{"componentChunkName":"component---src-templates-acg-portal-new-template-tsx","path":"/impb58s26","result":{"data":{"markdownRemark":{"html":"<h2 id=\"简介\"><a href=\"#%E7%AE%80%E4%BB%8B\" aria-label=\"简介 permalink\" class=\"anchor\"><svg aria-hidden=\"true\" focusable=\"false\" height=\"16\" version=\"1.1\" viewBox=\"0 0 16 16\" width=\"16\"><path fill-rule=\"evenodd\" d=\"M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1-2.09V6.25c-1.09.53-2 1.84-2 3.25C6 11.31 7.55 13 9 13h4c1.45 0 3-1.69 3-3.5S14.5 6 13 6z\"></path></svg></a>简介</h2>\n<p>视频安全性检测算子基于 Transformers 模型实现，用于检测视频中是否存在不适宜在工作场所观看的内容。</p>\n<h3 id=\"功能描述\"><a href=\"#%E5%8A%9F%E8%83%BD%E6%8F%8F%E8%BF%B0\" aria-label=\"功能描述 permalink\" class=\"anchor\"><svg aria-hidden=\"true\" focusable=\"false\" height=\"16\" version=\"1.1\" viewBox=\"0 0 16 16\" width=\"16\"><path fill-rule=\"evenodd\" d=\"M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1-2.09V6.25c-1.09.53-2 1.84-2 3.25C6 11.31 7.55 13 9 13h4c1.45 0 3-1.69 3-3.5S14.5 6 13 6z\"></path></svg></a>功能描述</h3>\n<p>对视频内容进行安全性检测，通过采样视频帧并使用图像分类模型进行推理，返回安全性分数。支持多种视频输入方式和采样模式。分数越高表示内容越可能不适宜公开播放。</p>\n<h2 id=\"算子参数\"><a href=\"#%E7%AE%97%E5%AD%90%E5%8F%82%E6%95%B0\" aria-label=\"算子参数 permalink\" class=\"anchor\"><svg aria-hidden=\"true\" focusable=\"false\" height=\"16\" version=\"1.1\" viewBox=\"0 0 16 16\" width=\"16\"><path fill-rule=\"evenodd\" d=\"M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1-2.09V6.25c-1.09.53-2 1.84-2 3.25C6 11.31 7.55 13 9 13h4c1.45 0 3-1.69 3-3.5S14.5 6 13 6z\"></path></svg></a>算子参数</h2>\n<h3 id=\"输入\"><a href=\"#%E8%BE%93%E5%85%A5\" aria-label=\"输入 permalink\" class=\"anchor\"><svg aria-hidden=\"true\" focusable=\"false\" height=\"16\" version=\"1.1\" viewBox=\"0 0 16 16\" width=\"16\"><path fill-rule=\"evenodd\" d=\"M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1-2.09V6.25c-1.09.53-2 1.84-2 3.25C6 11.31 7.55 13 9 13h4c1.45 0 3-1.69 3-3.5S14.5 6 13 6z\"></path></svg></a>输入</h3>\n<table>\n<thead>\n<tr>\n<th>输入</th>\n<th>含义</th>\n</tr>\n</thead>\n<tbody>\n<tr>\n<td>videos</td>\n<td>视频路径/Base64/二进制列表</td>\n</tr>\n</tbody>\n</table>\n<h3 id=\"输出\"><a href=\"#%E8%BE%93%E5%87%BA\" aria-label=\"输出 permalink\" class=\"anchor\"><svg aria-hidden=\"true\" focusable=\"false\" height=\"16\" version=\"1.1\" viewBox=\"0 0 16 16\" width=\"16\"><path fill-rule=\"evenodd\" d=\"M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1-2.09V6.25c-1.09.53-2 1.84-2 3.25C6 11.31 7.55 13 9 13h4c1.45 0 3-1.69 3-3.5S14.5 6 13 6z\"></path></svg></a>输出</h3>\n<table>\n<thead>\n<tr>\n<th>输出</th>\n<th>含义</th>\n</tr>\n</thead>\n<tbody>\n<tr>\n<td>score</td>\n<td>安全性检测分数（0-1 之间，1 表示高风险）</td>\n</tr>\n</tbody>\n</table>\n<h3 id=\"参数\"><a href=\"#%E5%8F%82%E6%95%B0\" aria-label=\"参数 permalink\" class=\"anchor\"><svg aria-hidden=\"true\" focusable=\"false\" height=\"16\" version=\"1.1\" viewBox=\"0 0 16 16\" width=\"16\"><path