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Posted to commits@tvm.apache.org by tq...@apache.org on 2026/05/25 00:05:42 UTC
(tvm-site) branch asf-site updated: deploying docs (apache/tvm@cae6cb89b732fd7f874b8fabc5fdba95edb41339)
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 ae574da008f deploying docs (apache/tvm@cae6cb89b732fd7f874b8fabc5fdba95edb41339)
ae574da008f is described below
commit ae574da008f15ff2c191338cc9b8eab365da8702
Author: tvm-bot <95...@users.noreply.github.com>
AuthorDate: Mon May 25 00:05:36 2026 +0000
deploying docs (apache/tvm@cae6cb89b732fd7f874b8fabc5fdba95edb41339)
---
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.../tir_transformation.zip | Bin 15923 -> 15923 bytes
.../meta_schedule.zip | Bin 24239 -> 24239 bytes
.../mix_python_and_tvm_with_pymodule.zip | Bin 39023 -> 39023 bytes
.../relax_creation.zip | Bin 22503 -> 22503 bytes
.../relax_transformation.zip | Bin 11480 -> 11480 bytes
.../optimize_llm.zip | Bin 54007 -> 54007 bytes
.../bring_your_own_codegen.zip | Bin 18423 -> 18423 bytes
.../e2e_opt_model.zip | Bin 14501 -> 14501 bytes
.../quick_start.zip | Bin 16252 -> 16252 bytes
.../export_and_load_executable.zip | Bin 31408 -> 31408 bytes
.../tir_creation.zip | Bin 24545 -> 24545 bytes
.../cross_compilation_and_rpc.zip | Bin 49406 -> 49406 bytes
.../customize_opt.zip | Bin 20544 -> 20544 bytes
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index 11a76a903ba..dd5a6dd7456 100644
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index 1d62ac21985..7d0b62e94c1 100644
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index 6fedcfc0d2a..9b67ef7b618 100644
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index 17c4017c6c1..37f53444fc5 100644
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diff --git a/docs/_downloads/be26483bb70b8468499a01c55e8e866c/tir_creation.zip b/docs/_downloads/be26483bb70b8468499a01c55e8e866c/tir_creation.zip
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diff --git a/docs/_downloads/f69380821f417ef2210f45503d81bded/cross_compilation_and_rpc.zip b/docs/_downloads/f69380821f417ef2210f45503d81bded/cross_compilation_and_rpc.zip
index f53cc02cadc..ff4f5b77e67 100644
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diff --git a/docs/_downloads/f69433a4a80715725df90d1386679956/customize_opt.zip b/docs/_downloads/f69433a4a80715725df90d1386679956/customize_opt.zip
index 92461d3ea5c..930c72a682b 100644
Binary files a/docs/_downloads/f69433a4a80715725df90d1386679956/customize_opt.zip and b/docs/_downloads/f69433a4a80715725df90d1386679956/customize_opt.zip differ
diff --git a/docs/_sources/deep_dive/relax/tutorials/sg_execution_times.rst.txt b/docs/_sources/deep_dive/relax/tutorials/sg_execution_times.rst.txt
index cc46fd2a4ae..d02c7750f24 100644
--- a/docs/_sources/deep_dive/relax/tutorials/sg_execution_times.rst.txt
+++ b/docs/_sources/deep_dive/relax/tutorials/sg_execution_times.rst.txt
@@ -6,7 +6,7 @@
Computation times
=================
-**00:00.277** total execution time for 2 files **from deep_dive/relax/tutorials**:
+**00:00.278** total execution time for 2 files **from deep_dive/relax/tutorials**:
.. container::
@@ -33,7 +33,7 @@ Computation times
- Time
- Mem (MB)
* - :ref:`sphx_glr_deep_dive_relax_tutorials_relax_creation.py` (``relax_creation.py``)
- - 00:00.206
+ - 00:00.207
- 0.0
* - :ref:`sphx_glr_deep_dive_relax_tutorials_relax_transformation.py` (``relax_transformation.py``)
- 00:00.071
diff --git a/docs/_sources/deep_dive/tensor_ir/tutorials/sg_execution_times.rst.txt b/docs/_sources/deep_dive/tensor_ir/tutorials/sg_execution_times.rst.txt
index 1c13ae29121..6ce1846978a 100644
--- a/docs/_sources/deep_dive/tensor_ir/tutorials/sg_execution_times.rst.txt
+++ b/docs/_sources/deep_dive/tensor_ir/tutorials/sg_execution_times.rst.txt
@@ -6,7 +6,7 @@
Computation times
=================
-**00:00.891** total execution time for 4 files **from deep_dive/tensor_ir/tutorials**:
+**00:00.897** total execution time for 4 files **from deep_dive/tensor_ir/tutorials**:
.. container::
@@ -33,14 +33,14 @@ Computation times
- Time
- Mem (MB)
* - :ref:`sphx_glr_deep_dive_tensor_ir_tutorials_tir_creation.py` (``tir_creation.py``)
- - 00:00.375
+ - 00:00.379
- 0.0
* - :ref:`sphx_glr_deep_dive_tensor_ir_tutorials_tir_transformation.py` (``tir_transformation.py``)
- - 00:00.357
+ - 00:00.361
- 0.0
* - :ref:`sphx_glr_deep_dive_tensor_ir_tutorials_dlight_gpu_scheduling.py` (``dlight_gpu_scheduling.py``)
- - 00:00.151
+ - 00:00.150
- 0.0
* - :ref:`sphx_glr_deep_dive_tensor_ir_tutorials_meta_schedule.py` (``meta_schedule.py``)
- - 00:00.007
+ - 00:00.008
- 0.0
diff --git a/docs/_sources/deep_dive/tensor_ir/tutorials/tir_creation.rst.txt b/docs/_sources/deep_dive/tensor_ir/tutorials/tir_creation.rst.txt
index 8b6cc6e16f9..31a3eafc130 100644
--- a/docs/_sources/deep_dive/tensor_ir/tutorials/tir_creation.rst.txt
+++ b/docs/_sources/deep_dive/tensor_ir/tutorials/tir_creation.rst.txt
@@ -321,17 +321,17 @@ Now let's check the runtime dynamic shape inference:
.. code-block:: none
- [[0.18421513 0.26302075 0.1303564 0.24042207]
- [0.8657632 1.3285227 0.62741923 1.3419976 ]
- [1.1804314 1.4852277 0.8250399 1.209514 ]
- [0.5070434 0.74171764 0.31979716 0.80041337]]
- [[33.079376 29.635345 32.641533 ... 31.429554 30.336845 30.586117]
- [31.63177 31.005323 32.58063 ... 29.920393 32.041718 31.229403]
- [33.77808 30.846148 33.57931 ... 31.417082 31.25583 31.770432]
+ [[0.37719896 0.6195096 0.74298936 0.5451982 ]
+ [0.9101278 1.1177735 1.0022781 0.7165358 ]
+ [1.0114505 1.2009448 1.3968847 1.0879269 ]
+ [1.3020835 1.6196334 1.4335502 1.0378097 ]]
+ [[27.033682 24.964142 28.247162 ... 26.688847 30.000847 28.673454]
+ [33.42312 29.039085 33.397076 ... 30.419054 32.059155 31.68785 ]
+ [32.60141 28.736057 33.282764 ... 28.032488 35.088413 29.688787]
...
- [32.85798 31.618904 33.174194 ... 31.103634 31.869513 30.417591]
- [30.43926 28.859028 32.834347 ... 30.19095 29.361238 28.363771]
- [33.435497 30.811665 34.268837 ... 30.276293 31.202656 32.93589 ]]
+ [37.125034 31.942776 35.728096 ... 33.568058 36.671284 34.121853]
+ [29.707712 27.272676 29.974447 ... 29.3503 31.441532 31.26069 ]
+ [31.320028 28.430521 33.687397 ... 30.758997 32.80095 31.711597]]
diff --git a/docs/_sources/deep_dive/tensor_ir/tutorials/tir_transformation.rst.txt b/docs/_sources/deep_dive/tensor_ir/tutorials/tir_transformation.rst.txt
index 225ac2e9fcd..ef89cfa8beb 100644
--- a/docs/_sources/deep_dive/tensor_ir/tutorials/tir_transformation.rst.txt
+++ b/docs/_sources/deep_dive/tensor_ir/tutorials/tir_transformation.rst.txt
@@ -120,7 +120,7 @@ original implementation.
