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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 81d319bde0e deploying docs 
(apache/tvm@9fbdd94c3b67a81a7edc88182aa4d28412e8b4e2)
81d319bde0e is described below

commit 81d319bde0e859fe2911233213894256f39a199e
Author: tvm-bot <[email protected]>
AuthorDate: Fri Sep 11 04:31:01 2026 +0000

    deploying docs (apache/tvm@9fbdd94c3b67a81a7edc88182aa4d28412e8b4e2)
---
 .../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        |  14 ++++-----
 docs/_sources/sg_execution_times.rst               |  34 ++++++++++-----------
 .../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      |  14 ++++-----
 docs/searchindex.js                                |   2 +-
 docs/sg_execution_times.html                       |  34 ++++++++++-----------
 37 files changed, 102 insertions(+), 102 deletions(-)

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diff --git 
a/docs/_downloads/373278b9f6fc686adeaa0219598fe78b/mix_python_and_tvm_with_pymodule.zip
 
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index afe34666a7a..6e175fc0db7 100644
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 differ
diff --git 
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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 d5d3fbebf7f..29a70faa9a6 100644
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diff --git 
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diff --git a/docs/_downloads/bb7db6678496193ed0c55d3b95fa6778/quick_start.zip 
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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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diff --git a/docs/_downloads/f69433a4a80715725df90d1386679956/customize_opt.zip 
b/docs/_downloads/f69433a4a80715725df90d1386679956/customize_opt.zip
index ba4741cd080..e5486dae0ae 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 9b3897f3594..8440f0118f6 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
 =================
-**00:00.299** total execution time for 2 files **from 
deep_dive/relax/tutorials**:
+**00:00.225** 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``)
-     - 00:00.229
+     - 00:00.171
      - 0.0
    * - :ref:`sphx_glr_deep_dive_relax_tutorials_relax_transformation.py` 
(``relax_transformation.py``)
-     - 00:00.070
+     - 00:00.054
      - 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 ab6d24c1489..6ebed3c7537 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
 =================
-**00:00.953** total execution time for 4 files **from 
deep_dive/tensor_ir/tutorials**:
+**00:00.754** 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``)
-     - 00:00.412
-     - 0.0
    * - :ref:`sphx_glr_deep_dive_tensor_ir_tutorials_tir_transformation.py` 
(``tir_transformation.py``)
-     - 00:00.374
+     - 00:00.313
+     - 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``)
-     - 00:00.158
+     - 00:00.125
      - 0.0
    * - :ref:`sphx_glr_deep_dive_tensor_ir_tutorials_meta_schedule.py` 
(``meta_schedule.py``)
-     - 00:00.009
+     - 00:00.008
      - 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 97278115b66..7d5d57dc72d 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)  
-       2.7590       2.7590       2.7590       2.7590       0.0000              
    
+       2.6021       2.6021       2.6021       2.6021       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)  
-       0.8640       0.8640       0.8640       0.8640       0.0000              
    
+       0.8683       0.8683       0.8683       0.8683       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)  
-       0.3442       0.3442       0.3442       0.3442       0.0000              
    
+       0.3456       0.3456       0.3456       0.3456       0.0000              
    
 
 
 
diff --git a/docs/_sources/get_started/tutorials/ir_module.rst 
b/docs/_sources/get_started/tutorials/ir_module.rst
index 78d8bcc34b3..50a046b345a 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
 
-    [[ 0.04425099  0.09979615 -0.08135456  0.09312993  0.09077454  0.03536905
-      -0.04241909  0.18563583  0.31384605  0.06755155]]
+    [[-0.23653042 -0.06422926  0.26057306 -0.13924828 -0.00830607  0.02929889
+       0.18216516  0.06268368  0.09494564 -0.0863899 ]]
 
 
 
@@ -763,8 +763,8 @@ Now we can compile the IRModule on GPU, the similar way as 
we did on CPU.
 
