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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 8b4f3e47cf9 deploying docs 
(apache/tvm@8312a17f8734ddfd56e5f3977cd5df25b83ec49f)
8b4f3e47cf9 is described below

commit 8b4f3e47cf9460edd2a6aea8954b595a007b1305
Author: tvm-bot <[email protected]>
AuthorDate: Wed Sep 16 02:11:11 2026 +0000

    deploying docs (apache/tvm@8312a17f8734ddfd56e5f3977cd5df25b83ec49f)
---
 .../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         |   4 +--
 .../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 |   4 +--
 docs/_sources/how_to/tutorials/e2e_opt_model.rst   |   2 +-
 .../how_to/tutorials/sg_execution_times.rst        |  16 +++++------
 docs/_sources/sg_execution_times.rst               |  30 ++++++++++-----------
 .../relax/tutorials/sg_execution_times.html        |   4 +--
 .../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       |   4 +--
 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                       |  30 ++++++++++-----------
 37 files changed, 90 insertions(+), 90 deletions(-)

diff --git a/docs/_downloads/050dda7aeddba33e083ae36606d3270f/import_model.zip 
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index baac163ada3..40a54bcd8d9 100644
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a/docs/_downloads/18ba0d2ee8120824175aaef66bc9c9bf/tir_transformation.zip 
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diff --git a/docs/_downloads/249a4acaa182fd00b9c381b53025777d/meta_schedule.zip 
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diff --git 
a/docs/_downloads/373278b9f6fc686adeaa0219598fe78b/mix_python_and_tvm_with_pymodule.zip
 
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 differ
diff --git 
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diff --git 
a/docs/_downloads/7d201684dfa095a5ea48d98e9a2ef7ad/relax_transformation.zip 
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differ
diff --git a/docs/_downloads/83e85f38cf16f1d926d06615fd54095c/optimize_llm.zip 
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index 31cd7a3f1aa..807129c1e02 100644
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diff --git 
a/docs/_downloads/8c05f1d580979a2c26428a509c07ed72/bring_your_own_codegen.zip 
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diff --git a/docs/_downloads/bb7db6678496193ed0c55d3b95fa6778/quick_start.zip 
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diff --git 
a/docs/_downloads/f69380821f417ef2210f45503d81bded/cross_compilation_and_rpc.zip
 
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diff --git a/docs/_downloads/f69433a4a80715725df90d1386679956/customize_opt.zip 
b/docs/_downloads/f69433a4a80715725df90d1386679956/customize_opt.zip
index 60d9c7f2f97..6f06599dffc 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 8440f0118f6..eaff80f723f 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
 =================
-**00:00.225** total execution time for 2 files **from 
deep_dive/relax/tutorials**:
+**00:00.224** total execution time for 2 files **from 
deep_dive/relax/tutorials**:
 
 .. container::
 
@@ -33,7 +33,7 @@ Computation times
      - Time
      - Mem (MB)
    * - :ref:`sphx_glr_deep_dive_relax_tutorials_relax_creation.py` 
(``relax_creation.py``)
-     - 00:00.171
+     - 00:00.170
      - 0.0
    * - :ref:`sphx_glr_deep_dive_relax_tutorials_relax_transformation.py` 
(``relax_transformation.py``)
      - 00:00.054
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 5d8b0bc6ac8..9030c1d4b7a 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
@@ -32,11 +32,11 @@ Computation times
    * - Example
      - Time
      - Mem (MB)
-   * - :ref:`sphx_glr_deep_dive_tensor_ir_tutorials_tir_creation.py` 
(``tir_creation.py``)
-     - 00:00.309
-     - 0.0
    * - :ref:`sphx_glr_deep_dive_tensor_ir_tutorials_tir_transformation.py` 
(``tir_transformation.py``)
-     - 00:00.308
+     - 00:00.311
+     - 0.0
+   * - :ref:`sphx_glr_deep_dive_tensor_ir_tutorials_tir_creation.py` 
(``tir_creation.py``)
+     - 00:00.306
      - 0.0
    * - :ref:`sphx_glr_deep_dive_tensor_ir_tutorials_dlight_gpu_scheduling.py` 
(``dlight_gpu_scheduling.py``)
      - 00:00.126
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 fad89ae06e7..eb84b65ab26 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)  
-       2.5259       2.5259       2.5259       2.5259       0.0000              
    
