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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 116299ae750 deploying docs
(apache/tvm@f3210fdfe49667d859e8ca392586925bbaf4ed08)
116299ae750 is described below
commit 116299ae7508f19ddb53071e989d37f6d6cc2575
Author: tvm-bot <[email protected]>
AuthorDate: Wed Oct 7 17:56:29 2026 +0000
deploying docs (apache/tvm@f3210fdfe49667d859e8ca392586925bbaf4ed08)
---
.../import_model.zip | Bin 35138 -> 35138 bytes
.../dlight_gpu_scheduling.zip | Bin 26305 -> 26305 bytes
.../11c11e53c7dace51a8be968ee169ed0d/ir_module.zip | Bin 23756 -> 23756 bytes
.../tir_transformation.zip | Bin 15988 -> 15988 bytes
.../meta_schedule.zip | Bin 24239 -> 24239 bytes
.../mix_python_and_tvm_with_pymodule.zip | Bin 38266 -> 38266 bytes
.../relax_creation.zip | Bin 22294 -> 22294 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 24464 -> 24464 bytes
.../cross_compilation_and_rpc.zip | Bin 62282 -> 62282 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 | 12 ++++-----
docs/_sources/sg_execution_times.rst | 28 ++++++++++-----------
.../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 | 12 ++++-----
docs/reference/api/python/relax/relax.html | 2 +-
docs/searchindex.js | 2 +-
docs/sg_execution_times.html | 28 ++++++++++-----------
38 files changed, 89 insertions(+), 89 deletions(-)
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diff --git a/docs/_downloads/83e85f38cf16f1d926d06615fd54095c/optimize_llm.zip
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diff --git
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index 2d0e074f1ab..885dfb6bd9e 100644
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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 0f7a6f7ae35..fb475db721e 100644
Binary files
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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 6c68b845d3e..584d839d8d8 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
=================
-**00:00.159** total execution time for 2 files **from
deep_dive/relax/tutorials**:
+**00:00.168** 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``)
- - 00:00.087
+ - 00:00.090
- 0.0
* - :ref:`sphx_glr_deep_dive_relax_tutorials_relax_transformation.py`
(``relax_transformation.py``)
- - 00:00.073
+ - 00:00.078
- 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 c990ecc30e1..52f184536cc 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
@@ -33,14 +33,14 @@ Computation times
- Time
- Mem (MB)
* - :ref:`sphx_glr_deep_dive_tensor_ir_tutorials_dlight_gpu_scheduling.py`
(``dlight_gpu_scheduling.py``)
- - 00:00.452
+ - 00:00.459
- 0.0
* - :ref:`sphx_glr_deep_dive_tensor_ir_tutorials_tir_transformation.py`
(``tir_transformation.py``)
- - 00:00.271
+ - 00:00.266
- 0.0
* - :ref:`sphx_glr_deep_dive_tensor_ir_tutorials_tir_creation.py`
(``tir_creation.py``)
- - 00:00.137
+ - 00:00.136
- 0.0
* - :ref:`sphx_glr_deep_dive_tensor_ir_tutorials_meta_schedule.py`
(``meta_schedule.py``)
- - 00:00.010
+ - 00:00.009
- 0.0
diff --git a/docs/_sources/deep_dive/tensor_ir/tutorials/tir_transformation.rst
b/docs/_sources/deep_dive/tensor_ir/tutorials/tir_transformation.rst
index d4eb16c4ea3..fbf84d1db6a 100644
--- a/docs/_sources/deep_dive/tensor_ir/tutorials/tir_transformation.rst
+++ b/docs/_sources/deep_dive/tensor_ir/tutorials/tir_transformation.rst
@@ -121,7 +121,7 @@ original implementation.
Execution time summary:
mean (ms) median (ms) max (ms) min (ms) std (ms)
- 2.5960 2.5960 2.5960 2.5960 0.0000
+ 2.4468 2.4468 2.4468 2.4468 0.0000
@@ -313,7 +313,7 @@ action involves reordering these two loops.
