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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 21d3349e0a0 deploying docs 
(apache/tvm@ddea9c3a609d274700f44fccede90f8c9254ee37)
21d3349e0a0 is described below

commit 21d3349e0a00db8dfd002e5559c5983483bb59de
Author: tvm-bot <[email protected]>
AuthorDate: Fri Aug 28 13:55:00 2026 +0000

    deploying docs (apache/tvm@ddea9c3a609d274700f44fccede90f8c9254ee37)
---
 .../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 15923 -> 15923 bytes
 .../meta_schedule.zip                              | Bin 24239 -> 24239 bytes
 .../mix_python_and_tvm_with_pymodule.zip           | Bin 38907 -> 38907 bytes
 .../relax_creation.zip                             | Bin 22429 -> 22429 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 24580 -> 24580 bytes
 .../cross_compilation_and_rpc.zip                  | Bin 62286 -> 62286 bytes
 .../customize_opt.zip                              | Bin 20522 -> 20522 bytes
 .../relax/tutorials/sg_execution_times.rst         |   6 ++--
 .../tensor_ir/tutorials/sg_execution_times.rst     |  14 ++++----
 .../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        |  16 ++++-----
 docs/_sources/sg_execution_times.rst               |  36 ++++++++++-----------
 .../relax/tutorials/sg_execution_times.html        |   6 ++--
 .../tensor_ir/tutorials/sg_execution_times.html    |  14 ++++----
 .../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      |  16 ++++-----
 docs/searchindex.js                                |   2 +-
 docs/sg_execution_times.html                       |  36 ++++++++++-----------
 37 files changed, 106 insertions(+), 106 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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differ
diff --git a/docs/_downloads/83e85f38cf16f1d926d06615fd54095c/optimize_llm.zip 
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diff --git 
a/docs/_downloads/8c05f1d580979a2c26428a509c07ed72/bring_your_own_codegen.zip 
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diff --git a/docs/_downloads/f69433a4a80715725df90d1386679956/customize_opt.zip 
b/docs/_downloads/f69433a4a80715725df90d1386679956/customize_opt.zip
index 1d82fb7bf2d..1a77d52c724 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 3d7cd1beab3..1b75e1566ec 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
 =================
-**00:00.302** total execution time for 2 files **from 
deep_dive/relax/tutorials**:
+**00:00.221** total execution time for 2 files **from 
deep_dive/relax/tutorials**:
 
 .. container::
 
@@ -33,8 +33,8 @@ Computation times
      - Time
      - Mem (MB)
    * - :ref:`sphx_glr_deep_dive_relax_tutorials_relax_creation.py` 
(``relax_creation.py``)
-     - 00:00.230
+     - 00:00.168
      - 0.0
    * - :ref:`sphx_glr_deep_dive_relax_tutorials_relax_transformation.py` 
(``relax_transformation.py``)
-     - 00:00.072
+     - 00:00.053
      - 0.0
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 e3645ca000d..1e23e39f728 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
 =================
-**00:00.951** total execution time for 4 files **from 
deep_dive/tensor_ir/tutorials**:
+**00:00.747** total execution time for 4 files **from 
deep_dive/tensor_ir/tutorials**:
 
 .. container::
 
@@ -32,15 +32,15 @@ Computation times
    * - Example
      - Time
      - Mem (MB)
-   * - :ref:`sphx_glr_deep_dive_tensor_ir_tutorials_tir_creation.py` 
(``tir_creation.py``)
-     - 00:00.411
-     - 0.0
    * - :ref:`sphx_glr_deep_dive_tensor_ir_tutorials_tir_transformation.py` 
(``tir_transformation.py``)
-     - 00:00.371
+     - 00:00.311
+     - 0.0
+   * - :ref:`sphx_glr_deep_dive_tensor_ir_tutorials_tir_creation.py` 
(``tir_creation.py``)
+     - 00:00.307
      - 0.0
    * - :ref:`sphx_glr_deep_dive_tensor_ir_tutorials_dlight_gpu_scheduling.py` 
(``dlight_gpu_scheduling.py``)
-     - 00:00.162
+     - 00:00.121
      - 0.0
    * - :ref:`sphx_glr_deep_dive_tensor_ir_tutorials_meta_schedule.py` 
(``meta_schedule.py``)
-     - 00:00.008
+     - 00:00.007
      - 0.0
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 79eeb78d70d..307fa421531 100644
--- a/docs/_sources/deep_dive/tensor_ir/tutorials/tir_transformation.rst
+++ b/docs/_sources/deep_dive/tensor_ir/tutorials/tir_transformation.rst
@@ -120,7 +120,7 @@ original implementation.
 
