{"id":115562,"date":"2025-02-28T16:36:16","date_gmt":"2025-02-28T16:36:16","guid":{"rendered":"https:\/\/peraltafinancing.com\/analytics\/deepseek-releases-3fs-smallpond-framework\/"},"modified":"2025-02-28T16:36:16","modified_gmt":"2025-02-28T16:36:16","slug":"deepseek-releases-3fs-smallpond-framework","status":"publish","type":"post","link":"https:\/\/fivemor.com\/?p=115562","title":{"rendered":"DeepSeek Releases 3FS &#038; Smallpond Framework"},"content":{"rendered":"<p> <br \/>\n<\/p>\n<div id=\"article-start\">\n<p>On February 28, 2025, DeepSeek made significant strides in the open-source community by launching the Fire-Flyer File System (3FS) and the Smallpond data processing framework. These innovations are designed to enhance data access and processing capabilities, particularly for <a href=\"https:\/\/www.analyticsvidhya.com\/blog\/2023\/03\/the-controversy-of-ai-training-with-personal-data\/\" target=\"_blank\" rel=\"noreferrer noopener\">AI training <\/a>and inference workloads.<\/p>\n<figure class=\"wp-block-embed is-type-rich is-provider-twitter wp-block-embed-twitter\">\n<div class=\"wp-block-embed__wrapper\">\n<blockquote class=\"twitter-tweet\" data-width=\"500\" data-dnt=\"true\">\n<p lang=\"en\" dir=\"ltr\">\ud83d\ude80 Day 5 of <a href=\"https:\/\/twitter.com\/hashtag\/OpenSourceWeek?src=hash&amp;ref_src=twsrc%5Etfw\">#OpenSourceWeek<\/a>: 3FS, Thruster for All DeepSeek Data Access<\/p>\n<p>Fire-Flyer File System (3FS) \u2013 a parallel file system that utilizes the full bandwidth of modern SSDs and RDMA networks.<\/p>\n<p>\u26a1 6.6 TiB\/s aggregate read throughput in a 180-node cluster<br \/>\u26a1 3.66 TiB\/min\u2026<\/p>\n<p>\u2014 DeepSeek (@deepseek_ai) <a href=\"https:\/\/twitter.com\/deepseek_ai\/status\/1895279409185390655?ref_src=twsrc%5Etfw\">February 28, 2025<\/a><\/p><\/blockquote>\n<\/div>\n<\/figure>\n<h2 class=\"wp-block-heading\" id=\"h-fire-flyer-file-system-3fs\">Fire-Flyer File System (3FS)<\/h2>\n<p>The Fire-Flyer File System (3FS) is a high-performance distributed file system that leverages modern SSDs and RDMA networks. It aims to provide a robust shared storage layer that simplifies the development of distributed applications.<\/p>\n<h3 class=\"wp-block-heading\" id=\"h-what-is-rdma\">What is RDMA?<\/h3>\n<p>By bypassing the operating system of each device, this technique called remote direct memory access (RDMA) enables the seamless transfer of data between the memory of two distinct computers, allowing for direct and unobstructed communication between their respective memory spaces.<\/p>\n<h3 class=\"wp-block-heading\" id=\"h-key-features-of-3fs\">Key Features of 3FS<\/h3>\n<ul class=\"wp-block-list\">\n<li><strong>Performance and Usability<\/strong>\n<ul class=\"wp-block-list\">\n<li>Achieves an impressive 6.6 TiB\/s aggregate read throughput in a 180-node cluster.<\/li>\n<li>Supports 3.66 TiB\/min throughput on the GraySort benchmark in a 25-node cluster.<\/li>\n<li>Delivers 40+ GiB\/s peak throughput per client node for KVCache lookups.<\/li>\n<\/ul>\n<\/li>\n<li><strong>Disaggregated Architecture<\/strong>\n<ul class=\"wp-block-list\">\n<li>Combines the throughput of thousands of SSDs with the network bandwidth of hundreds of storage nodes.<\/li>\n<li>Enables applications to access storage resources in a locality-oblivious manner.<\/li>\n<\/ul>\n<\/li>\n<li><strong>Strong Consistency<\/strong>\n<ul class=\"wp-block-list\">\n<li>Implements Chain Replication with Apportioned Queries (CRAQ) for strong consistency, simplifying application code.<\/li>\n<\/ul>\n<\/li>\n<li><strong>File Interfaces<\/strong>\n<ul class=\"wp-block-list\">\n<li>Develops stateless metadata services backed by a transactional key-value store (e.g., FoundationDB).