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four-byte lanes ascending in memory, 4.54 ms (C 6.38, the tier 7.5; fused 2.70): narrow lanes in memory's order are most of the gain, fusing the rest; runs again
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made at build time (no code made at run time), on Pure's forms and checks, against C natural and C given the same restructuring: roots 6.79 ms (C 6.86), knapsack fused four-byte 2.70 (C 6.47, C in the batch's blocks 1.94), matmul lanes over j 6.67 (C 7.10, C swapped and vector 4.88), join 37 / 46 with its recurrence interpreted (C 30), BFS 10.3 (C 10.0, C read ahead 7.0); unfused interpreted operations 11.2 and 17.7-22.1
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generic code's (steps 0.1%), what the tier needs for it (a list's count as a changing value); 023 cites words at e2e56dd
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knapsack 1.19, sort 1.37, join 2.54, words 5.58, matmul 1.85, BFS 1.61; geometric mean 1.92, from 3-300x at 6b45806), what each change did, the forms measured in assembly, the apps unchanged, what is left (text in the executor, BFS's appends, spills); CHECKPOINT says so
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off the number pipes the divisions and sums wait on: roots 10.9 to 9.6 ms (1.39x C). 040 newton.c: roots' loop in the forms the tier may make it (the check as numbers 9.7 ms, in integers 8.7, none 7.7; next in r's register as gcc keeps it 7.0)
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20.7 ms, pointer with multiply-add 13.1, apart 10.0, with checks 10.2, a bit tested before each load 13.4): the position's multiply and the pre-load branch cost, the checks hardly; 023 section 5 says so and what comes first (pointer induction, then a full list's copy)
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knapsack 1.18, sort 1.37, join 2.62, words 5.46, matmul 3.07, BFS without reading ahead 1.58 (geometric mean 2.09; 3-300x at 6b45806)
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apps there are): six pairs in turns, TPC-C's median -1.2% (the pairs -5.2 to +1.4%), the queries' medians within 1% but in_credit's (0.84 to 0.815 ms); the queries' instructions +0.3 to +1.5% on 49b6196 (2026-10-05-counts-49b6196.jsonl), -0.1 to +0.5% after the list's tree paths left HASHED's checks (2026-10-05-counts.jsonl). runs.sh serve, pairs and counts
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lists' representation, its meaning) bare, with the checks a compiler could hoist, and with every check where the meaning puts it: hoisted 0.64-1.02x C (0.90 by the geometric mean), naive up to 12x
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(knapsack), 4.8x (sort), 22x (join), 12x (words), 304x (matmul), BFS 1.57x without reading ahead; only roots and BFS run as code
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knapsack, sort, join, words, matmul, BFS), each against the C one would write, in one process with the same inputs and answers; PURE_AHEAD=0 to measure the code without reading ahead
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opens it, read an item and find it in key bits as one, branch back once a round: BFS core 19.6 to 14.9 ms (022)
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searched, narrow columns, a JIT with registers and loop guards, read ahead; criteria first
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forms by hand beat C only packed, narrow and read ahead (123)
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tree's seek, still seven times C's (021)
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find a slice against C's 21 (021)
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and a Mac (121); 019 points at 020's view workers
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shared, two askers 1.95 times one (122)
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fingers found and undone (121)
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two, and a plain view's reads
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criteria (020)
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show a subscriber costs writes nothing (019)
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research 119)
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compare across machines (033)
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Requests to an app that checks tokens go 2.92% slower than to an open
one on 64 keep-alive connections, 2.2% of it the head the token makes
longer (an open app sent the same head is as slow); hashing every
request on a new connection costs 0.91%. 031 measures the three in
turns.
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Changing an app in place keeps a million items' app answering but for
1.12 ms (a host restart: 150 ms; stopping and starting it again from its
store, as first built, 150.4 ms), 171.5 ms when its records change shape
(332 ms). Another app's p99 stays 0.97 times as it was while one changes
every 0.2 s; a host of one app is as it was (TPC-C +0.7%, instructions
at most +0.02%); each module change leaves 19 KB. 030 holds the windows
of both builds, the isolation, the pairs, the counts and the memory.
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restart (030)
An app of a million items (a list grown by doubling) or of a thousand, in
a host of apps, its store in RAM: the longest gap between two answered
writes while it changes module on SIGHUP (stopped and started again from
its store, 71e319b), and while the host is restarted. A thousand items:
1.59 ms against 3.05 (median of 20 and 10). A million: 150.64 ms against
149.73 (10 and 5): both are the store read again (pure_app_start, 142
ms), so changing does not answer sooner than restarting.
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The same events make byte-identical stores on the x86_64 WSL2 (4 KiB
pages) as on the Pi and the Mac, and a store made on either of the Pi
and the WSL2 opens on the other and goes on the same.
