What's Changed docs(readme): add 2 papers - TrafficBM, Decision-Making by @Zeyi-Lin in https://github.com/SwanHubX/SwanLab/pull/1463 feat: add delete methods to public API for runs and projects by @Zeyi-Lin in https://github.com/SwanHubX/SwanLab/pull/1464 refactor: next setup by @SAKURA-CAT in https://github.com/SwanHubX/SwanLab/pull/1467 docs(readme): tree grpo by @Zeyi-Lin in https://github.com/SwanHubX/SwanLab/pull/1465 refactor SDK API, add cmd entrypoints and context by @SAKURA-CAT in https://github.com/SwanHubX/SwanLab/pull/1470 CI: add Python PR workflow and Makefile targets by @SAKURA-CAT in https://github.com/SwanHubX/SwanLab/pull/1471 feat: add API key helpers, settings, console and tests by @SAKURA-CAT in https://github.com/SwanHubX/SwanLab/pull/1472 Feat/client by @SAKURA-CAT in https://github.com/SwanHubX/SwanLab/pull/1474 Feat/login by @SAKURA-CAT in https://github.com/SwanHubX/SwanLab/pull/1477 feat: add internal diagnostic log & console/file logging by @SAKURA-CAT in https://github.com/SwanHubX/SwanLab/pull/1479 feat: move sdk.pkg to sdk.utils and add experiment utils by @SAKURA-CAT in https://github.com/SwanHubX/SwanLab/pull/1480 feat: add vendor lazy-loader, storage settings by @SAKURA-CAT in https://github.com/SwanHubX/SwanLab/pull/1482 Feat/init by @SAKURA-CAT in https://github.com/SwanHubX/SwanLab/pull/1483 Feat/callbacker by @SAKURA-CAT in https://github.com/SwanHubX/SwanLab/pull/1484 Feat/webhook by @SAKURA-CAT in https://github.com/SwanHubX/SwanLab/pull/1485 Feat/data by @SAKURA-CAT in https://github.com/SwanHubX/SwanLab/pull/1486 fix: add generated proto pyi stubs and fix imports by @SAKURA-CAT in https://github.com/SwanHubX/SwanLab/pull/1487 Feat/data context by @SAKURA-CAT in https://github.com/SwanHubX/SwanLab/pull/1488 feat: move vendor package to swanlab/vendor by @SAKURA-CAT in https://github.com/SwanHubX/SwanLab/pull/1489 Feat/data by @SAKURA-CAT in https://github.com/SwanHubX/SwanLab/pull/1490 Feat/log by @SAKURA-CAT in https://github.com/SwanHubX/SwanLab/pull/1492 Feat/callbacker by @SAKURA-CAT in https://github.com/SwanHubX/SwanLab/pull/1494 Feat/finish by @SAKURA-CAT in https://github.com/SwanHubX/SwanLab/pull/1495 Test/unit by @SAKURA-CAT in https://github.com/SwanHubX/SwanLab/pull/1496 feat: add console.trace and switch session logging by @SAKURA-CAT in https://github.com/SwanHubX/SwanLab/pull/1497 Feat/config by @SAKURA-CAT in https://github.com/SwanHubX/SwanLab/pull/1498 Feat/docs by @SAKURA-CAT in https://github.com/SwanHubX/SwanLab/pull/1499 Refactor/media by @SAKURA-CAT in https://github.com/SwanHubX/SwanLab/pull/1500 Feat/media by @SAKURA-CAT in https://github.com/SwanHubX/SwanLab/pull/1501 Feat/media by @SAKURA-CAT in https://github.com/SwanHubX/SwanLab/pull/1502 fix: add SIGINT signal handler for reliable Ctrl+C experiment abort by @hhe48203-ctrl in https://github.com/SwanHubX/SwanLab/pull/1504 Fix/finish by @SAKURA-CAT in https://github.com/SwanHubX/SwanLab/pull/1505 Feat/run by @SAKURA-CAT in https://github.com/SwanHubX/SwanLab/pull/1506 docs(readme): v0.7.12 by @Zeyi-Lin in https://github.com/SwanHubX/SwanLab/pull/1513 docs(readme): pin baseline by @Zeyi-Lin in https://github.com/SwanHubX/SwanLab/pull/1519 chore: rename SwanLabCallback to Callback by @SAKURA-CAT in https://github.com/SwanHubX/SwanLab/pull/1525 Chore/settings by @SAKURA-CAT in https://github.com/SwanHubX/SwanLab/pull/1526 feat/uploader thread split by @Nexisato in https://github.com/SwanHubX/SwanLab/pull/1523 Feat/system by @SAKURA-CAT in https://github.com/SwanHubX/SwanLab/pull/1527 feat: collect system metadata and requirements on start by @SAKURA-CAT in