{"id":18416,"date":"2025-12-31T07:58:41","date_gmt":"2025-12-31T07:58:41","guid":{"rendered":"https:\/\/www.fibermall.com\/blog\/?p=18416"},"modified":"2026-04-27T01:24:37","modified_gmt":"2026-04-27T01:24:37","slug":"unveiling-googles-tpu-architecture-ocs-optical-circuit-switching-the-evolution-engine-from-4x4x4-cube-to-9216-chip-ironwood","status":"publish","type":"post","link":"https:\/\/www.fibermall.com\/blog\/unveiling-google-tpu-architecture.htm","title":{"rendered":"Unveiling Google&#8217;s TPU Architecture: OCS Optical Circuit Switching \u2013 The Evolution Engine from 4x4x4 Cube to 9216-Chip Ironwood"},"content":{"rendered":"\n<p>What makes Google&#8217;s TPU clusters stand out in the AI supercomputing race? How has the combination of 3D Torus topology and OCS (Optical Circuit Switching) technology enabled massive scaling while maintaining low latency and optimal TCO (Total Cost of Ownership)?<\/p>\n\n\n\n<p>In this in-depth blog post, we dive deep into the evolution of Google&#8217;s TPU intelligent computing clusters, focusing on the synergistic mechanisms of 3D Torus topologies and OCS technology. Starting from the smallest topological unit\u2014the 4x4x4 Cube\u2014we reconstruct the standard 3D Torus in the TPUv4 4096 Pod and the Twisted 3D Torus in the TPUv7 9216 Pod. We&#8217;ll compare this with the cost-effective 2D Torus Mesh in TPUv5e\/v6e, explore how Google achieves deterministic low latency at tens-of-thousands-chip scale, contrast with AWS and NVIDIA&#8217;s approaches, and look ahead to future trends like CPO (Co-Packaged Optics) enabling &#8220;chip-level light emission and all-optical direct connection.&#8221;<\/p>\n\n\n\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_76 ez-toc-wrap-left counter-hierarchy ez-toc-counter ez-toc-grey ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">Table of Contents<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"Toggle Table of Content\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewBox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #999;color:#999\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewBox=\"0 0 24 24\" version=\"1.2\" baseProfile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/span><\/a><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1 ' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/www.fibermall.com\/blog\/unveiling-google-tpu-architecture.htm\/#01_Prelude_Recap_of_TPU_SuperNode_Evolution\" >01 Prelude: Recap of TPU SuperNode Evolution<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/www.fibermall.com\/blog\/unveiling-google-tpu-architecture.htm\/#02_Foundation_TPUv4_and_3D_TorusOCS_Implementation\" >02 Foundation: TPUv4 and 3D Torus\/OCS Implementation<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/www.fibermall.com\/blog\/unveiling-google-tpu-architecture.htm\/#21_Smallest_Topological_Unit_4%C3%974%C3%974_Cube\" >2.1 Smallest Topological Unit: 4\u00d74\u00d74 Cube<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/www.fibermall.com\/blog\/unveiling-google-tpu-architecture.htm\/#22_Link_Layering_and_Optical-Electrical_Boundaries_in_a_Single_Cube\" >2.2 Link Layering and Optical-Electrical Boundaries in a Single Cube<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/www.fibermall.com\/blog\/unveiling-google-tpu-architecture.htm\/#23_Deriving_48_OCS_Units_in_TPUv4_Pod_Cluster\" >2.3 Deriving 48 OCS Units in TPUv4 Pod Cluster<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/www.fibermall.com\/blog\/unveiling-google-tpu-architecture.htm\/#24_Core_of_TPUv4_Pod_Palomar_OCS_Microstructure\" >2.4 Core of TPUv4 Pod: Palomar OCS Microstructure<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/www.fibermall.com\/blog\/unveiling-google-tpu-architecture.htm\/#03_Architecture_Evolution_Twisted_3D_Torus_and_2D_Torus\" >03 Architecture Evolution: Twisted 3D Torus and 2D