This is an automated email from the ASF dual-hosted git repository.
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 7ffba0a2da6 deploying docs
(apache/tvm@c46018d37018d547078fc1dcdfda5eebfa5916a8)
7ffba0a2da6 is described below
commit 7ffba0a2da6c348d3824066f072de07351ca85ff
Author: tvm-bot <[email protected]>
AuthorDate: Wed Sep 2 02:12:43 2026 +0000
deploying docs (apache/tvm@c46018d37018d547078fc1dcdfda5eebfa5916a8)
---
.../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 | 12 ++++----
.../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 | 32 ++++++++++-----------
.../relax/tutorials/sg_execution_times.html | 6 ++--
.../tensor_ir/tutorials/sg_execution_times.html | 12 ++++----
.../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/reference/api/python/relax/relax.html | 2 +-
docs/searchindex.js | 2 +-
docs/sg_execution_times.html | 32 ++++++++++-----------
38 files changed, 99 insertions(+), 99 deletions(-)
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diff --git
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diff --git a/docs/_downloads/83e85f38cf16f1d926d06615fd54095c/optimize_llm.zip
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index a40cc8ff23f..e2ab9c8abcd 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/f69433a4a80715725df90d1386679956/customize_opt.zip
b/docs/_downloads/f69433a4a80715725df90d1386679956/customize_opt.zip
index ebd089326dc..aa27e2478ee 100644
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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 1b75e1566ec..108dd1c2590 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
=================
-**00:00.221** total execution time for 2 files **from
deep_dive/relax/tutorials**:
+**00:00.292** 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``)
- - 00:00.168
+ - 00:00.225
- 0.0
* - :ref:`sphx_glr_deep_dive_relax_tutorials_relax_transformation.py`
(``relax_transformation.py``)
- - 00:00.053
+ - 00:00.067
- 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 cd3d3653ca0..42f056aa846 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
=================
-**00:00.735** total execution time for 4 files **from
deep_dive/tensor_ir/tutorials**:
+**00:00.943** total execution time for 4 files **from
deep_dive/tensor_ir/tutorials**:
.. container::
@@ -32,14 +32,14 @@ Computation times
* - Example
- Time
- Mem (MB)
- * - :ref:`sphx_glr_deep_dive_tensor_ir_tutorials_tir_transformation.py`
(``tir_transformation.py``)
- - 00:00.304
- - 0.0
* - :ref:`sphx_glr_deep_dive_tensor_ir_tutorials_tir_creation.py`
(``tir_creation.py``)
- - 00:00.302
+ - 00:00.408
+ - 0.0
+ * - :ref:`sphx_glr_deep_dive_tensor_ir_tutorials_tir_transformation.py`
(``tir_transformation.py``)
+ - 00:00.373
- 0.0
* - :ref:`sphx_glr_deep_dive_tensor_ir_tutorials_dlight_gpu_scheduling.py`
(``dlight_gpu_scheduling.py``)
- - 00:00.121
+ - 00:00.153
- 0.0
* - :ref:`sphx_glr_deep_dive_tensor_ir_tutorials_meta_schedule.py`
(``meta_schedule.py``)
- 00:00.008
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 39146463ba1..a74e26aa373 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)
- 2.4866 2.4866 2.4866 2.4866 0.0000
+ 2.7506 2.7506 2.7506 2.7506 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)
- 0.8709 0.8709 0.8709 0.8709 0.0000
+ 0.8649 0.8649 0.8649 0.8649 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)
- 0.3463 0.3463 0.3463 0.3463 0.0000
+ 0.3401 0.3401 0.3401 0.3401 0.0000
diff --git a/docs/_sources/get_started/tutorials/ir_module.rst
b/docs/_sources/get_started/tutorials/ir_module.rst
index 23ced79335d..928a9b76a47 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
- [[-0.07868729 -0.15310219 -0.22224559 -0.06910573 0.01958575 -0.05250634
- 0.13652986 0.08868428 0.2642696 -0.24529678]]
+ [[ 0.04281572 0.140404 0.44190747 -0.07222007 0.03659551 0.05569664
+ 0.15252516 0.17948633 0.16463178 -0.09727161]]
@@ -763,8 +763,8 @@ Now we can compile the IRModule on GPU, the similar way as
we did on CPU.
