From b5d3855c2ce13ec6e1827bb638db7692980b21df Mon Sep 17 00:00:00 2001 From: Server <10.9.8.204@example.com> Date: Wed, 21 Oct 2026 14:43:13 +0000 Subject: [PATCH] Host digit comparison artifact and expose all KNP demos through Caddy --- HANDOFF-status-2026-10-21.md | 11 + deployment/README.md | 7 + deployment/knp-demos.Caddyfile | 30 ++ mnist-artifact/README.md | 16 + mnist-artifact/SOURCE.json | 37 ++ mnist-artifact/prepare.py | 63 +++ mnist-artifact/site/app.js | 329 +++++++++++++++ mnist-artifact/site/fonts.css | 396 ++++++++++++++++++ .../site/fonts/04b5819e5fda60389774.woff2 | Bin 0 -> 9348 bytes .../site/fonts/0c46fc34202128a8b356.woff2 | Bin 0 -> 15112 bytes .../site/fonts/13ff14c8cbbde52dd267.woff2 | Bin 0 -> 23568 bytes .../site/fonts/23f931dc9e4c044ca281.woff2 | Bin 0 -> 12388 bytes .../site/fonts/547062430ce141b89109.woff2 | Bin 0 -> 35348 bytes .../site/fonts/560980fcddc4e6f493d8.woff2 | Bin 0 -> 19500 bytes .../site/fonts/6b5e37b52d26eeac6a19.woff2 | Bin 0 -> 1640 bytes .../site/fonts/6d5e7fb80500edbb2ccc.woff2 | Bin 0 -> 45712 bytes .../site/fonts/90a469f8becd8517007a.woff2 | Bin 0 -> 32468 bytes .../site/fonts/99228c3b93e78c59da72.woff2 | Bin 0 -> 13160 bytes .../site/fonts/99e400330f36ae77c882.woff2 | Bin 0 -> 6836 bytes .../site/fonts/b19c2080652a3c2b1288.woff2 | Bin 0 -> 11624 bytes .../site/fonts/c062627ec16ce1b40510.woff2 | Bin 0 -> 19400 bytes .../site/fonts/c4064400db3750ce826c.woff2 | Bin 0 -> 5888 bytes .../site/fonts/cc27b30471250057c5e6.woff2 | Bin 0 -> 31432 bytes .../site/fonts/eb83d8d40af4411f395f.woff2 | Bin 0 -> 8872 bytes .../site/fonts/f582230492bfd11eff7b.woff2 | Bin 0 -> 30964 bytes .../site/fonts/fd8b74284fe6ff9705c0.woff2 | Bin 0 -> 29512 bytes mnist-artifact/site/index.html | 180 ++++++++ .../2026-10-21/artifact/browser-checks.json | 396 ++++++++++++++++++ reports/2026-10-21/artifact/chrome-export.zip | Bin 0 -> 523807 bytes reports/2026-10-21/artifact/dark.png | Bin 0 -> 429371 bytes reports/2026-10-21/artifact/desktop.png | Bin 0 -> 425196 bytes reports/2026-10-21/artifact/mobile-debug.png | Bin 0 -> 412037 bytes reports/2026-10-21/artifact/mobile.png | Bin 0 -> 406351 bytes reports/2026-10-21/knp_docs.bundle | Bin 0 -> 341709 bytes reports/2026-10-21/proxy-checks.json | 74 ++++ reports/2026-10-21/журнал.md | 33 ++ viz/digits-compare/app.js | 329 +++++++++++++++ viz/digits-compare/fonts.css | 396 ++++++++++++++++++ .../fonts/04b5819e5fda60389774.woff2 | Bin 0 -> 9348 bytes .../fonts/0c46fc34202128a8b356.woff2 | Bin 0 -> 15112 bytes .../fonts/13ff14c8cbbde52dd267.woff2 | Bin 0 -> 23568 bytes .../fonts/23f931dc9e4c044ca281.woff2 | Bin 0 -> 12388 bytes .../fonts/547062430ce141b89109.woff2 | Bin 0 -> 35348 bytes .../fonts/560980fcddc4e6f493d8.woff2 | Bin 0 -> 19500 bytes .../fonts/6b5e37b52d26eeac6a19.woff2 | Bin 0 -> 1640 bytes .../fonts/6d5e7fb80500edbb2ccc.woff2 | Bin 0 -> 45712 bytes .../fonts/90a469f8becd8517007a.woff2 | Bin 0 -> 32468 bytes .../fonts/99228c3b93e78c59da72.woff2 | Bin 0 -> 13160 bytes .../fonts/99e400330f36ae77c882.woff2 | Bin 0 -> 6836 bytes .../fonts/b19c2080652a3c2b1288.woff2 | Bin 0 -> 11624 bytes .../fonts/c062627ec16ce1b40510.woff2 | Bin 0 -> 19400 bytes .../fonts/c4064400db3750ce826c.woff2 | Bin 0 -> 5888 bytes .../fonts/cc27b30471250057c5e6.woff2 | Bin 0 -> 31432 bytes .../fonts/eb83d8d40af4411f395f.woff2 | Bin 0 -> 8872 bytes .../fonts/f582230492bfd11eff7b.woff2 | Bin 0 -> 30964 bytes .../fonts/fd8b74284fe6ff9705c0.woff2 | Bin 0 -> 29512 bytes viz/digits-compare/index.html | 180 ++++++++ viz/digits-compare/source.json | 37 ++ 58 files changed, 2514 insertions(+) create mode 100644 HANDOFF-status-2026-10-21.md create mode 100644 deployment/README.md create mode 100644 deployment/knp-demos.Caddyfile create mode 100644 mnist-artifact/README.md create mode 100644 mnist-artifact/SOURCE.json create mode 100644 mnist-artifact/prepare.py create mode 100644 mnist-artifact/site/app.js create mode 100644 mnist-artifact/site/fonts.css create mode 100644 mnist-artifact/site/fonts/04b5819e5fda60389774.woff2 create mode 100644 mnist-artifact/site/fonts/0c46fc34202128a8b356.woff2 create mode 100644 mnist-artifact/site/fonts/13ff14c8cbbde52dd267.woff2 create mode 100644 mnist-artifact/site/fonts/23f931dc9e4c044ca281.woff2 create mode 100644 mnist-artifact/site/fonts/547062430ce141b89109.woff2 create mode 100644 mnist-artifact/site/fonts/560980fcddc4e6f493d8.woff2 create mode 100644 mnist-artifact/site/fonts/6b5e37b52d26eeac6a19.woff2 create mode 100644 mnist-artifact/site/fonts/6d5e7fb80500edbb2ccc.woff2 create mode 100644 mnist-artifact/site/fonts/90a469f8becd8517007a.woff2 create mode 100644 mnist-artifact/site/fonts/99228c3b93e78c59da72.woff2 create mode 100644 mnist-artifact/site/fonts/99e400330f36ae77c882.woff2 create mode 100644 mnist-artifact/site/fonts/b19c2080652a3c2b1288.woff2 create mode 100644 mnist-artifact/site/fonts/c062627ec16ce1b40510.woff2 create mode 100644 mnist-artifact/site/fonts/c4064400db3750ce826c.woff2 create mode 100644 mnist-artifact/site/fonts/cc27b30471250057c5e6.woff2 create mode 100644 mnist-artifact/site/fonts/eb83d8d40af4411f395f.woff2 create mode 100644 mnist-artifact/site/fonts/f582230492bfd11eff7b.woff2 create mode 100644 mnist-artifact/site/fonts/fd8b74284fe6ff9705c0.woff2 create mode 100644 mnist-artifact/site/index.html create mode 100644 reports/2026-10-21/artifact/browser-checks.json create mode 100644 reports/2026-10-21/artifact/chrome-export.zip create mode 100644 reports/2026-10-21/artifact/dark.png create mode 100644 reports/2026-10-21/artifact/desktop.png create mode 100644 reports/2026-10-21/artifact/mobile-debug.png create mode 100644 reports/2026-10-21/artifact/mobile.png create mode 100644 reports/2026-10-21/knp_docs.bundle create mode 100644 reports/2026-10-21/proxy-checks.json create mode 100644 reports/2026-10-21/журнал.md create mode 100644 viz/digits-compare/app.js create mode 100644 viz/digits-compare/fonts.css create mode 100644 viz/digits-compare/fonts/04b5819e5fda60389774.woff2 create mode 100644 viz/digits-compare/fonts/0c46fc34202128a8b356.woff2 create mode 100644 viz/digits-compare/fonts/13ff14c8cbbde52dd267.woff2 create mode 100644 viz/digits-compare/fonts/23f931dc9e4c044ca281.woff2 create mode 100644 viz/digits-compare/fonts/547062430ce141b89109.woff2 create mode 100644 viz/digits-compare/fonts/560980fcddc4e6f493d8.woff2 create mode 100644 viz/digits-compare/fonts/6b5e37b52d26eeac6a19.woff2 create mode 100644 viz/digits-compare/fonts/6d5e7fb80500edbb2ccc.woff2 create mode 100644 viz/digits-compare/fonts/90a469f8becd8517007a.woff2 create mode 100644 viz/digits-compare/fonts/99228c3b93e78c59da72.woff2 create mode 100644 viz/digits-compare/fonts/99e400330f36ae77c882.woff2 create mode 100644 viz/digits-compare/fonts/b19c2080652a3c2b1288.woff2 create mode 100644 viz/digits-compare/fonts/c062627ec16ce1b40510.woff2 create mode 100644 viz/digits-compare/fonts/c4064400db3750ce826c.woff2 create mode 100644 viz/digits-compare/fonts/cc27b30471250057c5e6.woff2 create mode 100644 viz/digits-compare/fonts/eb83d8d40af4411f395f.woff2 create mode 100644 viz/digits-compare/fonts/f582230492bfd11eff7b.woff2 create mode 100644 viz/digits-compare/fonts/fd8b74284fe6ff9705c0.woff2 create mode 100644 viz/digits-compare/index.html create mode 100644 viz/digits-compare/source.json diff --git a/HANDOFF-status-2026-10-21.md b/HANDOFF-status-2026-10-21.md new file mode 100644 index 0000000..a6574bc --- /dev/null +++ b/HANDOFF-status-2026-10-21.md @@ -0,0 +1,11 @@ +# Состояние 21 октября 2026 + +После перезагрузки user@10.9.8.230 по запросу пользователя восстановлены все готовые демо: http://10.9.8.230:8080/altai_viz.html, /aug_viz.html, /fast_viz.html; http://10.9.8.230:8081/native_viz.html; http://10.9.8.230:8082/. Проверены внешние HTTP200 и настоящие API-инференсы CPU/GoldenModel MNIST и CUDA Pet lab. PID в штатных runtime/server.pid и runtime/web-server.pid. Запуск nohup, автозапуска после reboot нет. Подробности reports/2026-10-21/журнал.md. + +Все ограничения/цифры 15 октября сохраняются. Коллекций нет, транспорт completed, модель и данные неизменны. Муха отложена. viz/app.html является незаполненным шаблоном, не отдельным демо. Готового транспортного web-демо нет. Никаких commit/push. + +Добавлена точная самостоятельная копия Claude Artifact «Цифры на Алтае»: http://knp-digits.t.snw.su/ и http://10.9.8.230:8080/digits-compare/. Источник mnist-artifact/, README и SOURCE.json; экспорт Chrome в reports/2026-10-21/artifact. Браузерный симулятор STDP vs SNN8, не новый KNP/GM результат. При развёртывании сохранены веса и исходный код расчёта, локализованы шрифты, убрана оболочка Claude. Browser smoke48 примеров/mouse/touch/темы/инспектор прошёл. Сайт на станции viz/digits-compare; публичная копия /opt/knp-digits через Caddy. Ничего не коммитили/пушили. + +Исходники вики сохранены по просьбе пользователя без запуска: /root/knp_docs, origin ssh://git@git.snw.su:30301/pgups/knp_docs.git, main540cdb9fed49a1c910437e0944454e8a56f88ffd. Полный verified Git bundle reports/2026-10-21/knp_docs.bundle. Пользователь сказал «сохрани пока», продолжение/развёртывание репозитория не запрошено. + +Все шесть KNPдемо теперь через Caddy reverse_proxy на рабочую станцию: http://knp-columns.t.snw.su/, http://knp-shifts.t.snw.su/, http://knp-fast.t.snw.su/, http://knp-native.t.snw.su/, http://knp-pets.t.snw.su/, http://knp-digits.t.snw.su/. Последний больше не file_server /opt/knp-digits, а proxy8080/digits-compare. Старый статический backup /opt/knp-digits сохранён. Caddy validate/reload и HTTP/API проверки успешны; wiki не проксировалась. Актуальная вики только knp.snw.su, fs.snw.su устарел. diff --git a/deployment/README.md b/deployment/README.md new file mode 100644 index 0000000..9dd929a --- /dev/null +++ b/deployment/README.md @@ -0,0 +1,7 @@ +# KNP demo hosting + +`knp-demos.Caddyfile` contains the six HTTP reverse proxy hosts deployed on 2026-10-21. Import these blocks into the hosting server's Caddy configuration, preserving its other sites. Run `caddy validate --config /etc/caddy/Caddyfile` before reloading Caddy. + +Upstream is `10.9.8.230`: browser demos and `digits-compare` on port8080, native CPU/GoldenModel API on8081, Pet lab CUDA API on8082. Start commands and limitations are in the experiment READMEs and reports/2026-10-21/журнал.md. The upstream Python servers currently require manual restart after a machine reboot. + +The wiki is maintained separately at https://knp.snw.su/ and is not included in these proxy hosts. Its Git source is ssh://git@git.snw.su:30301/pgups/knp_docs.git. diff --git a/deployment/knp-demos.Caddyfile b/deployment/knp-demos.Caddyfile new file mode 100644 index 0000000..edd2597 --- /dev/null +++ b/deployment/knp-demos.Caddyfile @@ -0,0 +1,30 @@ +# KNP demo reverse proxies. Import into the main Caddyfile. + +http://knp-digits.t.snw.su { + rewrite * /digits-compare{uri} + reverse_proxy 10.9.8.230:8080 +} + +http://knp-columns.t.snw.su { + rewrite / /altai_viz.html + reverse_proxy 10.9.8.230:8080 +} + +http://knp-shifts.t.snw.su { + rewrite / /aug_viz.html + reverse_proxy 10.9.8.230:8080 +} + +http://knp-fast.t.snw.su { + rewrite / /fast_viz.html + reverse_proxy 10.9.8.230:8080 +} + +http://knp-native.t.snw.su { + rewrite / /native_viz.html + reverse_proxy 10.9.8.230:8081 +} + +http://knp-pets.t.snw.su { + reverse_proxy 10.9.8.230:8082 +} diff --git a/mnist-artifact/README.md b/mnist-artifact/README.md new file mode 100644 index 0000000..388195f --- /dev/null +++ b/mnist-artifact/README.md @@ -0,0 +1,16 @@ +# Цифры на «Алтае»: копия Claude Artifact + +Публичная копия: http://knp-digits.t.snw.su/ +На рабочей машине: http://10.9.8.230:8080/digits-compare/ + +Источник пользователя: Chrome Ctrl+S экспорт https://claude.ai/artifact/Vc1q1WCZuPY2QAHBSGtrKF, архив получен с http://drop.t.snw.su/mearl. Оригинал сохранён в reports/2026-10-21/artifact/chrome-export.zip, SHA256 в SOURCE.json. + +`python3 mnist-artifact/prepare.py` извлекает внутренний saved_resource.html, удаляет только служебный runtime Claude, локализует шрифты и очищает сохранённые Chrome кнопки перед их повторным созданием приложением. Исходный JS приложения, веса, тексты и расчёт сохраняются; перед исходным JS добавлено очищение двух контейнеров. Добавлены lang=ru и viewport для самостоятельного открытия страницы. + +Это браузерный целочисленный симулятор двух моделей: STDP-колонки и temporal SNN8. Подписанные в артефакте test accuracy 92,2%/97,4% взяты из источника, при переносе заново не измерялись. Этот перенос не является KNP/CUDA/GoldenModel проверкой новых весов и не связан с подтверждённым native MNIST 97,76%. + +В исходнике Clear очищает поле рисования, сохраняя предыдущий результат до нового ввода. Это поведение артефакта сохранено. + +Проверки: 24 галерейных изображения в каждой из двух сетей, переключение моделей, инспектор нейрона, ползунок тактов, mouse/touch рисование, desktop/mobile 390px без горизонтального переполнения, светлая/тёмная темы, отсутствие JS errors и внешних запросов. Артефакты проверки в reports/2026-10-21/artifact/browser-checks.json и PNG. + +Хостинг: Caddy /etc/caddy/Caddyfile, отдельный HTTP block knp-digits.t.snw.su, файлы /opt/knp-digits. Caddy validate и reload успешны. На станции статические файлы размещены в /home/user/KNP/viz/digits-compare, все 21 SHA256 сверены. Существующие серверы, модели, библиотеки и данные не менялись. Git commit/push не выполнялись. diff --git a/mnist-artifact/SOURCE.json b/mnist-artifact/SOURCE.json new file mode 100644 index 0000000..7fa5b7a --- /dev/null +++ b/mnist-artifact/SOURCE.json @@ -0,0 +1,37 @@ +{ + "source": "https://claude.ai/artifact/Vc1q1WCZuPY2QAHBSGtrKF", + "export_url": "http://drop.t.snw.su/mearl", + "archive_sha256": "94bf2e99581aec06cbec3078c50c93dcffd1907e40b954006d1fa444aae4eaf7", + "inner_html_sha256": "4807bae6973ccc560b51aaf7c60f4b2b8be8d529aeb6848db86036522df2249d", + "original_app_sha256": "61ea4ea4db5926c7c8a17f7ce057707fab9b01c6a121fd2e619c42d91b92846c", + "changes": [ + "remove Claude iframe runtime", + "clear saved controls before original startup", + "local font files", + "viewport and Russian document language" + ], + "inference_code_and_weights": "preserved verbatim after the control-reset prelude", + "files": { + "app.js": "4ef53f5ebcac9b3b489daaf2dfb409a9d520fcc80e5e9502c4e789dce86e9744", + "fonts/04b5819e5fda60389774.woff2": "197b6dbe5c6bec7276c59b02d70a16ee6acd44322fc2f8d0226c07f8d57976c2", + "fonts/0c46fc34202128a8b356.woff2": "bdb2b33ab916e9e7b42edb61f8aea5f5dd83ad773d6ee4e9b55665daf8954ce8", + "fonts/13ff14c8cbbde52dd267.woff2": "7d0037a170882a49e65a45c38ef195237bb07b1cc791d078379f0ac0d7ae1935", + "fonts/23f931dc9e4c044ca281.woff2": "35e30483bb79be6fd8de0fec4e038fda9e637fc7337f6ff61418c7d08077878b", + "fonts/547062430ce141b89109.woff2": "691cd1d9b4c0cdf31a1dcf04259c86f92c85e69f6622abab7964d81e36890691", + "fonts/560980fcddc4e6f493d8.woff2": "f598dd0700f155e2facfaa8ecfacace397d4c2c153e9ce37ab7ad310e8505bc2", + "fonts/6b5e37b52d26eeac6a19.woff2": "62213be8a78b42f1e29d1452d91e2f8b3e745572a9dd98d3941e39fa00b37d76", + "fonts/6d5e7fb80500edbb2ccc.woff2": "e2291e842cf5af167122a22881a740c7f2dda7716f1e8cd76680264f4a859470", + "fonts/90a469f8becd8517007a.woff2": "f5052e4870bf211fc22df5b85e791a292a77b9baef8cef1dc5a8e62a783ea1e0", + "fonts/99228c3b93e78c59da72.woff2": "73e7f7b1c980416ae0c2461268b14c7cfcce0668e683dc43fbb11a82a227b9f2", + "fonts/99e400330f36ae77c882.woff2": "0a557721b1f8b36d3f3f84442689a71ca4a744300abcb46a1953f51bfc663b66", + "fonts/b19c2080652a3c2b1288.woff2": "db5ff4db83e580426280e9337a58dc57d3a83784a1b03ad80914651594441d52", + "fonts/c062627ec16ce1b40510.woff2": "09472f217ad1ebb61a7669cf532f9f2f80685e07652ee862fde9a79665aef479", + "fonts/c4064400db3750ce826c.woff2": "c89b9cc0bc6262bd4f8d8494b6961601f3aefa829d08c2e3635f4d501d3a47c2", + "fonts/cc27b30471250057c5e6.woff2": "83c005d49d8a6a50474c73a5a36ac0468076e9c4a29da7bdb14995d80560a5be", + "fonts/eb83d8d40af4411f395f.woff2": "e17cfd15fb96909d64095015f958207063a0c07191da3512df7d560a781aebdf", + "fonts/f582230492bfd11eff7b.woff2": "d160e20920ae4d6556518d352d3af27a74e9b0de3d8fe17b1c1044fc75aa2f81", + "fonts/fd8b74284fe6ff9705c0.woff2": "9409ee21811f0f5272b7e1d828fe8838005b0573481ef906e7e55b63f6610ab0", + "fonts.css": "564d3c95a3b80d7c5ae21347ab77028cb10125812c24520a12f584fa880a6f61", + "index.html": "cfb514c642469601364b4482d3ce7cde715ef8fbbf0b0f099fb5dd43466b6eb3" + } +} diff --git a/mnist-artifact/prepare.py b/mnist-artifact/prepare.py new file mode 100644 index 0000000..8177253 --- /dev/null +++ b/mnist-artifact/prepare.py @@ -0,0 +1,63 @@ +#!/usr/bin/env python3 +"""Extract the saved inner artifact, preserving its UI and inference code.""" +from pathlib import Path +import concurrent.futures +import hashlib +import json +import re +import urllib.request +import zipfile + +ROOT = Path(__file__).resolve().parent +ARCHIVE = ROOT.parent / 'reports/2026-10-21/artifact/chrome-export.zip' +OUT = ROOT / 'site' +OUT.mkdir(exist_ok=True) +with zipfile.ZipFile(ARCHIVE) as z: + names = z.namelist() + inner = next(n for n in names if n.endswith('/saved_resource.html')) + original = z.read(inner).decode('utf-8') + css = z.read(next(n for n in names if n.endswith('/css2'))).decode('utf-8') +scripts = re.findall(r']*>(.*?)', original, re.S) +assert len(scripts) == 3 and scripts[2].lstrip().startswith('const D = ') +app = scripts[2] +# Chrome saves the already populated DOM. The original code appends these controls. +reset = '// Remove Chrome-saved controls before the original application recreates them.\n' \ + 'document.getElementById("switch").replaceChildren();\n' \ + 'document.getElementById("gal").replaceChildren();\n' +(OUT / 'app.js').write_text(reset + app) +html = re.sub(r']*>.*?', '', original, flags=re.S) +html = re.sub(r'', '', html) +html = html.replace('', '', 1) +html = html.replace('', '', 1) +html = html.replace('href="./css2"', 'href="./fonts.css"') +html = re.sub(r']*>', '', html) +html = html.replace('', '\n') +(OUT / 'index.html').write_text(html) +fonts = OUT / 'fonts' +fonts.mkdir(exist_ok=True) +urls = sorted(set(re.findall(r'url\((https://[^)]+)\)', css))) +def fetch(url): + name = hashlib.sha256(url.encode()).hexdigest()[:20] + '.woff2' + target = fonts / name + if not target.exists(): + with urllib.request.urlopen(url, timeout=30) as r: + target.write_bytes(r.read()) + return url, './fonts/' + name +with concurrent.futures.ThreadPoolExecutor(max_workers=6) as pool: + for url, local in pool.map(fetch, urls): + css = css.replace(url, local) +(OUT / 'fonts.css').write_text(css) +manifest = { + 'source': 'https://claude.ai/artifact/Vc1q1WCZuPY2QAHBSGtrKF', + 'export_url': 'http://drop.t.snw.su/mearl', + 'archive_sha256': hashlib.sha256(ARCHIVE.read_bytes()).hexdigest(), + 'inner_html_sha256': hashlib.sha256(original.encode()).hexdigest(), + 'original_app_sha256': hashlib.sha256(app.encode()).hexdigest(), + 'changes': ['remove Claude iframe runtime', 'clear saved controls before original startup', + 'local font files', 'viewport and Russian document language'], + 'inference_code_and_weights': 'preserved verbatim after the control-reset prelude', + 'files': {str(p.relative_to(OUT)): hashlib.sha256(p.read_bytes()).hexdigest() + for p in sorted(OUT.rglob('*')) if p.is_file()}, +} +(ROOT / 'SOURCE.json').write_text(json.dumps(manifest, ensure_ascii=False, indent=2) + '\n') +print(json.dumps({'fonts': len(urls), 'files': len(manifest['files']), 'archive_sha256': manifest['archive_sha256']})) diff --git a/mnist-artifact/site/app.js b/mnist-artifact/site/app.js new file mode 100644 index 0000000..5ef6f59 --- /dev/null +++ b/mnist-artifact/site/app.js @@ -0,0 +1,329 @@ +// Remove Chrome-saved controls before the original application recreates them. +document.getElementById("switch").replaceChildren(); +document.getElementById("gal").replaceChildren(); + +const D = 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+const dec = (b, T) => { const s = atob(b), u = new Uint8Array(s.length); for (let i = 0; i < s.length; i++) u[i] = s.charCodeAt(i); return new T(u.buffer); }; +const COLS = { ...D.cols, W: dec(D.cols.w, Int8Array) }; +const SNN = { ...D.snn, W1: dec(D.snn.w1, Int8Array), B1: dec(D.snn.b1, Int8Array), W2: dec(D.snn.w2, Int8Array), B2: dec(D.snn.b2, Int8Array) }; +const GAL = { px: dec(D.gallery.pixels, Uint8Array), labels: D.gallery.labels, idx: D.gallery.idx }; +const $ = (id) => document.getElementById(id); +const fmt = (x) => Number(x).toLocaleString("ru-RU"); +const tok = (n) => getComputedStyle(document.documentElement).getPropertyValue(n).trim(); +const rgb = (c) => { if (c.startsWith("#")) { const v = parseInt(c.slice(1), 16); return [v >> 16 & 255, v >> 8 & 255, v & 255]; } const m = c.match(/\d+/g); return m ? m.slice(0, 3).map(Number) : [128, 128, 128]; }; +const mix = (a, b, t) => a.map((x, i) => Math.round(x + (b[i] - x) * Math.max(0, Math.min(1, t)))); +const pal = () => ({ scope: rgb(tok("--scope")), dim: rgb(tok("--scope-dim")), spike: rgb(tok("--spike-on-scope")), charge: rgb(tok("--charge-on-scope")), neg: rgb(tok("--neg-on-scope")) }); +function el(tag, attrs = {}, ...kids) { const e = document.createElement(tag); for (const [k, v] of Object.entries(attrs)) { if (k === "text") e.textContent = v; else if (k.startsWith("on")) e.addEventListener(k.slice(2), v); else e.setAttribute(k, v); } e.append(...kids.filter((k) => k != null)); return e; } +function paint(cv, w, h, f) { const g = cv.getContext("2d"), id = g.createImageData(w, h); for (let i = 0; i < w * h; i++) id.data.set([...f(i), 255], i * 4); g.putImageData(id, 0, 0); } +function pixCanvas(w, h, size, label) { const c = el("canvas", { width: w, height: h, class: "px", "aria-label": label }); c.style.width = size + "px"; c.style.height = Math.round(size * h / w) + "px"; c.style.maxWidth = "100%"; return c; } +const reduce = matchMedia("(prefers-reduced-motion: reduce)").matches; + +/* обработка на хосте: та же, что в вики и при обучении сети по тактам */ + const HOST = (() => { + function comShift(o) { let m = 0, mx = 0, my = 0; for (let y = 0; y < 28; y++) for (let x = 0; x < 28; x++) { const v = o[y * 28 + x]; m += v; mx += v * x; my += v * y; } if (!m) return o; const dx = Math.floor(13.5 - mx / m + .5), dy = Math.floor(13.5 - my / m + .5), r = new Uint8Array(784); for (let y = 0; y < 28; y++) for (let x = 0; x < 28; x++) { const sx = x - dx, sy = y - dy; if (sx >= 0 && sx < 28 && sy >= 0 && sy < 28) r[y * 28 + x] = o[sy * 28 + sx]; } return r; } + function bbox(g) { let x0 = 28, y0 = 28, x1 = -1, y1 = -1, n = 0; for (let y = 0; y < 28; y++) for (let x = 0; x < 28; x++) if (g[y * 28 + x] > 16) { x0 = Math.min(x0, x); x1 = Math.max(x1, x); y0 = Math.min(y0, y); y1 = Math.max(y1, y); n++; } return n < 2 ? null : [x0, y0, x1, y1]; } + function normalize(g) { const b = bbox(g); if (!b) return new Uint8Array(784); const [x0, y0, x1, y1] = b, cw = x1 - x0 + 1, ch = y1 - y0 + 1, r = 20 / Math.max(cw, ch), nw = Math.max(1, Math.floor(cw * r + .5)), nh = Math.max(1, Math.floor(ch * r + .5)), ox = (28 - nw) >> 1, oy = (28 - nh) >> 1, o = new Uint8Array(784); + for (let y = 0; y < nh; y++) for (let x = 0; x < nw; x++) { const xx = Math.min(cw - 1, Math.max(0, (x + .5) * cw / nw - .5)), yy = Math.min(ch - 1, Math.max(0, (y + .5) * ch / nh - .5)), lx = Math.floor(xx), ly = Math.floor(yy), hx = Math.min(lx + 1, cw - 1), hy = Math.min(ly + 1, ch - 1), ax = xx - lx, ay = yy - ly, at = (a, c) => g[(a + y0) * 28 + c + x0]; + o[(y + oy) * 28 + x + ox] = Math.floor((at(ly, lx) * (1 - ax) + at(ly, hx) * ax) * (1 - ay) + (at(hy, lx) * (1 - ax) + at(hy, hx) * ax) * ay + .5); } + return comShift(o); } + function deskew(g) { let m = 0, cx = 0, cy = 0; for (let y = 0; y < 28; y++) for (let x = 0; x < 28; x++) { const v = g[y * 28 + x]; m += v; cx += v * x; cy += v * y; } if (!m) return g; cx /= m; cy /= m; let m02 = 0, m11 = 0; for (let y = 0; y < 28; y++) for (let x = 0; x < 28; x++) { const v = g[y * 28 + x]; m02 += v * (y - cy) ** 2; m11 += v * (y - cy) * (x - cx); } m02 /= m; m11 /= m; if (m02 < 1e-3) return g; + const a = m11 / m02, o = new Uint8Array(784), px = (x, y) => (x >= 0 && x < 28 && y >= 0 && y < 28) ? g[y * 28 + x] : 0; + for (let y = 0; y < 28; y++) for (let x = 0; x < 28; x++) { const u = (x + .5) + a * (y + .5) - a * cy - .5, lx = Math.floor(u), ax = u - lx; o[y * 28 + x] = Math.round(px(lx, y) * (1 - ax) + px(lx + 1, y) * ax); } return o; } + function box(src, sw, sh, dw, dh) { const ax = (sn, dn) => { const sc = sn / dn, w = []; for (let j = 0; j < dn; j++) { const a = j * sc, b = (j + 1) * sc, ws = []; for (let i = Math.floor(a); i < Math.ceil(b); i++) { const o = Math.min(b, i + 1) - Math.max(a, i); if (o > 0) ws.push([i, o / sc]); } w.push(ws); } return w; }; + const wx = ax(sw, dw), wy = ax(sh, dh), tmp = new Float64Array(dw * sh), o = new Uint8Array(dw * dh); + for (let y = 0; y < sh; y++) for (let j = 0; j < dw; j++) { let t = 0; for (const [i, w] of wx[j]) t += src[y * sw + i] * w; tmp[y * dw + j] = t; } + for (let j = 0; j < dh; j++) for (let x = 0; x < dw; x++) { let t = 0; for (const [i, w] of wy[j]) t += tmp[i * dw + x] * w; o[j * dw + x] = Math.min(255, Math.round(t)); } return o; } + function normArea(g) { const b = bbox(g); if (!b) return new Uint8Array(784); const [x0, y0, x1, y1] = b, cw = x1 - x0 + 1, ch = y1 - y0 + 1, r = 20 / Math.max(cw, ch), nw = Math.max(1, Math.floor(cw * r + .5)), nh = Math.max(1, Math.floor(ch * r + .5)), crop = new Uint8Array(cw * ch); + for (let y = 0; y < ch; y++) for (let x = 0; x < cw; x++) crop[y * cw + x] = g[(y + y0) * 28 + x + x0]; + const sm = box(crop, cw, ch, nw, nh), o = new Uint8Array(784), ox = (28 - nw) >> 1, oy = (28 - nh) >> 1; for (let y = 0; y < nh; y++) for (let x = 0; x < nw; x++) o[(y + oy) * 28 + x + ox] = sm[y * nw + x]; return comShift(o); } + const prepare = (raw) => { const n = normalize(raw), d = deskew(n); return { normalized: n, deskewed: d, final: normArea(d) }; }; + return { prepare, normalize }; + })(); +function comShift(o) { let m = 0, mx = 0, my = 0; for (let y = 0; y < 28; y++) for (let x = 0; x < 28; x++) { const v = o[y * 28 + x]; m += v; mx += v * x; my += v * y; } if (!m) return o; const dx = Math.round(14 - mx / m), dy = Math.round(14 - my / m), r = new Uint8Array(784); for (let y = 0; y < 28; y++) for (let x = 0; x < 28; x++) { const sx = x - dx, sy = y - dy; if (sx >= 0 && sx < 28 && sy >= 0 && sy < 28) r[y * 28 + x] = o[sy * 28 + sx]; } return r; } + +/* ---------- сеть по тактам: 784 → 256 → 10, временной код, 8 тактов ---------- */ +function runSNN(img) { + const m = SNN, T = m.ticks, NH = 256, th = m.th_h, to = m.th_o; + const tin = new Int8Array(784).fill(-1); for (let p = 0; p < 784; p++) if (img[p] > 32) tin[p] = Math.min(T - 1, Math.floor((255 - img[p]) * T / 224)); + const v1 = new Int32Array(NH), v2 = new Int32Array(10), cnt = new Int32Array(10), first = new Int32Array(10).fill(99), hc = new Int32Array(NH); + const nz1 = m.nz1 || (m.nz1 = Int32Array.from({ length: 784 }, (_, i) => { let c = 0; for (let j = 0; j < NH; j++) if (m.W1[i * NH + j]) c++; return c; })); + const nz2 = m.nz2 || (m.nz2 = Int32Array.from({ length: NH }, (_, j) => { let c = 0; for (let k = 0; k < 10; k++) if (m.W2[j * 10 + k]) c++; return c; })); + let prev = new Uint8Array(NH), syn = 0, hid = 0, inSp = 0; const trace = []; + for (let t = 0; t <= T; t++) { + const s2 = new Uint8Array(10); let nprev = 0; for (let j = 0; j < NH; j++) nprev += prev[j]; + for (let k = 0; k < 10; k++) { let v = v2[k] + m.B2[k]; for (let j = 0; j < NH; j++) if (prev[j]) v += m.W2[j * 10 + k]; if (v >= to) { s2[k] = 1; v -= to; cnt[k]++; if (first[k] === 99) first[k] = t; } v2[k] = Math.max(v, 0); } + for (let j = 0; j < NH; j++) if (prev[j]) syn += nz2[j]; + const sin = new Uint8Array(784), s1 = new Uint8Array(NH), pre = new Int32Array(NH); let nin = 0, nh = 0; + if (t < T) { + for (let p = 0; p < 784; p++) if (tin[p] === t) { sin[p] = 1; inSp++; nin++; syn += nz1[p]; } + for (let j = 0; j < NH; j++) { let v = v1[j] + m.B1[j]; for (let p = 0; p < 784; p++) if (sin[p]) v += m.W1[p * NH + j]; pre[j] = v; if (v >= th) { s1[j] = 1; v -= th; hid++; nh++; hc[j]++; } v1[j] = Math.max(v, 0); } + } + trace.push({ sin, s1, pre: t < T ? pre : Int32Array.from(v1), v1: Int32Array.from(v1), s2, v2: Int32Array.from(v2), cnt: Int32Array.from(cnt), first: Int32Array.from(first), nin, nh, nprev }); + prev = s1; + } + const lead = (st) => { let a = -1, b = -1; for (let k = 0; k < 10; k++) { if (!st.cnt[k]) continue; const key = st.cnt[k] * 1000 - st.first[k]; if (key > b) { b = key; a = k; } } return a; }; + const ans = lead(trace[T]); let settled = T; for (let t = T; t >= 0; t--) { if (lead(trace[t]) !== ans) break; settled = t; } + return { T, answer: ans, trace, tin, hc, lead, settled, energy: { ticks: T + 1, input: inSp, neurons: hid + cnt.reduce((a, b) => a + b, 0), synaptic: syn } }; +} + +/* ---------- колонки STDP: 784 → 10 колонок × 20 нейронов, частотный код, 15 тактов ---------- */ +function runCols(img) { + const m = COLS, n = m.thr.length, col = m.col, W = m.W, S = 15, A = 10, st = new Float32Array(784), raster = []; + for (let t = 0; t < S; t++) { const r = new Uint8Array(784); if (t < A) for (let p = 0; p < 784; p++) { st[p] += Math.fround(img[p] * Math.fround(1 / 255)); if (st[p] >= 1) { r[p] = 1; st[p] -= 1; } } raster.push(r); } + let pot = new Float64Array(n), prevR = new Uint8Array(784), prevF = new Uint8Array(n), inSp = 0, syn = 0, fired = 0; + const votes = new Int32Array(10), hc = new Int32Array(n), rate = new Uint8Array(784), trace = []; + for (let t = 0; t < S; t++) for (let p = 0; p < 784; p++) rate[p] += raster[t][p]; + for (let t = 0; t < S; t++) { + for (let c = 0; c < 10; c++) for (let k = 0; k < col; k++) if (prevF[c * col + k]) { votes[c]++; break; } + let kF = 0; for (let j = 0; j < n; j++) kF += prevF[j]; + let rs = 0; for (let p = 0; p < 784; p++) rs += prevR[p]; inSp += rs; syn += rs * n; + const f = new Uint8Array(n), pre = new Float64Array(n); let nf = 0; + for (let j = 0; j < n; j++) { let v = Math.round(pot[j]); const row = j * 784; for (let p = 0; p < 784; p++) if (prevR[p]) v += W[row + p]; if (m.inhib && kF) v -= m.inhib * (kF - prevF[j]); pre[j] = v; if (v >= m.thr[j]) { f[j] = 1; v = 0; fired++; nf++; hc[j]++; } pot[j] = Math.max(v, 0); } + trace.push({ inR: prevR, pre, pot: Float64Array.from(pot), f, votes: Int32Array.from(votes), nin: rs, kF, nf }); + prevR = raster[t]; prevF = f; + } + let b = -1, bv = 0; for (let i = 0; i < 10; i++) if (votes[i] > bv) { bv = votes[i]; b = i; } + return { T: S - 1, answer: b, trace, hc, rate, votes: Array.from(votes), energy: { ticks: S, input: inSp, neurons: fired, synaptic: syn } }; +} + +/* ---------- состояние ---------- */ +const NETS = { + snn: { short: "Последняя версия", name: "Сеть по тактам", sub: "97,4% на тесте · 8 тактов · обучена на компьютере" }, + cols: { short: "Первая версия", name: "Колонки STDP", sub: "92,2% на тесте · 15 тактов · обучена в KNP" }, +}; +let net = "snn", raw = null, drawn = false, label = null, inp = null, res = null, t = 0, timer = null, sel = null; + +/* ---------- рисование ---------- */ +const pad = $("pad"), pg = pad.getContext("2d"); let strokes = [], drawing = false, last = null, shown = false; +const clearPad = () => { pg.fillStyle = "#000"; pg.fillRect(0, 0, 280, 280); strokes = []; }; +const ppos = (e) => { const r = pad.getBoundingClientRect(); return [(e.clientX - r.left) * 280 / r.width, (e.clientY - r.top) * 280 / r.height]; }; +const line = (a, b) => { pg.strokeStyle = "#fff"; pg.lineWidth = 16; pg.lineCap = pg.lineJoin = "round"; pg.beginPath(); pg.moveTo(...a); pg.lineTo(...b); pg.stroke(); }; +pad.addEventListener("pointerdown", (e) => { e.preventDefault(); drawing = true; last = ppos(e); pad.setPointerCapture(e.pointerId); if (shown) { clearPad(); shown = false; markGal(-1); } strokes.push([last]); line(last, last); }); +pad.addEventListener("pointermove", (e) => { if (!drawing) return; e.preventDefault(); const p = ppos(e); strokes[strokes.length - 1].push(p); line(last, p); last = p; }); +const endStroke = () => { if (!drawing) return; drawing = false; fromStrokes(); }; +pad.addEventListener("pointerup", endStroke); pad.addEventListener("pointercancel", endStroke); +function fromStrokes() { + const pts = strokes.flat(); if (!pts.length) return; + const xs = pts.map((p) => p[0]), ys = pts.map((p) => p[1]), x0 = Math.min(...xs), x1 = Math.max(...xs), y0 = Math.min(...ys), y1 = Math.max(...ys); + const pen = 2.5, sc = (20 - pen) / Math.max(x1 - x0, y1 - y0, 20), sm = document.createElement("canvas"); sm.width = sm.height = 28; + const c = sm.getContext("2d"); c.fillStyle = "#000"; c.fillRect(0, 0, 28, 28); c.strokeStyle = "#fff"; c.lineWidth = pen; c.lineCap = c.lineJoin = "round"; + const tx = (x) => 14 + (x - (x0 + x1) / 2) * sc, ty = (y) => 14 + (y - (y0 + y1) / 2) * sc; + for (const s of strokes) { c.beginPath(); c.moveTo(tx(s[0][0]), ty(s[0][1])); for (const p of (s.length > 1 ? s : [s[0], s[0]])) c.lineTo(tx(p[0]), ty(p[1])); c.stroke(); } + const d = c.getImageData(0, 0, 28, 28).data, img = new Uint8Array(784); for (let i = 0; i < 784; i++) img[i] = d[i * 4]; + setImage(img, null, true, "Ваш рисунок"); +} +function showOnPad(img) { clearPad(); const s = document.createElement("canvas"); s.width = s.height = 28; paint(s, 28, 28, (p) => [img[p], img[p], img[p]]); pg.imageSmoothingEnabled = false; pg.drawImage(s, 0, 0, 280, 280); shown = true; } +$("clear").onclick = () => { clearPad(); shown = false; markGal(-1); $("src").textContent = "Нарисуйте цифру мышью или пальцем"; }; + +/* ---------- галерея ---------- */ +const galImg = (k) => GAL.px.subarray(k * 784, (k + 1) * 784); +GAL.labels.forEach((lab, k) => { const cv = el("canvas", { width: 28, height: 28 }); paint(cv, 28, 28, (p) => { const v = galImg(k)[p]; return [v, v, v]; }); + $("gal").append(el("button", { type: "button", "aria-label": `Цифра ${lab}, тест №${GAL.idx[k]}`, onclick: () => { markGal(k); showOnPad(galImg(k)); setImage(galImg(k), lab, false, `Тестовая цифра «${lab}», №${GAL.idx[k]}`); } }, cv)); }); +function markGal(k) { [...$("gal").children].forEach((b, i) => b.setAttribute("aria-pressed", String(i === k))); } + +/* ---------- переключатель сетей ---------- */ +for (const [key, n] of Object.entries(NETS)) $("switch").append(el("button", { type: "button", "data-net": key, "aria-pressed": String(key === net), onclick: () => { net = key; [...$("switch").children].forEach((b) => b.setAttribute("aria-pressed", String(b.dataset.net === net))); recompute(true); } }, el("b", { text: `${n.short}: ${n.name}` }), el("span", { text: n.sub }))); + +function setImage(img, lab, isDrawn, note) { raw = img; label = lab; drawn = isDrawn; $("src").textContent = note; recompute(true); } +function recompute(restart) { + if (!raw) return; + sel = null; + if (net === "snn") { inp = HOST.prepare(raw); res = runSNN(inp.final); } + else { inp = { final: drawn ? comShift(raw) : raw }; res = runCols(inp.final); } + $("tick").max = res.T; buildViews(); renderStatic(); + stop(); t = reduce ? res.T : 0; renderTick(); if (restart && !reduce) start(); +} + +/* ---------- такты ---------- */ +$("tick").addEventListener("input", () => { stop(); t = +$("tick").value; renderTick(); }); +$("play").onclick = () => (timer ? stop() : start()); +function start() { if (t >= res.T) t = -1; $("play").textContent = "❚❚ Пауза"; timer = setInterval(() => { t++; renderTick(); if (t >= res.T) stop(); }, net === "snn" ? 900 : 520); if (t < 0) { t = 0; renderTick(); } } +function stop() { clearInterval(timer); timer = null; $("play").textContent = "▶ Пуск"; } + +/* ---------- 1. до сети ---------- */ +function renderStatic() { + const P = pal(), n = NETS[net]; + const a = res.answer; $("ans").textContent = a < 0 ? "–" : a; $("ansNet").textContent = `${n.short}: ${n.name}`; + const v = $("verdict"); v.className = "verdict" + (label == null || a < 0 ? "" : a === label ? " ok" : " no"); + v.textContent = a < 0 ? "сеть промолчала" : label == null ? `сеть считает, что это «${a}»` : a === label ? "верно" : `ошибка: на картинке «${label}»`; + $("ansNote").textContent = net === "snn" ? (a < 0 ? "" : `ответ ясен с такта ${res.settled} из ${res.T}`) : `голосов у «${a}»: ${a < 0 ? 0 : res.votes[a]} из ${res.T}`; + const e = res.energy; $("netFacts").replaceChildren(...[["тактов", e.ticks], ["входных спайков", fmt(e.input)], ["спайков нейронов", fmt(e.neurons)], ["сложений на чипе", fmt(e.synaptic)]].map(([k, val]) => el("span", {}, k + " ", el("b", { text: val })))); + + const flow = $("flow"); flow.replaceChildren(); + const fig = (cv, cap) => el("div", { class: "fig" }, cv, el("span", { class: "cap", text: cap })); + const gray = (img, cap) => { const c = pixCanvas(28, 28, 140, cap); paint(c, 28, 28, (p) => [img[p], img[p], img[p]]); return fig(c, cap); }; + const arrow = () => el("span", { class: "arrow", "aria-hidden": "true", text: "→" }); + if (net === "snn") { + $("beforeText").textContent = "Сеть училась на цифрах определённого вида, поэтому процессор сначала приводит рисунок к нему: вписывает в квадрат 20×20, ставит центр масс в центр поля 28×28, выпрямляет наклон и уменьшает с усреднением, чтобы края стали серыми. Потом каждый пиксель ярче 32 получает момент своего единственного спайка: чем ярче, тем раньше."; + const tc = pixCanvas(28, 28, 140, "Моменты спайков"); paint(tc, 28, 28, (p) => { const k = res.tin[p]; return k < 0 ? P.scope : mix(P.spike, P.dim, k / 8); }); + flow.append(gray(raw, drawn ? "1. ваш рисунок в 28×28" : "1. исходная цифра MNIST"), arrow(), gray(inp.normalized, "2. в квадрат 20×20, центр масс в центр"), arrow(), gray(inp.deskewed, "3. наклон выпрямлен"), arrow(), gray(inp.final, "4. уменьшение с усреднением: вход сети"), arrow(), + fig(tc, `5. моменты спайков: яркое стреляет на такте 0, тусклое — на 7-м. Всего ${res.energy.input} спайков`)); + } else { + $("beforeText").textContent = "Колонки учились на исходных цифрах MNIST, поэтому подготовка простая: рисунок ставится центром масс в центр поля. Дальше частотный код: у каждого пикселя накопитель, который за такт растёт на его яркость; дошёл до максимума — спайк. Белый пиксель стреляет каждый из 10 тактов, серый — реже."; + const rc = pixCanvas(28, 28, 140, "Число спайков пикселя"); paint(rc, 28, 28, (p) => mix(P.scope, P.spike, res.rate[p] / 10)); + flow.append(gray(raw, drawn ? "1. ваш рисунок в 28×28" : "1. исходная цифра MNIST"), arrow(), gray(inp.final, "2. центр масс в центр: вход сети"), arrow(), fig(rc, `3. сколько раз выстрелит каждый пиксель за 10 тактов. Всего ${fmt(res.energy.input)} спайков`)); + } + + /* 3. после сети */ + if (net === "snn") { + const fin = res.trace[res.T]; $("ruleText").textContent = "Процессор считает спайки десяти выходных нейронов. Ответ — цифра, чей нейрон выстрелил больше всех; при равенстве — тот, кто выстрелил раньше."; + const mx = Math.max(1, ...fin.cnt); $("final").replaceChildren(...Array.from({ length: 10 }, (_, d) => el("div", { class: "lane" + (d === a ? " lead" : "") }, el("span", { text: d }), el("div", { class: "bar" }, el("i", { class: "votes", style: `width:${100 * fin.cnt[d] / mx}%` })), el("b", { text: `${fin.cnt[d]} сп.` })))); + } else { + $("ruleText").textContent = "Колонка получает голос за каждый такт, в котором выстрелил хотя бы один её нейрон. Ответ — колонка с наибольшим числом голосов."; + const mx = Math.max(1, ...res.votes); $("final").replaceChildren(...Array.from({ length: 10 }, (_, d) => el("div", { class: "lane" + (d === a ? " lead" : "") }, el("span", { text: d }), el("div", { class: "bar" }, el("i", { class: "votes", style: `width:${100 * res.votes[d] / mx}%` })), el("b", { text: `${res.votes[d]} гол.` })))); + } + const dense = 784 * 256 + 256 * 10; + $("cost").replaceChildren(el("h3", { text: "Сколько работы у чипа" }), + ...[["входных спайков", fmt(e.input)], ["спайков нейронов", fmt(e.neurons)], ["сложений «спайк → вес»", fmt(e.synaptic)], ["обычная сеть 784→256→10, умножений", fmt(dense)]].map(([k, val]) => el("div", { class: "line" }, el("span", { text: k }), el("b", { text: val }))), + el("p", { class: "small muted", text: net === "snn" ? "Каждый входной спайк задевает в среднем ≈139 из 256 скрытых нейронов: у остальных вес 0, и такая связь на чипе не создаётся. Поэтому работы примерно 143 × 139 ≈ 20 тыс. сложений." : "Колонки связаны с каждым пикселем, поэтому каждый входной спайк задевает все 200 нейронов: работы много, хотя нейронов меньше." })); + + /* как обучена */ + $("train").replaceChildren(...(net === "snn" ? [ + el("p", { text: "Обучена на обычном компьютере (PyTorch), а не в KNP: на чип загружаются готовые целые веса. 55 000 цифр MNIST, 30 эпох (проходов по всем цифрам), около 17 минут на процессоре без видеокарты." }), + el("ol", {}, ...["При обучении сеть считает ровно как чип: 8 тактов, целые веса, порог 8, вычитание порога после спайка, задержка в такт между слоями.", + "Спайк — это ступенька, у неё нет производной. При расчёте ошибки ступенька подменяется плавной «горкой» (суррогатный градиент), и сеть понимает, куда сдвигать веса.", + "С 9-й эпохи веса округляются до допустимых на чипе 0, ±1, ±2, ±4, и сеть доучивается уже с ними. Плюс небольшой штраф за лишние спайки.", + "Половина обучающих цифр перерисована пером постоянной толщины, как мышью, плюс сдвиги и повороты. Поэтому сеть хорошо узнаёт рисунки: 95,9% на перерисованном тесте.", + "Лучшая эпоха выбрана на 5000 отложенных цифрах отдельным целочисленным симулятором; тест открыт один раз."].map((s) => el("li", { text: s }))), + ] : [ + el("p", { text: "Штатный пример KNP mnist-learn, обучен внутри KNP на 60 000 цифрах правилом STDP с дофамином, около 5 минут на процессоре. Мы добавили разброс стартовых весов и торможение между нейронами — так точность выросла с 82,5% до 92,2%." }), + el("ol", {}, ...["На каждую цифру отведена колонка из 20 нейронов.", + "При обучении метка «будит» колонку правильной цифры, и у её нейронов крепнут связи с пикселями, которые стреляли перед их спайком (STDP). Дофамин закрепляет изменения.", + "В итоге каждый нейрон хранит трафарет «где у моей цифры обычно есть линия» — его видно в инспекторе ниже.", + "Слабость: сеть сравнивает с образцами, но не учится отличать одну цифру от другой. Сдвиг или другая толщина линии ломают совпадение; типичная ошибка 4 → 9."].map((s) => el("li", { text: s }))), + ])); +} + +/* ---------- 2. внутри сети ---------- */ +let V = {}; +function buildViews() { + const views = $("views"); views.replaceChildren(); V = {}; + V.inp = pixCanvas(28, 28, 168, "Входные спайки на этом такте"); + if (net === "snn") { + V.hid = pixCanvas(16, 16, 168, "256 скрытых нейронов"); V.hid.tabIndex = 0; V.hid.style.cursor = "pointer"; + V.hid.addEventListener("click", (e) => { const r = V.hid.getBoundingClientRect(), x = Math.floor((e.clientX - r.left) / r.width * 16), y = Math.floor((e.clientY - r.top) / r.height * 16); sel = y * 16 + x; renderInspect(); renderTick(); }); + views.append(el("div", { class: "fig" }, el("span", { class: "cap", text: "784 входа: пиксели, стреляющие сейчас" }), V.inp), + el("div", { class: "fig" }, el("span", { class: "cap", text: "256 скрытых нейронов (нажмите на любой)" }), V.hid), + el("div", { class: "fig outs" }, el("span", { class: "cap", text: "10 выходов: заряд до порога 8 и спайки" }), V.out = el("div", { class: "lanes" }))); + $("legend").replaceChildren(el("span", { style: "--c: var(--spike-on-scope)", text: "спайк на этом такте" }), el("span", { style: "--c: var(--charge-on-scope)", text: "заряд нейрона" }), el("span", { style: "--c: var(--scope-dim)", text: "пиксель уже выстрелил" })); + } else { + V.hid = pixCanvas(20, 10, 300, "200 нейронов колонок"); V.hid.tabIndex = 0; V.hid.style.cursor = "pointer"; + V.hid.addEventListener("click", (e) => { const r = V.hid.getBoundingClientRect(), x = Math.floor((e.clientX - r.left) / r.width * 20), y = Math.floor((e.clientY - r.top) / r.height * 10); sel = y * 20 + x; renderInspect(); renderTick(); }); + const labels = el("div", { class: "labels" }, ...Array.from({ length: 10 }, (_, d) => el("span", { text: d }))); + views.append(el("div", { class: "fig" }, el("span", { class: "cap", text: "784 входа: спайки пикселей, дошедшие на этом такте" }), V.inp), + el("div", { class: "fig" }, el("span", { class: "cap", text: "10 колонок × 20 нейронов (нажмите на любой)" }), el("div", { class: "colgrid" }, labels, V.hid)), + el("div", { class: "fig outs" }, el("span", { class: "cap", text: "голоса колонок" }), V.out = el("div", { class: "lanes" }))); + $("legend").replaceChildren(el("span", { style: "--c: var(--spike-on-scope)", text: "спайк на этом такте" }), el("span", { style: "--c: var(--charge-on-scope)", text: "заряд нейрона до порога 60" })); + } + renderInspect(); +} + +function renderTick() { + if (!res) return; const P = pal(), T = res.T, tt = Math.max(0, Math.min(T, t)); $("tick").value = tt; $("tickLab").textContent = `такт ${tt} из ${T}`; + if (net === "snn") { + const st = res.trace[tt], m = SNN; + paint(V.inp, 28, 28, (p) => { const k = res.tin[p]; if (k === tt && tt < res.T) return P.spike; if (k >= 0 && k < tt) return P.dim; if (k > tt) return mix(P.scope, [inp.final[p], inp.final[p], inp.final[p]], .18); return P.scope; }); + paint(V.hid, 16, 16, (j) => j === sel ? [255, 255, 255] : st.s1[j] ? P.spike : mix(P.scope, P.charge, .15 + .85 * st.v1[j] / m.th_h * (st.v1[j] > 0))); + const a = res.answer; + V.out.replaceChildren(...Array.from({ length: 10 }, (_, d) => el("div", { class: "lane" + (st.s2[d] ? " fire" : "") + (tt >= res.settled && d === a ? " lead" : "") }, el("span", { text: d }), + el("div", { class: "bar", title: `заряд ${st.v2[d]} из 8` }, el("i", { style: `width:${100 * Math.min(1, st.v2[d] / m.th_o)}%` })), + el("div", { class: "dots" }, ...Array.from({ length: st.cnt[d] }, () => el("i")), el("b", { text: st.cnt[d] ? "" : "0" }))))); + const lo = Math.max(33, 255 - 28 * (tt + 1) + 1), hi = 255 - 28 * tt, ld = res.lead(st), fired = [...st.s2].map((v, d) => v ? `«${d}»` : null).filter(Boolean); + let s = tt < res.T ? `Такт ${tt}. Стреляют пиксели яркостью ${lo}–${hi}: их ${st.nin}. Каждый добавляет свои веса (±1, ±2, ±4) к зарядам скрытых нейронов; ${st.nh} нейронов набрали порог 8 и выстрелили.` : `Такт ${tt}, последний. Новых пикселей нет: выходы получают последние спайки скрытого слоя.`; + s += tt === 0 ? " Выходы пока пусты: спайкам скрытого слоя нужен один такт, чтобы дойти." : ` Выходы получили ${st.nprev} спайков скрытого слоя с прошлого такта${fired.length ? `, выстрелили ${fired.join(", ")}` : ", но никто не набрал порог"}.`; + if (ld >= 0) s += tt >= res.settled ? ` Лидер «${ld}» больше не сменится — ответ ясен уже сейчас.` : ` Пока лидирует «${ld}».`; + $("story").textContent = s; + } else { + const st = res.trace[tt], m = COLS; + paint(V.inp, 28, 28, (p) => st.inR[p] ? P.spike : mix(P.scope, [inp.final[p], inp.final[p], inp.final[p]], .14)); + paint(V.hid, 20, 10, (i) => { const y = Math.floor(i / 20), x = i % 20, j = y * 20 + x; return j === sel ? [255, 255, 255] : st.f[j] ? P.spike : mix(P.scope, P.charge, .12 + .88 * Math.min(1, st.pot[j] / m.thr[j])); }); + const mx = Math.max(1, ...res.votes); + V.out.replaceChildren(...Array.from({ length: 10 }, (_, d) => { let colFired = false; for (let k = 0; k < 20; k++) if (st.f[d * 20 + k]) colFired = true; + return el("div", { class: "lane" + (colFired ? " fire" : "") + (tt === T && d === res.answer ? " lead" : "") }, el("span", { text: d }), el("div", { class: "bar" }, el("i", { class: "votes", style: `width:${100 * st.votes[d] / mx}%` })), el("b", { text: `${st.votes[d]} гол.` })); })); + const cols = []; for (let d = 0; d < 10; d++) { let c = 0; for (let k = 0; k < 20; k++) c += st.f[d * 20 + k]; if (c) cols.push(`«${d}»`); } + let s = tt === 0 ? "Такт 0. Пиксели начинают стрелять, но их спайки дойдут до нейронов только на следующем такте." : tt <= 10 ? `Такт ${tt}. До нейронов дошли ${st.nin} спайков пикселей. Каждый нейрон складывает веса этих пикселей — это сравнение картинки со своим трафаретом.