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Running AI on AMD RDNA 4 (RX 9000 Series): The ROCm 7.1 & Flash Attention Survival Guide

Hardware: AMD Radeon RX 9070 XT (gfx1201)
OS: Ubuntu 22.04 LTS
Software: ROCm 7.1.0, PyTorch 2.8 (Nightly/Custom)

Getting bleeding-edge AMD hardware to play nice with AI workflows often feels like solving a puzzle. If you picked up an RDNA 4 card (like the RX 9070 XT) and tried to install standard AI libraries, you likely hit walls of C++ assembly errors.

Here is the breakdown of why it fails, and the specific strategies to get Flash Attention 2, ComfyUI, and Flux.1 running natively.

shadowsocks作者说的很对的一句话与感想

个人感想:

中国人很投机, 包括本人在部分情况下也是投机者. 总想不劳而获, 抄袭他人劳动成果. 想想我们学生时代的抄袭作弊之风盛行便可知... (然而为什么会这样)
"土皇帝"情节, 因自己在某方面上比别人强, 听听粉丝的追捧, 就觉得自己不可一世, 比别人优越, 殊不知人外有人山外有山, 而且自己在其他方面也有不如他人的地方. (然而为什么会这样)
家长情节总想要一个"家长"来管理一切, 把应该由自己解决的问题抛给别人"包办解决", 图一时之便. 久而久之结果就是并不了解你一切的"家长""包办解决"你的一切, 而你却失去了基本的思考解决问题能力, 看不到目标, 找不到方法, 只好任由"家长"摆布. 这种"爱"是现实的囚笼. (然而为什么会这样)

原文内容:

对于所有应用，不建议直接删除，使用adb shell pm disable-user package-name禁用即可，方便出问题时恢复。

DO NOT UNINSTALL:

com.miui.securitycenter
com.miui.securityadd
com.xiaomi.finddevice

(Don’t uninstall these three apps or services from your Xiaomi device. Otherwise, you may encounter device bricking or bootloop issues.)

以管理员身份运行CMD
slmgr.vbs /upk
slmgr /ipk W269N-WFGWX-YVC9B-4J6C9-T83GX
slmgr /skms zh.us.to
slmgr /ato

	import re

	from esprima.visitor import NodeVisitor, Visited

	rsel = re.compile("(?:(?P<type>\\w+)\|\\s+\|(?P<child>>))")


	def parse_selector(sel):
	matches = [m.groupdict() for m in rsel.finditer(sel)]
	parsed = []

	"""
	The most atomic way to train and run inference for a GPT in pure, dependency-free Python.
	This file is the complete algorithm.
	Everything else is just efficiency.

	@karpathy
	"""

	import os # os.path.exists
	import math # math.log, math.exp


	import android.content.Context
	import androidx.annotation.OptIn
	import androidx.camera.compose.CameraXViewfinder
	import androidx.camera.core.AspectRatio
	import androidx.camera.core.CameraSelector
	import androidx.camera.core.ExperimentalGetImage
	import androidx.camera.core.ImageAnalysis
	import androidx.camera.core.ImageCapture
	import androidx.camera.core.ImageCaptureException

	services:
	otel-collector-conf:
	image: alpine:3.20
	command:
	- /bin/sh
	- -lc
	- \|
	# Create OTel Collector configuration
	cat > /otel/otel-collector-config.yaml <<'YAML'
	receivers:

	// ==UserScript==

	// @name Vectorizer.AI Downloader
	// @version 0.1.0
	// @description Intercepts the canvas drawing process on vectorizer.ai to reconstruct and download the full SVG result for free.

	// @author mateoltd
	// @namespace http://tampermonkey.net/
	// @license MIT