.. code-block:: none
- [[-0.0786873 -0.15310219 -0.22224559 -0.0691057 0.01958579 -0.0525063
- 0.13652991 0.08868431 0.26426965 -0.24529675]]
+ [[ 0.04281572 0.14040397 0.44190753 -0.07222009 0.03659555 0.05569667
+ 0.15252513 0.17948633 0.16463178 -0.09727164]]
diff --git a/docs/_sources/get_started/tutorials/quick_start.rst
b/docs/_sources/get_started/tutorials/quick_start.rst
index 8299bf4d175..fe865b4fbfe 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
- [[23838.334 26013.893 26193.76 27532.602 25029.31 24539.072 26623.033
- 25124.05 24885.307 26428.793]]
+ [[25404.14 23999.445 25112.535 25943.29 25829.713 24611.076 25522.047
+ 25045.664 24289.307 24089.943]]
diff --git a/docs/_sources/get_started/tutorials/sg_execution_times.rst
b/docs/_sources/get_started/tutorials/sg_execution_times.rst
index d6f2addc138..f75b4a55da2 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
=================
-**00:05.245** total execution time for 2 files **from get_started/tutorials**:
+**00:06.108** 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``)
- - 00:05.088
+ - 00:05.918
- 0.0
* - :ref:`sphx_glr_get_started_tutorials_quick_start.py`
(``quick_start.py``)
- - 00:00.157
+ - 00:00.191
- 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 5297bb45a78..e49f96edca2 100644
--- a/docs/_sources/how_to/tutorials/cross_compilation_and_rpc.rst
+++ b/docs/_sources/how_to/tutorials/cross_compilation_and_rpc.rst
@@ -275,7 +275,7 @@ device and returns the measured cost. Network overhead is
excluded.
.. code-block:: none
- 9.09e-08 secs/op
+ 1.08e-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/tmp4dp7n8l9/model_deployed.so
- Saved parameters to: /tmp/tmp4dp7n8l9/model_params.npz
+ Exported library to: /tmp/tmp9k3jf1ru/model_deployed.so
+ Saved parameters to: /tmp/tmp9k3jf1ru/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 afc5647603c..6c9a2787927 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] 60%|█████▉ |
26.8M/44.7M [00:00<00:00, 280MB/s] 100%|██████████| 44.7M/44.7M
[00:00<00:00, 299MB/s]
+ 0%| | 0.00/44.7M [00:00<?, ?B/s] 68%|██████▊ |
30.5M/44.7M [00:00<00:00, 319MB/s] 100%|██████████| 44.7M/44.7M
[00:00<00:00, 344MB/s]
diff --git a/docs/_sources/how_to/tutorials/sg_execution_times.rst
b/docs/_sources/how_to/tutorials/sg_execution_times.rst
index d249d7f258d..66df0781e58 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
=================
-**00:14.019** total execution time for 8 files **from how_to/tutorials**:
+**00:17.211** 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``)
- - 00:09.261
+ - 00:11.953
- 0.0
* - :ref:`sphx_glr_how_to_tutorials_import_model.py` (``import_model.py``)
- - 00:03.302
+ - 00:03.651
- 0.0
* - :ref:`sphx_glr_how_to_tutorials_e2e_opt_model.py` (``e2e_opt_model.py``)
- - 00:00.655
+ - 00:00.631
- 0.0
* - :ref:`sphx_glr_how_to_tutorials_cross_compilation_and_rpc.py`
(``cross_compilation_and_rpc.py``)
- - 00:00.473
+ - 00:00.577
- 0.0
* - :ref:`sphx_glr_how_to_tutorials_customize_opt.py` (``customize_opt.py``)
- - 00:00.282
+ - 00:00.348
- 0.0
* - :ref:`sphx_glr_how_to_tutorials_bring_your_own_codegen.py`
(``bring_your_own_codegen.py``)
- - 00:00.038
+ - 00:00.045
- 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 48e790b8a82..04df0c56fe9 100644
--- a/docs/_sources/sg_execution_times.rst
+++ b/docs/_sources/sg_execution_times.rst
@@ -6,7 +6,7 @@
Computation times
=================
-**00:20.219** total execution time for 16 files **from all galleries**:
+**00:24.554** total execution time for 16 files **from all galleries**:
.. container::
@@ -33,43 +33,43 @@ Computation times
- Time
- Mem (MB)
* - :ref:`sphx_glr_how_to_tutorials_optimize_llm.py`
