{"id":33587,"date":"2025-07-25T13:44:18","date_gmt":"2025-07-25T05:44:18","guid":{"rendered":"https:\/\/www.kdjingpai.com\/?p=33587"},"modified":"2025-07-25T13:44:18","modified_gmt":"2025-07-25T05:44:18","slug":"omniavatar","status":"publish","type":"post","link":"https:\/\/www.kdjingpai.com\/en\/omniavatar\/","title":{"rendered":"OmniAvatar\uff1a\u751f\u6210\u97f3\u9891\u9a71\u52a8\u7684\u5168\u8eab\u865a\u62df\u4eba\u7269\u89c6\u9891"},"content":{"rendered":"<p>OmniAvatar \u662f\u4e00\u4e2a\u5f00\u6e90\u9879\u76ee\uff0c\u7531\u6d59\u6c5f\u5927\u5b66\u548c\u963f\u91cc\u5df4\u5df4\u8054\u5408\u5f00\u53d1\uff0c\u4e13\u6ce8\u4e8e\u901a\u8fc7\u97f3\u9891\u8f93\u5165\u751f\u6210\u5168\u8eab\u865a\u62df\u4eba\u7269\u89c6\u9891\u3002\u9879\u76ee\u57fa\u4e8e\u6df1\u5ea6\u5b66\u4e60\u6280\u672f\uff0c\u5229\u7528\u97f3\u9891\u548c\u6587\u672c\u63d0\u793a\u751f\u6210\u81ea\u7136\u6d41\u7545\u7684\u865a\u62df\u4eba\u7269\u52a8\u753b\uff0c\u7279\u522b\u5728\u5507\u90e8\u540c\u6b65\u548c\u5168\u8eab\u52a8\u4f5c\u534f\u8c03\u4e0a\u8868\u73b0\u51fa\u8272\u3002OmniAvatar \u652f\u6301\u591a\u79cd\u573a\u666f\u4e0b\u7684\u89c6\u9891\u751f\u6210\uff0c\u6bd4\u5982\u64ad\u5ba2\u3001\u4e92\u52a8\u5bf9\u8bdd\u548c\u52a8\u6001\u8868\u6f14\u3002\u5b83\u901a\u8fc7\u50cf\u7d20\u7ea7\u591a\u5c42\u6b21\u97f3\u9891\u5d4c\u5165\u548c LoRA \u8bad\u7ec3\u65b9\u6cd5\u63d0\u5347\u4e86\u5507\u90e8\u540c\u6b65\u7684\u7cbe\u51c6\u5ea6\u548c\u52a8\u4f5c\u7684\u81ea\u7136\u5ea6\u3002\u9879\u76ee\u4ee3\u7801\u548c\u6a21\u578b\u6743\u91cd\u5df2\u516c\u5f00\uff0c\u7528\u6237\u53ef\u901a\u8fc7 GitHub \u83b7\u53d6\u5e76\u5728\u672c\u5730\u8fd0\u884c\u3002OmniAvatar \u9002\u7528\u4e8e\u5f71\u89c6\u3001\u6e38\u620f\u548c\u793e\u4ea4\u5a92\u4f53\u5185\u5bb9\u521b\u4f5c\uff0c\u751f\u6210\u9ad8\u8d28\u91cf\u7684\u865a\u62df\u4eba\u7269\u52a8\u753b\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/e38981d464ec871.png\" alt=\"\" \/><\/p>\n<p>&nbsp;<\/p>\n<h2>\u529f\u80fd\u5217\u8868<\/h2>\n<ul>\n<li><strong>\u97f3\u9891\u9a71\u52a8\u89c6\u9891\u751f\u6210<\/strong>\uff1a\u6839\u636e\u8f93\u5165\u7684\u97f3\u9891\u751f\u6210\u865a\u62df\u4eba\u7269\u7684\u5168\u8eab\u52a8\u753b\uff0c\u5507\u90e8\u52a8\u4f5c\u4e0e\u97f3\u9891\u9ad8\u5ea6\u540c\u6b65\u3002<\/li>\n<li><strong>\u6587\u672c\u63d0\u793a\u63a7\u5236<\/strong>\uff1a\u652f\u6301\u901a\u8fc7\u6587\u672c\u6307\u4ee4\u63a7\u5236\u865a\u62df\u4eba\u7269\u7684\u60c5\u7eea\u3001\u52a8\u4f5c\u548c\u80cc\u666f\u73af\u5883\u3002<\/li>\n<li><strong>\u591a\u8bed\u8a00\u5507\u90e8\u540c\u6b65<\/strong>\uff1a\u652f\u6301\u5305\u62ec\u4e2d\u6587\u3001\