<\/li>\n<li>Familiar file interface eliminates the need for learning a new storage API.<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h3 class=\"wp-block-heading\" id=\"h-diverse-workloads-supported\">Diverse Workloads Supported<\/h3>\n<ul class=\"wp-block-list\">\n<li><strong>Data Preparation<\/strong>\n<ul class=\"wp-block-list\">\n<li>Organizes outputs of <a href=\"https:\/\/www.analyticsvidhya.com\/blog\/2024\/07\/free-data-analytics-courses\/\" target=\"_blank\" rel=\"noreferrer noopener\">data analytics<\/a> pipelines into hierarchical directory structures.<\/li>\n<li>Efficiently manages large volumes of intermediate outputs.<\/li>\n<\/ul>\n<\/li>\n<li><strong>Dataloaders<\/strong>\n<ul class=\"wp-block-list\">\n<li>Enables random access to training samples across compute nodes, eliminating the need for prefetching or shuffling datasets.<\/li>\n<\/ul>\n<\/li>\n<li><strong>Checkpointing<\/strong>\n<ul class=\"wp-block-list\">\n<li>Supports high-throughput parallel checkpointing for large-scale training.<\/li>\n<\/ul>\n<\/li>\n<li><strong>KVCache for Inference<\/strong>\n<ul class=\"wp-block-list\">\n<li>Provides a cost-effective alternative to DRAM-based caching, offering high throughput and significantly larger capacity.<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h3 class=\"wp-block-heading\" id=\"h-performance-insights\">Performance Insights<\/h3>\n<p>The performance of 3FS has been validated through rigorous testing. For instance, a read stress test on a large 3FS cluster demonstrated an aggregate read throughput of 6.6 TiB\/s with background traffic from training jobs.<\/p>\n<h2 class=\"wp-block-heading\" id=\"h-smallpond-framework\">Smallpond Framework<\/h2>\n<p>DeepSeek has also introduced the Smallpond framework alongside 3FS and designed it for data processing on 3FS. Smallpond provides a lightweight distributed data processing framework. It uses<a href=\"https:\/\/duckdb.org\/\" target=\"_blank\" rel=\"noreferrer noopener nofollow\"> duckdb<\/a> as the compute engine and stores data in<a href=\"https:\/\/parquet.apache.org\/\" target=\"_blank\" rel=\"noreferrer noopener nofollow\"> parquet<\/a> format on a distributed file system (e.g.<a href=\"https:\/\/github.com\/deepseek-ai\/3fs\" target=\"_blank\" rel=\"noreferrer noopener nofollow\"> 3FS<\/a>).<\/p>\n<h3 class=\"wp-block-heading\" id=\"h-key-features-of-smallpond\">Key Features of Smallpond<\/h3>\n<ul class=\"wp-block-list\">\n<li><strong>Performance<\/strong>: Smallpond uses DuckDB to deliver native-level performance for efficient data processing.<\/li>\n<li><strong>Scalability<\/strong>: Leverages high-performance distributed file systems for intermediate storage, enabling PB-scale data handling without memory bottlenecks.<\/li>\n<li><strong>Simplicity<\/strong>: No long-running services or complex dependencies, making it easy to deploy and maintain.<\/li>\n<li><strong>Efficient Data Processing<\/strong>\n<ul class=\"wp-block-list\">\n<li>Utilizes a two-phase approach for sorting large-scale datasets, enhancing performance and efficiency.<\/li>\n<li>Successfully sorted 110.5 TiB of data across 8,192 partitions in just 30 minutes and 14 seconds, achieving an average throughput of 3.66 TiB\/min.<\/li>\n<\/ul>\n<\/li>\n<li><strong>Integration with 3FS<\/strong>\n<ul class=\"wp-block-list\">\n<li>Smallpond works seamlessly with 3FS, leveraging its high throughput and strong consistency features.<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h2 class=\"wp-block-heading\" id=\"h-getting-started-with-3fs-and-smallpond\">Getting Started with 3FS and Smallpond<\/h2>\n<h3 class=\"wp-block-heading\" id=\"h-nbsp-3fs-installation-instructions\">\u00a03FS Installation Instructions<\/h3>\n<p>Clone the repository and install the necessary dependencies to get started with 3FS.