{"id":28072,"date":"2025-03-10T18:29:31","date_gmt":"2025-03-10T10:29:31","guid":{"rendered":"https:\/\/www.aisharenet.com\/?p=28072"},"modified":"2025-03-10T18:29:31","modified_gmt":"2025-03-10T10:29:31","slug":"long-vita","status":"publish","type":"post","link":"https:\/\/www.kdjingpai.com\/de\/long-vita\/","title":{"rendered":"Long-VITA\uff1a\u652f\u6301\u8d85\u957f\u4e0a\u4e0b\u6587\u8f93\u51fa\u7684\u89c6\u89c9\u8bed\u8a00\u6a21\u578b"},"content":{"rendered":"<p>Long-VITA \u662f\u7531 VITA-MLLM \u56e2\u961f\u5f00\u53d1\u7684\u4e00\u6b3e\u5f00\u6e90\u591a\u6a21\u6001\u5927\u6a21\u578b\uff0c\u4e13\u6ce8\u4e8e\u5904\u7406\u8d85\u957f\u4e0a\u4e0b\u6587\u7684\u89c6\u89c9\u548c\u8bed\u8a00\u4efb\u52a1\u3002\u5b83\u80fd\u591f\u540c\u65f6\u5206\u6790\u56fe\u50cf\u3001\u89c6\u9891\u548c\u6587\u672c\uff0c\u652f\u6301\u9ad8\u8fbe 100 \u4e07 <a href=\"https:\/\/www.kdjingpai.com\/de\/tokenization\/\">token<\/a> \u7684\u8f93\u5165\uff0c\u9002\u7528\u4e8e\u89c6\u9891\u7406\u89e3\u3001\u9ad8\u5206\u8fa8\u7387\u56fe\u50cf\u89e3\u6790\u548c\u591a\u6a21\u6001\u667a\u80fd\u4f53\u63a8\u7406\u7b49\u573a\u666f\u3002\u76f8\u6bd4\u5176\u4ed6\u6a21\u578b\uff0cLong-VITA \u5728\u77ed\u4e0a\u4e0b\u6587\u4efb\u52a1\u4e2d\u8868\u73b0\u51fa\u8272\uff0c\u540c\u65f6\u5728\u957f\u5e8f\u5217\u5904\u7406\u4e0a\u5177\u6709\u7a81\u7834\u6027\u4f18\u52bf\u3002\u8be5\u9879\u76ee\u7531\u817e\u8baf\u4f18\u56fe\u5b9e\u9a8c\u5ba4\u3001\u5357\u4eac\u5927\u5b66\u548c\u53a6\u95e8\u5927\u5b66\u5408\u4f5c\u7814\u53d1\uff0c\u5b8c\u5168\u57fa\u4e8e\u5f00\u6e90\u6570\u636e\u96c6\u8bad\u7ec3\uff0c\u652f\u6301 NPU \u548c GPU \u5e73\u53f0\uff0c\u65e8\u5728\u4e3a\u5f00\u6e90\u793e\u533a\u63d0\u4f9b\u5f3a\u5927\u7684\u957f\u4e0a\u4e0b\u6587\u591a\u6a21\u6001\u7814\u7a76\u5de5\u5177\u3002\u6a21\u578b\u4ee3\u7801\u3001\u8bad\u7ec3\u65b9\u6cd5\u548c\u6743\u91cd\u5747\u5df2\u516c\u5f00\uff0c\u9002\u5408\u7814\u7a76\u8005\u548c\u5f00\u53d1\u8005\u63a2\u7d22\u591a\u6a21\u6001 AI \u7684\u524d\u6cbf\u5e94\u7528\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-28073\" title=\"Long-VITA\uff1a\u652f\u6301\u8d85\u957f\u4e0a\u4e0b\u6587\u8f93\u51fa\u7684\u89c6\u89c9\u8bed\u8a00\u6a21\u578b-1\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/03\/44719d7cce5e553.png\" alt=\"Long-VITA\uff1a\u652f\u6301\u8d85\u957f\u4e0a\u4e0b\u6587\u8f93\u51fa\u7684\u89c6\u89c9\u8bed\u8a00\u6a21\u578b-1\" width=\"569\" height=\"336\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/03\/44719d7cce5e553.png 