fix(reforcexy): validate optional prediction statistics window

diff --git a/ReforceXY/.basedpyright/diagnostics.json b/ReforceXY/.basedpyright/diagnostics.json
index cd4f3ff97d0ab3351794711c95992c45c56bb879..bd7f0af82197849026197231d14a8dd2f92ce323 100644 (file)
--- a/ReforceXY/.basedpyright/diagnostics.json
+++ b/ReforceXY/.basedpyright/diagnostics.json
@@ -543,983 +543,983 @@
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       "file": "ReforceXY/user_data/freqaimodels/ReforceXY.py",
       "message": "Argument of type \"Any | None\" cannot be assigned to parameter \"x\" of type \"ConvertibleToFloat\" in function \"__new__\"\n  Type \"Any | None\" is not assignable to type \"ConvertibleToFloat\"\n    Type \"None\" is not assignable to type \"ConvertibleToFloat\"\n      \"None\" is not assignable to \"str\"\n      \"None\" is incompatible with protocol \"Buffer\"\n        \"__buffer__\" is not present\n      \"None\" is incompatible with protocol \"SupportsFloat\"\n        \"__float__\" is not present\n      \"None\" is incompatible with protocol \"SupportsIndex\"\n  ...",
       "rule": "reportArgumentType",
       "severity": "error",
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       "file": "ReforceXY/user_data/freqaimodels/ReforceXY.py",
       "message": "Argument of type \"Any | None\" cannot be assigned to parameter \"x\" of type \"ConvertibleToFloat\" in function \"__new__\"\n  Type \"Any | None\" is not assignable to type \"ConvertibleToFloat\"\n    Type \"None\" is not assignable to type \"ConvertibleToFloat\"\n      \"None\" is not assignable to \"str\"\n      \"None\" is incompatible with protocol \"Buffer\"\n        \"__buffer__\" is not present\n      \"None\" is incompatible with protocol \"SupportsFloat\"\n        \"__float__\" is not present\n      \"None\" is incompatible with protocol \"SupportsIndex\"",
       "rule": "reportArgumentType",
       "severity": "error",
       "startCharacter": 30,
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       "file": "ReforceXY/user_data/freqaimodels/ReforceXY.py",
       "message": "Argument of type \"Any | None\" cannot be assigned to parameter \"x\" of type \"ConvertibleToFloat\" in function \"__new__\"\n  Type \"Any | None\" is not assignable to type \"ConvertibleToFloat\"\n    Type \"None\" is not assignable to type \"ConvertibleToFloat\"\n      \"None\" is not assignable to \"str\"\n      \"None\" is incompatible with protocol \"Buffer\"\n        \"__buffer__\" is not present\n      \"None\" is incompatible with protocol \"SupportsFloat\"\n        \"__float__\" is not present\n      \"None\" is incompatible with protocol \"SupportsIndex\"\n  ...",
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       "severity": "error",
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       "file": "ReforceXY/user_data/freqaimodels/ReforceXY.py",
       "message": "Cannot assign to attribute \"train_env\" for class \"ReforceXY*\"\n  Expression of type \"VecEnv\" cannot be assigned to attribute \"train_env\" of class \"ReforceXY\"\n    Type \"VecEnv\" is not assignable to type \"VecMonitor | SubprocVecEnv | Env[Unknown, Unknown]\"\n      \"VecEnv\" is not assignable to \"VecMonitor\"\n      \"VecEnv\" is not assignable to \"SubprocVecEnv\"\n      \"VecEnv\" is not assignable to \"Env[Unknown, Unknown]\"",
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       "severity": "error",
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       "file": "ReforceXY/user_data/freqaimodels/ReforceXY.py",
       "message": "Cannot assign to attribute \"eval_env\" for class \"ReforceXY*\"\n  Expression of type \"VecEnv\" cannot be assigned to attribute \"eval_env\" of class \"ReforceXY\"\n    Type \"VecEnv\" is not assignable to type \"VecMonitor | SubprocVecEnv | Env[Unknown, Unknown]\"\n      \"VecEnv\" is not assignable to \"VecMonitor\"\n      \"VecEnv\" is not assignable to \"SubprocVecEnv\"\n      \"VecEnv\" is not assignable to \"Env[Unknown, Unknown]\"",
       "rule": "reportAttributeAccessIssue",
       "severity": "error",
       "startCharacter": 29,
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       "file": "ReforceXY/user_data/freqaimodels/ReforceXY.py",
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       "file": "ReforceXY/user_data/freqaimodels/ReforceXY.py",
       "message": "Argument of type \"Any | None\" cannot be assigned to parameter \"timeframe\" of type \"str\" in function \"steps_to_days\"\n  Type \"Any | None\" is not assignable to type \"str\"\n    \"None\" is not assignable to \"str\"",
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       "file": "ReforceXY/user_data/freqaimodels/ReforceXY.py",
       "message": "Argument of type \"Any | None\" cannot be assigned to parameter \"timeframe\" of type \"str\" in function \"steps_to_days\"\n  Type \"Any | None\" is not assignable to type \"str\"\n    \"None\" is not assignable to \"str\"",
       "rule": "reportArgumentType",
       "severity": "error",
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       "file": "ReforceXY/user_data/freqaimodels/ReforceXY.py",