Torus<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/www.fibermall.com\/blog\/unveiling-google-tpu-architecture.htm\/#31_TPUv7_Twisted_3D_Torus_Topology_and_9216-Chip_Derivation\" >3.1 TPUv7 Twisted 3D Torus Topology and 9216-Chip Derivation<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/www.fibermall.com\/blog\/unveiling-google-tpu-architecture.htm\/#32_TPUv5ev6e_and_2D_Torus_Mesh\" >3.2 TPUv5e\/v6e and 2D Torus Mesh<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/www.fibermall.com\/blog\/unveiling-google-tpu-architecture.htm\/#04_Industry_Landscape_Deep_Comparison_and_Supply_Chain_Validation\" >04 Industry Landscape Deep Comparison and Supply Chain Validation<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/www.fibermall.com\/blog\/unveiling-google-tpu-architecture.htm\/#41_Google_ICI_vs_AWS_Trainium_vs_NVIDIA\" >4.1 Google (ICI) vs. AWS (Trainium) vs. NVIDIA<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-12\" href=\"https:\/\/www.fibermall.com\/blog\/unveiling-google-tpu-architecture.htm\/#42_Industry_Barriers_Why_Hard_to_Replicate_Googles_Model\" >4.2 Industry Barriers: Why Hard to Replicate Google&#8217;s Model?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-13\" href=\"https:\/\/www.fibermall.com\/blog\/unveiling-google-tpu-architecture.htm\/#43_Supply_Chain_Full_Industrialization_of_OCS_Ecosystem\" >4.3 Supply Chain: Full Industrialization of OCS Ecosystem<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-14\" href=\"https:\/\/www.fibermall.com\/blog\/unveiling-google-tpu-architecture.htm\/#05_Future_Evolution_Toward_CPO_and_All-Optical_Interconnect_in_Post-Moore_Era\" >05 Future Evolution: Toward CPO and All-Optical Interconnect in Post-Moore Era<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-15\" href=\"https:\/\/www.fibermall.com\/blog\/unveiling-google-tpu-architecture.htm\/#Related_Posts\" >Related Posts<\/a><\/li><\/ul><\/li><\/ul><\/nav><\/div>\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"01_Prelude_Recap_of_TPU_SuperNode_Evolution\"><\/span><strong>01 Prelude: Recap of TPU SuperNode Evolution<\/strong><strong><\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>Previously, we explored the journey from TPUv1 (behind AlphaGo) to the OCS + ICI + 3D Torus-powered TPUv7 (9216-chip Ironwood super node), comparable to NVIDIA&#8217;s GB200\/GB300. We also compared with Alibaba and NVIDIA, discussing who truly benefits in the AI era by both selling tools and mining gold.<\/p>\n\n\n\n<p>Now, building on Google&#8217;s published papers about how 48 OCS units support a 4096-chip TPUv4 Pod, we&#8217;ll peel back the layers step-by-step: from the 4096-chip TPUv4 cluster to the latest 9216-chip TPUv7 cluster, highlighting the evolution of 2D\/3D Torus + OCS optical switching + ICI networks, and how mature upstream\/downstream supply chains complement this perfectly.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"02_Foundation_TPUv4_and_3D_TorusOCS_Implementation\"><\/span><strong>02 Foundation: TPUv4 and 3D Torus\/OCS Implementation<\/strong><strong><\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>The 4096-chip TPUv4 Pod is a landmark product showcasing mature application of Google&#8217;s OCS optical switching network\u2014one of the few classic cases visible in public channels. Let&#8217;s build from the smallest module to the full cluster architecture.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"21_Smallest_Topological_Unit_4%C3%974%C3%974_Cube\"><\/span><strong>2.1 Smallest Topological Unit: 4\u00d74\u00d74 Cube<\/strong><strong><\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>The minimal topological unit in Google TPUv4 Pod networking is the TPU Cube (or 4\u00d74\u00d74 Cube). Physically often a server cabinet, logically it&#8217;s a tightly integrated whole:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Composition: 4 (X) \u00d7 4 (Y) \u00d7 4 (Z) = 64 TPU chips, resembling a solid fourth-order Rubik&#8217;s Cube.