Update docs

Author: LeiWang1999

api/tilelang.carver.arch.driver.cuda_driver.html

@@ -843,7 +843,7 @@
 <dl class="py function">
 <dt class="sig sig-object py" id="tilelang.carver.arch.driver.cuda_driver.get_max_dynamic_shared_size_bytes">
 <span class="sig-prename descclassname"><span class="pre">tilelang.carver.arch.driver.cuda_driver.</span></span><span class="sig-name descname"><span class="pre">get_max_dynamic_shared_size_bytes</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">device_id</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">format</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'bytes'</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">]</span></span></span></span><a class="headerlink" href="#tilelang.carver.arch.driver.cuda_driver.get_max_dynamic_shared_size_bytes" title="Permalink to this definition">#</a></dt>
-<dd><p>获取设备支持的最大动态共享内存大小</p>
+<dd><p>Get the maximum dynamic shared memory size in bytes, kilobytes, or megabytes.</p>
 </dd></dl>
 
 <dl class="py function">

api/tilelang.language.proxy.html

@@ -456,7 +456,7 @@
 <p>Buffer proxy class for constructing tir buffer.</p>
 <dl class="py method">
 <dt class="sig sig-object py" id="tilelang.language.proxy.BufferProxy.from_ptr">
-<span class="sig-name descname"><span class="pre">from_ptr</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">pointer_var</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Var</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">shape</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">tuple</span><span class="p"><span class="pre">[</span></span><span class="pre">tvm.ir.expr.PrimExpr</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="p"><span class="pre">...</span></span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">dtype</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'float32'</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">&lt;tilelang.language.proxy.BufferProxy</span> <span class="pre">object</span> <span class="pre">at</span> <span class="pre">0x7fc573e792a0&gt;</span></span></span><a class="headerlink" href="#tilelang.language.proxy.BufferProxy.from_ptr" title="Permalink to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">from_ptr</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">pointer_var</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Var</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">shape</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">tuple</span><span class="p"><span class="pre">[</span></span><span class="pre">tvm.ir.expr.PrimExpr</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="p"><span class="pre">...</span></span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">dtype</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'float32'</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">&lt;tilelang.language.proxy.BufferProxy</span> <span class="pre">object</span> <span class="pre">at</span> <span class="pre">0x7f148544b910&gt;</span></span></span><a class="headerlink" href="#tilelang.language.proxy.BufferProxy.from_ptr" title="Permalink to this definition">#</a></dt>
 <dd><p>Create a buffer from a pointer, shape, and data type.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>