569w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/03\/44719d7cce5e553-18x12.png 18w\" sizes=\"auto, (max-width: 569px) 100vw, 569px\" \/><\/p>\n<p>&nbsp;<\/p>\n<h2>\u529f\u80fd\u5217\u8868<\/h2>\n<ul>\n<li><strong>\u8d85\u957f\u4e0a\u4e0b\u6587\u5904\u7406<\/strong>: \u652f\u6301\u9ad8\u8fbe 100 \u4e07 token \u6216 4K \u5e27\u7684\u56fe\u50cf\u3001\u89c6\u9891\u548c\u6587\u672c\u8f93\u5165\uff0c\u9002\u7528\u4e8e\u590d\u6742\u573a\u666f\u5206\u6790\u3002<\/li>\n<li><strong>\u591a\u6a21\u6001\u7406\u89e3<\/strong>: \u96c6\u6210\u56fe\u50cf\u3001\u89c6\u9891\u548c\u6587\u672c\u5904\u7406\u80fd\u529b\uff0c\u53ef\u540c\u65f6\u5206\u6790\u591a\u79cd\u6570\u636e\u7c7b\u578b\u3002<\/li>\n<li><strong>\u9ad8\u6548\u5206\u5e03\u5f0f\u63a8\u7406<\/strong>: \u901a\u8fc7\u4e0a\u4e0b\u6587\u5e76\u884c\u6280\u672f\uff0c\u5b9e\u73b0\u8d85\u957f\u8f93\u5165\u7684\u9ad8\u6548\u63a8\u7406\u3002<\/li>\n<li><strong>\u5f00\u6e90\u6570\u636e\u96c6\u8bad\u7ec3<\/strong>: \u4f7f\u7528 1700 \u4e07\u516c\u5f00\u6837\u672c\uff0c\u786e\u4fdd\u6a21\u578b\u53ef\u590d\u73b0\u6027\u548c\u900f\u660e\u6027\u3002<\/li>\n<li><strong>\u8de8\u5e73\u53f0\u652f\u6301<\/strong>: \u517c\u5bb9 Ascend NPU \u548c Nvidia GPU\uff0c\u7075\u6d3b\u9002\u914d\u4e0d\u540c\u786c\u4ef6\u73af\u5883\u3002<\/li>\n<li><strong>\u77ed\u4e0a\u4e0b\u6587\u4f18\u5316<\/strong>: \u5728\u4f20\u7edf\u591a\u6a21\u6001\u4efb\u52a1\u4e2d\u4fdd\u6301\u9886\u5148\u6027\u80fd\uff0c\u517c\u987e\u957f\u77ed\u5e8f\u5217\u9700\u6c42\u3002<\/li>\n<li><strong>Logits-Masked \u8bed\u8a00\u5efa\u6a21<\/strong>: \u521b\u65b0\u7684\u8bed\u8a00\u6a21\u578b\u5934\u8bbe\u8ba1\uff0c\u63d0\u5347\u957f\u5e8f\u5217\u63a8\u7406\u6548\u679c\u3002<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<h2>\u4f7f\u7528\u5e2e\u52a9<\/h2>\n<p>Long-VITA \u662f\u4e00\u4e2a\u5f00\u6e90\u9879\u76ee\uff0c\u7528\u6237\u53ef\u4ee5\u901a\u8fc7 GitHub \u4ed3\u5e93\u83b7\u53d6\u4ee3\u7801\u548c\u6a21\u578b\u6743\u91cd\uff0c\u5e76\u5728\u672c\u5730\u6216\u670d\u52a1\u5668\u4e0a\u90e8\u7f72\u4f7f\u7528\u3002\u4ee5\u4e0b\u662f\u8be6\u7ec6\u7684\u4f7f\u7528\u6307\u5357\uff0c\u5e2e\u52a9\u7528\u6237\u5feb\u901f\u4e0a\u624b\u5e76\u63a2\u7d22\u5176\u5f3a\u5927\u529f\u80fd\u3002<\/p>\n<h3>\u5b89\u88c5\u6d41\u7a0b<\/h3>\n<ol>\n<li><strong>\u514b\u9686\u4ed3\u5e93<\/strong><br \/>\n\u6253\u5f00\u7ec8\u7aef\uff0c\u8f93\u5165\u4ee5\u4e0b\u547d\u4ee4\u514b\u9686 Long-VITA \u4ed3\u5e93\uff1a<\/p>\n<pre><code>git clone