{"id":3695,"date":"2025-09-23T02:34:05","date_gmt":"2025-09-23T02:34:05","guid":{"rendered":"https:\/\/172-234-197-23.ip.linodeusercontent.com\/?page_id=3695"},"modified":"2025-09-23T02:34:05","modified_gmt":"2025-09-23T02:34:05","slug":"scheduling-and-parallelism-in-rf-benchmarks-throughput-without-drift","status":"publish","type":"page","link":"https:\/\/neurosphere-2.tail52f848.ts.net\/wordpress\/?page_id=3695","title":{"rendered":"Scheduling and Parallelism in RF Benchmarks: Throughput Without Drift"},"content":{"rendered":"\n<div data-wp-interactive=\"core\/file\" class=\"wp-block-file\"><object data-wp-bind--hidden=\"!state.hasPdfPreview\" hidden class=\"wp-block-file__embed\" data=\"https:\/\/neurosphere-2.tail52f848.ts.net\/wordpress\/wp-content\/uploads\/2025\/09\/Scheduling_and_Parallelism_in_RF_Benchmarks.pdf\" type=\"application\/pdf\" style=\"width:100%;height:600px\" aria-label=\"Embed of Scheduling_and_Parallelism_in_RF_Benchmarks.\"><\/object><a id=\"wp-block-file--media-3b8468e7-8cf5-4457-a95b-2f09c33a8bc6\" href=\"https:\/\/neurosphere-2.tail52f848.ts.net\/wordpress\/wp-content\/uploads\/2025\/09\/Scheduling_and_Parallelism_in_RF_Benchmarks.pdf\">Scheduling_and_Parallelism_in_RF_Benchmarks<\/a><a href=\"https:\/\/neurosphere-2.tail52f848.ts.net\/wordpress\/wp-content\/uploads\/2025\/09\/Scheduling_and_Parallelism_in_RF_Benchmarks.pdf\" class=\"wp-block-file__button wp-element-button\" download aria-describedby=\"wp-block-file--media-3b8468e7-8cf5-4457-a95b-2f09c33a8bc6\">Download<\/a><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">Benchmarking RF demodulation pipelines is often<br>bottlenecked by slow simulation loops. While multi-threaded<br>execution can reduce wall-clock time, naive scheduling may<br>bias robustness estimates if seeds are not managed consistently. We demonstrate a scalable scheduling harness that<br>exploits CPU worker parallelism and batch sizing to accelerate benchmarks without introducing statistical drift. Using<br>the SignalIntelligenceSystem threading architecture, our<br>results show near-linear throughput scaling (up to 8\u00d7 speedup)<br>while preserving repeatability across seeds. This enables practical<br>deployment of agentic sweeps and ghost mode analysis within<br>operational time budgets.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Benchmarking RF demodulation pipelines is oftenbottlenecked by slow simulation loops. While multi-threadedexecution can reduce wall-clock time, naive scheduling maybias robustness estimates if seeds are not managed consistently. We demonstrate a scalable scheduling harness thatexploits CPU worker parallelism and batch sizing to accelerate benchmarks without introducing statistical drift. Usingthe SignalIntelligenceSystem threading architecture, ourresults show near-linear throughput&hellip;&nbsp;<\/p>\n","protected":false},"author":2,"featured_media":1779,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"neve_meta_sidebar":"","neve_meta_container":"","neve_meta_enable_content_width":"","neve_meta_content_width":0,"neve_meta_title_alignment":"","neve_meta_author_avatar":"","neve_post_elements_order":"","neve_meta_disable_header":"","neve_meta_disable_footer":"","neve_meta_disable_title":"","footnotes":""},"class_list":["post-3695","page","type-page","status-publish","has-post-thumbnail","hentry"],"_links":{"self":[{"href":"https:\/\/neurosphere-2.tail52f848.ts.net\/wordpress\/index.php?rest_route=\/wp\/v2\/pages\/3695","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/neurosphere-2.tail52f848.ts.net\/wordpress\/index.php?rest_route=\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/neurosphere-2.tail52f848.ts.net\/wordpress\/index.php?rest_route=\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/neurosphere-2.tail52f848.ts.net\/wordpress\/index.php?rest_route=\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/neurosphere-2.tail52f848.ts.net\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=3695"}],"version-history":[{"count":0,"href":"https:\/\/neurosphere-2.tail52f848.ts.net\/wordpress\/index.php?rest_route=\/wp\/v2\/pages\/3695\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/neurosphere-2.tail52f848.ts.net\/wordpress\/index.php?rest_route=\/wp\/v2\/media\/1779"}],"wp:attachment":[{"href":"https:\/\/neurosphere-2.tail52f848.ts.net\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=3695"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}