Execution time summary:
mean (ms) median (ms) max (ms) min (ms) std (ms)
- 2.7997 2.7997 2.7997 2.7997 0.0000
+ 2.8625 2.8625 2.8625 2.8625 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)
- 0.8640 0.8640 0.8640 0.8640 0.0000
+ 0.8946 0.8946 0.8946 0.8946 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)
- 0.3530 0.3530 0.3530 0.3530 0.0000
+ 0.3524 0.3524 0.3524 0.3524 0.0000
diff --git a/docs/_sources/get_started/tutorials/ir_module.rst.txt b/docs/_sources/get_started/tutorials/ir_module.rst.txt
index a43262f7b72..48e0cd25d16 100644
--- a/docs/_sources/get_started/tutorials/ir_module.rst.txt
+++ b/docs/_sources/get_started/tutorials/ir_module.rst.txt
@@ -696,8 +696,8 @@ We can deploy the IRModule on CPU by specifying the target as ``llvm``.
.. code-block:: none
- [[ 0.12707336 -0.04316356 0.02883802 -0.06842455 0.28077018 -0.01841907
- -0.01806246 0.01333064 -0.02103056 -0.34551597]]
+ [[-0.26965562 -0.14005807 -0.16568208 -0.01829589 0.03623173 0.1962826
+ -0.1519367 -0.0705246 -0.03493644 0.16851474]]
@@ -763,8 +763,8 @@ Now we can compile the IRModule on GPU, the similar way as we did on CPU.
.. code-block:: none
- [[ 0.12707332 -0.04316358 0.02883802 -0.06842457 0.28077018 -0.01841909
- -0.01806249 0.0133306 -0.02103058 -0.34551597]]
+ [[-0.26965556 -0.14005803 -0.16568205 -0.01829584 0.0362317 0.1962825
+ -0.15193671 -0.0705246 -0.03493648 0.16851476]]
diff --git a/docs/_sources/get_started/tutorials/quick_start.rst.txt b/docs/_sources/get_started/tutorials/quick_start.rst.txt
index 02b8dcdc413..c9d89e2bf83 100644
--- a/docs/_sources/get_started/tutorials/quick_start.rst.txt
+++ b/docs/_sources/get_started/tutorials/quick_start.rst.txt
@@ -224,8 +224,8 @@ different devices.
.. code-block:: none
- [[25185.531 25232.268 25988.545 24692.393 25951.404 25853.67 24708.95
- 26109.602 24530.318 26969.66 ]]
+ [[23391.03 22946.76 24175.326 23834.3 24916.012 23905.324 25638.736
+ 23658.629 25099.645 24338.627]]
diff --git a/docs/_sources/get_started/tutorials/sg_execution_times.rst.txt b/docs/_sources/get_started/tutorials/sg_execution_times.rst.txt
index 9195e4f6ce9..ce19ea4a548 100644
--- a/docs/_sources/get_started/tutorials/sg_execution_times.rst.txt
+++ b/docs/_sources/get_started/tutorials/sg_execution_times.rst.txt
@@ -6,7 +6,7 @@
Computation times
=================
-**00:07.643** total execution time for 2 files **from get_started/tutorials**:
+**00:07.240** 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``)
- - 00:07.461
+ - 00:07.054
- 0.0
* - :ref:`sphx_glr_get_started_tutorials_quick_start.py` (``quick_start.py``)
- - 00:00.182
+ - 00:00.186
- 0.0
diff --git a/docs/_sources/how_to/tutorials/cross_compilation_and_rpc.rst.txt b/docs/_sources/how_to/tutorials/cross_compilation_and_rpc.rst.txt
index d103175a0a8..2f87f426643 100644
--- a/docs/_sources/how_to/tutorials/cross_compilation_and_rpc.rst.txt
+++ b/docs/_sources/how_to/tutorials/cross_compilation_and_rpc.rst.txt
@@ -671,8 +671,8 @@ 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/tmpdqtcz9nz/model_deployed.so
- Saved parameters to: /tmp/tmpdqtcz9nz/model_params.npz
+ Exported library to: /tmp/tmpmuja2hv1/model_deployed.so
+ Saved parameters to: /tmp/tmpmuja2hv1/model_params.npz
RPC workflow (works for any remote device):
==================================================
diff --git a/docs/_sources/how_to/tutorials/customize_opt.rst.txt b/docs/_sources/how_to/tutorials/customize_opt.rst.txt
index 4ded014ca1c..6348c66fca5 100644
--- a/docs/_sources/how_to/tutorials/customize_opt.rst.txt
+++ b/docs/_sources/how_to/tutorials/customize_opt.rst.txt
@@ -426,8 +426,8 @@ We can build and deploy the optimized model to the TVM runtime.
.. code-block:: none
- [[25216.363 25605.727 23859.438 26443.234 26549.535 25419.855 26382.148
- 25162.387 24639.807 25831.623]]
+ [[25055.732 24449.934 24369.584 25635.96 25407.4 25244.062 25459.186
+ 25922.715 24472.549 22971.479]]
diff --git a/docs/_sources/how_to/tutorials/e2e_opt_model.rst.txt b/docs/_sources/how_to/tutorials/e2e_opt_model.rst.txt
index 928b35cfe09..cfa85eab9ad 100644
--- a/docs/_sources/how_to/tutorials/e2e_opt_model.rst.txt
+++ b/docs/_sources/how_to/tutorials/e2e_opt_model.rst.txt
@@ -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] 61%|██████ | 27.1M/44.7M [00:00<00:00, 284MB/s] 100%|██████████| 44.7M/44.7M [00:00<00:00, 315MB/s]
+ 0%| | 0.00/44.7M [00:00<?, ?B/s] 67%|██████▋ | 30.0M/44.7M [00:00<00:00, 314MB/s] 100%|██████████| 44.7M/44.7M [00:00<00:00, 340MB/s]
diff --git a/docs/_sources/how_to/tutorials/sg_execution_times.rst.txt b/docs/_sources/how_to/tutorials/sg_execution_times.rst.txt
index 401982d4dc7..97cb7a858f0 100644
--- a/docs/_sources/how_to/tutorials/sg_execution_times.rst.txt
+++ b/docs/_sources/how_to/tutorials/sg_execution_times.rst.txt
@@ -6,7 +6,7 @@
Computation times
=================
-**00:18.890** total execution time for 8 files **from how_to/tutorials**:
+**00:19.179** 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``)
- - 00:12.992
+ - 00:13.217
- 0.0
* - :ref:`sphx_glr_how_to_tutorials_import_model.py` (``import_model.py``)
- - 00:03.710
+ - 00:03.765
- 0.0
* - :ref:`sphx_glr_how_to_tutorials_customize_opt.py` (``customize_opt.py``)
- - 00:00.834
+ - 00:00.830
- 0.0
* - :ref:`sphx_glr_how_to_tutorials_e2e_opt_model.py` (``e2e_opt_model.py``)
- - 00:00.725
+ - 00:00.724
- 0.0
* - :ref:`sphx_glr_how_to_tutorials_cross_compilation_and_rpc.py` (``cross_compilation_and_rpc.py``)
- - 00:00.576
+ - 00:00.590
- 0.0
* - :ref:`sphx_glr_how_to_tutorials_bring_your_own_codegen.py` (``bring_your_own_codegen.py``)
- 00:00.046
diff --git a/docs/_sources/sg_execution_times.rst.txt b/docs/_sources/sg_execution_times.rst.txt
index a38c76fd95c..ce375c34015 100644
--- a/docs/_sources/sg_execution_times.rst.txt
+++ b/docs/_sources/sg_execution_times.rst.txt
@@ -6,7 +6,7 @@
Computation times
=================
-**00:27.701** total execution time for 16 files **from all galleries**:
+**00:27.594** total execution time for 16 files **from all galleries**:
.. container::
@@ -33,37 +33,37 @@ Computation times
- Time
- Mem (MB)