` : `Такт ${tt}. Пиксели уже замолчали, нейроны дорабатывают накопленное.`; + s += st.nf ? ` Порог 60 набрали ${st.nf} нейронов (колонки ${cols.join(", ")}); на следующем такте выстреливший гасит остальных торможением −255.` : " Никто не набрал порог 60."; + s += ` Голоса сейчас: лидирует «${st.votes.indexOf(Math.max(...st.votes))}» (${Math.max(...st.votes)}).`; + $("story").textContent = st.votes.every((v) => !v) ? s.replace(/ Голоса сейчас.*$/, " Голосов пока нет.") : s; + } + if (sel != null) renderSpark(); +} + +/* ---------- инспектор нейрона ---------- */ +function weightMap(cv, get, scale) { const P = pal(); paint(cv, 28, 28, (p) => { const w = get(p); return w > 0 ? mix(P.scope, P.charge, w / scale) : w < 0 ? mix(P.scope, P.neg, -w / scale) : P.scope; }); } +function renderInspect() { + const box = $("inspect"); box.replaceChildren(); if (!res) return; + if (net === "snn") { + const a = res.answer; + const contrib = Array.from({ length: 256 }, (_, j) => [j, res.hc[j] * (a >= 0 ? SNN.W2[j * 10 + a] : 0)]).filter((x) => x[1] > 0).sort((x, y) => y[1] - x[1]).slice(0, 6); + if (sel == null) sel = contrib.length ? contrib[0][0] : 0; + const j = sel, wm = pixCanvas(28, 28, 168, `Веса нейрона ${j}`), ov = pixCanvas(28, 28, 168, `Что этот нейрон получил от картинки`); + weightMap(wm, (p) => SNN.W1[p * 256 + j], 4); + const P = pal(); let gain = 0; for (let p = 0; p < 784; p++) if (res.tin[p] >= 0) gain += SNN.W1[p * 256 + j]; + paint(ov, 28, 28, (p) => { if (res.tin[p] < 0) return P.scope; const w = SNN.W1[p * 256 + j]; return w > 0 ? mix(P.dim, P.charge, w / 4) : w < 0 ? mix(P.dim, P.neg, -w / 4) : P.dim; }); + const outW = Array.from({ length: 10 }, (_, d) => SNN.W2[j * 10 + d]).map((w, d) => w ? `${d}: ${w > 0 ? "+" : "−"}${Math.abs(w)}` : null).filter(Boolean).join(" · "); + V.spark = el("div"); + box.append(el("div", { class: "fig" }, el("span", { class: "cap", text: `Нейрон №${j}: что он ищет` }), wm, el("span", { class: "cap", text: "бирюзовый — вес «+», красный — вес «−»" })), + el("div", { class: "fig" }, el("span", { class: "cap", text: "что дала ему эта картинка" }), ov, el("span", { class: "cap", text: `сумма весов по закрашенным пикселям: ${gain > 0 ? "+" : ""}${gain}` })), + el("div", { class: "txt", style: "display:flex;flex-direction:column;gap:10px" }, + el("h3", { text: `Нейрон №${j}: ${res.hc[j]} спайков за картинку` }), + el("p", { class: "small muted", text: "Скрытый нейрон — это детектор кусочка формы. Бирюзовые пиксели заряжают его, красные — разряжают. Набрал 8 — выстрелил и отправил спайк выходам." }), + el("p", { class: "small" }, el("b", { text: "Связи к выходам: " }), document.createTextNode(outW || "нет")), + V.spark, + el("h3", { text: a < 0 ? "Голосов за ответ нет" : `Больше всего за «${a}» проголосовали` }), + el("div", { class: "voters" }, ...contrib.map(([k, c]) => { const cv = el("canvas", { width: 28, height: 28 }); weightMap(cv, (p) => SNN.W1[p * 256 + k], 4); + return el("button", { type: "button", "aria-pressed": String(k === j), "aria-label": `Нейрон ${k}`, onclick: () => { sel = k; renderInspect(); renderTick(); } }, cv, el("span", { text: `№${k} +${c}` })); })))); + renderSpark(); + } else { + const a = res.answer; + if (sel == null) { let best = a >= 0 ? a * 20 : 0; if (a >= 0) for (let k = 0; k < 20; k++) if (res.hc[a * 20 + k] > res.hc[best]) best = a * 20 + k; sel = best; } + const j = sel, d = Math.floor(j / 20), W = COLS.W; let mx = 1; for (let p = 0; p < 784; p++) mx = Math.max(mx, Math.abs(W[j * 784 + p])); + const wm = pixCanvas(28, 28, 168, `Трафарет нейрона ${j}`), ov = pixCanvas(28, 28, 168, "Картинка поверх трафарета"); + weightMap(wm, (p) => W[j * 784 + p], mx); + const P = pal(); let gain = 0; for (let p = 0; p < 784; p++) gain += W[j * 784 + p] * res.rate[p]; + paint(ov, 28, 28, (p) => { const w = W[j * 784 + p], on = res.rate[p] > 0; const base = w > 0 ? mix(P.scope, P.charge, .5 * w / mx) : P.scope; return on ? (w > 0 ? P.charge : w < 0 ? P.neg : P.spike) : base; }); + V.spark = el("div"); + box.append(el("div", { class: "fig" }, el("span", { class: "cap", text: `Нейрон ${j % 20 + 1} колонки «${d}»: его трафарет` }), wm, el("span", { class: "cap", text: "бирюзовый — вес «+», красный — вес «−»" })), + el("div", { class: "fig" }, el("span", { class: "cap", text: "картинка поверх трафарета" }), ov, el("span", { class: "cap", text: "оранжевый — линия рисунка там, где трафарет пуст" })), + el("div", { class: "txt", style: "display:flex;flex-direction:column;gap:10px" }, + el("h3", { text: `Колонка «${d}», нейрон ${j % 20 + 1}: ${res.hc[j]} спайков за картинку` }), + el("p", { class: "small muted", text: "После обучения STDP каждый нейрон хранит трафарет: «где у моей цифры обычно есть линия». На каждом такте он складывает веса пикселей, которые сейчас стреляют. Чем лучше рисунок лёг на трафарет, тем быстрее нейрон доходит до порога 60." }), + el("p", { class: "small" }, el("b", { text: "Совпадение с трафаретом за всю картинку: " }), document.createTextNode(fmt(gain))), + V.spark, + el("p", { class: "small muted", text: "Посмотрите трафареты 4 и 9: у девятки есть всё, что у четвёрки, плюс верхняя перекладина. Поэтому колонки часто путают 4 с 9 — им никто не объяснял, чем цифры отличаются." }))); + renderSpark(); + } +} +function renderSpark() { + if (!V.spark || sel == null) return; const T = res.T, tt = Math.max(0, Math.min(T, t)), thr = net === "snn" ? SNN.th_h : COLS.thr[sel]; + const post = res.trace.map((s) => net === "snn" ? s.v1[sel] : s.pot[sel]), pre = res.trace.map((s) => s.pre[sel]), spk = res.trace.map((s) => net === "snn" ? s.s1[sel] : s.f[sel]); + const top = Math.max(thr * 1.25, ...pre), bot = Math.max(-thr, Math.min(0, ...pre)); + const W = 360, H = 110, x = (k) => 16 + k * (W - 32) / T, y = (v) => H - 20 - (H - 36) * (Math.max(v, bot) - bot) / (top - bot); + const ns = "http://www.w3.org/2000/svg", svg = document.createElementNS(ns, "svg"); svg.setAttribute("viewBox", `0 0 ${W} ${H}`); svg.setAttribute("class", "spark"); svg.setAttribute("role", "img"); svg.setAttribute("aria-label", "Заряд нейрона по тактам"); + const add = (tag, a) => { const e = document.createElementNS(ns, tag); for (const [k, v] of Object.entries(a)) e.setAttribute(k, v); svg.append(e); return e; }; + const label = (tx, ty, text, anchor = "start", color = tok("--muted")) => { add("text", { x: tx, y: ty, "text-anchor": anchor, "font-size": 11, fill: color, "font-family": "JetBrains Mono, monospace" }).textContent = text; }; + add("line", { x1: 16, x2: W - 16, y1: y(thr), y2: y(thr), stroke: tok("--muted"), "stroke-dasharray": "4 4", "stroke-width": 1 }); + label(W - 16, y(thr) - 4, `порог ${thr}`, "end"); + if (bot < 0) { add("line", { x1: 16, x2: W - 16, y1: y(0), y2: y(0), stroke: tok("--muted"), "stroke-width": 1, opacity: .5 }); label(W - 16, y(0) + 12, "0", "end"); } + /* сплошная линия — заряд, который нейрон хранит; красный пунктир — сумма за такт ушла ниже нуля и обрезана до 0 */ + let d = `M${x(0) - 8},${y(0)}`, prevPost = 0; + pre.forEach((v, k) => { + if (v < 0) { d += ` L${x(k)},${y(0)}`; add("line", { x1: x(k), x2: x(k), y1: y(0), y2: y(v), stroke: tok("--neg"), "stroke-width": 2, "stroke-dasharray": "3 3" }); add("circle", { cx: x(k), cy: y(v), r: 2.5, fill: tok("--neg") }); } + else d += ` L${x(k)},${y(v)}`; + d += ` L${x(k)},${y(post[k])}`; prevPost = post[k]; + }); + add("path", { d, fill: "none", stroke: tok("--charge"), "stroke-width": 2, "stroke-linejoin": "round" }); + spk.forEach((s, k) => { if (s) { add("circle", { cx: x(k), cy: y(pre[k]), r: 4, fill: tok("--spike") }); add("rect", { x: x(k) - 2, y: 2, width: 4, height: 10, rx: 1, fill: tok("--spike") }); } }); + add("line", { x1: x(tt), x2: x(tt), y1: 0, y2: H - 16, stroke: tok("--ink"), "stroke-width": 1, opacity: .35 }); + label(16, H - 3, "такт 0"); label(W - 16, H - 3, `такт ${T}`, "end"); + V.spark.replaceChildren(el("span", { class: "cap", style: "max-width:none", text: "заряд по тактам: растёт, когда приходят веса; дошёл до порога — спайк (оранжевая точка), и порог вычитается. Красный пунктир — сумма за такт оказалась ниже нуля, и заряд обрезан до 0: хранить минус нейрону не разрешено настройкой" }), svg); +} + +/* перерисовка при смене темы */ +matchMedia("(prefers-color-scheme: dark)").addEventListener("change", () => { if (res) { renderStatic(); renderInspect(); renderTick(); } }); +new MutationObserver(() => { if (res) { renderStatic(); renderInspect(); renderTick(); } }).observe(document.documentElement, { attributes: true, attributeFilter: ["data-theme"] }); + +/* старт: тестовая тройка */ +clearPad(); +const start0 = Math.max(0, GAL.labels.indexOf(3)); +$("gal").children[start0].click(); diff --git a/mnist-artifact/site/fonts.css b/mnist-artifact/site/fonts.css new file mode 100644 index 0000000..e7ec616 --- /dev/null +++ b/mnist-artifact/site/fonts.css @@ -0,0 +1,396 @@ +/* cyrillic-ext */ +@font-face { + font-family: 'IBM Plex Sans'; + font-style: normal; + font-weight: 400; + font-stretch: 100%; + font-display: swap; + src: url(./fonts/13ff14c8cbbde52dd267.woff2) format('woff2'); + unicode-range: U+0460-052F, U+1C80-1C8A, U+20B4, U+2DE0-2DFF, U+A640-A69F, U+FE2E-FE2F; +} +/* cyrillic */ +@font-face { + font-family: 'IBM Plex Sans'; + font-style: normal; + font-weight: 400; + font-stretch: 100%; + font-display: swap; + src: url(./fonts/fd8b74284fe6ff9705c0.woff2) format('woff2'); + unicode-range: U+0301, U+0400-045F, U+0490-0491, U+04B0-04B1, U+2116; +} +/* greek */ +@font-face { + font-family: 'IBM Plex Sans'; + font-style: normal; + font-weight: 400; + font-stretch: 100%; + font-display: swap; + src: url(./fonts/560980fcddc4e6f493d8.woff2) format('woff2'); + unicode-range: U+0370-0377, U+037A-037F, U+0384-038A, U+038C, U+038E-03A1, U+03A3-03FF; +} +/* vietnamese */ +@font-face { + font-family: 'IBM Plex Sans'; + font-style: normal; + font-weight: 400; + font-stretch: 100%; + font-display: swap; + src: url(./fonts/99228c3b93e78c59da72.woff2) format('woff2'); + unicode-range: U+0102-0103, U+0110-0111, U+0128-0129, U+0168-0169, U+01A0-01A1, U+01AF-01B0, U+0300-0301, U+0303-0304, U+0308-0309, U+0323, U+0329, U+1EA0-1EF9, U+20AB; +} +/* latin-ext */ +@font-face { + font-family: 'IBM Plex Sans'; + font-style: normal; + font-weight: 400; + font-stretch: 100%; + font-display: swap; + src: url(./fonts/f582230492bfd11eff7b.woff2) format('woff2'); + unicode-range: U+0100-02BA, U+02BD-02C5, U+02C7-02CC, U+02CE-02D7, U+02DD-02FF, U+0304, U+0308, U+0329, U+1D00-1DBF, U+1E00-1E9F, U+1EF2-1EFF, U+2020, U+20A0-20AB, U+20AD-20C4, U+2113, U+2C60-2C7F, U+A720-A7FF; +} +/* latin */ +@font-face { + font-family: 'IBM Plex Sans'; + font-style: normal; + font-weight: 400; + font-stretch: 100%; + font-display: swap; + src: url(./fonts/6d5e7fb80500edbb2ccc.woff2) format('woff2'); + unicode-range: U+0000-00FF, U+0131, U+0152-0153, U+02BB-02BC, U+02C6, U+02DA, U+02DC, U+0304, U+0308, U+0329, U+2000-206F, U+20AC, U+2122, U+2191, U+2193, U+2212, U+2215, U+FEFF, U+FFFD; +} +/* cyrillic-ext */ +@font-face { + font-family: 'IBM Plex Sans'; + font-style: normal; + font-weight: 500; + font-stretch: 100%; + font-display: swap; + src: url(./fonts/13ff14c8cbbde52dd267.woff2) format('woff2'); + unicode-range: U+0460-052F, U+1C80-1C8A, U+20B4, U+2DE0-2DFF, U+A640-A69F, U+FE2E-FE2F; +} +/* cyrillic */ +@font-face { + font-family: 'IBM Plex Sans'; + font-style: normal; + font-weight: 500; + font-stretch: 100%; + font-display: swap; + src: url(./fonts/fd8b74284fe6ff9705c0.woff2) format('woff2'); + unicode-range: U+0301, U+0400-045F, U+0490-0491, U+04B0-04B1, U+2116; +} +/* greek */ +@font-face { + font-family: 'IBM Plex Sans'; + font-style: normal; + font-weight: 500; + font-stretch: 100%; + font-display: swap; + src: url(./fonts/560980fcddc4e6f493d8.woff2) format('woff2'); + unicode-range: U+0370-0377, U+037A-037F, U+0384-038A, U+038C, U+038E-03A1, U+03A3-03FF; +} +/* vietnamese */ +@font-face { + font-family: 'IBM Plex Sans'; + font-style: normal; + font-weight: 500; + font-stretch: 100%; + font-display: swap; + src: url(./fonts/99228c3b93e78c59da72.woff2) format('woff2'); + unicode-range: U+0102-0103, U+0110-0111, U+0128-0129, U+0168-0169, U+01A0-01A1, U+01AF-01B0, U+0300-0301, U+0303-0304, U+0308-0309, U+0323, U+0329, U+1EA0-1EF9, U+20AB; +} +/* latin-ext */ +@font-face { + font-family: 'IBM Plex Sans'; + font-style: normal; + font-weight: 500; + font-stretch: 100%; + font-display: swap; + src: url(./fonts/f582230492bfd11eff7b.woff2) format('woff2'); + unicode-range: U+0100-02BA, U+02BD-02C5, U+02C7-02CC, U+02CE-02D7, U+02DD-02FF, U+0304, U+0308, U+0329, U+1D00-1DBF, U+1E00-1E9F, U+1EF2-1EFF, U+2020, U+20A0-20AB, U+20AD-20C4, U+2113, U+2C60-2C7F, U+A720-A7FF; +} +/* latin */ +@font-face { + font-family: 'IBM Plex Sans'; + font-style: normal; + font-weight: 500; + font-stretch: 100%; + font-display: swap; + src: url(./fonts/6d5e7fb80500edbb2ccc.woff2) format('woff2'); + unicode-range: U+0000-00FF, U+0131, U+0152-0153, U+02BB-02BC, U+02C6, U+02DA, U+02DC, U+0304, U+0308, U+0329, U+2000-206F, U+20AC, U+2122, U+2191, U+2193, U+2212, U+2215, U+FEFF, U+FFFD; +} +/* cyrillic-ext */ +@font-face { + font-family: 'IBM Plex Sans'; + font-style: normal; + font-weight: 600; + font-stretch: 100%; + font-display: swap; + src: url(./fonts/13ff14c8cbbde52dd267.woff2) format('woff2'); + unicode-range: U+0460-052F, U+1C80-1C8A, U+20B4, U+2DE0-2DFF, U+A640-A69F, U+FE2E-FE2F; +} +/* cyrillic */ +@font-face { + font-family: 'IBM Plex Sans'; + font-style: normal; + font-weight: 600; + font-stretch: 100%; + font-display: swap; + src: url(./fonts/fd8b74284fe6ff9705c0.woff2) format('woff2'); + unicode-range: U+0301, U+0400-045F, U+0490-0491, U+04B0-04B1, U+2116; +} +/* greek */ +@font-face { + font-family: 'IBM Plex Sans'; + font-style: normal; + font-weight: 600; + font-stretch: 100%; + font-display: swap; + src: url(./fonts/560980fcddc4e6f493d8.woff2) format('woff2'); + unicode-range: U+0370-0377, U+037A-037F, U+0384-038A, U+038C, U+038E-03A1, U+03A3-03FF; +} +/* vietnamese */ +@font-face { + font-family: 'IBM Plex Sans'; + font-style: normal; + font-weight: 600; + font-stretch: 100%; + font-display: swap; + src: url(./fonts/99228c3b93e78c59da72.woff2) format('woff2'); + unicode-range: U+0102-0103, U+0110-0111, U+0128-0129, U+0168-0169, U+01A0-01A1, U+01AF-01B0, U+0300-0301, U+0303-0304, U+0308-0309, U+0323, U+0329, U+1EA0-1EF9, U+20AB; +} +/* latin-ext */ +@font-face { + font-family: 'IBM Plex Sans'; + font-style: normal; + font-weight: 600; + font-stretch: 100%; + font-display: swap; + src: url(./fonts/f582230492bfd11eff7b.woff2) format('woff2'); + unicode-range: U+0100-02BA, U+02BD-02C5, U+02C7-02CC, U+02CE-02D7, U+02DD-02FF, U+0304, U+0308, U+0329, U+1D00-1DBF, U+1E00-1E9F, U+1EF2-1EFF, U+2020, U+20A0-20AB, U+20AD-20C4, U+2113, U+2C60-2C7F, U+A720-A7FF; +} +/* latin */ +@font-face { + font-family: 'IBM Plex Sans'; + font-style: normal; + font-weight: 600; + font-stretch: 100%; + font-display: swap; + src: url(./fonts/6d5e7fb80500edbb2ccc.woff2) format('woff2'); + unicode-range: U+0000-00FF, U+0131, U+0152-0153, U+02BB-02BC, U+02C6, U+02DA, U+02DC, U+0304, U+0308, U+0329, U+2000-206F, U+20AC, U+2122, U+2191, U+2193, U+2212, U+2215, U+FEFF, U+FFFD; +} +/* cyrillic-ext */ +@font-face { + font-family: 'JetBrains Mono'; + font-style: normal; + font-weight: 400; + font-display: swap; + src: url(./fonts/6b5e37b52d26eeac6a19.woff2) format('woff2'); + unicode-range: U+0460-052F, U+1C80-1C8A, U+20B4, U+2DE0-2DFF, U+A640-A69F, U+FE2E-FE2F; +} +/* cyrillic */ +@font-face { + font-family: 'JetBrains Mono'; + font-style: normal; + font-weight: 400; + font-display: swap; + src: url(./fonts/eb83d8d40af4411f395f.woff2) format('woff2'); + unicode-range: U+0301, U+0400-045F, U+0490-0491, U+04B0-04B1, U+2116; +} +/* greek */ +@font-face { + font-family: 'JetBrains Mono'; + font-style: normal; + font-weight: 400; + font-display: swap; + src: url(./fonts/99e400330f36ae77c882.woff2) format('woff2'); + unicode-range: U+0370-0377, U+037A-037F, U+0384-038A, U+038C, U+038E-03A1, U+03A3-03FF; +} +/* vietnamese */ +@font-face { + font-family: 'JetBrains Mono'; + font-style: normal; + font-weight: 400; + font-display: swap; + src: url(./fonts/c4064400db3750ce826c.woff2) format('woff2'); + unicode-range: U+0102-0103, U+0110-0111, U+0128-0129, U+0168-0169, U+01A0-01A1, U+01AF-01B0, U+0300-0301, U+0303-0304, U+0308-0309, U+0323, U+0329, U+1EA0-1EF9, U+20AB; +} +/* latin-ext */ +@font-face { + font-family: 'JetBrains Mono'; + font-style: normal; + font-weight: 400; + font-display: swap; + src: url(./fonts/b19c2080652a3c2b1288.woff2) format('woff2'); + unicode-range: U+0100-02BA, U+02BD-02C5, U+02C7-02CC, U+02CE-02D7, U+02DD-02FF, U+0304, U+0308, U+0329, U+1D00-1DBF, U+1E00-1E9F, U+1EF2-1EFF, U+2020, U+20A0-20AB, U+20AD-20C4, U+2113, U+2C60-2C7F, U+A720-A7FF; +} +/* latin */ +@font-face { + font-family: 'JetBrains Mono'; + font-style: normal; + font-weight: 400; + font-display: swap; + src: url(./fonts/cc27b30471250057c5e6.woff2) format('woff2'); + unicode-range: U+0000-00FF, U+0131, U+0152-0153, U+02BB-02BC, U+02C6, U+02DA, U+02DC, U+0304, U+0308, U+0329, U+2000-206F, U+20AC, U+2122, U+2191, U+2193, U+2212, U+2215, U+FEFF, U+FFFD; +} +/* cyrillic-ext */ +@font-face { + font-family: 'JetBrains Mono'; + font-style: normal; + font-weight: 600; + font-display: swap; + src: url(./fonts/6b5e37b52d26eeac6a19.woff2) format('woff2'); + unicode-range: U+0460-052F, U+1C80-1C8A, U+20B4, U+2DE0-2DFF, U+A640-A69F, U+FE2E-FE2F; +} +/* cyrillic */ +@font-face { + font-family: 'JetBrains Mono'; + font-style: normal; + font-weight: 600; + font-display: swap; + src: url(./fonts/eb83d8d40af4411f395f.woff2) format('woff2'); + unicode-range: U+0301, U+0400-045F, U+0490-0491, U+04B0-04B1, U+2116; +} +/* greek */ +@font-face { + font-family: 'JetBrains Mono'; + font-style: normal; + font-weight: 600; + font-display: swap; + src: url(./fonts/99e400330f36ae77c882.woff2) format('woff2'); + unicode-range: U+0370-0377, U+037A-037F, U+0384-038A, U+038C, U+038E-03A1, U+03A3-03FF; +} +/* vietnamese */ +@font-face { + font-family: 'JetBrains Mono'; + font-style: normal; + font-weight: 600; + font-display: swap; + src: url(./fonts/c4064400db3750ce826c.woff2) format('woff2'); + unicode-range: U+0102-0103, U+0110-0111, U+0128-0129, U+0168-0169, U+01A0-01A1, U+01AF-01B0, U+0300-0301, U+0303-0304, U+0308-0309, U+0323, U+0329, U+1EA0-1EF9, U+20AB; +} +/* latin-ext */ +@font-face { + font-family: 'JetBrains Mono'; + font-style: normal; + font-weight: 600; + font-display: swap; + src: url(./fonts/b19c2080652a3c2b1288.woff2) format('woff2'); + unicode-range: U+0100-02BA, U+02BD-02C5, U+02C7-02CC, U+02CE-02D7, U+02DD-02FF, U+0304, U+0308, U+0329, U+1D00-1DBF, U+1E00-1E9F, U+1EF2-1EFF, U+2020, U+20A0-20AB, U+20AD-20C4, U+2113, U+2C60-2C7F, U+A720-A7FF; +} +/* latin */ +@font-face { + font-family: 'JetBrains Mono'; + font-style: normal; + font-weight: 600; + font-display: swap; + src: url(./fonts/cc27b30471250057c5e6.woff2) format('woff2'); + unicode-range: U+0000-00FF, U+0131, U+0152-0153, U+02BB-02BC, U+02C6, U+02DA, U+02DC, U+0304, U+0308, U+0329, U+2000-206F, U+20AC, U+2122, U+2191, U+2193, U+2212, U+2215, U+FEFF, U+FFFD; +} +/* arabic */ +@font-face { + font-family: 'Rubik'; + font-style: normal; + font-weight: 500; + font-display: swap; + src: url(./fonts/90a469f8becd8517007a.woff2) format('woff2'); + unicode-range: U+0600-06FF, U+0750-077F, U+0870-0891, U+0897-08E1, U+08E3-08FF, U+200C-200E, U+2010-2011, U+204F, U+2E41, U+FB50-FDFF, U+FE70-FE74, U+FE76-FEFC, U+102E0-102FB, U+10E60-10E7E, U+10EC2-10EC7, U+10EC9-10EEE, U+10EF0-10EFF, U+1EE00-1EE03, U+1EE05-1EE1F, U+1EE21-1EE22, U+1EE24, U+1EE27, U+1EE29-1EE32, U+1EE34-1EE37, U+1EE39, U+1EE3B, U+1EE42, U+1EE47, U+1EE49, U+1EE4B, U+1EE4D-1EE4F, U+1EE51-1EE52, U+1EE54, U+1EE57, U+1EE59, U+1EE5B, U+1EE5D, U+1EE5F, U+1EE61-1EE62, U+1EE64, U+1EE67-1EE6A, U+1EE6C-1EE72, U+1EE74-1EE77, U+1EE79-1EE7C, U+1EE7E, U+1EE80-1EE89, U+1EE8B-1EE9B, U+1EEA1-1EEA3, U+1EEA5-1EEA9, U+1EEAB-1EEBB, U+1EEF0-1EEF1; +} +/* cyrillic-ext */ +@font-face { + font-family: 'Rubik'; + font-style: normal; + font-weight: 500; + font-display: swap; + src: url(./fonts/23f931dc9e4c044ca281.woff2) format('woff2'); + unicode-range: U+0460-052F, U+1C80-1C8A, U+20B4, U+2DE0-2DFF, U+A640-A69F, U+FE2E-FE2F; +} +/* cyrillic */ +@font-face { + font-family: 'Rubik'; + font-style: normal; + font-weight: 500; + font-display: swap; + src: url(./fonts/0c46fc34202128a8b356.woff2) format('woff2'); + unicode-range: U+0301, U+0400-045F, U+0490-0491, U+04B0-04B1, U+2116; +} +/* hebrew */ +@font-face { + font-family: 'Rubik'; + font-style: normal; + font-weight: 500; + font-display: swap; + src: url(./fonts/04b5819e5fda60389774.woff2) format('woff2'); + unicode-range: U+0307-0308, U+0590-05FF, U+200C-2010, U+20AA, U+25CC, U+FB1D-FB4F; +} +/* latin-ext */ +@font-face { + font-family: 'Rubik'; + font-style: normal; + font-weight: 500; + font-display: swap; + src: url(./fonts/c062627ec16ce1b40510.woff2) format('woff2'); + unicode-range: U+0100-02BA, U+02BD-02C5, U+02C7-02CC, U+02CE-02D7, U+02DD-02FF, U+0304, U+0308, U+0329, U+1D00-1DBF, U+1E00-1E9F, U+1EF2-1EFF, U+2020, U+20A0-20AB, U+20AD-20C4, U+2113, U+2C60-2C7F, U+A720-A7FF; +} +/* latin */ +@font-face { + font-family: 'Rubik'; + font-style: normal; + font-weight: 500; + font-display: swap; + src: url(./fonts/547062430ce141b89109.woff2) format('woff2'); + unicode-range: U+0000-00FF, U+0131, U+0152-0153, U+02BB-02BC, U+02C6, U+02DA, U+02DC, U+0304, U+0308, U+0329, U+2000-206F, U+20AC, U+2122, U+2191, U+2193, U+2212, U+2215, U+FEFF, U+FFFD; +} +/* arabic */ +@font-face { + font-family: 'Rubik'; + font-style: normal; + font-weight: 600; + font-display: swap; + src: url(./fonts/90a469f8becd8517007a.woff2) format('woff2'); + unicode-range: U+0600-06FF, U+0750-077F, U+0870-0891, U+0897-08E1, U+08E3-08FF, U+200C-200E, U+2010-2011, U+204F, U+2E41, U+FB50-FDFF, U+FE70-FE74, U+FE76-FEFC, U+102E0-102FB, U+10E60-10E7E, U+10EC2-10EC7, U+10EC9-10EEE, U+10EF0-10EFF, U+1EE00-1EE03, U+1EE05-1EE1F, U+1EE21-1EE22, U+1EE24, U+1EE27, U+1EE29-1EE32, U+1EE34-1EE37, U+1EE39, U+1EE3B, U+1EE42, U+1EE47, U+1EE49, U+1EE4B, U+1EE4D-1EE4F, U+1EE51-1EE52, U+1EE54, U+1EE57, U+1EE59, U+1EE5B, U+1EE5D, U+1EE5F, U+1EE61-1EE62, U+1EE64, U+1EE67-1EE6A, U+1EE6C-1EE72, U+1EE74-1EE77, U+1EE79-1EE7C, U+1EE7E, U+1EE80-1EE89, U+1EE8B-1EE9B, U+1EEA1-1EEA3, U+1EEA5-1EEA9, U+1EEAB-1EEBB, U+1EEF0-1EEF1; +} +/* cyrillic-ext */ +@font-face { + font-family: 'Rubik'; + font-style: normal; + font-weight: 600; + font-display: swap; + src: url(./fonts/23f931dc9e4c044ca281.woff2) format('woff2'); + unicode-range: U+0460-052F, U+1C80-1C8A, U+20B4, U+2DE0-2DFF, U+A640-A69F, U+FE2E-FE2F; +} +/* cyrillic */ +@font-face { + font-family: 'Rubik'; + font-style: normal; + font-weight: 600; + font-display: swap; + src: url(./fonts/0c46fc34202128a8b356.woff2) format('woff2'); + unicode-range: U+0301, U+0400-045F, U+0490-0491, U+04B0-04B1, U+2116; +} +/* hebrew */ +@font-face { + font-family: 'Rubik'; + font-style: normal; + font-weight: 600; + font-display: swap; + src: url(./fonts/04b5819e5fda60389774.woff2) format('woff2'); + unicode-range: U+0307-0308, U+0590-05FF, U+200C-2010, U+20AA, U+25CC, U+FB1D-FB4F; +} +/* latin-ext */ +@font-face { + font-family: 'Rubik'; + font-style: normal; + font-weight: 600; + font-display: swap; + src: url(./fonts/c062627ec16ce1b40510.woff2) format('woff2'); + unicode-range: U+0100-02BA, U+02BD-02C5, U+02C7-02CC, U+02CE-02D7, U+02DD-02FF, U+0304, U+0308, U+0329, U+1D00-1DBF, U+1E00-1E9F, U+1EF2-1EFF, U+2020, U+20A0-20AB, U+20AD-20C4, U+2113, U+2C60-2C7F, U+A720-A7FF; +} +/* latin */ +@font-face { + font-family: 'Rubik'; + font-style: normal; + font-weight: 600; + font-display: swap; + src: url(./fonts/547062430ce141b89109.woff2) format('woff2'); + unicode-range: U+0000-00FF, U+0131, U+0152-0153, U+02BB-02BC, U+02C6, U+02DA, U+02DC, U+0304, U+0308, U+0329, 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KNP · AltAI · импульсные сети