+       2.6832       2.6832       2.6832       2.6832       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)  
-       0.8676       0.8676       0.8676       0.8676       0.0000              
    
+       0.8709       0.8709       0.8709       0.8709       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)  
-       0.3478       0.3478       0.3478       0.3478       0.0000              
    
+       0.3403       0.3403       0.3403       0.3403       0.0000              
    
 
 
 
diff --git a/docs/_sources/get_started/tutorials/ir_module.rst 
b/docs/_sources/get_started/tutorials/ir_module.rst
index d06958326f3..0e9ca4bfc80 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
 
-    [[-0.20717357  0.0471259  -0.10655813  0.15355042 -0.03735073  0.10020787
-      -0.17071858 -0.00860047  0.02190464  0.13256559]]
+    [[-0.23212926  0.10331036 -0.15230897  0.16032606  0.06785017 -0.19797996
+       0.16271879 -0.11763642 -0.09463798  0.10930226]]
 
 
 
@@ -763,8 +763,8 @@ Now we can compile the IRModule on GPU, the similar way as 
we did on CPU.
 
  .. code-block:: none
 
-    [[-0.20717357  0.04712588 -0.10655814  0.15355033 -0.0373508   0.10020784
-      -0.17071852 -0.00860053  0.02190465  0.1325656 ]]
+    [[-0.23212925  0.10331036 -0.152309    0.16032608  0.06785017 -0.1979799
+       0.16271883 -0.11763639 -0.09463802  0.1093022 ]]
 
 
 
diff --git a/docs/_sources/get_started/tutorials/quick_start.rst 
b/docs/_sources/get_started/tutorials/quick_start.rst
index 5a5e7167572..e1533c300df 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
 
-    [[23576.963 25924.256 23686.098 25201.176 23208.424 26776.96  23836.607
-      24231.695 24668.121 25720.297]]
+    [[24189.256 23769.732 24027.553 24133.623 25353.85  24377.602 24431.715
+      25560.45  23288.902 24853.236]]
 
 
 
diff --git a/docs/_sources/get_started/tutorials/sg_execution_times.rst 
b/docs/_sources/get_started/tutorials/sg_execution_times.rst
index 9e799a9be04..5db718a7482 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
 =================
-**00:06.273** total execution time for 2 files **from get_started/tutorials**:
+**00:05.308** 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``)
-     - 00:06.114
+     - 00:05.150
      - 0.0
    * - :ref:`sphx_glr_get_started_tutorials_quick_start.py` 
(``quick_start.py``)
-     - 00:00.160
+     - 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 3ea9b73c5bc..0b9ba61f087 100644
--- a/docs/_sources/how_to/tutorials/cross_compilation_and_rpc.rst
+++ b/docs/_sources/how_to/tutorials/cross_compilation_and_rpc.rst
@@ -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/tmpvamril5c/model_deployed.so
-    Saved parameters to: /tmp/tmpvamril5c/model_params.npz
+    Exported library to: /tmp/tmpba19tf96/model_deployed.so
+    Saved parameters to: /tmp/tmpba19tf96/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 32e668d60af..f2f0029fdd8 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]      69%|██████▊   | 
30.6M/44.7M [00:00<00:00, 321MB/s]     100%|██████████| 44.7M/44.7M 
[00:00<00:00, 317MB/s]
+       0%|          | 0.00/44.7M [00:00<?, ?B/s]      55%|█████▌    | 
24.8M/44.7M [00:00<00:00, 259MB/s]     100%|██████████| 44.7M/44.7M 
[00:00<00:00, 268MB/s]
 