fill-rule=\"evenodd\" d=\"M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1-2.09V6.25c-1.09.53-2 1.84-2 3.25C6 11.31 7.55 13 9 13h4c1.45 0 3-1.69 3-3.5S14.5 6 13 6z\"></path></svg></a>参数</h3>\n<table>\n<thead>\n<tr>\n<th>参数名称</th>\n<th>类型</th>\n<th>默认值</th>\n<th>描述</th>\n</tr>\n</thead>\n<tbody>\n<tr>\n<td>video_src_type</td>\n<td>str</td>\n<td>\"video_url\"</td>\n<td>视频输入类型</td>\n</tr>\n<tr>\n<td>model_path</td>\n<td>str</td>\n<td>\"/opt/aihc/models\"</td>\n<td>模型路径</td>\n</tr>\n<tr>\n<td>model_name</td>\n<td>str</td>\n<td>\"Falconsai/nsfw_image_detection\"</td>\n<td>模型名称</td>\n</tr>\n<tr>\n<td>dtype</td>\n<td>str</td>\n<td>\"float16\"</td>\n<td>数据类型</td>\n</tr>\n<tr>\n<td>sample_mode</td>\n<td>str</td>\n<td>\"by_count_uniform\"</td>\n<td>采样模式</td>\n</tr>\n<tr>\n<td>start_time_sec</td>\n<td>float</td>\n<td>0.0</td>\n<td>起始时间（秒）</td>\n</tr>\n<tr>\n<td>end_time_sec</td>\n<td>float</td>\n<td>None</td>\n<td>结束时间（秒）</td>\n</tr>\n<tr>\n<td>count_k</td>\n<td>int</td>\n<td>None</td>\n<td>采样帧数</td>\n</tr>\n<tr>\n<td>interval_sec</td>\n<td>float</td>\n<td>None</td>\n<td>采样间隔（秒）</td>\n</tr>\n<tr>\n<td>interval_frames</td>\n<td>int</td>\n<td>None</td>\n<td>帧间隔</td>\n</tr>\n<tr>\n<td>target_fps</td>\n<td>float</td>\n<td>None</td>\n<td>目标帧率</td>\n</tr>\n<tr>\n<td>timestamps_sec</td>\n<td>list[float]</td>\n<td>None</td>\n<td>指定时间戳列表</td>\n</tr>\n<tr>\n<td>max_frames</td>\n<td>int</td>\n<td>None</td>\n<td>最大采样帧数</td>\n</tr>\n<tr>\n<td>reduce_mode</td>\n<td>str</td>\n<td>\"avg\"</td>\n<td>结果聚合模式（avg/max/min）</td>\n</tr>\n<tr>\n<td>video_format</td>\n<td>str</td>\n<td>\"mp4\"</td>\n<td>视频格式</td>\n</tr>\n<tr>\n<td>batch_size</td>\n<td>int</td>\n<td>16</td>\n<td>批处理大小</td>\n</tr>\n<tr>\n<td>rank</td>\n<td>int</td>\n<td>0</td>\n<td>GPU 设备编号</td>\n</tr>\n</tbody>\n</table>\n<h4 id=\"视频输入类型\"><a href=\"#%E8%A7%86%E9%A2%91%E8%BE%93%E5%85%A5%E7%B1%BB%E5%9E%8B\" aria-label=\"视频输入类型 permalink\" class=\"anchor\"><svg aria-hidden=\"true\" focusable=\"false\" height=\"16\" version=\"1.1\" viewBox=\"0 0 16 16\" width=\"16\"><path fill-rule=\"evenodd\" d=\"M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1-2.09V6.25c-1.09.53-2 1.84-2 3.25C6 11.31 7.55 13 9 13h4c1.45 0 3-1.69 3-3.5S14.5 6 13 6z\"></path></svg></a>视频输入类型</h4>\n<table>\n<thead>\n<tr>\n<th>类型</th>\n<th>说明</th>\n</tr>\n</thead>\n<tbody>\n<tr>\n<td>video_url</td>\n<td>视频 URL 路径</td>\n</tr>\n<tr>\n<td>video_base64</td>\n<td>Base64 编码的视频数据</td>\n</tr>\n<tr>\n<td>video_binary</td>\n<td>二进制视频数据</td>\n</tr>\n</tbody>\n</table>\n<h4 id=\"采样模式\"><a href=\"#%E9%87%87%E6%A0%B7%E6%A8%A1%E5%BC%8F\" aria-label=\"采样模式 permalink\" class=\"anchor\"><svg aria-hidden=\"true\" focusable=\"false\" height=\"16\" version=\"1.1\" viewBox=\"0 0 16 16\" width=\"16\"><path fill-rule=\"evenodd\" d=\"M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1-2.09V6.25c-1.09.53-2 1.84-2 3.25C6 11.31 7.55 13 9 13h4c1.45 0 3-1.69 