     Execution time summary:
      mean (ms)   median (ms)    max (ms)     min (ms)     std (ms)  
-       2.7522       2.7522       2.7522       2.7522       0.0000              
    
+       2.6561       2.6561       2.6561       2.6561       0.0000              
    
 
 
 
@@ -294,7 +294,7 @@ action involves reordering these two loops.
 
     Execution time summary:
      mean (ms)   median (ms)    max (ms)     min (ms)     std (ms)  
-       0.8630       0.8630       0.8630       0.8630       0.0000              
    
+       0.8698       0.8698       0.8698       0.8698       0.0000              
    
 
 
 
@@ -424,7 +424,7 @@ from the reduction update via the **decompose_reduction** 
primitive.
 
     Execution time summary:
      mean (ms)   median (ms)    max (ms)     min (ms)     std (ms)  
-       0.3378       0.3378       0.3378       0.3378       0.0000              
    
+       0.3592       0.3592       0.3592       0.3592       0.0000              
    
 
 
 
diff --git a/docs/_sources/get_started/tutorials/ir_module.rst 
b/docs/_sources/get_started/tutorials/ir_module.rst
index 17280e7f477..b30d293d5d6 100644
--- a/docs/_sources/get_started/tutorials/ir_module.rst
+++ b/docs/_sources/get_started/tutorials/ir_module.rst
@@ -696,8 +696,8 @@ We can deploy the IRModule on CPU by specifying the target 
as ``llvm``.
 
  .. code-block:: none
 
-    [[-0.16065463  0.29954743 -0.01330726 -0.01298717 -0.13073824 -0.17996722
-      -0.12757765 -0.14303148 -0.1340681  -0.23297822]]
+    [[-0.0204131   0.196026    0.01661865  0.20722559 -0.2511292   0.13457716
+      -0.02501952 -0.34394678  0.09717278 -0.09521343]]
 
 
 
@@ -763,8 +763,8 @@ Now we can compile the IRModule on GPU, the similar way as 
we did on CPU.
 
  .. code-block:: none
 
-    [[-0.16065462  0.29954743 -0.01330727 -0.01298716 -0.13073823 -0.17996718
-      -0.12757757 -0.14303145 -0.13406813 -0.23297822]]
+    [[-0.02041312  0.19602612  0.01661862  0.20722559 -0.25112927  0.13457721
+      -0.02501953 -0.34394675  0.09717283 -0.09521343]]
 
 
 
diff --git a/docs/_sources/get_started/tutorials/quick_start.rst 
b/docs/_sources/get_started/tutorials/quick_start.rst
index f341ef7de5b..4242488a3c5 100644
--- a/docs/_sources/get_started/tutorials/quick_start.rst
+++ b/docs/_sources/get_started/tutorials/quick_start.rst
@@ -224,8 +224,8 @@ different devices.
 
  .. code-block:: none
 
-    [[24010.414 24143.557 24109.857 24348.756 24723.602 23708.74  25218.451
-      23351.27  23704.55  25129.736]]
+    [[24310.54  23113.61  25348.375 24670.355 23566.426 25133.146 24695.607
+      23711.615 23512.234 22932.607]]
 
 
 
diff --git a/docs/_sources/get_started/tutorials/sg_execution_times.rst 
b/docs/_sources/get_started/tutorials/sg_execution_times.rst
index de137d75920..ddb9cc6eaf2 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
 =================
-**00:06.703** total execution time for 2 files **from get_started/tutorials**:
+**00:05.170** 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``)
-     - 00:06.517
+     - 00:05.012
      - 0.0
    * - :ref:`sphx_glr_get_started_tutorials_quick_start.py` 
(``quick_start.py``)
-     - 00:00.186
+     - 00:00.159
      - 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 e9ee7d3051f..0fa362fab11 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
 
-    1.06e-07 secs/op
+    8.8e-08 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/tmp6zaptcwe/model_deployed.so
-    Saved parameters to: /tmp/tmp6zaptcwe/model_params.npz
+    Exported library to: /tmp/tmpw9z2icil/model_deployed.so
+    Saved parameters to: /tmp/tmpw9z2icil/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 cf2727baf50..e2b75ab5538 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]      66%|██████▌   | 
29.4M/44.7M [00:00<00:00, 307MB/s]     100%|██████████| 44.7M/44.7M 
[00:00<00:00, 337MB/s]
+       0%|          | 0.00/44.7M [00:00<?, ?B/s]      69%|██████▊   | 
30.6M/44.7M [00:00<00:00, 320MB/s]     100%|██████████| 44.7M/44.7M 
[00:00<00:00, 353MB/s]
 