Execution time summary:
mean (ms) median (ms) max (ms) min (ms) std (ms)
- 0.8595 0.8595 0.8595 0.8595 0.0000
+ 0.8630 0.8630 0.8630 0.8630 0.0000
@@ -455,7 +455,7 @@ from the reduction update via the **decompose_reduction**
primitive.
Execution time summary:
mean (ms) median (ms) max (ms) min (ms) std (ms)
- 0.3493 0.3493 0.3493 0.3493 0.0000
+ 0.3510 0.3510 0.3510 0.3510 0.0000
diff --git a/docs/_sources/get_started/tutorials/ir_module.rst
b/docs/_sources/get_started/tutorials/ir_module.rst
index 8891feca38b..4a57c86f7d9 100644
--- a/docs/_sources/get_started/tutorials/ir_module.rst
+++ b/docs/_sources/get_started/tutorials/ir_module.rst
@@ -764,8 +764,8 @@ We can deploy the IRModule on CPU by specifying the target
as ``llvm``.
.. code-block:: none
- [[ 0.07212354 -0.16145198 0.21987835 -0.03422886 0.02887705 -0.19932887
- 0.03442367 0.03995243 -0.21678591 -0.07591876]]
+ [[ 0.20996647 0.21892983 -0.03268667 -0.00590313 0.10055032 0.09367306
+ -0.13757014 0.17145997 0.22347191 0.0870513 ]]
@@ -831,8 +831,8 @@ Now we can compile the IRModule on GPU, the similar way as
we did on CPU.
.. code-block:: none
- [[ 0.07212353 -0.16145195 0.21987832 -0.03422888 0.02887709 -0.19932891
- 0.03442371 0.03995241 -0.21678594 -0.0759188 ]]
+ [[ 0.20996653 0.21892986 -0.03268663 -0.00590316 0.10055032 0.09367303
+ -0.13757014 0.17146003 0.22347191 0.08705135]]
diff --git a/docs/_sources/get_started/tutorials/quick_start.rst
b/docs/_sources/get_started/tutorials/quick_start.rst
index aa48c6fd1ac..d41e59f7acf 100644
--- a/docs/_sources/get_started/tutorials/quick_start.rst
+++ b/docs/_sources/get_started/tutorials/quick_start.rst
@@ -226,8 +226,8 @@ different devices.
.. code-block:: none
- [[25711.14 26488.805 25782.738 23864.924 24341.611 26128.672 24592.066
- 25210.912 24519.992 24809.389]]
+ [[25813.412 25470.232 24698.568 24750.402 24674.945 24813.592 24013.412
+ 24697.066 26098.889 24595.254]]
diff --git a/docs/_sources/get_started/tutorials/sg_execution_times.rst
b/docs/_sources/get_started/tutorials/sg_execution_times.rst
index f9980701cde..b6d9ca02d91 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
=================
-**00:05.564** total execution time for 2 files **from get_started/tutorials**:
+**00:05.613** 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``)
- - 00:05.401
+ - 00:05.451
- 0.0
* - :ref:`sphx_glr_get_started_tutorials_quick_start.py`
(``quick_start.py``)
- - 00:00.163
+ - 00:00.162
- 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 93cb8f4bdfe..28002238283 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
- 9e-08 secs/op
+ 9.8e-08 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/tmpi8i2mthd/model_deployed.so
- Saved parameters to: /tmp/tmpi8i2mthd/model_params.npz
+ Exported library to: /tmp/tmp4hbd20z0/model_deployed.so
+ Saved parameters to: /tmp/tmp4hbd20z0/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 f320114afcb..d5111c13c68 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] 67%|██████▋ |
29.8M/44.7M [00:00<00:00, 312MB/s] 100%|██████████| 44.7M/44.7M