api/tilelang.tools.Analyzer.html

@@ -407,7 +407,7 @@
 <span id="tilelang-tools-analyzer-module"></span><h1>tilelang.tools.Analyzer module<a class="headerlink" href="#module-tilelang.tools.Analyzer" title="Permalink to this heading">#</a></h1>
 <dl class="py class">
 <dt class="sig sig-object py" id="tilelang.tools.Analyzer.AnalysisResult">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">tilelang.tools.Analyzer.</span></span><span class="sig-name descname"><span class="pre">AnalysisResult</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">total_flops</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">total_global_bytes</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">estimated_time</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">tflops</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">bandwidth_GBps</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#tilelang.tools.Analyzer.AnalysisResult" title="Permalink to this definition">#</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">tilelang.tools.Analyzer.</span></span><span class="sig-name descname"><span class="pre">AnalysisResult</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">total_flops</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">total_global_bytes</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">estimated_time</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">expected_tflops</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">expected_bandwidth_GBps</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#tilelang.tools.Analyzer.AnalysisResult" title="Permalink to this definition">#</a></dt>
 <dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">object</span></code></p>
 <p>A data class to store the results of the analysis.
 .. attribute:: total_flops</p>
@@ -445,37 +445,27 @@
 <dt class="sig sig-object py" id="tilelang.tools.Analyzer.AnalysisResult.tflops">
 <span class="sig-name descname"><span class="pre">tflops</span></span><a class="headerlink" href="#tilelang.tools.Analyzer.AnalysisResult.tflops" title="Permalink to this definition">#</a></dt>
 <dd><p>Achieved TFLOPS (trillions of FLOPs per second).</p>
-<dl class="field-list simple">
-<dt class="field-odd">Type<span class="colon">:</span></dt>
-<dd class="field-odd"><p>float</p>
-</dd>
-</dl>
 </dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="tilelang.tools.Analyzer.AnalysisResult.bandwidth_GBps">
 <span class="sig-name descname"><span class="pre">bandwidth_GBps</span></span><a class="headerlink" href="#tilelang.tools.Analyzer.AnalysisResult.bandwidth_GBps" title="Permalink to this definition">#</a></dt>
 <dd><p>Achieved memory bandwidth in GB/s.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Type<span class="colon">:</span></dt>
-<dd class="field-odd"><p>float</p>
-</dd>
-</dl>
 </dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="id0">
-<span class="sig-name descname"><span class="pre">bandwidth_GBps</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">float</span></em><a class="headerlink" href="#id0" title="Permalink to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">estimated_time</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">float</span></em><a class="headerlink" href="#id0" title="Permalink to this definition">#</a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
-<dt class="sig sig-object py" id="id1">
-<span class="sig-name descname"><span class="pre">estimated_time</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">float</span></em><a class="headerlink" href="#id1" title="Permalink to this definition">#</a></dt>
+<dt class="sig sig-object py" id="tilelang.tools.Analyzer.AnalysisResult.expected_bandwidth_GBps">
+<span class="sig-name descname"><span class="pre">expected_bandwidth_GBps</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">float</span></em><a class="headerlink" href="#tilelang.tools.Analyzer.AnalysisResult.expected_bandwidth_GBps" title="Permalink to this definition">#</a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
-<dt class="sig sig-object py" id="id2">
-<span class="sig-name descname"><span class="pre">tflops</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">float</span></em><a class="headerlink" href="#id2" title="Permalink to this definition">#</a></dt>
+<dt class="sig sig-object py" id="tilelang.tools.Analyzer.AnalysisResult.expected_tflops">
+<span class="sig-name descname"><span class="pre">expected_tflops</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">float</span></em><a class="headerlink" href="#tilelang.tools.Analyzer.AnalysisResult.expected_tflops" title="Permalink to this definition">#</a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -484,8 +474,8 @@
 <dd></dd></dl>
 
 <dl class="py attribute">
-<dt class="sig sig-object py" id="id3">
-<span class="sig-name descname"><span class="pre">total_global_bytes</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><a class="headerlink" href="#id3" title="Permalink to this definition">#</a></dt>
+<dt class="sig sig-object py" id="id1">
+<span class="sig-name descname"><span class="pre">total_global_bytes</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><a class="headerlink" href="#id1" title="Permalink to this definition">#</a></dt>
 <dd></dd></dl>
 
 </dd></dl>
@@ -593,11 +583,11 @@
 <li><a class="reference internal" href="#tilelang.tools.Analyzer.AnalysisResult.estimated_time"><code class="docutils literal notranslate"><span class="pre">AnalysisResult.estimated_time</span></code></a></li>
 <li><a class="reference internal" href="#tilelang.tools.Analyzer.AnalysisResult.tflops"><code class="docutils literal notranslate"><span class="pre">AnalysisResult.tflops</span></code></a></li>
 <li><a class="reference internal" href="#tilelang.tools.Analyzer.AnalysisResult.bandwidth_GBps"><code class="docutils literal notranslate"><span class="pre">AnalysisResult.bandwidth_GBps</span></code></a></li>
-<li><a class="reference internal" href="#id0"><code class="docutils literal notranslate"><span class="pre">AnalysisResult.bandwidth_GBps</span></code></a></li>
-<li><a class="reference internal" href="#id1"><code class="docutils literal notranslate"><span class="pre">AnalysisResult.estimated_time</span></code></a></li>
-<li><a class="reference internal" href="#id2"><code class="docutils literal notranslate"><span class="pre">AnalysisResult.tflops</span></code></a></li>
+<li><a class="reference internal" href="#id0"><code class="docutils literal notranslate"><span class="pre">AnalysisResult.estimated_time</span></code></a></li>
+<li><a class="reference internal" href="#tilelang.tools.Analyzer.AnalysisResult.expected_bandwidth_GBps"><code class="docutils literal notranslate"><span class="pre">AnalysisResult.expected_bandwidth_GBps</span></code></a></li>
+<li><a class="reference internal" href="#tilelang.tools.Analyzer.AnalysisResult.expected_tflops"><code class="docutils literal notranslate"><span class="pre">AnalysisResult.expected_tflops</span></code></a></li>
 <li><a class="reference internal" href="#tilelang.tools.Analyzer.AnalysisResult.total_flops"><code class="docutils literal notranslate"><span class="pre">AnalysisResult.total_flops</span></code></a></li>
-<li><a class="reference internal" href="#id3"><code class="docutils literal notranslate"><span class="pre">AnalysisResult.total_global_bytes</span></code></a></li>
+<li><a class="reference internal" href="#id1"><code class="docutils literal notranslate"><span class="pre">AnalysisResult.total_global_bytes</span></code></a></li>
 </ul>
 </li>
 <li><a class="reference internal" href="#tilelang.tools.Analyzer.Analyzer"><code class="docutils literal notranslate"><span class="pre">Analyzer</span></code></a><ul>

