{"id":99778,"date":"2026-09-03T09:49:13","date_gmt":"2026-09-03T01:49:13","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/99778.html"},"modified":"2026-09-03T09:49:13","modified_gmt":"2026-09-03T01:49:13","slug":"baseten-vs-digitalocean%e3%80%81runpod%ef%bc%9a7-%e4%b8%aa-ai-%e6%a8%a1%e5%9e%8b%e9%83%a8%e7%bd%b2%e5%b9%b3%e5%8f%b0%e6%a8%aa%e5%90%91%e5%af%b9%e6%af%94","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/99778.html","title":{"rendered":"Baseten vs DigitalOcean\u3001RunPod\uff1a7 \u4e2a AI \u6a21\u578b\u90e8\u7f72\u5e73\u53f0\u6a2a\u5411\u5bf9\u6bd4"},"content":{"rendered":"<p>Baseten \u5df2\u7ecf\u5efa\u7acb\u8d77\u8f83\u5f3a\u7684\u5e02\u573a\u8ba4\u77e5&#xff1a;\u5b83\u4ee5\u4e13\u5c5e\u3001\u5355\u79df\u6237 GPU \u90e8\u7f72\u4e3a\u6838\u5fc3&#xff0c;\u5e76\u901a\u8fc7\u5f00\u6e90\u7684 Truss \u6846\u67b6\u6765\u6253\u5305\u548c\u4ea4\u4ed8\u6a21\u578b\u3002\u540c\u65f6&#xff0c;\u5b83\u5728\u5b89\u5168\u5408\u89c4\u65b9\u9762\u4e5f\u505a\u5f97\u76f8\u5f53\u624e\u5b9e\u3002\u8fd9\u548c\u90a3\u4e9b\u6784\u5efa\u5728\u7b2c\u4e09\u65b9\u786c\u4ef6\u4e4b\u4e0a\u7684 LLM \u8def\u7531\u5668\u662f\u5b8c\u5168\u4e0d\u540c\u7684\u5b9a\u4f4d&#xff0c;\u56e0\u6b64\u5c24\u5176\u9002\u5408\u9700\u8981\u628a\u81ea\u5b9a\u4e49\u6a21\u578b\u771f\u6b63\u90e8\u7f72\u5230\u751f\u4ea7\u73af\u5883\u7684 AI \u4ea7\u54c1\u56e2\u961f\u3002<\/p>\n<p>\u4f46\u4e13\u5c5e\u3001\u5355\u79df\u6237\u786c\u4ef6&#xff0c;\u4e5f\u610f\u5473\u7740\u4e13\u5c5e\u3001\u5355\u79df\u6237\u7684\u8ba1\u8d39\u65b9\u5f0f\u3002Baseten \u7684 Dedicated Deployment \u4f1a\u6309\u7167\u6bcf\u4e2a\u63a8\u7406\u5b9e\u4f8b\u5b9e\u9645\u5360\u7528 GPU \u7684\u65f6\u95f4\u6301\u7eed\u6536\u8d39&#xff0c;\u800c\u4e0d\u662f\u6309 Token \u8ba1\u8d39\u3002\u4e5f\u5c31\u662f\u8bf4&#xff0c;\u5373\u4f7f GPU \u5904\u4e8e\u7a7a\u95f2\u72b6\u6001&#xff0c;\u4e3a\u4e86\u9ad8\u53ef\u7528\u800c\u4fdd\u6301\u8fd0\u884c\u7684\u5197\u4f59\u5b9e\u4f8b&#xff0c;\u4ee5\u53ca Scale-to-zero \u4e4b\u540e\u91cd\u65b0\u542f\u52a8\u8fc7\u7a0b\u4e2d\u6d88\u8017\u7684\u65f6\u95f4&#xff0c;\u90fd\u4f1a\u51fa\u73b0\u5728\u8d26\u5355\u91cc&#xff0c;\u4e0d\u7ba1\u8fd9\u6bb5\u65f6\u95f4\u5b9e\u9645\u5904\u7406\u4e86\u591a\u5c11\u8bf7\u6c42\u3002\u53e6\u5916&#xff0c;\u5b83\u76ee\u524d\u7684\u6a21\u578b\u76ee\u5f55\u53ea\u5305\u542b Open-weight Model&#xff0c;\u4e0d\u63d0\u4f9b GPT \u548c Claude\u3002\u56e0\u6b64&#xff0c;\u5982\u679c\u56e2\u961f\u65e2\u8981\u5f00\u653e\u6743\u91cd\u6a21\u578b&#xff0c;\u53c8\u8981\u4f7f\u7528\u95ed\u6e90\u524d\u6cbf\u6a21\u578b&#xff0c;\u5c31\u5fc5\u987b\u518d\u63a5\u4e00\u5bb6\u5e73\u53f0&#xff0c;\u4e5f\u5c31\u610f\u5473\u7740\u7b2c\u4e8c\u5957 API \u548c\u7b2c\u4e8c\u5f20\u8d26\u5355\u3002<\/p>\n<p>\u5982\u679c\u4f60\u6b63\u5728\u8003\u8651\u66f4\u6362\u5e73\u53f0&#xff0c;\u4e0b\u9762\u6211\u4eec\u4f1a\u4ece\u6210\u672c\u3001\u6a21\u578b\u76ee\u5f55\u3001\u90e8\u7f72\u7075\u6d3b\u6027\u548c\u5468\u8fb9\u4e91\u57fa\u7840\u8bbe\u65bd\u51e0\u4e2a\u65b9\u9762&#xff0c;\u770b\u770b\u5305\u62ec DigitalOcean \u5728\u5185\u7684\u51e0\u4e2a\u4e3b\u8981 Baseten \u66ff\u4ee3\u65b9\u6848\u3002<\/p>\n<p>\u672c\u6587\u4e2d\u7684\u4ef7\u683c\u548c\u529f\u80fd\u4fe1\u606f\u5747\u57fa\u4e8e\u622a\u81f3 2026 \u5e74 8 \u6708\u516c\u5f00\u53ef\u67e5\u7684\u6587\u6863&#xff0c;\u4e0d\u540c\u5730\u533a\u548c\u5de5\u4f5c\u8d1f\u8f7d\u4e0b\u7684\u5b9e\u9645\u60c5\u51b5\u53ef\u80fd\u6709\u6240\u4e0d\u540c\u3002\u6700\u65b0\u4ef7\u683c\u548c\u53ef\u7528\u6027\u8bf7\u4ee5\u5404\u5e73\u53f0\u5b98\u65b9\u6587\u6863\u4e3a\u51c6\u3002<\/p>\n<p>\u6838\u5fc3\u7ed3\u8bba&#xff1a;<\/p>\n<ul>\n<li>Baseten \u7684\u66ff\u4ee3\u65b9\u6848\u5927\u81f4\u53ef\u4ee5\u5206\u4e3a\u5168\u6808\u4e91\u5e73\u53f0\u3001\u6258\u7ba1\u5f00\u653e\u6a21\u578b API&#xff0c;\u4ee5\u53ca\u4e13\u5c5e GPU \u90e8\u7f72\u5e73\u53f0\u3002\u5230\u5e95\u54ea\u4e00\u79cd\u66f4\u5408\u9002&#xff0c;\u53d6\u51b3\u4e8e\u4f60\u53ea\u662f\u60f3\u627e\u4e00\u4e2a\u7c7b\u4f3c\u7684\u63a8\u7406\u66ff\u4ee3\u54c1&#xff0c;\u8fd8\u662f\u5e0c\u671b\u628a\u6574\u4e2a AI \u6280\u672f\u6808\u4e00\u8d77\u6574\u5408\u3002<\/li>\n<li>\u66f4\u6362\u5e73\u53f0\u53ef\u4ee5\u907f\u514d Baseten Dedicated Deployment \u4e3a\u4e86\u9ad8\u53ef\u7528\u800c\u6301\u7eed\u7ef4\u6301\u591a\u4e2a\u5b9e\u4f8b\u6240\u5e26\u6765\u7684\u6700\u4f4e\u56fa\u5b9a\u6210\u672c&#xff0c;\u4e5f\u53ef\u4ee5\u83b7\u5f97 Baseten \u5f53\u524d\u4e0d\u652f\u6301\u7684\u524d\u6cbf\u6a21\u578b&#xff0c;\u5e76\u628a GPU Compute\u3001Database \u548c Orchestration \u7edf\u4e00\u5230\u540c\u4e00\u5957\u57fa\u7840\u8bbe\u65bd\u4e2d\u3002<\/li>\n<li>\u5728\u9009\u62e9\u5e73\u53f0\u4e4b\u524d&#xff0c;\u5e94\u8be5\u91cd\u70b9\u6bd4\u8f83\u6a21\u578b\u76ee\u5f55\u662f\u5426\u5339\u914d&#xff08;\u4ec5\u5f00\u653e\u6743\u91cd&#xff0c;\u8fd8\u662f\u540c\u65f6\u652f\u6301\u5f00\u653e\u6743\u91cd\u548c\u524d\u6cbf\u6a21\u578b&#xff09;\u3001\u8ba1\u8d39\u65b9\u5f0f&#xff08;\u6309\u5b9e\u4f8b\u8fd0\u884c\u65f6\u957f\u8fd8\u662f\u6309 Token&#xff09;\u3001Cold Start \u884c\u4e3a&#xff0c;\u4ee5\u53ca\u8fc1\u79fb\u6210\u672c\u3002<\/li>\n<li>\u4e3b\u8981\u7684 Baseten \u66ff\u4ee3\u65b9\u6848\u5305\u62ec DigitalOcean\u3001Fireworks AI\u2122\u3001Together AI\u2122\u3001RunPod\u2122\u3001Modal\u2122\u3001Replicate\u2122 \u548c Spheron\u2122\u3002<\/li>\n<\/ul>\n<h3>Baseten \u662f\u4ec0\u4e48&#xff1f;<\/h3>\n<p>Baseten\u662f\u4e00\u4e2a\u9762\u5411\u81ea\u5b9a\u4e49\u6a21\u578b\u548c\u5fae\u8c03\u6a21\u578b\u7684\u63a8\u7406\u4e0e\u8bad\u7ec3\u5e73\u53f0&#xff0c;\u6838\u5fc3\u662f\u4e13\u5c5e\u3001\u5355\u79df\u6237 GPU \u90e8\u7f72&#xff0c;\u5e76\u901a\u8fc7\u5176\u5f00\u6e90 Truss \u6846\u67b6\u5b8c\u6210\u6a21\u578b\u6253\u5305\u3002\u9664\u6b64\u4e4b\u5916&#xff0c;\u5b83\u8fd8\u63d0\u4f9b\u8f83\u8f7b\u91cf\u7684 Model APIs&#xff0c;\u9762\u5411\u5e38\u89c1 Open-weight Model \u6309 Token \u63d0\u4f9b\u670d\u52a1&#xff0c;\u800c\u4e0d\u662f\u6309\u7167\u6301\u7eed\u8fd0\u884c\u7684\u63a8\u7406\u5b9e\u4f8b\u8ba1\u8d39\u3002\u5bf9\u4e8e\u4e00\u5bb6\u89c4\u6a21\u5e76\u4e0d\u7b97\u7279\u522b\u5927\u7684\u516c\u53f8\u6765\u8bf4&#xff0c;Baseten \u7684\u5b89\u5168\u5408\u89c4\u80fd\u529b\u76f8\u5f53\u5b8c\u6574&#xff1a;\u5305\u62ec SOC 2 Type II\u3001HIPAA&#xff08;Health Insurance Portability and Accountability