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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 51b47953f18 deploying docs 
(apache/tvm@c33ef53584e2a3898a0f697a8b1f3e58552b6fa7)
51b47953f18 is described below

commit 51b47953f18e57c4f1ff0790b004a763a2b6b7ac
Author: tvm-bot <[email protected]>
AuthorDate: Tue Oct 13 12:03:10 2026 +0000

    deploying docs (apache/tvm@c33ef53584e2a3898a0f697a8b1f3e58552b6fa7)
---
 .../import_model.zip                               | Bin 35138 -> 35138 bytes
 .../dlight_gpu_scheduling.zip                      | Bin 26305 -> 26305 bytes
 .../11c11e53c7dace51a8be968ee169ed0d/ir_module.zip | Bin 23756 -> 23756 bytes
 .../tir_transformation.zip                         | Bin 16000 -> 16000 bytes
 .../meta_schedule.zip                              | Bin 24227 -> 24227 bytes
 .../mix_python_and_tvm_with_pymodule.zip           | Bin 38284 -> 38284 bytes
 .../relax_creation.zip                             | Bin 22449 -> 22449 bytes
 .../relax_transformation.zip                       | Bin 11474 -> 11474 bytes
 .../optimize_llm.zip                               | Bin 53997 -> 53997 bytes
 .../bring_your_own_codegen.zip                     | Bin 36295 -> 36295 bytes
 .../e2e_opt_model.zip                              | Bin 14473 -> 14473 bytes
 .../quick_start.zip                                | Bin 16252 -> 16252 bytes
 .../export_and_load_executable.zip                 | Bin 31406 -> 31406 bytes
 .../tir_creation.zip                               | Bin 24600 -> 24600 bytes
 .../cross_compilation_and_rpc.zip                  | Bin 62122 -> 62122 bytes
 .../customize_opt.zip                              | Bin 20510 -> 20510 bytes
 .../relax/tutorials/sg_execution_times.rst         |   6 ++---
 .../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               |  26 ++++++++++-----------
 .../relax/tutorials/sg_execution_times.html        |   6 ++---
 .../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                       |  26 ++++++++++-----------
 37 files changed, 86 insertions(+), 86 deletions(-)

diff --git a/docs/_downloads/050dda7aeddba33e083ae36606d3270f/import_model.zip 
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diff --git 
a/docs/_downloads/373278b9f6fc686adeaa0219598fe78b/mix_python_and_tvm_with_pymodule.zip
 
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index ed26da43dbd..5f812b87f33 100644
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diff --git 
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differ
diff --git a/docs/_downloads/83e85f38cf16f1d926d06615fd54095c/optimize_llm.zip 
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index 021c645ac22..0cd61a4d648 100644
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diff --git 
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diff --git 
a/docs/_downloads/f69380821f417ef2210f45503d81bded/cross_compilation_and_rpc.zip
 
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index 1ae1dec3b90..4750a50a454 100644
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diff --git a/docs/_downloads/f69433a4a80715725df90d1386679956/customize_opt.zip 
b/docs/_downloads/f69433a4a80715725df90d1386679956/customize_opt.zip
index 8fb580ff3b9..8d70a9a8f71 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 3afe75b04a1..d89b1d001a5 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
 =================
-**00:00.177** total execution time for 2 files **from 
deep_dive/relax/tutorials**:
+**00:00.180** 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``)
-     - 00:00.094
+     - 00:00.095
      - 0.0
    * - :ref:`sphx_glr_deep_dive_relax_tutorials_relax_transformation.py` 
(``relax_transformation.py``)
-     - 00:00.083
+     - 00:00.085
      - 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 ec785c4bfaa..3d43d2bc2cb 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
 =================
-**00:00.619** total execution time for 4 files **from 
deep_dive/tensor_ir/tutorials**:
+**00:00.632** 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_tir_transformation.py` 
(``tir_transformation.py``)
-     - 00:00.276
+     - 00:00.282
      - 0.0
    * - :ref:`sphx_glr_deep_dive_tensor_ir_tutorials_dlight_gpu_scheduling.py` 
(``dlight_gpu_scheduling.py``)
-     - 00:00.189
+     - 00:00.193
      - 0.0
    * - :ref:`sphx_glr_deep_dive_tensor_ir_tutorials_tir_creation.py` 
(``tir_creation.py``)
-     - 00:00.141
+     - 00:00.145
      - 0.0
    * - :ref:`sphx_glr_deep_dive_tensor_ir_tutorials_meta_schedule.py` 
(``meta_schedule.py``)
      - 00:00.012
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 467519244a1..6e2dc23e57c 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)  
-       2.5390       2.5390       2.5390       2.5390       0.0000              
    
