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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 b1a32206c2 deploying docs 
(apache/tvm@c8515e1ddfaf4d1afff916c484e68e1513631dd6)
b1a32206c2 is described below

commit b1a32206c222da1a4cdd749ce07f3ee7068753b7
Author: tvm-bot <[email protected]>
AuthorDate: Thu Nov 20 21:08:34 2025 +0000

    deploying docs (apache/tvm@c8515e1ddfaf4d1afff916c484e68e1513631dd6)
---
 .../11c11e53c7dace51a8be968ee169ed0d/ir_module.zip  | Bin 23904 -> 23904 bytes
 .../tir_transformation.zip                          | Bin 15599 -> 15599 bytes
 .../relax_creation.zip                              | Bin 22392 -> 22392 bytes
 .../relax_transformation.zip                        | Bin 11460 -> 11460 bytes
 .../optimize_llm.zip                                | Bin 54101 -> 54101 bytes
 .../e2e_opt_model.zip                               | Bin 11237 -> 11237 bytes
 .../quick_start.zip                                 | Bin 16250 -> 16250 bytes
 .../export_and_load_executable.zip                  | Bin 31428 -> 31428 bytes
 .../tir_creation.zip                                | Bin 24379 -> 24379 bytes
 .../cross_compilation_and_rpc.zip                   | Bin 46605 -> 46605 bytes
 .../customize_opt.zip                               | Bin 19813 -> 19813 bytes
 .../relax/tutorials/sg_execution_times.rst.txt      |   4 ++--
 .../tensor_ir/tutorials/sg_execution_times.rst.txt  |   4 ++--
 .../tensor_ir/tutorials/tir_creation.rst.txt        |  20 ++++++++++----------
 .../tensor_ir/tutorials/tir_transformation.rst.txt  |   6 +++---
 .../get_started/tutorials/ir_module.rst.txt         |   8 ++++----
 .../get_started/tutorials/quick_start.rst.txt       |   4 ++--
 .../tutorials/sg_execution_times.rst.txt            |   4 ++--
 .../tutorials/cross_compilation_and_rpc.rst.txt     |   6 +++---
 .../_sources/how_to/tutorials/customize_opt.rst.txt |   4 ++--
 .../_sources/how_to/tutorials/e2e_opt_model.rst.txt |   2 +-
 .../how_to/tutorials/sg_execution_times.rst.txt     |  10 +++++-----
 docs/_sources/sg_execution_times.rst.txt            |  16 ++++++++--------
 .../relax/tutorials/sg_execution_times.html         |   4 ++--
 .../tensor_ir/tutorials/sg_execution_times.html     |   4 ++--
 .../deep_dive/tensor_ir/tutorials/tir_creation.html |  20 ++++++++++----------
 .../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  |   4 ++--
 .../how_to/tutorials/cross_compilation_and_rpc.html |   6 +++---
 docs/how_to/tutorials/customize_opt.html            |   4 ++--
 docs/how_to/tutorials/e2e_opt_model.html            |   4 ++--
 docs/how_to/tutorials/sg_execution_times.html       |  10 +++++-----
 docs/searchindex.js                                 |   2 +-
 docs/sg_execution_times.html                        |  16 ++++++++--------
 36 files changed, 90 insertions(+), 90 deletions(-)

diff --git a/docs/_downloads/11c11e53c7dace51a8be968ee169ed0d/ir_module.zip 
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diff --git 
a/docs/_downloads/18ba0d2ee8120824175aaef66bc9c9bf/tir_transformation.zip 
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diff --git 
a/docs/_downloads/4753776bbe68e7c9ee4d19117973fc8b/relax_creation.zip 
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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 e05868edec..dff6bd5ad9 100644
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diff --git a/docs/_downloads/a7dd7652b2ad50f82d7b739ce3645799/e2e_opt_model.zip 
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index 6e9efcb5e7..a688b23bd9 100644
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diff --git a/docs/_downloads/bb7db6678496193ed0c55d3b95fa6778/quick_start.zip 
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index efbe51eff6..eafa02f046 100644
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diff --git 
a/docs/_downloads/bc875d02d5382abc9ea5fb9eb2c1de2c/export_and_load_executable.zip
 
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index c1a869e7ce..086cc0db5a 100644
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 differ
diff --git a/docs/_downloads/be26483bb70b8468499a01c55e8e866c/tir_creation.zip 
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index c0b6510fad..d1938c6441 100644
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diff --git 
a/docs/_downloads/f69380821f417ef2210f45503d81bded/cross_compilation_and_rpc.zip
 