Act&#xff09;\u3001GDPR&#xff08;General Data Protection Regulation&#xff09;\u3001PCI DSS \u548c SOC 3&#xff0c;\u540c\u65f6\u540c\u6b65\u63a8\u7406\u9ed8\u8ba4\u542f\u7528 Zero Data Retention\u3002\u7531\u4e8e\u5f53\u524d\u6a21\u578b\u76ee\u5f55\u4ecd\u7136\u53ea\u8986\u76d6 Open-weight Model&#xff0c;\u56e0\u6b64\u5982\u679c\u56e2\u961f\u8fd8\u9700\u8981 GPT \u6216 Claude \u8fd9\u7c7b\u524d\u6cbf\u95ed\u6e90\u6a21\u578b&#xff0c;\u5c31\u9700\u8981\u53e6\u5916\u63a5\u5165\u4e00\u5bb6\u5e73\u53f0\u3002<\/p>\n<p>Baseten \u4e3b\u8981\u529f\u80fd&#xff1a;<\/p>\n<ul>\n<li>Truss&#xff1a;\u4e00\u4e2a\u5f00\u6e90\u6846\u67b6&#xff0c;\u7528\u4e8e\u628a\u6a21\u578b\u4ee3\u7801\u3001\u4f9d\u8d56\u548c\u786c\u4ef6\u914d\u7f6e\u6253\u5305\u6210\u53ef\u90e8\u7f72\u7684\u63a8\u7406\u670d\u52a1\u5668\u3002<\/li>\n<li>Chains SDK&#xff1a;\u7528\u4e8e\u7f16\u6392\u591a\u6a21\u578b\u5de5\u4f5c\u6d41&#xff0c;\u4f8b\u5982\u8bed\u97f3 AI\u3001Agent \u548c RAG Pipeline&#xff0c;\u540c\u65f6\u6bcf\u4e2a Deployment \u90fd\u5e26\u6709\u5185\u7f6e Observability Dashboard\u3002<\/li>\n<li>Baseten Training \u652f\u6301\u591a\u8282\u70b9 Fine-tuning Job&#xff0c;\u5e76\u53ef\u4ee5\u76f4\u63a5\u628a\u8bad\u7ec3\u7ed3\u679c\u63a8\u9001\u5230\u751f\u4ea7 Endpoint\u3002\u6bcf\u4e2a Dedicated Deployment \u4f1a\u8fd0\u884c\u5728\u4e00\u4e2a\u6216\u591a\u4e2a\u63a8\u7406\u5b9e\u4f8b\u4e0a&#xff0c;\u4e5f\u5c31\u662f\u6301\u7eed\u5206\u914d GPU \u8d44\u6e90\u5e76\u6301\u7eed\u8ba1\u8d39\u7684 Instance&#xff0c;\u76f4\u5230\u4f60\u5c06\u5176\u7f29\u5bb9&#xff1b;\u9ed8\u8ba4\u652f\u6301 Scale-to-zero\u3002<\/li>\n<\/ul>\n<p>Baseten \u4ef7\u683c&#xff1a;<\/p>\n<ul>\n<li>Dedicated GPU Deployment&#xff1a;\u7ea6 4.00 \u7f8e\u5143 \/ \u5c0f\u65f6&#xff08;A100&#xff09;\u30016.50 \u7f8e\u5143 \/ \u5c0f\u65f6&#xff08;H100&#xff09;\u30019.98 \u7f8e\u5143 \/ \u5c0f\u65f6&#xff08;B200&#xff09;<\/li>\n<li>Model APIs&#xff1a;\u5728\u53ef\u6bd4\u7684\u5f00\u653e\u6a21\u578b\u4e0a&#xff0c;\u7ea6\u4ece\u6bcf\u767e\u4e07 Token 0.10 \u7f8e\u5143\u8d77<\/li>\n<li>Pro \u548c Enterprise \u5957\u9910&#xff1a;&#xff08;\u81ea\u5b9a\u4e49 SLA\u3001BYOC \/ VPC Deployment&#xff09;&#xff1a;\u9700\u8054\u7cfb\u9500\u552e<\/li>\n<\/ul>\n<h3>\u4ece Baseten \u5207\u6362\u51fa\u53bb&#xff0c;\u6709\u54ea\u4e9b\u597d\u5904&#xff1f;<\/h3>\n<p>\u79bb\u5f00\u4ee5\u4e13\u5c5e\u63a8\u7406\u5b9e\u4f8b\u4e3a\u6838\u5fc3\u7684\u6258\u7ba1\u5e73\u53f0&#xff0c;\u901a\u5e38\u4e0d\u53ea\u662f\u4e3a\u4e86\u5bfb\u627e\u4e00\u4e2a\u66f4\u4fbf\u5b9c\u7684 GPU \u5c0f\u65f6\u4ef7\u683c\u3002\u771f\u6b63\u503c\u5f97\u6bd4\u8f83\u7684&#xff0c;\u8fd8\u6709\u4e0b\u9762\u8fd9\u4e9b\u65b9\u9762&#xff1a;<\/p>\n<ul>\n<li>\u6309\u5b9e\u9645\u4f7f\u7528\u91cf\u4ed8\u8d39&#xff0c;\u800c\u4e0d\u662f\u6309\u5b9e\u4f8b\u8fd0\u884c\u65f6\u95f4\u4ed8\u8d39&#xff1a;\u5728 Baseten \u4e0a&#xff0c;\u53ea\u8981\u4e00\u4e2a\u63a8\u7406\u5b9e\u4f8b\u5904\u4e8e\u8fd0\u884c\u72b6\u6001&#xff0c;\u4e0d\u7ba1\u8fd9\u4e00\u5c0f\u65f6\u5904\u7406 10 \u6b21\u8bf7\u6c42\u8fd8\u662f 10,000 \u6b21\u8bf7\u6c42&#xff0c;\u4f60\u90fd\u9700\u8981\u4e3a\u6574\u6bb5\u8fd0\u884c\u65f6\u95f4\u4ed8\u8d39\u3002\u5982\u679c\u4e3a\u4e86\u5197\u4f59\u4fdd\u6301\u7b2c\u4e8c\u4e2a\u5b9e\u4f8b\u5e38\u9a7b&#xff0c;\u90a3\u4e48\u5373\u4f7f\u5b9e\u9645\u6d41\u91cf\u53ea\u9700\u8981\u4e00\u4e2a\u5b9e\u4f8b&#xff0c;\u4e5f\u8981\u627f\u62c5\u4e24\u4e2a\u5b9e\u4f8b\u6301\u7eed\u8fd0\u884c\u7684\u6210\u672c\u3002\u9009\u62e9\u6309 Token \u6216\u6309\u79d2\u8ba1\u8d39\u7684\u66ff\u4ee3\u65b9\u6848\u540e&#xff0c;\u5bf9\u4e8e\u5e38\u89c4\u63a8\u7406\u5de5\u4f5c\u8d1f\u8f7d&#xff0c;\u53ef\u4ee5\u907f\u514d\u8fd9\u7c7b\u6301\u7eed\u8fd0\u884c\u5b9e\u4f8b\u5e26\u6765\u7684\u6700\u4f4e\u56fa\u5b9a\u6210\u672c\u3002<\/li>\n<li>\u5982\u679c\u9700\u8981\u524d\u6cbf\u6a21\u578b&#xff0c;\u53ef\u4ee5\u51cf\u5c11\u7b2c\u4e8c\u5bb6\u5e73\u53f0&#xff1a;Baseten \u7684\u6a21\u578b\u76ee\u5f55\u53ea\u63d0\u4f9b Open-weight Model\u3002\u5982\u679c\u4f60\u7684\u5e94\u7528\u8fd8\u9700\u8981\u95ed\u6e90\u6a21\u578b&#xff0c;\u73b0\u5728\u5c31\u5f97\u989d\u5916\u7ef4\u62a4\u7b2c\u4e8c\u5bb6\u5e73\u53f0\u3002\u90e8\u5206\u66ff\u4ee3\u65b9\u6848&#xff0c;\u4f8b\u5982 DigitalOcean&#xff0c;\u53ef\u4ee5\u628a\u524d\u6cbf\u6a21\u578b\u548c\u5f00\u653e\u6a21\u578b\u653e\u5728\u540c\u4e00\u4e2a Key \u540e\u9762&#xff1b;\u5176\u4ed6\u5e73\u53f0\u5219\u66f4\u4e13\u6ce8\u4e8e\u5f00\u653e\u6a21\u578b\u6570\u91cf\u548c Fine-tuning\u3002\u4e0d\u7ba1\u9009\u62e9\u54ea\u79cd\u65b9\u6848&#xff0c;\u66f4\u6362\u5e73\u53f0\u90fd\u6709\u53ef\u80fd\u51cf\u5c11\u56e0\u4e3a\u6a21\u578b\u76ee\u5f55\u7f3a\u53e3\u800c\u4e0d\u5f97\u4e0d\u7ef4\u62a4\u7684\u7b2c\u4e8c\u5957\u5e73\u53f0\u5173\u7cfb\u3002<\/li>\n<li>Cold Start \u4e0d\u9700\u8981\u4e3a\u4e86\u201c\u4fdd\u6301\u5524\u9192\u201d\u957f\u671f\u652f\u4ed8\u5197\u4f59\u5b9e\u4f8b\u6210\u672c&#xff1a;Baseten \u7684 Dedicated Tier \u9ed8\u8ba4\u652f\u6301 Scale-to-zero&#xff0c;\u4f46\u5728\u7f29\u5bb9\u4ee5\u540e\u91cd\u65b0\u542f\u52a8\u7684\u90a3\u51e0\u5206\u949f\u91cc&#xff0c;\u5373\u4f7f\u8fd8\u6ca1\u6709\u8fd4\u56de\u7b2c\u4e00\u6761 Response&#xff0c;\u4e5f\u4ecd\u7136\u5728\u8ba1\u8d39\u3002\u8fd9\u4e5f\u662f\u4e3a\u4ec0\u4e48 Baseten \u81ea\u5df1\u7684\u6587\u6863\u5efa\u8bae\u4fdd\u6301\u4e24\u4e2a\u5b9e\u4f8b\u5904\u4e8e Warm \u72b6\u6001\u2014\u2014\u4f46\u8fd9\u6837\u53c8\u91cd\u65b0\u5f15\u5165\u4e86\u524d\u9762\u63d0\u5230\u7684\u5197\u4f59\u6210\u672c\u3002Serverless-first \u5e73\u53f0\u57fa\u672c\u53ef\u4ee5\u907f\u5f00\u8fd9\u79cd\u53d6\u820d&#xff1a;\u6ca1\u6709\u5fc5\u987b\u6301\u7eed\u8fd0\u884c\u7684\u5b9e\u4f8b&#xff0c;\u4e5f\u5c31\u4e0d\u9700\u8981\u4e3a\u4e86 Warm Standby \u957f\u671f\u652f\u4ed8\u989d\u5916\u6210\u672c\u3002\u4f8b\u5982 DigitalOcean Inference Router \u6309 Token \u8ba1\u8d39&#xff0c;\u4e0d\u9700\u8981\u7ba1\u7406\u5e38\u9a7b\u63a8\u7406\u5b9e\u4f8b\u3002<\/li>\n<li>\u5e73\u53f0\u8303\u56f4\u66f4\u8d34\u8fd1\u5b8c\u6574\u5e94\u7528\u6808&#xff1a;Baseten \u7684\u4ea7\u54c1\u91cd\u70b9\u662f\u63a8\u7406\u548c\u8bad\u7ec3&#xff0c;\u56e0\u6b64 Database\u3001Storage \u548c\u901a\u7528 Compute \u4ecd\u7136\u9700\u8981\u53e6\u4e00\u5bb6 Cloud\u3002\u6362\u5230 DigitalOcean \u8fd9\u6837\u7684 Full-stack