+       2.5643       2.5643       2.5643       2.5643       0.0000              
    
 
 
 
@@ -311,7 +311,7 @@ action involves reordering these two loops.
 
     Execution time summary:
      mean (ms)   median (ms)    max (ms)     min (ms)     std (ms)  
-       0.8658       0.8658       0.8658       0.8658       0.0000              
    
+       0.8636       0.8636       0.8636       0.8636       0.0000              
    
 
 
 
@@ -451,7 +451,7 @@ from the reduction update via the **decompose_reduction** 
primitive.
 
     Execution time summary:
      mean (ms)   median (ms)    max (ms)     min (ms)     std (ms)  
-       0.3523       0.3523       0.3523       0.3523       0.0000              
    
+       0.3583       0.3583       0.3583       0.3583       0.0000              
    
 
 
 
diff --git a/docs/_sources/get_started/tutorials/ir_module.rst 
b/docs/_sources/get_started/tutorials/ir_module.rst
index ccadaf150db..2f00ccdf6b4 100644
--- a/docs/_sources/get_started/tutorials/ir_module.rst
+++ b/docs/_sources/get_started/tutorials/ir_module.rst
@@ -762,8 +762,8 @@ We can deploy the IRModule on CPU by specifying the target 
as ``llvm``.
 
  .. code-block:: none
 
-    [[ 0.08115527  0.07265935 -0.03463782 -0.1889931  -0.00484288 -0.0508301
-       0.00578005 -0.26583838 -0.04129336 -0.08731672]]
+    [[ 0.0524856   0.09622013  0.11150604  0.1845976  -0.25318506  0.03904794
+      -0.00957853  0.19344816 -0.00553102 -0.06493975]]
 
 
 
@@ -829,8 +829,8 @@ Now we can compile the IRModule on GPU, the similar way as 
we did on CPU.
 
  .. code-block:: none
 
-    [[ 0.08115524  0.07265937 -0.03463786 -0.18899313 -0.00484288 -0.05083011
-       0.00578003 -0.26583838 -0.04129338 -0.08731667]]
+    [[ 0.05248554  0.09622013  0.11150602  0.18459761 -0.25318512  0.03904793
+      -0.00957855  0.19344816 -0.00553104 -0.06493972]]
 
 
 
diff --git a/docs/_sources/get_started/tutorials/quick_start.rst 
b/docs/_sources/get_started/tutorials/quick_start.rst
index f32d0d69998..a86bb46bea1 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
 
-    [[24026.893 25096.521 25758.555 27073.252 23249.197 26135.469 26732.7
-      26195.6   23299.855 25147.025]]
+    [[26053.373 25233.783 24803.783 25590.953 24888.482 25908.68  24947.627
+      26027.31  24965.73  27180.564]]
 
 
 
diff --git a/docs/_sources/get_started/tutorials/sg_execution_times.rst 
b/docs/_sources/get_started/tutorials/sg_execution_times.rst
index fea1837bfda..ba7a5821863 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
 =================
-**00:06.447** total execution time for 2 files **from get_started/tutorials**:
+**00:05.583** 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``)
-     - 00:06.269
+     - 00:05.403
      - 0.0
    * - :ref:`sphx_glr_get_started_tutorials_quick_start.py` 
(``quick_start.py``)
-     - 00:00.178
+     - 00:00.180
      - 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 f4507973a4a..c27c4117a6c 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
 