(``../how_to/tutorials/optimize_llm.py``)
- - 00:09.261
+ - 00:11.953
- 0.0
* - :ref:`sphx_glr_get_started_tutorials_ir_module.py`
(``../get_started/tutorials/ir_module.py``)
- - 00:05.088
+ - 00:05.918
- 0.0
* - :ref:`sphx_glr_how_to_tutorials_import_model.py`
(``../how_to/tutorials/import_model.py``)
- - 00:03.302
+ - 00:03.651
- 0.0
* - :ref:`sphx_glr_how_to_tutorials_e2e_opt_model.py`
(``../how_to/tutorials/e2e_opt_model.py``)
- - 00:00.655
+ - 00:00.631
- 0.0
* - :ref:`sphx_glr_how_to_tutorials_cross_compilation_and_rpc.py`
(``../how_to/tutorials/cross_compilation_and_rpc.py``)
- - 00:00.473
- - 0.0
- * - :ref:`sphx_glr_deep_dive_tensor_ir_tutorials_tir_transformation.py`
(``../deep_dive/tensor_ir/tutorials/tir_transformation.py``)
- - 00:00.304
+ - 00:00.577
- 0.0
* - :ref:`sphx_glr_deep_dive_tensor_ir_tutorials_tir_creation.py`
(``../deep_dive/tensor_ir/tutorials/tir_creation.py``)
- - 00:00.302
+ - 00:00.408
+ - 0.0
+ * - :ref:`sphx_glr_deep_dive_tensor_ir_tutorials_tir_transformation.py`
(``../deep_dive/tensor_ir/tutorials/tir_transformation.py``)
+ - 00:00.373
- 0.0
* - :ref:`sphx_glr_how_to_tutorials_customize_opt.py`
(``../how_to/tutorials/customize_opt.py``)
- - 00:00.282
+ - 00:00.348
- 0.0
* - :ref:`sphx_glr_deep_dive_relax_tutorials_relax_creation.py`
(``../deep_dive/relax/tutorials/relax_creation.py``)
- - 00:00.168
+ - 00:00.225
- 0.0
* - :ref:`sphx_glr_get_started_tutorials_quick_start.py`
(``../get_started/tutorials/quick_start.py``)
- - 00:00.157
+ - 00:00.191
- 0.0
* - :ref:`sphx_glr_deep_dive_tensor_ir_tutorials_dlight_gpu_scheduling.py`
(``../deep_dive/tensor_ir/tutorials/dlight_gpu_scheduling.py``)
- - 00:00.121
+ - 00:00.153
- 0.0
* - :ref:`sphx_glr_deep_dive_relax_tutorials_relax_transformation.py`
(``../deep_dive/relax/tutorials/relax_transformation.py``)
- - 00:00.053
+ - 00:00.067
- 0.0
* - :ref:`sphx_glr_how_to_tutorials_bring_your_own_codegen.py`
(``../how_to/tutorials/bring_your_own_codegen.py``)
- - 00:00.038
+ - 00:00.045
- 0.0
* - :ref:`sphx_glr_deep_dive_tensor_ir_tutorials_meta_schedule.py`
(``../deep_dive/tensor_ir/tutorials/meta_schedule.py``)
- 00:00.008
diff --git a/docs/deep_dive/relax/tutorials/sg_execution_times.html
b/docs/deep_dive/relax/tutorials/sg_execution_times.html
index af5bf757e4c..02dd0b6f700 100644
--- a/docs/deep_dive/relax/tutorials/sg_execution_times.html
+++ b/docs/deep_dive/relax/tutorials/sg_execution_times.html
@@ -635,7 +635,7 @@ 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>00:00.221</strong> total execution time for 2 files <strong>from
deep_dive/relax/tutorials</strong>:</p>
+<p><strong>00:00.292</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" />
@@ -657,11 +657,11 @@ $(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>00:00.168</p></td>
+<td><p>00:00.225</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>00:00.053</p></td>
+<td><p>00:00.067</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 cfb1ce69cf7..ddcf2687005 100644
--- a/docs/deep_dive/tensor_ir/tutorials/sg_execution_times.html
+++ b/docs/deep_dive/tensor_ir/tutorials/sg_execution_times.html
@@ -635,7 +635,7 @@ 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>00:00.735</strong> total execution time for 4 files <strong>from
deep_dive/tensor_ir/tutorials</strong>:</p>
+<p><strong>00:00.943</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" />
@@ -656,16 +656,16 @@ $(document).ready( function () {
</tr>
</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>00:00.304</p></td>
+<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>00:00.408</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>
-<td><p>00:00.302</p></td>