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Как сеть на «Алтае» узнаёт цифру

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Нарисуйте цифру или выберите тестовую. Ниже видно всё, что с ней происходит: как обычный процессор готовит картинку, как спайки идут через сеть такт за тактом и как из них получается ответ. Расчёт точный и целочисленный, по тем же правилам, что на чипе.

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Тестовая цифра «3», №381
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+ 3 + Последняя версия: Сеть по тактам + верно + ответ ясен с такта 4 из 8 +
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тактов 9входных спайков 142спайков нейронов 42сложений на чипе 19 604
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+ Тестовые цифры MNIST — сеть их не видела при обучении +
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До сети: обычный процессор готовит вход

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Сеть училась на цифрах определённого вида, поэтому процессор сначала приводит рисунок к нему: вписывает в квадрат 20×20, ставит центр масс в центр поля 28×28, выпрямляет наклон и уменьшает с усреднением, чтобы края стали серыми. Потом каждый пиксель ярче 32 получает момент своего единственного спайка: чем ярче, тем раньше.

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1. исходная цифра MNIST
2. в квадрат 20×20, центр масс в центр
3. наклон выпрямлен
4. уменьшение с усреднением: вход сети
5. моменты спайков: яркое стреляет на такте 0, тусклое — на 7-м. Всего 142 спайков
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Внутри сети: такт за тактом

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Такт 8, последний. Новых пикселей нет: выходы получают последние спайки скрытого слоя. Выходы получили 1 спайков скрытого слоя с прошлого такта, выстрелили «3». Лидер «3» больше не сменится — ответ ясен уже сейчас.

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784 входа: пиксели, стреляющие сейчас
256 скрытых нейронов (нажмите на любой)
10 выходов: заряд до порога 8 и спайки
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спайк на этом тактезаряд нейронапиксель уже выстрелил
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Нейрон №112: что он ищетбирюзовый — вес «+», красный — вес «−»
что дала ему эта картинкасумма весов по закрашенным пикселям: +31

Нейрон №112: 3 спайков за картинку

Скрытый нейрон — это детектор кусочка формы. Бирюзовые пиксели заряжают его, красные — разряжают. Набрал 8 — выстрелил и отправил спайк выходам.

Связи к выходам: 0: −2 · 1: +2 · 3: +4 · 4: −1 · 5: −1 · 6: +2 · 7: +2 · 8: −2 · 9: −2

заряд по тактам: растёт, когда приходят веса; дошёл до порога — спайк (оранжевая точка), и порог вычитается. Красный пунктир — сумма за такт оказалась ниже нуля, и заряд обрезан до 0: хранить минус нейрону не разрешено настройкойпорог 80такт 0такт 8

Больше всего за «3» проголосовали

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После сети: ответ и цена

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Процессор считает спайки десяти выходных нейронов. Ответ — цифра, чей нейрон выстрелил больше всех; при равенстве — тот, кто выстрелил раньше.

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1 сп.
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5 сп.
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Сколько работы у чипа

входных спайков142
спайков нейронов42
сложений «спайк → вес»19 604
обычная сеть 784→256→10, умножений203 264

Каждый входной спайк задевает в среднем ≈139 из 256 скрытых нейронов: у остальных вес 0, и такая связь на чипе не создаётся. Поэтому работы примерно 143 × 139 ≈ 20 тыс. сложений.

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Как эта сеть обучена

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Обучена на обычном компьютере (PyTorch), а не в KNP: на чип загружаются готовые целые веса. 55 000 цифр MNIST, 30 эпох (проходов по всем цифрам), около 17 минут на процессоре без видеокарты.