* - :ref:`sphx_glr_how_to_tutorials_optimize_llm.py` (``../how_to/tutorials/optimize_llm.py``)
- - 00:12.992
+ - 00:13.217
- 0.0
* - :ref:`sphx_glr_get_started_tutorials_ir_module.py` (``../get_started/tutorials/ir_module.py``)
- - 00:07.461
+ - 00:07.054
- 0.0
* - :ref:`sphx_glr_how_to_tutorials_import_model.py` (``../how_to/tutorials/import_model.py``)
- - 00:03.710
+ - 00:03.765
- 0.0
* - :ref:`sphx_glr_how_to_tutorials_customize_opt.py` (``../how_to/tutorials/customize_opt.py``)
- - 00:00.834
+ - 00:00.830
- 0.0
* - :ref:`sphx_glr_how_to_tutorials_e2e_opt_model.py` (``../how_to/tutorials/e2e_opt_model.py``)
- - 00:00.725
+ - 00:00.724
- 0.0
* - :ref:`sphx_glr_how_to_tutorials_cross_compilation_and_rpc.py` (``../how_to/tutorials/cross_compilation_and_rpc.py``)
- - 00:00.576
+ - 00:00.590
- 0.0
* - :ref:`sphx_glr_deep_dive_tensor_ir_tutorials_tir_creation.py` (``../deep_dive/tensor_ir/tutorials/tir_creation.py``)
- - 00:00.375
+ - 00:00.379
- 0.0
* - :ref:`sphx_glr_deep_dive_tensor_ir_tutorials_tir_transformation.py` (``../deep_dive/tensor_ir/tutorials/tir_transformation.py``)
- - 00:00.357
+ - 00:00.361
- 0.0
* - :ref:`sphx_glr_deep_dive_relax_tutorials_relax_creation.py` (``../deep_dive/relax/tutorials/relax_creation.py``)
- - 00:00.206
+ - 00:00.207
- 0.0
* - :ref:`sphx_glr_get_started_tutorials_quick_start.py` (``../get_started/tutorials/quick_start.py``)
- - 00:00.182
+ - 00:00.186
- 0.0
* - :ref:`sphx_glr_deep_dive_tensor_ir_tutorials_dlight_gpu_scheduling.py` (``../deep_dive/tensor_ir/tutorials/dlight_gpu_scheduling.py``)
- - 00:00.151
+ - 00:00.150
- 0.0
* - :ref:`sphx_glr_deep_dive_relax_tutorials_relax_transformation.py` (``../deep_dive/relax/tutorials/relax_transformation.py``)
- 00:00.071
@@ -72,7 +72,7 @@ Computation times
- 00:00.046
- 0.0
* - :ref:`sphx_glr_deep_dive_tensor_ir_tutorials_meta_schedule.py` (``../deep_dive/tensor_ir/tutorials/meta_schedule.py``)
- - 00:00.007
+ - 00:00.008
- 0.0
* - :ref:`sphx_glr_how_to_tutorials_mix_python_and_tvm_with_pymodule.py` (``../how_to/tutorials/mix_python_and_tvm_with_pymodule.py``)
- 00:00.005
diff --git a/docs/commit_hash b/docs/commit_hash
index 342bbefcdbf..e455ee5f7f9 100644
--- a/docs/commit_hash
+++ b/docs/commit_hash
@@ -1 +1 @@
-59bfb2155981672f12754f4c29f3a1f1c0055fe1
+cae6cb89b732fd7f874b8fabc5fdba95edb41339
diff --git a/docs/deep_dive/relax/tutorials/sg_execution_times.html b/docs/deep_dive/relax/tutorials/sg_execution_times.html
index 1cb04887160..c6aa0439bd3 100644
--- a/docs/deep_dive/relax/tutorials/sg_execution_times.html
+++ b/docs/deep_dive/relax/tutorials/sg_execution_times.html
@@ -297,7 +297,7 @@
<section id="computation-times">
<span id="sphx-glr-deep-dive-relax-tutorials-sg-execution-times"></span><h1>Computation times<a class="headerlink" href="#computation-times" title="Link to this heading"></a></h1>
-<p><strong>00:00.277</strong> total execution time for 2 files <strong>from deep_dive/relax/tutorials</strong>:</p>
+<p><strong>00:00.278</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" />
@@ -319,7 +319,7 @@ $(document).ready( function () {
</thead>
<tbody>
<tr class="row-even"><td><p><a class="reference internal" href="relax_creation.html#sphx-glr-deep-dive-relax-tutorials-relax-creation-py"><span class="std std-ref">Relax Creation</span></a> (<code class="docutils literal notranslate"><span class="pre">relax_creation.py</span></code>)</p></td>
-<td><p>00:00.206</p></td>
+<td><p>00:00.207</p></td>
<td><p>0.0</p></td>
</tr>
<tr class="row-odd"><td><p><a class="reference internal" href="relax_transformation.html#sphx-glr-deep-dive-relax-tutorials-relax-transformation-py"><span class="std std-ref">Transformation</span></a> (<code class="docutils literal notranslate"><span class="pre">relax_transformation.py</span></code>)</p></td>
diff --git a/docs/deep_dive/tensor_ir/tutorials/sg_execution_times.html b/docs/deep_dive/tensor_ir/tutorials/sg_execution_times.html
index c07d89f0fd8..ac5c947b858 100644
--- a/docs/deep_dive/tensor_ir/tutorials/sg_execution_times.html
+++ b/docs/deep_dive/tensor_ir/tutorials/sg_execution_times.html
@@ -297,7 +297,7 @@
<section id="computation-times">
<span id="sphx-glr-deep-dive-tensor-ir-tutorials-sg-execution-times"></span><h1>Computation times<a class="headerlink" href="#computation-times" title="Link to this heading"></a></h1>
-<p><strong>00:00.891</strong> total execution time for 4 files <strong>from deep_dive/tensor_ir/tutorials</strong>:</p>
+<p><strong>00:00.897</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" />
@@ -319,19 +319,19 @@ $(document).ready( function () {
</thead>
<tbody>
<tr class="row-even"><td><p><a class="reference internal" href="tir_creation.html#sphx-glr-deep-dive-tensor-ir-tutorials-tir-creation-py"><span class="std std-ref">TensorIR Creation</span></a> (<code class="docutils literal notranslate"><span class="pre">tir_creation.py</span></code>)</p></td>
-<td><p>00:00.375</p></td>
+<td><p>00:00.379</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>00:00.357</p></td>
+<td><p>00:00.361</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>00:00.151</p></td>
+<td><p>00:00.150</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>00:00.007</p></td>
+<td><p>00:00.008</p></td>
<td><p>0.0</p></td>
</tr>
</tbody>
diff --git a/docs/deep_dive/tensor_ir/tutorials/tir_creation.html b/docs/deep_dive/tensor_ir/tutorials/tir_creation.html
index 46dca66f459..0024fef7534 100644
--- a/docs/deep_dive/tensor_ir/tutorials/tir_creation.html
+++ b/docs/deep_dive/tensor_ir/tutorials/tir_creation.html
@@ -495,17 +495,17 @@ be used to ascertain the shape and data type of a TensorIR.</p>
<span class="nb">print</span><span class="p">(</span><span class="n">evaluate_dynamic_shape</span><span class="p">(</span><span class="n">dyn_shape_lib</span><span class="p">,</span> <span class="n">m</span><span class="o">=</span><span class="mi">64</span><span class="p">,</span> <span class="n">n</span><span class="o">=</span><span class="mi">64</span><span class="p">,</span> <a href="../../../reference/api/python/tirx/tirx.html#tvm.tirx.IterVar" title="tvm.tirx.IterVar" class="sphx-gl [...]