+<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>00:00.373</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>00:00.121</p></td>
+<td><p>00:00.153</p></td>
<td><p>0.0</p></td>
</tr>
<tr class="row-odd"><td><p><a class="reference internal"
href="meta_schedule.html#sphx-glr-deep-dive-tensor-ir-tutorials-meta-schedule-py"><span
class="std std-ref">MetaSchedule: Search-Based Auto-Tuning</span></a> (<code
class="docutils literal notranslate"><span
class="pre">meta_schedule.py</span></code>)</p></td>
diff --git a/docs/deep_dive/tensor_ir/tutorials/tir_transformation.html
b/docs/deep_dive/tensor_ir/tutorials/tir_transformation.html
index c6785c6da52..26817edf514 100644
--- a/docs/deep_dive/tensor_ir/tutorials/tir_transformation.html
+++ b/docs/deep_dive/tensor_ir/tutorials/tir_transformation.html
@@ -722,7 +722,7 @@ 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)
- 2.4866 2.4866 2.4866 2.4866 0.0000
+ 2.7506 2.7506 2.7506 2.7506 0.0000
</pre></div>
</div>
<section id="initialization-schedule">
@@ -820,7 +820,7 @@ class Module:
Execution time summary:
mean (ms) median (ms) max (ms) min (ms) std (ms)
- 0.8709 0.8709 0.8709 0.8709 0.0000
+ 0.8649 0.8649 0.8649 0.8649 0.0000
</pre></div>
</div>
</section>
@@ -916,7 +916,7 @@ class Module:
Execution time summary:
mean (ms) median (ms) max (ms) min (ms) std (ms)
- 0.3463 0.3463 0.3463 0.3463 0.0000
+ 0.3401 0.3401 0.3401 0.3401 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 e36362e09da..4784541fb5f 100644
--- a/docs/get_started/tutorials/ir_module.html
+++ b/docs/get_started/tutorials/ir_module.html
@@ -1162,8 +1162,8 @@ 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>[[-0.07868729 -0.15310219 -0.22224559
-0.06910573 0.01958575 -0.05250634
- 0.13652986 0.08868428 0.2642696 -0.24529678]]
+<div class="sphx-glr-script-out highlight-none notranslate"><div
class="highlight"><pre><span></span>[[ 0.04281572 0.140404 0.44190747
-0.07222007 0.03659551 0.05569664
+ 0.15252516 0.17948633 0.16463178 -0.09727161]]
</pre></div>
</div>
</section>
@@ -1197,8 +1197,8 @@ 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>[[-0.0786873 -0.15310219 -0.22224559
-0.0691057 0.01958579 -0.0525063
- 0.13652991 0.08868431 0.26426965 -0.24529675]]
+<div class="sphx-glr-script-out highlight-none notranslate"><div
class="highlight"><pre><span></span>[[ 0.04281572 0.14040397 0.44190753
-0.07222009 0.03659555 0.05569667
+ 0.15252513 0.17948633 0.16463178 -0.09727164]]
</pre></div>
</div>
</section>
diff --git a/docs/get_started/tutorials/quick_start.html
b/docs/get_started/tutorials/quick_start.html
index 0f0c7e2baa6..1532312bc94 100644
--- a/docs/get_started/tutorials/quick_start.html
+++ b/docs/get_started/tutorials/quick_start.html
@@ -803,8 +803,8 @@ different devices.</p>
<span class="nb">print</span><span class="p">(</span><span
class="n">vm</span><span class="p">[</span><span
class="s2">"forward"</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>[[23838.334 26013.893 26193.76 27532.602
25029.31 24539.072 26623.033
- 25124.05 24885.307 26428.793]]
+<div class="sphx-glr-script-out highlight-none notranslate"><div
class="highlight"><pre><span></span>[[25404.14 23999.445 25112.535 25943.29
25829.713 24611.076 25522.047
+ 25045.664 24289.307 24089.943]]
</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 a06f1679b12..f865a97578f 100644
--- a/docs/get_started/tutorials/sg_execution_times.html
+++ b/docs/get_started/tutorials/sg_execution_times.html
@@ -635,7 +635,7 @@ 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>00:05.245</strong> total execution time for 2 files <strong>from
get_started/tutorials</strong>:</p>
+<p><strong>00:06.108</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" />
