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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 dd0378ba319 deploying docs
(apache/tvm@9e5e709662050f68eccf27e7bb0e3f8f2c19b0ab)
dd0378ba319 is described below
commit dd0378ba31923cc20829ab0943db999aa8bd4c91
Author: tvm-bot <[email protected]>
AuthorDate: Fri Aug 28 08:22:46 2026 +0000
deploying docs (apache/tvm@9e5e709662050f68eccf27e7bb0e3f8f2c19b0ab)
---
.../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 | 8 +++---
.../tensor_ir/tutorials/tir_transformation.rst | 6 ++--
docs/_sources/get_started/tutorials/ir_module.rst | 8 +++---
.../_sources/get_started/tutorials/quick_start.rst | 4 +--
.../get_started/tutorials/sg_execution_times.rst | 6 ++--
.../how_to/tutorials/cross_compilation_and_rpc.rst | 6 ++--
docs/_sources/how_to/tutorials/e2e_opt_model.rst | 2 +-
.../how_to/tutorials/sg_execution_times.rst | 14 ++++-----
docs/_sources/sg_execution_times.rst | 32 ++++++++++-----------
.../relax/tutorials/sg_execution_times.html | 6 ++--
.../tensor_ir/tutorials/sg_execution_times.html | 8 +++---
.../tensor_ir/tutorials/tir_transformation.html | 6 ++--
docs/get_started/tutorials/ir_module.html | 8 +++---
docs/get_started/tutorials/quick_start.html | 4 +--
docs/get_started/tutorials/sg_execution_times.html | 6 ++--
.../tutorials/cross_compilation_and_rpc.html | 6 ++--
docs/how_to/tutorials/e2e_opt_model.html | 4 +--
docs/how_to/tutorials/sg_execution_times.html | 14 ++++-----
docs/searchindex.js | 2 +-
docs/sg_execution_times.html | 32 ++++++++++-----------
37 files changed, 94 insertions(+), 94 deletions(-)
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diff --git
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index a4646b3acfd..c000031ae1e 100644
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diff --git a/docs/_downloads/83e85f38cf16f1d926d06615fd54095c/optimize_llm.zip
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index 18f30ef6b35..5c593bffe6d 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
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 3c897d7f7b5..c33c7503172 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 dbd0895681a..58e875f409c 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
=================
-**00:00.230** total execution time for 2 files **from
deep_dive/relax/tutorials**:
+**00:00.304** 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``)
- - 00:00.169
+ - 00:00.225
- 0.0
* - :ref:`sphx_glr_deep_dive_relax_tutorials_relax_transformation.py`
(``relax_transformation.py``)
- - 00:00.061
+ - 00:00.079
- 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 2e6e9ba3ece..da2177ff0eb 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
=================
-**00:00.887** total execution time for 4 files **from
deep_dive/tensor_ir/tutorials**:
+**00:01.106** total execution time for 4 files **from
deep_dive/tensor_ir/tutorials**:
.. container::
@@ -33,13 +33,13 @@ Computation times
- Time
- Mem (MB)
* - :ref:`sphx_glr_deep_dive_tensor_ir_tutorials_tir_transformation.py`
(``tir_transformation.py``)
- - 00:00.374
+ - 00:00.448
- 0.0
* - :ref:`sphx_glr_deep_dive_tensor_ir_tutorials_tir_creation.py`
(``tir_creation.py``)
- - 00:00.333
+ - 00:00.437
- 0.0
* - :ref:`sphx_glr_deep_dive_tensor_ir_tutorials_dlight_gpu_scheduling.py`
(``dlight_gpu_scheduling.py``)
- - 00:00.166
+ - 00:00.205
- 0.0
* - :ref:`sphx_glr_deep_dive_tensor_ir_tutorials_meta_schedule.py`
(``meta_schedule.py``)
- 00:00.015
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 ac61b5a189f..6e1e39daeea 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)
- 2.4559 2.4559 2.4559 2.4559 0.0000
+ 2.7521 2.7521 2.7521 2.7521 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)
- 0.8627 0.8627 0.8627 0.8627 0.0000
+ 0.8654 0.8654 0.8654 0.8654 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)
- 0.3498 0.3498 0.3498 0.3498 0.0000
+ 0.3407 0.3407 0.3407 0.3407 0.0000
diff --git a/docs/_sources/get_started/tutorials/ir_module.rst
b/docs/_sources/get_started/tutorials/ir_module.rst
index 839913de244..638ad61e840 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
- [[-0.00700186 -0.01129313 -0.26163837 0.04820849 0.06887775 -0.18497398
- 0.21907324 0.09638972 -0.08795965 -0.20412216]]
+ [[-0.12789646 0.14239728 0.16065124 -0.09541032 -0.09936805 0.02615489
+ -0.00712517 0.05098368 -0.21880838 -0.05295542]]
@@ -763,8 +763,8 @@ Now we can compile the IRModule on GPU, the similar way as
we did on CPU.