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index 5e16f32efc..c7a97e6656 100644
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 differ
diff --git a/docs/_downloads/f69433a4a80715725df90d1386679956/customize_opt.zip 
b/docs/_downloads/f69433a4a80715725df90d1386679956/customize_opt.zip
index 3330908974..c7ea9daecc 100644
Binary files 
a/docs/_downloads/f69433a4a80715725df90d1386679956/customize_opt.zip and 
b/docs/_downloads/f69433a4a80715725df90d1386679956/customize_opt.zip differ
diff --git a/docs/_sources/deep_dive/relax/tutorials/sg_execution_times.rst.txt 
b/docs/_sources/deep_dive/relax/tutorials/sg_execution_times.rst.txt
index 3a7a82385f..b865a813d4 100644
--- a/docs/_sources/deep_dive/relax/tutorials/sg_execution_times.rst.txt
+++ b/docs/_sources/deep_dive/relax/tutorials/sg_execution_times.rst.txt
@@ -6,7 +6,7 @@
 
 Computation times
 =================
-**00:00.168** total execution time for 2 files **from 
deep_dive/relax/tutorials**:
+**00:00.167** 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``)
-     - 00:00.106
+     - 00:00.105
      - 0.0
    * - :ref:`sphx_glr_deep_dive_relax_tutorials_relax_transformation.py` 
(``relax_transformation.py``)
      - 00:00.062
diff --git 
a/docs/_sources/deep_dive/tensor_ir/tutorials/sg_execution_times.rst.txt 
b/docs/_sources/deep_dive/tensor_ir/tutorials/sg_execution_times.rst.txt
index 3bfff6076e..1b9b6af258 100644
--- a/docs/_sources/deep_dive/tensor_ir/tutorials/sg_execution_times.rst.txt
+++ b/docs/_sources/deep_dive/tensor_ir/tutorials/sg_execution_times.rst.txt
@@ -6,7 +6,7 @@
 
 Computation times
 =================
-**00:00.457** total execution time for 2 files **from 
deep_dive/tensor_ir/tutorials**:
+**00:00.458** total execution time for 2 files **from 
deep_dive/tensor_ir/tutorials**:
 
 .. container::
 
@@ -33,7 +33,7 @@ Computation times
      - Time
      - Mem (MB)
    * - :ref:`sphx_glr_deep_dive_tensor_ir_tutorials_tir_transformation.py` 
(``tir_transformation.py``)
-     - 00:00.289
+     - 00:00.290
      - 0.0
    * - :ref:`sphx_glr_deep_dive_tensor_ir_tutorials_tir_creation.py` 
(``tir_creation.py``)
      - 00:00.168
diff --git a/docs/_sources/deep_dive/tensor_ir/tutorials/tir_creation.rst.txt 
b/docs/_sources/deep_dive/tensor_ir/tutorials/tir_creation.rst.txt
index 3eb6da884c..3b1aa7a96b 100644
--- a/docs/_sources/deep_dive/tensor_ir/tutorials/tir_creation.rst.txt
+++ b/docs/_sources/deep_dive/tensor_ir/tutorials/tir_creation.rst.txt
@@ -319,17 +319,17 @@ Now let's check the runtime dynamic shape inference:
 
  .. code-block:: none
 
-    [[0.39060286 0.5312871  0.6185125  0.65177083]
-     [1.3780439  1.340032   1.3554244  1.3407733 ]
-     [0.67362195 0.5950536  0.8800168  0.7162419 ]
-     [1.290103   1.3563961  1.1942644  1.1178143 ]]
-    [[29.109228 28.842983 29.829243 ... 27.543129 30.023727 28.468075]
-     [30.595888 29.432001 29.959818 ... 29.220715 32.996727 30.85418 ]
-     [34.058865 33.792297 35.67151  ... 32.128418 37.57696  33.718075]
+    [[0.6855091  0.46614954 0.17015511 0.5271337 ]
+     [1.4509106  0.7417133  1.0815933  1.3823946 ]
+     [1.5645082  1.215531   1.3839602  1.4781413 ]
+     [1.5052055  1.2831146  1.1653318  1.3292964 ]]
+    [[35.473133 35.070953 37.835037 ... 36.82756  38.432354 40.05117 ]
+     [31.961397 33.02323  32.293625 ... 31.432808 34.732445 35.355164]
+     [33.23062  33.746452 35.57799  ... 34.1766   36.234364 36.582096]
      ...
-     [31.753752 30.23521  33.358154 ... 30.088415 32.753334 31.836815]
-     [29.127338 29.841227 29.339146 ... 27.605713 31.43983  29.3094  ]
-     [31.195549 32.45697  31.951744 ... 31.98496  35.740242 34.383713]]
+     [33.501225 31.94751  34.304188 ... 32.707123 35.65229  37.327778]
+     [31.99659  33.449852 34.331852 ... 31.653427 34.397163 35.640842]
+     [32.80315  32.64076  35.24843  ... 32.99327  36.89704  34.940197]]
 