<\/p>\n<p>1. # Clone the 3FS repository<\/p>\n<pre class=\"wp-block-code\"><code>git clone <a href=\"https:\/\/github.com\/deepseek-ai\/3fs\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">https:\/\/github.com\/deepseek-ai\/3fs<\/a><\/code><\/pre>\n<p>2. # Navigate to the directory and initialize submodules<\/p>\n<pre class=\"wp-block-code\"><code>cd 3fs\ngit submodule update --init --recursive\n.\/patches\/apply.sh<\/code><\/pre>\n<p>For more usage and options, please refer to the <a href=\"https:\/\/github.com\/deepseek-ai\/3FS\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">3FS documentation.<\/a><\/p>\n<h3 class=\"wp-block-heading\" id=\"h-getting-started-with-smallpond\">Getting Started with Smallpond<\/h3>\n<p>To get started with Smallpond, please follow these steps:<\/p>\n<h3 class=\"wp-block-heading\" id=\"h-installation\">Installation<\/h3>\n<ul class=\"wp-block-list\">\n<li>Make sure you have Python 3.8+ installed on your device.<\/li>\n<li>Install Smallpond using pip:<\/li>\n<\/ul>\n<pre class=\"wp-block-code\"><code>!pip install smallpond<\/code><\/pre>\n<h3 class=\"wp-block-heading\" id=\"h-initialisation\">Initialisation<\/h3>\n<p>The first step is to initialize a Smallpond session:<\/p>\n<pre class=\"wp-block-code\"><code>import smallpond\nsp = smallpond.init()<\/code><\/pre>\n<h3 class=\"wp-block-heading\" id=\"h-loading-data\">Loading Data<\/h3>\n<p>You can create a DataFrame from a set of files. For example, to load Parquet files:<\/p>\n<pre class=\"wp-block-code\"><code>df = sp.read_parquet(\"path\/to\/dataset\/*.parquet\")<\/code><\/pre>\n<h3 class=\"wp-block-heading\" id=\"h-partitioning-data\">Partitioning Data<\/h3>\n<p>Smallpond requires users to manually specify data partitions. Here are some examples:<\/p>\n<pre class=\"wp-block-code\"><code>df = df.repartition(3)\u00a0 # Repartition by files\ndf = df.repartition(3, by_row=True)\u00a0 # Repartition by rows\ndf = df.repartition(3, hash_by=\"host\")\u00a0 # Repartition by hash of a column<\/code><\/pre>\n<h3 class=\"wp-block-heading\" id=\"h-transforming-data\">Transforming Data<\/h3>\n<p>You can apply Python functions or SQL expressions to transform your data, these are some of the examples:<\/p>\n<pre class=\"wp-block-code\"><code>df = df.map('a + b as c')\u00a0 # Using SQL-like syntax\ndf = df.map(lambda row: {'c': row['a'] + row['b']})\u00a0 # Using a Python function<\/code><\/pre>\n<h3 class=\"wp-block-heading\" id=\"h-saving-data\">Saving Data<\/h3>\n<p>After processing your data, you can save it back to various formats. For instance, to save your DataFrame as a Parquet file:<\/p>\n<pre class=\"wp-block-code\"><code>df.write_parquet(\"path\/to\/output\/dataset.parquet\")<\/code><\/pre>\n<h3 class=\"wp-block-heading\" id=\"h-running-smallpond-jobs\">Running Smallpond Jobs<\/h3>\n<p>To execute a job in Smallpond, you can use the following command:<\/p>\n<pre class=\"wp-block-code\"><code>sp.run(df)<\/code><\/pre>\n<p>This command will trigger the execution of the transformations and save the results as specified.<\/p>\n<h2 class=\"wp-block-heading\" id=\"h-monitoring-and-debugging\">Monitoring and Debugging<\/h2>\n<p>Smallpond provides tools for monitoring job progress and debugging. When encountering job execution problems, delving into the log data and analyzing it can be instrumental in troubleshooting and resolving issues. Additionally, users have access to a comprehensive knowledge base that includes detailed documentation and tutorials on utilizing Smallpond effectively. This resource offers real-world examples and expert insights, ensuring users can efficiently navigate the platform and unlock its full potential.