From c091426c442974d80e32ba1066fe57fc2871ca1a Mon Sep 17 00:00:00 2001
From: Matthias <xmatthias@outlook.com>
Date: Tue, 4 Nov 2025 06:54:42 +0100
Subject: [PATCH] feat: improve Auto-space detection logic

---
 freqtrade/strategy/hyper.py      | 26 ++++++++++++++------------
 tests/strategy/test_interface.py |  9 ++++++++-
 2 files changed, 22 insertions(+), 13 deletions(-)

diff --git a/freqtrade/strategy/hyper.py b/freqtrade/strategy/hyper.py
index 5bf1c49a2..847aac102 100644
--- a/freqtrade/strategy/hyper.py
+++ b/freqtrade/strategy/hyper.py
@@ -174,21 +174,23 @@ def detect_all_parameters(
         attr = getattr(obj, attr_name)
         if not issubclass(attr.__class__, BaseParameter):
             continue
-        category = attr.category
-        if attr.category is None:
-            # Category auto detection
-            for category in auto_categories:
-                if category == attr.category or (
-                    attr_name.startswith(category + "_") and attr.category is None
-                ):
-                    attr.category = category
-        if attr.category is None or (
-            attr_name.startswith(category + "_")
+        auto_category: str | None = None
+        # Category auto detection
+        for category in auto_categories:
+            if attr_name.startswith(category + "_"):
+                auto_category = category
+                break
+        if auto_category is None and attr.category is None:
+            raise OperationalException(f"Cannot determine parameter space for {attr_name}.")
+        if auto_category is not None and attr.category is None:
+            attr.category = auto_category
+        if (
+            auto_category is not None
             and attr.category is not None
-            and attr.category != category
+            and auto_category != attr.category
         ):
             raise OperationalException(
-                f"Inconclusive parameter name {attr_name}, space: {attr.category}."
+                f"Conflicting parameter space for {attr_name}: {auto_category} vs {attr.category}."
             )
         attr.name = attr_name
         result[attr.category][attr_name] = attr
diff --git a/tests/strategy/test_interface.py b/tests/strategy/test_interface.py
index a8e32ca54..324617869 100644
--- a/tests/strategy/test_interface.py
+++ b/tests/strategy/test_interface.py
@@ -951,7 +951,14 @@ def test_auto_hyperopt_interface(default_conf):
 
     strategy.__class__.sell_rsi = IntParameter([0, 10], default=5, space="buy")
 
-    with pytest.raises(OperationalException, match=r"Inconclusive parameter.*"):
+    with pytest.raises(OperationalException, match=r"Conflicting parameter space.*"):
+        detect_all_parameters(strategy.__class__)
+
+    strategy.__class__.exit22_rsi = IntParameter([0, 10], default=5)
+
+    with pytest.raises(
+        OperationalException, match=r"Cannot determine parameter space for exit22_rsi\."
+    ):
         detect_all_parameters(strategy.__class__)