https://github.com/SwanHubX/SwanLab/pull/1528 Feat/monitor by @SAKURA-CAT in https://github.com/SwanHubX/SwanLab/pull/1537 feat: detect and handle forked child processes in Run by @SAKURA-CAT in https://github.com/SwanHubX/SwanLab/pull/1538 feat: add AsyncTaskManager and async_log type/stub by @SAKURA-CAT in https://github.com/SwanHubX/SwanLab/pull/1539 Feat/fmt error by @SAKURA-CAT in https://github.com/SwanHubX/SwanLab/pull/1540 Chore/some misc by @SAKURA-CAT in https://github.com/SwanHubX/SwanLab/pull/1541 feat: add cli skeleton by @Nexisato in https://github.com/SwanHubX/SwanLab/pull/1530 fix: relogin judgement by @Nexisato in https://github.com/SwanHubX/SwanLab/pull/1542 Feat/disabled by @SAKURA-CAT in https://github.com/SwanHubX/SwanLab/pull/1545 feat: project-level login isolation (--local flag) by @SAKURA-CAT in https://github.com/SwanHubX/SwanLab/pull/1546 refactor/core by @SAKURA-CAT in https://github.com/SwanHubX/SwanLab/pull/1549 feat: refactor transporter by @Nexisato in https://github.com/SwanHubX/SwanLab/pull/1548 refactor: Core 协议重构与 init 流程统一 by @SAKURA-CAT in https://github.com/SwanHubX/SwanLab/pull/1552 feat: add retry limit for creating unique run dir by @SAKURA-CAT in https://github.com/SwanHubX/SwanLab/pull/1553 refactor: CoreProtocol mode dispatch and CorePython lifecycle by @SAKURA-CAT in https://github.com/SwanHubX/SwanLab/pull/1555 chore: console log lifecycle refactor and test improvements by @SAKURA-CAT in https://github.com/SwanHubX/SwanLab/pull/1556 refactor: add pkg.fork module and refactor fork handling by @SAKURA-CAT in https://github.com/SwanHubX/SwanLab/pull/1557 Feat/terminal proxy by @SAKURA-CAT in https://github.com/SwanHubX/SwanLab/pull/1560 feat/core python api by @Nexisato in https://github.com/SwanHubX/SwanLab/pull/1561 Feat/probe by @SAKURA-CAT in https://github.com/SwanHubX/SwanLab/pull/1563 fix: remove incorrect Python 3.8 classifier inconsistent with requires-python>=3.9 by @kuishou68 in https://github.com/SwanHubX/SwanLab/pull/1566 Fix/transport by @SAKURA-CAT in https://github.com/SwanHubX/SwanLab/pull/1567 Feat/upload by @SAKURA-CAT in https://github.com/SwanHubX/SwanLab/pull/1568 Feat/upload console by @SAKURA-CAT in https://github.com/SwanHubX/SwanLab/pull/1570 feat: add SwanLab environment probe and integration by @SAKURA-CAT in https://github.com/SwanHubX/SwanLab/pull/1572 Refactor/metrics proto by @SAKURA-CAT in https://github.com/SwanHubX/SwanLab/pull/1573 feat: send stderr console on failed runs; add stream map by @SAKURA-CAT in https://github.com/SwanHubX/SwanLab/pull/1574 refactor: rename ColumnType FLOAT→SCALAR, add ChartType & upload DTOs by @SAKURA-CAT in https://github.com/SwanHubX/SwanLab/pull/1575 feat: refactor uploads, add column encoding & retry logging with test mocks by @SAKURA-CAT in https://github.com/SwanHubX/SwanLab/pull/1577 feat: openapi refactor by @Nexisato in https://github.com/SwanHubX/SwanLab/pull/1562 feat: add run greeting/farewell, run path & URL by @SAKURA-CAT in https://github.com/SwanHubX/SwanLab/pull/1579 Rename 'cloud' mode to 'online' across codebase by @SAKURA-CAT in https://github.com/SwanHubX/SwanLab/pull/1580 feat: return experiment name in StartResponse by @SAKURA-CAT in https://github.com/SwanHubX/SwanLab/pull/1581 fix: replace ValueError with AuthenticationError in login by @SAKURA-CAT in https://github.com/SwanHubX/SwanLab/pull/1583 Feat/cli-helper by @neyuki778 in https://github.com/SwanHubX/SwanLab/pull/1578 feat: enforce media size/length limits in RecordBuilder by @SAKURA-CAT in https://github.com/SwanHubX/SwanLab/pull/1585 feat: add swanlab skill by @Nexisato in https://github.com/SwanHubX/SwanLab/pull/1584 