--- title: HuggingFace Introduces Quanto: A Python Quantization... description: HuggingFace introduces Quanto, a Python quantization toolkit that reduces the computational and memory costs of evaluating deep learning models. Quanto... canonical: https://daily.dev/posts/huggingface-introduces-quanto-a-python-quantization-toolkit-to-reduce-the-computational-and-memory--1hc748tws twitter:card: summary_large_image twitter:site: @dailydotdev og:type: website og:site_name: daily.dev og:title: HuggingFace Introduces Quanto: A Python Quantization Toolkit to Reduce the Computational and Memory Costs of Evaluating Deep Learning Models | daily.dev og:description: HuggingFace introduces Quanto, a Python quantization toolkit that reduces the computational and memory costs of evaluating deep learning models. Quanto... og:url: https://daily.dev/posts/huggingface-introduces-quanto-a-python-quantization-toolkit-to-reduce-the-computational-and-memory--1hc748tws og:image: https://api.daily.dev/og/posts/1Hc748TWS.png og:image:alt: HuggingFace Introduces Quanto: A Python Quantization Toolkit to Reduce the Computational and Memory Costs of Evaluating Deep Learning Models og:image:width: 1200 og:image:height: 630 og:locale: en --- > ## Documentation Index > Fetch the complete documentation index at: https://daily.dev/llms.txt > Use this file to discover all available pages before exploring further. # HuggingFace Introduces Quanto: A Python Quantization Toolkit to Reduce the Computational and Memory Costs of Evaluating Deep Learning Models **[Machine Learning News](https://daily.dev/sources/mlnews)** · 4 min read · 0 upvotes · 0 comments ## Summary HuggingFace introduces Quanto, a Python quantization toolkit that reduces the computational and memory costs of evaluating deep learning models. Quanto simplifies the quantization process for PyTorch models, offers a range of features, supports dynamic and static quantization, automates tasks, and integrates with the Hugging Face Transformers library. ## Full article daily.dev links to this article rather than hosting it. Read it at the original source: --- Tags: [#python](https://daily.dev/tags/python), [#deep-learning](https://daily.dev/tags/deep-learning), [#pytorch](https://daily.dev/tags/pytorch), [#huggingface](https://daily.dev/tags/huggingface) [View this post on daily.dev](https://daily.dev/posts/huggingface-introduces-quanto-a-python-quantization-toolkit-to-reduce-the-computational-and-memory--1hc748tws) ```json {"@context":"https://schema.org","@graph":[{"@type":"Organization","@id":"https://daily.dev/#organization","name":"daily.dev","url":"https://daily.dev","logo":{"@type":"ImageObject","url":"https://daily.dev/apple-touch-icon.png","width":180,"height":180},"sameAs":["https://twitter.com/dailydotdev","https://github.com/dailydotdev","https://www.linkedin.com/company/daily-dev-ltd"]},{"@type":"WebSite","@id":"https://daily.dev/#website","url":"https://daily.dev","name":"daily.dev","publisher":{"@id":"https://daily.dev/#organization"},"potentialAction":{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https://daily.dev/search?q={search_term_string}"},"query-input":"required name=search_term_string"}}]} {"@context":"https://schema.org","@type":"TechArticle","headline":"HuggingFace Introduces Quanto: A Python Quantization Toolkit to Reduce the Computational and Memory Costs of Evaluating Deep Learning Models","url":"https://daily.dev/posts/huggingface-introduces-quanto-a-python-quantization-toolkit-to-reduce-the-computational-and-memory--1hc748tws","mainEntityOfPage":{"@type":"WebPage","@id":"https://daily.dev/posts/huggingface-introduces-quanto-a-python-quantization-toolkit-to-reduce-the-computational-and-memory--1hc748tws"},"datePublished":"2024-03-23T23:02:48.718Z","dateModified":"2024-05-09T09:06:08.895Z","description":"HuggingFace introduces Quanto, a Python quantization toolkit that reduces the computational and memory costs of evaluating deep learning models. Quanto...","image":"https://media.daily.dev/image/upload/f_auto,q_auto/v1/posts/e66af4e7d7dc1ade6c49248cffec17f4?_a=AQAEufR","thumbnailUrl":"https://media.daily.dev/image/upload/f_auto,q_auto/v1/posts/e66af4e7d7dc1ade6c49248cffec17f4?_a=AQAEufR","isAccessibleForFree":true,"articleSection":"Machine Learning News","inLanguage":"en","publisher":{"@type":"Organization","name":"daily.dev","url":"https://daily.dev","logo":{"@type":"ImageObject","url":"https://daily.dev/apple-touch-icon.png","width":180,"height":180}},"author":{"@type":"Organization","name":"Machine Learning News","logo":"https://media.daily.dev/image/upload/s--0PoEtdkd--/f_auto/v1750409401/squads/marktechpost?_a=BAMClqZW0","url":"https://daily.dev/squads/mlnews"},"commentCount":0,"discussionUrl":"https://daily.dev/posts/huggingface-introduces-quanto-a-python-quantization-toolkit-to-reduce-the-computational-and-memory--1hc748tws","interactionStatistic":[{"@type":"InteractionCounter","interactionType":{"@type":"LikeAction"},"userInteractionCount":0},{"@type":"InteractionCounter","interactionType":{"@type":"CommentAction"},"userInteractionCount":0}],"keywords":"python,deep-learning,pytorch,huggingface","timeRequired":"PT4M"} {"@context":"https://schema.org","@type":"BreadcrumbList","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https://daily.dev"},{"@type":"ListItem","position":2,"name":"Machine Learning News","item":"https://daily.dev/squads/mlnews"},{"@type":"ListItem","position":3,"name":"HuggingFace Introduces Quanto: A Python Quantization Toolkit to Reduce the Computational and Memory Costs of Evaluating Deep Learning Models"}]} ```