.. code-block:: none
- [[-0.0070019 -0.01129312 -0.26163843 0.04820848 0.06887773 -0.18497401
- 0.21907315 0.09638973 -0.08795963 -0.20412219]]
+ [[-0.12789652 0.14239725 0.16065125 -0.09541029 -0.09936807 0.0261549
+ -0.00712516 0.05098374 -0.21880844 -0.0529554 ]]
diff --git a/docs/_sources/get_started/tutorials/quick_start.rst
b/docs/_sources/get_started/tutorials/quick_start.rst
index a9bf7eb5799..af2194433b8 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
- [[25321.027 25363.234 24326.47 24565.623 25114.137 25434.47 24428.994
- 23799.363 24943.3 26459.447]]
+ [[26024.049 25129.088 25675.477 24755.291 23704.516 25287.021 26300.88
+ 24090.756 23875.008 26354.227]]
diff --git a/docs/_sources/get_started/tutorials/sg_execution_times.rst
b/docs/_sources/get_started/tutorials/sg_execution_times.rst
index 150962bb997..9da72b8daf3 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
=================
-**00:05.428** total execution time for 2 files **from get_started/tutorials**:
+**00:06.391** 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``)
- - 00:05.200
+ - 00:06.121
- 0.0
* - :ref:`sphx_glr_get_started_tutorials_quick_start.py`
(``quick_start.py``)
- - 00:00.228
+ - 00:00.270
- 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 af395d2ce8c..c1a04890d06 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
- 9.1e-08 secs/op
+ 1.06e-07 secs/op
@@ -864,8 +864,8 @@ This workflow is applicable to various deployment scenarios:
Converted PyTorch model to Relax:
- Number of parameters: 4
Using local target for demonstration
- Exported library to: /tmp/tmpn3ioxx5z/model_deployed.so
- Saved parameters to: /tmp/tmpn3ioxx5z/model_params.npz
+ Exported library to: /tmp/tmp7llvqlvf/model_deployed.so
+ Saved parameters to: /tmp/tmp7llvqlvf/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 6c54c26e46a..3a169ebf283 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] 74%|███████▎ |
32.9M/44.7M [00:00<00:00, 344MB/s] 100%|██████████| 44.7M/44.7M
[00:00<00:00, 371MB/s]
+ 0%| | 0.00/44.7M [00:00<?, ?B/s] 64%|██████▍ |
28.8M/44.7M [00:00<00:00, 301MB/s] 100%|██████████| 44.7M/44.7M
[00:00<00:00, 328MB/s]
diff --git a/docs/_sources/how_to/tutorials/sg_execution_times.rst
b/docs/_sources/how_to/tutorials/sg_execution_times.rst
index 8403f536397..725e41be9b4 100644
--- a/docs/_sources/how_to/tutorials/sg_execution_times.rst
+++ b/docs/_sources/how_to/tutorials/sg_execution_times.rst
@@ -6,7 +6,7 @@
Computation times
=================
-**00:17.115** total execution time for 8 files **from how_to/tutorials**:
+**00:20.669** total execution time for 8 files **from how_to/tutorials**:
.. container::
@@ -33,22 +33,22 @@ Computation times
- Time
- Mem (MB)
* - :ref:`sphx_glr_how_to_tutorials_optimize_llm.py` (``optimize_llm.py``)
- - 00:12.087
+ - 00:15.005
- 0.0
* - :ref:`sphx_glr_how_to_tutorials_import_model.py` (``import_model.py``)
- - 00:03.490
+ - 00:03.851
- 0.0
* - :ref:`sphx_glr_how_to_tutorials_cross_compilation_and_rpc.py`
(``cross_compilation_and_rpc.py``)
- - 00:00.566
+ - 00:00.678
- 0.0
* - :ref:`sphx_glr_how_to_tutorials_e2e_opt_model.py` (``e2e_opt_model.py``)
- - 00:00.563
+ - 00:00.651
- 0.0
* - :ref:`sphx_glr_how_to_tutorials_customize_opt.py` (``customize_opt.py``)
- - 00:00.334
+ - 00:00.396
- 0.0
* - :ref:`sphx_glr_how_to_tutorials_bring_your_own_codegen.py`
(``bring_your_own_codegen.py``)
- - 00:00.070
+ - 00:00.080
- 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 c2243a73e98..02271992fee 100644
--- a/docs/_sources/sg_execution_times.rst
+++ b/docs/_sources/sg_execution_times.rst
@@ -6,7 +6,7 @@
Computation times
=================
