Tootfinder

The {esquisse} package makes it easy to plot your data in different ways with a drag and drop interface: #rstats

Explore and Visualize Your Data Interactively
A shiny gadget to create ggplot2 figures interactively with drag-and-drop to map your variables to different aesthetics. You can quickly visualize your data accordingly to their type, export in various formats, and retrieve the code to reproduce the plot.

I gave the Strangers in a Tangled Wilderness crew the significant challenge of trying to make me sound coherent in this interview with Inmn Neruin. I was managing some pretty significant sleep deprivation and a mild cold, but I think it turned out pretty good (despite my best efforts).
But I did talk a lot about my trauma related to some of my experience living in #rural areas, and in doing that I was definitely not as careful as I could have been to talk about that as a trauma experience rather than as reality. Some people get trapped in rural areas, but other folks live there because they find beautiful things.
Not only is #RuralOrganizing critical (Trumpism grew out of areas neglected by "the left"), but rural living can be beautiful and rewarding. I briefly mentioned growing up throwing knives. A friend of mine lived way out in the woods, and there's something special about having a playground that spans several square miles. Intertwined with the old settler colonialism, antisemitism, *phobias, and isolation, that is at the heart of a lot of my personal rural misery, there's also a joyous and feral thing that taught me a lot and, I think, helped me organize more fearlessly. That thing is both individualist and collectivist, in different ways, and I don't think it's well understood without experiencing it. There's far more nuance than I was able to offer (and I definitely could have been more careful not to play into anti-rural stereotypes).
I think I said, "no one wants to live there." People do. You do. So let me try to fix that by giving you a chance to talk about that. I also talked about how slow things move, how nothing changes, but there are also sometimes opportunities to change things in huge ways specifically because structures don't exist to stop those changes. So while I'm bumping this zine and interview, also I want to use this as an opportunity to welcome my rural comrades to help fill in the gaps:
What draws you to where you are?
Do you choose to live in a rural area vs urban, and why?
Is there any other thing I've said that you would like to correct?
What other things should folks know?
https://www.tangledwilderness.org/features/near-death

When giving a presentation about my experiences in Cuba, a man who had visited the Island in the 80s, 90s, and early 2000s broke down crying explaining how different things used to be. Honestly didn't know how to deal with such a thing during a talk, it was heart felt, honest; someone who refused to describe the situation as cold as I did because they knew what the numbers meant.

07:16 AM
What a morning and long day it was last week! Was already out & about for 3 hours when I got to this place, earlier mostly taking hundreds of images of the nearby (~500m away) Breslauer Hut and vicinity during sunrise... The first large (and loud) group of people already got up at 4AM, getting ready for climbing Wildspitze, another group left an hour later, as did I. Maintenance/repair works on the hut continued at 08:30, taking lots more pictures to document, interviewin…

There is more to #SolarPunk than solar panels and bikes. What we are talking about is being part of a living world. The hegemonic culture is one of hierarchical domination.
But many of the the cultures that hegemony suppresses bring a vibrancy to life. I don't buy yeast from the store, sealed in a plastic packet, a coffin for a living thing. I feed my sourdough. I am obligated to it, in a relationship with it, as the culture is reliant on me for it's survival. It speaks to me, with smell and color. I must pay attention. I have to learn it's nature, how it grows and eats at different temperatures informed by different times of the year. Mushrooms, yeast, kiefer, plants, independent things, things I can't control, life that is intertwined with my own.
But even my #bicycle speaks to me, which is something I hadn't considered until reading this and thinking about that framing.
It is not simply that "we need a different economic system." What we are talking about is a fundamentally different interpretation and experience of the world, from the hierarchical structure of death to a web of life, where even "inanimate" things become imbued with agency.
https://substack.com/app-link/post?publication_id=2936873&post_id=151655646

ANNS-AMP: Accelerating Approximate Nearest Neighbor Search via Adaptive Mixed-Precision Computing
Mingkai Chen, Cheng Liu, Shengwen Liang, Lei Zhang, Xiaowei Li, Huawei Li
https://arxiv.org/abs/2606.07156 https://arxiv.org/pdf/2606.07156 https://arxiv.org/html/2606.07156
arXiv:2606.07156v1 Announce Type: new
Abstract: Approximate nearest neighbor search(ANNS) is a critical kernel in modern applications such as LLM and recommendation systems.However,its efficiency is fundamentally limited by the need to compute distances between a query and a massive number of high-dimensional vectors,most of which are non-neighbors.Existing approaches reduce redundancy via index optimization or early termination,but remain constrained by fixed-precision computation,leading to unnecessary arithmetic and memory bandwidth overhead.This paper presents ANNS-AMP,an adaptive mixed-precision framework and accelerator that adapts the precision of distance computation to the characteristics of queries and data distribution.The key insight is that different regions of the vector space require different levels of precision to preserve top-k accuracy.ANNS-AMP leverages the clustered structure of PQ-based indices and introduces a lightweight predictor to determine cluster-level precision at runtime based on features such as scale,radius,and query distance.To efficiently realize variable-precision execution,we design a bit-serial accelerator with a bit-interleaved data layout,enabling throughput to scale with reduced precision while mitigating memory bandwidth bottlenecks and load imbalance through a greedy scheduling strategy.Moreover,the runtime predictor can also reuse the bit-serial computing array for efficient runtime prediction and can be fitted to the ANNS pipeline without performance penalty.According to our experiments on representative datasets,ANNS-AMP achieves 163.76x,10.57x,and 2.06x performance speedups on average,and reduces average energy consumption by 1100.00x,39.41x,and 6.66x compared to CPU,GPU,and customized ANNS accelerator baselines,respectively,while maintaining accuracy loss below 2.7%.These results demonstrate that adaptive mixed-precision computing is a promising direction for efficient large-scale ANNS.
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