [00:00&lt;00:00, 309MB/s]
+100%|██████████| 44.7M/44.7M [00:00&lt;00:00, 333MB/s]
 </pre></div>
 </div>
 </section>
diff --git a/docs/how_to/tutorials/sg_execution_times.html 
b/docs/how_to/tutorials/sg_execution_times.html
index 8ebe6db5fdc..1f74f546815 100644
--- a/docs/how_to/tutorials/sg_execution_times.html
+++ b/docs/how_to/tutorials/sg_execution_times.html
@@ -634,7 +634,7 @@ document.write(`
                   
   <section id="computation-times">
 <span id="sphx-glr-how-to-tutorials-sg-execution-times"></span><h1>Computation 
times<a class="headerlink" href="#computation-times" title="Link to this 
heading">#</a></h1>
-<p><strong>00:18.344</strong> total execution time for 8 files <strong>from 
how_to/tutorials</strong>:</p>
+<p><strong>00:18.295</strong> total execution time for 8 files <strong>from 
how_to/tutorials</strong>:</p>
 <div class="docutils container">
 <style scoped>
 <link 
href="https://cdnjs.cloudflare.com/ajax/libs/twitter-bootstrap/5.3.0/css/bootstrap.min.css";
 rel="stylesheet" />
@@ -656,23 +656,23 @@ $(document).ready( function () {
 </thead>
 <tbody>
 <tr class="row-even"><td><p><a class="reference internal" 
href="optimize_llm.html#sphx-glr-how-to-tutorials-optimize-llm-py"><span 
class="std std-ref">Optimize Large Language Model</span></a> (<code 
class="docutils literal notranslate"><span 
class="pre">optimize_llm.py</span></code>)</p></td>
-<td><p>00:12.954</p></td>
+<td><p>00:12.990</p></td>
 <td><p>0.0</p></td>
 </tr>
 <tr class="row-odd"><td><p><a class="reference internal" 
href="import_model.html#sphx-glr-how-to-tutorials-import-model-py"><span 
class="std std-ref">Importing Models from ML Frameworks</span></a> (<code 
class="docutils literal notranslate"><span 
class="pre">import_model.py</span></code>)</p></td>
-<td><p>00:03.677</p></td>
+<td><p>00:03.655</p></td>
 <td><p>0.0</p></td>
 </tr>
 <tr class="row-even"><td><p><a class="reference internal" 
href="e2e_opt_model.html#sphx-glr-how-to-tutorials-e2e-opt-model-py"><span 
class="std std-ref">End-to-End Optimize Model</span></a> (<code class="docutils 
literal notranslate"><span class="pre">e2e_opt_model.py</span></code>)</p></td>
-<td><p>00:00.719</p></td>
+<td><p>00:00.660</p></td>
 <td><p>0.0</p></td>
 </tr>
 <tr class="row-odd"><td><p><a class="reference internal" 
href="cross_compilation_and_rpc.html#sphx-glr-how-to-tutorials-cross-compilation-and-rpc-py"><span
 class="std std-ref">Cross Compilation and RPC</span></a> (<code 
class="docutils literal notranslate"><span 
class="pre">cross_compilation_and_rpc.py</span></code>)</p></td>
-<td><p>00:00.586</p></td>
+<td><p>00:00.581</p></td>
 <td><p>0.0</p></td>
 </tr>
 <tr class="row-even"><td><p><a class="reference internal" 
href="customize_opt.html#sphx-glr-how-to-tutorials-customize-opt-py"><span 
class="std std-ref">Customize Optimization</span></a> (<code class="docutils 
literal notranslate"><span class="pre">customize_opt.py</span></code>)</p></td>
-<td><p>00:00.357</p></td>
+<td><p>00:00.360</p></td>
 <td><p>0.0</p></td>
 </tr>
 <tr class="row-odd"><td><p><a class="reference internal" 
href="bring_your_own_codegen.html#sphx-glr-how-to-tutorials-bring-your-own-codegen-py"><span
 class="std std-ref">Bring Your Own Codegen</span></a> (<code class="docutils 
literal notranslate"><span 
class="pre">bring_your_own_codegen.py</span></code>)</p></td>
diff --git a/docs/searchindex.js b/docs/searchindex.js
index 70db68cb84b..614588bd3aa 100644
--- a/docs/searchindex.js
+++ b/docs/searchindex.js
@@ -1 +1 @@
-Search.setIndex({"alltitles": {"@Tx.inline \u2014 inline functions": [[134, 
"tx-inline-inline-functions"]], "@Tx.meta_class \u2014 parser-side state 
objects": [[134, "tx-meta-class-parser-side-state-objects"]], "@Tx.prim_func vs 
@Tx.jit": [[133, "tx-prim-func-vs-tx-jit"]], "A stable extension boundary for 
future hardware": [[137, "a-stable-extension-boundary-for-future-hardware"]], 
"A worked example": [[122, "a-worked-example"]], "API Reference": [[57, null], 
[111, null]], "About": [[57, [...]