-**00:23.660** total execution time for 16 files **from all galleries**:
+**00:28.470** 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``)
- - 00:12.087
+ - 00:15.005
- 0.0
* - :ref:`sphx_glr_get_started_tutorials_ir_module.py`
(``../get_started/tutorials/ir_module.py``)
- - 00:05.200
+ - 00:06.121
- 0.0
* - :ref:`sphx_glr_how_to_tutorials_import_model.py`
(``../how_to/tutorials/import_model.py``)
- - 00:03.490
+ - 00:03.851
- 0.0
* - :ref:`sphx_glr_how_to_tutorials_cross_compilation_and_rpc.py`
(``../how_to/tutorials/cross_compilation_and_rpc.py``)
- - 00:00.566
+ - 00:00.678
- 0.0
* - :ref:`sphx_glr_how_to_tutorials_e2e_opt_model.py`
(``../how_to/tutorials/e2e_opt_model.py``)
- - 00:00.563
+ - 00:00.651
- 0.0
* - :ref:`sphx_glr_deep_dive_tensor_ir_tutorials_tir_transformation.py`
(``../deep_dive/tensor_ir/tutorials/tir_transformation.py``)
- - 00:00.374
- - 0.0
- * - :ref:`sphx_glr_how_to_tutorials_customize_opt.py`
(``../how_to/tutorials/customize_opt.py``)
- - 00:00.334
+ - 00:00.448
- 0.0
* - :ref:`sphx_glr_deep_dive_tensor_ir_tutorials_tir_creation.py`
(``../deep_dive/tensor_ir/tutorials/tir_creation.py``)
- - 00:00.333
+ - 00:00.437
+ - 0.0
+ * - :ref:`sphx_glr_how_to_tutorials_customize_opt.py`
(``../how_to/tutorials/customize_opt.py``)
+ - 00:00.396
- 0.0
* - :ref:`sphx_glr_get_started_tutorials_quick_start.py`
(``../get_started/tutorials/quick_start.py``)
- - 00:00.228
+ - 00:00.270
- 0.0
* - :ref:`sphx_glr_deep_dive_relax_tutorials_relax_creation.py`
(``../deep_dive/relax/tutorials/relax_creation.py``)
- - 00:00.169
+ - 00:00.225
- 0.0
* - :ref:`sphx_glr_deep_dive_tensor_ir_tutorials_dlight_gpu_scheduling.py`
(``../deep_dive/tensor_ir/tutorials/dlight_gpu_scheduling.py``)
- - 00:00.166
+ - 00:00.205
- 0.0
* - :ref:`sphx_glr_how_to_tutorials_bring_your_own_codegen.py`
(``../how_to/tutorials/bring_your_own_codegen.py``)
- - 00:00.070
+ - 00:00.080
- 0.0
* - :ref:`sphx_glr_deep_dive_relax_tutorials_relax_transformation.py`
(``../deep_dive/relax/tutorials/relax_transformation.py``)
- - 00:00.061
+ - 00:00.079
- 0.0
* - :ref:`sphx_glr_deep_dive_tensor_ir_tutorials_meta_schedule.py`
(``../deep_dive/tensor_ir/tutorials/meta_schedule.py``)
- 00:00.015
diff --git a/docs/deep_dive/relax/tutorials/sg_execution_times.html
b/docs/deep_dive/relax/tutorials/sg_execution_times.html
index ae723d0aee5..bbce0ac44c1 100644
--- a/docs/deep_dive/relax/tutorials/sg_execution_times.html
+++ b/docs/deep_dive/relax/tutorials/sg_execution_times.html
@@ -618,7 +618,7 @@ 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>00:00.230</strong> total execution time for 2 files <strong>from
deep_dive/relax/tutorials</strong>:</p>
+<p><strong>00:00.304</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" />
@@ -640,11 +640,11 @@ $(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>00:00.169</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>00:00.061</p></td>
+<td><p>00:00.079</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 020d9ff3fed..92677379a8e 100644
--- a/docs/deep_dive/tensor_ir/tutorials/sg_execution_times.html
+++ b/docs/deep_dive/tensor_ir/tutorials/sg_execution_times.html
@@ -618,7 +618,7 @@ 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>00:00.887</strong> total execution time for 4 files <strong>from
deep_dive/tensor_ir/tutorials</strong>:</p>
+<p><strong>00:01.106</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" />
@@ -640,15 +640,15 @@ $(document).ready( function () {
</thead>
<tbody>
<tr class="row-even"><td><p><a class="reference internal"
href="tir_transformation.html#sphx-glr-deep-dive-tensor-ir-tutorials-tir-transformation-py"><span
class="std std-ref">Transformation</span></a> (<code class="docutils literal