[00:00<00:00, 344MB/s]
+ 0%| | 0.00/44.7M [00:00<?, ?B/s] 75%|███████▍ |
33.4M/44.7M [00:00<00:00, 349MB/s] 100%|██████████| 44.7M/44.7M
[00:00<00:00, 372MB/s]
diff --git a/docs/_sources/how_to/tutorials/sg_execution_times.rst
b/docs/_sources/how_to/tutorials/sg_execution_times.rst
index 076f2e39881..dff74c70db9 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
=================
-**00:15.146** total execution time for 8 files **from how_to/tutorials**:
+**00:15.175** total execution time for 8 files **from how_to/tutorials**:
.. container::
@@ -33,19 +33,19 @@ Computation times
- Time
- Mem (MB)
* - :ref:`sphx_glr_how_to_tutorials_optimize_llm.py` (``optimize_llm.py``)
- - 00:10.454
+ - 00:10.348
- 0.0
* - :ref:`sphx_glr_how_to_tutorials_import_model.py` (``import_model.py``)
- - 00:03.290
+ - 00:03.344
- 0.0
* - :ref:`sphx_glr_how_to_tutorials_e2e_opt_model.py` (``e2e_opt_model.py``)
- - 00:00.591
+ - 00:00.650
- 0.0
* - :ref:`sphx_glr_how_to_tutorials_cross_compilation_and_rpc.py`
(``cross_compilation_and_rpc.py``)
- - 00:00.478
+ - 00:00.487
- 0.0
* - :ref:`sphx_glr_how_to_tutorials_customize_opt.py` (``customize_opt.py``)
- - 00:00.292
+ - 00:00.305
- 0.0
* - :ref:`sphx_glr_how_to_tutorials_bring_your_own_codegen.py`
(``bring_your_own_codegen.py``)
- 00:00.035
diff --git a/docs/_sources/sg_execution_times.rst
b/docs/_sources/sg_execution_times.rst
index 8d232ea07c3..868708593c1 100644
--- a/docs/_sources/sg_execution_times.rst
+++ b/docs/_sources/sg_execution_times.rst
@@ -6,7 +6,7 @@
Computation times
=================
-**00:21.739** total execution time for 16 files **from all galleries**:
+**00:21.826** total execution time for 16 files **from all galleries**:
.. container::
@@ -33,46 +33,46 @@ Computation times
- Time
- Mem (MB)
* - :ref:`sphx_glr_how_to_tutorials_optimize_llm.py`
(``../how_to/tutorials/optimize_llm.py``)
- - 00:10.454
+ - 00:10.348
- 0.0
* - :ref:`sphx_glr_get_started_tutorials_ir_module.py`
(``../get_started/tutorials/ir_module.py``)
- - 00:05.401
+ - 00:05.451
- 0.0
* - :ref:`sphx_glr_how_to_tutorials_import_model.py`
(``../how_to/tutorials/import_model.py``)
- - 00:03.290
+ - 00:03.344
- 0.0
* - :ref:`sphx_glr_how_to_tutorials_e2e_opt_model.py`
(``../how_to/tutorials/e2e_opt_model.py``)
- - 00:00.591
+ - 00:00.650
- 0.0
* - :ref:`sphx_glr_how_to_tutorials_cross_compilation_and_rpc.py`
(``../how_to/tutorials/cross_compilation_and_rpc.py``)
- - 00:00.478
+ - 00:00.487
- 0.0
* - :ref:`sphx_glr_deep_dive_tensor_ir_tutorials_dlight_gpu_scheduling.py`
(``../deep_dive/tensor_ir/tutorials/dlight_gpu_scheduling.py``)
- - 00:00.452
+ - 00:00.459
- 0.0
* - :ref:`sphx_glr_how_to_tutorials_customize_opt.py`
(``../how_to/tutorials/customize_opt.py``)
- - 00:00.292
+ - 00:00.305
- 0.0
* - :ref:`sphx_glr_deep_dive_tensor_ir_tutorials_tir_transformation.py`
(``../deep_dive/tensor_ir/tutorials/tir_transformation.py``)
- - 00:00.271
+ - 00:00.266
- 0.0
* - :ref:`sphx_glr_get_started_tutorials_quick_start.py`
(``../get_started/tutorials/quick_start.py``)