 
 
diff --git a/docs/_sources/how_to/tutorials/sg_execution_times.rst 
b/docs/_sources/how_to/tutorials/sg_execution_times.rst
index 800b8ee05a2..c1f9c3de96a 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
 =================
-**00:17.131** total execution time for 8 files **from how_to/tutorials**:
+**00:13.962** total execution time for 8 files **from how_to/tutorials**:
 
 .. container::
 
@@ -33,25 +33,25 @@ Computation times
      - Time
      - Mem (MB)
    * - :ref:`sphx_glr_how_to_tutorials_optimize_llm.py` (``optimize_llm.py``)
-     - 00:11.818
+     - 00:09.246
      - 0.0
    * - :ref:`sphx_glr_how_to_tutorials_import_model.py` (``import_model.py``)
-     - 00:03.655
+     - 00:03.349
      - 0.0
    * - :ref:`sphx_glr_how_to_tutorials_e2e_opt_model.py` (``e2e_opt_model.py``)
-     - 00:00.699
+     - 00:00.563
      - 0.0
    * - :ref:`sphx_glr_how_to_tutorials_cross_compilation_and_rpc.py` 
(``cross_compilation_and_rpc.py``)
-     - 00:00.571
+     - 00:00.474
      - 0.0
    * - :ref:`sphx_glr_how_to_tutorials_customize_opt.py` (``customize_opt.py``)
-     - 00:00.334
+     - 00:00.283
      - 0.0
    * - :ref:`sphx_glr_how_to_tutorials_bring_your_own_codegen.py` 
(``bring_your_own_codegen.py``)
-     - 00:00.047
+     - 00:00.040
      - 0.0
    * - :ref:`sphx_glr_how_to_tutorials_mix_python_and_tvm_with_pymodule.py` 
(``mix_python_and_tvm_with_pymodule.py``)
-     - 00:00.005
+     - 00:00.004
      - 0.0
    * - :ref:`sphx_glr_how_to_tutorials_export_and_load_executable.py` 
(``export_and_load_executable.py``)
      - 00:00.002
diff --git a/docs/_sources/sg_execution_times.rst 
b/docs/_sources/sg_execution_times.rst
index dca40ba5a8c..4e4ed84e376 100644
--- a/docs/_sources/sg_execution_times.rst
+++ b/docs/_sources/sg_execution_times.rst
@@ -6,7 +6,7 @@
 
 Computation times
 =================
-**00:25.087** total execution time for 16 files **from all galleries**:
+**00:20.101** total execution time for 16 files **from all galleries**:
 
 .. container::
 