u82f1\u6587\u3001\u65e5\u6587\u5728\u5185\u768431\u79cd\u8bed\u8a00\u7684\u5507\u90e8\u540c\u6b65\u3002<\/li>\n<li><strong>\u5168\u8eab\u52a8\u4f5c\u534f\u8c03<\/strong>\uff1a\u751f\u6210\u81ea\u7136\u7684\u80a9\u90e8\u8fd0\u52a8\u3001\u624b\u52bf\u8282\u594f\u7b49\u5168\u8eab\u52a8\u753b\u3002<\/li>\n<li><strong>\u573a\u666f\u4ea4\u4e92\u652f\u6301<\/strong>\uff1a\u865a\u62df\u4eba\u7269\u53ef\u4e0e\u573a\u666f\u4e2d\u7684\u7269\u4f53\u4e92\u52a8\uff0c\u9002\u5408\u4ea7\u54c1\u5c55\u793a\u7b49\u573a\u666f\u3002<\/li>\n<li><strong>\u591a\u79cd\u5206\u8fa8\u7387\u8f93\u51fa<\/strong>\uff1a\u652f\u6301480p\u89c6\u9891\u751f\u6210\uff0c\u9002\u5408\u4e0d\u540c\u8bbe\u5907\u9700\u6c42\u3002<\/li>\n<li><strong>\u5f00\u6e90\u6a21\u578b\u652f\u6301<\/strong>\uff1a\u63d0\u4f9b1.3B\u548c14B\u53c2\u6570\u6a21\u578b\uff0c\u9002\u914d\u4e0d\u540c\u786c\u4ef6\u914d\u7f6e\u3002<\/li>\n<\/ul>\n<h2>\u4f7f\u7528\u5e2e\u52a9<\/h2>\n<h3>\u5b89\u88c5\u6d41\u7a0b<\/h3>\n<p>\u8981\u4f7f\u7528 OmniAvatar\uff0c\u9700\u8981\u5728\u672c\u5730\u914d\u7f6e\u8fd0\u884c\u73af\u5883\u5e76\u4e0b\u8f7d\u9884\u8bad\u7ec3\u6a21\u578b\u3002\u4ee5\u4e0b\u662f\u8be6\u7ec6\u7684\u5b89\u88c5\u548c\u4f7f\u7528\u6b65\u9aa4\uff1a<\/p>\n<ol>\n<li><strong>\u514b\u9686\u9879\u76ee\u4ee3\u7801<\/strong><br \/>\n\u5728\u7ec8\u7aef\u8fd0\u884c\u4ee5\u4e0b\u547d\u4ee4\u514b\u9686 OmniAvatar \u4ee3\u7801\u4ed3\u5e93\uff1a<\/p>\n<pre><code>git clone https:\/\/github.com\/Omni-Avatar\/OmniAvatar.git\r\n<\/code><\/pre>\n<p>\u514b\u9686\u5b8c\u6210\u540e\uff0c\u8fdb\u5165\u9879\u76ee\u76ee\u5f55\uff1a<\/p>\n<pre><code>cd OmniAvatar\r\n<\/code><\/pre>\n<\/li>\n<li><strong>\u5b89\u88c5\u4f9d\u8d56<\/strong><br \/>\n\u9879\u76ee\u9700\u8981 Python \u73af\u5883\u548c\u7279\u5b9a\u4f9d\u8d56\u5e93\u3002\u8fd0\u884c\u4ee5\u4e0b\u547d\u4ee4\u5b89\u88c5 PyTorch \u548c\u5176\u4ed6\u4f9d\u8d56\uff1a<\/p>\n<pre><code>pip install torch==2.4.0 torchvision==0.19.0 torchaudio==2.4.0 --index-url https:\/\/download.pytorch.org\/whl\/cu124\r\npip install -r requirements.txt\r\n<\/code><\/pre>\n<p>\u5982\u679c\u6709\u9ad8\u6027\u80fd GPU\uff0c\u53ef\u4ee5\u9009\u62e9\u5b89\u88c5\u00a0<code>flash_attn<\/code>\u00a0\u52a0\u901f\u6ce8\u610f\u529b\u8ba1\u7b97\uff1a<\/p>\n<pre><code>pip install flash_attn\r\n<\/code><\/pre>\n<\/li>\n<li><strong>\u4e0b\u8f7d\u9884\u8bad\u7ec3\u6a21\u578b<\/strong><br \/>\nOmniAvatar \u4f9d\u8d56\u591a\u4e2a\u9884\u8bad\u7ec3\u6a21\u578b\uff0c\u5305\u62ec Wan2.1-T2V-14B\u3001wav2vec2-base-960h \u548c OmniAvatar-14B\u3002\u4f7f\u7528\u00a0<code>huggingface-cli<\/code>\u00a0\u4e0b\u8f7d\uff1a<\/p>\n<pre><code>mkdir pretrained_models\r\npip install \"huggingface_hub[cli]\"\r\nhuggingface-cli download Wan-AI\/Wan2.1-T2V-14B --local-dir .