notranslate"><span class="pre">tir_transformation.py</span></code>)</p></td>
-<td><p>00:00.374</p></td>
+<td><p>00:00.448</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>00:00.333</p></td>
+<td><p>00:00.437</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>00:00.166</p></td>
+<td><p>00:00.205</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 9bf9bce9bea..eb3f40767b2 100644
--- a/docs/deep_dive/tensor_ir/tutorials/tir_transformation.html
+++ b/docs/deep_dive/tensor_ir/tutorials/tir_transformation.html
@@ -705,7 +705,7 @@ 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)
- 2.4559 2.4559 2.4559 2.4559 0.0000
+ 2.7521 2.7521 2.7521 2.7521 0.0000
</pre></div>
</div>
<section id="initialization-schedule">
@@ -803,7 +803,7 @@ class Module:
Execution time summary:
mean (ms) median (ms) max (ms) min (ms) std (ms)
- 0.8627 0.8627 0.8627 0.8627 0.0000
+ 0.8654 0.8654 0.8654 0.8654 0.0000
</pre></div>
</div>
</section>
@@ -899,7 +899,7 @@ class Module:
Execution time summary:
mean (ms) median (ms) max (ms) min (ms) std (ms)
- 0.3498 0.3498 0.3498 0.3498 0.0000
+ 0.3407 0.3407 0.3407 0.3407 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 7915287f401..b352ac3e1e7 100644
--- a/docs/get_started/tutorials/ir_module.html
+++ b/docs/get_started/tutorials/ir_module.html
@@ -1145,8 +1145,8 @@ 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>[[-0.00700186 -0.01129313 -0.26163837
0.04820849 0.06887775 -0.18497398
- 0.21907324 0.09638972 -0.08795965 -0.20412216]]
+<div class="sphx-glr-script-out highlight-none notranslate"><div
class="highlight"><pre><span></span>[[-0.12789646 0.14239728 0.16065124
-0.09541032 -0.09936805 0.02615489
+ -0.00712517 0.05098368 -0.21880838 -0.05295542]]
</pre></div>
</div>
</section>
@@ -1180,8 +1180,8 @@ 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>[[-0.0070019 -0.01129312 -0.26163843
0.04820848 0.06887773 -0.18497401
- 0.21907315 0.09638973 -0.08795963 -0.20412219]]
+<div class="sphx-glr-script-out highlight-none notranslate"><div
class="highlight"><pre><span></span>[[-0.12789652 0.14239725 0.16065125
-0.09541029 -0.09936807 0.0261549
+ -0.00712516 0.05098374 -0.21880844 -0.0529554 ]]
</pre></div>
</div>
</section>
diff --git a/docs/get_started/tutorials/quick_start.html
b/docs/get_started/tutorials/quick_start.html
index 331cae7372e..75594899509 100644
--- a/docs/get_started/tutorials/quick_start.html
+++ b/docs/get_started/tutorials/quick_start.html
@@ -786,8 +786,8 @@ 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>[[25321.027 25363.234 24326.47 24565.623
25114.137 25434.47 24428.994
- 23799.363 24943.3 26459.447]]
+<div class="sphx-glr-script-out highlight-none notranslate"><div
class="highlight"><pre><span></span>[[26024.049 25129.088 25675.477 24755.291
23704.516 25287.021 26300.88
+ 24090.756 23875.008 26354.227]]
</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 87c57f7e5b8..9cce856cc6c 100644
--- a/docs/get_started/tutorials/sg_execution_times.html
+++ b/docs/get_started/tutorials/sg_execution_times.html
@@ -618,7 +618,7 @@ 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>00:05.428</strong> total execution time for 2 files <strong>from
get_started/tutorials</strong>:</p>
+<p><strong>00:06.391</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" />
@@ -640,11 +640,11 @@ $(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>00:05.200</p></td>
+<td><p>00:06.121</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>00:00.228</p></td>
+<td><p>00:00.270</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 57722b6624e..4f617153f66 100644
--- a/docs/how_to/tutorials/cross_compilation_and_rpc.html