- - 00:00.163
+ - 00:00.162
- 0.0
* - :ref:`sphx_glr_deep_dive_tensor_ir_tutorials_tir_creation.py`
(``../deep_dive/tensor_ir/tutorials/tir_creation.py``)
- - 00:00.137
+ - 00:00.136
- 0.0
* - :ref:`sphx_glr_deep_dive_relax_tutorials_relax_creation.py`
(``../deep_dive/relax/tutorials/relax_creation.py``)
- - 00:00.087
+ - 00:00.090
- 0.0
* - :ref:`sphx_glr_deep_dive_relax_tutorials_relax_transformation.py`
(``../deep_dive/relax/tutorials/relax_transformation.py``)
- - 00:00.073
+ - 00:00.078
- 0.0
* - :ref:`sphx_glr_how_to_tutorials_bring_your_own_codegen.py`
(``../how_to/tutorials/bring_your_own_codegen.py``)
- 00:00.035
- 0.0
* - :ref:`sphx_glr_deep_dive_tensor_ir_tutorials_meta_schedule.py`
(``../deep_dive/tensor_ir/tutorials/meta_schedule.py``)
- - 00:00.010
+ - 00:00.009
- 0.0
* - :ref:`sphx_glr_how_to_tutorials_mix_python_and_tvm_with_pymodule.py`
(``../how_to/tutorials/mix_python_and_tvm_with_pymodule.py``)
- 00:00.004
diff --git a/docs/deep_dive/relax/tutorials/sg_execution_times.html
b/docs/deep_dive/relax/tutorials/sg_execution_times.html
index 23bf69ab4ec..95c894c92b0 100644
--- a/docs/deep_dive/relax/tutorials/sg_execution_times.html
+++ b/docs/deep_dive/relax/tutorials/sg_execution_times.html
@@ -634,7 +634,7 @@ document.write(`
<section id="computation-times">
<span
id="sphx-glr-deep-dive-relax-tutorials-sg-execution-times"></span><h1>Computation
times<a class="headerlink" href="#computation-times" title="Link to this
heading">#</a></h1>
-<p><strong>00:00.159</strong> total execution time for 2 files <strong>from
deep_dive/relax/tutorials</strong>:</p>
+<p><strong>00:00.168</strong> total execution time for 2 files <strong>from
deep_dive/relax/tutorials</strong>:</p>
<div class="docutils container">
<style scoped>
<link
href="https://cdnjs.cloudflare.com/ajax/libs/twitter-bootstrap/5.3.0/css/bootstrap.min.css";
rel="stylesheet" />
@@ -656,11 +656,11 @@ $(document).ready( function () {
</thead>
<tbody>
<tr class="row-even"><td><p><a class="reference internal"
href="relax_creation.html#sphx-glr-deep-dive-relax-tutorials-relax-creation-py"><span
class="std std-ref">Relax Creation</span></a> (<code class="docutils literal
notranslate"><span class="pre">relax_creation.py</span></code>)</p></td>
-<td><p>00:00.087</p></td>
+<td><p>00:00.090</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>00:00.073</p></td>
+<td><p>00:00.078</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 d97442bccde..14d07896ba1 100644
--- a/docs/deep_dive/tensor_ir/tutorials/sg_execution_times.html
+++ b/docs/deep_dive/tensor_ir/tutorials/sg_execution_times.html
@@ -656,19 +656,19 @@ $(document).ready( function () {
</thead>
<tbody>
<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>00:00.452</p></td>
+<td><p>00:00.459</p></td>
<td><p>0.0</p></td>
</tr>
<tr class="row-odd"><td><p><a class="reference internal"
href="tir_transformation.html#sphx-glr-deep-dive-tensor-ir-tutorials-tir-transformation-py"><span
class="std std-ref">Transformation</span></a> (<code class="docutils literal