3-3.5S14.5 6 13 6z\"></path></svg></a>采样模式</h4>\n<table>\n<thead>\n<tr>\n<th>模式</th>\n<th>说明</th>\n</tr>\n</thead>\n<tbody>\n<tr>\n<td>by_count_uniform</td>\n<td>等间隔均匀采样指定帧数</td>\n</tr>\n<tr>\n<td>by_interval_time</td>\n<td>按时间间隔采样</td>\n</tr>\n<tr>\n<td>by_interval_frames</td>\n<td>按帧间隔采样</td>\n</tr>\n<tr>\n<td>by_fps</td>\n<td>按指定 FPS 采样</td>\n</tr>\n<tr>\n<td>by_timestamps</td>\n<td>按指定时间戳采样</td>\n</tr>\n</tbody>\n</table>\n<h4 id=\"结果聚合模式\"><a href=\"#%E7%BB%93%E6%9E%9C%E8%81%9A%E5%90%88%E6%A8%A1%E5%BC%8F\" aria-label=\"结果聚合模式 permalink\" class=\"anchor\"><svg aria-hidden=\"true\" focusable=\"false\" height=\"16\" version=\"1.1\" viewBox=\"0 0 16 16\" width=\"16\"><path fill-rule=\"evenodd\" d=\"M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1-2.09V6.25c-1.09.53-2 1.84-2 3.25C6 11.31 7.55 13 9 13h4c1.45 0 3-1.69 3-3.5S14.5 6 13 6z\"></path></svg></a>结果聚合模式</h4>\n<table>\n<thead>\n<tr>\n<th>模式</th>\n<th>说明</th>\n</tr>\n</thead>\n<tbody>\n<tr>\n<td>avg</td>\n<td>取平均值</td>\n</tr>\n<tr>\n<td>max</td>\n<td>取最大值</td>\n</tr>\n<tr>\n<td>min</td>\n<td>取最小值</td>\n</tr>\n</tbody>\n</table>\n<h2 id=\"调用示例\"><a href=\"#%E8%B0%83%E7%94%A8%E7%A4%BA%E4%BE%8B\" aria-label=\"调用示例 permalink\" class=\"anchor\"><svg aria-hidden=\"true\" focusable=\"false\" height=\"16\" version=\"1.1\" viewBox=\"0 0 16 16\" width=\"16\"><path fill-rule=\"evenodd\" d=\"M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1-2.09V6.25c-1.09.53-2 1.84-2 3.25C6 11.31 7.55 13 9 13h4c1.45 0 3-1.69 3-3.5S14.5 6 13 6z\"></path></svg></a>调用示例</h2>\n\n    <div class=\"code-block-wrapper\">\n        <div class=\"code-block\">\n            <div class=\"code-block-header\">\n                <span class=\"code-block-name\">Plain Text</span>\n                <button class=\"code-copy-btn\" data-tooltip-text=\"\">\n                    <svg xmlns=\"http://www.w3.org/2000/svg\" width=\"16\" height=\"16\" viewBox=\"0 0 16 16\" fill=\"none\"> <path fill-rule=\"evenodd\" clip-rule=\"evenodd\" d=\"M5.57894 3.45614C5.57894 3.38832 5.63392 3.33333 5.70175 3.33333H12.5439C12.6117 3.33333 12.6667 3.38832 12.6667 3.45614V10.2982C12.6667 10.3661 12.6117 10.4211 12.5439 10.4211H11.7544V5.70175C11.7544 4.89754 11.1025 4.24561 10.2982 4.24561H5.57894V3.45614ZM4.24561 4.24561V3.45614C4.24561 2.65194 4.89754 2 5.70175 2H12.5439C13.3481 2 14 2.65194 14 3.45614V10.2982C14 11.1025 13.3481 11.7544 12.5439 11.7544H11.7544V12.5439C11.7544 13.3481 11.1025 14 10.2982 14H3.45614C2.65194 14 2 13.3481 2 12.5439V5.70175C2 4.89754 2.65194 4.24561 3.45614 4.24561H4.24561ZM3.33333 5.70175C3.33333 5.63392 3.38832 5.57894 3.45614 5.57894H10.2982C10.3661 5.57894 10.4211 5.63392 10.4211 5.70175V12.5439C10.4211 12.6117 10.3661 12.6667 10.2982 12.6667H3.45614C3.38832 12.6667 3.33333 12.6117 3.33333 12.5439V5.70175Z\" fill=\"currentColor\"></path> </svg>\n                    复制\n                </button>\n            </div>\n            <div class=\"code-block-content\">\n                <pre class=\"language-text\"><code><span class=\"line-number\">1</span>from __future__ import annotations\n<span class=\"line-number\">2</span>\n<span class=\"line-number\">3</span>import os\n<span class=\"line-number\">4</span>\n<span class=\"line-number\">5</span>import daft\n<span class=\"line-number\">6</span>from daft import col\n<span class=\"line-number\">7</span>\n<span class=\"line-number\">8</span>from daft.aihc.common.udf import aihc_udf\n<span class=\"line-number\">9</span>from daft.aihc.functions.video.video_nsfw_detect import VideoNsfwDetect\n<span class=\"line-number\">10</span>\n<span class=\"line-number\">11</span>if __name__ == &quot;__main__&quot;:\n<span class=\"line-number\">12</span>    if os.getenv(&quot;DAFT_RUNNER&quot;, &quot;native&quot;) == &quot;ray&quot;:\n<span class=\"line-number\">13</span>        import ray\n<span class=\"line-number\">14</span>        ray.init(dashboard_host=&quot;0.0.0.0&quot;, ignore_reinit_error=True)\n<span class=\"line-number\">15</span>        daft.set_runner_ray()\n<span class=\"line-number\">16</span>    daft.set_execution_config(actor_udf_ready_timeout=6000, min_cpu_per_task=0)\n<span class=\"line-number\">17</span>\n<span class=\"line-number\">18</span>    samples = {\n<span class=\"line-number\">19</span>        &quot;video_path&quot;: [&quot;/tmp/test_video.mp4&quot;, &quot;/tmp/test_video2.mp4&quot;]\n<span class=\"line-number\">20</span>    }\n<span class=\"line-number\">21</span>    ds = daft.from_pydict(samples)\n<span class=\"line-number\">22</span>\n<span class=\"line-number\">23</span>    constructor_kwargs = {\n<span class=\"line-number\">24</span>        &quot;video_src_type&quot;: &quot;video_url&quot;,\n<span class=\"line-number\">25</span>        &quot;sample_mode&quot;: &quot;by_count_uniform&quot;,\n<span class=\"line-number\">26</span>        &quot;count_k&quot;: 5,\n<span class=\"line-number\">27</span>        &quot;reduce_mode&quot;: &quot;avg&quot;,\n<span class=\"line-number\">28</span>    }\n<span class=\"line-number\">29</span>    ds = ds.with_column(\n<span class=\"line-number\">30</span>        &quot;safety_score&quot;,\n<span class=\"line-number\">31</span>        aihc_udf(\n<span class=\"line-number\">32</span>            VideoNsfwDetect,\n<span class=\"line-number\">33</span>            construct_args=constructor_kwargs,\n<span class=\"line-number\">34</span>            num_cpus=2,\n<span class=\"line-number\">35</span>            concurrency=2,\n<span class=\"line-number\">36</span>            use_gpu=True,\n<span class=\"line-number\">37</span>        )(col(&quot;video_path&quot;)),\n<span class=\"line-number\">38</span>    )\n<span class=\"line-number\">39</span>    ds.show()</code></pre>\n            </div>\n        </div>\n    </div>\n  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