Platform&#xff0c;\u53ef\u4ee5\u628a\u8fd9\u4e9b\u80fd\u529b\u653e\u5230\u540c\u4e00\u5f20\u8d26\u5355\u91cc&#xff0c;\u800c\u4e0d\u7528\u4e3a\u4e86\u6a21\u578b\u4e4b\u5916\u7684\u90e8\u5206\u518d\u7ef4\u62a4\u53e6\u4e00\u5bb6\u5e73\u53f0\u3002<\/li>\n<li>\u8fc1\u79fb\u6210\u672c\u4e3b\u8981\u96c6\u4e2d\u5728\u4e00\u6b21\u6027\u5207\u6362&#xff0c;\u800c\u4e0d\u662f\u957f\u671f\u7ef4\u62a4&#xff1a;\u56e0\u4e3a\u5927\u591a\u6570 Baseten \u66ff\u4ee3\u65b9\u6848\u90fd\u63d0\u4f9b OpenAI-compatible Endpoint&#xff0c;\u6240\u4ee5\u5927\u90e8\u5206\u8fc1\u79fb\u5de5\u4f5c\u96c6\u4e2d\u5728\u4e00\u6b21\u6027\u7684 Integration Change\u3002<\/li>\n<\/ul>\n<p>DigitalOcean \u4f1a\u5728 OpenAI \u548c Anthropic \u53d1\u5e03\u65b0\u7684\u524d\u6cbf\u6a21\u578b\u540e\u5feb\u901f\u4e0a\u7ebf\u652f\u6301\u3002\u53ef\u4ee5\u8bbf\u95ee\u5353\u666e\u4e91\u5b98\u7f51\u67e5\u770b\u6211\u4eec\u7684\u6700\u65b0\u6a21\u578b\u53d1\u5e03\u4e0e\u529f\u80fd\u66f4\u65b0\u3002<\/p>\n<h3>\u5982\u4f55\u9009\u62e9 Baseten \u66ff\u4ee3\u65b9\u6848&#xff1f;<\/h3>\n<p>\u4e0d\u540c\u7684 Baseten \u66ff\u4ee3\u65b9\u6848\u89e3\u51b3\u7684\u95ee\u9898\u5e76\u4e0d\u4e00\u6837&#xff0c;\u54ea\u4e00\u4e2a\u6700\u9002\u5408\u4f60&#xff0c;\u53d6\u51b3\u4e8e\u516c\u53f8\u5c5e\u4e8e\u4e0b\u9762\u54ea\u79cd\u60c5\u51b5&#xff1a;<\/p>\n<ul>\n<li>\u5982\u679c\u4f60\u7684\u5e94\u7528\u540c\u65f6\u9700\u8981\u95ed\u6e90\u524d\u6cbf\u6a21\u578b\u548c Open-weight Model&#xff0c;\u90a3\u4e48 Model Catalog Fit \u57fa\u672c\u51b3\u5b9a\u4e86\u4e00\u5207\u3002\u5e94\u8be5\u5148\u628a\u5019\u9009\u8303\u56f4\u7f29\u5c0f\u5230\u80fd\u591f\u901a\u8fc7\u540c\u4e00\u4e2a Key \u63d0\u4f9b\u4e24\u7c7b\u6a21\u578b\u7684\u5e73\u53f0&#xff0c;\u518d\u6bd4\u8f83\u5176\u4ed6\u56e0\u7d20\u3002<\/li>\n<li>\u5982\u679c\u6d41\u91cf\u5177\u6709\u660e\u663e\u7a81\u53d1\u6027&#xff0c;\u6216\u8005\u96be\u4ee5\u9884\u6d4b&#xff0c;\u6309 Token \u6216\u6309\u79d2\u8ba1\u8d39\u901a\u5e38\u66f4\u80fd\u907f\u514d\u4e3a Idle Capacity \u4e70\u5355&#xff0c;\u800c Baseten \u7684\u6210\u672c\u4f1a\u968f\u7740\u63a8\u7406\u5b9e\u4f8b\u6301\u7eed\u8fd0\u884c\u65f6\u95f4\u589e\u52a0\u3002\u4e0d\u8fc7&#xff0c;\u5982\u679c\u6d41\u91cf\u6301\u7eed\u7a33\u5b9a\u4e14\u541e\u5410\u91cf\u5f88\u9ad8&#xff0c;Dedicated GPU \u7684\u5355\u4f4d\u8bf7\u6c42\u6210\u672c\u4ecd\u7136\u53ef\u80fd\u66f4\u4f4e\u3002<\/li>\n<li>\u5982\u679c Cold Start \u6216\u4e3a\u4e86\u9ad8\u53ef\u7528\u957f\u671f\u8fd0\u884c\u7684\u5197\u4f59\u5b9e\u4f8b&#xff0c;\u662f Baseten \u8d26\u5355\u589e\u957f\u7684\u4e3b\u8981\u539f\u56e0&#xff0c;\u5c31\u5e94\u8be5\u91cd\u70b9\u7814\u7a76\u5404\u4e2a\u66ff\u4ee3\u65b9\u6848\u5982\u4f55\u5904\u7406 Scale-to-zero \u548c Warm Pool&#xff0c;\u56e0\u4e3a\u8fd9\u7c7b\u673a\u5236\u5f80\u5f80\u6700\u5bb9\u6613\u4ea7\u751f\u9884\u671f\u4e4b\u5916\u7684\u6210\u672c\u3002<\/li>\n<li>\u5982\u679c\u4f60\u6240\u5728\u7684\u662f\u53d7\u76d1\u7ba1\u884c\u4e1a&#xff0c;\u6216\u8005\u5ba2\u6237\u5408\u540c\u8981\u6c42\u660e\u786e\u7684 Uptime Commitment&#xff0c;\u9996\u5148\u5e94\u8be5\u6839\u636e SLA Level \u548c\u5408\u89c4\u8ba4\u8bc1\u8fdb\u884c\u7b5b\u9009&#xff0c;\u4f8b\u5982 SOC 2\u3001ISO 27001\u3002\u5373\u4f7f\u5176\u4ed6\u65b9\u9762\u90fd\u5f88\u5408\u9002&#xff0c;\u5982\u679c\u5408\u89c4\u8981\u6c42\u8fc7\u4e0d\u4e86&#xff0c;\u4e5f\u6ca1\u6709\u7ee7\u7eed\u6bd4\u8f83\u7684\u610f\u4e49\u3002<\/li>\n<li>\u5982\u679c\u8fc1\u79fb\u5468\u671f\u624d\u662f\u6700\u5927\u7ea6\u675f&#xff0c;\u5e94\u8be5\u628a OpenAI Compatibility \u548c Feature Parity \u653e\u5728\u6210\u672c\u6216\u6a21\u578b\u6570\u91cf\u4e4b\u524d&#xff0c;\u5305\u62ec Streaming\u3001Function Calling\u3001Fine-tune Export \u7b49\u3002\u5982\u679c\u4e00\u6b21\u5207\u6362\u8981\u82b1\u4e00\u4e2a\u5b63\u5ea6&#xff0c;\u90a3\u4e48\u7eb8\u9762\u4e0a\u6700\u4fbf\u5b9c\u7684\u5e73\u53f0&#xff0c;\u5b9e\u9645\u4e0a\u672a\u5fc5\u6700\u7701\u94b1\u3002<\/li>\n<\/ul>\n<h3>7 \u4e2a\u503c\u5f97\u5173\u6ce8\u7684 Baseten \u66ff\u4ee3\u65b9\u6848<\/h3>\n<table>\n<tr>\u65b9\u6848\u66f4\u9002\u5408*\u4e3b\u8981\u529f\u80fd\u4ef7\u683c<\/tr>\n<tbody>\n<tr>\n<td>Baseten<\/td>\n<td>\u4e3a\u81ea\u5b9a\u4e49\u6a21\u578b\u548c\u5fae\u8c03\u6a21\u578b\u8fd0\u884c\u4e13\u5c5e\u3001\u5355\u79df\u6237 GPU Deployment<\/td>\n<td>Truss Packaging Framework\u3001Model APIs\u3001\u591a\u8282\u70b9\u8bad\u7ec3\u5e76\u76f4\u63a5\u63a8\u5411\u751f\u4ea7<\/td>\n<td>Dedicated GPU \u6839\u636e\u578b\u53f7\u7ea6 4.00&#xff5e;9.98 \u7f8e\u5143 \/ \u5c0f\u65f6&#xff1b;\u53ef\u6bd4\u5f00\u653e\u6a21\u578b\u7684 Model APIs \u7ea6\u4ece 0.10 \u7f8e\u5143 \/ \u767e\u4e07 Token \u8d77<\/td>\n<\/tr>\n<tr>\n<td>DigitalOcean<\/td>\n<td>\u9700\u8981\u6269\u5c55\u63a8\u7406\u548c Agent \u5de5\u4f5c\u8d1f\u8f7d\u7684 AI-native \u4f01\u4e1a<\/td>\n<td>Inference Router\u3001\u4e00\u4e2a Key \u8bbf\u95ee 70&#043; \u524d\u6cbf\u548c\u5f00\u653e\u6a21\u578b\u3001\u7edf\u4e00 Cloud Billing\u3001\u9ed8\u8ba4 Zero Data Retention<\/td>\n<td>Serverless \u8f93\u5165 Token \u7ea6 0.10&#xff5e;1.05 \u7f8e\u5143 \/ \u767e\u4e07&#xff1b;Dedicated Inference \u4ece 2.59 \u7f8e\u5143 \/ GPU-hour \u8d77&#xff1b;OpenAI \/ Anthropic Batch \u6700\u9ad8\u4f18\u60e0 50%<\/td>\n<\/tr>\n<tr>\n<td>Fireworks AI<\/td>\n<td>\u5e0c\u671b\u9ad8\u6027\u80fd\u6258\u7ba1 Open-weight Model&#xff0c;\u4f46\u4e0d\u9700\u8981\u5b8c\u6574 Cloud Stack \u7684\u56e2\u961f<\/td>\n<td>FireAttention Inference Engine\u3001400&#043; \u6a21\u578b\u3001Multi-LoRA Fine-tuning\u3001Dedicated GPU<\/td>\n<td>\u6309 Token&#xff0c;\u6839\u636e\u6a21\u578b\u7ea6 0.07&#xff5e;0.90 \u7f8e\u5143 \/ \u767e\u4e07 Token&#xff1b;Batch \u7ea6 50% \u6298\u6263<\/td>\n<\/tr>\n<tr>\n<td>Together AI<\/td>\n<td>\u9700\u8981\u5927\u91cf Open-source Model \u548c\u6210\u719f Fine-tuning Tooling \u7684\u56e2\u961f<\/td>\n<td>200&#043; \u5f00\u653e\u6a21\u578b\u3001LoRA \/ Full Fine-tuning\u3001GPU Cluster\u3001Code Sandbox<\/td>\n<td>Serverless \u7ea6 0.03&#xff5e;4.50 \u7f8e\u5143 \/ \u767e\u4e07 Token&#xff1b;Dedicated H100 \u7ea6 3.99&#xff5e;6.49 \u7f8e\u5143 \/ \u5c0f\u65f6&#xff1b;Fine-tuning \u6309 Training Token \u6536\u8d39<\/td>\n<\/tr>\n<tr>\n<td>RunPod<\/td>\n<td>\u5e0c\u671b\u5728\u540c\u4e00\u4e2a\u8d26\u53f7\u91cc\u5b8c\u6210 Training \u548c Inference<\/td>\n<td>Community \/ Secure Cloud \/ Serverless\u3001\u591a\u5c42 