 
 
diff --git 
a/docs/_sources/deep_dive/tensor_ir/tutorials/tir_transformation.rst.txt 
b/docs/_sources/deep_dive/tensor_ir/tutorials/tir_transformation.rst.txt
index c6e88c7d8f..70405cabb6 100644
--- a/docs/_sources/deep_dive/tensor_ir/tutorials/tir_transformation.rst.txt
+++ b/docs/_sources/deep_dive/tensor_ir/tutorials/tir_transformation.rst.txt
@@ -117,7 +117,7 @@ original implementation.
 
     Execution time summary:
      mean (ms)   median (ms)    max (ms)     min (ms)     std (ms)  
-       2.7289       2.7289       2.7289       2.7289       0.0000              
    
+       2.7362       2.7362       2.7362       2.7362       0.0000              
    
 
 
 
@@ -289,7 +289,7 @@ action involves reordering these two loops.
 
     Execution time summary:
      mean (ms)   median (ms)    max (ms)     min (ms)     std (ms)  
-       0.8573       0.8573       0.8573       0.8573       0.0000              
    
+       0.8562       0.8562       0.8562       0.8562       0.0000              
    
 
 
 
@@ -417,7 +417,7 @@ from the reduction update via the **decompose_reduction** 
primitive.
 
     Execution time summary:
      mean (ms)   median (ms)    max (ms)     min (ms)     std (ms)  
-       0.3370       0.3370       0.3370       0.3370       0.0000              
    
+       0.3393       0.3393       0.3393       0.3393       0.0000              
    
 
 
 
diff --git a/docs/_sources/get_started/tutorials/ir_module.rst.txt 
b/docs/_sources/get_started/tutorials/ir_module.rst.txt
index 30be6f69c4..42f4a76771 100644
--- a/docs/_sources/get_started/tutorials/ir_module.rst.txt
+++ b/docs/_sources/get_started/tutorials/ir_module.rst.txt
@@ -692,8 +692,8 @@ We can deploy the IRModule on CPU by specifying the target 
as ``llvm``.
 
  .. code-block:: none
 
-    [[ 0.16823143 -0.03212841 -0.18234533  0.01697088  0.02422062 -0.14197543
-       0.02807561  0.18907768  0.1768842   0.2125316 ]]
+    [[ 0.01081194 -0.13097765 -0.00758291 -0.18736911  0.04306869 -0.04334489
+       0.01826695  0.03778411  0.22587343 -0.08643131]]
 
 
 
@@ -759,8 +759,8 @@ Now we can compile the IRModule on GPU, the similar way as 
we did on CPU.
 
  .. code-block:: none
 
-    [[ 0.16823143 -0.03212842 -0.18234533  0.01697083  0.0242206  -0.14197543
-       0.02807564  0.18907769  0.1768842   0.21253157]]
+    [[ 0.01081196 -0.13097763 -0.00758289 -0.18736914  0.04306865 -0.04334491
+       0.01826693  0.03778406  0.2258734  -0.0864313 ]]
 
 
 
diff --git a/docs/_sources/get_started/tutorials/quick_start.rst.txt 
b/docs/_sources/get_started/tutorials/quick_start.rst.txt
index 37d5fb680f..67321f26aa 100644
--- a/docs/_sources/get_started/tutorials/quick_start.rst.txt
+++ b/docs/_sources/get_started/tutorials/quick_start.rst.txt
@@ -224,8 +224,8 @@ different devices.
 