feat: add ECharts transform and sklearn ML metric charts by @SAKURA-CAT in https://github.com/SwanHubX/SwanLab/pull/1586 fix: python -m swanlab CLI entrypoint by @neyuki778 in https://github.com/SwanHubX/SwanLab/pull/1587 feat: add Object3D and Molecule media transforms by @SAKURA-CAT in https://github.com/SwanHubX/SwanLab/pull/1588 Add plot transform and deprecated wrappers by @SAKURA-CAT in https://github.com/SwanHubX/SwanLab/pull/1589 feat: add swanlab.merge_callbacks API and callbacker tests by @SAKURA-CAT in https://github.com/SwanHubX/SwanLab/pull/1591 Refactor CLI auth: move logic to cmd utils & pkg by @SAKURA-CAT in https://github.com/SwanHubX/SwanLab/pull/1593 feat: add step deduplication for metrics and rename check_if_logged by @SAKURA-CAT in https://github.com/SwanHubX/SwanLab/pull/1595 feat/integrations by @Nexisato in https://github.com/SwanHubX/SwanLab/pull/1601 feat: resume by @SAKURA-CAT in https://github.com/SwanHubX/SwanLab/pull/1597 feat/plugin by @Nexisato in https://github.com/SwanHubX/SwanLab/pull/1598 feat: add build_resume_column and use in resume by @SAKURA-CAT in https://github.com/SwanHubX/SwanLab/pull/1602 Fix/section name by @neyuki778 in https://github.com/SwanHubX/SwanLab/pull/1599 feat: add Heartbeat support to CorePython by @SAKURA-CAT in https://github.com/SwanHubX/SwanLab/pull/1604 chore: move record builder into core_python.pkg by @SAKURA-CAT in https://github.com/SwanHubX/SwanLab/pull/1605 feat: add system monitor builder and init global step by @SAKURA-CAT in https://github.com/SwanHubX/SwanLab/pull/1606 fix: update fancy-pypi-readme substitutions by @SAKURA-CAT in https://github.com/SwanHubX/SwanLab/pull/1607 feat/save by @Nexisato in https://github.com/SwanHubX/SwanLab/pull/1590 feat: update integrations by @Nexisato in https://github.com/SwanHubX/SwanLab/pull/1608 refactor: consolidate environment and monitor settings into probe by @SAKURA-CAT in https://github.com/SwanHubX/SwanLab/pull/1611 refactor: rename logdir to log_dir with backward compatibility by @SAKURA-CAT in https://github.com/SwanHubX/SwanLab/pull/1612 fix: normalize CLI options to use hyphens by @SAKURA-CAT in https://github.com/SwanHubX/SwanLab/pull/1614 refactor: rename proto packages and terminal/console concepts by @SAKURA-CAT in https://github.com/SwanHubX/SwanLab/pull/1615 refactor: define number in core_settings by @Nexisato in https://github.com/SwanHubX/SwanLab/pull/1609 refactor(core): introduce CoreContext, settings proto fields and new gRPC APIs by @SAKURA-CAT in https://github.com/SwanHubX/SwanLab/pull/1617 feat/integration last by @Nexisato in https://github.com/SwanHubX/SwanLab/pull/1616 feat: add PyPI publish workflow by @SAKURA-CAT in https://github.com/SwanHubX/SwanLab/pull/1621 fix: update protobuf requirement to >=6.31.1 by @SAKURA-CAT in https://github.com/SwanHubX/SwanLab/pull/1622 Fix/save batch split by @neyuki778 in https://github.com/SwanHubX/SwanLab/pull/1623 feat/converter by @Nexisato in https://github.com/SwanHubX/SwanLab/pull/1620 chore: misc improvements to greeting, experiment names and login output by @SAKURA-CAT in https://github.com/SwanHubX/SwanLab/pull/1625 feat: add mode CLI and hierarchical config sources by @SAKURA-CAT in https://github.com/SwanHubX/SwanLab/pull/1626 New Contributors @hhe48203-ctrl made their first contribution in https://github.com/SwanHubX/SwanLab/pull/1504 @kuishou68 made their first contribution in https://github.com/SwanHubX/SwanLab/pull/1566 @neyuki778 made their first contribution in https://github.com/SwanHubX/SwanLab/pull/1578 Full Changelog: https://github.com/SwanHubX/SwanLab/compare/v0.7.10...v0.8.0rc2