From mboxrd@z Thu Jan 1 00:00:00 1970 Return-Path: Received: from mail-oi1-x234.google.com (mail-oi1-x234.google.com [IPv6:2607:f8b0:4864:20::234]) by sourceware.org (Postfix) with ESMTPS id 322C53858C2A for ; Wed, 3 Jan 2024 05:10:48 +0000 (GMT) DMARC-Filter: OpenDMARC Filter v1.4.2 sourceware.org 322C53858C2A Authentication-Results: sourceware.org; dmarc=pass (p=none dis=none) header.from=gmail.com Authentication-Results: sourceware.org; spf=pass smtp.mailfrom=gmail.com ARC-Filter: OpenARC Filter v1.0.0 sourceware.org 322C53858C2A Authentication-Results: server2.sourceware.org; arc=none smtp.remote-ip=2607:f8b0:4864:20::234 ARC-Seal: i=1; a=rsa-sha256; d=sourceware.org; s=key; t=1704258653; cv=none; b=dwJD5rSXpLUT32wkMMYZBQqZilFP/rQ0rg0kj2Nt3AgBkuuV5oQeEftoJtNgfren/XZspWZMxn1gN9xq1kjUYNWwIyWcqjc6vYiSg05PUju2MIpBJuEox/4x1iv4IOfdInU0mVpYxNO/XECGqtZL+Nxl4hh+tsRxBB0pKcChiiY= ARC-Message-Signature: i=1; a=rsa-sha256; d=sourceware.org; s=key; t=1704258653; c=relaxed/simple; bh=NZihjwZ3q4iic39T1s5SR3Dki1HMa5rEMNcwl0JtHJU=; h=DKIM-Signature:MIME-Version:From:Date:Message-ID:Subject:To; b=PIWdSEvcR4AZG/tO3jcJiZWW44CdfhTIEJqd8pvU9xZ//MArcu23yCrn04Ei39FRAuFrBrL1FOirAwKyDvvvRb1aH4C6UNdnFuNeczZY/9nJhsD9G0wn2ayef+8t1FVmQXGthFqsKhQi5FopY3BgorhsIJyGQpCdZMOkRHt7ggA= ARC-Authentication-Results: i=1; server2.sourceware.org Received: by mail-oi1-x234.google.com with SMTP id 5614622812f47-3bbc755167fso4701853b6e.0 for ; Tue, 02 Jan 2024 21:10:48 -0800 (PST) DKIM-Signature: v=1; a=rsa-sha256; c=relaxed/relaxed; d=gmail.com; s=20230601; t=1704258647; x=1704863447; darn=gcc.gnu.org; h=to:subject:message-id:date:from:mime-version:from:to:cc:subject :date:message-id:reply-to; bh=NZihjwZ3q4iic39T1s5SR3Dki1HMa5rEMNcwl0JtHJU=; b=L//TFOsnEx30G3iSZIcIHjuUY5aW1LIiKgcQ9sqt5iUNlL21bbIhHq48Qwz73tsL2X rzdBWrYKuoV5T8k4mZXEDz6ti+5JdfAtCuJYXcDtoo8mWYTYVs3ned3R7KVuIJpvz1e8 TeK1tNiguyJBqDIY8YmyI8bMOATpPm0MJfbNUqNLhpTcxhXT5TkMHm3Haunk6/1DBGxk 5rrMjAPoVgzRVJOeU/tptpUnE7pDlu7D3zJhlJYU9PAtaPUYZ5P6PY+6sw1HExgr1LFG EeLNwXC3Ffb4DLfG/fTbSvsrZHmluJXqZ/zmEfR8Ldjd0vj1mY2nWsVOt/deiYcSraFo eldg== X-Google-DKIM-Signature: v=1; a=rsa-sha256; c=relaxed/relaxed; d=1e100.net; s=20230601; t=1704258647; x=1704863447; h=to:subject:message-id:date:from:mime-version:x-gm-message-state :from:to:cc:subject:date:message-id:reply-to; bh=NZihjwZ3q4iic39T1s5SR3Dki1HMa5rEMNcwl0JtHJU=; b=aETPg8HFu3qKR20zPpZ59CyHiT16NtW5Ec75eeIyApv9SYq/o3DavZD6KKVulQetOT EPCnADOiYcFK7XN+oU6UZXULPL60F7WVoHlLcVRoLlVC7P7YSKEp3MrjAXdVipk3K7y2 i2vFxDNjfdNG3w269P7j+iidwfMFQ27fpXcI4H8kD2R445dF59aDDjx+mn4q8S1p4+62 Vww6CVE+MNA1+A++LlYp6rep5Q5VBAaO5vQlrAiklho4vNAhtychwBsVgzaf4O9Kxle7 NcGlC/Ozx3AGB//w6OUPraK/2n1048Gcre0DNgZm6gztfXy3hNFPr9KDWBn0bNY1ZNK5 V6iA== X-Gm-Message-State: AOJu0YwuCarNK+xp4XE8UpPzm3apz55ysNt4zeok5M7lUPsqFWmsI3JO