+++ b/docs/how_to/tutorials/cross_compilation_and_rpc.html
@@ -817,7 +817,7 @@ 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>9.1e-08 secs/op
+<div class="sphx-glr-script-out highlight-none notranslate"><div
class="highlight"><pre><span></span>1.06e-07 secs/op
</pre></div>
</div>
</section>
@@ -1346,8 +1346,8 @@ 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/tmpn3ioxx5z/model_deployed.so
-Saved parameters to: /tmp/tmpn3ioxx5z/model_params.npz
+Exported library to: /tmp/tmp7llvqlvf/model_deployed.so
+Saved parameters to: /tmp/tmp7llvqlvf/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 3eaca25a998..0512d1505b7 100644
--- a/docs/how_to/tutorials/e2e_opt_model.html
+++ b/docs/how_to/tutorials/e2e_opt_model.html
@@ -658,8 +658,8 @@ 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]
- 74%|███████▎ | 32.9M/44.7M [00:00<00:00, 344MB/s]
-100%|██████████| 44.7M/44.7M [00:00<00:00, 371MB/s]
+ 64%|██████▍ | 28.8M/44.7M [00:00<00:00, 301MB/s]
+100%|██████████| 44.7M/44.7M [00:00<00:00, 328MB/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 4ef308a49f4..8b4c4eee610 100644
--- a/docs/how_to/tutorials/sg_execution_times.html
+++ b/docs/how_to/tutorials/sg_execution_times.html
@@ -618,7 +618,7 @@ document.write(`
<section id="computation-times">
<span id="sphx-glr-how-to-tutorials-sg-execution-times"></span><h1>Computation
times<a class="headerlink" href="#computation-times" title="Link to this
heading">#</a></h1>
-<p><strong>00:17.115</strong> total execution time for 8 files <strong>from
how_to/tutorials</strong>:</p>
+<p><strong>00:20.669</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" />
@@ -640,27 +640,27 @@ $(document).ready( function () {
</thead>
<tbody>
<tr class="row-even"><td><p><a class="reference internal"
href="optimize_llm.html#sphx-glr-how-to-tutorials-optimize-llm-py"><span
class="std std-ref">Optimize Large Language Model</span></a> (<code
class="docutils literal notranslate"><span
class="pre">optimize_llm.py</span></code>)</p></td>
-<td><p>00:12.087</p></td>
+<td><p>00:15.005</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>00:03.490</p></td>
+<td><p>00:03.851</p></td>
<td><p>0.0</p></td>
</tr>
<tr class="row-even"><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>00:00.566</p></td>
+<td><p>00:00.678</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>00:00.563</p></td>
+<td><p>00:00.651</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>00:00.334</p></td>
+<td><p>00:00.396</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>00:00.070</p></td>
+<td><p>00:00.080</p></td>
<td><p>0.0</p></td>
</tr>
<tr class="row-even"><td><p><a class="reference internal"
href="mix_python_and_tvm_with_pymodule.html#sphx-glr-how-to-tutorials-mix-python-and-tvm-with-pymodule-py"><span
class="std std-ref">Mix Python/PyTorch with TVM Using BasePyModule</span></a>
(<code class="docutils literal notranslate"><span
class="pre">mix_python_and_tvm_with_pymodule.py</span></code>)</p></td>
diff --git a/docs/searchindex.js b/docs/searchindex.js
index fd5a19ce9ed..5b85ee654f6 100644
--- a/docs/searchindex.js
+++ b/docs/searchindex.js
@@ -1 +1 @@
-Search.setIndex({"alltitles": {"@T.inline \u2014 inline functions": [[123,
"t-inline-inline-functions"]], "@T.meta_class \u2014 parser-side state
objects": [[123, "t-meta-class-parser-side-state-objects"]], "@T.prim_func vs
@T.jit": [[122, "t-prim-func-vs-t-jit"]], "A stable extension boundary for
future hardware": [[126, "a-stable-extension-boundary-for-future-hardware"]],
"A worked example": [[113, "a-worked-example"]], "API Reference": [[57, null],
[108, null]], "About": [[57, null]], [...]