  1. При обучении сеть считает ровно как чип: 8 тактов, целые веса, порог 8, вычитание порога после спайка, задержка в такт между слоями.
  2. Спайк — это ступенька, у неё нет производной. При расчёте ошибки ступенька подменяется плавной «горкой» (суррогатный градиент), и сеть понимает, куда сдвигать веса.
  3. С 9-й эпохи веса округляются до допустимых на чипе 0, ±1, ±2, ±4, и сеть доучивается уже с ними. Плюс небольшой штраф за лишние спайки.
  4. Половина обучающих цифр перерисована пером постоянной толщины, как мышью, плюс сдвиги и повороты. Поэтому сеть хорошо узнаёт рисунки: 95,9% на перерисованном тесте.
  5. Лучшая эпоха выбрана на 5000 отложенных цифрах отдельным целочисленным симулятором; тест открыт один раз.
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index 0000000..76fb989 --- /dev/null +++ b/reports/2026-10-21/proxy-checks.json @@ -0,0 +1,74 @@ +[ + { + "host": "knp-columns", + "path": "/", + "status": 200, + "bytes": 556820 + }, + { + "host": "knp-shifts", + "path": "/", + "status": 200, + "bytes": 601167 + }, + { + "host": "knp-fast", + "path": "/", + "status": 200, + "bytes": 7164 + }, + { + "host": "knp-fast", + "path": "/fast-model.js", + "status": 200, + "bytes": 8641 + }, + { + "host": "knp-fast", + "path": "/fast-gallery.json", + "status": 200, + "bytes": 32550 + }, + { + "host": "knp-native", + "path": "/", + "status": 200, + "bytes": 7693 + }, + { + "host": "knp-native", + "path": "/native-model.js", + "status": 200, + "bytes": 9101 + }, + { + "host": "knp-pets", + "path": "/", + "status": 200, + "bytes": 14798 + }, + { + "host": "knp-pets", + "path": "/api/info", + "status": 200, + "bytes": 287 + }, + { + "host": "knp-digits", + "path": "/", + "status": 200, + "bytes": 30683 + }, + { + "host": "knp-digits", + "path": "/app.js", + "status": 200, + "bytes": 549257 + }, + { + "host": "knp-digits", + "path": "/fonts.css", + "status": 200, + "bytes": 15020 + } +] diff --git a/reports/2026-10-21/журнал.md b/reports/2026-10-21/журнал.md new file mode 100644 index 0000000..079fe8d --- /dev/null +++ b/reports/2026-10-21/журнал.md @@ -0,0 +1,33 @@ +# Проверка состояния перед продолжением + +По просьбе пользователя прочитаны передачи и отчёты 15 октября, выполнена read-only SSH-проверка user@10.9.8.230. Машина knp доступна, uptime около 15 минут. Порты 8080/8081/8082 не слушают; прежние демо после перезапуска не работают. Транспортный pipeline.json: completed, done=true, failed=false; runner.pid содержит исторический PID49452. Ничего не запускали, не пересобирали, модели и данные не меняли. Пароли в файлы не сохранялись. + +Последняя остановка по передаче: муха отложена пользователем; Pet lab не совместим с Алтаем-2 как есть; native MNIST имеет отдельное подтверждение GoldenModel только в режиме replicas<=2. Возможное продолжение: восстановление демо, аппаратная адаптация отдельной новой модели либо улучшение транспорта по validation с сохранением test. + +## Восстановлены все готовые демо + +По запросу пользователя запущены прежние серверы через nohup: 8080 PID8214 (mnist-viz/start.sh), 8081 PID8225 (mnist-altai-native/server.py), 8082 PID8236 (pets-knp/server.py). PID сохранены в штатные runtime-файлы. С внешней машины HTTP200 у altai_viz.html, aug_viz.html, fast_viz.html, native_viz.html, fast-model.js, native-model.js, Pet lab и /api/info. Реальные запросы: MNIST первый сохранённый пример ->5 в CPU (~115ms) и GM (~5680ms); Pet lab первый gallery sample ->cat, outputs[1,0], ~445ms. Это smoke, новая accuracy не измерялась. viz/app.html содержит DATA=null и является шаблоном экспорта, самостоятельным демо не считается. Транспортного web-сервера нет, муха остаётся остановлена. Модели/библиотеки не менялись, системный автозапуск не добавлен. + +## Запрошен перенос Claude Artifact + +Пользователь просит целиком скопировать и захостить https://claude.ai/artifact/Vc1q1WCZuPY2QAHBSGtrKF; вики https://fs.snw.su/knp/ дана только как дополнительный источник, не как замена артефакта. Встроенный docslib-manifest вики прочитан: revision 3a6bbbb01711ce1e14f5, updated_at 2026-10-19T08:25:20.902+00:00, 23 страницы; client.js.custom содержит веса и виджеты трёх моделей, включая temporal SNN8. Эти новые данные пока не подтверждены нашими KNP-прогонами, переносить доказательства старой модели на них нельзя. + +Ссылка Claude отдаёт оболочку с frame UUID e7a36cae-a7f7-4c83-b0f2-ff0fa979600e. В Chromium фактический API /api/frame/?via=user_open&bk=initial&actor=id&vt=1 отвечает HTTP403 Cloudflare Just a moment; оболочка показывает Page not found. Исходный код и визуальное содержимое артефакта не получены. Аналогичный результат у обычного HTTP-запроса API. Нельзя считать Page not found доказательством удаления артефакта, поскольку причина наблюдаемого отказа — Cloudflare. Подменять артефакт отдельной страницей по вики пользователь не просил. Новая страница не создана, прежние демо не менялись. Для точного переноса требуется экспорт HTML/React исходника артефакта либо доступный источник. + +## Артефакт из Chrome Ctrl+S перенесён и опубликован + +Пользователь предоставил ZIP http://drop.t.snw.su/mearl, SHA256 94bf2e99581aec06cbec3078c50c93dcffd1907e40b954006d1fa444aae4eaf7. ZIP содержит полный inner saved_resource.html с данными COLS/SNN/gallery и кодом. Источник архивирован в reports/2026-10-21/artifact/chrome-export.zip. Создан mnist-artifact/prepare.py и site, SOURCE.json фиксирует SHA256 оригинального приложения и результата. Удалён Claude runtime/оболочка, встроенный код расчёта сохранён дословно после двух строк очистки DOM: Chrome сохранил уже сгенерированные кнопки, без очистки они дублируются. Шрифты (18 файлов) локализованы, добавлены viewport/lang. Веса, обучение и UI исходника не переписывались. Исходная кнопка Clear очищает только рисунок, сохраняет прежний результат до нового ввода; это поведение сохранено. + +Публичный URL http://knp-digits.t.snw.su/ через отдельный Caddy block, /opt/knp-digits. Конфигурация проверена caddy validate перед reload; прежние block не менялись, HTTPS не включался. На станции /home/user/KNP/viz/digits-compare, URL http://10.9.8.230:8080/digits-compare/; все 21 SHA256 совпали. Оба URL HTTP200, JS200. Перед записью на станции подтверждены completed pipeline и отсутствие collection. Исходные модели/библиотеки/данные и прежние демо не менялись. + +Chromium: 24 примера ×2 сети=48 реальных браузерных распознаваний, 2 кнопки переключателя, 24 gallerybuttons, стартовая3->3; slider0/8, выбор нейрона, mouse/touch strokes, мобильный390 без horizontaloverflow, light/dark; JS errors0 и failedrequests0. Сохранены browser-checks.json и desktop/dark/mobile PNG. При первой touch-проверке начало жеста попало под sticky navigation; тест исправлен, прикладной код не менялся, реальное touch распознавание прошло. Перенос не является повторной оценкой accuracy или проверкой KNP/GoldenModel новой SNN. Указанные92,2%/97,4% — сведения источника. + +## Сохранён исходный Git-репозиторий вики +По просьбе пользователя только сохранён ssh://git@git.snw.su:30301/pgups/knp_docs.git. Полный clone /root/knp_docs, main HEAD540cdb9fed49a1c910437e0944454e8a56f88ffd («Добавить run.sh для сервера, домен knp.snw.su»), рабочее дерево чистое. Резервная копия полной истории и refs: reports/2026-10-21/knp_docs.bundle, git bundle verify успешен, SHA256 5a5c9bfb8f0f65d9fad3ef3073143f4dc1d13c141879f3163f890a715a1bc7db. Код не запускался, сайты/модели/станция не менялись, commit/push нет. + +## Все готовые локальные демо доступны через Caddy reverse proxy +По запросу пользователя добавлены отдельные HTTPдомены: knp-columns.t.snw.su ->10.9.8.230:8080/altai_viz.html; knp-shifts ->8080/aug_viz.html; knp-fast ->8080/fast_viz.html; knp-native ->8081/native_viz.html; knp-pets ->8082/. knp-digits.t.snw.su переведён с локального file_server на reverse_proxy 10.9.8.230:8080 с префиксом /digits-compare. Корневые URL первых четырёх переписываются на соответствующую страницу, относительные assets/API продолжают работать. Wiki исключена, никаких новых транспортных/flyсайтов не создавалось. Прочие Caddyhosts сохранены, validate перед reload успешен, HTTPS не включали. +Проверены12 HTML/JS/JSON/CSS/API URL — HTTP200, результаты proxy-checks.json. Реальное PetAPI через новый домен:cat,outputs[1,0],402ms. NativePOST через домен: blank200. Сервисы/модели/библиотеки на станции не менялись, commit/push нет. Актуальная вики по уточнению пользователя только https://knp.snw.su/; fs.snw.su устарел и больше не используется. + +## Подготовка push по явному запросу пользователя +Пользователь явно разрешил «отпушь все». Основной checkout /root/our_knp, origin ssh://git@git.snw.su:30301/int/our_knp.git, main. Сохранены только относящиеся к KNP шесть Caddyblocks в deployment/knp-demos.Caddyfile, без чужой серверной конфигурации. Исходники артефакта, локальные шрифты, browserproofs, исходный Chromeexport, bundle вики и передачи включаются в commit. Проверка экспорта не обнаружила непустых строковых значений assetToken/access_token/refresh_token/share_key/consentToken/token. Репозиторий самой вики /root/knp_docs чистый, изменений для push там нет. diff --git a/viz/digits-compare/app.js b/viz/digits-compare/app.js new file mode 100644 index 0000000..5ef6f59 --- /dev/null +++ b/viz/digits-compare/app.js @@ -0,0 +1,329 @@ +// Remove Chrome-saved controls before the original application recreates them. +document.getElementById("switch").replaceChildren(); +document.getElementById("gal").replaceChildren(); + +const D = 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+const dec = (b, T) => { const s = atob(b), u = new Uint8Array(s.length); for (let i = 0; i < s.length; i++) u[i] = s.charCodeAt(i); return new T(u.buffer); }; +const COLS = { ...D.cols, W: dec(D.cols.w, Int8Array) }; +const SNN = { ...D.snn, W1: dec(D.snn.w1, Int8Array), B1: dec(D.snn.b1, Int8Array), W2: dec(D.snn.w2, Int8Array), B2: dec(D.snn.b2, Int8Array) }; +const GAL = { px: dec(D.gallery.pixels, Uint8Array), labels: D.gallery.labels, idx: D.gallery.idx }; +const $ = (id) => document.getElementById(id); +const fmt = (x) => Number(x).toLocaleString("ru-RU"); +const tok = (n) => getComputedStyle(document.documentElement).getPropertyValue(n).trim(); +const rgb = (c) => { if (c.startsWith("#")) { const v = parseInt(c.slice(1), 16); return [v >> 16 & 255, v >> 8 & 255, v & 255]; } const m = c.match(/\d+/g); return m ? m.slice(0, 3).map(Number) : [128, 128, 128]; }; +const mix = (a, b, t) => a.map((x, i) => Math.round(x + (b[i] - x) * Math.max(0, Math.min(1, t)))); +const pal = () => ({ scope: rgb(tok("--scope")), dim: rgb(tok("--scope-dim")), spike: rgb(tok("--spike-on-scope")), charge: rgb(tok("--charge-on-scope")), neg: rgb(tok("--neg-on-scope")) }); +function el(tag, attrs = {}, ...kids) { const e = document.createElement(tag); for (const [k, v] of Object.entries(attrs)) { if (k === "text") e.textContent = v; else if (k.startsWith("on")) e.addEventListener(k.slice(2), v); else e.setAttribute(k, v); } e.append(...kids.filter((k) => k != null)); return e; } +function paint(cv, w, h, f) { const g = cv.getContext("2d"), id = g.createImageData(w, h); for (let i = 0; i < w * h; i++) id.data.set([...f(i), 255], i * 4); g.putImageData(id, 0, 0); } +function pixCanvas(w, h, size, label) { const c = el("canvas", { width: w, height: h, class: "px", "aria-label": label }); c.style.width = size + "px"; c.style.height = Math.round(size * h / w) + "px"; c.style.maxWidth = "100%"; return c; } +const reduce = matchMedia("(prefers-reduced-motion: reduce)").matches; + +/* обработка на хосте: та же, что в вики и при обучении сети по тактам */ + const HOST = (() => { + function comShift(o) { let m = 0, mx = 0, my = 0; for (let y = 0; y < 28; y++) for (let x = 0; x < 28; x++) { const v = o[y * 28 + x]; m += v; mx += v * x; my += v * y; } if (!m) return o; const dx = Math.floor(13.5 - mx / m + .5), dy = Math.floor(13.5 - my / m + .5), r = new Uint8Array(784); for (let y = 0; y < 28; y++) for (let x = 0; x < 28; x++) { const sx = x - dx, sy = y - dy; if (sx >= 0 && sx < 28 && sy >= 0 && sy < 28) r[y * 28 + x] = o[sy * 28 + sx]; } return r; } + function bbox(g) { let x0 = 28, y0 = 28, x1 = -1, y1 = -1, n = 0; for (let y = 0; y < 28; y++) for (let x = 0; x < 28; x++) if (g[y * 28 + x] > 16) { x0 = Math.min(x0, x); x1 = Math.max(x1, x); y0 = Math.min(y0, y); y1 = Math.max(y1, y); n++; } return n < 2 ? null : [x0, y0, x1, y1]; } + function normalize(g) { const b = bbox(g); if (!b) return new Uint8Array(784); const [x0, y0, x1, y1] = b, cw = x1 - x0 + 1, ch = y1 - y0 + 1, r = 20 / Math.max(cw, ch), nw = Math.max(1, Math.floor(cw * r + .5)), nh = Math.max(1, Math.floor(ch * r + .5)), ox = (28 - nw) >> 1, oy = (28 - nh) >> 1, o = new Uint8Array(784); + for (let y = 0; y < nh; y++) for (let x = 0; x < nw; x++) { const xx = Math.min(cw - 1, Math.max(0, (x + .5) * cw / nw - .5)), yy = Math.min(ch - 1, Math.max(0, (y + .5) * ch / nh - .5)), lx = Math.floor(xx), ly = Math.floor(yy), hx = Math.min(lx + 1, cw - 1), hy = Math.min(ly + 1, ch - 1), ax = xx - lx, ay = yy - ly, at = (a, c) => g[(a + y0) * 28 + c + x0]; + o[(y + oy) * 28 + x + ox] = Math.floor((at(ly, lx) * (1 - ax) + at(ly, hx) * ax) * (1 - ay) + (at(hy, lx) * (1 - ax) + at(hy, hx) * ax) * ay + .5); } + return comShift(o); } + function deskew(g) { let m = 0, cx = 0, cy = 0; for (let y = 0; y < 28; y++) for (let x = 0; x < 28; x++) { const v = g[y * 28 + x]; m += v; cx += v * x; cy += v * y; } if (!m) return g; cx /= m; cy /= m; let m02 = 0, m11 = 0; for (let y = 0; y < 28; y++) for (let x = 0; x < 28; x++) { const v = g[y * 28 + x]; m02 += v * (y - cy) ** 2; m11 += v * (y - cy) * (x - cx); } m02 /= m; m11 /= m; if (m02 < 1e-3) return g; + const a = m11 / m02, o = new Uint8Array(784), px = (x, y) => (x >= 0 && x < 28 && y >= 0 && y < 28) ? g[y * 28 + x] : 0; + for (let y = 0; y < 28; y++) for (let x = 0; x < 28; x++) { const u = (x + .5) + a * (y + .5) - a * cy - .5, lx = Math.floor(u), ax = u - lx; o[y * 28 + x] = Math.round(px(lx, y) * (1 - ax) + px(lx + 1, y) * ax); } return o; } + function box(src, sw, sh, dw, dh) { const ax = (sn, dn) => { const sc = sn / dn, w = []; for (let j = 0; j < dn; j++) { const a = j * sc, b = (j + 1) * sc, ws = []; for (let i = Math.floor(a); i < Math.ceil(b); i++) { const o = Math.min(b, i + 1) - Math.max(a, i); if (o > 0) ws.push([i, o / sc]); } w.push(ws); } return w; }; + const wx = ax(sw, dw), wy = ax(sh, dh), tmp = new Float64Array(dw * sh), o = new Uint8Array(dw * dh); + for (let y = 0; y < sh; y++) for (let j = 0; j < dw; j++) { let t = 0; for (const [i, w] of wx[j]) t += src[y * sw + i] * w; tmp[y * dw + j] = t; } + for (let j = 0; j < dh; j++) for (let x = 0; x < dw; x++) { let t = 0; for (const [i, w] of wy[j]) t += tmp[i * dw + x] * w; o[j * dw + x] = Math.min(255, Math.round(t)); } return o; } + function normArea(g) { const b = bbox(g); if (!b) return new Uint8Array(784); const [x0, y0, x1, y1] = b, cw = x1 - x0 + 1, ch = y1 - y0 + 1, r = 20 / Math.max(cw, ch), nw = Math.max(1, Math.floor(cw * r + .5)), nh = Math.max(1, Math.floor(ch * r + .5)), crop = new Uint8Array(cw * ch); + for (let y = 0; y < ch; y++) for (let x = 0; x < cw; x++) crop[y * cw + x] = g[(y + y0) * 28 + x + x0]; + const sm = box(crop, cw, ch, nw, nh), o = new Uint8Array(784), ox = (28 - nw) >> 1, oy = (28 - nh) >> 1; for (let y = 0; y < nh; y++) for (let x = 0; x < nw; x++) o[(y + oy) * 28 + x + ox] = sm[y * nw + x]; return comShift(o); } + const prepare = (raw) => { const n = normalize(raw), d = deskew(n); return { normalized: n, deskewed: d, final: normArea(d) }; }; + return { prepare, normalize }; + })(); +function comShift(o) { let m = 0, mx = 0, my = 0; for (let y = 0; y < 28; y++) for (let x = 0; x < 28; x++) { const v = o[y * 28 + x]; m += v; mx += v * x; my += v * y; } if (!m) return o; const dx = Math.round(14 - mx / m), dy = Math.round(14 - my / m), r = new Uint8Array(784); for (let y = 0; y < 28; y++) for (let x = 0; x < 28; x++) { const sx = x - dx, sy = y - dy; if (sx >= 0 && sx < 28 && sy >= 0 && sy < 28) r[y * 28 + x] = o[sy * 28 + sx]; } return r; } + +/* ---------- сеть по тактам: 784 → 256 → 10, временной код, 8 тактов ---------- */ +function runSNN(img) { + const m = SNN, T = m.ticks, NH = 256, th = m.th_h, to = m.th_o; + const tin = new Int8Array(784).fill(-1); for (let p = 0; p < 784; p++) if (img[p] > 32) tin[p] = Math.min(T - 1, Math.floor((255 - img[p]) * T / 224)); + const v1 = new Int32Array(NH), v2 = new Int32Array(10), cnt = new Int32Array(10), first = new Int32Array(10).fill(99), hc = new Int32Array(NH); + const nz1 = m.nz1 || (m.nz1 = Int32Array.from({ length: 784 }, (_, i) => { let c = 0; for (let j = 0; j < NH; j++) if (m.W1[i * NH + j]) c++; return c; })); + const nz2 = m.nz2 || (m.nz2 = Int32Array.from({ length: NH }, (_, j) => { let c = 0; for (let k = 0; k < 10; k++) if (m.W2[j * 10 + k]) c++; return c; })); + let prev = new Uint8Array(NH), syn = 0, hid = 0, inSp = 0; const trace = []; + for (let t = 0; t <= T; t++) { + const s2 = new Uint8Array(10); let nprev = 0; for (let j = 0; j < NH; j++) nprev += prev[j]; + for (let k = 0; k < 10; k++) { let v = v2[k] + m.B2[k]; for (let j = 0; j < NH; j++) if (prev[j]) v += m.W2[j * 10 + k]; if (v >= to) { s2[k] = 1; v -= to; cnt[k]++; if (first[k] === 99) first[k] = t; } v2[k] = Math.max(v, 0); } + for (let j = 0; j < NH; j++) if (prev[j]) syn += nz2[j]; + const sin = new Uint8Array(784), s1 = new Uint8Array(NH), pre = new Int32Array(NH); let nin = 0, nh = 0; + if (t < T) { + for (let p = 0; p < 784; p++) if (tin[p] === t) { sin[p] = 1; inSp++; nin++; syn += nz1[p]; } + for (let j = 0; j < NH; j++) { let v = v1[j] + m.B1[j]; for (let p = 0; p < 784; p++) if (sin[p]) v += m.W1[p * NH + j]; pre[j] = v; if (v >= th) { s1[j] = 1; v -= th; hid++; nh++; hc[j]++; } v1[j] = Math.max(v, 0); } + } + trace.push({ sin, s1, pre: t < T ? pre : Int32Array.from(v1), v1: Int32Array.from(v1), s2, v2: Int32Array.from(v2), cnt: Int32Array.from(cnt), first: Int32Array.from(first), nin, nh, nprev }); + prev = s1; + } + const lead = (st) => { let a = -1, b = -1; for (let k = 0; k < 10; k++) { if (!st.cnt[k]) continue; const key = st.cnt[k] * 1000 - st.first[k]; if (key > b) { b = key; a = k; } } return a; }; + const ans = lead(trace[T]); let settled = T; for (let t = T; t >= 0; t--) { if (lead(trace[t]) !