URGu1fEQoyQx2fhJdCJhKhuwACkeEwGBB6MhRkQ= X-Google-Smtp-Source: AGHT+IFnAyjnfq9S8HYr2I8hjeLA8UvRp/dXkC7M9O4yMqtK6FtxnYqyaTngBLezWlcT/mkiHyv0pZgxYrN14PFx1rU= X-Received: by 2002:a05:6808:2dc8:b0:3bb:c8ef:1c3d with SMTP id gn8-20020a0568082dc800b003bbc8ef1c3dmr15436976oib.5.1704258646765; Tue, 02 Jan 2024 21:10:46 -0800 (PST) MIME-Version: 1.0 From: Duke Abbaddon Date: Wed, 3 Jan 2024 05:10:35 +0000 Message-ID: Subject: Inferencing 4Bit, lessons from the RS, Now in the case study we will be edge enhancing with an inferencer.. To: press@google.com Content-Type: text/plain; charset="UTF-8" X-Spam-Status: No, score=1.8 required=5.0 tests=BAYES_00,DKIM_SIGNED,DKIM_VALID,DKIM_VALID_AU,DKIM_VALID_EF,FREEMAIL_FROM,KAM_SHORT,RCVD_IN_DNSWL_NONE,SPF_HELO_NONE,SPF_PASS,TXREP,T_SCC_BODY_TEXT_LINE autolearn=ham autolearn_force=no version=3.4.6 X-Spam-Level: * X-Spam-Checker-Version: SpamAssassin 3.4.6 (2021-04-09) on server2.sourceware.org List-Id: Inferencing 4Bit, lessons from the RS, Now in the case study we will be edge enhancing with an inferencer.. We do not assume we 4Bit inference; We assume any bitwidth.. We however assume that we multibyte every inference so that we can fill the instruction with.. MPi multibyte parallel instructions. AC BD EG FH & So on; for every instruction inference or edge, 4Bit, 8bit, ++Nbit Now I have spoken to you before about edge detection in Python & observed that obviously this is a sharpening edge detection made to order! So what do we do ? 4 Byte code: does ? A = B + C (edge interpolation, for training we assume the rule A + B = C) We assume that if A + B = (C/2) , that they are the same C & then we... A + C = (D/2) & B+C = (E/2), And forever yep... So what do we do this for, We know A & B are a line or a curve?, So why not ask? Is G/Z buffered Polygon { A , B, C, D & so on} & Then: A + B = (C/2) & A + C = (D/2) & B+C = (E/2) But aso Shape from Polygon:{ A , B, C, D & so on}, Now normally can & will! But we do not "Inferencing what we already know!"; We inference what we do not! For example exploding fragment polygons without a buffer (in a shader in the 64KB RAM Cache), A mouse pointer that we do not cache! &or DMA Device pointer. Rupert S Study Subject Reduction : https://science.n-helix.com/2021/03/brain-bit-precision-int32-fp32-int16.html https://science.n-helix.com/2022/10/ml.html https://blog.openvino.ai/blog-posts/q123-technology-update-low-precision-and-model-optimization https://blog.openvino.ai/blog-posts/q223-technology-update-low-precision-and-model-optimization https://blog.openvino.ai/blog-posts/q323-technology-update-low-precision-and-model-optimization https://blog.openvino.ai/blog-posts/q423-technology-update-low-precision-and-model-optimization https://is.gd/CJS_DictionarySort Python & JS Configurations https://is.gd/DictionarySortJS