notranslate"><span class="pre">tir_transformation.py</span></code>)</p></td>
-<td><p>00:00.271</p></td>
+<td><p>00:00.266</p></td>
<td><p>0.0</p></td>
</tr>
<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>00:00.137</p></td>
+<td><p>00:00.136</p></td>
<td><p>0.0</p></td>
</tr>
<tr class="row-odd"><td><p><a class="reference internal"
href="meta_schedule.html#sphx-glr-deep-dive-tensor-ir-tutorials-meta-schedule-py"><span
class="std std-ref">MetaSchedule: Search-Based Auto-Tuning</span></a> (<code
class="docutils literal notranslate"><span
class="pre">meta_schedule.py</span></code>)</p></td>
-<td><p>00:00.010</p></td>
+<td><p>00:00.009</p></td>
<td><p>0.0</p></td>
</tr>
</tbody>
diff --git a/docs/deep_dive/tensor_ir/tutorials/tir_transformation.html
b/docs/deep_dive/tensor_ir/tutorials/tir_transformation.html
index e5be744c414..05288e47e43 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)
- 2.5960 2.5960 2.5960 2.5960 0.0000
+ 2.4468 2.4468 2.4468 2.4468 0.0000
</pre></div>
</div>
<section id="initialization-schedule">
@@ -838,7 +838,7 @@ class Module:
Execution time summary:
mean (ms) median (ms) max (ms) min (ms) std (ms)
- 0.8595 0.8595 0.8595 0.8595 0.0000
+ 0.8630 0.8630 0.8630 0.8630 0.0000
</pre></div>
</div>
</section>
@@ -946,7 +946,7 @@ class Module:
Execution time summary:
mean (ms) median (ms) max (ms) min (ms) std (ms)
- 0.3493 0.3493 0.3493 0.3493 0.0000
+ 0.3510 0.3510 0.3510 0.3510 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 c97ecbd3867..202dac3b645 100644
--- a/docs/get_started/tutorials/ir_module.html
+++ b/docs/get_started/tutorials/ir_module.html
@@ -1229,8 +1229,8 @@ 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>[[ 0.07212354 -0.16145198 0.21987835
-0.03422886 0.02887705 -0.19932887
- 0.03442367 0.03995243 -0.21678591 -0.07591876]]
+<div class="sphx-glr-script-out highlight-none notranslate"><div
class="highlight"><pre><span></span>[[ 0.20996647 0.21892983 -0.03268667
-0.00590313 0.10055032 0.09367306
+ -0.13757014 0.17145997 0.22347191 0.0870513 ]]
</pre></div>
</div>
</section>
@@ -1264,8 +1264,8 @@ 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>[[ 0.07212353 -0.16145195 0.21987832
-0.03422888 0.02887709 -0.19932891
- 0.03442371 0.03995241 -0.21678594 -0.0759188 ]]
+<div class="sphx-glr-script-out highlight-none notranslate"><div
class="highlight"><pre><span></span>[[ 0.20996653 0.21892986 -0.03268663
-0.00590316 0.10055032 0.09367303
+ -0.13757014 0.17146003 0.22347191 0.08705135]]
</pre></div>
</div>
</section>
diff --git a/docs/get_started/tutorials/quick_start.html
b/docs/get_started/tutorials/quick_start.html
index 85698c82e9c..9bd464079d6 100644
--- a/docs/get_started/tutorials/quick_start.html
+++ b/docs/get_started/tutorials/quick_start.html
@@ -804,8 +804,8 @@ 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/builtins/stdtypes.html#list";
title="builtins.list" class="sphx-glr-backref-module-builtins
sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span
class="n">params</span></a><span class="p">)</span>< [...]