  .. code-block:: none
 
-    [[23576.28  24047.273 24984.213 23850.309 24018.764 25459.146 23921.148
-      25688.785 24897.63  24540.389]]
+    [[24240.137 24973.012 24694.25  25160.775 24132.945 24576.959 25268.197
+      26406.887 24615.018 25107.406]]
 
 
 
diff --git a/docs/_sources/get_started/tutorials/sg_execution_times.rst.txt 
b/docs/_sources/get_started/tutorials/sg_execution_times.rst.txt
index d91aa8d801..e732ef8fcc 100644
--- a/docs/_sources/get_started/tutorials/sg_execution_times.rst.txt
+++ b/docs/_sources/get_started/tutorials/sg_execution_times.rst.txt
@@ -6,7 +6,7 @@
 
 Computation times
 =================
-**00:05.087** total execution time for 2 files **from get_started/tutorials**:
+**00:05.088** total execution time for 2 files **from get_started/tutorials**:
 
 .. container::
 
@@ -33,7 +33,7 @@ Computation times
      - Time
      - Mem (MB)
    * - :ref:`sphx_glr_get_started_tutorials_ir_module.py` (``ir_module.py``)
-     - 00:04.916
+     - 00:04.917
      - 0.0
    * - :ref:`sphx_glr_get_started_tutorials_quick_start.py` 
(``quick_start.py``)
      - 00:00.171
diff --git a/docs/_sources/how_to/tutorials/cross_compilation_and_rpc.rst.txt 
b/docs/_sources/how_to/tutorials/cross_compilation_and_rpc.rst.txt
index 92d491715b..e2d11ccabf 100644
--- a/docs/_sources/how_to/tutorials/cross_compilation_and_rpc.rst.txt
+++ b/docs/_sources/how_to/tutorials/cross_compilation_and_rpc.rst.txt
@@ -268,7 +268,7 @@ device and returns the measured cost. Network overhead is 
excluded.
 
  .. code-block:: none
 
-    1.14e-07 secs/op
+    1.23e-07 secs/op
 
 
 
@@ -651,8 +651,8 @@ 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/tmpehmvm873/model_deployed.so
-    Saved parameters to: /tmp/tmpehmvm873/model_params.npz
+    Exported library to: /tmp/tmprgc9l24g/model_deployed.so
+    Saved parameters to: /tmp/tmprgc9l24g/model_params.npz
 
     RPC workflow (works for any remote device):
     ==================================================
diff --git a/docs/_sources/how_to/tutorials/customize_opt.rst.txt 
b/docs/_sources/how_to/tutorials/customize_opt.rst.txt
index 8f1986a0b3..a3da11636f 100644
--- a/docs/_sources/how_to/tutorials/customize_opt.rst.txt
+++ b/docs/_sources/how_to/tutorials/customize_opt.rst.txt
@@ -414,8 +414,8 @@ We can build and deploy the optimized model to the TVM 
runtime.
 
  .. code-block:: none
 
-    [[24536.895 25362.527 26340.662 24496.592 23652.666 22604.684 24634.104
-      25173.834 24024.93  25623.969]]
+    [[25307.746 25043.926 24055.574 25620.225 25372.719 25470.797 23400.23
+      25121.09  23810.65  24297.84 ]]
 
 
 
diff --git a/docs/_sources/how_to/tutorials/e2e_opt_model.rst.txt 
b/docs/_sources/how_to/tutorials/e2e_opt_model.rst.txt
index 97cefedf03..f314e9cf17 100644
--- a/docs/_sources/how_to/tutorials/e2e_opt_model.rst.txt
+++ b/docs/_sources/how_to/tutorials/e2e_opt_model.rst.txt
@@ -53,7 +53,7 @@ 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]      55%|█████▌    | 
24.6M/44.7M [00:00<00:00, 258MB/s]     100%|██████████| 44.7M/44.7M 
[00:00<00:00, 223MB/s]
+       0%|          | 0.00/44.7M [00:00<?, ?B/s]      57%|█████▋    | 
25.6M/44.7M [00:00<00:00, 268MB/s]     100%|██████████| 44.7M/44.7M 
[00:00<00:00, 300MB/s]
 
 
 
diff --git a/docs/_sources/how_to/tutorials/sg_execution_times.rst.txt 
b/docs/_sources/how_to/tutorials/sg_execution_times.rst.txt
index 00cde754c1..bbea3cb6fc 100644
--- a/docs/_sources/how_to/tutorials/sg_execution_times.rst.txt
+++ b/docs/_sources/how_to/tutorials/sg_execution_times.rst.txt
@@ -6,7 +6,7 @@
 