</pre></div>
</div>
-<div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>[[0.18421513 0.26302075 0.1303564 0.24042207]
- [0.8657632 1.3285227 0.62741923 1.3419976 ]
- [1.1804314 1.4852277 0.8250399 1.209514 ]
- [0.5070434 0.74171764 0.31979716 0.80041337]]
-[[33.079376 29.635345 32.641533 ... 31.429554 30.336845 30.586117]
- [31.63177 31.005323 32.58063 ... 29.920393 32.041718 31.229403]
- [33.77808 30.846148 33.57931 ... 31.417082 31.25583 31.770432]
+<div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>[[0.37719896 0.6195096 0.74298936 0.5451982 ]
+ [0.9101278 1.1177735 1.0022781 0.7165358 ]
+ [1.0114505 1.2009448 1.3968847 1.0879269 ]
+ [1.3020835 1.6196334 1.4335502 1.0378097 ]]
+[[27.033682 24.964142 28.247162 ... 26.688847 30.000847 28.673454]
+ [33.42312 29.039085 33.397076 ... 30.419054 32.059155 31.68785 ]
+ [32.60141 28.736057 33.282764 ... 28.032488 35.088413 29.688787]
...
- [32.85798 31.618904 33.174194 ... 31.103634 31.869513 30.417591]
- [30.43926 28.859028 32.834347 ... 30.19095 29.361238 28.363771]
- [33.435497 30.811665 34.268837 ... 30.276293 31.202656 32.93589 ]]
+ [37.125034 31.942776 35.728096 ... 33.568058 36.671284 34.121853]
+ [29.707712 27.272676 29.974447 ... 29.3503 31.441532 31.26069 ]
+ [31.320028 28.430521 33.687397 ... 30.758997 32.80095 31.711597]]
</pre></div>
</div>
</section>
diff --git a/docs/deep_dive/tensor_ir/tutorials/tir_transformation.html b/docs/deep_dive/tensor_ir/tutorials/tir_transformation.html
index 5b7fba19569..58bdf9ac57a 100644
--- a/docs/deep_dive/tensor_ir/tutorials/tir_transformation.html
+++ b/docs/deep_dive/tensor_ir/tutorials/tir_transformation.html
@@ -374,7 +374,7 @@ 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)
- 2.7997 2.7997 2.7997 2.7997 0.0000
+ 2.8625 2.8625 2.8625 2.8625 0.0000
</pre></div>
</div>
<section id="initialization-schedule">
@@ -472,7 +472,7 @@ class Module:
Execution time summary:
mean (ms) median (ms) max (ms) min (ms) std (ms)
- 0.8640 0.8640 0.8640 0.8640 0.0000
+ 0.8946 0.8946 0.8946 0.8946 0.0000
</pre></div>
</div>
</section>
@@ -568,7 +568,7 @@ class Module:
Execution time summary:
mean (ms) median (ms) max (ms) min (ms) std (ms)
- 0.3530 0.3530 0.3530 0.3530 0.0000
+ 0.3524 0.3524 0.3524 0.3524 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 d909e9bdeb9..50413542005 100644
--- a/docs/get_started/tutorials/ir_module.html
+++ b/docs/get_started/tutorials/ir_module.html
@@ -819,8 +819,8 @@ 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>[[ 0.12707336 -0.04316356 0.02883802 -0.06842455 0.28077018 -0.01841907
- -0.01806246 0.01333064 -0.02103056 -0.34551597]]
+<div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>[[-0.26965562 -0.14005807 -0.16568208 -0.01829589 0.03623173 0.1962826
+ -0.1519367 -0.0705246 -0.03493644 0.16851474]]
</pre></div>
</div>
</section>
@@ -854,8 +854,8 @@ 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>[[ 0.12707332 -0.04316358 0.02883802 -0.06842457 0.28077018 -0.01841909
- -0.01806249 0.0133306 -0.02103058 -0.34551597]]
+<div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>[[-0.26965556 -0.14005803 -0.16568205 -0.01829584 0.0362317 0.1962825
+ -0.15193671 -0.0705246 -0.03493648 0.16851476]]
</pre></div>
</div>
</section>
diff --git a/docs/get_started/tutorials/quick_start.html b/docs/get_started/tutorials/quick_start.html
index eb55cec8667..8803d8aeaaf 100644
--- a/docs/get_started/tutorials/quick_start.html
+++ b/docs/get_started/tutorials/quick_start.html
@@ -460,8 +460,8 @@ different devices.</p>
<span class="nb">print</span><span class="p">(</span><a href="../../reference/api/python/runtime/vm.html#tvm.runtime.vm.VirtualMachine" title="tvm.runtime.vm.VirtualMachine" class="sphx-glr-backref-module-tvm-runtime-vm sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">vm</span></a><span class="p">[</span><span class="s2">"forward"</span><span class="p">](</span><span class="n">tvm_data</span><span class="p">,</span> <span class="o">*</span><a href="http [...]
</pre></div>
</div>
-<div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>[[25185.531 25232.268 25988.545 24692.393 25951.404 25853.67 24708.95
- 26109.602 24530.318 26969.66 ]]
+<div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>[[23391.03 22946.76 24175.326 23834.3 24916.012 23905.324 25638.736
+ 23658.629 25099.645 24338.627]]
</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 f280de768ab..de30271c014 100644
--- a/docs/get_started/tutorials/sg_execution_times.html
+++ b/docs/get_started/tutorials/sg_execution_times.html
@@ -297,7 +297,7 @@
<section id="computation-times">
<span id="sphx-glr-get-started-tutorials-sg-execution-times"></span><h1>Computation times<a class="headerlink" href="#computation-times" title="Link to this heading"></a></h1>
-<p><strong>00:07.643</strong> total execution time for 2 files <strong>from get_started/tutorials</strong>:</p>
+<p><strong>00:07.240</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" />
@@ -319,11 +319,11 @@ $(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>00:07.461</p></td>
+<td><p>00:07.054</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>00:00.182</p></td>
+<td><p>00:00.186</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 2a098442a41..ea6a19790bb 100644
--- a/docs/how_to/tutorials/cross_compilation_and_rpc.html
+++ b/docs/how_to/tutorials/cross_compilation_and_rpc.html
@@ -846,8 +846,8 @@ 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/tmpdqtcz9nz/model_deployed.so
-Saved parameters to: /tmp/tmpdqtcz9nz/model_params.npz
+Exported library to: /tmp/tmpmuja2hv1/model_deployed.so
+Saved parameters to: /tmp/tmpmuja2hv1/model_params.npz
RPC workflow (works for any remote device):
==================================================
diff --git a/docs/how_to/tutorials/customize_opt.html b/docs/how_to/tutorials/customize_opt.html
index cf58bcf80ab..b23090f0005 100644
--- a/docs/how_to/tutorials/customize_opt.html
+++ b/docs/how_to/tutorials/customize_opt.html
@@ -621,8 +621,8 @@ pushing the performance to the limit. The current optimization may not be the be
<span class="nb">print</span><span class="p">(</span><span class="n">gpu_out</span><span class="p">)</span>
</pre></div>
</div>
-<div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>[[25216.363 25605.727 23859.438 26443.234 26549.535 25419.855 26382.148
- 25162.387 24639.807 25831.623]]
+<div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>[[25055.732 24449.934 24369.584 25635.96 25407.4 25244.062 25459.186
+ 25922.715 24472.549 22971.479]]
</pre></div>
</div>
</section>
diff --git a/docs/how_to/tutorials/e2e_opt_model.html b/docs/how_to/tutorials/e2e_opt_model.html
index aca02f30d65..3a40d8b5c14 100644
--- a/docs/how_to/tutorials/e2e_opt_model.html
+++ b/docs/how_to/tutorials/e2e_opt_model.html
@@ -332,8 +332,8 @@ 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]
- 61%|██████ | 27.1M/44.7M [00:00<00:00, 284MB/s]
-100%|██████████| 44.7M/44.7M [00:00<00:00, 315MB/s]
+ 67%|██████▋ | 30.0M/44.7M [00:00<00:00, 314MB/s]
+100%|██████████| 44.7M/44.7M [00:00<00:00, 340MB/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 b1504d2baa3..8ea13508998 100644
--- a/docs/how_to/tutorials/sg_execution_times.html
+++ b/docs/how_to/tutorials/sg_execution_times.html
@@ -297,7 +297,7 @@
<section id="computation-times">
<span id="sphx-glr-how-to-tutorials-sg-execution-times"></span><h1>Computation times<a class="headerlink" href="#computation-times" title="Link to this heading"></a></h1>
-<p><strong>00:18.890</strong> total execution time for 8 files <strong>from how_to/tutorials</strong>:</p>
+<p><strong>00:19.179</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" />
@@ -319,23 +319,23 @@ $(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>00:12.992</p></td>
+<td><p>00:13.217</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>00:03.710</p></td>
+<td><p>00:03.765</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>00:00.834</p></td>
+<td><p>00:00.830</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>00:00.725</p></td>
+<td><p>00:00.724</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>00:00.576</p></td>