-    9.31e-08 secs/op
+    9.5e-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/tmpajnlp38s/model_deployed.so
-    Saved parameters to: /tmp/tmpajnlp38s/model_params.npz
+    Exported library to: /tmp/tmpe6roefnv/model_deployed.so
+    Saved parameters to: /tmp/tmpe6roefnv/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 1dc9a0865d5..7aa2fb55a1f 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]      71%|███████   | 
31.6M/44.7M [00:00<00:00, 331MB/s]     100%|██████████| 44.7M/44.7M 
[00:00<00:00, 361MB/s]
+       0%|          | 0.00/44.7M [00:00<?, ?B/s]      71%|███████▏  | 
31.9M/44.7M [00:00<00:00, 333MB/s]     100%|██████████| 44.7M/44.7M 
[00:00<00:00, 360MB/s]
 
 
 
diff --git a/docs/_sources/how_to/tutorials/sg_execution_times.rst 
b/docs/_sources/how_to/tutorials/sg_execution_times.rst
index c77e6b2bf01..9a8fd0bf529 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
 =================
-**00:15.485** total execution time for 8 files **from how_to/tutorials**:
+**00:15.504** 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``)
-     - 00:10.530
+     - 00:10.610
      - 0.0
    * - :ref:`sphx_glr_how_to_tutorials_import_model.py` (``import_model.py``)
-     - 00:03.337
+     - 00:03.364
      - 0.0
    * - :ref:`sphx_glr_how_to_tutorials_e2e_opt_model.py` (``e2e_opt_model.py``)
-     - 00:00.681
+     - 00:00.582
      - 0.0
    * - :ref:`sphx_glr_how_to_tutorials_cross_compilation_and_rpc.py` 
(``cross_compilation_and_rpc.py``)
-     - 00:00.496
+     - 00:00.504
      - 0.0
    * - :ref:`sphx_glr_how_to_tutorials_customize_opt.py` (``customize_opt.py``)
-     - 00:00.312
+     - 00:00.314
      - 0.0
    * - :ref:`sphx_glr_how_to_tutorials_bring_your_own_codegen.py` 
(``bring_your_own_codegen.py``)
      - 00:00.123
diff --git a/docs/_sources/sg_execution_times.rst 
b/docs/_sources/sg_execution_times.rst
index 02d16d8d4d2..8bd4f56eb57 100644
--- a/docs/_sources/sg_execution_times.rst
+++ b/docs/_sources/sg_execution_times.rst
@@ -6,7 +6,7 @@
 
 Computation times
 =================
-**00:22.727** total execution time for 16 files **from all galleries**:
+**00:21.900** total execution time for 16 files **from all galleries**:
 
 .. container::
 