  .. code-block:: none
 
-    [[ 0.044251    0.09979615 -0.08135456  0.09312989  0.09077457  0.03536909
-      -0.0424191   0.18563583  0.31384614  0.06755155]]
+    [[-0.23653042 -0.06422923  0.26057303 -0.13924822 -0.00830612  0.02929883
+       0.18216522  0.06268375  0.09494565 -0.08638987]]
 
 
 
diff --git a/docs/_sources/get_started/tutorials/quick_start.rst 
b/docs/_sources/get_started/tutorials/quick_start.rst
index 2b3bc07b8a7..2f00073a48a 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
 
-    [[25977.717 24872.137 25914.742 25087.562 25093.066 25620.818 25524.832
-      24303.4   26257.057 25122.766]]
+    [[26972.328 25772.43  25544.898 25244.475 26507.08  25741.072 25532.078
+      26086.926 25841.686 25969.248]]
 
 
 
diff --git a/docs/_sources/get_started/tutorials/sg_execution_times.rst 
b/docs/_sources/get_started/tutorials/sg_execution_times.rst
index 48ca3c85b6c..5bdcad4c912 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
 =================
-**00:06.255** total execution time for 2 files **from get_started/tutorials**:
+**00:05.362** 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``)
-     - 00:06.063
+     - 00:05.203
      - 0.0
    * - :ref:`sphx_glr_get_started_tutorials_quick_start.py` 
(``quick_start.py``)
-     - 00:00.192
+     - 00:00.158
      - 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 598ede27ab7..4aa5a63926c 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
 
-    1.09e-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/tmpo3c7eahi/model_deployed.so
-    Saved parameters to: /tmp/tmpo3c7eahi/model_params.npz
+    Exported library to: /tmp/tmpuw5z0mkb/model_deployed.so
+    Saved parameters to: /tmp/tmpuw5z0mkb/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 8aa9bb44c8f..1f07d4af2a5 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]      65%|██████▍   | 
29.0M/44.7M [00:00<00:00, 303MB/s]     100%|██████████| 44.7M/44.7M 
[00:00<00:00, 330MB/s]
+       0%|          | 0.00/44.7M [00:00<?, ?B/s]      49%|████▉     | 
21.9M/44.7M [00:00<00:00, 229MB/s]     100%|██████████| 44.7M/44.7M 
[00:00<00:00, 252MB/s]
 
 
 
diff --git a/docs/_sources/how_to/tutorials/sg_execution_times.rst 
b/docs/_sources/how_to/tutorials/sg_execution_times.rst
index ca118205cc8..b3e1b1155c3 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
 =================
-**00:17.455** total execution time for 8 files **from how_to/tutorials**:
+**00:14.540** total execution time for 8 files **from how_to/tutorials**:
 
 .. container::
 
@@ -33,22 +33,22 @@ Computation times
      - Time
      - Mem (MB)
    * - :ref:`sphx_glr_how_to_tutorials_optimize_llm.py` (``optimize_llm.py``)
-     - 00:12.168
+     - 00:09.614
      - 0.0
    * - :ref:`sphx_glr_how_to_tutorials_import_model.py` (``import_model.py``)
-     - 00:03.675
+     - 00:03.394
      - 0.0
    * - :ref:`sphx_glr_how_to_tutorials_e2e_opt_model.py` (``e2e_opt_model.py``)
-     - 00:00.630
+     - 00:00.710
      - 0.0
    * - :ref:`sphx_glr_how_to_tutorials_cross_compilation_and_rpc.py` 
(``cross_compilation_and_rpc.py``)
-     - 00:00.578
+     - 00:00.479
      - 0.0
    * - :ref:`sphx_glr_how_to_tutorials_customize_opt.py` (``customize_opt.py``)
-     - 00:00.351
+     - 00:00.296
      - 0.0
    * - :ref:`sphx_glr_how_to_tutorials_bring_your_own_codegen.py` 
(``bring_your_own_codegen.py``)
-     - 00:00.046
+     - 00:00.041
      - 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
diff --git a/docs/_sources/sg_execution_times.rst 
b/docs/_sources/sg_execution_times.rst
index 1be989b51c2..8aad2868ad0 100644
--- a/docs/_sources/sg_execution_times.rst
+++ b/docs/_sources/sg_execution_times.rst
@@ -6,7 +6,7 @@
 
