Commit Graph

233 Commits

Author SHA1 Message Date
Mikhail Chusavitin
1cfabc9230 Reset GPUs before power benchmark 2026-04-20 09:42:19 +03:00
Mikhail Chusavitin
5dc711de23 Start power calibration from full GPU TDP 2026-04-20 09:28:58 +03:00
Mikhail Chusavitin
ab802719f8 Use real NVIDIA power-limit bounds in benchmark 2026-04-20 09:26:56 +03:00
Mikhail Chusavitin
a94e8007f8 Ignore power throttling in benchmark calibration 2026-04-20 09:26:29 +03:00
c69bf07b27 Commit remaining workspace changes 2026-04-20 07:02:31 +03:00
b3cf8e3893 Globalize autotuned system power source 2026-04-20 07:02:12 +03:00
17118298bd audit: switch power benchmark load to dcgmproftester 2026-04-20 06:57:14 +03:00
65bcc9ce81 refactor(webui): split pages into task modules 2026-04-20 06:56:52 +03:00
0cdfbc5875 fix(iso): restore boot UX and boot logs 2026-04-19 23:08:09 +03:00
cf9b54b600 Use last ramp-step SDR snapshot for PSU loaded power; add deploy script
- benchmark.go: retain sdrLastStep from final ramp step instead of
  re-sampling after test when GPUs are already idle
- scripts/deploy.sh: build+deploy bee binary to remote host over SSH

Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
2026-04-19 21:26:44 +03:00
0bfb3fe954 Use PSU SDR sum for system power chart when available
DCMI reports only the managed power domain (~CPU+MB), missing GPU draw.
PSU AC input sensors cover full wall power. When samplePSUPower returns
data, sum the slots for PowerW; fall back to DCMI otherwise.

Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
2026-04-19 19:10:01 +03:00
3053cb0710 Fix PSU slot regex: match MSI underscore format PSU1_POWER_IN
\b does not fire between a digit and '_' because '_' is \w in RE2.
The pattern \bpsu?\s*([0-9]+)\b never matched PSU1_POWER_IN style
sensors, so parsePSUSDR (and PSUSlotsFromSDR / samplePSUPower) returned
empty results for MSI servers — causing all power graphs to fall back
to DCMI which reports ~half actual draw.

Added an explicit underscore-terminated pattern first in the list and
tests covering the MSI format.

Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
2026-04-19 19:03:02 +03:00
e35484013e Use SDR PSU AC input for single-card calibration server power
Same fix as ramp steps: take sdrSingle snapshot after calibration
and prefer PSUInW over DCMI for singleIPMILoadedW. DCMI kept as
fallback. Log message indicates source.

Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
2026-04-19 18:44:13 +03:00
2cdf034bb0 Use SDR PSU AC input for per-step server power in power ramp
When sdrStep.PSUInW is available, prefer it over DCMI for
ramp.ServerLoadedW and ServerDeltaW. DCMI on this platform (MSI 4-PSU)
reports ~half actual draw; SDR sums all PSU_POWER_IN sensors correctly.

Delta is now SDR-to-SDR (sdrStep.PSUInW - sdrIdle.PSUInW) for
consistency. DCMI path kept as fallback when SDR has no PSU data.
Log message now indicates the source (SDR PSU AC input vs DCMI).

Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
2026-04-19 18:43:36 +03:00
b89580c24d Fix PSU power chart: use name-based SDR matching instead of entity ID
MSI servers place PSU_POWER_IN/OUT sensors on entity 3.0, not 10.N
(the IPMI "Power Supply" entity). The old parser filtered by entity ID
and found nothing, so the dashboard fell back to DCMI which reports
roughly half the actual draw.

Now delegates to collector.PSUSlotsFromSDR — the same name-based
matching already used in the Power Fit benchmark.

Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
2026-04-19 18:39:21 +03:00
df1385d3d6 Fix dcgmproftester parallel mode: use staggered script for all multi-GPU runs
A single dcgmproftester process without -i only loads GPU 0 regardless of
CUDA_VISIBLE_DEVICES. Now always routes multi-GPU runs through
bee-dcgmproftester-staggered (--stagger-seconds 0 for parallel mode),
which spawns one process per GPU so all GPUs are loaded simultaneously.

Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
2026-04-19 18:31:34 +03:00
f8cd9a7376 Rework Power Fit report: 90 min stability, aligned tables, PSU/fan sections
- Increase stability profile duration from 33 min to 90 min by wiring
  powerBenchDurationSec() into runBenchmarkPowerCalibration (was discarded)
- Collect per-step PSU slot readings, fan RPM/duty, and per-GPU telemetry
  in ramp loop; add matching fields to NvidiaPowerBenchStep/NvidiaPowerBenchGPU
- Rewrite renderPowerBenchReport: replace Per-Slot Results with Single GPU
  section, rework Ramp Sequence rows=runs/cols=GPUs, add PSU Performance
  section (conditional on IPMI data), add transposed Single vs All-GPU
  comparison table in per-GPU sections
- Add fmtMDTable helper (benchmark_table.go) and apply to all tables in
  both power and performance reports so columns align in plain-text view

Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
2026-04-19 18:04:12 +03:00
d52ec67f8f Stability hardening, build script fixes, GRUB bee logo
Stability hardening (webui/app):
- readFileLimited(): защита от OOM при чтении audit JSON (100 MB),
  component-status DB (10 MB) и лога задачи (50 MB)
- jobs.go: буферизованный лог задачи — один открытый fd на задачу
  вместо open/write/close на каждую строку (устраняет тысячи syscall/сек
  при GPU стресс-тестах)
- stability.go: экспоненциальный backoff в goRecoverLoop (2s→4s→…→60s),
  сброс при успешном прогоне >30s, счётчик перезапусков в slog
- kill_workers.go: таймаут 5s на скан /proc, warn при срабатывании
- bee-web.service: MemoryMax=3G — OOM killer защищён

Build script:
- build.sh: удалён блок генерации grub-pc/grub.cfg + live.cfg.in —
  мёртвый код с v8.25; grub-pc игнорируется live-build, а генерируемый
  live.cfg.in перезаписывал правильный статический файл устаревшей
  версией без tuning-параметров ядра и пунктов gsp-off/kms+gsp-off
- build.sh: dump_memtest_debug теперь логирует grub-efi/grub.cfg
  вместо grub-pc/grub.cfg (было всегда "missing")

GRUB:
- live-theme/bee-logo.png: логотип пчелы 400×400px на чёрном фоне
- live-theme/theme.txt: + image компонент по центру в верхней трети
  экрана; меню сдвинуто с 62% до 65%

Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
2026-04-19 13:08:31 +03:00
61c7abaa80 Add multi-source PSU power triangulation and per-slot distribution table
- collector/psu.go: export PSUSlotsFromSDR() reusing slot regex patterns;
  add isPSUInputPower/isPSUOutputPower helpers covering MSI/MLT/xFusion/HPE
  naming; add xFusion Power<N> slot pattern; parseBoundedFloat for self-healing
  (rejects zero/negative/out-of-range sensor readings); default fallback treats
  unclassified PSU sensors as AC input
- benchmark_types.go: BenchmarkPSUSlotPower struct; BenchmarkServerPower gains
  PSUInputIdle/Loaded, PSUOutputIdle/Loaded, PSUSlotReadingsIdle/Loaded,
  GPUSlotTotalW, DCMICoverageRatio fields
- benchmark.go: sampleIPMISDRPowerSensors uses collector.PSUSlotsFromSDR instead
  of custom classifier; detectDCMIPartialCoverage replaces ramp heuristic —
  compares DCMI idle vs SDR PSU sum, flags <0.70 ratio as partial coverage;
  detectIPMISaturationFallback kept for servers without SDR PSU sensors;
  report gains PSU Load Distribution table (per-slot AC/DC idle vs loaded, Δ)

Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
2026-04-19 13:07:48 +03:00
52c3a24b76 Compact metrics DB in background to prevent CPU spin under load
As metrics.db grew (1 sample/5 s × hours), handleMetricsChartSVG called
LoadAll() on every chart request — loading all rows across 4 tables through a
single SQLite connection. With ~10 charts auto-refreshing in parallel, requests
queued behind each other, saturating the connection pool and pegging a CPU core.

Fix: add a background compactor that runs every hour via the metrics collector:
  • Downsample: rows older than 2 h are thinned to 1 per minute (keep MIN(ts)
    per ts/60 bucket) — retains chart shape while cutting row count by ~92 %.
  • Prune: rows older than 48 h are deleted entirely.
  • After prune: WAL checkpoint/truncate to release disk space.

LoadAll() in handleMetricsChartSVG is unchanged — it now stays fast because
the DB is kept small rather than capping the query window.

Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
2026-04-18 15:28:05 +03:00
028bb30333 Detect PSU faults during perf and power benchmarks
Snapshot IPMI "Power Supply" sensor states before and after each benchmark
run. Compare before/after to surface only *new* anomalies (pre-existing faults
are excluded). Results land in NvidiaBenchmarkResult.PSUIssues and
NvidiaPowerBenchResult.PSUIssues (JSON: psu_issues) and are printed in the
text benchmark report under a "PSU Issues" section.

Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
2026-04-18 15:08:41 +03:00
7d64e5d215 Fix two stale failing tests
- TestHandleAPIBenchmarkPowerFitRampQueuesBenchmarkPowerFitTasks: ramp-up
  mode intentionally creates a single task (the runner handles 1→N internally
  to avoid redundant repetition of earlier ramp steps). Updated the test to
  expect 1 task and verify RampTotal=3 instead of asserting 3 separate tasks.

- TestBenchmarkPageRendersSavedResultsTable: benchmark page used "Performance
  Results" as heading while the test looked for "Perf Results". Aligned the
  page heading with the shorter label used everywhere else (task reports, etc.).

Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
2026-04-18 15:07:27 +03:00
51b721aeb3 Add real-data duration estimates to benchmark and burn pages
- Add BenchmarkEstimated* constants to benchmark_types.go from _v8 logs
  (Standard Perf ~16 min, Standard Power Fit ~43 min, Stability Perf ~92 min)
- Update benchmark profile dropdown to show Perf / Power Fit timing per profile
- Add timing columns to Method Split table (Standard vs Stability per run type)
- Update burn preset labels to show "N min/GPU (sequential) or N min (parallel)"
- Clarify burn "one by one" description with sequential vs parallel scaling

Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
2026-04-18 10:54:50 +03:00
bac89bb6e5 Add real-data duration estimates to validate tab profiles
- Add SATEstimated* constants to sat.go derived from _v8 production logs,
  with a rule to recalculate them whenever the script changes
- Extend validateInventory with NvidiaGPUCount to make estimates GPU-aware
- Update all validate card duration strings: CPU, memory, storage, NVIDIA GPU,
  targeted stress/power, pulse test, NCCL, nvbandwidth
- Fix nvbandwidth description ("intended to stay short" → actual ~45 min)
- Top-level profile labels show computed total including GPU count

Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
2026-04-18 10:51:15 +03:00
7a618da1f9 Redesign system power chart as stacked per-PSU area chart
- Add PSUReading struct and PSUs []PSUReading to LiveMetricSample
- Sample per-PSU input watts from IPMI SDR entity 10.x (Power Supply)
- Render stacked filled-area SVG chart (one layer per PSU, cumulative total)
- Fall back to single-line chart on systems with ≤1 PSU in SDR

Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
2026-04-18 10:42:00 +03:00
63363e9629 Add toram boot entry and Install to RAM resume support
- grub.cfg: add "load to RAM (toram)" entry to advanced submenu
- install_to_ram.go: resume from existing /dev/shm/bee-live copy if
  source medium is unavailable after bee-web restart
- tasks.go: fix "Recovered after bee-web restart" shown on every run
  (check j.lines before first append, not after)
- bee-install: retry unsquashfs up to 5x with wait-for-remount on
  source loss; clear error message with bee-remount-medium hint
- bee-remount-medium: new script to find and remount live ISO source
  after USB/CD reconnect; supports --wait polling mode
- 9000-bee-setup: chmod +x for bee-install and bee-remount-medium

Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
2026-04-17 23:48:56 +03:00
Mikhail Chusavitin
5285c0d101 Capture per-run IPMI power and GPU telemetry in power benchmark
- Sample IPMI loaded_w per single-card calibration and per ramp step
  instead of averaging over the entire Phase 2; top-level ServerPower
  uses the final (all-GPU) ramp step value
- Add ServerLoadedW/ServerDeltaW to NvidiaPowerBenchGPU and
  NvidiaPowerBenchStep so external tooling can compare wall power per
  phase without re-parsing logs
- Write gpu-metrics.csv/.html inside each single-XX/ and step-XX/
  subdir; aggregate all phases into a top-level gpu-metrics.csv/.html
- Write 00-nvidia-smi-q.log at the start of every power run
- Add Telemetry (p95 temp/power/fan/clock) to NvidiaPowerBenchGPU in
  result.json from the converged calibration attempt
- Power benchmark page: split "Achieved W" into Single-card W and
  Multi-GPU W (StablePowerLimitW); derate highlight and status color
  now reflect the final multi-GPU limit vs nominal
- Performance benchmark page: add Status column and per-GPU score
  color coding (green/yellow/red) based on gpu.Status and OverallStatus

Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
2026-04-17 17:59:58 +03:00
Mikhail Chusavitin
dca4afb8d0 Seed power ramp with single-card TDP limits 2026-04-16 11:43:01 +03:00
Mikhail Chusavitin
b4280941f5 Move NCCL and NVBandwidth into validate mode 2026-04-16 11:02:30 +03:00
Mikhail Chusavitin
18e24a9aa5 Estimate fan duty from observed RPM maxima 2026-04-16 10:10:18 +03:00
Mikhail Chusavitin
c5b2081ac9 Disable unstable fp4/fp64 benchmark phases 2026-04-16 09:58:02 +03:00
434528083e Power bench: compare GPU-reported TDP vs IPMI server power delta
- NvidiaPowerBenchResult gains ServerPower *BenchmarkServerPower
- RunNvidiaPowerBench samples IPMI idle before Phase 1 and loaded via
  background goroutine throughout Phase 2 ramp
- renderPowerBenchReport: new "Server vs GPU Power Comparison" table
  with ratio annotation (✓ match / ⚠ minor / ✗ over-report)
- renderPowerBenchSummary: server_idle_w, server_loaded_w, server_delta_w,
  server_reporting_ratio keys

Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
2026-04-16 07:21:02 +03:00
4f76e1de21 Dashboard: per-device status chips with hover tooltips
Replace single aggregated badge per hardware category with individual
colored chips (O/W/F/?) for each ComponentStatusRecord. Added helper
functions: matchedRecords, firstNonEmpty. CSS classes: chip-ok/warn/fail/unknown.

Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
2026-04-16 06:54:13 +03:00
3732e64a4a Add slowdown temperature exceedance detector to benchmark
detectSlowdownTempExceedance scans steady-state metric rows per GPU and
emits a [WARNING] note + PARTIAL status if any sample >= SlowdownTempC.
Uses per-GPU threshold from nvidia-smi -q, fallback 80°C.