+<td><p>00:00.590</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: NPU Backend Example</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/doxygen/classtvm_1_1BaseExprNode__inherit__graph.svg b/docs/reference/api/doxygen/classtvm_1_1BaseExprNode__inherit__graph.svg
index 76067f3646b..9f4de9ee258 100644
--- a/docs/reference/api/doxygen/classtvm_1_1BaseExprNode__inherit__graph.svg
+++ b/docs/reference/api/doxygen/classtvm_1_1BaseExprNode__inherit__graph.svg
@@ -623,22 +623,23 @@
<g id="node43" class="node">
<title>Node43</title>
<g id="a_node43"><a xlink:href="classtvm_1_1tirx_1_1CallNode.html" target="_top" xlink:title="Call node.">
-<polygon fill="white" stroke="black" points="4152,-337 4152,-427 4314,-427 4314,-337 4152,-337"/>
-<text text-anchor="middle" x="4233" y="-415" font-family="Helvetica,sans-Serif" font-size="10.00">tvm::tirx::CallNode</text>
-<polyline fill="none" stroke="black" points="4152,-408 4314,-408 "/>
-<text text-anchor="start" x="4160" y="-396" font-family="Helvetica,sans-Serif" font-size="10.00">+ op</text>
-<text text-anchor="start" x="4160" y="-385" font-family="Helvetica,sans-Serif" font-size="10.00">+ args</text>
-<polyline fill="none" stroke="black" points="4152,-378 4314,-378 "/>
-<text text-anchor="start" x="4160" y="-366" font-family="Helvetica,sans-Serif" font-size="10.00">+ TVM_FFI_DECLARE_OBJECT</text>
-<text text-anchor="start" x="4160" y="-355" font-family="Helvetica,sans-Serif" font-size="10.00">_INFO_FINAL()</text>
-<text text-anchor="start" x="4160" y="-344" font-family="Helvetica,sans-Serif" font-size="10.00">+ RegisterReflection()</text>
+<polygon fill="white" stroke="black" points="4152,-331.5 4152,-432.5 4314,-432.5 4314,-331.5 4152,-331.5"/>
+<text text-anchor="middle" x="4233" y="-420.5" font-family="Helvetica,sans-Serif" font-size="10.00">tvm::tirx::CallNode</text>
+<polyline fill="none" stroke="black" points="4152,-413.5 4314,-413.5 "/>
+<text text-anchor="start" x="4160" y="-401.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ op</text>
+<text text-anchor="start" x="4160" y="-390.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ args</text>
+<text text-anchor="start" x="4160" y="-379.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ annotations</text>
+<polyline fill="none" stroke="black" points="4152,-372.5 4314,-372.5 "/>
+<text text-anchor="start" x="4160" y="-360.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ TVM_FFI_DECLARE_OBJECT</text>
+<text text-anchor="start" x="4160" y="-349.5" font-family="Helvetica,sans-Serif" font-size="10.00">_INFO_FINAL()</text>
+<text text-anchor="start" x="4160" y="-338.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ RegisterReflection()</text>
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<title>Node3->Node43</title>
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index 1804fe8c899..552d1d019dd 100644
--- a/docs/reference/api/doxygen/classtvm_1_1PrimExprNode__inherit__graph.svg
+++ b/docs/reference/api/doxygen/classtvm_1_1PrimExprNode__inherit__graph.svg
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<g id="node43" class="node">
<title>Node43</title>
<g id="a_node43"><a xlink:href="classtvm_1_1tirx_1_1CallNode.html" target="_top" xlink:title="Call node.">
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-<text text-anchor="start" x="4160" y="-241.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ op</text>
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-<polyline fill="none" stroke="black" points="4152,-223.5 4314,-223.5 "/>
-<text text-anchor="start" x="4160" y="-211.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ TVM_FFI_DECLARE_OBJECT</text>
-<text text-anchor="start" x="4160" y="-200.5" font-family="Helvetica,sans-Serif" font-size="10.00">_INFO_FINAL()</text>
-<text text-anchor="start" x="4160" y="-189.5" font-family="Helvetica,sans-Serif" font-size="10.00">+ RegisterReflection()</text>
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+<text text-anchor="middle" x="4233" y="-266" font-family="Helvetica,sans-Serif" font-size="10.00">tvm::tirx::CallNode</text>
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+<text text-anchor="start" x="4160" y="-247" font-family="Helvetica,sans-Serif" font-size="10.00">+ op</text>
+<text text-anchor="start" x="4160" y="-236" font-family="Helvetica,sans-Serif" font-size="10.00">+ args</text>
+<text text-anchor="start" x="4160" y="-225" font-family="Helvetica,sans-Serif" font-size="10.00">+ annotations</text>
+<polyline fill="none" stroke="black" points="4152,-218 4314,-218 "/>
+<text text-anchor="start" x="4160" y="-206" font-family="Helvetica,sans-Serif" font-size="10.00">+ TVM_FFI_DECLARE_OBJECT</text>
+<text text-anchor="start" x="4160" y="-195" font-family="Helvetica,sans-Serif" font-size="10.00">_INFO_FINAL()</text>
+<text text-anchor="start" x="4160" y="-184" font-family="Helvetica,sans-Serif" font-size="10.00">+ RegisterReflection()</text>
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<title>Node1->Node43</title>
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+<path fill="none" stroke="midnightblue" d="M3418.24,-382.01C3606.36,-372.28 4013.04,-345.95 4143,-295 4153.94,-290.71 4164.74,-284.73 4174.85,-278.11"/>
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diff --git a/docs/reference/api/doxygen/classtvm_1_1tirx_1_1Call-members.html b/docs/reference/api/doxygen/classtvm_1_1tirx_1_1Call-members.html
index a7391848d9b..f50b94597a2 100644
--- a/docs/reference/api/doxygen/classtvm_1_1tirx_1_1Call-members.html
+++ b/docs/reference/api/doxygen/classtvm_1_1tirx_1_1Call-members.html
@@ -72,7 +72,7 @@ $(function() {
<p>This is the complete list of members for <a class="el" href="classtvm_1_1tirx_1_1Call.html">tvm::tirx::Call</a>, including all inherited members.</p>
<table class="directory">
- <tr class="even"><td class="entry"><a class="el" href="classtvm_1_1tirx_1_1Call.html#a402efdcdbee17e126f95946a584961da">Call</a>(DataType dtype, RelaxExpr op, ffi::Array< PrimExpr > args, Span span=Span())</td><td class="entry"><a class="el" href="classtvm_1_1tirx_1_1Call.html">tvm::tirx::Call</a></td><td class="entry"></td></tr>
+ <tr class="even"><td class="entry"><a class="el" href="classtvm_1_1tirx_1_1Call.html#a999a73278a980f81e0a07d6b9140360e">Call</a>(DataType dtype, RelaxExpr op, ffi::Array< PrimExpr > args, ffi::Map< ffi::String, ffi::Any > annotations=ffi::Map< ffi::String, ffi::Any >(), Span span=Span())</td><td class="entry"><a class="el" href="classtvm_1_1tirx_1_1Call.html">tvm::tirx::Call</a></td><td class="entry"></td></tr>
<tr><td class="entry"><a class="el" href="classtvm_1_1PrimExpr.html#a8839598722144f363e11e377ebd6f5ad">ConvertFallbackValue</a>(ffi::String value)</td><td class="entry"><a class="el" href="classtvm_1_1PrimExpr.html">tvm::PrimExpr</a></td><td class="entry"><span class="mlabel">static</span></td></tr>
<tr class="even"><td class="entry"><a class="el" href="classtvm_1_1PrimExpr.html#a18a8a0fef87b74b18fc254f49465cc56">dtype</a>() const</td><td class="entry"><a class="el" href="classtvm_1_1PrimExpr.html">tvm::PrimExpr</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
<tr><td class="entry"><a class="el" href="classtvm_1_1PrimExpr.html#a7f0ca30e951608a0b36a77a66d4d19e0">PrimExpr</a>(int32_t value)</td><td class="entry"><a class="el" href="classtvm_1_1PrimExpr.html">tvm::PrimExpr</a></td><td class="entry"></td></tr>
diff --git a/docs/reference/api/doxygen/classtvm_1_1tirx_1_1Call.html b/docs/reference/api/doxygen/classtvm_1_1tirx_1_1Call.html
index f056464e160..847d70fd8f4 100644
--- a/docs/reference/api/doxygen/classtvm_1_1tirx_1_1Call.html
+++ b/docs/reference/api/doxygen/classtvm_1_1tirx_1_1Call.html
@@ -92,8 +92,8 @@ Collaboration diagram for tvm::tirx::Call:</div>
<table class="memberdecls">
<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="pub-methods"></a>
Public Member Functions</h2></td></tr>
-<tr class="memitem:a402efdcdbee17e126f95946a584961da"><td class="memItemLeft" align="right" valign="top"> </td><td class="memItemRight" valign="bottom"><a class="el" href="classtvm_1_1tirx_1_1Call.html#a402efdcdbee17e126f95946a584961da">Call</a> (<a class="el" href="namespacetvm.html#a41918af1a1dc386388639a9d3ad06c5d">DataType</a> <a class="el" href="classtvm_1_1PrimExpr.html#a18a8a0fef87b74b18fc254f49465cc56">dtype</a>, <a class="el" href="classtvm_1_1RelaxExpr.html">RelaxExpr</a> [...]