@@ -657,11 +657,11 @@ $(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>00:05.088</p></td>
+<td><p>00:05.918</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>00:00.157</p></td>
+<td><p>00:00.191</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 268ab8d9485..d2149bf000c 100644
--- a/docs/how_to/tutorials/cross_compilation_and_rpc.html
+++ b/docs/how_to/tutorials/cross_compilation_and_rpc.html
@@ -834,7 +834,7 @@ 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">"</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"</span><span
class="p">)</span>
</pre></div>
</div>
-<div class="sphx-glr-script-out highlight-none notranslate"><div
class="highlight"><pre><span></span>9.09e-08 secs/op
+<div class="sphx-glr-script-out highlight-none notranslate"><div
class="highlight"><pre><span></span>1.08e-07 secs/op
</pre></div>
</div>
</section>
@@ -1363,8 +1363,8 @@ 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/tmp4dp7n8l9/model_deployed.so
-Saved parameters to: /tmp/tmp4dp7n8l9/model_params.npz
+Exported library to: /tmp/tmp9k3jf1ru/model_deployed.so
+Saved parameters to: /tmp/tmp9k3jf1ru/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 b1c78786328..ac15e75f7b6 100644
--- a/docs/how_to/tutorials/e2e_opt_model.html
+++ b/docs/how_to/tutorials/e2e_opt_model.html
@@ -675,8 +675,8 @@ PyTorch.</p>
<div class="sphx-glr-script-out highlight-none notranslate"><div
class="highlight"><pre><span></span>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]
- 60%|█████▉ | 26.8M/44.7M [00:00<00:00, 280MB/s]
-100%|██████████| 44.7M/44.7M [00:00<00:00, 299MB/s]
+ 68%|██████▊ | 30.5M/44.7M [00:00<00:00, 319MB/s]
+100%|██████████| 44.7M/44.7M [00:00<00:00, 344MB/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 97962e08d75..a7417eb2b9e 100644
--- a/docs/how_to/tutorials/sg_execution_times.html
+++ b/docs/how_to/tutorials/sg_execution_times.html
@@ -635,7 +635,7 @@ 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>00:14.019</strong> total execution time for 8 files <strong>from
how_to/tutorials</strong>:</p>
+<p><strong>00:17.211</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" />
@@ -657,27 +657,27 @@ $(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>00:09.261</p></td>
+<td><p>00:11.953</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>00:03.302</p></td>
+<td><p>00:03.651</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>00:00.655</p></td>
+<td><p>00:00.631</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>00:00.473</p></td>
+<td><p>00:00.577</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>00:00.282</p></td>
+<td><p>00:00.348</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>00:00.038</p></td>
+<td><p>00:00.045</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/reference/api/python/relax/relax.html
b/docs/reference/api/python/relax/relax.html
index 8e1d465ba29..0fb9f50258a 100644
--- a/docs/reference/api/python/relax/relax.html
+++ b/docs/reference/api/python/relax/relax.html
@@ -2702,7 +2702,7 @@ Python functions stored in the IRModule’s pyfuncs
attribute.</p>
<dl class="py function">
<dt class="sig sig-object py" id="tvm.relax.build">
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class="pre">tvm.relax.</span></span><span class="sig-name descname"><span
class="pre">build</span></span><span class="sig-paren">(</span><em
class="sig-param"><span class="n"><span class="pre">mod</span></span><span
class="p"><span class="pre">:</span></span><span class="w"> </span><span
class="n"><a class="reference internal" href="../ir.html#tvm.ir.IRModule"
title="tvm.ir.module.IRModule"><span
class="pre">IRModule</span></a></span></em>, < [...]