<\/p>\n<p>The availability of use cases and step-by-step guides further enhances Smallpond\u2019s capabilities, and users can access them through the official support channel. These resources provide users with valuable information and expert assistance to optimize their Smallpond experience and address any difficulties they encounter.<\/p>\n<p><a href=\"https:\/\/deepseek-ai.github.io\/smallpond\/index.html\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">Smallpond Documentation.<\/a><\/p>\n<p><strong>Previous Updates:<\/strong><\/p>\n<h2 class=\"wp-block-heading\" id=\"h-conclusion\">Conclusion<\/h2>\n<p>The open source of 3FS and Smallpond Framework is a significant leap forward in the field of data processing. Their high abilities, ease of use, as well as consistency empower the researchers and developers in the Open source field. Now the applications of data-intensive tasks evolve at a faster pace, 3FS and Smallpond promise a great infrastructure to meet the workloads of modern applications.\u00a0<\/p>\n<div class=\"border-top py-3 author-info my-4\">\n<div class=\"author-card d-flex align-items-center\">\n<div class=\"flex-shrink-0 overflow-hidden\">\n                                    <a href=\"https:\/\/www.analyticsvidhya.com\/blog\/author\/harsh9480979\/\" class=\"text-decoration-none active-avatar\"><br \/>\n                                                                       <img decoding=\"async\" src=\"https:\/\/av-eks-lekhak.s3.amazonaws.com\/media\/lekhak-profile-images\/converted_image_0fBqNLi.webp\" width=\"48\" height=\"48\" alt=\"Harsh Mishra\" loading=\"lazy\" class=\"rounded-circle\"\/><\/p>\n<p>                                <\/a>\n                                <\/div>\n<\/p><\/div>\n<p>Harsh Mishra is an AI\/ML Engineer who spends more time talking to Large Language Models than actual humans. Passionate about GenAI, NLP, and making machines smarter (so they don\u2019t replace him just yet). When not optimizing models, he\u2019s probably optimizing his coffee intake. \ud83d\ude80\u2615<\/p>\n<\/p><\/div>\n<\/p><\/div>\n<p><script async src=\"\/\/platform.twitter.com\/widgets.js\" charset=\"utf-8\"><\/script><br \/>\n<br \/><\/p>\n","protected":false},"excerpt":{"rendered":"<p>On February 28, 2025, DeepSeek made significant strides in the open-source community by launching the Fire-Flyer File System (3FS) and the Smallpond data processing framework. These innovations are designed to enhance data access and processing capabilities, particularly for AI training and inference workloads. \ud83d\ude80 Day 5 of #OpenSourceWeek: 3FS, Thruster for All DeepSeek Data Access [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":115563,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[12033],"tags":[51327,29466,13782,3937,51328],"dealstore":[],"offerexpiration":[],"class_list":["post-115562","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-analytics","tag-3fs","tag-deepseek","tag-framework","tag-releases","tag-smallpond"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.4 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>DeepSeek Releases 3FS &amp; Smallpond Framework - Som2ny Network<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/fivemor.com\/?p=115562\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"DeepSeek Releases 3FS &amp; Smallpond Framework - Som2ny Network\" \/>\n<meta property=\"og:description\" content=\"On February 28, 2025, DeepSeek made significant strides in the open-source community by launching the Fire-Flyer File System (3FS) and the Smallpond data processing framework. These innovations are designed to enhance data access and processing capabilities, particularly for AI training and inference workloads. \ud83d\ude80 Day 5 of #OpenSourceWeek: 3FS, Thruster for All DeepSeek Data Access [&hellip;]\" \/>\n<meta property=\"og:url\" content=\"https:\/\/fivemor.com\/?p=115562\" \/>\n<meta property=\"og:site_name\" content=\"Som2ny Network\" \/>\n<meta property=\"article:published_time\" content=\"2025-02-28T16:36:16+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/fivemor.com\/wp-content\/uploads\/2025\/02\/Day-5-of-OpenSourceWeek-3FS.webp.webp\" \/>\n\t<meta property=\"og:image:width\" content=\"872\" \/>\n\t<meta property=\"og:image:height\" content=\"473\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/webp\" \/>\n<meta name=\"author\" content=\"admin\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"admin\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"5 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/fivemor.com\/?p=115562#article\",\"isPartOf\":{\"@id\":\"https:\/\/fivemor.com\/?p=115562\"},\"author\":{\"name\":\"admin\",\"@id\":\"https:\/\/fivemor.com\/#\/schema\/person\/b85e3c3dc0e1daea076524dc8810c371\"},\"headline\":\"DeepSeek Releases 3FS &#038; Smallpond Framework\",\"datePublished\":\"2025-02-28T16:36:16+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/fivemor.com\/?p=115562\"},\"wordCount\":949,\"commentCount\":0,\"publisher\":{\"@id\":\"https:\/\/fivemor.com\/#organization\"},\"image\":{\"@id\":\"https:\/\/fivemor.com\/?p=115562#primaryimage\"},\"thumbnailUrl\":\"https:\/\/fivemor.com\/wp-content\/uploads\/2025\/02\/Day-5-of-OpenSourceWeek-3FS.webp.webp\",\"keywords\":[\"3FS\",\"DeepSeek\",\"Framework\",\"Releases\",\"Smallpond\"],\"articleSection\":[\"Analytics\"],\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\/\/fivemor.com\/?p=115562#respond\"]}]},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/fivemor.com\/?p=115562\",\"url\":\"https:\/\/fivemor.com\/?p=115562\",\"name\":\"DeepSeek Releases 3FS & Smallpond Framework - Som2ny Network\",\"isPartOf\":{\"@id\":\"https:\/\/fivemor.com\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\/\/fivemor.com\/?p=115562#primaryimage\"},\"image\":{\"@id\":\"https:\/\/fivemor.com\/?p=115562#primaryimage\"},\"thumbnailUrl\":\"https:\/\/fivemor.com\/wp-content\/uploads\/2025\/02\/Day-5-of-OpenSourceWeek-3FS.webp.webp\",\"datePublished\":\"2025-02-28T16:36:16+00:00\",\"breadcrumb\":{\"@id\":\"https:\/\/fivemor.com\/?p=115562#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/fivemor.com\/?p=115562\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/fivemor.com\/?p=115562#primaryimage\",\"url\":\"https:\/\/fivemor.com\/wp-content\/uploads\/2025\/02\/Day-5-of-OpenSourceWeek-3FS.webp.webp\",\"contentUrl\":\"https:\/\/fivemor.com\/wp-content\/uploads\/2025\/02\/Day-5-of-OpenSourceWeek-3FS.webp.webp\",\"width\":872,\"height\":473},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/fivemor.com\/?p=115562#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\/\/fivemor.com\/?bp_activities=1\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"DeepSeek Releases 3FS &#038; Smallpond Framework\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/fivemor.com\/#website\",\"url\":\"https:\/\/fivemor.com\/\",\"name\":\"Som2ny Network\",\"description\":\"Daily Deals\",\"publisher\":{\"@id\":\"https:\/\/fivemor.com\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/fivemor.com\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-US\"},{\"@type\":\"Organization\",\"@id\":\"https:\/\/fivemor.com\/#organization\",\"name\":\"Som2ny