@@ -33,49 +33,49 @@ Computation times
      - Time
      - Mem (MB)
    * - :ref:`sphx_glr_how_to_tutorials_optimize_llm.py` 
(``../how_to/tutorials/optimize_llm.py``)
-     - 00:11.818
+     - 00:09.246
      - 0.0
    * - :ref:`sphx_glr_get_started_tutorials_ir_module.py` 
(``../get_started/tutorials/ir_module.py``)
-     - 00:06.517
+     - 00:05.012
      - 0.0
    * - :ref:`sphx_glr_how_to_tutorials_import_model.py` 
(``../how_to/tutorials/import_model.py``)
-     - 00:03.655
+     - 00:03.349
      - 0.0
    * - :ref:`sphx_glr_how_to_tutorials_e2e_opt_model.py` 
(``../how_to/tutorials/e2e_opt_model.py``)
-     - 00:00.699
+     - 00:00.563
      - 0.0
    * - :ref:`sphx_glr_how_to_tutorials_cross_compilation_and_rpc.py` 
(``../how_to/tutorials/cross_compilation_and_rpc.py``)
-     - 00:00.571
-     - 0.0
-   * - :ref:`sphx_glr_deep_dive_tensor_ir_tutorials_tir_creation.py` 
(``../deep_dive/tensor_ir/tutorials/tir_creation.py``)
-     - 00:00.411
+     - 00:00.474
      - 0.0
    * - :ref:`sphx_glr_deep_dive_tensor_ir_tutorials_tir_transformation.py` 
(``../deep_dive/tensor_ir/tutorials/tir_transformation.py``)
-     - 00:00.371
+     - 00:00.311
+     - 0.0
+   * - :ref:`sphx_glr_deep_dive_tensor_ir_tutorials_tir_creation.py` 
(``../deep_dive/tensor_ir/tutorials/tir_creation.py``)
+     - 00:00.307
      - 0.0
    * - :ref:`sphx_glr_how_to_tutorials_customize_opt.py` 
(``../how_to/tutorials/customize_opt.py``)
-     - 00:00.334
+     - 00:00.283
      - 0.0
    * - :ref:`sphx_glr_deep_dive_relax_tutorials_relax_creation.py` 
(``../deep_dive/relax/tutorials/relax_creation.py``)
-     - 00:00.230
+     - 00:00.168
      - 0.0
    * - :ref:`sphx_glr_get_started_tutorials_quick_start.py` 
(``../get_started/tutorials/quick_start.py``)
-     - 00:00.186
+     - 00:00.159
      - 0.0
    * - :ref:`sphx_glr_deep_dive_tensor_ir_tutorials_dlight_gpu_scheduling.py` 
(``../deep_dive/tensor_ir/tutorials/dlight_gpu_scheduling.py``)
-     - 00:00.162
+     - 00:00.121
      - 0.0
    * - :ref:`sphx_glr_deep_dive_relax_tutorials_relax_transformation.py` 
(``../deep_dive/relax/tutorials/relax_transformation.py``)
-     - 00:00.072
+     - 00:00.053
      - 0.0
    * - :ref:`sphx_glr_how_to_tutorials_bring_your_own_codegen.py` 
(``../how_to/tutorials/bring_your_own_codegen.py``)
-     - 00:00.047
+     - 00:00.040
      - 0.0
    * - :ref:`sphx_glr_deep_dive_tensor_ir_tutorials_meta_schedule.py` 
(``../deep_dive/tensor_ir/tutorials/meta_schedule.py``)
-     - 00:00.008
+     - 00:00.007
      - 0.0
    * - :ref:`sphx_glr_how_to_tutorials_mix_python_and_tvm_with_pymodule.py` 
(``../how_to/tutorials/mix_python_and_tvm_with_pymodule.py``)
-     - 00:00.005
+     - 00:00.004
      - 0.0
    * - :ref:`sphx_glr_how_to_tutorials_export_and_load_executable.py` 
(``../how_to/tutorials/export_and_load_executable.py``)
      - 00:00.002
diff --git a/docs/deep_dive/relax/tutorials/sg_execution_times.html 
b/docs/deep_dive/relax/tutorials/sg_execution_times.html
index a1e1cd82e95..e6fae3d679c 100644
--- a/docs/deep_dive/relax/tutorials/sg_execution_times.html
+++ b/docs/deep_dive/relax/tutorials/sg_execution_times.html
@@ -618,7 +618,7 @@ 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>00:00.302</strong> total execution time for 2 files <strong>from 
deep_dive/relax/tutorials</strong>:</p>
+<p><strong>00:00.221</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" />
@@ -640,11 +640,11 @@ $(document).ready( function () {
 </thead>
 <tbody>
 <tr class="row-even"><td><p><a class="reference internal" 
href="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">relax_creation.py</span></code>)</p></td>
-<td><p>00:00.230</p></td>
+<td><p>00:00.168</p></td>
 <td><p>0.0</p></td>
 </tr>
 <tr class="row-odd"><td><p><a class="reference internal" 
href="relax_transformation.html#sphx-glr-deep-dive-relax-tutorials-relax-transformation-py"><span
 class="std std-ref">Transformation</span></a> (<code class="docutils literal 
notranslate"><span class="pre">relax_transformation.py</span></code>)</p></td>
-<td><p>00:00.072</p></td>
+<td><p>00:00.053</p></td>
 <td><p>0.0</p></td>
 </tr>
 </tbody>
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 af173554a7a..1a231483220 100644
--- a/docs/deep_dive/tensor_ir/tutorials/sg_execution_times.html
+++ b/docs/deep_dive/tensor_ir/tutorials/sg_execution_times.html
@@ -618,7 +618,7 @@ 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>00:00.951</strong> total execution time for 4 files <strong>from 
deep_dive/tensor_ir/tutorials</strong>:</p>
+<p><strong>00:00.747</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" />
@@ -639,20 +639,20 @@ $(document).ready( function () {
 </tr>
 </thead>
 <tbody>
-<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>00:00.411</p></td>
+<tr class="row-even"><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>00:00.311</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>00:00.371</p></td>
+<tr class="row-odd"><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>00:00.307</p></td>
 <td><p>0.0</p></td>
 </tr>
 <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>00:00.162</p></td>
+<td><p>00:00.121</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>
-<td><p>00:00.008</p></td>
+<td><p>00:00.007</p></td>
 <td><p>0.0</p></td>
 </tr>
 </tbody>
diff --git a/docs/deep_dive/tensor_ir/tutorials/tir_transformation.html 
b/docs/deep_dive/tensor_ir/tutorials/tir_transformation.html
index 827254d1cdd..e7f6511face 100644
--- a/docs/deep_dive/tensor_ir/tutorials/tir_transformation.html
+++ b/docs/deep_dive/tensor_ir/tutorials/tir_transformation.html
@@ -705,7 +705,7 @@ 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)
-   2.7522       2.7522       2.7522       2.7522       0.0000
+   2.6561       2.6561       2.6561       2.6561       0.0000
 </pre></div>
 </div>
 <section id="initialization-schedule">
@@ -803,7 +803,7 @@ class Module:
 