== ans) break; settled = t; } + return { T, answer: ans, trace, tin, hc, lead, settled, energy: { ticks: T + 1, input: inSp, neurons: hid + cnt.reduce((a, b) => a + b, 0), synaptic: syn } }; +} + +/* ---------- колонки STDP: 784 → 10 колонок × 20 нейронов, частотный код, 15 тактов ---------- */ +function runCols(img) { + const m = COLS, n = m.thr.length, col = m.col, W = m.W, S = 15, A = 10, st = new Float32Array(784), raster = []; + for (let t = 0; t < S; t++) { const r = new Uint8Array(784); if (t < A) for (let p = 0; p < 784; p++) { st[p] += Math.fround(img[p] * Math.fround(1 / 255)); if (st[p] >= 1) { r[p] = 1; st[p] -= 1; } } raster.push(r); } + let pot = new Float64Array(n), prevR = new Uint8Array(784), prevF = new Uint8Array(n), inSp = 0, syn = 0, fired = 0; + const votes = new Int32Array(10), hc = new Int32Array(n), rate = new Uint8Array(784), trace = []; + for (let t = 0; t < S; t++) for (let p = 0; p < 784; p++) rate[p] += raster[t][p]; + for (let t = 0; t < S; t++) { + for (let c = 0; c < 10; c++) for (let k = 0; k < col; k++) if (prevF[c * col + k]) { votes[c]++; break; } + let kF = 0; for (let j = 0; j < n; j++) kF += prevF[j]; + let rs = 0; for (let p = 0; p < 784; p++) rs += prevR[p]; inSp += rs; syn += rs * n; + const f = new Uint8Array(n), pre = new Float64Array(n); let nf = 0; + for (let j = 0; j < n; j++) { let v = Math.round(pot[j]); const row = j * 784; for (let p = 0; p < 784; p++) if (prevR[p]) v += W[row + p]; if (m.inhib && kF) v -= m.inhib * (kF - prevF[j]); pre[j] = v; if (v >= m.thr[j]) { f[j] = 1; v = 0; fired++; nf++; hc[j]++; } pot[j] = Math.max(v, 0); } + trace.push({ inR: prevR, pre, pot: Float64Array.from(pot), f, votes: Int32Array.from(votes), nin: rs, kF, nf }); + prevR = raster[t]; prevF = f; + } + let b = -1, bv = 0; for (let i = 0; i < 10; i++) if (votes[i] > bv) { bv = votes[i]; b = i; } + return { T: S - 1, answer: b, trace, hc, rate, votes: Array.from(votes), energy: { ticks: S, input: inSp, neurons: fired, synaptic: syn } }; +} + +/* ---------- состояние ---------- */ +const NETS = { + snn: { short: "Последняя версия", name: "Сеть по тактам", sub: "97,4% на тесте · 8 тактов · обучена на компьютере" }, + cols: { short: "Первая версия", name: "Колонки STDP", sub: "92,2% на тесте · 15 тактов · обучена в KNP" }, +}; +let net = "snn", raw = null, drawn = false, label = null, inp = null, res = null, t = 0, timer = null, sel = null; + +/* ---------- рисование ---------- */ +const pad = $("pad"), pg = pad.getContext("2d"); let strokes = [], drawing = false, last = null, shown = false; +const clearPad = () => { pg.fillStyle = "#000"; pg.fillRect(0, 0, 280, 280); strokes = []; }; +const ppos = (e) => { const r = pad.getBoundingClientRect(); return [(e.clientX - r.left) * 280 / r.width, (e.clientY - r.top) * 280 / r.height]; }; +const line = (a, b) => { pg.strokeStyle = "#fff"; pg.lineWidth = 16; pg.lineCap = pg.lineJoin = "round"; pg.beginPath(); pg.moveTo(...a); pg.lineTo(...b); pg.stroke(); }; +pad.addEventListener("pointerdown", (e) => { e.preventDefault(); drawing = true; last = ppos(e); pad.setPointerCapture(e.pointerId); if (shown) { clearPad(); shown = false; markGal(-1); } strokes.push([last]); line(last, last); }); +pad.addEventListener("pointermove", (e) => { if (!drawing) return; e.preventDefault(); const p = ppos(e); strokes[strokes.length - 1].push(p); line(last, p); last = p; }); +const endStroke = () => { if (!drawing) return; drawing = false; fromStrokes(); }; +pad.addEventListener("pointerup", endStroke); pad.addEventListener("pointercancel", endStroke); +function fromStrokes() { + const pts = strokes.flat(); if (!pts.length) return; + const xs = pts.map((p) => p[0]), ys = pts.map((p) => p[1]), x0 = Math.min(...xs), x1 = Math.max(...xs), y0 = Math.min(...ys), y1 = Math.max(...ys); + const pen = 2.5, sc = (20 - pen) / Math.max(x1 - x0, y1 - y0, 20), sm = document.createElement("canvas"); sm.width = sm.height = 28; + const c = sm.getContext("2d"); c.fillStyle = "#000"; c.fillRect(0, 0, 28, 28); c.strokeStyle = "#fff"; c.lineWidth = pen; c.lineCap = c.lineJoin = "round"; + const tx = (x) => 14 + (x - (x0 + x1) / 2) * sc, ty = (y) => 14 + (y - (y0 + y1) / 2) * sc; + for (const s of strokes) { c.beginPath(); c.moveTo(tx(s[0][0]), ty(s[0][1])); for (const p of (s.length > 1 ? s : [s[0], s[0]])) c.lineTo(tx(p[0]), ty(p[1])); c.stroke(); } + const d = c.getImageData(0, 0, 28, 28).data, img = new Uint8Array(784); for (let i = 0; i < 784; i++) img[i] = d[i * 4]; + setImage(img, null, true, "Ваш рисунок"); +} +function showOnPad(img) { clearPad(); const s = document.createElement("canvas"); s.width = s.height = 28; paint(s, 28, 28, (p) => [img[p], img[p], img[p]]); pg.imageSmoothingEnabled = false; pg.drawImage(s, 0, 0, 280, 280); shown = true; } +$("clear").onclick = () => { clearPad(); shown = false; markGal(-1); $("src").textContent = "Нарисуйте цифру мышью или пальцем"; }; + +/* ---------- галерея ---------- */ +const galImg = (k) => GAL.px.subarray(k * 784, (k + 1) * 784); +GAL.labels.forEach((lab, k) => { const cv = el("canvas", { width: 28, height: 28 }); paint(cv, 28, 28, (p) => { const v = galImg(k)[p]; return [v, v, v]; }); + $("gal").append(el("button", { type: "button", "aria-label": `Цифра ${lab}, тест №${GAL.idx[k]}`, onclick: () => { markGal(k); showOnPad(galImg(k)); setImage(galImg(k), lab, false, `Тестовая цифра «${lab}», №${GAL.idx[k]}`); } }, cv)); }); +function markGal(k) { [...$("gal").children].forEach((b, i) => b.setAttribute("aria-pressed", String(i === k))); } + +/* ---------- переключатель сетей ---------- */ +for (const [key, n] of Object.entries(NETS)) $("switch").append(el("button", { type: "button", "data-net": key, "aria-pressed": String(key === net), onclick: () => { net = key; [...$("switch").children].forEach((b) => b.setAttribute("aria-pressed", String(b.dataset.net === net))); recompute(true); } }, el("b", { text: `${n.short}: ${n.name}` }), el("span", { text: n.sub }))); + +function setImage(img, lab, isDrawn, note) { raw = img; label = lab; drawn = isDrawn; $("src").textContent = note; recompute(true); } +function recompute(restart) { + if (!raw) return; + sel = null; + if (net === "snn") { inp = HOST.prepare(raw); res = runSNN(inp.final); } + else { inp = { final: drawn ? comShift(raw) : raw }; res = runCols(inp.final); } + $("tick").max = res.T; buildViews(); renderStatic(); + stop(); t = reduce ? res.T : 0; renderTick(); if (restart && !reduce) start(); +} + +/* ---------- такты ---------- */ +$("tick").addEventListener("input", () => { stop(); t = +$("tick").value; renderTick(); }); +$("play").onclick = () => (timer ? stop() : start()); +function start() { if (t >= res.T) t = -1; $("play").textContent = "❚❚ Пауза"; timer = setInterval(() => { t++; renderTick(); if (t >= res.T) stop(); }, net === "snn" ? 900 : 520); if (t < 0) { t = 0; renderTick(); } } +function stop() { clearInterval(timer); timer = null; $("play").textContent = "▶ Пуск"; } + +/* ---------- 1. до сети ---------- */ +function renderStatic() { + const P = pal(), n = NETS[net]; + const a = res.answer; $("ans").textContent = a < 0 ? "–" : a; $("ansNet").textContent = `${n.short}: ${n.name}`; + const v = $("verdict"); v.className = "verdict" + (label == null || a < 0 ? "" : a === label ? " ok" : " no"); + v.textContent = a < 0 ? "сеть промолчала" : label == null ? `сеть считает, что это «${a}»` : a === label ? "верно" : `ошибка: на картинке «${label}»`; + $("ansNote").textContent = net === "snn" ? (a < 0 ? "" : `ответ ясен с такта ${res.settled} из ${res.T}`) : `голосов у «${a}»: ${a < 0 ? 0 : res.votes[a]} из ${res.T}`; + const e = res.energy; $("netFacts").replaceChildren(...[["тактов", e.ticks], ["входных спайков", fmt(e.input)], ["спайков нейронов", fmt(e.neurons)], ["сложений на чипе", fmt(e.synaptic)]].map(([k, val]) => el("span", {}, k + " ", el("b", { text: val })))); + + const flow = $("flow"); flow.replaceChildren(); + const fig = (cv, cap) => el("div", { class: "fig" }, cv, el("span", { class: "cap", text: cap })); + const gray = (img, cap) => { const c = pixCanvas(28, 28, 140, cap); paint(c, 28, 28, (p) => [img[p], img[p], img[p]]); return fig(c, cap); }; + const arrow = () => el("span", { class: "arrow", "aria-hidden": "true", text: "→" }); + if (net === "snn") { + $("beforeText").textContent = "Сеть училась на цифрах определённого вида, поэтому процессор сначала приводит рисунок к нему: вписывает в квадрат 20×20, ставит центр масс в центр поля 28×28, выпрямляет наклон и уменьшает с усреднением, чтобы края стали серыми. Потом каждый пиксель ярче 32 получает момент своего единственного спайка: чем ярче, тем раньше."; + const tc = pixCanvas(28, 28, 140, "Моменты спайков"); paint(tc, 28, 28, (p) => { const k = res.tin[p]; return k < 0 ? P.scope : mix(P.spike, P.dim, k / 8); }); + flow.append(gray(raw, drawn ? "1. ваш рисунок в 28×28" : "1. исходная цифра MNIST"), arrow(), gray(inp.normalized, "2. в квадрат 20×20, центр масс в центр"), arrow(), gray(inp.deskewed, "3. наклон выпрямлен"), arrow(), gray(inp.final, "4. уменьшение с усреднением: вход сети"), arrow(), + fig(tc, `5. моменты спайков: яркое стреляет на такте 0, тусклое — на 7-м. Всего ${res.energy.input} спайков`)); + } else { + $("beforeText").textContent = "Колонки учились на исходных цифрах MNIST, поэтому подготовка простая: рисунок ставится центром масс в центр поля. Дальше частотный код: у каждого пикселя накопитель, который за такт растёт на его яркость; дошёл до максимума — спайк. Белый пиксель стреляет каждый из 10 тактов, серый — реже."; + const rc = pixCanvas(28, 28, 140, "Число спайков пикселя"); paint(rc, 28, 28, (p) => mix(P.scope, P.spike, res.rate[p] / 10)); + flow.append(gray(raw, drawn ? "1. ваш рисунок в 28×28" : "1. исходная цифра MNIST"), arrow(), gray(inp.final, "2. центр масс в центр: вход сети"), arrow(), fig(rc, `3. сколько раз выстрелит каждый пиксель за 10 тактов. Всего ${fmt(res.energy.input)} спайков`)); + } + + /* 3. после сети */ + if (net === "snn") { + const fin = res.trace[res.T]; $("ruleText").textContent = "Процессор считает спайки десяти выходных нейронов. Ответ — цифра, чей нейрон выстрелил больше всех; при равенстве — тот, кто выстрелил раньше."; + const mx = Math.max(1, ...fin.cnt); $("final").replaceChildren(...Array.from({ length: 10 }, (_, d) => el("div", { class: "lane" + (d === a ? " lead" : "") }, el("span", { text: d }), el("div", { class: "bar" }, el("i", { class: "votes", style: `width:${100 * fin.cnt[d] / mx}%` })), el("b", { text: `${fin.cnt[d]} сп.` })))); + } else { + $("ruleText").textContent = "Колонка получает голос за каждый такт, в котором выстрелил хотя бы один её нейрон. Ответ — колонка с наибольшим числом голосов."; + const mx = Math.max(1, ...res.votes); $("final").replaceChildren(...Array.from({ length: 10 }, (_, d) => el("div", { class: "lane" + (d === a ? " lead" : "") }, el("span", { text: d }), el("div", { class: "bar" }, el("i", { class: "votes", style: `width:${100 * res.votes[d] / mx}%` })), el("b", { text: `${res.votes[d]} гол.` })))); + } + const dense = 784 * 256 + 256 * 10; + $("cost").replaceChildren(el("h3", { text: "Сколько работы у чипа" }), + ...[["входных спайков", fmt(e.input)], ["спайков нейронов", fmt(e.neurons)], ["сложений «спайк → вес»", fmt(e.synaptic)], ["обычная сеть 784→256→10, умножений", fmt(dense)]].map(([k, val]) => el("div", { class: "line" }, el("span", { text: k }), el("b", { text: val }))), + el("p", { class: "small muted", text: net === "snn" ? "Каждый входной спайк задевает в среднем ≈139 из 256 скрытых нейронов: у остальных вес 0, и такая связь на чипе не создаётся. Поэтому работы примерно 143 × 139 ≈ 20 тыс. сложений." : "Колонки связаны с каждым пикселем, поэтому каждый входной спайк задевает все 200 нейронов: работы много, хотя нейронов меньше." })); + + /* как обучена */ + $("train").replaceChildren(...(net === "snn" ? [ + el("p", { text: "Обучена на обычном компьютере (PyTorch), а не в KNP: на чип загружаются готовые целые веса. 55 000 цифр MNIST, 30 эпох (проходов по всем цифрам), около 17 минут на процессоре без видеокарты." }), + el("ol", {}, ...["При обучении сеть считает ровно как чип: 8 тактов, целые веса, порог 8, вычитание порога после спайка, задержка в такт между слоями.", + "Спайк — это ступенька, у неё нет производной. При расчёте ошибки ступенька подменяется плавной «горкой» (суррогатный градиент), и сеть понимает, куда сдвигать веса.", + "С 9-й эпохи веса округляются до допустимых на чипе 0, ±1, ±2, ±4, и сеть доучивается уже с ними. Плюс небольшой штраф за лишние спайки.", + "Половина обучающих цифр перерисована пером постоянной толщины, как мышью, плюс сдвиги и повороты. Поэтому сеть хорошо узнаёт рисунки: 95,9% на перерисованном тесте.", + "Лучшая эпоха выбрана на 5000 отложенных цифрах отдельным целочисленным симулятором; тест открыт один раз."].map((s) => el("li", { text: s }))), + ] : [ + el("p", { text: "Штатный пример KNP mnist-learn, обучен внутри KNP на 60 000 цифрах правилом STDP с дофамином, около 5 минут на процессоре. Мы добавили разброс стартовых весов и торможение между нейронами — так точность выросла с 82,5% до 92,2%." }), + el("ol", {}, ...["На каждую цифру отведена колонка из 20 нейронов.", + "При обучении метка «будит» колонку правильной цифры, и у её нейронов крепнут связи с пикселями, которые стреляли перед их спайком (STDP). Дофамин закрепляет изменения.", + "В итоге каждый нейрон хранит трафарет «где у моей цифры обычно есть линия» — его видно в инспекторе ниже.", + "Слабость: сеть сравнивает с образцами, но не учится отличать одну цифру от другой. Сдвиг или другая толщина линии ломают совпадение; типичная ошибка 4 → 9."].map((s) => el("li", { text: s }))), + ])); +} + +/* ---------- 2. внутри сети ---------- */ +let V = {}; +function buildViews() { + const views = $("views"); views.replaceChildren(); V = {}; + V.inp = pixCanvas(28, 28, 168, "Входные спайки на этом такте"); + if (net === "snn") { + V.hid = pixCanvas(16, 16, 168, "256 скрытых нейронов"); V.hid.tabIndex = 0; V.hid.style.cursor = "pointer"; + V.hid.addEventListener("click", (e) => { const r = V.hid.getBoundingClientRect(), x = Math.floor((e.clientX - r.left) / r.width * 16), y = Math.floor((e.clientY - r.top) / r.height * 16); sel = y * 16 + x; renderInspect(); renderTick(); }); + views.append(el("div", { class: "fig" }, el("span", { class: "cap", text: "784 входа: пиксели, стреляющие сейчас" }), V.inp), + el("div", { class: "fig" }, el("span", { class: "cap", text: "256 скрытых нейронов (нажмите на любой)" }), V.hid), + el("div", { class: "fig outs" }, el("span", { class: "cap", text: "10 выходов: заряд до порога 8 и спайки" }), V.out = el("div", { class: "lanes" }))); + $("legend").replaceChildren(el("span", { style: "--c: var(--spike-on-scope)", text: "спайк на этом такте" }), el("span", { style: "--c: var(--charge-on-scope)", text: "заряд нейрона" }), el("span", { style: "--c: var(--scope-dim)", text: "пиксель уже выстрелил" })); + } else { + V.hid = pixCanvas(20, 10, 300, "200 нейронов колонок"); V.hid.tabIndex = 0; V.hid.style.cursor = "pointer"; + V.hid.addEventListener("click", (e) => { const r = V.hid.getBoundingClientRect(), x = Math.floor((e.clientX - r.left) / r.width * 20), y = Math.floor((e.clientY - r.top) / r.height * 10); sel = y * 20 + x; renderInspect(); renderTick(); }); + const labels = el("div", { class: "labels" }, ...Array.from({ length: 10 }, (_, d) => el("span", { text: d }))); + views.append(el("div", { class: "fig" }, el("span", { class: "cap", text: "784 входа: спайки пикселей, дошедшие на этом такте" }), V.inp), + el("div", { class: "fig" }, el("span", { class: "cap", text: "10 колонок × 20 нейронов (нажмите на любой)" }), el("div", { class: "colgrid" }, labels, V.hid)), + el("div", { class: "fig outs" }, el("span", { class: "cap", text: "голоса колонок" }), V.out = el("div", { class: "lanes" }))); + $("legend").replaceChildren(el("span", { style: "--c: var(--spike-on-scope)", text: "спайк на этом такте" }), el("span", { style: "--c: var(--charge-on-scope)", text: "заряд нейрона до порога 60" })); + } + renderInspect(); +} + +function renderTick() { + if (!res) return; const P = pal(), T = res.T, tt = Math.max(0, Math.min(T, t)); $("tick").value = tt; $("tickLab").textContent = `такт ${tt} из ${T}`; + if (net === "snn") { + const st = res.trace[tt], m = SNN; + paint(V.inp, 28, 28, (p) => { const k = res.tin[p]; if (k === tt && tt < res.T) return P.spike; if (k >= 0 && k < tt) return P.dim; if (k > tt) return mix(P.scope, [inp.final[p], inp.final[p], inp.final[p]], .18); return P.scope; }); + paint(V.hid, 16, 16, (j) => j === sel ? [255, 255, 255] : st.s1[j] ? P.spike : mix(P.scope, P.charge, .15 + .85 * st.v1[j] / m.th_h * (st.v1[j] > 0))); + const a = res.answer; + V.out.replaceChildren(...Array.from({ length: 10 }, (_, d) => el("div", { class: "lane" + (st.s2[d] ? " fire" : "") + (tt >= res.settled && d === a ? " lead" : "") }, el("span", { text: d }), + el("div", { class: "bar", title: `заряд ${st.v2[d]} из 8` }, el("i", { style: `width:${100 * Math.min(1, st.v2[d] / m.th_o)}%` })), + el("div", { class: "dots" }, ...Array.from({ length: st.cnt[d] }, () => el("i")), el("b", { text: st.cnt[d] ? "" : "0" }))))); + const lo = Math.max(33, 255 - 28 * (tt + 1) + 1), hi = 255 - 28 * tt, ld = res.lead(st), fired = [...st.s2].map((v, d) => v ? `«${d}»` : null).filter(Boolean); + let s = tt < res.T ? `Такт ${tt}. Стреляют пиксели яркостью ${lo}–${hi}: их ${st.nin}. Каждый добавляет свои веса (±1, ±2, ±4) к зарядам скрытых нейронов; ${st.nh} нейронов набрали порог 8 и выстрелили.` : `Такт ${tt}, последний. Новых пикселей нет: выходы получают последние спайки скрытого слоя.`; + s += tt === 0 ? " Выходы пока пусты: спайкам скрытого слоя нужен один такт, чтобы дойти." : ` Выходы получили ${st.nprev} спайков скрытого слоя с прошлого такта${fired.length ? `, выстрелили ${fired.join(", ")}` : ", но никто не набрал порог"}.`; + if (ld >= 0) s += tt >= res.settled ? ` Лидер «${ld}» больше не сменится — ответ ясен уже сейчас.` : ` Пока лидирует «${ld}».`; + $("story").textContent = s; + } else { + const st = res.trace[tt], m = COLS; + paint(V.inp, 28, 28, (p) => st.inR[p] ? P.spike : mix(P.scope, [inp.final[p], inp.final[p], inp.final[p]], .14)); + paint(V.hid, 20, 10, (i) => { const y = Math.floor(i / 20), x = i % 20, j = y * 20 + x; return j === sel ? [255, 255, 255] : st.f[j] ? P.spike : mix(P.scope, P.charge, .12 + .88 * Math.min(1, st.pot[j] / m.thr[j])); }); + const mx = Math.max(1, ...res.votes); + V.out.replaceChildren(...Array.from({ length: 10 }, (_, d) => { let colFired = false; for (let k = 0; k < 20; k++) if (st.f[d * 20 + k]) colFired = true; + return el("div", { class: "lane" + (colFired ? " fire" : "") + (tt === T && d === res.answer ? " lead" : "") }, el("span", { text: d }), el("div", { class: "bar" }, el("i", { class: "votes", style: `width:${100 * st.votes[d] / mx}%` })), el("b", { text: `${st.votes[d]} гол.` })); })); + const cols = []; for (let d = 0; d < 10; d++) { let c = 0; for (let k = 0; k < 20; k++) c += st.f[d * 20 + k]; if (c) cols.push(`«${d}»`); } + let s = tt === 0 ? "Такт 0. Пиксели начинают стрелять, но их спайки дойдут до нейронов только на следующем такте." : tt <= 10 ? `Такт ${tt}. До нейронов дошли ${st.nin} спайков пикселей. Каждый нейрон складывает веса этих пикселей — это сравнение картинки со своим трафаретом.` : `Такт ${tt}. Пиксели уже замолчали, нейроны дорабатывают накопленное.`; + s += st.nf ? ` Порог 60 набрали ${st.nf} нейронов (колонки ${cols.join(", ")}); на следующем такте выстреливший гасит остальных торможением −255.` : " Никто не набрал порог 60."; + s += ` Голоса сейчас: лидирует «${st.votes.indexOf(Math.max(...st.votes))}» (${Math.max(...st.votes)}).`; + $("story").textContent = st.votes.every((v) => !v) ? s.replace(/ Голоса сейчас.