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Sipeed MaixCAM2 combines 4K imaging and edge AI in an open camera platform

MaixCAM2 is built around an Axera AX630-series SoC with dual Arm Cortex-A53 cores running Linux, paired with a small RISC-V E907 core for real-time tasks. AI acceleration is provided by an onboard NPU rated at up to 12.8 TOPS INT4 or 3.2 TOPS INT8, supporting both convolutional and Transformer-based models.

Linux 6 RC1 (Many Updates, UPDATEDx9)

posted by Roy Schestowitz on Aug 15, 2022,
updated Aug 25, 2022

So here we are, two weeks later, and the merge window has closed.

People are chasing down one active bug, and I'm sure there are others hiding that just need more people to do testing, but that's kind of the point of rc1: all the big changes have been merged, and now we need to calm it down and chase down any problems.
Despite the major number change, there's nothing fundamentally different about this release - I've long eschewed the notion that major numbers are meaningful, and the only reason for a "hierarchical" numbering system is to make the numbers easier to remember and distinguish. Which is why when the minor number gets to around 20 I prefer to just increment the major number instead and reset to something smaller.
"Nothing fundamentally different about this release" obviously doesn't mean there aren't lots of changes, though. There's about 13.5k non-merge commits in here (and 800+ merges), so 6.0 looks to be another fairly sizable release.
I actually was hoping that we'd get some of the first rust infrastructure, and the multi-gen LRU VM, but neither of them happened this time around. There's always more releases. But there's a lot of continued development pretty much all over the place, with the "shortlog" being much too long to post and thus - as always for rc1 notices - below only contains my "merge log". You can definitely get a kind of high-level overview by just scanning that, but obviously it's worth once again pointing out that the people mentioned in the merge log are just the maintainers I pull from, and there's more than 1700 developers involved when you start looking at the full details in the git tree.
And, once again, this is one of those releases where you should not look at the diffstat too closely, because more than half of it is yet another AMD GPU register dump. And the Habanalabs Gaudi2 people want to play in that space too, but they don't reach quite the same lofty results that the AMD GPU people have become so famous for. I'm sure it's just a matter of time.
The CPU people also show up in the JSON files that describe the perf events, but they look absolutely tiny compared to the 'asic_reg' auto-generated GPU and AI hardware definitions.
So just avert your eyes from those parts if you decide that you actually want to look at the diffs themselves. Once you do that, the stats look pretty normal, with roughly 60% driver updates (all over, but gpu, networking and sound are the big updates - again, that's pretty much par for the course). The rest is a mix of arch updates, filesystems, tooling, and just random changes all over.
In all its glory (so all those AMD GPU hardware definitions etc included), it's
13099 files changed, 1280295 insertions(+), 341210 deletions(-)
just because I was curious and looked.
Oh, and after I had already decided to call this kernel 6.0, a few Chinese developers piped up and pointed out that "5.20" is a more wholesome version of the Western "4.20" internet-famous number. So if you want to call this "Linux 5.20", go right ahead. Because the kernel version numbers really are entirely made up and have no intrinsic meaning.
But whatever you call it, please help test this, so that we can get it all in shape for the final release (hopefully early October).
Linus

Read on

UPDATE: Corbet at LWN has a short post.

Now Simon Sharwood with his typical clickbait on Torvalds and Linux.

And now Marius Nestor.

An early benchmark.

The slant from Microsoft's booster Liam Tung.

More on the benchmark. Now David Delony has an article in MUO: Some later coverage now. Belated LWN coverage:

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