 Execution time summary:
  mean (ms)   median (ms)    max (ms)     min (ms)     std (ms)
-   0.8630       0.8630       0.8630       0.8630       0.0000
+   0.8698       0.8698       0.8698       0.8698       0.0000
 </pre></div>
 </div>
 </section>
@@ -899,7 +899,7 @@ class Module:
 
 Execution time summary:
  mean (ms)   median (ms)    max (ms)     min (ms)     std (ms)
-   0.3378       0.3378       0.3378       0.3378       0.0000
+   0.3592       0.3592       0.3592       0.3592       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 3d9a6ca0532..06c926a762e 100644
--- a/docs/get_started/tutorials/ir_module.html
+++ b/docs/get_started/tutorials/ir_module.html
@@ -1145,8 +1145,8 @@ 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>[[-0.16065463  0.29954743 -0.01330726 
-0.01298717 -0.13073824 -0.17996722
-  -0.12757765 -0.14303148 -0.1340681  -0.23297822]]
+<div class="sphx-glr-script-out highlight-none notranslate"><div 
class="highlight"><pre><span></span>[[-0.0204131   0.196026    0.01661865  
0.20722559 -0.2511292   0.13457716
+  -0.02501952 -0.34394678  0.09717278 -0.09521343]]
 </pre></div>
 </div>
 </section>
@@ -1180,8 +1180,8 @@ 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>[[-0.16065462  0.29954743 -0.01330727 
-0.01298716 -0.13073823 -0.17996718
-  -0.12757757 -0.14303145 -0.13406813 -0.23297822]]
+<div class="sphx-glr-script-out highlight-none notranslate"><div 
class="highlight"><pre><span></span>[[-0.02041312  0.19602612  0.01661862  
0.20722559 -0.25112927  0.13457721
+  -0.02501953 -0.34394675  0.09717283 -0.09521343]]
 </pre></div>
 </div>
 </section>
diff --git a/docs/get_started/tutorials/quick_start.html 
b/docs/get_started/tutorials/quick_start.html
index 2edfb343c58..b4435bd1488 100644
--- a/docs/get_started/tutorials/quick_start.html
+++ b/docs/get_started/tutorials/quick_start.html
@@ -786,8 +786,8 @@ 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/library/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><s [...]
 </pre></div>
 </div>
-<div class="sphx-glr-script-out highlight-none notranslate"><div 
class="highlight"><pre><span></span>[[24010.414 24143.557 24109.857 24348.756 
24723.602 23708.74  25218.451
-  23351.27  23704.55  25129.736]]
+<div class="sphx-glr-script-out highlight-none notranslate"><div 
class="highlight"><pre><span></span>[[24310.54  23113.61  25348.375 24670.355 
23566.426 25133.146 24695.607
+  23711.615 23512.234 22932.607]]
 </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 4848ba5d97b..d4508066bf5 100644
--- a/docs/get_started/tutorials/sg_execution_times.html
+++ b/docs/get_started/tutorials/sg_execution_times.html
@@ -618,7 +618,7 @@ 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>00:06.703</strong> total execution time for 2 files <strong>from 
get_started/tutorials</strong>:</p>
+<p><strong>00:05.170</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" />
@@ -640,11 +640,11 @@ $(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>00:06.517</p></td>
+<td><p>00:05.012</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>00:00.186</p></td>
+<td><p>00:00.159</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 8ca3078050e..80230168984 100644
--- a/docs/how_to/tutorials/cross_compilation_and_rpc.html
+++ b/docs/how_to/tutorials/cross_compilation_and_rpc.html
@@ -817,7 +817,7 @@ 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>1.06e-07 secs/op
+<div class="sphx-glr-script-out highlight-none notranslate"><div 
class="highlight"><pre><span></span>8.8e-08 secs/op
 </pre></div>
 </div>
 </section>
@@ -1346,8 +1346,8 @@ 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/tmp6zaptcwe/model_deployed.so
-Saved parameters to: /tmp/tmp6zaptcwe/model_params.npz
+Exported library to: /tmp/tmpw9z2icil/model_deployed.so