\ No newline at end of file
+Search.setIndex({"alltitles": {"@Tx.inline \u2014 inline functions": [[134, 
"tx-inline-inline-functions"]], "@Tx.meta_class \u2014 parser-side state 
objects": [[134, "tx-meta-class-parser-side-state-objects"]], "@Tx.prim_func vs 
@Tx.jit": [[133, "tx-prim-func-vs-tx-jit"]], "A stable extension boundary for 
future hardware": [[137, "a-stable-extension-boundary-for-future-hardware"]], 
"A worked example": [[122, "a-worked-example"]], "API Reference": [[57, null], 
[111, null]], "About": [[57, [...]
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diff --git a/docs/sg_execution_times.html b/docs/sg_execution_times.html
index ffa26700df1..3dbb7cecb1a 100644
--- a/docs/sg_execution_times.html
+++ b/docs/sg_execution_times.html
@@ -634,7 +634,7 @@ document.write(`
                   
   <section id="computation-times">
 <span id="sphx-glr-sg-execution-times"></span><h1>Computation times<a 
class="headerlink" href="#computation-times" title="Link to this 
heading">#</a></h1>
-<p><strong>00:26.079</strong> total execution time for 16 files <strong>from 
all galleries</strong>:</p>
+<p><strong>00:26.008</strong> total execution time for 16 files <strong>from 
all galleries</strong>:</p>
 <div class="docutils container">
 <style scoped>
 <link 
href="https://cdnjs.cloudflare.com/ajax/libs/twitter-bootstrap/5.3.0/css/bootstrap.min.css";
 rel="stylesheet" />
@@ -656,43 +656,43 @@ $(document).ready( function () {
 </thead>
 <tbody>
 <tr class="row-even"><td><p><a class="reference internal" 
href="how_to/tutorials/optimize_llm.html#sphx-glr-how-to-tutorials-optimize-llm-py"><span
 class="std std-ref">Optimize Large Language Model</span></a> (<code 
class="docutils literal notranslate"><span 
class="pre">../how_to/tutorials/optimize_llm.py</span></code>)</p></td>
-<td><p>00:12.954</p></td>
+<td><p>00:12.990</p></td>
 <td><p>0.0</p></td>
 </tr>
 <tr class="row-odd"><td><p><a class="reference internal" 
href="get_started/tutorials/ir_module.html#sphx-glr-get-started-tutorials-ir-module-py"><span
 class="std std-ref">IRModule</span></a> (<code class="docutils literal 
notranslate"><span 
class="pre">../get_started/tutorials/ir_module.py</span></code>)</p></td>
-<td><p>00:06.321</p></td>
+<td><p>00:06.298</p></td>
 <td><p>0.0</p></td>
 </tr>
 <tr class="row-even"><td><p><a class="reference internal" 
href="how_to/tutorials/import_model.html#sphx-glr-how-to-tutorials-import-model-py"><span
 class="std std-ref">Importing Models from ML Frameworks</span></a> (<code 
class="docutils literal notranslate"><span 
class="pre">../how_to/tutorials/import_model.py</span></code>)</p></td>
-<td><p>00:03.677</p></td>
+<td><p>00:03.655</p></td>
 <td><p>0.0</p></td>
 </tr>
 <tr class="row-odd"><td><p><a class="reference internal" 
href="how_to/tutorials/e2e_opt_model.html#sphx-glr-how-to-tutorials-e2e-opt-model-py"><span
 class="std std-ref">End-to-End Optimize Model</span></a> (<code 
class="docutils literal notranslate"><span 
class="pre">../how_to/tutorials/e2e_opt_model.py</span></code>)</p></td>
-<td><p>00:00.719</p></td>
+<td><p>00:00.660</p></td>