 
 
diff --git a/docs/_sources/how_to/tutorials/sg_execution_times.rst 
b/docs/_sources/how_to/tutorials/sg_execution_times.rst
index d9b771626f2..3d4b0876ec2 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
 =================
-**00:14.321** total execution time for 8 files **from how_to/tutorials**:
+**00:14.277** 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``)
-     - 00:09.601
+     - 00:09.532
      - 0.0
    * - :ref:`sphx_glr_how_to_tutorials_import_model.py` (``import_model.py``)
-     - 00:03.318
+     - 00:03.305
      - 0.0
    * - :ref:`sphx_glr_how_to_tutorials_e2e_opt_model.py` (``e2e_opt_model.py``)
-     - 00:00.585
+     - 00:00.627
      - 0.0
    * - :ref:`sphx_glr_how_to_tutorials_cross_compilation_and_rpc.py` 
(``cross_compilation_and_rpc.py``)
-     - 00:00.478
+     - 00:00.477
      - 0.0
    * - :ref:`sphx_glr_how_to_tutorials_customize_opt.py` (``customize_opt.py``)
-     - 00:00.293
+     - 00:00.289
      - 0.0
    * - :ref:`sphx_glr_how_to_tutorials_bring_your_own_codegen.py` 
(``bring_your_own_codegen.py``)
-     - 00:00.039
+     - 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``)
-     - 00:00.004
+     - 00:00.005
      - 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 daf947ae52b..64f0deffa4a 100644
--- a/docs/_sources/sg_execution_times.rst
+++ b/docs/_sources/sg_execution_times.rst
@@ -6,7 +6,7 @@
 
 Computation times
 =================
-**00:21.571** total execution time for 16 files **from all galleries**:
+**00:20.561** total execution time for 16 files **from all galleries**:
 
 .. container::
 