<\/li>\n\n\n\n<li>Links: Each TPU chip has 6 ICI (Inter-Chip Interconnect) high-speed links in \u00b1X, \u00b1Y, \u00b1Z directions, forming the 3D Torus grid foundation.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"22_Link_Layering_and_Optical-Electrical_Boundaries_in_a_Single_Cube\"><\/span><strong>2.2 Link Layering and Optical-Electrical Boundaries in a Single Cube<\/strong><strong><\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>In a standard 4\u00d74\u00d74 Cube, ICI links are divided into two categories based on position and medium, creating TPU&#8217;s unique hybrid optical-electrical network:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Internal Interconnects (Cube Core): Internal links (core and non-exposed faces) use short PCB backplanes and copper cables for all-electrical signaling\u2014no OCS, no optical conversion.<\/li>\n\n\n\n<li>External Interconnects (Cube Surface): Only links on the six outer surfaces are exposed, totaling 96 optical links per Cube connected to OCS for dynamic routing and massive scaling.<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image aligncenter size-large is-resized\"><img fetchpriority=\"high\" decoding=\"async\" width=\"1024\" height=\"907\" src=\"https:\/\/www.fibermall.com\/blog\/wp-content\/uploads\/2025\/12\/TPUv4-4x4x4-Cube-Interconnect-Logic-and-Optical-Interface-Distribution-1024x907.png\" alt=\"TPUv4 4x4x4 Cube Interconnect Logic and Optical Interface Distribution\" class=\"wp-image-18419\" style=\"width:800px\" srcset=\"https:\/\/www.fibermall.com\/blog\/wp-content\/uploads\/2025\/12\/TPUv4-4x4x4-Cube-Interconnect-Logic-and-Optical-Interface-Distribution-1024x907.png 1024w, https:\/\/www.fibermall.com\/blog\/wp-content\/uploads\/2025\/12\/TPUv4-4x4x4-Cube-Interconnect-Logic-and-Optical-Interface-Distribution-300x266.png 300w, https:\/\/www.fibermall.com\/blog\/wp-content\/uploads\/2025\/12\/TPUv4-4x4x4-Cube-Interconnect-Logic-and-Optical-Interface-Distribution-768x681.png 768w, https:\/\/www.fibermall.com\/blog\/wp-content\/uploads\/2025\/12\/TPUv4-4x4x4-Cube-Interconnect-Logic-and-Optical-Interface-Distribution.png 1080w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">(Reference: Figure 1 \u2013 TPUv4 4x4x4 Cube Interconnect Logic and Optical Interface Distribution)<\/figcaption><\/figure>\n\n\n\n<figure class=\"wp-block-image aligncenter size-large is-resized\"><img decoding=\"async\" width=\"1024\" height=\"687\" src=\"https:\/\/www.fibermall.com\/blog\/wp-content\/uploads\/2025\/12\/table-1-1024x687.png\" alt=\"table 1\" class=\"wp-image-18423\" style=\"width:800px\" srcset=\"https:\/\/www.fibermall.com\/blog\/wp-content\/uploads\/2025\/12\/table-1-1024x687.png 1024w, https:\/\/www.fibermall.com\/blog\/wp-content\/uploads\/2025\/12\/table-1-300x201.png 300w, https:\/\/www.fibermall.com\/blog\/wp-content\/uploads\/2025\/12\/table-1-768x515.png 768w, https:\/\/www.fibermall.com\/blog\/wp-content\/uploads\/2025\/12\/table-1.png 1264w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">(Table 1: Calculation of 96 Optical Links in TPUv4 4x4x4 Cube)<\/figcaption><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"23_Deriving_48_OCS_Units_in_TPUv4_Pod_Cluster\"><\/span><strong>2.3 Deriving 48 OCS Units in TPUv4 Pod Cluster<\/strong><strong><\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>From above, each Cube has 64 chips. For a 4096-chip Pod: 4096 \/ 64 = 64 Cubes.<\/p>\n\n\n\n<p>Total optical links: 64 Cubes \u00d7 96 Links\/Cube = 6144 links.<\/p>\n\n\n\n<p>Google&#8217;s Palomar OCS is typically 136\u00d7136 ports, but engineered for 128 effective ports (binary alignment + 8 redundancy). Thus: 6144 Links \u00f7 128 Ports\/OCS = 48 OCS units.