v0.4.0

New Features

Strategies

• L2P #1302
• DER #1314
• Add Expert Gate #1048
• Supervised Contrastive Replay #1356
• RAR #1424

Metrics

• Matrix acc by #1376
• Cumulative accuracies #1339

Performance Improvements

• long benchmarks are now faster #1464 #1416 #1414 #1383

What's Changed

• Fixed cope plugin by @AlbinSou in #1285
• Add FromScratchTrainingPlugin by @HamedHemati in #1288
• Fixed TensorImage being treated as an unsupported logging type by @BenCrulis in #1293
• Update benchmarks.md by @eltociear in #1294
• replay fix proposition by @AlbinSou in #1287
• Update OnlineObservation and Template Docstrings by @HamedHemati in #1297
• ER-ACE criterion simplification by @AlbinSou in #1313
• L2p by @JuliousHurtado in #1302
• replace lambda functions with pickle compatible equivalent. by @DanielAnthes in #1311
• Allow setting prefetch_factor for multiprocessing by @DanielAnthes in #1320
• Removed cope warning after bug fix by @AndreaCossu in #1321
• Storage patch by @scumatteo in #1334
• Added DER strategy by @AlbinSou in #1314
• Remove higher dependency by @HamedHemati in #1326
• fixed mir unused subsample argument by @AlbinSou in #1341
• Faster checkpointing and simpler API by @AntonioCarta in #1338
• greatly speeed up logging by disabling flushing by @AntonioCarta in #1344
• Refactor CLEAR Benchmark based on the official webpage by @jd730 in #1345
• Fix for Issue #1353 by @HeLehm in #1354
• New Question Answering example. New wrapper for Huggingface Datasets by @MickHardins in #1350
• Update .gitignore by @HamedHemati in #1358
• Typing system overhaul. Improve support for object detection scenarios. by @lrzpellegrini in #1333
• Forward class_id_from_zero_in_each_exp to nc_benchmark in classical benchmarks by @AlbinSou in #1367
• Cumulative accuracies by @AlbinSou in #1339
• Fix issue #1371 by @lrzpellegrini in #1372
• Fix issue #1232. Added unit tests. by @lrzpellegrini in #1375
• Add base elements to support distributed comms. Add supports_distributed plugin flag. by @lrzpellegrini in #1370
• Speed up nc_scenario for larger datasets by @niniack in #1381
• Sample Order in OnlineCLScenario by @HamedHemati in #1385
• remove OnlineSupervisedTemplate by @AlbinSou in #1362
• Add Expert Gate to Avalanche by @niniack in #1048
• Matrix acc by @JuliousHurtado in #1376
• Add a variable to control whether to retain the graph or not in the backward pass by @BenCrulis in #1388
• Faster attributes by @AntonioCarta in #1383
• FIX: Make optimizer now changes optimized_param_id in place by @AlbinSou in #1394
• BugFix OnlineTemplate missing model adaptation call by @AlbinSou in #1396
• Supervised Contrastive Replay implementation. by @AndreaCossu in #1356
• NCM Classifier uses dictionary and can update means by @AndreaCossu in #1405
• Shuffling dataset when updating GEM memory by @AndreaCossu in #1407
• removed drop_last forwarding from make_eval_dataloader by @AlbinSou in #1408
• Minor Fix for EWC by @HamedHemati in #1409
• Replay flattening by @AntonioCarta in #1414
• faster indices for FlatData with lazy operations by @AntonioCarta in #1416
• change to cumulative accuracy by @AlbinSou in #1419
• Added NCM replace dictionary and used in icarl by @AndreaCossu in #1427
• small refactor and cumulative accuracy fix by @AlbinSou in #1426
• Fixed icarl by converting back TrainEvalModel to DynamicModule by @AndreaCossu in #1428
• Streamline data loaders by @lrzpellegrini in #1429
• Fixed issues with 0 length samplers by @lrzpellegrini in #1437
• switch to black formatting by @AntonioCarta in #1398
• Rar merge by @JuliousHurtado in #1424
• add a momentum parameter for the class mean update by @AlbinSou in #1438
• Fix integration with IncrementalClassifier by @JuliousHurtado in #1447
• Fix MER by @AlbinSou in #1446
• turn ncm to dynamic module that adapts with 0 vectors at evaluation by @AlbinSou in #1458
• Various fixes and improvements by @lrzpellegrini in #1463
• Speedup for long benchmarks iteration by @lrzpellegrini in #1464
• Fix setup.py and environment files by @AlbinSou in #1471
• Release fixes by @AntonioCarta in #1473
• Extend unit tests to confirm resolution of #1104 by @lrzpellegrini in #1475

New Contributors

• @eltociear made their first contribution in #1294
• @DanielAnthes made their first contribution in #1311
• @scumatteo made their first contribution in #1334
• @jd730 made their first contribution in #1345
• @HeLehm made their first contribution in #1354
• @MickHardins made their first contribution in #1350

Full Changelog: v0.3.1...v0.4.0