 Computation times
 =================
-**00:31.488** total execution time for 5 files **from how_to/tutorials**:
+**00:31.324** total execution time for 5 files **from how_to/tutorials**:
 
 .. container::
 
@@ -33,16 +33,16 @@ Computation times
      - Time
      - Mem (MB)
    * - :ref:`sphx_glr_how_to_tutorials_optimize_llm.py` (``optimize_llm.py``)
-     - 00:29.585
+     - 00:29.473
      - 0.0
    * - :ref:`sphx_glr_how_to_tutorials_cross_compilation_and_rpc.py` 
(``cross_compilation_and_rpc.py``)
-     - 00:00.741
+     - 00:00.746
      - 0.0
    * - :ref:`sphx_glr_how_to_tutorials_customize_opt.py` (``customize_opt.py``)
-     - 00:00.650
+     - 00:00.647
      - 0.0
    * - :ref:`sphx_glr_how_to_tutorials_e2e_opt_model.py` (``e2e_opt_model.py``)
-     - 00:00.509
+     - 00:00.456
      - 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.txt 
b/docs/_sources/sg_execution_times.rst.txt
index 26da99c5f3..7bb7d12015 100644
--- a/docs/_sources/sg_execution_times.rst.txt
+++ b/docs/_sources/sg_execution_times.rst.txt
@@ -6,7 +6,7 @@
 
 Computation times
 =================
-**00:37.200** total execution time for 11 files **from all galleries**:
+**00:37.037** total execution time for 11 files **from all galleries**:
 
 .. container::
 
@@ -33,22 +33,22 @@ Computation times
      - Time
      - Mem (MB)
    * - :ref:`sphx_glr_how_to_tutorials_optimize_llm.py` 
(``../how_to/tutorials/optimize_llm.py``)
-     - 00:29.585
+     - 00:29.473
      - 0.0
    * - :ref:`sphx_glr_get_started_tutorials_ir_module.py` 
(``../get_started/tutorials/ir_module.py``)
-     - 00:04.916
+     - 00:04.917
      - 0.0
    * - :ref:`sphx_glr_how_to_tutorials_cross_compilation_and_rpc.py` 
(``../how_to/tutorials/cross_compilation_and_rpc.py``)
-     - 00:00.741
+     - 00:00.746
      - 0.0
    * - :ref:`sphx_glr_how_to_tutorials_customize_opt.py` 
(``../how_to/tutorials/customize_opt.py``)
-     - 00:00.650
+     - 00:00.647
      - 0.0
    * - :ref:`sphx_glr_how_to_tutorials_e2e_opt_model.py` 
(``../how_to/tutorials/e2e_opt_model.py``)
-     - 00:00.509
+     - 00:00.456
      - 0.0
    * - :ref:`sphx_glr_deep_dive_tensor_ir_tutorials_tir_transformation.py` 
(``../deep_dive/tensor_ir/tutorials/tir_transformation.py``)
-     - 00:00.289
+     - 00:00.290
      - 0.0
    * - :ref:`sphx_glr_get_started_tutorials_quick_start.py` 
(``../get_started/tutorials/quick_start.py``)
      - 00:00.171
@@ -57,7 +57,7 @@ Computation times
      - 00:00.168
      - 0.0
    * - :ref:`sphx_glr_deep_dive_relax_tutorials_relax_creation.py` 
(``../deep_dive/relax/tutorials/relax_creation.py``)
-     - 00:00.106
+     - 00:00.105
      - 0.0
    * - :ref:`sphx_glr_deep_dive_relax_tutorials_relax_transformation.py` 
(``../deep_dive/relax/tutorials/relax_transformation.py``)
      - 00:00.062
diff --git a/docs/deep_dive/relax/tutorials/sg_execution_times.html 
b/docs/deep_dive/relax/tutorials/sg_execution_times.html
index e83a0e6333..6051f8733f 100644
--- a/docs/deep_dive/relax/tutorials/sg_execution_times.html
+++ b/docs/deep_dive/relax/tutorials/sg_execution_times.html
@@ -294,7 +294,7 @@
             
   <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>00:00.168</strong> total execution time for 2 files <strong>from 
deep_dive/relax/tutorials</strong>:</p>
+<p><strong>00:00.167</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" />
@@ -316,7 +316,7 @@ $(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>00:00.106</p></td>
+<td><p>00:00.105</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 7857a4dffa..176cd2163e 100644
--- a/docs/deep_dive/tensor_ir/tutorials/sg_execution_times.html
+++ b/docs/deep_dive/tensor_ir/tutorials/sg_execution_times.html
@@ -294,7 +294,7 @@
             