@@ -33,34 +33,34 @@ Computation times
      - Time
      - Mem (MB)
    * - :ref:`sphx_glr_how_to_tutorials_optimize_llm.py` 
(``../how_to/tutorials/optimize_llm.py``)
-     - 00:09.601
+     - 00:09.532
      - 0.0
    * - :ref:`sphx_glr_get_started_tutorials_ir_module.py` 
(``../get_started/tutorials/ir_module.py``)
-     - 00:06.114
+     - 00:05.150
      - 0.0
    * - :ref:`sphx_glr_how_to_tutorials_import_model.py` 
(``../how_to/tutorials/import_model.py``)
-     - 00:03.318
+     - 00:03.305
      - 0.0
    * - :ref:`sphx_glr_how_to_tutorials_e2e_opt_model.py` 
(``../how_to/tutorials/e2e_opt_model.py``)
-     - 00:00.585
+     - 00:00.627
      - 0.0
    * - :ref:`sphx_glr_how_to_tutorials_cross_compilation_and_rpc.py` 
(``../how_to/tutorials/cross_compilation_and_rpc.py``)
-     - 00:00.478
-     - 0.0
-   * - :ref:`sphx_glr_deep_dive_tensor_ir_tutorials_tir_creation.py` 
(``../deep_dive/tensor_ir/tutorials/tir_creation.py``)
-     - 00:00.309
+     - 00:00.477
      - 0.0
    * - :ref:`sphx_glr_deep_dive_tensor_ir_tutorials_tir_transformation.py` 
(``../deep_dive/tensor_ir/tutorials/tir_transformation.py``)
-     - 00:00.308
+     - 00:00.311
+     - 0.0
+   * - :ref:`sphx_glr_deep_dive_tensor_ir_tutorials_tir_creation.py` 
(``../deep_dive/tensor_ir/tutorials/tir_creation.py``)
+     - 00:00.306
      - 0.0
    * - :ref:`sphx_glr_how_to_tutorials_customize_opt.py` 
(``../how_to/tutorials/customize_opt.py``)
-     - 00:00.293
+     - 00:00.289
      - 0.0
    * - :ref:`sphx_glr_deep_dive_relax_tutorials_relax_creation.py` 
(``../deep_dive/relax/tutorials/relax_creation.py``)
-     - 00:00.171
+     - 00:00.170
      - 0.0
    * - :ref:`sphx_glr_get_started_tutorials_quick_start.py` 
(``../get_started/tutorials/quick_start.py``)
-     - 00:00.160
+     - 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``)
      - 00:00.126
@@ -69,13 +69,13 @@ Computation times
      - 00:00.054
      - 0.0
    * - :ref:`sphx_glr_how_to_tutorials_bring_your_own_codegen.py` 
(``../how_to/tutorials/bring_your_own_codegen.py``)
-     - 00:00.039
+     - 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
      - 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``)
-     - 00:00.004
+     - 00:00.005
      - 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 c02a07458b9..105213c8384 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>00:00.225</strong> total execution time for 2 files <strong>from 
deep_dive/relax/tutorials</strong>:</p>
+<p><strong>00:00.224</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" />
@@ -656,7 +656,7 @@ $(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>00:00.171</p></td>
+<td><p>00:00.170</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>
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 7802f7af5a8..ae5e1fb88e5 100644
--- a/docs/deep_dive/tensor_ir/tutorials/sg_execution_times.html
+++ b/docs/deep_dive/tensor_ir/tutorials/sg_execution_times.html
@@ -655,12 +655,12 @@ $(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>00:00.309</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>00:00.308</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>00:00.306</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>
diff --git a/docs/deep_dive/tensor_ir/tutorials/tir_transformation.html 
b/docs/deep_dive/tensor_ir/tutorials/tir_transformation.html
index afc8a6ee284..e6e1d6d2528 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)
-   2.5259       2.5259       2.5259       2.5259       0.0000
+   2.6832       2.6832       2.6832       2.6832       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)
-   0.8676       0.8676       0.8676       0.8676       0.0000
+   0.8709       0.8709       0.8709       0.8709       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)
-   0.3478       0.3478       0.3478       0.3478       0.0000
+   0.3403       0.3403       0.3403       0.3403       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 ed283d9645f..79e94c5e1b7 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>[[-0.20717357  0.0471259  -0.10655813  
0.15355042 -0.03735073  0.10020787
-  -0.17071858 -0.00860047  0.02190464  0.13256559]]
+<div class="sphx-glr-script-out highlight-none notranslate"><div 
class="highlight"><pre><span></span>[[-0.23212926  0.10331036 -0.15230897  
0.16032606  0.06785017 -0.19797996
+   0.16271879 -0.11763642 -0.09463798  0.10930226]]
 </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>[[-0.20717357  0.04712588 -0.10655814  
0.15355033 -0.0373508   0.10020784
-  -0.17071852 -0.00860053  0.02190465  0.1325656 ]]
+<div class="sphx-glr-script-out highlight-none notranslate"><div 
class="highlight"><pre><span></span>[[-0.23212925  0.10331036 -0.152309    
0.16032608  0.06785017 -0.1979799
+   0.16271883 -0.11763639 -0.09463802  0.1093022 ]]
 </pre></div>
 </div>
 </section>
diff --git a/docs/get_started/tutorials/quick_start.html 
b/docs/get_started/tutorials/quick_start.html
index 88b369dc454..47a1576c8c9 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/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>[[23576.963 25924.256 23686.098 25201.176 
23208.424 26776.96  23836.607
-  24231.695 24668.121 25720.297]]
+<div class="sphx-glr-script-out highlight-none notranslate"><div 
class="highlight"><pre><span></span>[[24189.256 23769.732 24027.553 24133.623 
25353.85  24377.602 24431.715
+  25560.45  23288.902 24853.236]]
 </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 aad3eb88ec9..758ad05c1ad 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>00:06.273</strong> total execution time for 2 files <strong>from 
get_started/tutorials</strong>:</p>
+<p><strong>00:05.308</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>00:06.114</p></td>
+<td><p>00:05.150</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>00:00.160</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 dfd19ba7f21..a67b2fd3c77 100644
--- a/docs/how_to/tutorials/cross_compilation_and_rpc.html
+++ b/docs/how_to/tutorials/cross_compilation_and_rpc.html
@@ -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/tmpvamril5c/model_deployed.so
-Saved parameters to: /tmp/tmpvamril5c/model_params.npz
+Exported library to: /tmp/tmpba19tf96/model_deployed.so
+Saved parameters to: /tmp/tmpba19tf96/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 37be196eca9..35ac13f7135 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]
- 69%|██████▊   | 30.6M/44.7M [00:00&lt;00:00, 321MB/s]
-100%|██████████| 44.7M/44.7M [00:00&lt;00:00, 317MB/s]
+ 55%|█████▌    | 24.8M/44.7M [00:00&lt;00:00, 259MB/s]
+100%|██████████| 44.7M/44.7M [00:00&lt;00:00, 268MB/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 e350d8c6d3d..39b24ecb82e 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>00:14.321</strong> total execution time for 8 files <strong>from 
how_to/tutorials</strong>:</p>
+<p><strong>00:14.277</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" />
@@ -656,31 +656,31 @@ $(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>00:09.601</p></td>
+<td><p>00:09.532</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>00:03.318</p></td>
+<td><p>00:03.305</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>00:00.585</p></td>
+<td><p>00:00.627</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>00:00.478</p></td>
+<td><p>00:00.477</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>00:00.293</p></td>
+<td><p>00:00.289</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>00:00.039</p></td>
+<td><p>00:00.040</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>
-<td><p>00:00.004</p></td>
+<td><p>00:00.005</p></td>
 <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>
diff --git a/docs/searchindex.js b/docs/searchindex.js
index e221cb172cd..a5a94407091 100644
--- a/docs/searchindex.js
+++ b/docs/searchindex.js
@@ -1 +1 @@
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"A worked example": [[122, "a-worked-example"]], "API Reference": [[57, null], 
[111, null]], "About": [[57, [...]
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+Search.setIndex({"alltitles": {"@Tx.inline \u2014 inline functions": [[134, 
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\ No newline at end of file
diff --git a/docs/sg_execution_times.html b/docs/sg_execution_times.html
index 99e46ab32eb..f56f974527b 100644
--- a/docs/sg_execution_times.html
+++ b/docs/sg_execution_times.html
@@ -634,7 +634,7 @@ document.write(`
                   