</pre></div>
</div>
-<div class="sphx-glr-script-out highlight-none notranslate"><div
class="highlight"><pre><span></span>[[25711.14 26488.805 25782.738 23864.924
24341.611 26128.672 24592.066
- 25210.912 24519.992 24809.389]]
+<div class="sphx-glr-script-out highlight-none notranslate"><div
class="highlight"><pre><span></span>[[25813.412 25470.232 24698.568 24750.402
24674.945 24813.592 24013.412
+ 24697.066 26098.889 24595.254]]
</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 40b8d40b72a..430e3435bc1 100644
--- a/docs/get_started/tutorials/sg_execution_times.html
+++ b/docs/get_started/tutorials/sg_execution_times.html
@@ -634,7 +634,7 @@ document.write(`
<section id="computation-times">
<span
id="sphx-glr-get-started-tutorials-sg-execution-times"></span><h1>Computation
times<a class="headerlink" href="#computation-times" title="Link to this
heading">#</a></h1>
-<p><strong>00:05.564</strong> total execution time for 2 files <strong>from
get_started/tutorials</strong>:</p>
+<p><strong>00:05.613</strong> total execution time for 2 files <strong>from
get_started/tutorials</strong>:</p>
<div class="docutils container">
<style scoped>
<link
href="https://cdnjs.cloudflare.com/ajax/libs/twitter-bootstrap/5.3.0/css/bootstrap.min.css";
rel="stylesheet" />
@@ -656,11 +656,11 @@ $(document).ready( function () {
</thead>
<tbody>
<tr class="row-even"><td><p><a class="reference internal"
href="ir_module.html#sphx-glr-get-started-tutorials-ir-module-py"><span
class="std std-ref">IRModule</span></a> (<code class="docutils literal
notranslate"><span class="pre">ir_module.py</span></code>)</p></td>
-<td><p>00:05.401</p></td>
+<td><p>00:05.451</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>00:00.163</p></td>
+<td><p>00:00.162</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 cd920b685da..fbdfe6e81a8 100644
--- a/docs/how_to/tutorials/cross_compilation_and_rpc.html
+++ b/docs/how_to/tutorials/cross_compilation_and_rpc.html
@@ -833,7 +833,7 @@ device and returns the measured cost. Network overhead is
excluded.</p>
<span class="nb">print</span><span class="p">(</span><span
class="sa">f</span><span class="s2">"</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>9e-08 secs/op
+<div class="sphx-glr-script-out highlight-none notranslate"><div
class="highlight"><pre><span></span>9.8e-08 secs/op
</pre></div>
</div>
</section>
@@ -1362,8 +1362,8 @@ for ONNX models. Simply replace <code class="docutils
literal notranslate"><span
Converted PyTorch model to Relax:
- Number of parameters: 4
Using local target for demonstration
-Exported library to: /tmp/tmpi8i2mthd/model_deployed.so
-Saved parameters to: /tmp/tmpi8i2mthd/model_params.npz
+Exported library to: /tmp/tmp4hbd20z0/model_deployed.so
+Saved parameters to: /tmp/tmp4hbd20z0/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 9a511c00a51..b81e9060ec1 100644
--- a/docs/how_to/tutorials/e2e_opt_model.html
+++ b/docs/how_to/tutorials/e2e_opt_model.html
@@ -674,8 +674,8 @@ PyTorch.</p>
<div class="sphx-glr-script-out highlight-none notranslate"><div
class="highlight"><pre><span></span>Downloading:
"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]
- 67%|██████▋ | 29.8M/44.7M [00:00<00:00, 312MB/s]
-100%|██████████| 44.7M/44.7M [00:00<00:00, 344MB/s]
+ 75%|███████▍ | 33.4M/44.7M [00:00<00:00, 349MB/s]