<\/p>\n\n\n\n<p>To strictly align with 3D Torus, the 48 OCS are organized into three orthogonal groups for X\/Y\/Z traffic. For example, the X-axis group has 16 OCS, each handling only \u00b1X face links across all Cubes under &#8220;same-dimension interconnect&#8221; principle\u2014ensuring orthogonal isolation, simplifying routing algorithms, and avoiding deadlocks.<\/p>\n\n\n\n<p>In 3D Torus, OCS acts as a massive dynamic patch panel, physically realizing Torus geometry. Data leaving a node&#8217;s X+ interface enters the adjacent node&#8217;s X- (step size 1 in standard TPUv4, variable N in twisted TPUv7). Edge nodes wrap around via OCS.<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-large is-resized\"><img decoding=\"async\" width=\"1024\" height=\"1005\" src=\"https:\/\/www.fibermall.com\/blog\/wp-content\/uploads\/2025\/12\/\u00b1X-\u00b1Y-\u00b1Z-Topology-for-64-TPU-in-TPUv7-1024x1005.png\" alt=\"\u00b1X, \u00b1Y, \u00b1Z Topology for 64 TPU in TPUv7\" class=\"wp-image-18424\" style=\"width:800px\" srcset=\"https:\/\/www.fibermall.com\/blog\/wp-content\/uploads\/2025\/12\/\u00b1X-\u00b1Y-\u00b1Z-Topology-for-64-TPU-in-TPUv7-1024x1005.png 1024w, https:\/\/www.fibermall.com\/blog\/wp-content\/uploads\/2025\/12\/\u00b1X-\u00b1Y-\u00b1Z-Topology-for-64-TPU-in-TPUv7-300x294.png 300w, https:\/\/www.fibermall.com\/blog\/wp-content\/uploads\/2025\/12\/\u00b1X-\u00b1Y-\u00b1Z-Topology-for-64-TPU-in-TPUv7-768x754.png 768w, https:\/\/www.fibermall.com\/blog\/wp-content\/uploads\/2025\/12\/\u00b1X-\u00b1Y-\u00b1Z-Topology-for-64-TPU-in-TPUv7.png 1080w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">(Reference: Figure 2 \u2013 \u00b1X, \u00b1Y, \u00b1Z Topology for 64 TPU in TPUv7)<\/figcaption><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"24_Core_of_TPUv4_Pod_Palomar_OCS_Microstructure\"><\/span><strong>2.4 Core of TPUv4 Pod: Palomar OCS Microstructure<\/strong><strong><\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>Unlike lossless packet switches, Palomar OCS doesn&#8217;t read headers or perform O\/E conversion\u2014it&#8217;s purely physical-layer &#8220;light reflection.&#8221;<\/p>\n\n\n\n<p>Internal path forms a classic &#8220;W&#8221; shape to minimize insertion loss and enable any-to-any connectivity.<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"506\" src=\"https:\/\/www.fibermall.com\/blog\/wp-content\/uploads\/2025\/12\/OCS-W-Optical-Path-Principle-1024x506.png\" alt=\"OCS W Optical Path Principle\" class=\"wp-image-18425\" style=\"width:800px\" srcset=\"https:\/\/www.fibermall.com\/blog\/wp-content\/uploads\/2025\/12\/OCS-W-Optical-Path-Principle-1024x506.png 1024w, https:\/\/www.fibermall.com\/blog\/wp-content\/uploads\/2025\/12\/OCS-W-Optical-Path-Principle-300x148.png 300w, https:\/\/www.fibermall.com\/blog\/wp-content\/uploads\/2025\/12\/OCS-W-Optical-Path-Principle-768x380.png 768w, https:\/\/www.fibermall.com\/blog\/wp-content\/uploads\/2025\/12\/OCS-W-Optical-Path-Principle.png 1080w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">(Reference: Figure 3 \u2013 OCS &#8220;W&#8221; Optical Path Principle)<\/figcaption><\/figure>\n\n\n\n<p>W-path: Collimator &gt; Dichroic Mirror &gt; 2D MEMS Array I &gt; Dichroic Mirror &gt; 2D MEMS Array II &gt; Dichroic Mirror &gt; Receiver Collimator.<\/p>\n\n\n\n<p>Key components: Dual 2D MEMS for 3D beam steering; dichroic mirrors transmit 1310nm traffic while reflecting 850nm monitoring light. Paired with Injection + Camera modules for real-time in-band O&amp;M and microsecond MEMS adjustments\u2014this closed-loop alignment is a core barrier for Palomar OCS commercialization.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"03_Architecture_Evolution_Twisted_3D_Torus_and_2D_Torus\"><\/span><strong>03 Architecture Evolution: Twisted 3D Torus and 2D Torus<\/strong><strong><\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>With single-chip TDP rising to 600W and clusters exceeding 9,216 chips, TPUv7 (Ironwood) faces tougher cooling and latency challenges. Google introduced two major upgrades: twisted topology and extreme scale expansion.