GPU Capacity\u3001Cold Start \u4f4e\u4e8e 200ms<\/td>\n<td>H100 \u6839\u636e Tier \u7ea6 2.69&#xff5e;3.29 \u7f8e\u5143 \/ \u5c0f\u65f6&#xff0c;\u6309\u79d2\u8ba1\u8d39<\/td>\n<\/tr>\n<tr>\n<td>Modal<\/td>\n<td>\u5e0c\u671b\u4ee5 Code-first \u65b9\u5f0f\u4f7f\u7528 Serverless GPU \u90e8\u7f72\u6a21\u578b<\/td>\n<td>Python-native Decorator\u30019 \u79cd GPU\u3001Scale-to-zero<\/td>\n<td>\u6309\u79d2\u8ba1\u8d39&#xff0c;H100 \u7ea6 0.0011 \u7f8e\u5143 \/ \u79d2&#xff0c;\u672a\u5305\u542b Region Multiplier<\/td>\n<\/tr>\n<tr>\n<td>Replicate<\/td>\n<td>\u60f3\u5feb\u901f\u8fd0\u884c\u5f00\u653e\u6a21\u578b\u548c\u793e\u533a\u6a21\u578b&#xff0c;\u4e0d\u60f3\u7ba1\u7406\u670d\u52a1\u5668<\/td>\n<td>Public \/ Custom Model Marketplace\u3001\u7b80\u5355 API<\/td>\n<td>GPU \u6309\u79d2\u8ba1\u8d39&#xff0c;T4 \u7ea6 0.000225 \u7f8e\u5143 \/ \u79d2\u8d77&#xff0c;H100 \u7ea6 0.001525 \u7f8e\u5143 \/ \u79d2&#xff1b;\u90e8\u5206\u6a21\u578b\u6309 Output \u56fa\u5b9a\u8ba1\u8d39<\/td>\n<\/tr>\n<tr>\n<td>Spheron<\/td>\n<td>\u5e0c\u671b\u4f7f\u7528\u4f4e\u6210\u672c\u53bb\u4e2d\u5fc3\u5316 GPU Network \u90e8\u7f72\u6a21\u578b<\/td>\n<td>\u53bb\u4e2d\u5fc3\u5316 GPU Marketplace\u3001BYOM&#xff08;Bring Your Own Model&#xff09;<\/td>\n<td>H100 On-demand \u7ea6 2.01&#xff5e;2.64 \u7f8e\u5143 \/ \u5c0f\u65f6&#xff0c;\u6309\u79d2\u8ba1\u8d39&#xff1b;Spot \u7ea6 0.80 \u7f8e\u5143 \/ \u5c0f\u65f6\u8d77&#xff0c;\u5177\u4f53\u53d6\u51b3\u4e8e Node<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>*\u8fd9\u91cc\u7684\u201c\u66f4\u9002\u5408\u201d\u57fa\u4e8e\u516c\u5f00\u7684\u7b2c\u4e09\u65b9\u8bc4\u4ef7\u4ee5\u53ca\u516c\u5171\u8bba\u575b\u4e2d\u7684\u7528\u6237\u7ecf\u9a8c&#xff0c;\u4ec5\u4ee3\u8868\u4e00\u79cd\u5224\u65ad&#xff0c;\u5e76\u4e0d\u662f\u7ecf\u8fc7\u9a8c\u8bc1\u7684\u4e8b\u5b9e\u3001\u5b8c\u6574\u6570\u636e\u6216\u5bf9\u76f8\u5173\u670d\u52a1\u7684\u6700\u7ec8\u7ed3\u8bba\u3002<\/p>\n<h3>Baseten \u66ff\u4ee3\u65b9\u6848\u5177\u4f53\u6709\u54ea\u4e9b&#xff1f;<\/h3>\n<p>\u8fd9\u4e9b Baseten \u66ff\u4ee3\u65b9\u6848\u5927\u81f4\u53ef\u4ee5\u6309\u4f60\u771f\u6b63\u8d2d\u4e70\u7684\u80fd\u529b\u5206\u6210\u51e0\u7c7b&#xff1a;<\/p>\n<ul>\n<li>\u50cf DigitalOcean \u8fd9\u6837\u7684\u5168\u6808\u5e73\u53f0&#xff0c;\u4f1a\u628a Model Catalog\u3001Router \u548c\u5468\u8fb9 Cloud Infrastructure \u653e\u5728\u540c\u4e00\u5957\u8d26\u53f7\u548c\u8d26\u5355\u4e0b\u3002<\/li>\n<li>\u4e13\u4e1a Serverless Inference Host \u63d0\u4f9b\u9884\u5148\u6258\u7ba1\u597d\u7684 Open Model Catalog&#xff0c;\u4f60\u53ef\u4ee5\u76f4\u63a5 API \u8c03\u7528&#xff0c;\u4e0d\u9700\u8981\u81ea\u5df1\u7ba1\u7406\u57fa\u7840\u8bbe\u65bd\u3002<\/li>\n<li>Deployment Platform \u4e0e Baseten \u6838\u5fc3\u5b9a\u4f4d\u66f4\u63a5\u8fd1&#xff0c;\u53ef\u4ee5\u8ba9\u4f60\u66f4\u6df1\u5165\u63a7\u5236\u6a21\u578b\u5982\u4f55\u8fd0\u884c&#xff0c;\u5305\u62ec GPU Capacity\u3001Custom Container \u548c\u53bb\u4e2d\u5fc3\u5316 Compute&#xff0c;\u4f46\u76f8\u5e94\u4e5f\u8981\u81ea\u5df1\u627f\u62c5\u66f4\u591a\u57fa\u7840\u8bbe\u65bd\u7ba1\u7406\u5de5\u4f5c\u3002<\/li>\n<\/ul>\n<h4>\u5168\u6808\u5e73\u53f0<\/h4>\n<p>Full-stack Platform \u4f1a\u628a\u6a21\u578b\u76ee\u5f55\u3001Router&#xff0c;\u4ee5\u53ca\u5468\u8fb9\u7684 Cloud Capability\u2014\u2014Database\u3001Storage\u3001Kubernetes\u2014\u2014\u653e\u5728\u540c\u4e00\u4e2a\u8d26\u53f7\u548c\u8d26\u5355\u4e2d&#xff0c;\u800c\u4e0d\u662f\u8981\u6c42\u4f60\u81ea\u5df1\u628a\u8fd9\u4e9b\u90e8\u5206\u62fc\u8d77\u6765\u3002<\/p>\n<h5>DigitalOcean&#xff1a;\u9002\u5408\u6269\u5c55\u63a8\u7406\u548c Agent \u5de5\u4f5c\u8d1f\u8f7d\u7684 AI-native \u4f01\u4e1a<\/h5>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260903014912-6a98d218182c2.jpg\" alt=\"images (11).jpeg\" \/><\/p>\n<p>DigitalOcean \u662f\u4e00\u4e2a AI-native Cloud&#xff0c;\u4ece\u4e00\u5f00\u59cb\u5c31\u6309\u7167\u5b8c\u6574\u6280\u672f\u6808\u6765\u6784\u5efa&#xff0c;\u800c\u4e0d\u662f\u540e\u6765\u989d\u5916\u53e0\u52a0\u4e00\u4e2a\u63a8\u7406\u4ea7\u54c1\u3002\u5b83\u628a\u57fa\u7840\u8bbe\u65bd\u3001\u6838\u5fc3\u4e91\u670d\u52a1\u3001\u63a8\u7406\u5f15\u64ce&#xff0c;\u4ee5\u53ca\u6570\u636e\u548c Learning Tool \u7edf\u4e00\u5728\u540c\u4e00\u4e2a\u8d26\u53f7\u4e0b\u3002\u63a8\u7406\u5f15\u64ce\u53ef\u4ee5\u901a\u8fc7\u4e00\u4e2a\u517c\u5bb9 OpenAI \u7684 Key \u8bbf\u95ee 70 \u591a\u4e2a\u5f00\u653e\u548c\u591a\u6a21\u6001\u6a21\u578b&#xff0c;\u540c\u65f6\u8fd8\u80fd\u4ee3\u7406\u8bbf\u95ee GPT \u548c Claude \u7b49\u524d\u6cbf\u6a21\u578b\u3002\u6807\u51c6\u63a8\u7406\u6309\u7167 Token \u8ba1\u8d39&#xff0c;\u800c\u4e0d\u662f\u50cf Baseten Dedicated Deployment \u90a3\u6837\u6309\u7167\u6bcf\u4e2a\u63a8\u7406\u5b9e\u4f8b\u7684\u6301\u7eed\u8fd0\u884c\u65f6\u95f4\u6536\u8d39&#xff0c;\u56e0\u6b64\u4e0d\u4f1a\u56e0\u4e3a\u9ad8\u53ef\u7528\u800c\u4ea7\u751f\u957f\u671f\u7ef4\u6301\u5197\u4f59\u5b9e\u4f8b\u7684\u56fa\u5b9a\u6210\u672c\u3002\u5982\u679c\u56e2\u961f\u786e\u5b9e\u9700\u8981\u4e13\u7528\u7684\u3001\u5355\u79df\u6237 GPU&#xff0c;\u53ef\u4ee5\u4f7f\u7528 GPU Droplets\u4e91\u670d\u52a1\u5668&#xff0c;\u5e76\u6309\u79d2\u8ba1\u8d39\u3002\u8fd9\u4e9b GPU Capacity \u4e0e\u6258\u7ba1\u6570\u636e\u3001Kubernetes \u548c\u5b58\u50a8\u8d44\u6e90\u8fd0\u884c\u5728\u540c\u4e00\u4e2a\u8d26\u53f7\u91cc&#xff0c;\u4e5f\u5c31\u4e0d\u9700\u8981\u4e3a\u4e86\u8bbf\u95ee\u524d\u6cbf\u6a21\u578b\u518d\u989d\u5916\u7ef4\u62a4\u4e00\u5957\u5e73\u53f0\u5173\u7cfb\u3002<\/p>\n<p>DigitalOcean \u4e3b\u8981\u529f\u80fd&#xff1a;<\/p>\n<ul>\n<li>DigitalOcean \u6258\u7ba1\u6a21\u578b\u9ed8\u8ba4\u542f\u7528 Zero Data Retention&#xff0c;\u540c\u65f6\u63d0\u4f9b VPC-on-serverless \u548c Prompt Injection Guardrail&#xff08;\u63d0\u793a\u8bcd\u6ce8\u5165\u62a4\u680f&#xff09;\u3002<\/li>\n<li>\u63a8\u7406\u8def\u7531\u5668\u53ef\u4ee5\u6839\u636e\u4f60\u8bbe\u5b9a\u7684\u6210\u672c\u3001\u5ef6\u8fdf\u6216\u4efb\u52a1\u7b56\u7565&#xff0c;\u4e3a\u6bcf\u6b21\u8bf7\u6c42\u9009\u62e9\u6a21\u578b&#xff0c;\u5e76\u5728\u7edf\u4e00\u7cfb\u7edf\u4e2d\u5904\u7406 Serverless&#xff08;\u65e0\u670d\u52a1\u5668\u63a8\u7406&#xff09;\u3001Dedicated&#xff08;\u4e13\u7528\u63a8\u7406&#xff09; \u548c Batch Inference&#xff08;\u6279\u91cf\u63a8\u7406&#xff09;\u3002<\/li>\n<li>Postgres\u6258\u7ba1\u670d\u52a1 &#043; pgvector&#xff0c;\u4ee5\u53ca\u652f\u6301 Nodepool Scale-to-zero \u7684 Kubernetes&#xff0c;\u90fd\u53ef\u4ee5\u548c\u4f60\u7684\u63a8\u7406\u5171\u7528\u540c\u4e00\u4e2a\u8d26\u53f7\u3002<\/li>\n<\/ul>\n<p>**DigitalOcean \u4ef7\u683c&#xff1a;**<\/p>\n<ul>\n<li>Serverless Inference&#xff1a;\u6839\u636e\u6a21\u578b\u4e0d\u540c&#xff0c;\u8f93\u5165\u4ef7\u683c\u7ea6 0.10&#xff5e;1.05&#043; \u7f8e\u5143 \/ \u767e\u4e07 Token<\/li>\n<li>Dedicated Inference&#xff1a;AMD MI300X \u8d77\u4ef7 2.59 \u7f8e\u5143 \/ GPU-hour&#xff0c;\u5177\u4f53\u53d6\u51b3\u4e8e GPU \u578b\u53f7<\/li>\n<li>Batch Inference&#xff1a;OpenAI \u548c Anthropic \u6a21\u578b\u6700\u9ad8\u53ef\u4f18\u60e0 50%<\/li>\n<li>GPU Droplets&#xff1a;\u6839\u636e GPU \u578b\u53f7&#xff0c;\u7ea6 0.76&#xff5e;11.19 \u7f8e\u5143 \/ \u5c0f\u65f6<\/li>\n<\/ul>\n<p>\u628a GPU \u8ba1\u7b97\u8d44\u6e90\u4ee5\u53ca\u5468\u8fb9\u670d\u52a1\u6574\u5408\u5230\u540c\u4e00\u5f20\u8d26\u5355&#xff0c;\u5e76\u4e0d\u53ea\u662f\u7406\u8bba\u4e0a\u7684\u4f18\u52bf\u3002DigitalOcean \u7684\u5ba2\u6237Traversal \u5c31\u628a AI Agent \u8fd0\u884c\u5728 DigitalOcean Kubernetes \u4e0a&#xff0c;\u7528 GPU Droplets \u8fdb\u884c\u6a21\u578b\u8bad\u7ec3\u548c Fine-tuning&#xff0c;\u518d\u901a\u8fc7 Serverless Inference \u63d0\u4f9b\u751f\u4ea7\u63a8\u7406&#xff0c;\u5168\u90e8\u90fd\u5728\u540c\u4e00\u4e2a\u8d26\u53f7\u5185\u5b8c\u6210\u3002<\/p>\n<h4>Serverless \u63a8\u7406\u5e73\u53f0<\/h4>\n<p>\u8fd9\u4e9b Baseten \u66ff\u4ee3\u65b9\u6848\u4f1a\u628a\u5f00\u653e\u6a21\u578b\u6258\u7ba1\u5728 Managed API \u540e\u9762&#xff0c;\u548c Baseten \u81ea\u5df1\u7684 Model APIs \u7c7b\u4f3c&#xff0c;\u4f46\u4e0d\u8981\u6c42\u4f60\u81ea\u5df1\u7ba1\u7406 Dedicated Replica Infrastructure\u3002<\/p>\n<h5>Fireworks AI&#xff1a;\u9002\u5408\u9700\u8981\u5feb\u901f\u8fd0\u884c Open-weight Model&#xff0c;\u4f46\u4e0d\u9700\u8981\u5b8c\u6574 Cloud Stack \u7684\u56e2\u961f<\/h5>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260903014912-6a98d21875a53.jpg\" alt=\"images (12).jpeg\" \/><\/p>\n<p>Fireworks AI \u7684\u56e2\u961f\u6210\u5458\u66fe\u53c2\u4e0e Meta PyTorch \u76f8\u5173\u5de5\u4f5c&#xff0c;\u76ee\u524d\u901a\u8fc7\u81ea\u7814 FireAttention Inference Engine \u63d0\u4f9b 400 \u591a\u4e2a Open-source \u548c Multimodal Model\u3002\u5b83\u652f\u6301 Fine-tuning&#xff0c;\u5305\u62ec Multi-LoRA&#xff0c;\u4e5f\u63d0\u4f9b Dedicated GPU Deployment&#xff0c;\u4ee5\u53ca Function Calling \u8fd9\u7c7b Compound AI \u529f\u80fd\u3002\u548c Baseten \u7c7b\u4f3c&#xff0c;Fireworks AI \u4e3b\u8981\u805a\u7126\u6a21\u578b\u5c42&#xff0c;Database\u3001Storage \u548c\u5176\u4ed6\u5e94\u7528\u57fa\u7840\u8bbe\u65bd\u4ecd\u7136\u9700\u8981\u653e\u5728\u53e6\u4e00\u5bb6\u5e73\u53f0\u4e0a&#xff0c;\u800c\u4e14 Model Catalog \u540c\u6837\u53ea\u8986\u76d6 Open-weight Model\u3002\u56e2\u961f\u901a\u5e38\u4f1a\u5728\u9700\u8981\u9ad8\u541e\u5410\u6258\u7ba1 Open Model\u3001\u4f46\u53c8\u4e0d\u60f3\u76f4\u63a5\u8fd0\u7ef4 GPU \u65f6\u8003\u8651 Fireworks AI&#xff0c;\u7528\u66f4\u5c11\u7684\u57fa\u7840\u8bbe\u65bd\u63a7\u5236\u6362\u53d6\u4f7f\u7528\u4e0a\u7684\u7b80\u5355\u3002\u4e0d\u8fc7&#xff0c;\u56e0\u4e3a Fireworks AI \u548c Baseten \u90fd\u4e0d\u63d0\u4f9b\u95ed\u6e90\u524d\u6cbf\u6a21\u578b&#xff0c;\u6240\u4ee5\u5728\u4e24\u8005\u4e4b\u95f4\u5207\u6362&#xff0c;\u5e76\u4e0d\u80fd\u89e3\u51b3 Frontier Model \u7f3a\u53e3&#xff0c;\u53ea\u662f\u5728\u4e24\u4e2a Open-weight-only Host \u4e4b\u95f4\u505a\u9009\u62e9\u3002<\/p>\n<p>Fireworks AI \u4e3b\u8981\u529f\u80fd&#xff1a;<\/p>\n<ul>\n<li>FireOptimizer \u53ef\u4ee5\u628a Early Stopping \u7b49 Training Decision \u4e0e Application-level KPI \u5173\u8054&#xff0c;\u800c\u4e0d\u53ea\u662f\u4f9d\u8d56 Proxy Metric\u3002<\/li>\n<li>Custom Training API \u5141\u8bb8\u56e2\u961f\u81ea\u5df1\u5e26 Training Loop \u548c Objective&#xff0c;\u7528\u4e8e Post-training \u5de5\u4f5c\u3002<\/li>\n<li>\u9664\u6838\u5fc3 Serverless Catalog \u5916&#xff0c;\u8fd8\u63d0\u4f9b Dedicated GPU Deployment&#xff0c;\u9002\u5408\u5df2\u7ecf\u8d85\u51fa Shared Capacity \u7684\u5de5\u4f5c\u8d1f\u8f7d\u3002<\/li>\n<\/ul>\n<p>Fireworks AI \u4ef7\u683c&#xff1a;<\/p>\n<ul>\n<li>Pay-as-you-go&#xff1a;\u6839\u636e\u6a21\u578b\u4e0d\u540c&#xff0c;\u7ea6 0.07&#xff5e;0.90 \u7f8e\u5143 \/ \u767e\u4e07 Token<\/li>\n<li>Batch Job&#xff1a;\u7ea6 50% \u6298\u6263<\/li>\n<\/ul>\n<h5>Together AI&#xff1a;\u9002\u5408\u9700\u8981\u5927\u89c4\u6a21\u5f00\u653e\u6a21\u578b\u76ee\u5f55\u548c\u6210\u719f Fine-tuning \u5de5\u5177\u7684\u56e2\u961f<\/h5>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260903014912-6a98d218a8943.jpg\" alt=\"images (13).jpeg\" \/><\/p>\n<p>Together AI \u81ea\u5df1\u62e5\u6709\u5e76\u8fd0\u884c\u652f\u6491 Inference\u3001Fine-tuning \u548c Training \u4ea7\u54c1\u7684 GPU Infrastructure&#xff0c;\u6a21\u578b\u76ee\u5f55\u8986\u76d6 Kimi K3\u3001DeepSeek\u3001GLM \u7b49\u6a21\u578b\u3002\u5176\u4ef7\u683c\u5206\u6210 4 \u5957\u72ec\u7acb\u8ba1\u8d39\u4ea7\u54c1&#xff1a;Serverless Token\u3001Dedicated Endpoint\u3001GPU \u96c6\u7fa4\u548c Fine-tuning\u3002\u6bcf\u4e00\u9879\u90fd\u6709\u72ec\u7acb Rate Card&#xff0c;\u8fd9\u79cd\u7ed3\u6784\u548c Baseten \u6309\u63a8\u7406\u5b9e\u4f8b\u6301\u7eed\u8fd0\u884c\u65f6\u95f4\u6536\u8d39\u7684\u6a21\u5f0f\u4e0d\u540c&#xff0c;\u4f46\u4e24\u8005\u90fd\u6709\u540c\u4e00\u4e2a\u9650\u5236&#xff1a;\u6a21\u578b\u76ee\u5f55\u4ecd\u7136\u53ea\u8986\u76d6 Open-weight Model\u3002\u5bf9\u4e8e\u6709\u5927\u91cf Fine-tuning \u5de5\u4f5c\u8d1f\u8f7d\u7684\u56e2\u961f\u6765\u8bf4&#xff0c;Together AI \u7ecf\u5e38\u4f1a\u548c Baseten Training \u4e00\u8d77\u88ab\u7eb3\u5165\u9009\u578b&#xff0c;\u56e0\u4e3a\u4e24\u8005\u90fd\u652f\u6301 Multi-node Job&#xff0c;\u5e76\u4e14\u53ef\u4ee5\u76f4\u63a5\u63a8\u5411 Production Endpoint\u3002<\/p>\n<p>Together AI \u4e3b\u8981\u529f\u80fd&#xff1a;<\/p>\n<ul>\n<li>Async Batch API \u5355\u6a21\u578b\u5355\u4e2a\u5f02\u6b65 Job \u6700\u591a\u53ef\u5904\u7406 300 \u4ebf Token&#xff0c;\u9002\u5408 Dataset Labeling\u3001\u5927\u89c4\u6a21 Summary \u7b49 Offline Workload\u3002<\/li>\n<li>\u652f\u6301 LoRA\u3001Full Fine-tuning \u548c DPO Preference Tuning&#xff0c;\u5305\u62ec\u5728 100B&#043; Parameter Model \u4e0a\u8fdb\u884c Multi-node Training\u3002<\/li>\n<li>\u9664\u6838\u5fc3 