\ No newline at end of file
+Search.setIndex({"alltitles": {"@T.inline \u2014 inline functions": [[123,
"t-inline-inline-functions"]], "@T.meta_class \u2014 parser-side state
objects": [[123, "t-meta-class-parser-side-state-objects"]], "@T.prim_func vs
@T.jit": [[122, "t-prim-func-vs-t-jit"]], "A stable extension boundary for
future hardware": [[126, "a-stable-extension-boundary-for-future-hardware"]],
"A worked example": [[113, "a-worked-example"]], "API Reference": [[57, null],
[108, null]], "About": [[57, null]], [...]
\ No newline at end of file
diff --git a/docs/sg_execution_times.html b/docs/sg_execution_times.html
index 06989b04c68..388217c2061 100644
--- a/docs/sg_execution_times.html
+++ b/docs/sg_execution_times.html
@@ -618,7 +618,7 @@ 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>00:23.660</strong> total execution time for 16 files <strong>from
all galleries</strong>:</p>
+<p><strong>00:28.470</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";
rel="stylesheet" />
@@ -640,55 +640,55 @@ $(document).ready( function () {
</thead>
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<tr class="row-even"><td><p><a class="reference internal"
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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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<td><p>0.0</p></td>
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notranslate"><span
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<td><p>0.0</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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<tr class="row-odd"><td><p><a class="reference internal"
href="deep_dive/tensor_ir/tutorials/tir_transformation.html#sphx-glr-deep-dive-tensor-ir-tutorials-tir-transformation-py"><span
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<td><p>0.0</p></td>
</tr>
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href="how_to/tutorials/customize_opt.html#sphx-glr-how-to-tutorials-customize-opt-py"><span
class="std std-ref">Customize Optimization</span></a> (<code class="docutils
literal notranslate"><span
class="pre">../how_to/tutorials/customize_opt.py</span></code>)</p></td>
-<td><p>00:00.334</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>
-<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>00:00.333</p></td>
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href="how_to/tutorials/customize_opt.html#sphx-glr-how-to-tutorials-customize-opt-py"><span
class="std std-ref">Customize Optimization</span></a> (<code class="docutils
literal notranslate"><span
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<tr class="row-even"><td><p><a class="reference internal"
href="get_started/tutorials/quick_start.html#sphx-glr-get-started-tutorials-quick-start-py"><span
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notranslate"><span
class="pre">../get_started/tutorials/quick_start.py</span></code>)</p></td>
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<tr class="row-odd"><td><p><a class="reference internal"
href="deep_dive/relax/tutorials/relax_creation.html#sphx-glr-deep-dive-relax-tutorials-relax-creation-py"><span
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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class="std std-ref">DLight: Rule-Based GPU Scheduling</span></a> (<code
class="docutils literal notranslate"><span
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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>
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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-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>