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"31_TPUv7_Twisted_3D_Torus_Topology_and_9216-Chip_Derivation\"><\/span><strong>3.1 TPUv7 Twisted 3D Torus Topology and 9216-Chip Derivation<\/strong><strong><\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>TPUv7 Pod scales to 9216 chips vs. TPUv4&#8217;s 4096. Minimal unit remains 4x4x4 Cube (64 chips): 9216 \/ 64 = 144 Cubes.<\/p>\n\n\n\n<p>Total links: 144 Cubes \u00d7 96 Links\/Cube = 13,824 ports.<\/p>\n\n\n\n<p>Google reportedly uses still 48 OCS units. (Figure 4 shows Cube A fanning out 96 links to 48 OCS.)<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"576\" src=\"https:\/\/www.fibermall.com\/blog\/wp-content\/uploads\/2025\/12\/Cube-A-fanning-out-96-links-to-48-OCS-1024x576.png\" alt=\"Cube A fanning out 96 links to 48 OCS\" class=\"wp-image-18426\" style=\"width:800px\" srcset=\"https:\/\/www.fibermall.com\/blog\/wp-content\/uploads\/2025\/12\/Cube-A-fanning-out-96-links-to-48-OCS-1024x576.png 1024w, https:\/\/www.fibermall.com\/blog\/wp-content\/uploads\/2025\/12\/Cube-A-fanning-out-96-links-to-48-OCS-300x169.png 300w, https:\/\/www.fibermall.com\/blog\/wp-content\/uploads\/2025\/12\/Cube-A-fanning-out-96-links-to-48-OCS-768x432.png 768w, https:\/\/www.fibermall.com\/blog\/wp-content\/uploads\/2025\/12\/Cube-A-fanning-out-96-links-to-48-OCS.png 1080w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>To handle this, OCS upgraded to 144\u00d7144 ports (matching 144 Cubes; likely 320\u00d7320 in reality), with Twisted 3D Torus links at 800G\/1.6T for non-blocking communication.<\/p>\n\n\n\n<p>Topology upgrade: Introduces variable step size N for Twisted 3D Torus to reduce hops. Optimal N \u2248 Dimension_Size \/ 2.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Left: Standard 2D Torus (Step=1, sequential hops).<\/li>\n\n\n\n<li>Right: Twisted 2D Torus (Step=N, &#8220;wormhole&#8221; jumps via OCS).<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image aligncenter size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"419\" src=\"https:\/\/www.fibermall.com\/blog\/wp-content\/uploads\/2025\/12\/Standard-vs.-Twisted-2D-Torus-Comparison-1024x419.png\" alt=\"Standard vs. Twisted 2D Torus Comparison\" class=\"wp-image-18427\" style=\"width:800px\" srcset=\"https:\/\/www.fibermall.com\/blog\/wp-content\/uploads\/2025\/12\/Standard-vs.-Twisted-2D-Torus-Comparison-1024x419.png 1024w, https:\/\/www.fibermall.com\/blog\/wp-content\/uploads\/2025\/12\/Standard-vs.-Twisted-2D-Torus-Comparison-300x123.png 300w, https:\/\/www.fibermall.com\/blog\/wp-content\/uploads\/2025\/12\/Standard-vs.-Twisted-2D-Torus-Comparison-768x314.png 768w, https:\/\/www.fibermall.com\/blog\/wp-content\/uploads\/2025\/12\/Standard-vs.-Twisted-2D-Torus-Comparison.png 1080w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">(Reference: Figure 5 \u2013 Standard vs. Twisted 2D Torus Comparison)<\/figcaption><\/figure>\n\n\n\n<p>Extending to 3D: (Figure 6 shows 128 TPU Slice (4x4x8) connections, e.g., Z-axis jump from Cube A to Cube B.)<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"767\" src=\"https:\/\/www.fibermall.com\/blog\/wp-content\/uploads\/2025\/12\/128-TPU-Slice-1024x767.png\" alt=\"128 TPU Slice\" class=\"wp-image-18428\" style=\"width:800px\" srcset=\"https:\/\/www.fibermall.com\/blog\/wp-content\/uploads\/2025\/12\/128-TPU-Slice-1024x767.png 1024w, https:\/\/www.fibermall.com\/blog\/wp-content\/uploads\/2025\/12\/128-TPU-Slice-300x225.png 300w, https:\/\/www.fibermall.com\/blog\/wp-content\/uploads\/2025\/12\/128-TPU-Slice-768x575.png 768w, https:\/\/www.fibermall.com\/blog\/wp-content\/uploads\/2025\/12\/128-TPU-Slice.png 1080w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"32_TPUv5ev6e_and_2D_Torus_Mesh\"><\/span><strong>3.2 TPUv5e\/v6e and 2D Torus Mesh<\/strong><strong><\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>For latency-sensitive inference and mid-scale training, TPUv5e\/v6e (Trillium) adopt cost-optimized design: Remove expensive OCS, use static 2D Torus Mesh.