Network\",\"url\":\"https:\/\/fivemor.com\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/fivemor.com\/#\/schema\/logo\/image\/\",\"url\":\"https:\/\/fivemor.com\/wp-content\/uploads\/2026\/07\/4a0953c4-logo-300x86-1.png\",\"contentUrl\":\"https:\/\/fivemor.com\/wp-content\/uploads\/2026\/07\/4a0953c4-logo-300x86-1.png\",\"width\":300,\"height\":86,\"caption\":\"Som2ny Network\"},\"image\":{\"@id\":\"https:\/\/fivemor.com\/#\/schema\/logo\/image\/\"}},{\"@type\":\"Person\",\"@id\":\"https:\/\/fivemor.com\/#\/schema\/person\/b85e3c3dc0e1daea076524dc8810c371\",\"name\":\"admin\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/fivemor.com\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/secure.gravatar.com\/avatar\/729ae85bf62b9917e93538db2f2688ca?s=96&r=g&default=https%3A%2F%2Ffivemor.com%2Fwp-content%2Fplugins%2Fbuddypress-first-letter-avatar%2Fimages%2Fdefault%2F96%2Flatin_a.png\",\"contentUrl\":\"https:\/\/secure.gravatar.com\/avatar\/729ae85bf62b9917e93538db2f2688ca?s=96&r=g&default=https%3A%2F%2Ffivemor.com%2Fwp-content%2Fplugins%2Fbuddypress-first-letter-avatar%2Fimages%2Fdefault%2F96%2Flatin_a.png\",\"caption\":\"admin\"},\"sameAs\":[\"https:\/\/fivemor.com\"],\"url\":\"https:\/\/fivemor.com\/?author=1\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"DeepSeek Releases 3FS & Smallpond Framework - Som2ny Network","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/fivemor.com\/?p=115562","og_locale":"en_US","og_type":"article","og_title":"DeepSeek Releases 3FS & Smallpond Framework - Som2ny Network","og_description":"On February 28, 2025, DeepSeek made significant strides in the open-source community by launching the Fire-Flyer File System (3FS) and the Smallpond data processing framework. These innovations are designed to enhance data access and processing capabilities, particularly for AI training and inference workloads. \ud83d\ude80 Day 5 of #OpenSourceWeek: 3FS, Thruster for All DeepSeek Data Access [&hellip;]","og_url":"https:\/\/fivemor.com\/?p=115562","og_site_name":"Som2ny Network","article_published_time":"2025-02-28T16:36:16+00:00","og_image":[{"width":872,"height":473,"url":"https:\/\/fivemor.com\/wp-content\/uploads\/2025\/02\/Day-5-of-OpenSourceWeek-3FS.webp.webp","type":"image\/webp"}],"author":"admin","twitter_card":"summary_large_image","twitter_misc":{"Written by":"admin","Est. reading time":"5 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/fivemor.com\/?p=115562#article","isPartOf":{"@id":"https:\/\/fivemor.com\/?p=115562"},"author":{"name":"admin","@id":"https:\/\/fivemor.com\/#\/schema\/person\/b85e3c3dc0e1daea076524dc8810c371"},"headline":"DeepSeek Releases 3FS &#038; Smallpond Framework","datePublished":"2025-02-28T16:36:16+00:00","mainEntityOfPage":{"@id":"https:\/\/fivemor.com\/?p=115562"},"wordCount":949,"commentCount":0,"publisher":{"@id":"https:\/\/fivemor.com\/#organization"},"image":{"@id":"https:\/\/fivemor.com\/?p=115562#primaryimage"},"thumbnailUrl":"https:\/\/fivemor.com\/wp-content\/uploads\/2025\/02\/Day-5-of-OpenSourceWeek-3FS.webp.webp","keywords":["3FS","DeepSeek","Framework","Releases","Smallpond"],"articleSection":["Analytics"],"inLanguage":"en-US","potentialAction":[{"@type":"CommentAction","name":"Comment","target":["https:\/\/fivemor.com\/?p=115562#respond"]}]},{"@type":"WebPage","@id":"https:\/\/fivemor.com\/?p=115562","url":"https:\/\/fivemor.com\/?p=115562","name":"DeepSeek Releases 3FS & Smallpond Framework - Som2ny