+100%|██████████| 44.7M/44.7M [00:00<00:00, 372MB/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 df07f930dbf..e2821c83c89 100644
--- a/docs/how_to/tutorials/sg_execution_times.html
+++ b/docs/how_to/tutorials/sg_execution_times.html
@@ -634,7 +634,7 @@ document.write(`
<section id="computation-times">
<span id="sphx-glr-how-to-tutorials-sg-execution-times"></span><h1>Computation
times<a class="headerlink" href="#computation-times" title="Link to this
heading">#</a></h1>
-<p><strong>00:15.146</strong> total execution time for 8 files <strong>from
how_to/tutorials</strong>:</p>
+<p><strong>00:15.175</strong> total execution time for 8 files <strong>from
how_to/tutorials</strong>:</p>
<div class="docutils container">
<style scoped>
<link
href="https://cdnjs.cloudflare.com/ajax/libs/twitter-bootstrap/5.3.0/css/bootstrap.min.css";
rel="stylesheet" />
@@ -656,23 +656,23 @@ $(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>00:10.454</p></td>
+<td><p>00:10.348</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>00:03.290</p></td>
+<td><p>00:03.344</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>00:00.591</p></td>
+<td><p>00:00.650</p></td>
<td><p>0.0</p></td>
</tr>
<tr class="row-odd"><td><p><a class="reference internal"
href="cross_compilation_and_rpc.html#sphx-glr-how-to-tutorials-cross-compilation-and-rpc-py"><span
class="std std-ref">Cross Compilation and RPC</span></a> (<code
class="docutils literal notranslate"><span
class="pre">cross_compilation_and_rpc.py</span></code>)</p></td>
-<td><p>00:00.478</p></td>
+<td><p>00:00.487</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>00:00.292</p></td>
+<td><p>00:00.305</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>
diff --git a/docs/reference/api/python/relax/relax.html
b/docs/reference/api/python/relax/relax.html
index bdeb76a00c5..2f099349ea6 100644
--- a/docs/reference/api/python/relax/relax.html
+++ b/docs/reference/api/python/relax/relax.html
@@ -2661,7 +2661,7 @@ Python functions stored in the IRModule’s pyfuncs
attribute.</p>
<dl class="py function">
<dt class="sig sig-object py" id="tvm.relax.build">
-<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>, < [...]
+<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 329957c2213..0db17ce0e6f 100644
--- a/docs/searchindex.js
+++ b/docs/searchindex.js
@@ -1 +1 @@
-Search.setIndex({"alltitles": {"@Tx.function vs @Tx.jit": [[133,
"tx-function-vs-tx-jit"]], "@Tx.inline \u2014 inline functions": [[134,
"tx-inline-inline-functions"]], "@Tx.meta_class \u2014 parser-side state
objects": [[134, "tx-meta-class-parser-side-state-objects"]], "A stable
extension boundary for future hardware": [[137,
"a-stable-extension-boundary-for-future-hardware"]], "A worked example": [[122,
"a-worked-example"]], "API Reference": [[57, null], [111, null]], "About":
[[57, n [...]
\ No newline at end of file
+Search.setIndex({"alltitles": {"@Tx.function vs @Tx.jit": [[133,
"tx-function-vs-tx-jit"]], "@Tx.inline \u2014 inline functions": [[134,
"tx-inline-inline-functions"]], "@Tx.meta_class \u2014 parser-side state
objects": [[134, "tx-meta-class-parser-side-state-objects"]], "A stable
extension boundary for future hardware": [[137,
"a-stable-extension-boundary-for-future-hardware"]], "A worked example": [[122,
"a-worked-example"]], "API Reference": [[57, null], [111, null]], "About":
[[57, n [...]