<\/p>\n\n\n\n<p>Pod max 256 TPUs (4 liquid-cooled cabinets in 16\u00d716 topology). Y-axis vertical via PCB\/backplane; X-axis horizontal via QSFP-DD DAC copper cables, closing loops with long cables.<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"542\" src=\"https:\/\/www.fibermall.com\/blog\/wp-content\/uploads\/2025\/12\/TPUv5e-Liquid-Cooling-Plate-and-Interface-Layout-1024x542.png\" alt=\"TPUv5e Liquid Cooling Plate and Interface Layout\" class=\"wp-image-18429\" style=\"width:800px\" srcset=\"https:\/\/www.fibermall.com\/blog\/wp-content\/uploads\/2025\/12\/TPUv5e-Liquid-Cooling-Plate-and-Interface-Layout-1024x542.png 1024w, https:\/\/www.fibermall.com\/blog\/wp-content\/uploads\/2025\/12\/TPUv5e-Liquid-Cooling-Plate-and-Interface-Layout-300x159.png 300w, https:\/\/www.fibermall.com\/blog\/wp-content\/uploads\/2025\/12\/TPUv5e-Liquid-Cooling-Plate-and-Interface-Layout-768x407.png 768w, https:\/\/www.fibermall.com\/blog\/wp-content\/uploads\/2025\/12\/TPUv5e-Liquid-Cooling-Plate-and-Interface-Layout.png 1080w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">(Reference: Figure 7 \u2013 TPUv5e Liquid Cooling Plate and Interface Layout)<\/figcaption><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"04_Industry_Landscape_Deep_Comparison_and_Supply_Chain_Validation\"><\/span><strong>04 Industry Landscape Deep Comparison and Supply Chain Validation<\/strong><strong><\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"41_Google_ICI_vs_AWS_Trainium_vs_NVIDIA\"><\/span><strong>4.1 Google (ICI) vs. AWS (Trainium) vs. NVIDIA<\/strong><strong><\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<figure class=\"wp-block-image aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"799\" height=\"540\" src=\"https:\/\/www.fibermall.com\/blog\/wp-content\/uploads\/2025\/12\/NVIDIA.png\" alt=\"NVIDIA\" class=\"wp-image-18430\" style=\"width:800px\" srcset=\"https:\/\/www.fibermall.com\/blog\/wp-content\/uploads\/2025\/12\/NVIDIA.png 799w, https:\/\/www.fibermall.com\/blog\/wp-content\/uploads\/2025\/12\/NVIDIA-300x203.png 300w, https:\/\/www.fibermall.com\/blog\/wp-content\/uploads\/2025\/12\/NVIDIA-768x519.png 768w\" sizes=\"(max-width: 799px) 100vw, 799px\" \/><figcaption class=\"wp-element-caption\">(Table 2: Google TPU vs. AWS Trainium vs. NVIDIA H100\/GB200)<\/figcaption><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"42_Industry_Barriers_Why_Hard_to_Replicate_Googles_Model\"><\/span><strong>4.2 Industry Barriers: Why Hard to Replicate Google&#8217;s Model?<\/strong><strong><\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>TPUv7 Pod&#8217;s moat is vertical integration from atoms to ecosystem:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>High-precision MEMS + closed-loop control crosses optics, mechanics, semiconductors\u2014hard for general vendors.<\/li>\n\n\n\n<li>3D Torus efficacy relies on Orion SDN + XLA compiler synergy for precise placement\/routing.<\/li>\n\n\n\n<li>Full-stack: Chip + PyTorch XLA\/JAX + TF\/JAX + Gemini + billion-user apps\u2014unreplicable data flywheel.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"43_Supply_Chain_Full_Industrialization_of_OCS_Ecosystem\"><\/span><strong>4.3 Supply Chain: Full Industrialization of OCS Ecosystem<\/strong><strong><\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>Recent reports confirm Google&#8217;s OCS deployment via cross-validated supply chain:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>MEMS: Silex Microsystems mastered high-yield 2D MEMS.<\/li>\n\n\n\n<li>Integration: Accelink (192&#215;192), Dekoli partnering Lumentum for 320&#215;320.<\/li>\n\n\n\n<li>Optics: Tengjing for dichroic mirrors.