\/pretrained_models\/Wan2.1-T2V-14B\r\nhuggingface-cli download facebook\/wav2vec2-base-960h --local-dir .\/pretrained_models\/wav2vec2-base-960h\r\nhuggingface-cli download OmniAvatar\/OmniAvatar-14B --local-dir .\/pretrained_models\/OmniAvatar-14B\r\n<\/code><\/pre>\n<p>\u5982\u679c\u786c\u4ef6\u8d44\u6e90\u6709\u9650\uff0c\u53ef\u9009\u62e9 1.3B \u53c2\u6570\u6a21\u578b\uff0c\u4e0b\u8f7d\u65b9\u5f0f\u7c7b\u4f3c\u3002<\/li>\n<li><strong>\u51c6\u5907\u8f93\u5165\u6587\u4ef6<\/strong><br \/>\n\u521b\u5efa\u8f93\u5165\u6587\u4ef6\uff08\u5982\u00a0<code>infer_samples.txt<\/code>\uff09\uff0c\u5305\u542b\u97f3\u9891\u6587\u4ef6\u8def\u5f84\u548c\u6587\u672c\u63d0\u793a\u3002\u4f8b\u5982\uff1a<\/p>\n<pre><code>audio_path: examples\/audio\/sample.wav\r\nprompt: \"A happy person speaking in a bright room\"\r\n<\/code><\/pre>\n<p>\u786e\u4fdd\u97f3\u9891\u6587\u4ef6\u683c\u5f0f\u4e3a WAV\uff0c\u6587\u672c\u63d0\u793a\u660e\u786e\u63cf\u8ff0\u4eba\u7269\u60c5\u7eea\u3001\u52a8\u4f5c\u6216\u80cc\u666f\u3002<\/li>\n<li><strong>\u8fd0\u884c\u63a8\u7406\u811a\u672c<\/strong><br \/>\n\u4f7f\u7528\u00a0<code>torchrun<\/code>\u00a0\u8fd0\u884c\u63a8\u7406\u811a\u672c\u751f\u6210\u89c6\u9891\u3002\u9488\u5bf9 14B \u6a21\u578b\uff1a<\/p>\n<pre><code>torchrun --standalone --nproc_per_node=1 scripts\/inference.py --config configs\/inference.yaml --input_file examples\/infer_samples.txt\r\n<\/code><\/pre>\n<p>\u9488\u5bf9 1.3B \u6a21\u578b\uff1a<\/p>\n<pre><code>torchrun --standalone --nproc_per_node=1 scripts\/inference.py --config configs\/inference_1.3B.yaml --input_file examples\/infer_samples.txt\r\n<\/code><\/pre>\n<p>\u8f93\u51fa\u89c6\u9891\u5c06\u4fdd\u5b58\u5728\u6307\u5b9a\u6587\u4ef6\u5939\uff08\u5982\u00a0<code>results<\/code>\uff09\u4e2d\u3002<\/li>\n<\/ol>\n<h3>\u4e3b\u8981\u529f\u80fd\u64cd\u4f5c<\/h3>\n<ul>\n<li><strong>\u751f\u6210\u97f3\u9891\u9a71\u52a8\u89c6\u9891<\/strong><br \/>\n\u7528\u6237\u9700\u51c6\u5907\u4e00\u5f20\u53c2\u8003\u56fe\u50cf\u548c\u4e00\u6bb5\u97f3\u9891\u3002\u53c2\u8003\u56fe\u50cf\u7528\u4e8e\u5b9a\u4e49\u865a\u62df\u4eba\u7269\u7684\u5916\u89c2\uff0c\u97f3\u9891\u9a71\u52a8\u5507\u90e8\u548c\u5168\u8eab\u52a8\u4f5c\u3002\u8fd0\u884c\u63a8\u7406\u811a\u672c\u540e\uff0c\u7cfb\u7edf\u4f1a\u6839\u636e\u97f3\u9891\u751f\u6210\u540c\u6b65\u7684\u89c6\u9891\uff0c\u5507\u90e8\u52a8\u4f5c\u4e0e\u8bed\u97f3\u8282\u594f\u9ad8\u5ea6\u5339\u914d\u3002\u4f8b\u5982\uff0c\u7528\u6237\u8f93\u5165\u4e00\u6bb5\u6f14\u8bb2\u97f3\u9891\uff0cOmniAvatar \u5c06\u751f\u6210\u4eba\u7269\u8bf4\u8bdd\u65f6\u7684\u81ea\u7136\u624b\u52bf\u548c\u8868\u60c5\u3002<\/li>\n<li><strong>\u6587\u672c\u63d0\u793a\u63a7\u5236<\/strong><br \/>\n\u901a\u8fc7\u6587\u672c\u63d0\u793a\uff0c\u7528\u6237\u53ef\u63a7\u5236\u865a\u62df\u4eba\u7269\u7684\u60c5\u7eea\uff08\u5982\u201c\u5f00\u5fc3\u201d\u6216\u201c\u6124\u6012\u201d\uff09\u3001\u52a8\u4f5c\uff08\u5982\u201c\u6325\u624b\u201d\uff09\u6216\u80cc\u666f\uff08\u5982\u201c\u6d77\u6ee9\u201d\uff09\u3002\u63d0\u793a\u9700\u6e05\u6670\u5177\u4f53\uff0c\u4f8b\u5982\uff1a\u201cA surprised person dancing in a forest\u201d\u3002\u7cfb\u7edf\u4f1a\u6839\u636e\u63d0\u793a\u8c03\u6574\u52a8\u753b\u7ec6\u8282\u3002<\/li>\n<li><strong>\u591a\u8bed\u8a00\u652f\u6301<\/strong><br \/>\nOmniAvatar \u4f7f\u7528 Wav2Vec2 \u63d0\u53d6\u97f3\u9891\u7279\u5f81\uff0c\u652f\u630131\u79cd\u8bed\u8a00\u7684\u5507\u90e8\u540c\u6b65\u3002\u7528\u6237\u53ef\u8f93\u5165\u4efb\u610f\u652f\u6301\u8bed\u8a00\u7684\u97f3\u9891\uff0c\u7cfb\u7edf\u4f1a\u81ea\u52a8\u751f\u6210\u76f8\u5e94\u7684\u5507\u90e8\u52a8\u4f5c\uff0c\u65e0\u9700\u989d\u5916\u914d\u7f6e\u3002<\/li>\n<li><strong>\u573a\u666f\u4ea4\u4e92<\/strong><br \/>\n\u5728\u6587\u672c\u63d0\u793a\u4e2d\u52a0\u5165\u7269\u4f53\u4ea4\u4e92\u63cf\u8ff0\uff08\u5982\u201cholding a cup\u201d\uff09\uff0c\u865a\u62df\u4eba\u7269\u53ef\u4e0e\u573a\u666f\u7269\u4f53\u4e92\u52a8\uff0c\u9002\u5408\u7535\u5546\u5c55\u793a\u6216\u5267\u60c5\u52a8\u753b\u3002<\/li>\n<\/ul>\n<h3>\u6ce8\u610f\u4e8b\u9879<\/h3>\n<ul>\n<li><strong>\u786c\u4ef6\u8981\u6c42<\/strong>\uff1a14B \u6a21\u578b\u9700\u8981\u9ad8\u6027\u80fd GPU\uff08\u5982 A6000\uff09\uff0c1.3B \u6a21\u578b\u9002\u5408 8GB VRAM \u7684\u6d88\u8d39\u7ea7\u786c\u4ef6\u3002<\/li>\n<li><strong>\u751f\u6210\u901f\u5ea6<\/strong>\uff1a\u5355 GPU \u4e0a 14B \u6a21\u578b\u6bcf\u5e27\u7ea6\u970030\u79d2\uff0c1.3B \u6a21\u578b\u8f83\u5feb\uff0c\u9002\u5408\u4f4e\u914d\u8bbe\u5907\u3002<\/li>\n<li><strong>\u8f93\u51fa\u68c0\u67e5<\/strong>\uff1a\u751f\u6210\u89c6\u9891\u540e\uff0c\u68c0\u67e5\u8f93\u51fa\u6587\u4ef6\u5939\u4e2d\u7684 MP4 \u6587\u4ef6\uff0c\u786e\u4fdd\u5507\u90e8\u540c\u6b65\u548c\u52a8\u4f5c\u81ea\u7136\u3002<\/li>\n<\/ul>\n<h2>\u5e94\u7528\u573a\u666f<\/h2>\n<ol>\n<li><strong>\u64ad\u5ba2\u89c6\u9891\u5236\u4f5c<\/strong><br \/>\n\u7528\u6237\u53ef\u5c06\u64ad\u5ba2\u97f3\u9891\u8f6c\u5316\u4e3a\u865a\u62df\u4eba\u7269\u89c6\u9891\uff0c\u589e\u52a0\u89c6\u89c9\u5438\u5f15\u529b\u3002OmniAvatar 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