fix(quickadapter): make HPO state causal in backtests (#111)
* fix(quickadapter): make label HPO causal in backtests
* fix(quickadapter): harden causal label HPO bounds, docs and harmonization
- guard empty prediction history and use NaT/order-safe max()/min() when
bounding label HPO OHLCV to the current FreqAI prediction time
- gate strategy label-param loading on freqtrade TRADE_MODES to mirror the
regressor self.live gate
- document the point-in-time study reset (supersedes explicit continuous=false)
and causal warm-start seeding
- make the optuna_hyperopt.enabled README entry terse and add a dedicated
causal label HPO note; unify terminology on current FreqAI prediction time
* docs(quickadapter): drop causal label HPO note from README
* fix(quickadapter): silence benign Optuna study deletion on fresh storage
- treat a missing study on delete as a debug no-op: non-live runs use a
fresh InMemoryStorage and the first live/dry-run optimization per pair
has no persisted study yet, so optuna.delete_study raises KeyError; keep
warning+traceback for genuine deletion failures
- drop redundant point-in-time frame copies: DataProvider.get_pair_dataframe
already returns a caller-owned frame and it is only read downstream
- lower the non-live 'Label HPO skipped' bounds logs to debug (expected
backtest warmup states, consistent with the throttle debug log)
- refine the point-in-time docstring (dk.full_df is the full feature frame)
and note that self.live is unset at __init__
* docs(quickadapter): tighten HPO comments and de-parenthesize README
- make the __init__ trade-mode, non-live point-in-time HPO, and delete_study
KeyError comments more precise and concise without dropping semantics
- reword the delete_study comment to point at the warning branch instead of
the inaccurate 'real failures raise otherwise'
- rephrase the optuna_hyperopt.continuous README entry without a parenthetical
precision, consistent with the surrounding prose
* chore(serena): migrate project config to the language_servers schema
Serena renamed the deprecated `languages` key to `language_servers` and
refreshed the accompanying comments; regenerate the tracked project config
to match.