<\/li>\n\n\n\n<li>Modules: Coherent\/Zhongji for 800G\/1.6T.<\/li>\n<\/ul>\n\n\n\n<p>This ecosystem enables &#8220;Hardware as a Service&#8221; (HaaS): Long-life OCS as infrastructure, lowering TCO.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"05_Future_Evolution_Toward_CPO_and_All-Optical_Interconnect_in_Post-Moore_Era\"><\/span><strong>05 Future Evolution: Toward CPO and All-Optical Interconnect in Post-Moore Era<\/strong><strong><\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>As TPUv8 advances with 224Gbps+ SerDes, traditional pluggable optics hit limits. CPO will break I\/O boundaries.<\/p>\n\n\n\n<p>Future Google TPU may shift to &#8220;chip-level light emission, all-optical direct&#8221;: Light engines co-packaged on TPU substrate, direct optical output to high-density backplane OCS (320\u00d7320+).<\/p>\n\n\n\n<p>In post-Moore AGI era: Will universal Ethernet\/InfiniBand win, or Google&#8217;s vertically integrated &#8220;walled garden&#8221; with photonics?<\/p>\n\n\n\n<p>What aspects of Google&#8217;s TPU network evolution intrigue you most\u2014the twisted torus reducing latency, the OCS supply chain maturity, or the potential shift to CPO? How do you see this comparing to competitors like NVIDIA&#8217;s NVLink optical future? Share your thoughts!<\/p>\n\n\n\n<p><\/p>\n<style>\r\n\r\n        .lwrp.link-whisper-related-posts{\r\n            \r\n            margin-top: 40px;\nmargin-bottom: 30px;\r\n        }\r\n        .lwrp .lwrp-title{\r\n            \r\n            \r\n        }\r\n        .lwrp .lwrp-description{\r\n            \r\n            \r\n\r\n        }\r\n        .lwrp .lwrp-list-container{\r\n        }\r\n        .lwrp .lwrp-list-multi-container{\r\n            display: flex;\r\n        }\r\n        .lwrp .lwrp-list-double{\r\n            width: 48%;\r\n        }\r\n        .lwrp .lwrp-list-triple{\r\n            width: 32%;\r\n        }\r\n        .lwrp .lwrp-list-row-container{\r\n            display: flex;\r\n            justify-content: space-between;\r\n        }\r\n        .lwrp .lwrp-list-row-container .lwrp-list-item{\r\n            width: calc(100% - 20px);\r\n        }\r\n        .lwrp .lwrp-list-item:not(.lwrp-no-posts-message-item){\r\n            \r\n            list-style: decimal;\r\n        }\r\n        .lwrp .lwrp-list-item img{\r\n            max-width: 100%;\r\n            height: auto;\r\n        }\r\n        .lwrp .lwrp-list-item.lwrp-empty-list-item{\r\n            background: initial !important;\r\n        }\r\n        .lwrp .lwrp-list-item .lwrp-list-link .lwrp-list-link-title-text,\r\n        .lwrp .lwrp-list-item .lwrp-list-no-posts-message{\r\n            \r\n                \r\n        }\r\n        @media screen and (max-width: 480px) {\r\n            .lwrp.link-whisper-related-posts{\r\n                \r\n                \r\n            }\r\n            .lwrp .lwrp-title{\r\n                \r\n                \r\n            }\r\n            .lwrp .lwrp-description{\r\n                \r\n                \r\n            }\r\n            .lwrp .lwrp-list-multi-container{\r\n                flex-direction: column;\r\n            }\r\n            .lwrp .lwrp-list-multi-container ul.lwrp-list{\r\n                margin-top: 0px;\r\n                margin-bottom: 0px;\r\n                padding-top: 0px;\r\n                padding-bottom: 0px;\r\n            }\r\n            .lwrp .lwrp-list-double,\r\n            .lwrp .lwrp-list-triple{\r\n                width: 100%;\r\n            }\r\n            .lwrp .lwrp-list-row-container{\r\n                justify-content: initial;\r\n                flex-direction: column;\r\n            }\r\n            .lwrp .lwrp-list-row-container .lwrp-list-item{\r\n                width: 100%;\r\n            }\r\n            .lwrp .lwrp-list-item:not(.lwrp-no-posts-message-item){\r\n                \r\n                \r\n            }\r\n            .lwrp .lwrp-list-item .lwrp-list-link .lwrp-list-link-title-text,\r\n            .lwrp .lwrp-list-item .lwrp-list-no-posts-message{\r\n                \r\n                    \r\n            }\r\n        }<\/style>\r\n<div id=\"link-whisper-related-posts-widget\" class=\"link-whisper-related-posts lwrp\">\r\n            <h3 class=\"lwrp-title\">Related Posts<\/h3>    \r\n        <div class=\"lwrp-list-container\">\r\n                                            <ul class=\"lwrp-list lwrp-list-single\">\r\n                    <li class=\"lwrp-list-item\"><a href=\"https:\/\/www.fibermall.com\/blog\/nvidia-transceiver.htm\" class=\"lwrp-list-link\"><span class=\"lwrp-list-link-title-text\">NVIDIA Transceiver: Everything You Need to Know About Optical Modules and Compatibility<\/span><\/a><\/li><li class=\"lwrp-list-item\"><a href=\"https:\/\/www.fibermall.com\/blog\/nvidia-hgx-b200-cooling-solution.htm\" class=\"lwrp-list-link\"><span class=\"lwrp-list-link-title-text\">NVIDIA HGX B200 and Thoughts on Its Liquid Cooling Solution<\/span><\/a><\/li><li class=\"lwrp-list-item\"><a href=\"https:\/\/www.fibermall.com\/blog\/fiber-transceiver-types.htm\" class=\"lwrp-list-link\"><span class=\"lwrp-list-link-title-text\">Unlocking the Secrets of Fiber Transceiver Types: Choose the Best for Your Network<\/span><\/a><\/li><li class=\"lwrp-list-item\"><a href=\"https:\/\/www.fibermall.com\/news\/100g-dwdm-qsfp28-bidi-transmission.htm\" class=\"lwrp-list-link\"><span class=\"lwrp-list-link-title-text\">Fiber Mall opened 4x100G DWDM QSFP28 BIDI transmission link<\/span><\/a><\/li><li class=\"lwrp-list-item\"><a href=\"https:\/\/www.fibermall.com\/blog\/interconnection-technology-data-center.htm\" class=\"lwrp-list-link\"><span class=\"lwrp-list-link-title-text\">Interconnection Technology from Chip Level to Data Center<\/span><\/a><\/li>                <\/ul>\r\n                        <\/div>\r\n<\/div>","protected":false},"excerpt":{"rendered":"<p>What makes Google&#8217;s TPU clusters stand out in the AI supercomputing race? How has the combination of 3D Torus topology and OCS (Optical Circuit Switching) technology enabled massive scaling while maintaining low latency and optimal TCO (Total Cost of Ownership)? In this in-depth blog post, we dive deep into the evolution of Google&#8217;s TPU intelligent [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":18432,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"default","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"set","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"footnotes":"","_wpscppro_dont_share_socialmedia":false,"_wpscppro_custom_social_share_image":0,"_facebook_share_type":"default","_twitter_share_type":"default","_linkedin_share_type":"default","_pinterest_share_type":"default","_linkedin_share_type_page":"default","_instagram_share_type":"default","_medium_share_type":"default","_threads_share_type":"default","_google_business_share_type":"default","_selected_social_profile":[{"id":"skM9ewvR8O","platform":"linkedin","platformKey":0,"name":"Jason Xue","type":"person","thumbnail_url":"https:\/\/media.licdn.com\/dms\/image\/C5603AQErPqKD0j6qBg\/profile-displayphoto-shrink_100_100\/0\/1599138392315?e=1723075200&v=beta&t=joEkh1OeKQ0F-QpAPv4xxQyBdGlHyccIQZauRSs6RvU","share_type":"default"}],"_wpsp_enable_custom_social_template":false,"_wpsp_social_scheduling":{"enabled":false,"datetime":null,"platforms":[],"status":"template_only","dateOption":"today","timeOption":"now","customDays":"","customHours":"","customDate":"","customTime":"","schedulingType":"absolute"},"_wpsp_active_default_template":true},"categories":[2,29],"tags":[],"class_list":["post-18416","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-blog","category-networking"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v20.13 (Yoast SEO v25.8) - 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