Distinct from p95-based TempHeadroomC check: catches even a single spike
above the slowdown threshold that would be smoothed out in aggregates.

Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
2026-04-16 06:46:45 +03:00
0d925299ff Use per-GPU temperature limits from nvidia-smi -q for headroom calculation
Parse "GPU Shutdown Temp" and "GPU Slowdown Temp" from nvidia-smi -q verbose
output in enrichGPUInfoWithMaxClocks. Store as ShutdownTempC/SlowdownTempC
on benchmarkGPUInfo and BenchmarkGPUResult. Fallback: 90°C shutdown / 80°C
slowdown when not available.

TempHeadroomC = ShutdownTempC - P95TempC (per-GPU, not hardcoded 100°C).
Warning threshold: p95 >= SlowdownTempC. Critical: headroom < 10°C.
Report table shows both limits alongside headroom and p95 temp.

Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
2026-04-16 06:45:15 +03:00
a8d5e019a5 Translate report to English; add power anomaly detector
All report strings are now English only.

Add detectPowerAnomaly: scans steady-state metric rows per GPU with a
5-sample rolling baseline; flags a sudden drop ≥30% while GPU usage >50%
as [HARD STOP] — indicates bad cable contact or VRM fault.

Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
2026-04-16 06:42:00 +03:00
72ec086568 Restructure benchmark report as balanced scorecard (5 perspectives)
Split throttle into separate signals: ThermalThrottlePct, PowerCapThrottlePct,
SyncBoostThrottlePct. Add TempHeadroomC (100 - p95_temp) as independent
thermal headroom metric; warning < 20°C (>80°C), critical < 10°C (>90°C).

Hard stop findings: thermal throttle with fans < 95%, ECC uncorrected errors,
p95 temp > 90°C. Throttle findings now include per-type percentages and
diagnostic context.

Replace flat scorecard table with BSC 5-perspective layout:
1. Compatibility (hard stops: thermal+fan, ECC)
2. Thermal headroom (p95 temp, delta to 100°C, throttle %)
3. Power delivery (power cap throttle, power CV, fan duty)
4. Performance (Compute TOPS, Synthetic, Mixed, TOPS/SM/GHz)
5. Anomalies (ECC corrected, sync boost, power/thermal variance)

Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
2026-04-16 06:40:06 +03:00
7a0b0934df Separate compute score from server quality score
CompositeScore = raw ComputeScore (TOPS). Throttling GPUs score lower
automatically — no quality multiplier distorting the compute signal.

Add ServerQualityScore (0-100): server infrastructure quality independent
of GPU model. Formula: 0.40×Stability + 0.30×PowerSustain + 0.30×Thermal.
Use to compare servers with the same GPU or flag bad server conditions.

Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
2026-04-16 00:45:55 +03:00
d8ca0dca2c Redesign scoring metrics: variance-based sustain scores, throttle stability
PowerSustainScore: power draw variance (CV) during load, not deviation from TDP.
ThermalSustainScore: temperature variance (CV) during load.
StabilityScore: fraction of time spent in thermal+power-cap throttling.
Remove NCCL bonus from quality_factor.

quality = 0.35 + 0.35×Stability + 0.15×PowerSustain + 0.15×ThermalSustain, cap 1.00.

Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
2026-04-16 00:39:59 +03:00
d90250f80a Fix DCGM cleanup and shorten memory validate 2026-04-16 00:39:37 +03:00
8d6eaef5de Update perf benchmark report methodology to reflect new design
Remove references to pre-benchmark power calibration and dcgmi
targeted_power. Document platform_power_score ramp-up methodology,
PowerSustainScore fallback to steady-state power, and full-budget
single-precision phases.

Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
2026-04-16 00:31:58 +03:00
732bf4cbab Redesign power and performance benchmarks with new methodology
Power/Thermal Fit: cumulative fixed-limit ramp where each GPU's stable TDP
is found under real multi-GPU thermal load (all prior GPUs running at their
fixed limits). PlatformMaxTDPW = sum of stable limits across all GPUs.
Remove PlatformPowerScore from power test.