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Every pure-run of aup's check (1,053 runs of 667 modules) gives the same
output, errors and exit on the Pi, the WSL2 (x86_64, 4 KiB pages, gcc 13)
and the Mac (Apple clang 21); the same events make byte-identical stores
on the Pi and the Mac, and either opens the other's and goes on the
same. Pure's checks pass one at a time in WSL (each_check.py); its wall
clock is set back about 2 s every 32 s (clock.py). stores.py streams
pure-run's output, whose size grows with the square of the events.
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Five rounds of 1,000 bursts by one wire, four wires, one link and four
links: a thread each (966b82f), links on the loop (94e7bb8), wires on
it too (5f5603c). Medians: one wire 774k, 782k, 779k sends/s; four
wires 629k, 625k, 615k (the same CPU a send); one link 581k to 948k;
four links 485k to 811k. A host whose app sends to ten links and ten
wires has 24 threads before and 5 after (3 with no output).
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Five rounds of 1,000 bursts by one link, four links and one wire, four
builds in turns: a thread a link (966b82f), those threads with push
(threads-push.patch), the loop (99b2219), the loop with push (94e7bb8).
Medians: one link 597k, 923k, 525k, 897k sends/s; four links 506k,
799k, 268k, 800k; the wire as it was, 789k to 794k.
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one (017, 2b-1)
The sending loop was woken by every record queued while it slept: the
owner queues one by one, the loop caught up and slept between them, and
every link took a round on every wake. Four links sent 64k packets of
12 records where threads sent 40k of 20, and ran at 257k sends/s
against 581k. The owner now queues a turn's sends and pushes each link
once; the loop rounds a link only when its socket has answers, it was
pushed, or its time came.
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Two apps of one host, src sending one message for each of 1,000 items
in a burst event, 2,000 bursts a run, five rounds with the ways in
turns: the local outlet stores 1,141,642 sends a second at 1.17 us of
the host's CPU each, a loopback pure:// link to the host's own port
578,879 at 2.93 us (1.97 times the sends, 0.40 times the CPU). 017's
second stage asked for at least the link's rate at half its CPU or
less: it goes in. Every run checks dst's sum: each send came once.
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017's first stage met its four criteria on the Pi (RAM stores, five
rounds, the order of the ways turned): app B's 99th percentile while
app A is flooded by 64 connections is 168 us, half of two processes'
336 us; the two apps busy together write 146.1k a second against
146.2k, with the same 1.4 ms tail; an app costs a host 120 KiB of its
own memory (a process: 1,311 KiB PSS) and 100 apps still run on three
threads; a host of one app keeps its speed (TPC-C +1.2% at the median
of six pairs, two of them interfered and kept; the bank's queries
within 2.6%) and its instructions (+0.94% at most).
On the way: apps hopped between workers each turn (fixed in db4ee9c),
connections of one app spread over all connection threads made the
host a third more expensive a request and its tail a kernel tick
(fixed by home threads, d24881d), and the work budget's counting cost
every table row 26 instructions (fixed in be297ea). The earlier runs
are kept apart (db4ee9c's isolation, d24881d's pairs and counts, the
interrupted first try).
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The six pairs rerun once the Pi had been quiet for a minute, on the same
binaries. Two pairs were still interfered (the first's before at an
owner share of 0.54, the sixth at 0.73 on both sides); the four clean
ones are -1.7%, -0.4%, +1.8% and +1.1%, CPU per transaction 43.25 to
42.9 us. The bank's queries are as fast or faster after, though the
interference fell more on the before runs; the instruction counts stay
the comparison to trust.
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016's second stage passed its criterion: six interleaved pairs against
ee21aec gave TPC-C (RAM, W=1) -0.6% at the median and the bank's
queries 0.0% to +2.2%, no run interfered. The ranks query was slower
all six times, and chasing it showed that on this Pi timing cannot
separate 1-3%: two servers asked in turns disagree with themselves
(ee21aec to e02bfc9 +1.6%, e02bfc9 to 481642f -1.2%, ee21aec to 481642f
+2.8%), and a query whose instructions grew 0.6% ran 3.5% faster.
Instructions do not move so: pcount.c counts the server's user-mode
instructions with perf_event_open (no perf here), and psample.c samples
where they go. ranks had grown 0.4% in instructions (the rest was where
code and data landed), per_branch 3.6% and tables 20 instructions a row,
which 07047c3 halved. The six pairs of 07047c3 were interfered (another
session's build, load 4-12) and are kept apart, unused.
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Fetching a found item's cells, a leaf's keys and each level's keys ahead
made finding and reading items 20% faster on 100,000 items in a micro
benchmark, but TPC-C's clean pairs moved 1% at most and finding alone got
48% slower, so it is not in. The owner's finding samples were the descent,
not the fields: a write right after a read copies the leaf whole anyway,
and what costs is walking structures larger than the caches at random.