-<tr class="separator:a402efdcdbee17e126f95946a584961da"><td class="memSeparator" colspan="2"> </td></tr>
+<tr class="memitem:a999a73278a980f81e0a07d6b9140360e"><td class="memItemLeft" align="right" valign="top"> </td><td class="memItemRight" valign="bottom"><a class="el" href="classtvm_1_1tirx_1_1Call.html#a999a73278a980f81e0a07d6b9140360e">Call</a> (<a class="el" href="namespacetvm.html#a41918af1a1dc386388639a9d3ad06c5d">DataType</a> <a class="el" href="classtvm_1_1PrimExpr.html#a18a8a0fef87b74b18fc254f49465cc56">dtype</a>, <a class="el" href="classtvm_1_1RelaxExpr.html">RelaxExpr</a> [...]
+<tr class="separator:a999a73278a980f81e0a07d6b9140360e"><td class="memSeparator" colspan="2"> </td></tr>
<tr class="memitem:af613fb984b0ff2e4ed09c71db07e1001"><td class="memItemLeft" align="right" valign="top"> </td><td class="memItemRight" valign="bottom"><a class="el" href="classtvm_1_1tirx_1_1Call.html#af613fb984b0ff2e4ed09c71db07e1001">TVM_FFI_DEFINE_OBJECT_REF_METHODS_NULLABLE</a> (<a class="el" href="classtvm_1_1tirx_1_1Call.html">Call</a>, <a class="el" href="classtvm_1_1PrimExpr.html">PrimExpr</a>, <a class="el" href="classtvm_1_1tirx_1_1CallNode.html">CallNode</a>)</td></tr>
<tr class="separator:af613fb984b0ff2e4ed09c71db07e1001"><td class="memSeparator" colspan="2"> </td></tr>
<tr class="memitem:a0b8dda74250f22189c7b32d169a4176a"><td class="memItemLeft" align="right" valign="top"> </td><td class="memItemRight" valign="bottom"><a class="el" href="classtvm_1_1tirx_1_1Call.html#a0b8dda74250f22189c7b32d169a4176a">TVM_DEFINE_OBJECT_REF_COW_METHOD</a> (<a class="el" href="classtvm_1_1tirx_1_1CallNode.html">CallNode</a>)</td></tr>
@@ -124,8 +124,8 @@ Additional Inherited Members</h2></td></tr>
<div class="textblock"><p>Managed reference to <a class="el" href="classtvm_1_1tirx_1_1CallNode.html" title="Call node.">CallNode</a>. </p>
<dl class="section see"><dt>See also</dt><dd><a class="el" href="classtvm_1_1tirx_1_1CallNode.html" title="Call node.">CallNode</a> </dd></dl>
</div><h2 class="groupheader">Constructor & Destructor Documentation</h2>
-<a id="a402efdcdbee17e126f95946a584961da"></a>
-<h2 class="memtitle"><span class="permalink"><a href="#a402efdcdbee17e126f95946a584961da">◆ </a></span>Call()</h2>
+<a id="a999a73278a980f81e0a07d6b9140360e"></a>
+<h2 class="memtitle"><span class="permalink"><a href="#a999a73278a980f81e0a07d6b9140360e">◆ </a></span>Call()</h2>
<div class="memitem">
<div class="memproto">
@@ -148,6 +148,12 @@ Additional Inherited Members</h2></td></tr>
<td class="paramtype">ffi::Array< <a class="el" href="classtvm_1_1PrimExpr.html">PrimExpr</a> > </td>
<td class="paramname"><em>args</em>, </td>
</tr>
+ <tr>
+ <td class="paramkey"></td>
+ <td></td>
+ <td class="paramtype">ffi::Map< ffi::String, ffi::Any > </td>
+ <td class="paramname"><em>annotations</em> = <code>ffi::Map< ffi::String, ffi::Any >()</code>, </td>
+ </tr>
<tr>
<td class="paramkey"></td>
<td></td>
diff --git a/docs/reference/api/doxygen/classtvm_1_1tirx_1_1CallNode-members.html b/docs/reference/api/doxygen/classtvm_1_1tirx_1_1CallNode-members.html
index d0e99421476..5397a9b2427 100644
--- a/docs/reference/api/doxygen/classtvm_1_1tirx_1_1CallNode-members.html
+++ b/docs/reference/api/doxygen/classtvm_1_1tirx_1_1CallNode-members.html
@@ -74,15 +74,16 @@ $(function() {
<table class="directory">
<tr class="even"><td class="entry"><a class="el" href="classtvm_1_1PrimExprNode.html#a1335030dc727a38b52ee22534b8978e1">_type_child_slots</a></td><td class="entry"><a class="el" href="classtvm_1_1PrimExprNode.html">tvm::PrimExprNode</a></td><td class="entry"><span class="mlabel">static</span></td></tr>
<tr><td class="entry"><a class="el" href="classtvm_1_1BaseExprNode.html#a63be2aa543bae4fe034f097f38d80aeb">_type_s_eq_hash_kind</a></td><td class="entry"><a class="el" href="classtvm_1_1BaseExprNode.html">tvm::BaseExprNode</a></td><td class="entry"><span class="mlabel">static</span></td></tr>
- <tr class="even"><td class="entry"><a class="el" href="classtvm_1_1tirx_1_1CallNode.html#a4b9d0131a4bd1ecfcc7d1c24fb44dc11">args</a></td><td class="entry"><a class="el" href="classtvm_1_1tirx_1_1CallNode.html">tvm::tirx::CallNode</a></td><td class="entry"></td></tr>
- <tr><td class="entry"><a class="el" href="classtvm_1_1PrimExprNode.html#a95af9234514ec5f11355db41524be7f9">dtype</a></td><td class="entry"><a class="el" href="classtvm_1_1PrimExprNode.html">tvm::PrimExprNode</a></td><td class="entry"></td></tr>
- <tr class="even"><td class="entry"><a class="el" href="classtvm_1_1tirx_1_1CallNode.html#a88739a43208091ffeae39f357671bb82">op</a></td><td class="entry"><a class="el" href="classtvm_1_1tirx_1_1CallNode.html">tvm::tirx::CallNode</a></td><td class="entry"></td></tr>
- <tr><td class="entry"><a class="el" href="classtvm_1_1tirx_1_1CallNode.html#abafda82cca6b05b4fa4cec1f332cbea4">RegisterReflection</a>()</td><td class="entry"><a class="el" href="classtvm_1_1tirx_1_1CallNode.html">tvm::tirx::CallNode</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">static</span></td></tr>
- <tr class="even"><td class="entry"><a class="el" href="classtvm_1_1BaseExprNode.html#ae3a0760a9f8b1379bc86f13e8bb3a22e">span</a></td><td class="entry"><a class="el" href="classtvm_1_1BaseExprNode.html">tvm::BaseExprNode</a></td><td class="entry"><span class="mlabel">mutable</span></td></tr>
- <tr><td class="entry"><a class="el" href="classtvm_1_1PrimExprNode.html#a4a645dd630b5258a09b5327fc6a94063">TVM_FFI_DECLARE_OBJECT_INFO</a>("ir.PrimExpr", PrimExprNode, BaseExprNode)</td><td class="entry"><a class="el" href="classtvm_1_1PrimExprNode.html">tvm::PrimExprNode</a></td><td class="entry"></td></tr>
- <tr class="even"><td class="entry"><a class="el" href="classtvm_1_1BaseExprNode.html#a3c2f697ff6266c95ae541dc65c23992c">tvm::BaseExprNode::TVM_FFI_DECLARE_OBJECT_INFO</a>("ir.BaseExpr", BaseExprNode, ffi::Object)</td><td class="entry"><a class="el" href="classtvm_1_1BaseExprNode.html">tvm::BaseExprNode</a></td><td class="entry"></td></tr>