   <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>00:00.457</strong> total execution time for 2 files <strong>from 
deep_dive/tensor_ir/tutorials</strong>:</p>
+<p><strong>00:00.458</strong> total execution time for 2 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" />
@@ -316,7 +316,7 @@ $(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>00:00.289</p></td>
+<td><p>00:00.290</p></td>
 <td><p>0.0</p></td>
 </tr>
 <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>
diff --git a/docs/deep_dive/tensor_ir/tutorials/tir_creation.html 
b/docs/deep_dive/tensor_ir/tutorials/tir_creation.html
index 81eb9e6c11..730f193063 100644
--- a/docs/deep_dive/tensor_ir/tutorials/tir_creation.html
+++ b/docs/deep_dive/tensor_ir/tutorials/tir_creation.html
@@ -489,17 +489,17 @@ be used to ascertain the shape and data type of a 
TensorIR.</p>
 <span class="nb">print</span><span class="p">(</span><span 
class="n">evaluate_dynamic_shape</span><span class="p">(</span><span 
class="n">dyn_shape_lib</span><span class="p">,</span> <span 
class="n">m</span><span class="o">=</span><span class="mi">64</span><span 
class="p">,</span> <span class="n">n</span><span class="o">=</span><span 
class="mi">64</span><span class="p">,</span> <a 
href="../../../reference/api/python/tir/tir.html#tvm.tir.IterVar" 
title="tvm.tir.IterVar" class="sphx-glr-ba [...]
 </pre></div>
 </div>
-<div class="sphx-glr-script-out highlight-none notranslate"><div 
class="highlight"><pre><span></span>[[0.39060286 0.5312871  0.6185125  
0.65177083]
- [1.3780439  1.340032   1.3554244  1.3407733 ]
- [0.67362195 0.5950536  0.8800168  0.7162419 ]
- [1.290103   1.3563961  1.1942644  1.1178143 ]]
-[[29.109228 28.842983 29.829243 ... 27.543129 30.023727 28.468075]
- [30.595888 29.432001 29.959818 ... 29.220715 32.996727 30.85418 ]
- [34.058865 33.792297 35.67151  ... 32.128418 37.57696  33.718075]
+<div class="sphx-glr-script-out highlight-none notranslate"><div 
class="highlight"><pre><span></span>[[0.6855091  0.46614954 0.17015511 
0.5271337 ]
+ [1.4509106  0.7417133  1.0815933  1.3823946 ]
+ [1.5645082  1.215531   1.3839602  1.4781413 ]
+ [1.5052055  1.2831146  1.1653318  1.3292964 ]]
+[[35.473133 35.070953 37.835037 ... 36.82756  38.432354 40.05117 ]
+ [31.961397 33.02323  32.293625 ... 31.432808 34.732445 35.355164]
+ [33.23062  33.746452 35.57799  ... 34.1766   36.234364 36.582096]
  ...
- [31.753752 30.23521  33.358154 ... 30.088415 32.753334 31.836815]
- [29.127338 29.841227 29.339146 ... 27.605713 31.43983  29.3094  ]
- [31.195549 32.45697  31.951744 ... 31.98496  35.740242 34.383713]]
+ [33.501225 31.94751  34.304188 ... 32.707123 35.65229  37.327778]
+ [31.99659  33.449852 34.331852 ... 31.653427 34.397163 35.640842]
+ [32.80315  32.64076  35.24843  ... 32.99327  36.89704  34.940197]]
 </pre></div>
 </div>
 </section>
diff --git a/docs/deep_dive/tensor_ir/tutorials/tir_transformation.html 
b/docs/deep_dive/tensor_ir/tutorials/tir_transformation.html
index 52253835a4..345e7264d8 100644
--- a/docs/deep_dive/tensor_ir/tutorials/tir_transformation.html
+++ b/docs/deep_dive/tensor_ir/tutorials/tir_transformation.html
@@ -368,7 +368,7 @@ 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)
-   2.7289       2.7289       2.7289       2.7289       0.0000
+   2.7362       2.7362       2.7362       2.7362       0.0000
 </pre></div>
 </div>
 <section id="initialization-schedule">
@@ -464,7 +464,7 @@ class Module:
 