@@ -33,43 +33,43 @@ Computation times
      - Time
      - Mem (MB)
    * - :ref:`sphx_glr_how_to_tutorials_optimize_llm.py` 
(``../how_to/tutorials/optimize_llm.py``)
-     - 00:10.530
+     - 00:10.610
      - 0.0
    * - :ref:`sphx_glr_get_started_tutorials_ir_module.py` 
(``../get_started/tutorials/ir_module.py``)
-     - 00:06.269
+     - 00:05.403
      - 0.0
    * - :ref:`sphx_glr_how_to_tutorials_import_model.py` 
(``../how_to/tutorials/import_model.py``)
-     - 00:03.337
+     - 00:03.364
      - 0.0
    * - :ref:`sphx_glr_how_to_tutorials_e2e_opt_model.py` 
(``../how_to/tutorials/e2e_opt_model.py``)
-     - 00:00.681
+     - 00:00.582
      - 0.0
    * - :ref:`sphx_glr_how_to_tutorials_cross_compilation_and_rpc.py` 
(``../how_to/tutorials/cross_compilation_and_rpc.py``)
-     - 00:00.496
+     - 00:00.504
      - 0.0
    * - :ref:`sphx_glr_how_to_tutorials_customize_opt.py` 
(``../how_to/tutorials/customize_opt.py``)
-     - 00:00.312
+     - 00:00.314
      - 0.0
    * - :ref:`sphx_glr_deep_dive_tensor_ir_tutorials_tir_transformation.py` 
(``../deep_dive/tensor_ir/tutorials/tir_transformation.py``)
-     - 00:00.276
+     - 00:00.282
      - 0.0
    * - :ref:`sphx_glr_deep_dive_tensor_ir_tutorials_dlight_gpu_scheduling.py` 
(``../deep_dive/tensor_ir/tutorials/dlight_gpu_scheduling.py``)
-     - 00:00.189
+     - 00:00.193
      - 0.0
    * - :ref:`sphx_glr_get_started_tutorials_quick_start.py` 
(``../get_started/tutorials/quick_start.py``)
-     - 00:00.178
+     - 00:00.180
      - 0.0
    * - :ref:`sphx_glr_deep_dive_tensor_ir_tutorials_tir_creation.py` 
(``../deep_dive/tensor_ir/tutorials/tir_creation.py``)
-     - 00:00.141
+     - 00:00.145
      - 0.0
    * - :ref:`sphx_glr_how_to_tutorials_bring_your_own_codegen.py` 
(``../how_to/tutorials/bring_your_own_codegen.py``)
      - 00:00.123
      - 0.0
    * - :ref:`sphx_glr_deep_dive_relax_tutorials_relax_creation.py` 
(``../deep_dive/relax/tutorials/relax_creation.py``)
-     - 00:00.094
+     - 00:00.095
      - 0.0
    * - :ref:`sphx_glr_deep_dive_relax_tutorials_relax_transformation.py` 
(``../deep_dive/relax/tutorials/relax_transformation.py``)
-     - 00:00.083
+     - 00:00.085
      - 0.0
    * - :ref:`sphx_glr_deep_dive_tensor_ir_tutorials_meta_schedule.py` 
(``../deep_dive/tensor_ir/tutorials/meta_schedule.py``)
      - 00:00.012
diff --git a/docs/deep_dive/relax/tutorials/sg_execution_times.html 
b/docs/deep_dive/relax/tutorials/sg_execution_times.html
index a99bd0051f7..60e28502341 100644
--- a/docs/deep_dive/relax/tutorials/sg_execution_times.html
+++ b/docs/deep_dive/relax/tutorials/sg_execution_times.html
@@ -629,7 +629,7 @@ 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>00:00.177</strong> total execution time for 2 files <strong>from 
deep_dive/relax/tutorials</strong>:</p>
+<p><strong>00:00.180</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" />
@@ -651,11 +651,11 @@ $(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>00:00.094</p></td>
+<td><p>00:00.095</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>00:00.083</p></td>
+<td><p>00:00.085</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 0c3331e1e3b..3bbee4041a0 100644
--- a/docs/deep_dive/tensor_ir/tutorials/sg_execution_times.html
+++ b/docs/deep_dive/tensor_ir/tutorials/sg_execution_times.html
@@ -629,7 +629,7 @@ 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>00:00.619</strong> total execution time for 4 files <strong>from 
deep_dive/tensor_ir/tutorials</strong>:</p>
+<p><strong>00:00.632</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" />
@@ -651,15 +651,15 @@ $(document).ready( function () {
 </thead>
 <tbody>
 <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>00:00.276</p></td>
+<td><p>00:00.282</p></td>
 <td><p>0.0</p></td>
 </tr>
 <tr class="row-odd"><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>00:00.189</p></td>
+<td><p>00:00.193</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>00:00.141</p></td>
+<td><p>00:00.145</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 ac2a5fa1bf6..b0a70024b72 100644
--- a/docs/deep_dive/tensor_ir/tutorials/tir_transformation.html
+++ b/docs/deep_dive/tensor_ir/tutorials/tir_transformation.html
@@ -717,7 +717,7 @@ 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)
-   2.5390       2.5390       2.5390       2.5390       0.0000
+   2.5643       2.5643       2.5643       2.5643       0.0000
 </pre></div>
 </div>
 <section id="initialization-schedule">
@@ -831,7 +831,7 @@ class Module:
 
 Execution time summary:
  mean (ms)   median (ms)    max (ms)     min (ms)     std (ms)
-   0.8658       0.8658       0.8658       0.8658       0.0000
+   0.8636       0.8636       0.8636       0.8636       0.0000
 </pre></div>
 </div>
 </section>
@@ -937,7 +937,7 @@ class Module:
 