Network","isPartOf":{"@id":"https:\/\/fivemor.com\/#website"},"primaryImageOfPage":{"@id":"https:\/\/fivemor.com\/?p=115562#primaryimage"},"image":{"@id":"https:\/\/fivemor.com\/?p=115562#primaryimage"},"thumbnailUrl":"https:\/\/fivemor.com\/wp-content\/uploads\/2025\/02\/Day-5-of-OpenSourceWeek-3FS.webp.webp","datePublished":"2025-02-28T16:36:16+00:00","breadcrumb":{"@id":"https:\/\/fivemor.com\/?p=115562#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/fivemor.com\/?p=115562"]}]},{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/fivemor.com\/?p=115562#primaryimage","url":"https:\/\/fivemor.com\/wp-content\/uploads\/2025\/02\/Day-5-of-OpenSourceWeek-3FS.webp.webp","contentUrl":"https:\/\/fivemor.com\/wp-content\/uploads\/2025\/02\/Day-5-of-OpenSourceWeek-3FS.webp.webp","width":872,"height":473},{"@type":"BreadcrumbList","@id":"https:\/\/fivemor.com\/?p=115562#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/fivemor.com\/?bp_activities=1"},{"@type":"ListItem","position":2,"name":"DeepSeek Releases 3FS &#038; Smallpond Framework"}]},{"@type":"WebSite","@id":"https:\/\/fivemor.com\/#website","url":"https:\/\/fivemor.com\/","name":"Som2ny Network","description":"Daily Deals","publisher":{"@id":"https:\/\/fivemor.com\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/fivemor.com\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-US"},{"@type":"Organization","@id":"https:\/\/fivemor.com\/#organization","name":"Som2ny Network","url":"https:\/\/fivemor.com\/","logo":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/fivemor.com\/#\/schema\/logo\/image\/","url":"https:\/\/fivemor.com\/wp-content\/uploads\/2026\/07\/4a0953c4-logo-300x86-1.png","contentUrl":"https:\/\/fivemor.com\/wp-content\/uploads\/2026\/07\/4a0953c4-logo-300x86-1.png","width":300,"height":86,"caption":"Som2ny Network"},"image":{"@id":"https:\/\/fivemor.com\/#\/schema\/logo\/image\/"}},{"@type":"Person","@id":"https:\/\/fivemor.com\/#\/schema\/person\/b85e3c3dc0e1daea076524dc8810c371","name":"admin","image":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/fivemor.com\/#\/schema\/person\/image\/","url":"https:\/\/secure.gravatar.com\/avatar\/729ae85bf62b9917e93538db2f2688ca?s=96&r=g&default=https%3A%2F%2Ffivemor.com%2Fwp-content%2Fplugins%2Fbuddypress-first-letter-avatar%2Fimages%2Fdefault%2F96%2Flatin_a.png","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/729ae85bf62b9917e93538db2f2688ca?s=96&r=g&default=https%3A%2F%2Ffivemor.com%2Fwp-content%2Fplugins%2Fbuddypress-first-letter-avatar%2Fimages%2Fdefault%2F96%2Flatin_a.png","caption":"admin"},"sameAs":["https:\/\/fivemor.com"],"url":"https:\/\/fivemor.com\/?author=1"}]}},"_links":{"self":[{"href":"https:\/\/fivemor.com\/index.php?rest_route=\/wp\/v2\/posts\/115562","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/fivemor.com\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/fivemor.com\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/fivemor.com\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/fivemor.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=115562"}],"version-history":[{"count":0,"href":"https:\/\/fivemor.com\/index.php?rest_route=\/wp\/v2\/posts\/115562\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/fivemor.com\/index.php?rest_route=\/wp\/v2\/media\/115563"}],"wp:attachment":[{"href":"https:\/\/fivemor.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=115562"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/fivemor.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=115562"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/fivemor.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=115562"},{"taxonomy":"dealstore","embeddable":true,"href":"https:\/\/fivemor.com\/index.php?rest_route=%2Fwp%2Fv2%2Fdealstore&post=115562"},{"taxonomy":"offerexpiration","embeddable":true,"href":"https:\/\/fivemor.com\/index.php?rest_route=%2Fwp%2Fv2%2Fofferexpiration&post=115562"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}