 Execution time summary:
  mean (ms)   median (ms)    max (ms)     min (ms)     std (ms)
-   0.8573       0.8573       0.8573       0.8573       0.0000
+   0.8562       0.8562       0.8562       0.8562       0.0000
 </pre></div>
 </div>
 </section>
@@ -558,7 +558,7 @@ class Module:
 
 Execution time summary:
  mean (ms)   median (ms)    max (ms)     min (ms)     std (ms)
-   0.3370       0.3370       0.3370       0.3370       0.0000
+   0.3393       0.3393       0.3393       0.3393       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 e49838a564..072a6a484d 100644
--- a/docs/get_started/tutorials/ir_module.html
+++ b/docs/get_started/tutorials/ir_module.html
@@ -811,8 +811,8 @@ 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>[[ 0.16823143 -0.03212841 -0.18234533  
0.01697088  0.02422062 -0.14197543
-   0.02807561  0.18907768  0.1768842   0.2125316 ]]
+<div class="sphx-glr-script-out highlight-none notranslate"><div 
class="highlight"><pre><span></span>[[ 0.01081194 -0.13097765 -0.00758291 
-0.18736911  0.04306869 -0.04334489
+   0.01826695  0.03778411  0.22587343 -0.08643131]]
 </pre></div>
 </div>
 </section>
@@ -846,8 +846,8 @@ 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>[[ 0.16823143 -0.03212842 -0.18234533  
0.01697083  0.0242206  -0.14197543
-   0.02807564  0.18907769  0.1768842   0.21253157]]
+<div class="sphx-glr-script-out highlight-none notranslate"><div 
class="highlight"><pre><span></span>[[ 0.01081196 -0.13097763 -0.00758289 
-0.18736914  0.04306865 -0.04334491
+   0.01826693  0.03778406  0.2258734  -0.0864313 ]]
 </pre></div>
 </div>
 </section>
diff --git a/docs/get_started/tutorials/quick_start.html 
b/docs/get_started/tutorials/quick_start.html
index f9b4310ea1..0e0ef03af0 100644
--- a/docs/get_started/tutorials/quick_start.html
+++ b/docs/get_started/tutorials/quick_start.html
@@ -457,8 +457,8 @@ different devices.</p>
 <span class="nb">print</span><span class="p">(</span><a 
href="../../reference/api/python/runtime/vm.html#tvm.runtime.vm.VirtualMachine" 
title="tvm.runtime.vm.VirtualMachine" 
class="sphx-glr-backref-module-tvm-runtime-vm sphx-glr-backref-type-py-class 
sphx-glr-backref-instance"><span class="n">vm</span></a><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="http [...]
 </pre></div>
 </div>
-<div class="sphx-glr-script-out highlight-none notranslate"><div 
class="highlight"><pre><span></span>[[23576.28  24047.273 24984.213 23850.309 
24018.764 25459.146 23921.148
-  25688.785 24897.63  24540.389]]
+<div class="sphx-glr-script-out highlight-none notranslate"><div 
class="highlight"><pre><span></span>[[24240.137 24973.012 24694.25  25160.775 
24132.945 24576.959 25268.197
+  26406.887 24615.018 25107.406]]
 </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 4511ec6bf5..1e0edb029f 100644
--- a/docs/get_started/tutorials/sg_execution_times.html
+++ b/docs/get_started/tutorials/sg_execution_times.html
@@ -294,7 +294,7 @@
             
   <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>00:05.087</strong> total execution time for 2 files <strong>from 
get_started/tutorials</strong>:</p>
+<p><strong>00:05.088</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" />
@@ -316,7 +316,7 @@ $(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>00:04.916</p></td>
+<td><p>00:04.917</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>
diff --git a/docs/how_to/tutorials/cross_compilation_and_rpc.html 
b/docs/how_to/tutorials/cross_compilation_and_rpc.html
index 827806dd6a..534cf53501 100644
--- a/docs/how_to/tutorials/cross_compilation_and_rpc.html
+++ b/docs/how_to/tutorials/cross_compilation_and_rpc.html
@@ -473,7 +473,7 @@ device and returns the measured cost. Network overhead is 
excluded.</p>
 <span class="nb">print</span><span class="p">(</span><span 
class="s2">&quot;</span><span class="si">%g</span><span class="s2"> 
secs/op&quot;</span> <span class="o">%</span> <span class="n">cost</span><span 
class="p">)</span>
 </pre></div>
 </div>
-<div class="sphx-glr-script-out highlight-none notranslate"><div 
class="highlight"><pre><span></span>1.14e-07 secs/op
+<div class="sphx-glr-script-out highlight-none notranslate"><div 
class="highlight"><pre><span></span>1.23e-07 secs/op
 </pre></div>
 </div>
 </section>
@@ -822,8 +822,8 @@ for ONNX models. Simply replace <code class="docutils 
literal notranslate"><span
 <div class="sphx-glr-script-out highlight-none notranslate"><div 
class="highlight"><pre><span></span>Converted PyTorch model to Relax:
   - Number of parameters: 4
 Using local target for demonstration
-Exported library to: /tmp/tmpehmvm873/model_deployed.so
-Saved parameters to: /tmp/tmpehmvm873/model_params.npz
+Exported library to: /tmp/tmprgc9l24g/model_deployed.so
+Saved parameters to: /tmp/tmprgc9l24g/model_params.npz
 