 Execution time summary:
  mean (ms)   median (ms)    max (ms)     min (ms)     std (ms)
-   0.3523       0.3523       0.3523       0.3523       0.0000
+   0.3583       0.3583       0.3583       0.3583       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 43bf4151986..a04056c9b44 100644
--- a/docs/get_started/tutorials/ir_module.html
+++ b/docs/get_started/tutorials/ir_module.html
@@ -1222,8 +1222,8 @@ 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>[[ 0.08115527  0.07265935 -0.03463782 
-0.1889931  -0.00484288 -0.0508301
-   0.00578005 -0.26583838 -0.04129336 -0.08731672]]
+<div class="sphx-glr-script-out highlight-none notranslate"><div 
class="highlight"><pre><span></span>[[ 0.0524856   0.09622013  0.11150604  
0.1845976  -0.25318506  0.03904794
+  -0.00957853  0.19344816 -0.00553102 -0.06493975]]
 </pre></div>
 </div>
 </section>
@@ -1257,8 +1257,8 @@ 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>[[ 0.08115524  0.07265937 -0.03463786 
-0.18899313 -0.00484288 -0.05083011
-   0.00578003 -0.26583838 -0.04129338 -0.08731667]]
+<div class="sphx-glr-script-out highlight-none notranslate"><div 
class="highlight"><pre><span></span>[[ 0.05248554  0.09622013  0.11150602  
0.18459761 -0.25318512  0.03904793
+  -0.00957855  0.19344816 -0.00553104 -0.06493972]]
 </pre></div>
 </div>
 </section>
diff --git a/docs/get_started/tutorials/quick_start.html 
b/docs/get_started/tutorials/quick_start.html
index d707e894359..5146b35063f 100644
--- a/docs/get_started/tutorials/quick_start.html
+++ b/docs/get_started/tutorials/quick_start.html
@@ -799,8 +799,8 @@ 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>[[24026.893 25096.521 25758.555 27073.252 
23249.197 26135.469 26732.7
-  26195.6   23299.855 25147.025]]
+<div class="sphx-glr-script-out highlight-none notranslate"><div 
class="highlight"><pre><span></span>[[26053.373 25233.783 24803.783 25590.953 
24888.482 25908.68  24947.627
+  26027.31  24965.73  27180.564]]
 </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 ee1c9e06b6a..71721fc0422 100644
--- a/docs/get_started/tutorials/sg_execution_times.html
+++ b/docs/get_started/tutorials/sg_execution_times.html
@@ -629,7 +629,7 @@ 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>00:06.447</strong> total execution time for 2 files <strong>from 
get_started/tutorials</strong>:</p>
+<p><strong>00:05.583</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" />
@@ -651,11 +651,11 @@ $(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>00:06.269</p></td>
+<td><p>00:05.403</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>00:00.178</p></td>
+<td><p>00:00.180</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 1898895a434..510d7eaa784 100644
--- a/docs/how_to/tutorials/cross_compilation_and_rpc.html
+++ b/docs/how_to/tutorials/cross_compilation_and_rpc.html
@@ -828,7 +828,7 @@ 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>9.31e-08 secs/op
+<div class="sphx-glr-script-out highlight-none notranslate"><div 
class="highlight"><pre><span></span>9.5e-08 secs/op
 </pre></div>
 </div>
 </section>
@@ -1357,8 +1357,8 @@ 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/tmpajnlp38s/model_deployed.so
-Saved parameters to: /tmp/tmpajnlp38s/model_params.npz
+Exported library to: /tmp/tmpe6roefnv/model_deployed.so
+Saved parameters to: /tmp/tmpe6roefnv/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 64366bafa3d..d2d95ce739a 100644
--- a/docs/how_to/tutorials/e2e_opt_model.html
+++ b/docs/how_to/tutorials/e2e_opt_model.html
@@ -669,8 +669,8 @@ 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]
- 71%|███████   | 31.6M/44.7M [00:00&lt;00:00, 331MB/s]
-100%|██████████| 44.7M/44.7M [00:00&lt;00:00, 361MB/s]
+ 71%|███████▏  | 31.9M/44.7M [00:00&lt;00:00, 333MB/s]
+100%|██████████| 44.7M/44.7M [00:00&lt;00:00, 360MB/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 8d9bfd7e0cc..4280d09bda5 100644
--- a/docs/how_to/tutorials/sg_execution_times.html
+++ b/docs/how_to/tutorials/sg_execution_times.html
@@ -629,7 +629,7 @@ 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>00:15.485</strong> total execution time for 8 files <strong>from 
how_to/tutorials</strong>:</p>
+<p><strong>00:15.504</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" />
@@ -651,23 +651,23 @@ $(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>00:10.530</p></td>
+<td><p>00:10.610</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>00:03.337</p></td>
+<td><p>00:03.364</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>00:00.681</p></td>
+<td><p>00:00.582</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>00:00.496</p></td>
+<td><p>00:00.504</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>00:00.312</p></td>
+<td><p>00:00.314</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 6dcebdce941..ccd19508bf2 100644