*$/, " Голосов пока нет.") : s; + } + if (sel != null) renderSpark(); +} + +/* ---------- инспектор нейрона ---------- */ +function weightMap(cv, get, scale) { const P = pal(); paint(cv, 28, 28, (p) => { const w = get(p); return w > 0 ? mix(P.scope, P.charge, w / scale) : w < 0 ? mix(P.scope, P.neg, -w / scale) : P.scope; }); } +function renderInspect() { + const box = $("inspect"); box.replaceChildren(); if (!res) return; + if (net === "snn") { + const a = res.answer; + const contrib = Array.from({ length: 256 }, (_, j) => [j, res.hc[j] * (a >= 0 ? SNN.W2[j * 10 + a] : 0)]).filter((x) => x[1] > 0).sort((x, y) => y[1] - x[1]).slice(0, 6); + if (sel == null) sel = contrib.length ? contrib[0][0] : 0; + const j = sel, wm = pixCanvas(28, 28, 168, `Веса нейрона ${j}`), ov = pixCanvas(28, 28, 168, `Что этот нейрон получил от картинки`); + weightMap(wm, (p) => SNN.W1[p * 256 + j], 4); + const P = pal(); let gain = 0; for (let p = 0; p < 784; p++) if (res.tin[p] >= 0) gain += SNN.W1[p * 256 + j]; + paint(ov, 28, 28, (p) => { if (res.tin[p] < 0) return P.scope; const w = SNN.W1[p * 256 + j]; return w > 0 ? mix(P.dim, P.charge, w / 4) : w < 0 ? mix(P.dim, P.neg, -w / 4) : P.dim; }); + const outW = Array.from({ length: 10 }, (_, d) => SNN.W2[j * 10 + d]).map((w, d) => w ? `${d}: ${w > 0 ? "+" : "−"}${Math.abs(w)}` : null).filter(Boolean).join(" · "); + V.spark = el("div"); + box.append(el("div", { class: "fig" }, el("span", { class: "cap", text: `Нейрон №${j}: что он ищет` }), wm, el("span", { class: "cap", text: "бирюзовый — вес «+», красный — вес «−»" })), + el("div", { class: "fig" }, el("span", { class: "cap", text: "что дала ему эта картинка" }), ov, el("span", { class: "cap", text: `сумма весов по закрашенным пикселям: ${gain > 0 ? "+" : ""}${gain}` })), + el("div", { class: "txt", style: "display:flex;flex-direction:column;gap:10px" }, + el("h3", { text: `Нейрон №${j}: ${res.hc[j]} спайков за картинку` }), + el("p", { class: "small muted", text: "Скрытый нейрон — это детектор кусочка формы. Бирюзовые пиксели заряжают его, красные — разряжают. Набрал 8 — выстрелил и отправил спайк выходам." }), + el("p", { class: "small" }, el("b", { text: "Связи к выходам: " }), document.createTextNode(outW || "нет")), + V.spark, + el("h3", { text: a < 0 ? "Голосов за ответ нет" : `Больше всего за «${a}» проголосовали` }), + el("div", { class: "voters" }, ...contrib.map(([k, c]) => { const cv = el("canvas", { width: 28, height: 28 }); weightMap(cv, (p) => SNN.W1[p * 256 + k], 4); + return el("button", { type: "button", "aria-pressed": String(k === j), "aria-label": `Нейрон ${k}`, onclick: () => { sel = k; renderInspect(); renderTick(); } }, cv, el("span", { text: `№${k} +${c}` })); })))); + renderSpark(); + } else { + const a = res.answer; + if (sel == null) { let best = a >= 0 ? a * 20 : 0; if (a >= 0) for (let k = 0; k < 20; k++) if (res.hc[a * 20 + k] > res.hc[best]) best = a * 20 + k; sel = best; } + const j = sel, d = Math.floor(j / 20), W = COLS.W; let mx = 1; for (let p = 0; p < 784; p++) mx = Math.max(mx, Math.abs(W[j * 784 + p])); + const wm = pixCanvas(28, 28, 168, `Трафарет нейрона ${j}`), ov = pixCanvas(28, 28, 168, "Картинка поверх трафарета"); + weightMap(wm, (p) => W[j * 784 + p], mx); + const P = pal(); let gain = 0; for (let p = 0; p < 784; p++) gain += W[j * 784 + p] * res.rate[p]; + paint(ov, 28, 28, (p) => { const w = W[j * 784 + p], on = res.rate[p] > 0; const base = w > 0 ? mix(P.scope, P.charge, .5 * w / mx) : P.scope; return on ? (w > 0 ? P.charge : w < 0 ? P.neg : P.spike) : base; }); + V.spark = el("div"); + box.append(el("div", { class: "fig" }, el("span", { class: "cap", text: `Нейрон ${j % 20 + 1} колонки «${d}»: его трафарет` }), wm, el("span", { class: "cap", text: "бирюзовый — вес «+», красный — вес «−»" })), + el("div", { class: "fig" }, el("span", { class: "cap", text: "картинка поверх трафарета" }), ov, el("span", { class: "cap", text: "оранжевый — линия рисунка там, где трафарет пуст" })), + el("div", { class: "txt", style: "display:flex;flex-direction:column;gap:10px" }, + el("h3", { text: `Колонка «${d}», нейрон ${j % 20 + 1}: ${res.hc[j]} спайков за картинку` }), + el("p", { class: "small muted", text: "После обучения STDP каждый нейрон хранит трафарет: «где у моей цифры обычно есть линия». На каждом такте он складывает веса пикселей, которые сейчас стреляют. Чем лучше рисунок лёг на трафарет, тем быстрее нейрон доходит до порога 60." }), + el("p", { class: "small" }, el("b", { text: "Совпадение с трафаретом за всю картинку: " }), document.createTextNode(fmt(gain))), + V.spark, + el("p", { class: "small muted", text: "Посмотрите трафареты 4 и 9: у девятки есть всё, что у четвёрки, плюс верхняя перекладина. Поэтому колонки часто путают 4 с 9 — им никто не объяснял, чем цифры отличаются." }))); + renderSpark(); + } +} +function renderSpark() { + if (!V.spark || sel == null) return; const T = res.T, tt = Math.max(0, Math.min(T, t)), thr = net === "snn" ? SNN.th_h : COLS.thr[sel]; + const post = res.trace.map((s) => net === "snn" ? s.v1[sel] : s.pot[sel]), pre = res.trace.map((s) => s.pre[sel]), spk = res.trace.map((s) => net === "snn" ? s.s1[sel] : s.f[sel]); + const top = Math.max(thr * 1.25, ...pre), bot = Math.max(-thr, Math.min(0, ...pre)); + const W = 360, H = 110, x = (k) => 16 + k * (W - 32) / T, y = (v) => H - 20 - (H - 36) * (Math.max(v, bot) - bot) / (top - bot); + const ns = "http://www.w3.org/2000/svg", svg = document.createElementNS(ns, "svg"); svg.setAttribute("viewBox", `0 0 ${W} ${H}`); svg.setAttribute("class", "spark"); svg.setAttribute("role", "img"); svg.setAttribute("aria-label", "Заряд нейрона по тактам"); + const add = (tag, a) => { const e = document.createElementNS(ns, tag); for (const [k, v] of Object.entries(a)) e.setAttribute(k, v); svg.append(e); return e; }; + const label = (tx, ty, text, anchor = "start", color = tok("--muted")) => { add("text", { x: tx, y: ty, "text-anchor": anchor, "font-size": 11, fill: color, "font-family": "JetBrains Mono, monospace" }).textContent = text; }; + add("line", { x1: 16, x2: W - 16, y1: y(thr), y2: y(thr), stroke: tok("--muted"), "stroke-dasharray": "4 4", "stroke-width": 1 }); + label(W - 16, y(thr) - 4, `порог ${thr}`, "end"); + if (bot < 0) { add("line", { x1: 16, x2: W - 16, y1: y(0), y2: y(0), stroke: tok("--muted"), "stroke-width": 1, opacity: .5 }); label(W - 16, y(0) + 12, "0", "end"); } + /* сплошная линия — заряд, который нейрон хранит; красный пунктир — сумма за такт ушла ниже нуля и обрезана до 0 */ + let d = `M${x(0) - 8},${y(0)}`, prevPost = 0; + pre.forEach((v, k) => { + if (v < 0) { d += ` L${x(k)},${y(0)}`; add("line", { x1: x(k), x2: x(k), y1: y(0), y2: y(v), stroke: tok("--neg"), "stroke-width": 2, "stroke-dasharray": "3 3" }); add("circle", { cx: x(k), cy: y(v), r: 2.5, fill: tok("--neg") }); } + else d += ` L${x(k)},${y(v)}`; + d += ` L${x(k)},${y(post[k])}`; prevPost = post[k]; + }); + add("path", { d, fill: "none", stroke: tok("--charge"), "stroke-width": 2, "stroke-linejoin": "round" }); + spk.forEach((s, k) => { if (s) { add("circle", { cx: x(k), cy: y(pre[k]), r: 4, fill: tok("--spike") }); add("rect", { x: x(k) - 2, y: 2, width: 4, height: 10, rx: 1, fill: tok("--spike") }); } }); + add("line", { x1: x(tt), x2: x(tt), y1: 0, y2: H - 16, stroke: tok("--ink"), "stroke-width": 1, opacity: .35 }); + label(16, H - 3, "такт 0"); label(W - 16, H - 3, `такт ${T}`, "end"); + V.spark.replaceChildren(el("span", { class: "cap", style: "max-width:none", text: "заряд по тактам: растёт, когда приходят веса; дошёл до порога — спайк (оранжевая точка), и порог вычитается. Красный пунктир — сумма за такт оказалась ниже нуля, и заряд обрезан до 0: хранить минус нейрону не разрешено настройкой" }), svg); +} + +/* перерисовка при смене темы */ +matchMedia("(prefers-color-scheme: dark)").addEventListener("change", () => { if (res) { renderStatic(); renderInspect(); renderTick(); } }); +new MutationObserver(() => { if (res) { renderStatic(); renderInspect(); renderTick(); } }).observe(document.documentElement, { attributes: true, attributeFilter: ["data-theme"] }); + +/* старт: тестовая тройка */ +clearPad(); +const start0 = Math.max(0, GAL.labels.indexOf(3)); +$("gal").children[start0].click(); diff --git a/viz/digits-compare/fonts.css b/viz/digits-compare/fonts.css new file mode 100644 index 0000000..e7ec616 --- /dev/null +++ b/viz/digits-compare/fonts.css @@ -0,0 +1,396 @@ +/* cyrillic-ext */ +@font-face { + font-family: 'IBM Plex Sans'; + font-style: normal; + font-weight: 400; + font-stretch: 100%; + font-display: swap; + src: url(./fonts/13ff14c8cbbde52dd267.woff2) format('woff2'); + unicode-range: U+0460-052F, U+1C80-1C8A, U+20B4, U+2DE0-2DFF, U+A640-A69F, U+FE2E-FE2F; +} +/* cyrillic */ +@font-face { + font-family: 'IBM Plex Sans'; + font-style: normal; + font-weight: 400; + font-stretch: 100%; + font-display: swap; + src: url(./fonts/fd8b74284fe6ff9705c0.woff2) format('woff2'); + unicode-range: U+0301, U+0400-045F, U+0490-0491, U+04B0-04B1, U+2116; +} +/* greek */ +@font-face { + font-family: 'IBM Plex Sans'; + font-style: normal; + font-weight: 400; + font-stretch: 100%; + font-display: swap; + src: url(./fonts/560980fcddc4e6f493d8.woff2) format('woff2'); + unicode-range: U+0370-0377, U+037A-037F, U+0384-038A, U+038C, U+038E-03A1, U+03A3-03FF; +} +/* vietnamese */ +@font-face { + font-family: 'IBM Plex Sans'; + font-style: normal; + font-weight: 400; + font-stretch: 100%; + font-display: swap; + src: url(./fonts/99228c3b93e78c59da72.woff2) format('woff2'); + unicode-range: U+0102-0103, U+0110-0111, U+0128-0129, U+0168-0169, U+01A0-01A1, U+01AF-01B0, U+0300-0301, U+0303-0304, U+0308-0309, U+0323, U+0329, U+1EA0-1EF9, U+20AB; +} +/* latin-ext */ +@font-face { + font-family: 'IBM Plex Sans'; + font-style: normal; + font-weight: 400; + font-stretch: 100%; + font-display: swap; + src: url(./fonts/f582230492bfd11eff7b.woff2) format('woff2'); + unicode-range: U+0100-02BA, U+02BD-02C5, U+02C7-02CC, U+02CE-02D7, U+02DD-02FF, U+0304, U+0308, U+0329, U+1D00-1DBF, U+1E00-1E9F, U+1EF2-1EFF, U+2020, U+20A0-20AB, U+20AD-20C4, U+2113, U+2C60-2C7F, U+A720-A7FF; +} +/* latin */ +@font-face { + font-family: 'IBM Plex Sans'; + font-style: normal; + font-weight: 400; + font-stretch: 100%; + font-display: swap; + src: url(./fonts/6d5e7fb80500edbb2ccc.woff2) format('woff2'); + unicode-range: U+0000-00FF, U+0131, U+0152-0153, U+02BB-02BC, U+02C6, U+02DA, U+02DC, U+0304, U+0308, U+0329, U+2000-206F, U+20AC, U+2122, U+2191, U+2193, U+2212, U+2215, U+FEFF, U+FFFD; +} +/* cyrillic-ext */ +@font-face { + font-family: 'IBM Plex Sans'; + font-style: normal; + font-weight: 500; + font-stretch: 100%; + font-display: swap; + src: url(./fonts/13ff14c8cbbde52dd267.woff2) format('woff2'); + unicode-range: U+0460-052F, U+1C80-1C8A, U+20B4, U+2DE0-2DFF, U+A640-A69F, U+FE2E-FE2F; +} +/* cyrillic */ +@font-face { + font-family: 'IBM Plex Sans'; + font-style: normal; + font-weight: 500; + font-stretch: 100%; + font-display: swap; + src: url(./fonts/fd8b74284fe6ff9705c0.woff2) format('woff2'); + unicode-range: U+0301, U+0400-045F, U+0490-0491, U+04B0-04B1, U+2116; +} +/* greek */ +@font-face { + font-family: 'IBM Plex Sans'; + font-style: normal; + font-weight: 500; + font-stretch: 100%; + font-display: swap; + src: url(./fonts/560980fcddc4e6f493d8.woff2) format('woff2'); + unicode-range: U+0370-0377, U+037A-037F, U+0384-038A, U+038C, U+038E-03A1, U+03A3-03FF; +} +/* vietnamese */ +@font-face { + font-family: 'IBM Plex Sans'; + font-style: normal; + font-weight: 500; + font-stretch: 100%; + font-display: swap; + src: url(./fonts/99228c3b93e78c59da72.woff2) format('woff2'); + unicode-range: U+0102-0103, U+0110-0111, U+0128-0129, U+0168-0169, U+01A0-01A1, U+01AF-01B0, U+0300-0301, U+0303-0304, U+0308-0309, U+0323, U+0329, U+1EA0-1EF9, U+20AB; +} +/* latin-ext */ +@font-face { + font-family: 'IBM Plex Sans'; + font-style: normal; + font-weight: 500; + font-stretch: 100%; + font-display: swap; + src: url(./fonts/f582230492bfd11eff7b.woff2) format('woff2'); + unicode-range: U+0100-02BA, U+02BD-02C5, U+02C7-02CC, U+02CE-02D7, U+02DD-02FF, U+0304, U+0308, U+0329, U+1D00-1DBF, U+1E00-1E9F, U+1EF2-1EFF, U+2020, U+20A0-20AB, U+20AD-20C4, U+2113, U+2C60-2C7F, U+A720-A7FF; +} +/* latin */ +@font-face { + font-family: 'IBM Plex Sans'; + font-style: normal; + font-weight: 500; + font-stretch: 100%; + font-display: swap; + src: url(./fonts/6d5e7fb80500edbb2ccc.woff2) format('woff2'); + unicode-range: U+0000-00FF, U+0131, U+0152-0153, U+02BB-02BC, U+02C6, U+02DA, U+02DC, U+0304, U+0308, U+0329, U+2000-206F, U+20AC, U+2122, U+2191, U+2193, U+2212, U+2215, U+FEFF, U+FFFD; +} +/* cyrillic-ext */ +@font-face { + font-family: 'IBM Plex Sans'; + font-style: normal; + font-weight: 600; + font-stretch: 100%; + font-display: swap; + src: url(./fonts/13ff14c8cbbde52dd267.woff2) format('woff2'); + unicode-range: U+0460-052F, U+1C80-1C8A, U+20B4, U+2DE0-2DFF, U+A640-A69F, U+FE2E-FE2F; +} +/* cyrillic */ +@font-face { + font-family: 'IBM Plex Sans'; + font-style: normal; + font-weight: 600; + font-stretch: 100%; + font-display: swap; + src: url(./fonts/fd8b74284fe6ff9705c0.woff2) format('woff2'); + unicode-range: U+0301, U+0400-045F, U+0490-0491, U+04B0-04B1, U+2116; +} +/* greek */ +@font-face { + font-family: 'IBM Plex Sans'; + font-style: normal; + font-weight: 600; + font-stretch: 100%; + font-display: swap; + src: url(./fonts/560980fcddc4e6f493d8.woff2) format('woff2'); + unicode-range: U+0370-0377, U+037A-037F, U+0384-038A, U+038C, U+038E-03A1, U+03A3-03FF; +} +/* vietnamese */ +@font-face { + font-family: 'IBM Plex Sans'; + font-style: normal; + font-weight: 600; + font-stretch: 100%; + font-display: swap; + src: url(./fonts/99228c3b93e78c59da72.woff2) format('woff2'); + unicode-range: U+0102-0103, U+0110-0111, U+0128-0129, U+0168-0169, U+01A0-01A1, U+01AF-01B0, U+0300-0301, U+0303-0304, U+0308-0309, U+0323, U+0329, U+1EA0-1EF9, U+20AB; +} +/* latin-ext */ +@font-face { + font-family: 'IBM Plex Sans'; + font-style: normal; + font-weight: 600; + font-stretch: 100%; + font-display: swap; + src: url(./fonts/f582230492bfd11eff7b.woff2) format('woff2'); + unicode-range: U+0100-02BA, U+02BD-02C5, U+02C7-02CC, U+02CE-02D7, U+02DD-02FF, U+0304, U+0308, U+0329, U+1D00-1DBF, U+1E00-1E9F, U+1EF2-1EFF, U+2020, U+20A0-20AB, U+20AD-20C4, U+2113, U+2C60-2C7F, U+A720-A7FF; +} +/* latin */ +@font-face { + font-family: 'IBM Plex Sans'; + font-style: normal; + font-weight: 600; + font-stretch: 100%; + font-display: swap; + src: url(./fonts/6d5e7fb80500edbb2ccc.woff2) format('woff2'); + unicode-range: U+0000-00FF, U+0131, U+0152-0153, U+02BB-02BC, U+02C6, U+02DA, U+02DC, U+0304, U+0308, U+0329, U+2000-206F, U+20AC, U+2122, U+2191, U+2193, U+2212, U+2215, U+FEFF, U+FFFD; +} +/* cyrillic-ext */ +@font-face { + font-family: 'JetBrains Mono'; + font-style: normal; + font-weight: 400; + font-display: swap; + src: url(./fonts/6b5e37b52d26eeac6a19.woff2) format('woff2'); + unicode-range: U+0460-052F, U+1C80-1C8A, U+20B4, U+2DE0-2DFF, U+A640-A69F, U+FE2E-FE2F; +} +/* cyrillic */ +@font-face { + font-family: 'JetBrains Mono'; + font-style: normal; + font-weight: 400; + font-display: swap; + src: url(./fonts/eb83d8d40af4411f395f.woff2) format('woff2'); + unicode-range: U+0301, U+0400-045F, U+0490-0491, U+04B0-04B1, U+2116; +} +/* greek */ +@font-face { + font-family: 'JetBrains Mono'; + font-style: normal; + font-weight: 400; + font-display: swap; + src: url(./fonts/99e400330f36ae77c882.woff2) format('woff2'); + unicode-range: U+0370-0377, U+037A-037F, U+0384-038A, U+038C, U+038E-03A1, U+03A3-03FF; +} +/* vietnamese */ +@font-face { + font-family: 'JetBrains Mono'; + font-style: normal; + font-weight: 400; + font-display: swap; + src: url(./fonts/c4064400db3750ce826c.woff2) format('woff2'); + unicode-range: U+0102-0103, U+0110-0111, U+0128-0129, U+0168-0169, U+01A0-01A1, U+01AF-01B0, U+0300-0301, U+0303-0304, U+0308-0309, U+0323, U+0329, U+1EA0-1EF9, U+20AB; +} +/* latin-ext */ +@font-face { + font-family: 'JetBrains Mono'; + font-style: normal; + font-weight: 400; + font-display: swap; + src: url(./fonts/b19c2080652a3c2b1288.woff2) format('woff2'); + unicode-range: U+0100-02BA, U+02BD-02C5, U+02C7-02CC, U+02CE-02D7, U+02DD-02FF, U+0304, U+0308, U+0329, U+1D00-1DBF, U+1E00-1E9F, U+1EF2-1EFF, U+2020, U+20A0-20AB, U+20AD-20C4, U+2113, U+2C60-2C7F, U+A720-A7FF; +} +/* latin */ +@font-face { + font-family: 'JetBrains Mono'; + font-style: normal; + font-weight: 400; + font-display: swap; + src: url(./fonts/cc27b30471250057c5e6.woff2) format('woff2'); + unicode-range: U+0000-00FF, U+0131, U+0152-0153, U+02BB-02BC, U+02C6, U+02DA, U+02DC, U+0304, U+0308, U+0329, U+2000-206F, U+20AC, U+2122, U+2191, U+2193, U+2212, U+2215, U+FEFF, U+FFFD; +} +/* cyrillic-ext */ +@font-face { + font-family: 'JetBrains Mono'; + font-style: normal; + font-weight: 600; + font-display: swap; + src: url(./fonts/6b5e37b52d26eeac6a19.woff2) format('woff2'); + unicode-range: U+0460-052F, U+1C80-1C8A, U+20B4, U+2DE0-2DFF, U+A640-A69F, U+FE2E-FE2F; +} +/* cyrillic */ +@font-face { + font-family: 'JetBrains Mono'; + font-style: normal; + font-weight: 600; + font-display: swap; + src: url(./fonts/eb83d8d40af4411f395f.woff2) format('woff2'); + unicode-range: U+0301, U+0400-045F, U+0490-0491, U+04B0-04B1, U+2116; +} +/* greek */ +@font-face { + font-family: 'JetBrains Mono'; + font-style: normal; + font-weight: 600; + font-display: swap; + src: url(./fonts/99e400330f36ae77c882.woff2) format('woff2'); + unicode-range: U+0370-0377, U+037A-037F, U+0384-038A, U+038C, U+038E-03A1, U+03A3-03FF; +} +/* vietnamese */ +@font-face { + font-family: 'JetBrains Mono'; + font-style: normal; + font-weight: 600; + font-display: swap; + src: url(./fonts/c4064400db3750ce826c.woff2) format('woff2'); + unicode-range: U+0102-0103, U+0110-0111, U+0128-0129, U+0168-0169, U+01A0-01A1, U+01AF-01B0, U+0300-0301, U+0303-0304, U+0308-0309, U+0323, U+0329, U+1EA0-1EF9, U+20AB; +} +/* latin-ext */ +@font-face { + font-family: 'JetBrains Mono'; + font-style: normal; + font-weight: 600; + font-display: swap; + src: url(./fonts/b19c2080652a3c2b1288.woff2) format('woff2'); + unicode-range: U+0100-02BA, U+02BD-02C5, U+02C7-02CC, U+02CE-02D7, U+02DD-02FF, U+0304, U+0308, U+0329, U+1D00-1DBF, U+1E00-1E9F, U+1EF2-1EFF, U+2020, U+20A0-20AB, U+20AD-20C4, U+2113, U+2C60-2C7F, U+A720-A7FF; +} +/* latin */ +@font-face { + font-family: 'JetBrains Mono'; + font-style: normal; + font-weight: 600; + font-display: swap; + src: url(./fonts/cc27b30471250057c5e6.woff2) format('woff2'); + unicode-range: U+0000-00FF, U+0131, U+0152-0153, U+02BB-02BC, U+02C6, U+02DA, U+02DC, U+0304, U+0308, U+0329, U+2000-206F, U+20AC, U+2122, U+2191, U+2193, U+2212, U+2215, U+FEFF, U+FFFD; +} +/* arabic */ +@font-face { + font-family: 'Rubik'; + font-style: normal; + font-weight: 500; + font-display: swap; + src: url(./fonts/90a469f8becd8517007a.woff2) format('woff2'); + unicode-range: U+0600-06FF, U+0750-077F, U+0870-0891, U+0897-08E1, U+08E3-08FF, U+200C-200E, U+2010-2011, U+204F, U+2E41, U+FB50-FDFF, U+FE70-FE74, U+FE76-FEFC, U+102E0-102FB, U+10E60-10E7E, U+10EC2-10EC7, U+10EC9-10EEE, U+10EF0-10EFF, U+1EE00-1EE03, U+1EE05-1EE1F, U+1EE21-1EE22, U+1EE24, U+1EE27, U+1EE29-1EE32, U+1EE34-1EE37, U+1EE39, U+1EE3B, U+1EE42, U+1EE47, U+1EE49, U+1EE4B, U+1EE4D-1EE4F, U+1EE51-1EE52, U+1EE54, U+1EE57, U+1EE59, U+1EE5B, U+1EE5D, U+1EE5F, U+1EE61-1EE62, U+1EE64, U+1EE67-1EE6A, U+1EE6C-1EE72, U+1EE74-1EE77, U+1EE79-1EE7C, U+1EE7E, U+1EE80-1EE89, U+1EE8B-1EE9B, U+1EEA1-1EEA3, U+1EEA5-1EEA9, U+1EEAB-1EEBB, U+1EEF0-1EEF1; +} +/* cyrillic-ext */ +@font-face { + font-family: 'Rubik'; + font-style: normal; + font-weight: 500; + font-display: swap; + src: url(./fonts/23f931dc9e4c044ca281.woff2) format('woff2'); + unicode-range: U+0460-052F, U+1C80-1C8A, U+20B4, U+2DE0-2DFF, U+A640-A69F, U+FE2E-FE2F; +} +/* cyrillic */ +@font-face { + font-family: 'Rubik'; + font-style: normal; + font-weight: 500; + font-display: swap; + src: url(./fonts/0c46fc34202128a8b356.woff2) format('woff2'); + unicode-range: U+0301, U+0400-045F, U+0490-0491, U+04B0-04B1, U+2116; +} +/* hebrew */ +@font-face { + font-family: 'Rubik'; + font-style: normal; + font-weight: 500; + font-display: swap; + src: url(./fonts/04b5819e5fda60389774.woff2) format('woff2'); + unicode-range: U+0307-0308, U+0590-05FF, U+200C-2010, U+20AA, U+25CC, U+FB1D-FB4F; +} +/* latin-ext */ +@font-face { + font-family: 'Rubik'; + font-style: normal; + font-weight: 500; + font-display: swap; + src: url(./fonts/c062627ec16ce1b40510.woff2) format('woff2'); + unicode-range: U+0100-02BA, U+02BD-02C5, U+02C7-02CC, U+02CE-02D7, U+02DD-02FF, U+0304, U+0308, U+0329, U+1D00-1DBF, U+1E00-1E9F, U+1EF2-1EFF, U+2020, U+20A0-20AB, U+20AD-20C4, U+2113, U+2C60-2C7F, U+A720-A7FF; +} +/* latin */ +@font-face { + font-family: 'Rubik'; + font-style: normal; + font-weight: 500; + font-display: swap; + src: url(./fonts/547062430ce141b89109.woff2) format('woff2'); + unicode-range: U+0000-00FF, U+0131, U+0152-0153, U+02BB-02BC, U+02C6, U+02DA, U+02DC, U+0304, U+0308, U+0329, U+2000-206F, U+20AC, U+2122, U+2191, U+2193, U+2212, U+2215, U+FEFF, U+FFFD; +} +/* arabic */ +@font-face { + font-family: 'Rubik'; + font-style: normal; + font-weight: 600; + font-display: swap; + src: url(./fonts/90a469f8becd8517007a.woff2) format('woff2'); + unicode-range: U+0600-06FF, U+0750-077F, U+0870-0891, U+0897-08E1, U+08E3-08FF, U+200C-200E, U+2010-2011, U+204F, U+2E41, U+FB50-FDFF, U+FE70-FE74, U+FE76-FEFC, U+102E0-102FB, U+10E60-10E7E, U+10EC2-10EC7, U+10EC9-10EEE, U+10EF0-10EFF, U+1EE00-1EE03, U+1EE05-1EE1F, U+1EE21-1EE22, U+1EE24, U+1EE27, U+1EE29-1EE32, U+1EE34-1EE37, U+1EE39, U+1EE3B, U+1EE42, U+1EE47, U+1EE49, U+1EE4B, U+1EE4D-1EE4F, U+1EE51-1EE52, U+1EE54, U+1EE57, U+1EE59, U+1EE5B, U+1EE5D, U+1EE5F, U+1EE61-1EE62, U+1EE64, U+1EE67-1EE6A, U+1EE6C-1EE72, U+1EE74-1EE77, U+1EE79-1EE7C, U+1EE7E, U+1EE80-1EE89, U+1EE8B-1EE9B, U+1EEA1-1EEA3, U+1EEA5-1EEA9, U+1EEAB-1EEBB, U+1EEF0-1EEF1; +} +/* cyrillic-ext */ +@font-face { + font-family: 'Rubik'; + font-style: normal; + font-weight: 600; + font-display: swap; + src: url(./fonts/23f931dc9e4c044ca281.woff2) format('woff2'); + unicode-range: U+0460-052F, U+1C80-1C8A, U+20B4, U+2DE0-2DFF, U+A640-A69F, U+FE2E-FE2F; +} +/* cyrillic */ +@font-face { + font-family: 'Rubik'; + font-style: normal; + font-weight: 600; + font-display: swap; + src: url(./fonts/0c46fc34202128a8b356.woff2) format('woff2'); + unicode-range: U+0301, U+0400-045F, U+0490-0491, U+04B0-04B1, U+2116; +} +/* hebrew */ +@font-face { + font-family: 'Rubik'; + font-style: normal; + font-weight: 600; + font-display: swap; + src: url(./fonts/04b5819e5fda60389774.woff2) format('woff2'); + unicode-range: U+0307-0308, U+0590-05FF, U+200C-2010, U+20AA, U+25CC, U+FB1D-FB4F; +} +/* latin-ext */ +@font-face { + font-family: 'Rubik'; + font-style: normal; + font-weight: 600; + font-display: swap; + src: url(./fonts/c062627ec16ce1b40510.woff2) format('woff2'); + unicode-range: U+0100-02BA, U+02BD-02C5, U+02C7-02CC, U+02CE-02D7, U+02DD-02FF, U+0304, U+0308, U+0329, U+1D00-1DBF, U+1E00-1E9F, U+1EF2-1EFF, U+2020, U+20A0-20AB, U+20AD-20C4, U+2113, U+2C60-2C7F, U+A720-A7FF; +} +/* latin */ +@font-face { + font-family: 'Rubik'; + font-style: normal; + font-weight: 600; + font-display: swap; + src: url(./fonts/547062430ce141b89109.woff2) format('woff2'); + unicode-range: U+0000-00FF, U+0131, U+0152-0153, U+02BB-02BC, U+02C6, U+02DA, U+02DC, U+0304, U+0308, U+0329, 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KNP · AltAI · импульсные сети

