docs(quickadapter): add constant_liar handling to TPE sampler description

Signed-off-by: Jérôme Benoit <jerome.benoit@piment-noir.org>

diff --git a/README.md b/README.md
index 20560ad9911e2aabc025f21b925c381b8ed7d46b..575f20db7ea251dab7c9210126d7cbf6952117a5 100644 (file)
--- a/README.md
+++ b/README.md
@@ -107,7 +107,7 @@ docker compose up -d --build
 | freqai.predictions_extrema.keep_extrema_fraction               | 1.0                           | float (0,1]                                                                                                                                  | Fraction of extrema used for thresholds. `1.0` uses all, lower values keep only most significant. Applies to `rank_extrema` and `rank_peaks`; ignored for `partition`. (Deprecated alias: `freqai.predictions_extrema.extrema_fraction`)                                                                                                                                                                                                                                             |
 | _Optuna / HPO_                                                 |                               |                                                                                                                                              |                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      |
 | freqai.optuna_hyperopt.enabled                                 | false                         | bool                                                                                                                                         | Enables HPO.                                                                                                                                                                                                                                                                                                                                                                                                                                                                         |
-| freqai.optuna_hyperopt.sampler                                 | `tpe`                         | enum {`tpe`,`auto`}                                                                                                                          | HPO sampler algorithm for `hp` namespace. `tpe` uses [TPESampler](https://optuna.readthedocs.io/en/stable/reference/samplers/generated/optuna.samplers.TPESampler.html) with multivariate and group, `auto` uses [AutoSampler](https://hub.optuna.org/samplers/auto_sampler).                                                                                                                                                                                                        |
+| freqai.optuna_hyperopt.sampler                                 | `tpe`                         | enum {`tpe`,`auto`}                                                                                                                          | HPO sampler algorithm for `hp` namespace. `tpe` uses [TPESampler](https://optuna.readthedocs.io/en/stable/reference/samplers/generated/optuna.samplers.TPESampler.html) with multivariate, group, and constant_liar (when multiple workers), `auto` uses [AutoSampler](https://hub.optuna.org/samplers/auto_sampler).                                                                                                                                                                |
 | freqai.optuna_hyperopt.label_sampler                           | `auto`                        | enum {`auto`,`tpe`,`nsgaii`,`nsgaiii`}                                                                                                       | HPO sampler algorithm for multi-objective `label` namespace. `nsgaii` uses [NSGAIISampler](https://optuna.readthedocs.io/en/stable/reference/samplers/generated/optuna.samplers.NSGAIISampler.html), `nsgaiii` uses [NSGAIIISampler](https://optuna.readthedocs.io/en/stable/reference/samplers/generated/optuna.samplers.NSGAIIISampler.html).                                                                                                                                      |
 | freqai.optuna_hyperopt.storage                                 | `file`                        | enum {`file`,`sqlite`}                                                                                                                       | HPO storage backend.                                                                                                                                                                                                                                                                                                                                                                                                                                                                 |
 | freqai.optuna_hyperopt.continuous                              | true                          | bool                                                                                                                                         | Continuous HPO.                                                                                                                                                                                                                                                                                                                                                                                                                                                                      |