 Computation times
 =================
-**00:24.962** total execution time for 16 files **from all galleries**:
+**00:20.881** total execution time for 16 files **from all galleries**:
 
 .. container::
 
@@ -33,46 +33,46 @@ Computation times
      - Time
      - Mem (MB)
    * - :ref:`sphx_glr_how_to_tutorials_optimize_llm.py` 
(``../how_to/tutorials/optimize_llm.py``)
-     - 00:12.168
+     - 00:09.614
      - 0.0
    * - :ref:`sphx_glr_get_started_tutorials_ir_module.py` 
(``../get_started/tutorials/ir_module.py``)
-     - 00:06.063
+     - 00:05.203
      - 0.0
    * - :ref:`sphx_glr_how_to_tutorials_import_model.py` 
(``../how_to/tutorials/import_model.py``)
-     - 00:03.675
+     - 00:03.394
      - 0.0
    * - :ref:`sphx_glr_how_to_tutorials_e2e_opt_model.py` 
(``../how_to/tutorials/e2e_opt_model.py``)
-     - 00:00.630
+     - 00:00.710
      - 0.0
    * - :ref:`sphx_glr_how_to_tutorials_cross_compilation_and_rpc.py` 
(``../how_to/tutorials/cross_compilation_and_rpc.py``)
-     - 00:00.578
-     - 0.0
-   * - :ref:`sphx_glr_deep_dive_tensor_ir_tutorials_tir_creation.py` 
(``../deep_dive/tensor_ir/tutorials/tir_creation.py``)
-     - 00:00.412
+     - 00:00.479
      - 0.0
    * - :ref:`sphx_glr_deep_dive_tensor_ir_tutorials_tir_transformation.py` 
(``../deep_dive/tensor_ir/tutorials/tir_transformation.py``)
-     - 00:00.374
+     - 00:00.313
+     - 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``)
-     - 00:00.351
+     - 00:00.296
      - 0.0
    * - :ref:`sphx_glr_deep_dive_relax_tutorials_relax_creation.py` 
(``../deep_dive/relax/tutorials/relax_creation.py``)
-     - 00:00.229
+     - 00:00.171
      - 0.0
    * - :ref:`sphx_glr_get_started_tutorials_quick_start.py` 
(``../get_started/tutorials/quick_start.py``)
-     - 00:00.192
+     - 00:00.158
      - 0.0
    * - :ref:`sphx_glr_deep_dive_tensor_ir_tutorials_dlight_gpu_scheduling.py` 
(``../deep_dive/tensor_ir/tutorials/dlight_gpu_scheduling.py``)
-     - 00:00.158
+     - 00:00.125
      - 0.0
    * - :ref:`sphx_glr_deep_dive_relax_tutorials_relax_transformation.py` 
(``../deep_dive/relax/tutorials/relax_transformation.py``)
-     - 00:00.070
+     - 00:00.054
      - 0.0
    * - :ref:`sphx_glr_how_to_tutorials_bring_your_own_codegen.py` 
(``../how_to/tutorials/bring_your_own_codegen.py``)
-     - 00:00.046
+     - 00:00.041
      - 0.0
    * - :ref:`sphx_glr_deep_dive_tensor_ir_tutorials_meta_schedule.py` 
(``../deep_dive/tensor_ir/tutorials/meta_schedule.py``)
-     - 00:00.009
+     - 00:00.008
      - 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
diff --git a/docs/deep_dive/relax/tutorials/sg_execution_times.html 
b/docs/deep_dive/relax/tutorials/sg_execution_times.html
index 561296d9042..c02a07458b9 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>00:00.299</strong> total execution time for 2 files <strong>from 
deep_dive/relax/tutorials</strong>:</p>
+<p><strong>00:00.225</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" />
@@ -656,11 +656,11 @@ $(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>00:00.229</p></td>
+<td><p>00:00.171</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>00:00.070</p></td>
+<td><p>00:00.054</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 9023e0e2ec7..bef5078aef4 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>00:00.953</strong> total execution time for 4 files <strong>from 
deep_dive/tensor_ir/tutorials</strong>:</p>
+<p><strong>00:00.754</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" />
@@ -655,20 +655,20 @@ $(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>00:00.412</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>00:00.313</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>00:00.374</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>00:00.158</p></td>
+<td><p>00:00.125</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>00:00.009</p></td>
+<td><p>00:00.008</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 cf1b855da1a..b40dbb05e74 100644
--- a/docs/deep_dive/tensor_ir/tutorials/tir_transformation.html
+++ b/docs/deep_dive/tensor_ir/tutorials/tir_transformation.html
@@ -721,7 +721,7 @@ 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)
-   2.7590       2.7590       2.7590       2.7590       0.0000
+   2.6021       2.6021       2.6021       2.6021       0.0000
 </pre></div>
 </div>
 <section id="initialization-schedule">
@@ -819,7 +819,7 @@ class Module:
 