Performance Benchmark: remove pre-benchmark power calibration entirely.
After N single-card runs, execute k=2..N parallel ramp-up steps and compute
PlatformPowerScore = mean compute scalability vs best single-card TOPS.
PowerSustainScore falls back to Steady.AvgPowerW when calibration absent.

Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
2026-04-16 00:30:50 +03:00
Mikhail Chusavitin
7237e4d3e4 Add fabric manager boot and support diagnostics 2026-04-15 16:14:26 +03:00
Mikhail Chusavitin
ab3ad77cd6 Fix Go module: upgrade modernc.org/libc v1.70.0 → v1.72.0
modernc.org/sqlite v1.48.0 requires modernc.org/libc/sys/types which is
absent in v1.70.0 but present in v1.72.0.

Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
2026-04-15 14:32:04 +03:00
Mikhail Chusavitin
cd9e2cbe13 Fix ramp-up power bench: one task instead of N redundant tasks
RunNvidiaPowerBench already performs a full internal ramp from 1 to N
GPUs in Phase 2. Spawning N tasks with growing GPU subsets meant task K
repeated all steps 1..K-1 already done by tasks 1..K-1 — O(N²) work
instead of O(N). Replace with a single task using all selected GPUs.

Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
2026-04-15 12:29:11 +03:00
c80a39e7ac Add power results table, fix benchmark results refresh, bound memtester
- Benchmark page now shows two result sections: Performance (scores) and
  Power / Thermal Fit (slot table). After any benchmark task completes
  the results section auto-refreshes via GET /api/benchmark/results
  without a full page reload.
- Power results table shows each GPU slot with nominal TDP, achieved
  stable power limit, and P95 observed power. Rows with derated cards
  are highlighted amber so under-performing slots stand out at a glance.
  Older runs are collapsed in a <details> summary.
- memtester is now wrapped with timeout(1) so a stuck memory controller
  cannot cause Validate Memory to hang indefinitely. Wall-clock limit is
  ~2.5 min per 100 MB per pass plus a 2-minute buffer.

Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
2026-04-15 07:16:18 +03:00
a5e0261ff2 Refactor power ramp to use true single-card baselines
Phase 1 now calibrates each GPU individually (sequentially) so that
PowerRealizationPct reflects real degradation from neighbour thermals and
shared power rails. Previously the baseline came from an all-GPU-together
run, making realization always ≈100% at the final ramp step.

Ramp step 1 reuses single-card calibration results (no extra run); steps
2..N run targeted_power on the growing GPU subset with derating active.

Remove OccupiedSlots/OccupiedSlotsNote fields and occupiedSlots() helper —
they were compensation for the old all-GPU calibration approach.

Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
2026-04-14 23:47:57 +03:00
ee422ede3c Revert "Add raster Easy Bee branding assets"
This reverts commit d560b2fead.
2026-04-14 23:00:15 +03:00
d560b2fead Add raster Easy Bee branding assets 2026-04-14 22:39:25 +03:00
3cf2e9c9dc Run power calibration for all GPUs simultaneously
Previously each GPU was calibrated sequentially (one card fully done
before the next started), producing the staircase temperature pattern
seen on the graph.

Now all GPUs run together in a single dcgmi diag -r targeted_power
session per attempt. This means:
- All cards are under realistic thermal load at the same time.
- A single DCGM session handles the run — no resource-busy contention
  from concurrent dcgmi processes.
- Binary search state (lo/hi) is tracked independently per GPU; each
  card converges to its own highest stable power limit.
- Throttle counter polling covers all active GPUs in the shared ticker.
- Resource-busy exponential back-off is shared (one DCGM session).

Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
2026-04-14 22:25:05 +03:00