https:\/\/github.com\/VITA-MLLM\/Long-VITA.git\r\ncd Long-VITA<\/code><\/pre>\n<\/li>\n<\/ol>\n<p>\u8fd9\u5c06\u4e0b\u8f7d\u9879\u76ee\u7684\u6240\u6709\u4ee3\u7801\u548c\u6587\u6863\u3002<\/p>\n<ol start=\"2\">\n<li><strong>\u521b\u5efa\u865a\u62df\u73af\u5883<\/strong><br \/>\n\u4f7f\u7528 Conda \u521b\u5efa\u4e00\u4e2a\u72ec\u7acb\u7684 Python \u73af\u5883\uff0c\u786e\u4fdd\u4f9d\u8d56\u9694\u79bb\uff1a<\/p>\n<pre><code>conda create -n long-vita python=3.10 -y\r\nconda activate long-vita\r\n<\/code><\/pre>\n<\/li>\n<li><strong>\u5b89\u88c5\u4f9d\u8d56<\/strong><br \/>\n\u5b89\u88c5\u9879\u76ee\u6240\u9700\u7684 Python \u5305\uff1a<\/p>\n<pre><code>pip install --upgrade pip\r\npip install -r requirements.txt\r\n<\/code><\/pre>\n<p>\u5982\u679c\u9700\u8981\u52a0\u901f\u63a8\u7406\uff0c\u53ef\u989d\u5916\u5b89\u88c5 Flash Attention\uff1a<\/p>\n<pre><code>pip install flash-attn --no-build-isolation\r\n<\/code><\/pre>\n<\/li>\n<li><strong>\u4e0b\u8f7d\u6a21\u578b\u6743\u91cd<\/strong><br \/>\nLong-VITA \u63d0\u4f9b\u4e86\u591a\u4e2a\u7248\u672c\uff08\u5982 16K\u3001128K\u30011M token\uff09\uff0c\u7528\u6237\u53ef\u4ece Hugging Face \u4e0b\u8f7d\uff1a<\/p>\n<ul>\n<li>Long-VITA-16K:\u00a0<a href=\"https:\/\/huggingface.co\/VITA-MLLM\/Long-VITA-16K\">\u94fe\u63a5<\/a><\/li>\n<li>Long-VITA-128K:\u00a0<a href=\"https:\/\/huggingface.co\/VITA-MLLM\/Long-VITA-128K\">\u94fe\u63a5<\/a><\/li>\n<li>Long-VITA-1M:\u00a0<a href=\"https:\/\/huggingface.co\/VITA-MLLM\/Long-VITA-1M\">\u94fe\u63a5<\/a><br \/>\n\u4e0b\u8f7d\u540e\uff0c\u5c06\u6743\u91cd\u6587\u4ef6\u653e\u5165\u9879\u76ee\u6839\u76ee\u5f55\u6216\u6307\u5b9a\u8def\u5f84\u3002<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u914d\u7f6e\u786c\u4ef6\u73af\u5883<\/strong>\n<ul>\n<li><strong>Nvidia GPU<\/strong>: \u786e\u4fdd\u5b89\u88c5 CUDA \u548c cuDNN\uff0c\u8bbe\u7f6e\u73af\u5883\u53d8\u91cf\uff1a\n<pre><code>export CUDA_VISIBLE_DEVICES=0\r\n<\/code><\/pre>\n<\/li>\n<li><strong>Ascend NPU<\/strong>: \u6309\u7167\u5b98\u65b9\u6587\u6863\u914d\u7f6e MindSpeed \u6216 Megatron \u73af\u5883\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n<h3>\u4f7f\u7528\u65b9\u6cd5<\/h3>\n<p>Long-VITA \u652f\u6301\u63a8\u7406\u548c\u8bc4\u4f30\u4e24\u79cd\u4e3b\u8981\u64cd\u4f5c\u6a21\u5f0f\uff0c\u4ee5\u4e0b\u662f\u5177\u4f53\u6b65\u9aa4\u3002<\/p>\n<h4>\u8fd0\u884c\u63a8\u7406<\/h4>\n<ol>\n<li><strong>\u51c6\u5907\u8f93\u5165\u6570\u636e<\/strong>\n<ul>\n<li><strong>\u56fe\u50cf<\/strong>: \u5c06\u56fe\u50cf\u6587\u4ef6\uff08\u5982\u00a0<code>.jpg<\/code>\u00a0\u6216\u00a0<code>.png<\/code>\uff09\u653e\u5165\u00a0<code>asset<\/code>\u00a0\u6587\u4ef6\u5939\u3002<\/li>\n<li><strong>\u89c6\u9891<\/strong>: \u652f\u6301\u5e38\u89c1\u89c6\u9891\u683c\u5f0f\uff08\u5982\u00a0<code>.mp4<\/code>\uff09\uff0c\u653e\u7f6e\u5728\u6307\u5b9a\u8def\u5f84\u3002<\/li>\n<li><strong>\u6587\u672c<\/strong>: \u7f16\u5199\u95ee\u9898\u6216\u6307\u4ee4\uff0c\u4fdd\u5b58\u4e3a\u00a0<code>.txt<\/code>\u00a0\u6587\u4ef6\u6216\u76f4\u63a5\u5728\u547d\u4ee4\u884c\u8f93\u5165\u3002<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u6267\u884c\u63a8\u7406\u547d\u4ee4<\/strong><br \/>\n\u4ee5\u56fe\u50cf\u7406\u89e3\u4e3a\u4f8b\uff0c\u8fd0\u884c\u4ee5\u4e0b\u547d\u4ee4\uff1a<\/p>\n<pre><code>CUDA_VISIBLE_DEVICES=0 python video_audio_demo.py \\\r\n--model_path [\u6a21\u578b\u6743\u91cd\u8def\u5f84] \\\r\n--image_path asset\/sample_image.jpg \\\r\n--model_type qwen2p5_instruct \\\r\n--conv_mode qwen2p5_instruct \\\r\n--question \"\u63cf\u8ff0\u8fd9\u5f20\u56fe\u7247\u7684\u5185\u5bb9\u3002\"\r\n<\/code><\/pre>\n<p>\u5bf9\u4e8e\u89c6\u9891\u8f93\u5165\uff0c\u6dfb\u52a0\u00a0<code>--video_path<\/code>\u00a0\u53c2\u6570\uff1a<\/p>\n<pre><code>--video_path asset\/sample_video.mp4\r\n<\/code><\/pre>\n<\/li>\n<li><strong>\u67e5\u770b\u8f93\u51fa<\/strong><br \/>\n\u6a21\u578b\u5c06\u5728\u7ec8\u7aef\u8f93\u51fa\u7ed3\u679c\uff0c\u4f8b\u5982\u56fe\u7247\u63cf\u8ff0\u6216\u89c6\u9891\u5206\u6790\u5185\u5bb9\u3002<\/li>\n<\/ol>\n<h4>\u8bc4\u4f30\u6027\u80fd<\/h4>\n<ol>\n<li><strong>\u51c6\u5907\u8bc4\u4f30\u6570\u636e\u96c6<\/strong><br \/>\n\u4e0b\u8f7d\u57fa\u51c6\u6570\u636e\u96c6\uff08\u5982 Video-MME\uff09\uff0c\u5e76\u6309\u8981\u6c42\u7ec4\u7ec7\u6587\u4ef6\u7ed3\u6784\u3002<\/li>\n<li><strong>\u8fd0\u884c\u8bc4\u4f30\u811a\u672c<\/strong><br \/>\n\u4f7f\u7528\u63d0\u4f9b\u7684\u811a\u672c\u8fdb\u884c\u8bc4\u4f30\uff1a<\/p>\n<pre><code>bash script\/evaluate.sh [\u6a21\u578b\u8def\u5f84] [\u6570\u636e\u96c6\u8def\u5f84]\r\n<\/code><\/pre>\n<\/li>\n<\/ol>\n<h3>\u7279\u8272\u529f\u80fd\u64cd\u4f5c<\/h3>\n<h4>\u8d85\u957f\u4e0a\u4e0b\u6587\u5904\u7406<\/h4>\n<ul>\n<li><strong>\u64cd\u4f5c\u6b65\u9aa4<\/strong>:\n<ol>\n<li>\u9009\u62e9 Long-VITA-1M \u6a21\u578b\uff0c\u786e\u4fdd\u8f93\u5165\u6570\u636e\uff08\u5982\u957f\u89c6\u9891\u6216\u591a\u5f20\u9ad8\u6e05\u56fe\u50cf\uff09\u603b token \u6570\u4e0d\u8d85\u8fc7 100 \u4e07\u3002<\/li>\n<li>\u4f7f\u7528\u00a0<code>--max_seq_len 