- <tr><td class="entry"><a class="el" href="classtvm_1_1tirx_1_1CallNode.html#a2fad72630184739649f32a5bdcb293e1">TVM_FFI_DECLARE_OBJECT_INFO_FINAL</a>("tirx.Call", CallNode, PrimExprNode)</td><td class="entry"><a class="el" href="classtvm_1_1tirx_1_1CallNode.html">tvm::tirx::CallNode</a></td><td class="entry"></td></tr>
- <tr class="even"><td class="entry"><a class="el" href="classtvm_1_1PrimExprNode.html#a418d4b34295c08f6d03ac70667e4e4bb">TVM_OBJECT_ENABLE_SCRIPT_PRINTER</a>()</td><td class="entry"><a class="el" href="classtvm_1_1PrimExprNode.html">tvm::PrimExprNode</a></td><td class="entry"></td></tr>
+ <tr class="even"><td class="entry"><a class="el" href="classtvm_1_1tirx_1_1CallNode.html#aa6aa0092b1a4b1253b998f9f673a0a36">annotations</a></td><td class="entry"><a class="el" href="classtvm_1_1tirx_1_1CallNode.html">tvm::tirx::CallNode</a></td><td class="entry"></td></tr>
+ <tr><td class="entry"><a class="el" href="classtvm_1_1tirx_1_1CallNode.html#a4b9d0131a4bd1ecfcc7d1c24fb44dc11">args</a></td><td class="entry"><a class="el" href="classtvm_1_1tirx_1_1CallNode.html">tvm::tirx::CallNode</a></td><td class="entry"></td></tr>
+ <tr class="even"><td class="entry"><a class="el" href="classtvm_1_1PrimExprNode.html#a95af9234514ec5f11355db41524be7f9">dtype</a></td><td class="entry"><a class="el" href="classtvm_1_1PrimExprNode.html">tvm::PrimExprNode</a></td><td class="entry"></td></tr>
+ <tr><td class="entry"><a class="el" href="classtvm_1_1tirx_1_1CallNode.html#a88739a43208091ffeae39f357671bb82">op</a></td><td class="entry"><a class="el" href="classtvm_1_1tirx_1_1CallNode.html">tvm::tirx::CallNode</a></td><td class="entry"></td></tr>
+ <tr class="even"><td class="entry"><a class="el" href="classtvm_1_1tirx_1_1CallNode.html#abafda82cca6b05b4fa4cec1f332cbea4">RegisterReflection</a>()</td><td class="entry"><a class="el" href="classtvm_1_1tirx_1_1CallNode.html">tvm::tirx::CallNode</a></td><td class="entry"><span class="mlabel">inline</span><span class="mlabel">static</span></td></tr>
+ <tr><td class="entry"><a class="el" href="classtvm_1_1BaseExprNode.html#ae3a0760a9f8b1379bc86f13e8bb3a22e">span</a></td><td class="entry"><a class="el" href="classtvm_1_1BaseExprNode.html">tvm::BaseExprNode</a></td><td class="entry"><span class="mlabel">mutable</span></td></tr>
+ <tr class="even"><td class="entry"><a class="el" href="classtvm_1_1PrimExprNode.html#a4a645dd630b5258a09b5327fc6a94063">TVM_FFI_DECLARE_OBJECT_INFO</a>("ir.PrimExpr", PrimExprNode, BaseExprNode)</td><td class="entry"><a class="el" href="classtvm_1_1PrimExprNode.html">tvm::PrimExprNode</a></td><td class="entry"></td></tr>
+ <tr><td class="entry"><a class="el" href="classtvm_1_1BaseExprNode.html#a3c2f697ff6266c95ae541dc65c23992c">tvm::BaseExprNode::TVM_FFI_DECLARE_OBJECT_INFO</a>("ir.BaseExpr", BaseExprNode, ffi::Object)</td><td class="entry"><a class="el" href="classtvm_1_1BaseExprNode.html">tvm::BaseExprNode</a></td><td class="entry"></td></tr>
+ <tr class="even"><td class="entry"><a class="el" href="classtvm_1_1tirx_1_1CallNode.html#a2fad72630184739649f32a5bdcb293e1">TVM_FFI_DECLARE_OBJECT_INFO_FINAL</a>("tirx.Call", CallNode, PrimExprNode)</td><td class="entry"><a class="el" href="classtvm_1_1tirx_1_1CallNode.html">tvm::tirx::CallNode</a></td><td class="entry"></td></tr>
+ <tr><td class="entry"><a class="el" href="classtvm_1_1PrimExprNode.html#a418d4b34295c08f6d03ac70667e4e4bb">TVM_OBJECT_ENABLE_SCRIPT_PRINTER</a>()</td><td class="entry"><a class="el" href="classtvm_1_1PrimExprNode.html">tvm::PrimExprNode</a></td><td class="entry"></td></tr>
</table></div><!-- contents -->
<!-- start footer part -->
<hr class="footer"/><address class="footer"><small>
diff --git a/docs/reference/api/doxygen/classtvm_1_1tirx_1_1CallNode.html b/docs/reference/api/doxygen/classtvm_1_1tirx_1_1CallNode.html
index f080ff248fa..6a257bcc689 100644
--- a/docs/reference/api/doxygen/classtvm_1_1tirx_1_1CallNode.html
+++ b/docs/reference/api/doxygen/classtvm_1_1tirx_1_1CallNode.html
@@ -82,13 +82,13 @@ $(function() {
<div class="dynheader">
Inheritance diagram for tvm::tirx::CallNode:</div>
<div class="dyncontent">
-<div class="center"><iframe scrolling="no" frameborder="0" src="classtvm_1_1tirx_1_1CallNode__inherit__graph.svg" width="243" height="640"><p><b>This browser is not able to show SVG: try Firefox, Chrome, Safari, or Opera instead.</b></p></iframe>
+<div class="center"><iframe scrolling="no" frameborder="0" src="classtvm_1_1tirx_1_1CallNode__inherit__graph.svg" width="243" height="655"><p><b>This browser is not able to show SVG: try Firefox, Chrome, Safari, or Opera instead.</b></p></iframe>
</div>
</div>
<div class="dynheader">
Collaboration diagram for tvm::tirx::CallNode:</div>
<div class="dyncontent">
-<div class="center"><iframe scrolling="no" frameborder="0" src="classtvm_1_1tirx_1_1CallNode__coll__graph.svg" width="607" height="1154"><p><b>This browser is not able to show SVG: try Firefox, Chrome, Safari, or Opera instead.</b></p></iframe>
+<div class="center"><iframe scrolling="no" frameborder="0" src="classtvm_1_1tirx_1_1CallNode__coll__graph.svg" width="607" height="1168"><p><b>This browser is not able to show SVG: try Firefox, Chrome, Safari, or Opera instead.</b></p></iframe>
</div>
</div>
<table class="memberdecls">
@@ -124,6 +124,9 @@ Public Attributes</h2></td></tr>
<tr class="memitem:a4b9d0131a4bd1ecfcc7d1c24fb44dc11"><td class="memItemLeft" align="right" valign="top">ffi::Array< <a class="el" href="classtvm_1_1PrimExpr.html">PrimExpr</a> > </td><td class="memItemRight" valign="bottom"><a class="el" href="classtvm_1_1tirx_1_1CallNode.html#a4b9d0131a4bd1ecfcc7d1c24fb44dc11">args</a></td></tr>
<tr class="memdesc:a4b9d0131a4bd1ecfcc7d1c24fb44dc11"><td class="mdescLeft"> </td><td class="mdescRight">The arguments. <a href="classtvm_1_1tirx_1_1CallNode.html#a4b9d0131a4bd1ecfcc7d1c24fb44dc11">More...</a><br /></td></tr>
<tr class="separator:a4b9d0131a4bd1ecfcc7d1c24fb44dc11"><td class="memSeparator" colspan="2"> </td></tr>