 Execution time summary:
  mean (ms)   median (ms)    max (ms)     min (ms)     std (ms)
-   0.8640       0.8640       0.8640       0.8640       0.0000
+   0.8683       0.8683       0.8683       0.8683       0.0000
 </pre></div>
 </div>
 </section>
@@ -915,7 +915,7 @@ class Module:
 
 Execution time summary:
  mean (ms)   median (ms)    max (ms)     min (ms)     std (ms)
-   0.3442       0.3442       0.3442       0.3442       0.0000
+   0.3456       0.3456       0.3456       0.3456       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 a0087d3a338..4f1d4a2f440 100644
--- a/docs/get_started/tutorials/ir_module.html
+++ b/docs/get_started/tutorials/ir_module.html
@@ -1161,8 +1161,8 @@ 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>[[ 0.04425099  0.09979615 -0.08135456  
0.09312993  0.09077454  0.03536905
-  -0.04241909  0.18563583  0.31384605  0.06755155]]
+<div class="sphx-glr-script-out highlight-none notranslate"><div 
class="highlight"><pre><span></span>[[-0.23653042 -0.06422926  0.26057306 
-0.13924828 -0.00830607  0.02929889
+   0.18216516  0.06268368  0.09494564 -0.0863899 ]]
 </pre></div>
 </div>
 </section>
@@ -1196,8 +1196,8 @@ 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>[[ 0.044251    0.09979615 -0.08135456  
0.09312989  0.09077457  0.03536909
-  -0.0424191   0.18563583  0.31384614  0.06755155]]
+<div class="sphx-glr-script-out highlight-none notranslate"><div 
class="highlight"><pre><span></span>[[-0.23653042 -0.06422923  0.26057303 
-0.13924822 -0.00830612  0.02929883
+   0.18216522  0.06268375  0.09494565 -0.08638987]]
 </pre></div>
 </div>
 </section>
diff --git a/docs/get_started/tutorials/quick_start.html 
b/docs/get_started/tutorials/quick_start.html
index 902817329df..971249dcb8b 100644
--- a/docs/get_started/tutorials/quick_start.html
+++ b/docs/get_started/tutorials/quick_start.html
@@ -802,8 +802,8 @@ 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>[[25977.717 24872.137 25914.742 25087.562 
25093.066 25620.818 25524.832
-  24303.4   26257.057 25122.766]]
+<div class="sphx-glr-script-out highlight-none notranslate"><div 
class="highlight"><pre><span></span>[[26972.328 25772.43  25544.898 25244.475 
26507.08  25741.072 25532.078
+  26086.926 25841.686 25969.248]]
 </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 b73ecce43f4..503ee5dd6dd 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>00:06.255</strong> total execution time for 2 files <strong>from 
get_started/tutorials</strong>:</p>
+<p><strong>00:05.362</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>00:06.063</p></td>
+<td><p>00:05.203</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>00:00.192</p></td>
+<td><p>00:00.158</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 41abf3c1412..ffb3d7853f2 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>1.09e-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/tmpo3c7eahi/model_deployed.so
-Saved parameters to: /tmp/tmpo3c7eahi/model_params.npz
+Exported library to: /tmp/tmpuw5z0mkb/model_deployed.so
+Saved parameters to: /tmp/tmpuw5z0mkb/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 4e29cc4fd69..c9eb349538b 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]
- 65%|██████▍   | 29.0M/44.7M [00:00&lt;00:00, 303MB/s]
-100%|██████████| 44.7M/44.7M [00:00&lt;00:00, 330MB/s]
+ 49%|████▉     | 21.9M/44.7M [00:00&lt;00:00, 229MB/s]
+100%|██████████| 44.7M/44.7M [00:00&lt;00:00, 252MB/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 9c485b86370..16232b865fd 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>00:17.455</strong> total execution time for 8 files <strong>from 
how_to/tutorials</strong>:</p>
+<p><strong>00:14.540</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" />
@@ -656,27 +656,27 @@ $(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>00:12.168</p></td>
+<td><p>00:09.614</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>00:03.675</p></td>
+<td><p>00:03.394</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>00:00.630</p></td>
+<td><p>00:00.710</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>00:00.578</p></td>
+<td><p>00:00.479</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>00:00.351</p></td>
+<td><p>00:00.296</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>
-<td><p>00:00.046</p></td>
+<td><p>00:00.041</p></td>
 <td><p>0.0</p></td>
 </tr>
 <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>
diff --git a/docs/searchindex.js b/docs/searchindex.js
index ce067446b69..439162d6b23 100644
--- a/docs/searchindex.js
+++ b/docs/searchindex.js
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diff --git a/docs/sg_execution_times.html b/docs/sg_execution_times.html
index a3c547aeaff..6bd0933db15 100644
--- a/docs/sg_execution_times.html
+++ b/docs/sg_execution_times.html
@@ -634,7 +634,7 @@ document.write(`
                   