+Saved parameters to: /tmp/tmpw9z2icil/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 fdadf798ed9..49889ba913d 100644
--- a/docs/how_to/tutorials/e2e_opt_model.html
+++ b/docs/how_to/tutorials/e2e_opt_model.html
@@ -658,8 +658,8 @@ 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]
- 66%|██████▌   | 29.4M/44.7M [00:00&lt;00:00, 307MB/s]
-100%|██████████| 44.7M/44.7M [00:00&lt;00:00, 337MB/s]
+ 69%|██████▊   | 30.6M/44.7M [00:00&lt;00:00, 320MB/s]
+100%|██████████| 44.7M/44.7M [00:00&lt;00:00, 353MB/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 cb6de0d61bd..3d97f6ed2fa 100644
--- a/docs/how_to/tutorials/sg_execution_times.html
+++ b/docs/how_to/tutorials/sg_execution_times.html
@@ -618,7 +618,7 @@ 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>00:17.131</strong> total execution time for 8 files <strong>from 
how_to/tutorials</strong>:</p>
+<p><strong>00:13.962</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" />
@@ -640,31 +640,31 @@ $(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>00:11.818</p></td>
+<td><p>00:09.246</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>00:03.655</p></td>
+<td><p>00:03.349</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>00:00.699</p></td>
+<td><p>00:00.563</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 
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href="customize_opt.html#sphx-glr-how-to-tutorials-customize-opt-py"><span 
class="std std-ref">Customize Optimization</span></a> (<code class="docutils 
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 <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>
-<td><p>00:00.047</p></td>
+<td><p>00:00.040</p></td>
 <td><p>0.0</p></td>
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 <tr class="row-even"><td><p><a class="reference internal" 
href="mix_python_and_tvm_with_pymodule.html#sphx-glr-how-to-tutorials-mix-python-and-tvm-with-pymodule-py"><span
 class="std std-ref">Mix Python/PyTorch with TVM Using BasePyModule</span></a> 
(<code class="docutils literal notranslate"><span 
class="pre">mix_python_and_tvm_with_pymodule.py</span></code>)</p></td>
-<td><p>00:00.005</p></td>
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 <td><p>0.0</p></td>
 </tr>
 <tr class="row-odd"><td><p><a class="reference internal" 
href="export_and_load_executable.html#sphx-glr-how-to-tutorials-export-and-load-executable-py"><span
 class="std std-ref">Export and Load Relax Executables</span></a> (<code 
class="docutils literal notranslate"><span 
class="pre">export_and_load_executable.py</span></code>)</p></td>
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href="how_to/tutorials/optimize_llm.html#sphx-glr-how-to-tutorials-optimize-llm-py"><span
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class="docutils literal notranslate"><span 
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href="get_started/tutorials/ir_module.html#sphx-glr-get-started-tutorials-ir-module-py"><span
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href="how_to/tutorials/import_model.html#sphx-glr-how-to-tutorials-import-model-py"><span
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href="deep_dive/tensor_ir/tutorials/tir_creation.html#sphx-glr-deep-dive-tensor-ir-tutorials-tir-creation-py"><span
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href="deep_dive/tensor_ir/tutorials/tir_transformation.html#sphx-glr-deep-dive-tensor-ir-tutorials-tir-transformation-py"><span
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href="deep_dive/tensor_ir/tutorials/tir_creation.html#sphx-glr-deep-dive-tensor-ir-tutorials-tir-creation-py"><span
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href="how_to/tutorials/export_and_load_executable.html#sphx-glr-how-to-tutorials-export-and-load-executable-py"><span
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