+<tr class="memitem:aa6aa0092b1a4b1253b998f9f673a0a36"><td class="memItemLeft" align="right" valign="top">ffi::Map< ffi::String, ffi::Any > </td><td class="memItemRight" valign="bottom"><a class="el" href="classtvm_1_1tirx_1_1CallNode.html#aa6aa0092b1a4b1253b998f9f673a0a36">annotations</a></td></tr>
+<tr class="memdesc:aa6aa0092b1a4b1253b998f9f673a0a36"><td class="mdescLeft"> </td><td class="mdescRight">Additional annotations about the call. <a href="classtvm_1_1tirx_1_1CallNode.html#aa6aa0092b1a4b1253b998f9f673a0a36">More...</a><br /></td></tr>
+<tr class="separator:aa6aa0092b1a4b1253b998f9f673a0a36"><td class="memSeparator" colspan="2"> </td></tr>
<tr class="inherit_header pub_attribs_classtvm_1_1PrimExprNode"><td colspan="2" onclick="javascript:toggleInherit('pub_attribs_classtvm_1_1PrimExprNode')"><img src="closed.png" alt="-"/> Public Attributes inherited from <a class="el" href="classtvm_1_1PrimExprNode.html">tvm::PrimExprNode</a></td></tr>
<tr class="memitem:a95af9234514ec5f11355db41524be7f9 inherit pub_attribs_classtvm_1_1PrimExprNode"><td class="memItemLeft" align="right" valign="top"><a class="el" href="namespacetvm.html#a41918af1a1dc386388639a9d3ad06c5d">DataType</a> </td><td class="memItemRight" valign="bottom"><a class="el" href="classtvm_1_1PrimExprNode.html#a95af9234514ec5f11355db41524be7f9">dtype</a></td></tr>
<tr class="memdesc:a95af9234514ec5f11355db41524be7f9 inherit pub_attribs_classtvm_1_1PrimExprNode"><td class="mdescLeft"> </td><td class="mdescRight">The runtime data type of the primitive expression. <a href="classtvm_1_1PrimExprNode.html#a95af9234514ec5f11355db41524be7f9">More...</a><br /></td></tr>
@@ -207,6 +210,23 @@ Additional Inherited Members</h2></td></tr>
</div>
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<h2 class="groupheader">Member Data Documentation</h2>
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+ <td class="memname">ffi::Map<ffi::String, ffi::Any> tvm::tirx::CallNode::annotations</td>
+ </tr>
+ </table>
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+
+<p>Additional annotations about the call. </p>
+<p>These annotations can be used to carry target-specific metadata through TIRX transformations and codegen. </p>
+
+</div>
+</div>
<a id="a4b9d0131a4bd1ecfcc7d1c24fb44dc11"></a>
<h2 class="memtitle"><span class="permalink"><a href="#a4b9d0131a4bd1ecfcc7d1c24fb44dc11">◆ </a></span>args</h2>
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diff --git a/docs/reference/api/doxygen/extern_8h_source.html b/docs/reference/api/doxygen/extern_8h_source.html
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<div class="ttc" id="aclasstvm_1_1runtime_1_1DataType_html_aebad9f7235dd20af649fb5c2113797b8"><div class="ttname"><a href="classtvm_1_1runtime_1_1DataType.html#aebad9f7235dd20af649fb5c2113797b8">tvm::runtime::DataType::Handle</a></div><div class="ttdeci">static DataType Handle(int bits=64, int lanes=1)</div><div class="ttdoc">Construct a handle type.</div><div class="ttdef"><b>Definition:</b> data_type.h:394</div></div>
<div class="ttc" id="aclasstvm_1_1te_1_1ExternOp_html"><div class="ttname"><a href="classtvm_1_1te_1_1ExternOp.html">tvm::te::ExternOp</a></div><div class="ttdoc">Managed reference to ExternOpNode.</div><div class="ttdef"><b>Definition:</b> operation.h:288</div></div>
<div class="ttc" id="aclasstvm_1_1tirx_1_1Buffer_html"><div class="ttname"><a href="classtvm_1_1tirx_1_1Buffer.html">tvm::tirx::Buffer</a></div><div class="ttdoc">Buffer is a symbolic n-darray structure. It is a composition of primitive symbolic types,...</div><div class="ttdef"><b>Definition:</b> buffer.h:172</div></div>
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+<div class="ttc" id="aclasstvm_1_1tirx_1_1Call_html"><div class="ttname"><a href="classtvm_1_1tirx_1_1Call.html">tvm::tirx::Call</a></div><div class="ttdoc">Managed reference to CallNode.</div><div class="ttdef"><b>Definition:</b> expr.h:756</div></div>
<div class="ttc" id="anamespacetvm_1_1script_1_1ir__builder_1_1tirx_html_a7a328af42449477e23d628f383d337d5"><div class="ttname"><a href="namespacetvm_1_1script_1_1ir__builder_1_1tirx.html#a7a328af42449477e23d628f383d337d5">tvm::script::ir_builder::tirx::Evaluate</a></div><div class="ttdeci">void Evaluate(PrimExpr value)</div><div class="ttdoc">Evaluate the input expression.</div></div>
<div class="ttc" id="anamespacetvm_1_1te_html"><div class="ttname"><a href="namespacetvm_1_1te.html">tvm::te</a></div><div class="ttdoc">Tensor expression language DSL.</div><div class="ttdef"><b>Definition:</b> extracted_task.h:32</div></div>
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, <a class="el" href="classtvm_1_1tirx_1_1AllocBufferNode.html#a25323026042939b20ff3297a14e7bca0">tvm::tirx::AllocBufferNode</a>
+, <a class="el" href="classtvm_1_1tirx_1_1CallNode.html#aa6aa0092b1a4b1253b998f9f673a0a36">tvm::tirx::CallNode</a>
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, <a class="el" href="classtvm_1_1tirx_1_1SBlockNode.html#afa9afde4c66b9b765db62fd39b072b53">tvm::tirx::SBlockNode</a>
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+: <a class="el" href="classtvm_1_1s__tir_1_1TraceNode.html#a14258c71733f08a76e0377e62ced427d">tvm::s_tir::TraceNode</a>
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, <a class="el" href="classtvm_1_1script_1_1printer_1_1ExprDocNode.html#a84661ae5560b5daf2084443fb8c93e1d">tvm::script::printer::ExprDocNode</a>
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+<div class="ttc" id="aclasstvm_1_1tirx_1_1CommReducer_html"><div class="ttname"><a href="classtvm_1_1tirx_1_1CommReducer.html">tvm::tirx::CommReducer</a></div><div class="ttdoc">Managed reference to CommReducerNode.</div><div class="ttdef"><b>Definition:</b> expr.h:845</div></div>
+<div class="ttc" id="aclasstvm_1_1tirx_1_1Reduce_html"><div class="ttname"><a href="classtvm_1_1tirx_1_1Reduce.html">tvm::tirx::Reduce</a></div><div class="ttdoc">Managed reference to ReduceNode.</div><div class="ttdef"><b>Definition:</b> expr.h:889</div></div>
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