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 <span id="sphx-glr-sg-execution-times"></span><h1>Computation times<a 
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heading">#</a></h1>
-<p><strong>00:24.962</strong> total execution time for 16 files <strong>from 
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@@ -656,59 +656,59 @@ $(document).ready( function () {
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 <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>00:12.168</p></td>
+<td><p>00:09.614</p></td>
 <td><p>0.0</p></td>
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 <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>
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+<td><p>00:05.203</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>00:03.675</p></td>
+<td><p>00:03.394</p></td>
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 <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 
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class="pre">../how_to/tutorials/e2e_opt_model.py</span></code>)</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 
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class="pre">../how_to/tutorials/cross_compilation_and_rpc.py</span></code>)</p></td>
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 <td><p>0.0</p></td>
 </tr>
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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>00:00.412</p></td>
+<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>00:00.313</p></td>
 <td><p>0.0</p></td>
 </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>
-<td><p>00:00.374</p></td>
+<tr class="row-even"><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>00:00.307</p></td>
 <td><p>0.0</p></td>
 </tr>
 <tr class="row-odd"><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>00:00.351</p></td>
+<td><p>00:00.296</p></td>
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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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 <tr class="row-odd"><td><p><a class="reference internal" 
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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 <tr class="row-even"><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>
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 </tr>
 <tr class="row-odd"><td><p><a class="reference internal" 
href="deep_dive/relax/tutorials/relax_transformation.html#sphx-glr-deep-dive-relax-tutorials-relax-transformation-py"><span
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notranslate"><span 
class="pre">../deep_dive/relax/tutorials/relax_transformation.py</span></code>)</p></td>
-<td><p>00:00.070</p></td>
+<td><p>00:00.054</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/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">../how_to/tutorials/bring_your_own_codegen.py</span></code>)</p></td>
-<td><p>00:00.046</p></td>
+<td><p>00:00.041</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/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">../deep_dive/tensor_ir/tutorials/meta_schedule.py</span></code>)</p></td>
-<td><p>00:00.009</p></td>
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 <td><p>0.0</p></td>
 </tr>
 <tr class="row-even"><td><p><a class="reference internal" 
href="how_to/tutorials/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">../how_to/tutorials/mix_python_and_tvm_with_pymodule.py</span></code>)</p></td>

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