1048576<\/code>\u00a0\u53c2\u6570\u8bbe\u7f6e\u6700\u5927\u5e8f\u5217\u957f\u5ea6\u3002<\/li>\n<li>\u8fd0\u884c\u63a8\u7406\uff0c\u89c2\u5bdf\u6a21\u578b\u5982\u4f55\u5904\u7406\u957f\u5e8f\u5217\u4efb\u52a1\uff08\u5982\u89c6\u9891\u6458\u8981\u751f\u6210\uff09\u3002<\/li>\n<\/ol>\n<\/li>\n<li><strong>\u793a\u4f8b<\/strong>: \u8f93\u5165\u4e00\u5c0f\u65f6\u89c6\u9891\uff0c\u63d0\u95ee\u201c\u603b\u7ed3\u89c6\u9891\u4e3b\u8981\u60c5\u8282\u201d\uff0c\u6a21\u578b\u5c06\u8f93\u51fa\u7b80\u6d01\u7684\u6587\u672c\u6458\u8981\u3002<\/li>\n<\/ul>\n<h4>\u591a\u6a21\u6001\u7406\u89e3<\/h4>\n<ul>\n<li><strong>\u64cd\u4f5c\u6b65\u9aa4<\/strong>:\n<ol>\n<li>\u51c6\u5907\u591a\u6a21\u6001\u8f93\u5165\uff0c\u4f8b\u5982\u56fe\u50cf+\u6587\u672c\u6216\u89c6\u9891+\u95ee\u9898\u3002<\/li>\n<li>\u5728\u547d\u4ee4\u884c\u4e2d\u540c\u65f6\u6307\u5b9a\u00a0<code>--image_path<\/code>\u00a0\u548c\u00a0<code>--question<\/code>\uff0c\u5982\uff1a\n<pre><code>--image_path asset\/sample_image.jpg --question \"\u56fe\u7247\u4e2d\u7684\u4eba\u7269\u662f\u8c01\uff1f\"\r\n<\/code><\/pre>\n<\/li>\n<li>\u6a21\u578b\u5c06\u7ed3\u5408\u89c6\u89c9\u548c\u6587\u672c\u4fe1\u606f\u751f\u6210\u7b54\u6848\u3002<\/li>\n<\/ol>\n<\/li>\n<li><strong>\u793a\u4f8b<\/strong>: \u8f93\u5165\u4e00\u5f20\u540d\u4eba\u7167\u7247\u548c\u95ee\u9898\u201c\u4ed6\u5728\u505a\u4ec0\u4e48\uff1f\u201d\uff0c\u6a21\u578b\u4f1a\u63cf\u8ff0\u7167\u7247\u4e2d\u7684\u52a8\u4f5c\u3002<\/li>\n<\/ul>\n<h4>\u5206\u5e03\u5f0f\u63a8\u7406<\/h4>\n<ul>\n<li><strong>\u64cd\u4f5c\u6b65\u9aa4<\/strong>:\n<ol>\n<li>\u914d\u7f6e\u591a GPU \u73af\u5883\uff0c\u4fee\u6539\u00a0<code>CUDA_VISIBLE_DEVICES=0,1,2,3<\/code>\u3002<\/li>\n<li>\u4f7f\u7528\u4e0a\u4e0b\u6587\u5e76\u884c\u9009\u9879\u8fd0\u884c\uff1a\n<pre><code>python -m torch.distributed.launch --nproc_per_node=4 video_audio_demo.py [\u53c2\u6570]\r\n<\/code><\/pre>\n<\/li>\n<li>\u6a21\u578b\u5c06\u81ea\u52a8\u5206\u914d\u4efb\u52a1\u5230\u591a\u4e2a\u8bbe\u5907\uff0c\u63d0\u5347\u5904\u7406\u901f\u5ea6\u3002<\/li>\n<\/ol>\n<\/li>\n<li><strong>\u793a\u4f8b<\/strong>: \u5904\u7406\u8d85\u957f\u89c6\u9891\u65f6\uff0c\u5206\u5e03\u5f0f\u63a8\u7406\u53ef\u5c06\u8017\u65f6\u4ece\u6570\u5c0f\u65f6\u7f29\u77ed\u81f3\u6570\u5206\u949f\u3002<\/li>\n<\/ul>\n<h3>\u6ce8\u610f\u4e8b\u9879<\/h3>\n<ul>\n<li>\u786e\u4fdd\u786c\u4ef6\u5185\u5b58\u8db3\u591f\uff0c1M token \u8f93\u5165\u53ef\u80fd\u9700\u8981 32GB 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