+<span class="sig-prename descclassname"><span
class="pre">tvm.relax.</span></span><span class="sig-name descname"><span
class="pre">build</span></span><span class="sig-paren">(</span><em
class="sig-param"><span class="n"><span class="pre">mod</span></span><span
class="p"><span class="pre">:</span></span><span class="w"> </span><span
class="n"><a class="reference internal" href="../ir.html#tvm.ir.IRModule"
title="tvm.ir.module.IRModule"><span
class="pre">IRModule</span></a></span></em>, < [...]
<dd><p>Build an IRModule to VM executable.</p>
<dl class="field-list simple">
<dt class="field-odd">Parameters<span class="colon">:</span></dt>
diff --git a/docs/searchindex.js b/docs/searchindex.js
index e8e6d1f711d..69c001d644c 100644
--- a/docs/searchindex.js
+++ b/docs/searchindex.js
@@ -1 +1 @@
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@Tx.jit": [[134, "tx-prim-func-vs-tx-jit"]], "A stable extension boundary for
future hardware": [[138, "a-stable-extension-boundary-for-future-hardware"]],
"A worked example": [[123, "a-worked-example"]], "API Reference": [[57, null],
[111, null]], "About": [[57, [...]
\ No newline at end of file
+Search.setIndex({"alltitles": {"@Tx.inline \u2014 inline functions": [[135,
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diff --git a/docs/sg_execution_times.html b/docs/sg_execution_times.html
index 3c8c7fb3af8..678d5357e2e 100644
--- a/docs/sg_execution_times.html
+++ b/docs/sg_execution_times.html
@@ -635,7 +635,7 @@ document.write(`
<section id="computation-times">
<span id="sphx-glr-sg-execution-times"></span><h1>Computation times<a
class="headerlink" href="#computation-times" title="Link to this
heading">#</a></h1>
-<p><strong>00:20.219</strong> total execution time for 16 files <strong>from
all galleries</strong>:</p>
+<p><strong>00:24.554</strong> total execution time for 16 files <strong>from
all galleries</strong>:</p>
<div class="docutils container">
<style scoped>
<link
href="https://cdnjs.cloudflare.com/ajax/libs/twitter-bootstrap/5.3.0/css/bootstrap.min.css"
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@@ -657,55 +657,55 @@ $(document).ready( function () {
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<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>00:09.261</p></td>
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<td><p>0.0</p></td>
</tr>
<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>
-<td><p>00:05.088</p></td>
+<td><p>00:05.918</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>00:03.302</p></td>
+<td><p>00:03.651</p></td>
<td><p>0.0</p></td>
</tr>
<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
class="docutils literal notranslate"><span
class="pre">../how_to/tutorials/e2e_opt_model.py</span></code>)</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/cross_compilation_and_rpc.html#sphx-glr-how-to-tutorials-cross-compilation-and-rpc-py"><span
class="std std-ref">Cross Compilation and RPC</span></a> (<code
class="docutils literal notranslate"><span
class="pre">../how_to/tutorials/cross_compilation_and_rpc.py</span></code>)</p></td>
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<td><p>0.0</p></td>
</tr>
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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>00:00.304</p></td>
+<tr class="row-odd"><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>00:00.408</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_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>00:00.302</p></td>
+<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>00:00.373</p></td>
<td><p>0.0</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
class="std std-ref">Customize Optimization</span></a> (<code class="docutils
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-<td><p>00:00.282</p></td>
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<tr class="row-even"><td><p><a class="reference internal"
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
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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
class="std std-ref">Quick Start</span></a> (<code class="docutils literal
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
class="std std-ref">DLight: Rule-Based GPU Scheduling</span></a> (<code
class="docutils literal notranslate"><span
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href="deep_dive/relax/tutorials/relax_transformation.html#sphx-glr-deep-dive-relax-tutorials-relax-transformation-py"><span
class="std std-ref">Transformation</span></a> (<code class="docutils literal
notranslate"><span
class="pre">../deep_dive/relax/tutorials/relax_transformation.py</span></code>)</p></td>
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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>00:00.038</p></td>
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<td><p>0.0</p></td>
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<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>