Inference \u548c Training Stack \u5916&#xff0c;\u8fd8\u63d0\u4f9b\u9762\u5411 Agent \u5de5\u4f5c\u8d1f\u8f7d\u7684 Code Sandbox \/ Code Interpreter\u3002<\/li>\n<\/ul>\n<p>Together AI \u4ef7\u683c&#xff1a;<\/p>\n<ul>\n<li>Serverless Token&#xff1a;\u6839\u636e\u6a21\u578b\u7ea6 0.03&#xff5e;4.50 \u7f8e\u5143 \/ \u767e\u4e07 Token<\/li>\n<li>Dedicated H100 Endpoint&#xff1a;\u6839\u636e Commitment \u548c Source \u4e0d\u540c&#xff0c;\u7ea6 3.99&#xff5e;6.49 \u7f8e\u5143 \/ \u5c0f\u65f6<\/li>\n<li>GPU Cluster&#xff1a;On-demand \u8d77\u4ef7\u7ea6 3.49 \u7f8e\u5143 \/ \u5c0f\u65f6<\/li>\n<li>Fine-tuning&#xff1a;\u6309\u7167 Training Token \u8ba1\u8d39&#xff0c;\u8bad\u7ec3\u5b8c\u6210\u540e\u7684 Hosting \u53e6\u5916\u6536\u8d39<\/li>\n<\/ul>\n<h4>\u9762\u5411\u81ea\u5b9a\u4e49\u548c\u5fae\u8c03\u6a21\u578b\u7684\u90e8\u7f72\u5e73\u53f0<\/h4>\n<p>RunPod\u3001Modal\u3001Replicate \u548c Spheron \u4e0e Baseten \u7684\u6838\u5fc3\u4ea7\u54c1\u7ade\u4e89\u6700\u76f4\u63a5\u3002\u5b83\u4eec\u63d0\u4f9b Dedicated \u6216 Flexible GPU Infrastructure&#xff0c;\u7528\u4e8e\u8fd0\u884c\u81ea\u5b9a\u4e49\u6216\u5fae\u8c03\u6a21\u578b&#xff0c;\u800c\u4e0d\u662f\u53ea\u8c03\u7528\u4e00\u4e2a\u9884\u5efa\u7684 Model Catalog Entry\u3002<\/p>\n<h5>RunPod&#xff1a;\u9002\u5408\u5728\u540c\u4e00\u4e2a\u8d26\u53f7\u91cc\u5b8c\u6210 Training \u548c Inference<\/h5>\n<p>RunPod \u63d0\u4f9b\u4e09\u4e2a GPU \u5bb9\u91cf\u5c42\u7ea7&#xff1a;Community Cloud \u8fd0\u884c\u5728\u7b2c\u4e09\u65b9\u5bb9\u91cf\u4e0a&#xff0c;\u4ef7\u683c\u4f4e\u4e8e RunPod \u81ea\u6709\u7684\u57fa\u7840\u8bbe\u65bd&#xff0c;\u4f46\u65e0 SLA \u4fdd\u969c&#xff1b;Secure Cloud \u7531 RunPod \u81ea\u4e3b\u8fd0\u8425&#xff0c;\u63d0\u4f9b SLA \u4fdd\u969c&#xff0c;\u8986\u76d6 SOC 2 Type II\u3001HIPAA \u548c GDPR \u5408\u89c4&#xff1b;Serverless \u81ea\u52a8\u6269\u7f29\u5bb9&#xff0c;\u51b7\u542f\u52a8\u901f\u5ea6\u8db3\u591f\u5feb&#xff0c;\u53ef\u6ee1\u8db3\u5bf9\u5ef6\u8fdf\u654f\u611f\u7684\u5de5\u4f5c\u8d1f\u8f7d\u3002\u8bad\u7ec3\u4e0e\u63a8\u7406\u5de5\u4f5c\u8d1f\u8f7d\u53ef\u5728\u540c\u4e00\u8d26\u6237\u4e0b\u8fd0\u884c&#xff0c;\u6309\u79d2\u8ba1\u8d39\u5e38\u88ab\u56e2\u961f\u62ff\u6765\u4e0e Baseten \u6309\u5206\u949f\u526f\u672c\u8ba1\u8d39\u505a\u6bd4\u8f83\u3002\u4e0d\u8fc7&#xff0c;\u4e0e Baseten \u7684\u4e13\u7528\u5c42\u7ea7\u4e00\u6837&#xff0c;Secure Cloud \u4e0a\u95f2\u7f6e\u7684\u9884\u7f6e\u5bb9\u91cf\u4f1a\u589e\u52a0\u4f60\u7684\u6210\u672c\u3002\u5bf9\u4e8e\u5e0c\u671b\u5728\u83b7\u5f97 Baseten \u5f0f\u4e13\u7528\u63a7\u5236\u7684\u540c\u65f6&#xff0c;\u4e0d\u88ab\u9501\u5b9a\u5728\u5355\u4e00\u4f9b\u5e94\u5546\u3001\u5e76\u80fd\u968f\u7740\u4f7f\u7528\u6a21\u5f0f\u53d8\u5316\u5728\u4e0d\u540c\u5c42\u7ea7\u95f4\u8fc1\u79fb\u5de5\u4f5c\u8d1f\u8f7d\u7684\u56e2\u961f\u6765\u8bf4&#xff0c;RunPod \u662f\u4e00\u4e2a\u5e38\u89c1\u9009\u62e9\u3002<\/p>\n<p>RunPod \u5173\u952e\u7279\u6027&#xff1a;<\/p>\n<ul>\n<li>\u652f\u6301\u8de8 Pod\u3001Serverless \u7aef\u70b9\u548c Instant Cluster \u6302\u8f7d\u7684\u9ad8\u6027\u80fd\u7f51\u7edc\u5377&#xff0c;\u53ef\u52a0\u5feb\u6a21\u578b\u52a0\u8f7d\u901f\u5ea6<\/li>\n<li>\u652f\u6301\u81ea\u5b9a\u4e49 Docker \u955c\u50cf&#xff0c;\u5305\u62ec AWS ECR \u7b49\u79c1\u6709\u4ed3\u5e93\u96c6\u6210<\/li>\n<li>Instant Cluster \u53ef\u9884\u7f6e\u5e26 InfiniBand \u4e92\u8fde\u7684\u591a\u8282\u70b9 GPU \u96c6\u7fa4&#xff0c;\u6700\u9ad8\u53ef\u6269\u5c55\u81f3 64 \u5757 H100&#xff0c;\u4ee5\u627f\u8f7d\u8d85\u51fa\u5355\u8282\u70b9\u7684\u5206\u5e03\u5f0f\u8bad\u7ec3\u4efb\u52a1<\/li>\n<\/ul>\n<p>RunPod \u5b9a\u4ef7&#xff1a;<\/p>\n<ul>\n<li>H100&#xff1a;\u7ea6\u6bcf\u5c0f\u65f6 2.69 \u81f3 3.29 \u7f8e\u5143<\/li>\n<li>A100&#xff1a;\u7ea6\u6bcf\u5c0f\u65f6 1.19 \u81f3 1.49 \u7f8e\u5143<\/li>\n<\/ul>\n<h5>Modal&#xff1a;\u5728\u65e0\u670d\u52a1\u5668 GPU \u4e0a\u8fdb\u884c\u4ee3\u7801\u4f18\u5148\u7684\u6a21\u578b\u670d\u52a1<\/h5>\n<p>Modal \u662f\u4e00\u4e2a\u4ee3\u7801\u4f18\u5148\u7684\u65e0\u670d\u52a1\u5668\u8ba1\u7b97\u5e73\u53f0\u3002\u56e2\u961f\u7528 Python \u7f16\u5199\u51fd\u6570&#xff0c;\u7528\u88c5\u9970\u5668\u6307\u5b9a\u6240\u9700\u7684 GPU \u7c7b\u578b&#xff0c;Modal \u5219\u8d1f\u8d23\u5bb9\u5668\u6784\u5efa\u4e0e\u8c03\u5ea6\u2014\u2014\u8fd9\u4e0e Baseten \u7ed3\u6784\u5316\u7684 Truss \u6253\u5305\u65b9\u5f0f\u622a\u7136\u4e0d\u540c\u3002\u5176\u7f29\u5bb9\u81f3\u96f6\u7684\u6a21\u5f0f\u9002\u5408\u7a81\u53d1\u6d41\u91cf\u3002\u4f46\u5f53\u5de5\u4f5c\u8d1f\u8f7d\u7a33\u5b9a\u4e14\u5229\u7528\u7387\u8f83\u9ad8\u65f6&#xff0c;Modal \u7684\u6709\u6548 GPU \u8d39\u7387\u5f80\u5f80\u9ad8\u4e8e\u4e13\u7528 GPU \u4e91\u3002\u5b83\u9002\u7528\u4e8e\u77ed\u6682\u4e14\u7a81\u53d1\u7684\u5de5\u4f5c\u8d1f\u8f7d\u2014\u2014\u6279\u91cf\u63a8\u7406\u3001\u5d4c\u5165\u4efb\u52a1\u548c\u56fe\u50cf\u751f\u6210\u2014\u2014\u5b83\u4eec\u542f\u52a8\u3001\u5b8c\u6210&#xff0c;\u7136\u540e\u6d88\u5931&#xff0c;\u800c\u975e\u4fdd\u6301\u7a33\u5b9a\u5229\u7528\u7387\u3002<\/p>\n<p>Modal \u5173\u952e\u7279\u6027&#xff1a;<\/p>\n<ul>\n<li>GPU \u5de5\u4f5c\u8d1f\u8f7d\u548c\u6a21\u578b\u521d\u59cb\u5316\u53ef\u5b9e\u73b0\u4e9a\u79d2\u7ea7\u51b7\u542f\u52a8<\/li>\n<li>\u5b89\u5168\u6c99\u7bb1\u7528\u4e8e\u8fd0\u884c\u4e0d\u53ef\u4fe1\u4ee3\u7801&#xff0c;\u540c\u65f6\u652f\u6301\u5206\u5e03\u5f0f\u591a GPU \u5fae\u8c03<\/li>\n<li>\u901a\u8fc7\u4e00\u4e2a\u88c5\u9970\u5668\u5373\u53ef\u5c06\u4efb\u610f\u51fd\u6570\u8f6c\u6362\u4e3a HTTPS \u7f51\u7edc\u7aef\u70b9\u6216\u5b9a\u65f6\u4efb\u52a1<\/li>\n<\/ul>\n<p>Modal \u5b9a\u4ef7&#xff1a;<\/p>\n<ul>\n<li>GPU \u6309\u79d2\u8ba1\u8d39&#xff1a;\u7ea6\u6bcf\u79d2 0.0002 \u7f8e\u5143&#xff08;T4&#xff09;\u81f3\u6bcf\u79d2 0.0017 \u7f8e\u5143&#xff08;B200&#xff09;<\/li>\n<li>H100&#xff1a;\u7ea6\u6bcf\u79d2 0.0011 \u7f8e\u5143&#xff0c;\u672a\u8ba1\u5165\u533a\u57df\u4e58\u6570<\/li>\n<\/ul>\n<h5>Replicate&#xff1a;\u65e0\u9700\u7ba1\u7406\u670d\u52a1\u5668\u5373\u53ef\u8fd0\u884c\u5f00\u6e90\u548c\u793e\u533a\u6a21\u578b<\/h5>\n<p>Replicate \u662f\u4e00\u4e2a\u516c\u5f00\u4e0e\u81ea\u5b9a\u4e49\u5f00\u6e90\u6a21\u578b\u7684\u5e02\u573a&#xff0c;\u901a\u8fc7\u7b80\u5355\u7684 API \u5373\u53ef\u8f7b\u677e\u4f7f\u7528\u3002\u5b83\u9002\u5408\u539f\u578b\u5f00\u53d1&#xff0c;\u9002\u5408\u5e0c\u671b\u5feb\u901f\u5c1d\u8bd5\u591a\u79cd\u6a21\u578b\u800c\u975e\u6784\u5efa\u5355\u4e00\u4e13\u7528\u90e8\u7f72\u7684\u56e2\u961f\u3002\u5bf9\u4e8e\u9700\u8981\u4e25\u683c\u63a7\u5236\u4e13\u7528\u57fa\u7840\u8bbe\u65bd\u6216\u4fdd\u8bc1\u89c4\u6a21\u5316\u4f4e\u5ef6\u8fdf\u7684\u56e2\u961f\u6765\u8bf4&#xff0c;\u5219\u4e0d\u592a\u9002\u5408\u3002\u4e0e Baseten \u7684\u6838\u5fc3\u76ee\u5f55\u4e00\u6837&#xff0c;\u5b83\u76ee\u524d\u4e0d\u5305\u542b\u524d\u6cbf\u95ed\u6e90\u6a21\u578b\u3002Replicate \u7684\u6309\u6b21\u9884\u6d4b\u548c\u6309\u79d2\u8ba1\u8d39\u9009\u9879&#xff0c;\u610f\u5473\u7740\u6210\u672c\u4e0e\u5355\u6b21\u8fd0\u884c\u6302\u94a9&#xff0c;\u800c\u975e\u6301\u7eed\u8fd0\u884c\u7684\u526f\u672c&#xff0c;\u56e0\u6b64\u6bd4 Baseten \u6301\u7eed\u8ba1\u8d39\u7684\u6a21\u5f0f\u66f4\u9002\u5408\u7a81\u53d1\u6216\u63a2\u7d22\u6027\u4f7f\u7528\u3002\u5f53\u56e2\u961f\u56e0\u5355\u4e00\u9ad8\u6d41\u91cf\u5de5\u4f5c\u8d1f\u8f7d\u800c\u8d85\u51fa Replicate \u5e02\u573a\u6a21\u5f0f\u7684\u80fd\u529b\u8303\u56f4\u65f6&#xff0c;\u901a\u5e38\u4f1a\u8f6c\u5411\u4e13\u7528\u6258\u7ba1\u670d\u52a1\u5546\u3002<\/p>\n<p>Replicate \u5173\u952e\u7279\u6027&#xff1a;<\/p>\n<ul>\n<li>\u901a\u8fc7\u4e00\u4e2a API \u63d0\u4f9b\u5e9e\u5927\u4e14\u53ef\u641c\u7d22\u7684\u516c\u5f00\u53ca\u793e\u533a\u81ea\u5b9a\u4e49\u6a21\u578b\u76ee\u5f55<\/li>\n<li>Cog \u662f\u4e00\u4e2a\u5f00\u6e90\u5de5\u5177&#xff0c;\u53ef\u5c06\u6a21\u578b\u6253\u5305\u4e3a\u6807\u51c6\u7684\u751f\u4ea7\u5c31\u7eea\u5bb9\u5668&#xff0c;\u5e76\u90e8\u7f72\u5230 Replicate \u6216\u4f60\u81ea\u5df1\u7684\u57fa\u7840\u8bbe\u65bd\u4e0a<\/li>\n<li>\u4e3a\u56e2\u961f\u53d1\u5e03\u81ea\u6709\u5fae\u8c03\u6216\u81ea\u5b9a\u4e49\u6a21\u578b\u5230\u540c\u4e00\u5e02\u573a\u63d0\u4f9b\u4e86\u7b80\u5355\u7684\u90e8\u7f72\u8def\u5f84<\/li>\n<\/ul>\n<p>Replicate \u5b9a\u4ef7&#xff1a;<\/p>\n<ul>\n<li>GPU \u6309\u79d2\u8ba1\u8d39&#xff1a;T4 \u7ea6\u6bcf\u79d2 0.000225 \u7f8e\u5143\u8d77&#xff0c;H100 \u7ea6\u6bcf\u79d2 0.001525 \u7f8e\u5143\u8d77<\/li>\n<li>\u90e8\u5206\u6a21\u578b\u6309\u56fa\u5b9a\u5355\u6b21\u8f93\u51fa\u4ef7\u683c\u8ba1\u8d39<\/li>\n<\/ul>\n<h5>Spheron&#xff1a;\u5728\u4f4e\u6210\u672c\u7684\u53bb\u4e2d\u5fc3\u5316 GPU \u7f51\u7edc\u4e0a\u90e8\u7f72<\/h5>\n<p>Spheron \u662f\u4e00\u4e2a\u53bb\u4e2d\u5fc3\u5316 GPU \u5e02\u573a&#xff0c;\u5c06\u6765\u81ea\u591a\u5bb6\u4f9b\u5e94\u5546\u548c\u6570\u636e\u4e2d\u5fc3\u7684\u5bb9\u91cf\u805a\u5408\u5230\u4e00\u4e2a\u8d26\u6237\u4e0b&#xff0c;\u63d0\u4f9b\u5b9e\u4f8b\u7684\u5b8c\u6574 root \u6743\u9650&#xff0c;\u5e76\u652f\u6301\u81ea\u5e26\u6a21\u578b\u90e8\u7f72&#xff0c;\u800c\u975e\u6258\u7ba1\u7684\u6c99\u7bb1\u73af\u5883\u3002\u5176\u6309\u9700\u548c\u7ade\u4ef7\u4ef7\u683c\u901a\u5e38\u4f4e\u4e8e\u4e2d\u5fc3\u5316\u4e91 GPU \u7684\u5b9a\u4ef7&#xff0c;\u5305\u62ec Baseten \u6301\u7eed\u8ba1\u8d39\u7684 H100 \u526f\u672c\u8d39\u7387&#xff0c;\u4e0d\u8fc7\u8fd9\u79cd\u6bd4\u8f83\u662f\u5c06\u4e13\u7528\u526f\u672c\u4e0e\u5e02\u573a\u5bb9\u91cf\u8fdb\u884c\u5bf9\u6bd4&#xff0c;\u800c\u975e\u540c\u6837\u6761\u4ef6\u4e0b\u7684\u53ef\u7528\u6027\u6bd4\u8f83\u3002\u4e0e\u6258\u7ba1\u4e91\u5e73\u53f0\u76f8\u6bd4&#xff0c;\u53bb\u4e2d\u5fc3\u5316\u57fa\u7840\u8bbe\u65bd\u5728\u4e00\u81f4\u6027\u548c\u652f\u6301\u65b9\u9762\u6709\u7740\u81ea\u8eab\u7684\u53d6\u820d&#xff0c;\u8fd9\u503c\u5f97\u4e0e\u8282\u7701\u7684\u6210\u672c\u52a0\u4ee5\u6743\u8861\u3002<\/p>\n<p>Spheron \u5173\u952e\u7279\u6027&#xff1a;<\/p>\n<ul>\n<li>\u90e8\u7f72\u5373\u53ef\u83b7\u5f97 GPU \u5b9e\u4f8b\u7684\u5b8c\u6574 root \u6743\u9650\u2014\u2014\u81ea\u5b9a\u4e49\u9a71\u52a8\u3001\u64cd\u4f5c\u7cfb\u7edf\u914d\u7f6e\u548c\u8f6f\u4ef6\u6808\u8bbe\u7f6e&#xff0c;\u65e0\u5bb9\u5668\u9650\u5236\u6216\u6c99\u7bb1\u7ea6\u675f<\/li>\n<li>\u7edf\u4e00\u754c\u9762\u5c06\u6765\u81ea\u591a\u4e2a\u6570\u636e\u4e2d\u5fc3\u548c\u4f9b\u5e94\u5546\u7684 GPU \u5bb9\u91cf\u805a\u5408\u5728\u4e00\u4e2a\u8d26\u6237\u4e0b&#xff0c;\u65e0\u9700\u4e3a\u6bcf\u4e2a\u4f9b\u5e94\u5546\u7b7e\u8ba2\u5355\u72ec\u5408\u540c\u6216\u5efa\u7acb\u5355\u72ec\u7684\u8ba1\u8d39\u5173\u7cfb<\/li>\n<li>\u9884\u7559\u5b9e\u4f8b\u63d0\u4f9b\u6709\u4fdd\u969c\u7684\u53ef\u7528\u6027&#xff0c;\u5305\u62ec\u9762\u5411\u5927\u578b\u8bad\u7ec3\u4efb\u52a1\u7684\u81ea\u5b9a\u4e49\u591a GPU \u96c6\u7fa4\u914d\u7f6e&#xff08;8 \u5230 500 \u5757 GPU \u4ee5\u4e0a&#xff09;<\/li>\n<\/ul>\n<p>Spheron \u5b9a\u4ef7&#xff1a;<\/p>\n<ul>\n<li>\u6309\u9700 H100&#xff1a;\u7ea6\u6bcf\u5c0f\u65f6 2.01 \u81f3 2.64 \u7f8e\u5143<\/li>\n<li>\u7ade\u4ef7 H100&#xff1a;\u7ea6\u6bcf\u5c0f\u65f6 0.80 \u7f8e\u5143\u8d77<\/li>\n<li>A100 \u6309\u9700&#xff1a;\u7ea6\u6bcf\u5c0f\u65f6 1.07 \u7f8e\u5143<\/li>\n<\/ul>\n<h3>Baseten \u4e0e DigitalOcean<\/h3>\n<p>Baseten \u662f\u4e00\u4e2a\u53ef\u9760\u7684\u4e13\u7528\u90e8\u7f72\u6258\u7ba1\u5e73\u53f0&#xff0c;\u62e5\u6709\u771f\u6b63\u7684\u5355\u79df\u6237 GPU \u57fa\u7840\u8bbe\u65bd\u3001\u6210\u719f\u7684 Truss \u6253\u5305\u6846\u67b6&#xff0c;\u4ee5\u53ca\u7ecf\u5f97\u8d77\u5ba1\u67e5\u7684\u5b89\u5168\u8d44\u8d28\u3002\u4f46\u5f53\u4f60\u8d8a\u8fc7\u8fd9\u4e9b\u770b\u4e0b\u53bb&#xff0c;\u4f1a\u53d1\u73b0\u4e09\u4e2a\u5dee\u8ddd&#xff1a;<\/p>\n<ul>\n<li>\u76ee\u5f55\u8986\u76d6&#xff1a;Baseten \u7684\u6a21\u578b API \u548c\u4e13\u7528\u90e8\u7f72\u76ee\u524d\u4ec5\u652f\u6301\u5f00\u653e\u6743\u91cd\u6a21\u578b&#xff0c;\u56e0\u6b64\u540c\u65f6\u9700\u8981\u524d\u6cbf\u6a21\u578b\u7684\u56e2\u961f\u5c31\u4e0d\u5f97\u4e0d\u7ef4\u62a4\u7b2c\u4e8c\u5bb6\u4f9b\u5e94\u5546\u5173\u7cfb\u3001\u7b2c\u4e8c\u5957 API \u5bc6\u94a5\u548c\u7b2c\u4e8c\u4efd\u8d26\u5355\u3002DigitalOcean \u5c06\u540c\u7b49\u7684\u5f00\u6e90\u6a21\u578b\u6258\u7ba1\u4e0e OpenAI \u548c Anthropic \u7684\u6a21\u578b\u653e\u5728\u540c\u4e00\u4e2a\u5bc6\u94a5\u4e4b\u4e0b&#xff0c;\u56e0\u6b64\u5e38\u89c4\u5de5\u4f5c\u53ef\u4ee5\u4ea4\u7ed9\u4f4e\u6210\u672c\u7684\u5f00\u653e\u6a21\u578b&#xff0c;\u800c\u524d\u6cbf\u80fd\u529b\u5219\u7559\u5f85\u66f4\u56f0\u96be\u7684\u4efb\u52a1\u4f7f\u7528&#xff0c;\u65e0\u9700\u8fdb\u884c\u4e8c\u6b21\u96c6\u6210\u3002<\/li>\n<li>\u8ba1\u8d39\u65b9\u5f0f&#xff1a;Baseten \u7684\u4e13\u7528\u90e8\u7f72\u6309\u6bcf\u4e2a\u526f\u672c\u7684 GPU \u5206\u949f\u6570\u6301\u7eed\u8ba1\u8d39\u3002\u6309\u7167 Baseten \u516c\u5e03\u7684 H100 80GB \u6bcf\u5206\u949f 0.10833 \u7f8e\u5143\u7684\u8d39\u7387&#xff0c;\u4e00\u4e2a\u59cb\u7ec8\u5728\u7ebf\u7684\u526f\u672c\u6bcf\u6708\u5927\u7ea6\u8981\u82b1\u8d39 4680 \u7f8e\u5143&#xff0c;\u4e14\u4e0e\u6d41\u91cf\u65e0\u5173\u3002\u5982\u679c\u6309 Baseten \u81ea\u5df1\u7684\u5efa\u8bae\u8fd0\u884c\u4e24\u4e2a\u526f\u672c\u4ee5\u907f\u514d\u51b7\u542f\u52a8&#xff0c;\u6bcf\u6708\u5f00\u9500\u5c06\u63a5\u8fd1 9360 \u7f8e\u5143&#xff0c;\u800c\u541e\u5410\u91cf\u5e76\u6ca1\u6709\u7ffb\u500d\u3002DigitalOcean \u63a8\u7406\u5f15\u64ce\u5bf9\u6807\u51c6\u5de5\u4f5c\u8d1f\u8f7d\u91c7\u7528\u6309 token \u4ed8\u8d39&#xff0c;\u6ca1\u6709\u6700\u4f4e\u526f\u672c\u6570\u9700\u8981\u7ba1\u7406\u3002\u5bf9\u4e8e\u786e\u5b9e\u9700\u8981\u4e13\u7528\u5355\u79df\u6237\u63a7\u5236\u7684\u56e2\u961f&#xff0c;\u5b83\u4e5f\u63d0\u4f9b GPU Droplets \u4f5c\u4e3a\u8865\u5145\u3002<\/li>\n<li>\u5468\u8fb9\u4e91\u670d\u52a1&#xff1a;Baseten \u662f\u63a8\u7406\u548c\u8bad\u7ec3\u57fa\u7840\u8bbe\u65bd&#xff1b;\u56e2\u961f\u4ecd\u9700\u8981\u5355\u72ec\u7684\u4e91\u6765\u627f\u8f7d\u6570\u636e\u5e93\u3001\u5b58\u50a8\u548c\u901a\u7528\u8ba1\u7b97\u3002DigitalOcean \u5c06\u63a8\u7406\u3001\u63a8\u7406\u8def\u7531\u5668\u3001\u6258\u7ba1\u6570\u636e\u5e93\u3001\u5b58\u50a8\u548c Kubernetes \u6253\u5305\u5728\u540c\u4e00\u4efd\u8d26\u5355\u4e2d\u3002<\/li>\n<\/ul>\n<p>\u82e5\u56e2\u961f\u7684\u5168\u90e8\u9700\u6c42\u5c31\u662f\u4e3a\u4e00\u4e2a\u81ea\u5b9a\u4e49\u6a21\u578b\u63d0\u4f9b\u4e13\u7528\u5355\u79df\u6237\u90e8\u7f72&#xff0c;\u90a3\u4e48 Baseten \u6216\u8bb8\u5c31\u591f\u4e86\u3002\u800c\u5f53\u56e2\u961f\u7684\u5de5\u4f5c\u8d1f\u8f7d\u5df2\u7ecf\u6210\u957f\u4e3a\u4e00\u4e2a\u5b8c\u6574\u7684\u5e94\u7528&#xff0c;\u65e2\u9700\u8981\u524d\u6cbf\u6a21\u578b&#xff0c;\u53c8\u5e0c\u671b\u51cf\u5c11\u81ea\u884c\u8fd0\u7ef4\u548c\u7ed3\u7b97\u7684\u57fa\u7840\u8bbe\u65bd\u65f6&#xff0c;\u8fd9\u4e2a\u6bd4\u8f83\u5c31\u663e\u5f97\u5c24\u4e3a\u91cd\u8981\u3002<\/p>\n<h3>\u4ece Baseten \u8fc1\u79fb\u5230 DigitalOcean<\/h3>\n<p>\u4ece Baseten \u8fc1\u51fa&#xff0c;\u4e0e\u5176\u8bf4\u662f\u4e00\u6b21\u5bf9\u7b49\u7684\u63a8\u7406\u66ff\u6362&#xff0c;\u4e0d\u5982\u8bf4\u662f\u8fc1\u79fb\u5230\u4e00\u4e2a\u5168\u6808\u5e73\u53f0&#xff0c;\u5728\u63a8\u7406\u4e4b\u5916\u8fd8\u63d0\u4f9b GPU \u8ba1\u7b97\u3001\u6258\u7ba1\u6570\u636e\u5e93\u4e0e pgvector&#xff0c;\u4ee5\u53ca Kubernetes\u3002<\/p>\n<p>\u4e00\u6761\u5207\u5b9e\u53ef\u884c\u7684\u8fc1\u79fb\u8def\u5f84\u5927\u81f4\u5982\u4e0b&#xff1a;<\/p>\n<li>\u8bc4\u4f30\u5f53\u524d\u7684\u914d\u7f6e\u4e0e\u652f\u51fa\u3002 \u8bb0\u5f55\u6bcf\u4e2a Deployment \u8fd0\u884c\u4e86\u591a\u5c11\u5b9e\u4f8b&#xff0c;\u4f60\u5f53\u524d\u7684\u6bcf GPU \u5c0f\u65f6\u8d39\u7387&#xff0c;\u4ee5\u53ca\u6240\u6709\u6b63\u5728\u8fdb\u884c\u7684\u5fae\u8c03\u4efb\u52a1&#xff0c;\u8fd9\u6837\u4f60\u5c31\u80fd\u5c06\u5b8c\u6574\u8d26\u5355&#xff08;\u800c\u975e\u4ec5\u770b\u8868\u9762\u7684\u5c0f\u65f6\u8d39\u7387&#xff09;\u4e0e DigitalOcean \u7684\u529f\u80fd\u76ee\u5f55\u548c\u5b9a\u4ef7\u5bf9\u5e94\u8d77\u6765\u3002<\/li>\n<li>\u5728DigitalOcean\u7684\u63a8\u7406\u5f15\u64ce\u4e0a\u5339\u914d\u6a21\u578b\u3002 \u786e\u8ba4\u6bcf\u4e2a\u751f\u4ea7\u73af\u5883\u4e2d\u7684\u5f00\u653e\u6a21\u578b\u90fd\u80fd\u5728\u6a21\u578b\u5e93\u4e2d\u539f\u751f\u627e\u5230&#xff0c;\u5e76\u6ce8\u610f\u524d\u6cbf\u6a21\u578b\u2014\u2014\u76ee\u524d Baseten \u5c1a\u4e0d\u63d0\u4f9b\u2014\u2014\u53ef\u901a\u8fc7\u540c\u4e00\u5bc6\u94a5\u4ee5\u4ee3\u7406\u65b9\u5f0f\u8bbf\u95ee\u3002\u5982\u679c\u4f60\u8fd0\u884c\u7684\u662f\u81ea\u5b9a\u4e49\u6216\u5fae\u8c03\u6a21\u578b&#xff0c;\u4e14\u4e0d\u5728\u539f\u751f\u76ee\u5f55\u4e2d&#xff0c;DigitalOcean \u7684 BYOM&#xff08;\u81ea\u5e26\u6a21\u578b&#xff09;\u9009\u9879\u652f\u6301\u4ece Hugging Face \u5bfc\u5165\u4f60\u81ea\u5df1\u7684\u6743\u91cd\u8fdb\u884c\u4e13\u7528\u63a8\u7406&#xff0c;\u9002\u7528\u4e8e\u53d7\u652f\u6301\u7684\u67b6\u6784\u3002<\/li>\n<li>\u4e3a\u65b0\u7684\u670d\u52a1\u5c42\u91cd\u65b0\u6253\u5305 Truss \u90e8\u7f72&#xff0c;\u5982\u679c\u5e94\u7528\u903b\u8f91\u5e76\u4e0d\u4f9d\u8d56 Baseten Delivery Network \u8fd9\u7c7b Truss-specific Tooling&#xff0c;\u4e5f\u53ef\u4ee5\u76f4\u63a5\u628a\u73b0\u6709 OpenAI-compatible Code \u6307\u5411\u65b0\u7684 Endpoint\u3002<\/li>\n<li>\u6309\u5de5\u4f5c\u8d1f\u8f7d\u51b3\u5b9a\u4f7f\u7528\u65e0\u670d\u52a1\u5668\u63a8\u7406\u8fd8\u662f\u4e13\u7528\u63a8\u7406\u90e8\u7f72\u3002 \u4e0d\u9700\u8981\u5355\u79df\u6237\u9694\u79bb\u7684\u6807\u51c6\u63a8\u7406&#xff0c;\u91c7\u7528\u6309 token \u4ed8\u8d39\u7684\u65e0\u670d\u52a1\u5668\u6a21\u5f0f\u901a\u5e38\u6bd4\u6301\u7eed\u8ba1\u8d39\u7684\u526f\u672c\u6210\u672c\u66f4\u4f4e\u3002\u800c\u771f\u6b63\u9700\u8981\u4e13\u7528\u5355\u79df\u6237 GPU \u7684\u5de5\u4f5c\u8d1f\u8f7d&#xff0c;\u53ef\u4ee5\u8fc1\u79fb\u81f3 GPU Droplets\u3002<\/li>\n<li>\u6574\u5408\u5468\u8fb9\u7684\u6570\u636e\u5c42\u3002 \u5982\u679c\u68c0\u7d22\u589e\u5f3a\u751f\u6210&#xff08;RAG&#xff09;\u76ee\u524d\u4f9d\u8d56\u4e8e\u4f60\u5728 Baseten \u65c1\u8fb9\u642d\u5efa\u7684\u72ec\u7acb\u5411\u91cf\u5b58\u50a8&#xff0c;\u5c06\u5176\u8fc1\u79fb\u5230\u5e26 pgvector \u7684\u6258\u7ba1 Postgres \u53ef\u4ee5\u6d88\u9664\u8de8\u4e91\u8df3\u8f6c\u53ca\u5176\u51fa\u53e3\u6d41\u91cf\u8d39\u7528\u3002<\/li>\n<p>\u5728\u5207\u6362\u4e4b\u524d&#xff0c;\u8bf7\u786e\u8ba4\u96f6\u6570\u636e\u4fdd\u7559\u548c\u57fa\u4e8e VPC \u7684\u65e0\u670d\u52a1\u5668\u8bbe\u7f6e\u7b26\u5408\u4f60\u7684\u5408\u89c4\u8981\u6c42&#xff0c;\u5e76\u4ece Baseten \u91cd\u65b0\u5bfc\u51fa\u6240\u6709\u6b63\u5728\u8fd0\u884c\u7684\u5fae\u8c03\u4efb\u52a1&#xff0c;\u56e0\u4e3a\u5fae\u8c03\u6743\u91cd\u548c\u6258\u7ba1\u662f\u4e0e\u57fa\u7840\u6a21\u578b\u76ee\u5f55\u5206\u5f00\u8ba1\u8d39\u548c\u7ba1\u7406\u3002<\/p>\n<p>\u5982\u679c\u5bf9\u4e8e\u8fc1\u79fb\u90e8\u7f72\u5b58\u5728\u7591\u95ee&#xff0c;\u4e5f\u53ef\u4ee5\u54a8\u8be2DigitalOcean\u4e2d\u56fd\u533a\u6218\u7565\u5408\u4f5c\u4f19\u4f34\u5353\u666e\u4e91&#xff08;aidroplet.com&#xff09;\u7684\u6280\u672f\u652f\u6301\u56e2\u961f\u3002<\/p>\n<h3>Baseten \u66ff\u4ee3\u65b9\u6848\u5e38\u89c1\u95ee\u9898<\/h3>\n<p>\u8c01\u662f Baseten 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