0.4.0 (2026-06-03) Features add next-event prediction diagnostics to DeepCASE and DeepLog models (1b48275) Add OpenStackDeepLogParser and SpellTemplateParser for OpenStack log processing (2892c72) add optional per-event anomaly labels to TemplateSequence and validate alignment (3820888) add Slurm job wrappers and configuration management (5ca223b) ait-ads: suppress sequence-level metrics in reports and add related tests (a0f6808) anomalog: add preprocessed DeepLog session source (a2aeffc) baselines: run with all ML models (8638cf2) bgl: split CCS 2017 and How Far Are We protocols (51a2e4f) build_templated_dataset: coarse lock over dataset name + cache path (5ab01b5) datasets: add AIT-ADS scenario support (1a7ec8c) deepcase: add cluster-labelling ablations to registry (d451235) deepcase: add event-level prediction metrics, not just sequence (436e154) deepcase: enhance training feedback by reporting progress per epoch (7693743) deepcase: update documentation and tests for zero-query iterations in scoring (c2d0629) deeplog: add HDFS short-session padding variant (e63086e) deeplog: add OpenStack parameter CI approximation (ce38437) deeplog: add OpenStack regression coverage (b2d8470) deeplog: add progress reporting for key model and parameter schema preparation (a631783) deeplog: add short-session padding fidelity mode (e5ada94) deeplog: align BGL 2022 path with Drain3 and CI highlights (834e308) deeplog: carry parameter history across openstack entity windows (d7d4a13) deeplog: disable parameter model by default, correct g default value (fe77e1c) deeplog: emit parameter ci report artifacts (c243b1f) deeplog: left pad by default (c41195d) deeplog: make top-g replay configurable (2b55195) deeplog: merge continuous context series in parameter dataset construction (5967617) deeplog: separate parameter summary from debug trace (3556dca) deeplog: support parameter-only scoring and registry updates (ea44148) deeplog: surface OpenStack Figure 9 metadata in parameter reports (945ae45) dependencies: add spellpy as a git dependency and update related markers (b0d079c) detectors: implement BatchExperimentDetector for bulk scoring and enhance evaluation logic (b1f0ff8) docs: add reference documentation for experiments package (80e20ae) Enhance continuous context handling in DeepLog (e464816) enhance materialization to handle stale Prefect cache paths and update related tests (9feaa97) entity_chronological: add AIT-ADS entity-chronological dataset and update related configurations (dcd771a) experiment_logger: enhance logging with concrete run names (413f52a) experiment_runner: add --write-predictions option to persist predictions.jsonl (ef06f46) experiment_runner: enhance failure handling to log bundle failures without stopping execution (a9a97e4) experiments: add DeepLog and DeepCASE detectors (7b3745e) experiments: add event-level baseline reporting (8cf2c13) experiments: add HDFS Table-IV compatibility suite (488bf5e) experiments: add Prefect telemetry configuration to Slurm wrapper (cd70adb) experiments: allow for multi-process model sweeps (46e0a05) experiments: commit registry-backed experiment overhaul (af97052) experiments: enhance error handling in submit_experiments for sbatch failures (c0d6e9b) experiments: lazy load models for optional extra dependencies (a58e50c) experiments: make data/cache root configurable for slurm jobs (caf620e) experiments: publish scoped metric blocks in run outputs (1fcae3d) experiments: separate run_groups to execute (5759e81) experiments: share progress totals and logging (f0019a6) experiments: streamline run metric metadata (c8ce126) experiments: submit Slurm arrays in one job (18bd438) group missing suite reruns by experiment (0133d2e) markov: introduce markov baseline (d53a315) metadata: record DeepCASE version in environment metadata (0250d97) models: add SingleFitMixin for single fit state management in detectors (9f4247b) models: support bounded train progress hints (2b24a2a) modify train/test fractions in tandem (28a21f0) naive_bayes: add type annotations and improve docstrings (b611c63) openstack: make the Figure 9 anomaly slice explicit (2ca83e0) parquet: implement chronological entity grouping and persist entity chronology index (28d7f48) parsers: add context manager for spellpy logging and update tests (16a01f5) parsers: implement lightweight mode for SpellTemplateParser and add corresponding test (47869ca) parsing: add thunderbird parser and timing logs (f750391) registry: add HDFS DeepLog Drain3 ablations (0be1600) run_suite: add check for missing concrete runs and update tests (6b5e28e) run_suite: enhance output handling for missing runs and update rerun command format (d824176) sequences: infer split labels from preprocessed entity prefixes (c276b7c) set paper-faithful deepcase iterations, expose next event prediction metrics (0131ccf) slurm: add initial sbatch experiment scripts (a2aa3ba) slurm: enhance job scripts to dynamically set repository root and cache directory (674f476) slurm: simplify REPO_ROOT assignment in Slurm scripts and tests (26b0f0d) slurm: update wrap script to export EXPERIMENT_NAME for nested commands (d82fa79) slurm: update wrap script to use loop for experiment indexing (f038698) slurm: update wrap script to use set -- for experiment indexing (9b84a8d) sources: add preprocessed and thunderbird tests (c80f5be) sources: add tar.gz support (4964c07) template_frequency: clarify documentation on threshold calibration and update label checks (ff609ea) tests: add fixtures to mirror Prefect API URL in subprocess environments (71c1c23) tests: add test