--- a/docs/searchindex.js
+++ b/docs/searchindex.js
@@ -1 +1 @@
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"tx-function-vs-tx-jit"]], "@Tx.inline \u2014 inline functions": [[136, 
"tx-inline-inline-functions"]], "@Tx.meta_class \u2014 parser-side state 
objects": [[136, "tx-meta-class-parser-side-state-objects"]], "A stable 
extension boundary for future hardware": [[140, 
"a-stable-extension-boundary-for-future-hardware"]], "A worked example": [[125, 
"a-worked-example"]], "API Reference": [[57, null], [114, null]], "About": 
[[57, n [...]
\ No newline at end of file
+Search.setIndex({"alltitles": {"@Tx.function vs @Tx.jit": [[135, 
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[[57, n [...]
\ No newline at end of file
diff --git a/docs/sg_execution_times.html b/docs/sg_execution_times.html
index 653a4cf2f50..510c47e6e8a 100644
--- a/docs/sg_execution_times.html
+++ b/docs/sg_execution_times.html
@@ -629,7 +629,7 @@ 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>
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all galleries</strong>:</p>
+<p><strong>00:21.900</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";
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@@ -651,43 +651,43 @@ $(document).ready( function () {
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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 
class="pre">../how_to/tutorials/optimize_llm.py</span></code>)</p></td>
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notranslate"><span 
class="pre">../get_started/tutorials/ir_module.py</span></code>)</p></td>
-<td><p>00:06.269</p></td>
+<td><p>00:05.403</p></td>
 <td><p>0.0</p></td>
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 <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
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class="docutils literal notranslate"><span 
class="pre">../how_to/tutorials/import_model.py</span></code>)</p></td>
-<td><p>00:03.337</p></td>
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href="how_to/tutorials/e2e_opt_model.html#sphx-glr-how-to-tutorials-e2e-opt-model-py"><span
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class="docutils literal notranslate"><span 
class="pre">../how_to/tutorials/e2e_opt_model.py</span></code>)</p></td>
-<td><p>00:00.681</p></td>
+<td><p>00:00.582</p></td>
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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>
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href="how_to/tutorials/customize_opt.html#sphx-glr-how-to-tutorials-customize-opt-py"><span
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literal notranslate"><span 
class="pre">../how_to/tutorials/customize_opt.py</span></code>)</p></td>
-<td><p>00:00.312</p></td>
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 </tr>
 <tr class="row-even"><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>
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href="get_started/tutorials/quick_start.html#sphx-glr-get-started-tutorials-quick-start-py"><span
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notranslate"><span 
class="pre">../get_started/tutorials/quick_start.py</span></code>)</p></td>
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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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class="pre">../deep_dive/tensor_ir/tutorials/tir_creation.py</span></code>)</p></td>
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href="how_to/tutorials/bring_your_own_codegen.html#sphx-glr-how-to-tutorials-bring-your-own-codegen-py"><span
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literal notranslate"><span 
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 <tr class="row-odd"><td><p><a class="reference internal" 
href="deep_dive/relax/tutorials/relax_creation.html#sphx-glr-deep-dive-relax-tutorials-relax-creation-py"><span
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notranslate"><span 
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-<td><p>00:00.094</p></td>
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href="deep_dive/relax/tutorials/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">../deep_dive/relax/tutorials/relax_transformation.py</span></code>)</p></td>
-<td><p>00:00.083</p></td>
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href="deep_dive/tensor_ir/tutorials/meta_schedule.html#sphx-glr-deep-dive-tensor-ir-tutorials-meta-schedule-py"><span
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class="docutils literal notranslate"><span 
class="pre">../deep_dive/tensor_ir/tutorials/meta_schedule.py</span></code>)</p></td>

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