   <section id="computation-times">
 <span id="sphx-glr-sg-execution-times"></span><h1>Computation times<a 
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heading">#</a></h1>
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 <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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@@ -656,43 +656,43 @@ $(document).ready( function () {
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 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>
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href="get_started/tutorials/ir_module.html#sphx-glr-get-started-tutorials-ir-module-py"><span
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notranslate"><span 
class="pre">../get_started/tutorials/ir_module.py</span></code>)</p></td>
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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>
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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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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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href="deep_dive/tensor_ir/tutorials/tir_creation.html#sphx-glr-deep-dive-tensor-ir-tutorials-tir-creation-py"><span
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literal notranslate"><span 
class="pre">../deep_dive/tensor_ir/tutorials/tir_creation.py</span></code>)</p></td>
-<td><p>00:00.309</p></td>
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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>00:00.311</p></td>
 <td><p>0.0</p></td>
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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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notranslate"><span 
class="pre">../deep_dive/tensor_ir/tutorials/tir_transformation.py</span></code>)</p></td>
-<td><p>00:00.308</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
 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>
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 <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
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literal notranslate"><span 
class="pre">../how_to/tutorials/customize_opt.py</span></code>)</p></td>
-<td><p>00:00.293</p></td>
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href="deep_dive/relax/tutorials/relax_creation.html#sphx-glr-deep-dive-relax-tutorials-relax-creation-py"><span
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class="pre">../deep_dive/relax/tutorials/relax_creation.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/dlight_gpu_scheduling.html#sphx-glr-deep-dive-tensor-ir-tutorials-dlight-gpu-scheduling-py"><span
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class="docutils literal notranslate"><span 
class="pre">../deep_dive/tensor_ir/tutorials/dlight_gpu_scheduling.py</span></code>)</p></td>
@@ -704,7 +704,7 @@ $(document).ready( function () {
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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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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>
@@ -712,7 +712,7 @@ $(document).ready( function () {
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 <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 
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href="how_to/tutorials/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">../how_to/tutorials/export_and_load_executable.py</span></code>)</p></td>

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