 <td><p>0.0</p></td>
 </tr>
 <tr class="row-even"><td><p><a class="reference internal" 
href="how_to/tutorials/cross_compilation_and_rpc.html#sphx-glr-how-to-tutorials-cross-compilation-and-rpc-py"><span
 class="std std-ref">Cross Compilation and RPC</span></a> (<code 
class="docutils literal notranslate"><span 
class="pre">../how_to/tutorials/cross_compilation_and_rpc.py</span></code>)</p></td>
-<td><p>00:00.586</p></td>
+<td><p>00:00.581</p></td>
 <td><p>0.0</p></td>
 </tr>
 <tr class="row-odd"><td><p><a class="reference internal" 
href="deep_dive/tensor_ir/tutorials/dlight_gpu_scheduling.html#sphx-glr-deep-dive-tensor-ir-tutorials-dlight-gpu-scheduling-py"><span
 class="std std-ref">DLight: Rule-Based GPU Scheduling</span></a> (<code 
class="docutils literal notranslate"><span 
class="pre">../deep_dive/tensor_ir/tutorials/dlight_gpu_scheduling.py</span></code>)</p></td>
-<td><p>00:00.528</p></td>
+<td><p>00:00.527</p></td>
 <td><p>0.0</p></td>
 </tr>
 <tr class="row-even"><td><p><a class="reference internal" 
href="how_to/tutorials/customize_opt.html#sphx-glr-how-to-tutorials-customize-opt-py"><span
 class="std std-ref">Customize Optimization</span></a> (<code class="docutils 
literal notranslate"><span 
class="pre">../how_to/tutorials/customize_opt.py</span></code>)</p></td>
-<td><p>00:00.357</p></td>
+<td><p>00:00.360</p></td>
 <td><p>0.0</p></td>
 </tr>
 <tr class="row-odd"><td><p><a class="reference internal" 
href="deep_dive/tensor_ir/tutorials/tir_transformation.html#sphx-glr-deep-dive-tensor-ir-tutorials-tir-transformation-py"><span
 class="std std-ref">Transformation</span></a> (<code class="docutils literal 
notranslate"><span 
class="pre">../deep_dive/tensor_ir/tutorials/tir_transformation.py</span></code>)</p></td>
-<td><p>00:00.317</p></td>
+<td><p>00:00.316</p></td>
 <td><p>0.0</p></td>
 </tr>
 <tr class="row-even"><td><p><a class="reference internal" 
href="get_started/tutorials/quick_start.html#sphx-glr-get-started-tutorials-quick-start-py"><span
 class="std std-ref">Quick Start</span></a> (<code class="docutils literal 
notranslate"><span 
class="pre">../get_started/tutorials/quick_start.py</span></code>)</p></td>
-<td><p>00:00.194</p></td>
+<td><p>00:00.195</p></td>
 <td><p>0.0</p></td>
 </tr>
 <tr class="row-odd"><td><p><a class="reference internal" 
href="deep_dive/tensor_ir/tutorials/tir_creation.html#sphx-glr-deep-dive-tensor-ir-tutorials-tir-creation-py"><span
 class="std std-ref">TensorIR Creation</span></a> (<code class="docutils 
literal notranslate"><span 
class="pre">../deep_dive/tensor_ir/tutorials/tir_creation.py</span></code>)</p></td>
-<td><p>00:00.161</p></td>
+<td><p>00:00.162</p></td>
 <td><p>0.0</p></td>
 </tr>
 <tr class="row-even"><td><p><a class="reference internal" 
href="deep_dive/relax/tutorials/relax_creation.html#sphx-glr-deep-dive-relax-tutorials-relax-creation-py"><span
 class="std std-ref">Relax Creation</span></a> (<code class="docutils literal 
notranslate"><span 
class="pre">../deep_dive/relax/tutorials/relax_creation.py</span></code>)</p></td>

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