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Как сеть на «Алтае» узнаёт цифру

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Нарисуйте цифру или выберите тестовую. Ниже видно всё, что с ней происходит: как обычный процессор готовит картинку, как спайки идут через сеть такт за тактом и как из них получается ответ. Расчёт точный и целочисленный, по тем же правилам, что на чипе.

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Тестовая цифра «3», №381
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+ 3 + Последняя версия: Сеть по тактам + верно + ответ ясен с такта 4 из 8 +
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тактов 9входных спайков 142спайков нейронов 42сложений на чипе 19 604
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+ Тестовые цифры MNIST — сеть их не видела при обучении +
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1

До сети: обычный процессор готовит вход

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Сеть училась на цифрах определённого вида, поэтому процессор сначала приводит рисунок к нему: вписывает в квадрат 20×20, ставит центр масс в центр поля 28×28, выпрямляет наклон и уменьшает с усреднением, чтобы края стали серыми. Потом каждый пиксель ярче 32 получает момент своего единственного спайка: чем ярче, тем раньше.

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1. исходная цифра MNIST
2. в квадрат 20×20, центр масс в центр
3. наклон выпрямлен
4. уменьшение с усреднением: вход сети
5. моменты спайков: яркое стреляет на такте 0, тусклое — на 7-м. Всего 142 спайков
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Внутри сети: такт за тактом

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Такт 8, последний. Новых пикселей нет: выходы получают последние спайки скрытого слоя. Выходы получили 1 спайков скрытого слоя с прошлого такта, выстрелили «3». Лидер «3» больше не сменится — ответ ясен уже сейчас.

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784 входа: пиксели, стреляющие сейчас
256 скрытых нейронов (нажмите на любой)
10 выходов: заряд до порога 8 и спайки
0
0
1
0
2
3
4
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спайк на этом тактезаряд нейронапиксель уже выстрелил
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Нейрон №112: что он ищетбирюзовый — вес «+», красный — вес «−»
что дала ему эта картинкасумма весов по закрашенным пикселям: +31

Нейрон №112: 3 спайков за картинку

Скрытый нейрон — это детектор кусочка формы. Бирюзовые пиксели заряжают его, красные — разряжают. Набрал 8 — выстрелил и отправил спайк выходам.

Связи к выходам: 0: −2 · 1: +2 · 3: +4 · 4: −1 · 5: −1 · 6: +2 · 7: +2 · 8: −2 · 9: −2

заряд по тактам: растёт, когда приходят веса; дошёл до порога — спайк (оранжевая точка), и порог вычитается. Красный пунктир — сумма за такт оказалась ниже нуля, и заряд обрезан до 0: хранить минус нейрону не разрешено настройкойпорог 80такт 0такт 8

Больше всего за «3» проголосовали

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3

После сети: ответ и цена

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Процессор считает спайки десяти выходных нейронов. Ответ — цифра, чей нейрон выстрелил больше всех; при равенстве — тот, кто выстрелил раньше.

0
0 сп.
1
0 сп.
2
1 сп.
3
5 сп.
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0 сп.
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0 сп.
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0 сп.
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3 сп.
8
0 сп.
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1 сп.
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Сколько работы у чипа

входных спайков142
спайков нейронов42
сложений «спайк → вес»19 604
обычная сеть 784→256→10, умножений203 264

Каждый входной спайк задевает в среднем ≈139 из 256 скрытых нейронов: у остальных вес 0, и такая связь на чипе не создаётся. Поэтому работы примерно 143 × 139 ≈ 20 тыс. сложений.

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Как эта сеть обучена

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Обучена на обычном компьютере (PyTorch), а не в KNP: на чип загружаются готовые целые веса. 55 000 цифр MNIST, 30 эпох (проходов по всем цифрам), около 17 минут на процессоре без видеокарты.

  1. При обучении сеть считает ровно как чип: 8 тактов, целые веса, порог 8, вычитание порога после спайка, задержка в такт между слоями.
  2. Спайк — это ступенька, у неё нет производной. При расчёте ошибки ступенька подменяется плавной «горкой» (суррогатный градиент), и сеть понимает, куда сдвигать веса.
  3. С 9-й эпохи веса округляются до допустимых на чипе 0, ±1, ±2, ±4, и сеть доучивается уже с ними. Плюс небольшой штраф за лишние спайки.
  4. Половина обучающих цифр перерисована пером постоянной толщины, как мышью, плюс сдвиги и повороты. Поэтому сеть хорошо узнаёт рисунки: 95,9% на перерисованном тесте.
  5. Лучшая эпоха выбрана на 5000 отложенных цифрах отдельным целочисленным симулятором; тест открыт один раз.
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