\ No newline at end of file
diff --git a/docs/sg_execution_times.html b/docs/sg_execution_times.html
index bf1bc493b55..f8f2ef9f1ef 100644
--- a/docs/sg_execution_times.html
+++ b/docs/sg_execution_times.html
@@ -634,7 +634,7 @@ document.write(`
<section id="computation-times">
<span id="sphx-glr-sg-execution-times"></span><h1>Computation times<a
class="headerlink" href="#computation-times" title="Link to this
heading">#</a></h1>
-<p><strong>00:21.739</strong> total execution time for 16 files <strong>from
all galleries</strong>:</p>
+<p><strong>00:21.826</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" />
@@ -656,51 +656,51 @@ $(document).ready( function () {
</thead>
<tbody>
<tr class="row-even"><td><p><a class="reference internal"
href="how_to/tutorials/optimize_llm.html#sphx-glr-how-to-tutorials-optimize-llm-py"><span
class="std std-ref">Optimize Large Language Model</span></a> (<code
class="docutils literal notranslate"><span
class="pre">../how_to/tutorials/optimize_llm.py</span></code>)</p></td>
-<td><p>00:10.454</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>
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<td><p>0.0</p></td>
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<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>00:03.290</p></td>
+<td><p>00:03.344</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
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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>
-<td><p>00:00.478</p></td>
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<td><p>0.0</p></td>
</tr>
<tr class="row-odd"><td><p><a class="reference internal"
href="deep_dive/tensor_ir/tutorials/dlight_gpu_scheduling.html#sphx-glr-deep-dive-tensor-ir-tutorials-dlight-gpu-scheduling-py"><span
class="std std-ref">DLight: Rule-Based GPU Scheduling</span></a> (<code
class="docutils literal notranslate"><span
class="pre">../deep_dive/tensor_ir/tutorials/dlight_gpu_scheduling.py</span></code>)</p></td>
-<td><p>00:00.452</p></td>
+<td><p>00:00.459</p></td>
<td><p>0.0</p></td>
</tr>
<tr class="row-even"><td><p><a class="reference internal"
href="how_to/tutorials/customize_opt.html#sphx-glr-how-to-tutorials-customize-opt-py"><span
class="std std-ref">Customize Optimization</span></a> (<code class="docutils
literal notranslate"><span
class="pre">../how_to/tutorials/customize_opt.py</span></code>)</p></td>
-<td><p>00:00.292</p></td>
+<td><p>00:00.305</p></td>
<td><p>0.0</p></td>
</tr>
<tr class="row-odd"><td><p><a class="reference internal"
href="deep_dive/tensor_ir/tutorials/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>00:00.271</p></td>
+<td><p>00:00.266</p></td>
<td><p>0.0</p></td>
</tr>
<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
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>
-<td><p>00:00.163</p></td>
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<td><p>0.0</p></td>
</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>00:00.137</p></td>
+<td><p>00:00.136</p></td>
<td><p>0.0</p></td>
</tr>
<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
notranslate"><span
class="pre">../deep_dive/relax/tutorials/relax_creation.py</span></code>)</p></td>
-<td><p>00:00.087</p></td>
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<td><p>0.0</p></td>
</tr>
<tr class="row-odd"><td><p><a class="reference internal"
href="deep_dive/relax/tutorials/relax_transformation.html#sphx-glr-deep-dive-relax-tutorials-relax-transformation-py"><span
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>
-<td><p>00:00.073</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/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>
@@ -708,7 +708,7 @@ $(document).ready( function () {
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</tr>
<tr class="row-odd"><td><p><a class="reference internal"
href="deep_dive/tensor_ir/tutorials/meta_schedule.html#sphx-glr-deep-dive-tensor-ir-tutorials-meta-schedule-py"><span
class="std std-ref">MetaSchedule: Search-Based Auto-Tuning</span></a> (<code
class="docutils literal notranslate"><span
class="pre">../deep_dive/tensor_ir/tutorials/meta_schedule.py</span></code>)</p></td>
-<td><p>00:00.010</p></td>
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<td><p>0.0</p></td>
</tr>
<tr class="row-even"><td><p><a class="reference internal"
href="how_to/tutorials/mix_python_and_tvm_with_pymodule.html#sphx-glr-how-to-tutorials-mix-python-and-tvm-with-pymodule-py"><span
class="std std-ref">Mix Python/PyTorch with TVM Using BasePyModule</span></a>
(<code class="docutils literal notranslate"><span
class="pre">../how_to/tutorials/mix_python_and_tvm_with_pymodule.py</span></code>)</p></td>