 RPC workflow (works for any remote device):
 ==================================================
diff --git a/docs/how_to/tutorials/customize_opt.html 
b/docs/how_to/tutorials/customize_opt.html
index 34fc9b92ce..7a51b25de2 100644
--- a/docs/how_to/tutorials/customize_opt.html
+++ b/docs/how_to/tutorials/customize_opt.html
@@ -606,8 +606,8 @@ pushing the performance to the limit. The current 
optimization may not be the be
 <span class="nb">print</span><span class="p">(</span><span 
class="n">gpu_out</span><span class="p">)</span>
 </pre></div>
 </div>
-<div class="sphx-glr-script-out highlight-none notranslate"><div 
class="highlight"><pre><span></span>[[24536.895 25362.527 26340.662 24496.592 
23652.666 22604.684 24634.104
-  25173.834 24024.93  25623.969]]
+<div class="sphx-glr-script-out highlight-none notranslate"><div 
class="highlight"><pre><span></span>[[25307.746 25043.926 24055.574 25620.225 
25372.719 25470.797 23400.23
+  25121.09  23810.65  24297.84 ]]
 </pre></div>
 </div>
 </section>
diff --git a/docs/how_to/tutorials/e2e_opt_model.html 
b/docs/how_to/tutorials/e2e_opt_model.html
index 8878e5f01d..8548a34f3a 100644
--- a/docs/how_to/tutorials/e2e_opt_model.html
+++ b/docs/how_to/tutorials/e2e_opt_model.html
@@ -328,8 +328,8 @@ 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]
- 55%|█████▌    | 24.6M/44.7M [00:00&lt;00:00, 258MB/s]
-100%|██████████| 44.7M/44.7M [00:00&lt;00:00, 223MB/s]
+ 57%|█████▋    | 25.6M/44.7M [00:00&lt;00:00, 268MB/s]
+100%|██████████| 44.7M/44.7M [00:00&lt;00:00, 300MB/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 d6b011ee12..740249a9af 100644
--- a/docs/how_to/tutorials/sg_execution_times.html
+++ b/docs/how_to/tutorials/sg_execution_times.html
@@ -294,7 +294,7 @@
             
   <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>00:31.488</strong> total execution time for 5 files <strong>from 
how_to/tutorials</strong>:</p>
+<p><strong>00:31.324</strong> total execution time for 5 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" />
@@ -316,19 +316,19 @@ $(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>00:29.585</p></td>
+<td><p>00:29.473</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>00:00.741</p></td>
+<td><p>00:00.746</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>00:00.650</p></td>
+<td><p>00:00.647</p></td>
 <td><p>0.0</p></td>
 </tr>
 <tr class="row-odd"><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>00:00.509</p></td>
+<td><p>00:00.456</p></td>
 <td><p>0.0</p></td>
 </tr>
 <tr class="row-even"><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 791dccefab..f2ad57a86f 100644
--- a/docs/searchindex.js
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diff --git a/docs/sg_execution_times.html b/docs/sg_execution_times.html
index 4848761e20..43813d7a0e 100644
--- a/docs/sg_execution_times.html
+++ b/docs/sg_execution_times.html
@@ -294,7 +294,7 @@
             
   <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>
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all galleries</strong>:</p>
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@@ -316,27 +316,27 @@ $(document).ready( function () {
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 <tbody>
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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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href="how_to/tutorials/cross_compilation_and_rpc.html#sphx-glr-how-to-tutorials-cross-compilation-and-rpc-py"><span
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class="pre">../deep_dive/relax/tutorials/relax_transformation.py</span></code>)</p></td>


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