api/tilelang.tools.html

@@ -415,11 +415,11 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 <li class="toctree-l3"><a class="reference internal" href="tilelang.tools.Analyzer.html#tilelang.tools.Analyzer.AnalysisResult.estimated_time"><code class="docutils literal notranslate"><span class="pre">AnalysisResult.estimated_time</span></code></a></li>
 <li class="toctree-l3"><a class="reference internal" href="tilelang.tools.Analyzer.html#tilelang.tools.Analyzer.AnalysisResult.tflops"><code class="docutils literal notranslate"><span class="pre">AnalysisResult.tflops</span></code></a></li>
 <li class="toctree-l3"><a class="reference internal" href="tilelang.tools.Analyzer.html#tilelang.tools.Analyzer.AnalysisResult.bandwidth_GBps"><code class="docutils literal notranslate"><span class="pre">AnalysisResult.bandwidth_GBps</span></code></a></li>
-<li class="toctree-l3"><a class="reference internal" href="tilelang.tools.Analyzer.html#id0"><code class="docutils literal notranslate"><span class="pre">AnalysisResult.bandwidth_GBps</span></code></a></li>
-<li class="toctree-l3"><a class="reference internal" href="tilelang.tools.Analyzer.html#id1"><code class="docutils literal notranslate"><span class="pre">AnalysisResult.estimated_time</span></code></a></li>
-<li class="toctree-l3"><a class="reference internal" href="tilelang.tools.Analyzer.html#id2"><code class="docutils literal notranslate"><span class="pre">AnalysisResult.tflops</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="tilelang.tools.Analyzer.html#id0"><code class="docutils literal notranslate"><span class="pre">AnalysisResult.estimated_time</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="tilelang.tools.Analyzer.html#tilelang.tools.Analyzer.AnalysisResult.expected_bandwidth_GBps"><code class="docutils literal notranslate"><span class="pre">AnalysisResult.expected_bandwidth_GBps</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="tilelang.tools.Analyzer.html#tilelang.tools.Analyzer.AnalysisResult.expected_tflops"><code class="docutils literal notranslate"><span class="pre">AnalysisResult.expected_tflops</span></code></a></li>
 <li class="toctree-l3"><a class="reference internal" href="tilelang.tools.Analyzer.html#tilelang.tools.Analyzer.AnalysisResult.total_flops"><code class="docutils literal notranslate"><span class="pre">AnalysisResult.total_flops</span></code></a></li>
-<li class="toctree-l3"><a class="reference internal" href="tilelang.tools.Analyzer.html#id3"><code class="docutils literal notranslate"><span class="pre">AnalysisResult.total_global_bytes</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="tilelang.tools.Analyzer.html#id1"><code class="docutils literal notranslate"><span class="pre">AnalysisResult.total_global_bytes</span></code></a></li>
 </ul>
 </li>
 <li class="toctree-l2"><a class="reference internal" href="tilelang.tools.Analyzer.html#tilelang.tools.Analyzer.Analyzer"><code class="docutils literal notranslate"><span class="pre">Analyzer</span></code></a><ul>