for entity counting using grouped rows in ParquetStructuredSink (236ea9e) tests: add test for parquet dataset schema exposing timestamp and partition fields (bbbc128) tests: add unit tests for DeepLog preprocessed dataset source helpers (60f9be6) tests: update wrap script assertions to reflect changes in error handling (1f55820) thunderbird: add entity-grouped DeepCASE extension and update registry (d3c2561) thunderbird: consolidate registry entries (3336713) thunderbird: enhance parser to handle message tails and update entity ID extraction (a684bdf) thunderbird: normalise benchmark slice input (0d96003) torch_runtime: add shared helpers for managing torch device and seed (b7c0485) update experiment configurations to use chronological datasets and remove obsolete files (0c34300) update metrics structure to use canonical metric blocks and remove legacy fields (7256c05) Bug Fixes accept all-normal inline-labelled structured datasets (dde55eb) ait-ads: split by chronology before entity grouping (7268f8a) align BGL 10% DeepLog with normal-entry split (bc349b3) align Thunderbird fixed-window contract (75bffbe) bump deepcase commit version for batching fix (1043917) cache: enhance result storage handling and cache policy configuration (5025ef5) cache: stop cached materialisation results pointing to stale per-run paths (fbac953) deepcase: align HDFS compat split with entity grouping (9030c01) deepcase: align query defaults with paper (3f5a000) deepcase: align workload reduction with paper semantics (9b6b520) deepcase: cache training chunks and separate query budget (913bd90) deepcase: chunk adapter batches to bound memory (1a07946) deepcase: don't treat abstained scores as anomalous (0b99151) deepcase: exclude evaluation_event_mask events from score (c736cd8) deepcase: optimise template access and label resolution in training batch (9155033) deepcase: preserve optimiser state in chunked training (0e27c5f) deepcase: reduce fit-time memory pressure (08352da) deepcase: use finer grained anomaly labels where available (03741f0) deeplog: evaluator no longer repeatedly charging warm-up penalty (8d9b32f) deeplog: harden OpenStack Figure 9 parameter CI (7aa7bae) deeplog: keep compatibility variant on deeplog_default (95df577) deeplog: microbatch key-model training (6a391c2) deeplog: next-event predictions over all logs, not just latest one (c20858e) deeplog: remove g=11 from default replay cutoffs (742bb69) deeplog: remove short-session padding fallback (bf94416) deeplog: stream Spell input during training (7f740a0) deeplog: use increased epochs/batch size for hdfs pre-processed (d137477) dependencies: add diff-cover to dev dependency group (66f41b4) don't consume log sequences between different models (7a53d32) drop incompatible baselines from paper configs (f020967) drop obsolete spellpy persist_state argument (e536a43) evaluator no longer treats every DeepCASE outcome as abstained (9e8a1ef) experiments: apply deepcase model-set overrides (64f0f12) experiments: correct supervised entity split fractions (0e27773) experiments: invalidate dataset cache on force reruns (826abfb) experiments: raise Prefect startup timeout for dataset builds (e38d2e5) hdfs_v1: add support for non-integer csv anomaly labels (7a2f4df) keep test set the same across different train splits (d27fc42) make OpenStack DeepLog preprocessing paper-faithful (6c37d8d) markov: accept mixed BGL training chunks (823c94f) markov: remove quadratic calibration scan (7638d2b) openstack-deeplog: normalise volatile session tokens (958e522) openstack: group by instance id (c9b75c7) paper-faithful split contract changes (da2d6c5) parquet-sink: rebuild missing structured cache directories (19557ca) parquet: sort rows within each entity by line order for accurate grouping (24e4253) parquet: stale parquet cache making entity scan look empty (4c85634) parquet: validate cached parquet fragments before reuse (409d915) parsers: fix openstack dropping traceback/error continuation rows (6407caf) parsers: simplify SpellTemplateParser after spellpy fix (f383178) record file-boundary split provenance in manifests (56a2c47) recover stale Prefect cache paths (b01eae2) repair chronological stream and audit typing (4d7f94b) resolve paths in ExperimentBundle for consistent path handling (029fe01) ruff: update external linting rules to include only "DOC" (f68660f) run_bundle: improve error handling for existing result paths (0a283de) spell: collapse back to direct spellpy parsing (3b55bbf) template: clear stale spell cache before retraining (f142c57) tests: keep deeplog/case runners independent of dataset.toml (f003c94) thunderbird: invalidate template cache by raw slice (33afd82) thunderbird: skip empty Thunderbird message rows (a225a79) Performance Improvements cache registry bundle decoding (fce28e2) deeplog: speed up Thunderbird key training (3272761) Documentation anomalog: apply strict pydoclint across modules (8429e76) deeplog: audit templates (82eede4) deeplog: document duplicate-session findings in HDFS preprocessed test files (74b389a) experiments: document caching and reruns (5240b0d) experiments: document DeepLog and DeepCASE support (8b5bda5) experiments: pydoclint docstrings (8c082df) experiments: refresh Slurm registry examples (3b73ca0) experiments: satisfy pydoclint for Slurm backend (d594306) tests: apply strict pydoclint (0978c04) thunderbird: note cache-key fix and template contract (541ecc7) thunderbird: record parser skips and DeepLog comparison (c75c635) thunderbird: refresh reproduction notes and config (a3f3172) tighten docstrings for pydoclint (85db1be)