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Most of it was the allocator: leaves past glibc's thread cache, freed by
whichever thread let the last snapshot go. jemalloc was 11-14% faster
at more memory; reusing the nodes in Pure gave a median +9.4% over six
pairs, 4-8% less CPU a transaction in all six, and 1.97x the state bytes
resident where it was 2.18x. TPC-C in RAM is now 4.0x a tuned SQLite at
W=1 and 3.5x at W=4; finding items is the owner's largest part now.
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warehouses (106)
SQLite tuned first, by the criteria committed before (and, beyond them,
checkpoints each 40 MB of WAL, in its favour). On the SD card Pure stays
4.2-10.8x ahead at equal terminals, SQLite writing 8-18x the bytes a
transaction; in RAM 3.2-3.5x. All tables equal at W=1 and W=4, and
every run consistent. In RAM the one owner is the limit (0.94 of a core
at W=4, no gain from 16 to 64 terminals), a third of its busy time
copying nodes the snapshots share; checkpoints and memory are within
their criteria.
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013's second step is in (d9e0b68): each transport holds a window of its
output's sends. 104 measures it with the receivers down: once the window
is full a node grows by the outbox alone, 219 and 218 B a send over the
link and HTTP (399 and 534 B before).
The third step is a measurement. A checkpoint holds one list's snapshot
while it writes the image, so what it adds is what the app changed
meanwhile: nothing visible on tmpfs or for a list that fits the card's
fast writes; on the SD card, a 22.4 MB list written for about 8 s while
1,400 items a second were set left +3.0 and +4.4 MiB. The highest
resident memory was twice the state bytes, inside 013's bound (the state
and one snapshot) and its stop criterion (3x).
021's run.py takes --items, --stores (a directory on the device to
measure) and --label, and reports the peak (VmHWM).
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104 measures a node's memory under a receiver that is down and under a
snapshot held for long (021's run.py: resident memory against what was
posted, 30 s a case). A held snapshot grew the node without end (6.4 to
678 MiB, fixed in d1e8f38); a slow receiver grows it by what was sent,
221 B a send, which is state until delivered, so the budget bounds state
and refuses past it.
013 is that budget's design: what it counts (state bytes, deterministic),
what an event over it does, why an answer takes its send's room, how
links and HTTP wait, what it does not count and those bounds, and the
checks. With --memory 4000000 the same load fills it in about 4 s and
the node stays at 9.6-9.8 MiB (45.9 MiB and growing without).
012 records the hole the budget found in the link (the full flag), and
103 that its clock fix fell short (385754c). CHECKPOINT gains the row.
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102: the spec (012) and a receiver written from it alone; the four holes
writing it found (REFUSED, the record's size, a peer's run places, the
memo's places beside) and the credit M6 showed fixed at 1,024 records;
M6 with ngtcp2 as a third, two rounds. Under reordering Pure carries the
most (45 Mbit/s; ngtcp2 29-47, quinn 1-2), under random loss the three
are the same, on a clean bottleneck Pure carries 3-5 % less (its framing,
some 112 B a packet to QUIC's 41), and where loss and reordering meet
ngtcp2 carries 1.3-3.6 times as much: undoing a loss it took for
reordering, it restores the window a real loss had cut too (its log: 22
of 34 undos past the window before the last cut; none without
reordering). Shares beside TCP stay within 25 %.
011 and the status table say so; 012 also says that a receiver answers
within 25 ms (a sender's PTO counts on it), that a shape and a record's
bytes are the app's, and why a packet of the past does no harm.
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OpenSSL 3.5's ClientHello offers ML-KEM with X25519 and takes two
Initials; when the path brought the second first, ngtcp2's server was
asked for a Retry and the harness gave up. The client now offers X25519
alone, as Pure's links agree, and the server lets go of a connection it
may not keep, so the client's next Initial begins another.
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drain.c takes a rate and seconds as quinn's client does (paced messages
stamped with the time they were written, and no more written past the
seconds), and its service writes quinn's line for each stream: the
messages read in each 100 ms and how long they took. 020's run.py runs
it as a third, on port 40005 behind the same bottleneck, and --who
picks whom to run.
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ngtcp2 1.25.0 with OpenSSL 3.5's QUIC TLS (its ossl backend), fetched
and built into build/third by ngtcp2/build.sh; drain.c does in C what
the quinn harness does: one connection, one stream, "pure" and then the
messages each after its u32 length, counted by the service, packets in
GSO bursts. Its stream bytes are a function of their offset, so what
ngtcp2 keeps to send again points into a pattern that never changes.
run.py's drain_ngtcp2 measures both sides' CPU as drain_quic does.
Five rounds each, both sides' CPU a message: 61 B Pure 0.280, ngtcp2
0.270, quinn 0.310 us; 1 KiB 2.62, 3.54, 3.94; 16 KiB 40.2, 54.4, 60.2.
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