       "message": "Argument of type \"Any | None\" cannot be assigned to parameter \"timeframe\" of type \"str\" in function \"steps_to_days\"\n  Type \"Any | None\" is not assignable to type \"str\"\n    \"None\" is not assignable to \"str\"",
       "rule": "reportArgumentType",
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       "file": "ReforceXY/user_data/freqaimodels/ReforceXY.py",
       "message": "Argument of type \"Any | None\" cannot be assigned to parameter \"timeframe\" of type \"str\" in function \"steps_to_days\"\n  Type \"Any | None\" is not assignable to type \"str\"\n    \"None\" is not assignable to \"str\"",
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       "file": "ReforceXY/user_data/freqaimodels/ReforceXY.py",
       "message": "Argument of type \"VecMonitor | SubprocVecEnv | Env[Unknown, Unknown]\" cannot be assigned to parameter \"eval_env\" of type \"BaseEnvironment\" in function \"get_callbacks\"\n  Type \"VecMonitor | SubprocVecEnv | Env[Unknown, Unknown]\" is not assignable to type \"BaseEnvironment\"\n    \"SubprocVecEnv\" is not assignable to \"BaseEnvironment\"",
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       "file": "ReforceXY/user_data/freqaimodels/ReforceXY.py",
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       "rule": "reportArgumentType",
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       "file": "ReforceXY/user_data/freqaimodels/ReforceXY.py",
       "message": "\"best_trial_params\" is possibly unbound",
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       "file": "ReforceXY/user_data/freqaimodels/ReforceXY.py",
       "message": "Parameter declaration \"seed\" is obscured by a declaration of the same name",
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       "file": "ReforceXY/user_data/freqaimodels/ReforceXY.py",
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       "file": "ReforceXY/user_data/freqaimodels/ReforceXY.py",
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       "file": "ReforceXY/user_data/freqaimodels/ReforceXY.py",
       "message": "Argument of type \"list[() -> BaseEnvironment]\" cannot be assigned to parameter \"env_fns\" of type \"list[() -> Env[Unknown, Unknown]]\" in function \"__init__\"\n  \"list[() -> BaseEnvironment]\" is not assignable to \"list[() -> Env[Unknown, Unknown]]\"\n    Type parameter \"_T@list\" is invariant, but \"() -> BaseEnvironment\" is not the same as \"() -> Env[Unknown, Unknown]\"\n    Consider switching from \"list\" to \"Sequence\" which is covariant",
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       "file": "ReforceXY/user_data/freqaimodels/ReforceXY.py",
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       "file": "ReforceXY/user_data/freqaimodels/ReforceXY.py",
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       "file": "ReforceXY/user_data/freqaimodels/ReforceXY.py",
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       "file": "ReforceXY/user_data/freqaimodels/ReforceXY.py",
       "message": "Operator \"*\" not supported for \"None\"",
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     {
       "endCharacter": 44,
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       "file": "ReforceXY/user_data/freqaimodels/ReforceXY.py",
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       "file": "ReforceXY/user_data/freqaimodels/ReforceXY.py",
       "message": "Operator \"*\" not supported for types \"Any | None\" and \"Any | int | None\"\n  Operator \"*\" not supported for types \"None\" and \"None\"\n  Operator \"*\" not supported for types \"None\" and \"int\"",
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+      "startLine": 2150
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       "file": "ReforceXY/user_data/freqaimodels/ReforceXY.py",
       "message": "Operator \">\" not supported for \"None\"",
       "rule": "reportOptionalOperand",
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-      "endLine": 2182,
+      "endLine": 2197,
       "file": "ReforceXY/user_data/freqaimodels/ReforceXY.py",
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       "severity": "error",
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-      "endLine": 2239,
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       "file": "ReforceXY/user_data/freqaimodels/ReforceXY.py",
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       "rule": "reportOptionalMemberAccess",
       "severity": "error",
       "startCharacter": 37,
-      "startLine": 2239
+      "startLine": 2254
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       "endCharacter": 57,
-      "endLine": 2242,
+      "endLine": 2257,
       "file": "ReforceXY/user_data/freqaimodels/ReforceXY.py",
       "message": "\"best_mean_reward\" is not a known attribute of \"None\"",
       "rule": "reportOptionalMemberAccess",
       "severity": "error",
       "startCharacter": 41,
-      "startLine": 2242
+      "startLine": 2257
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     {
       "endCharacter": 37,
-      "endLine": 2252,
+      "endLine": 2267,
       "file": "ReforceXY/user_data/freqaimodels/ReforceXY.py",
       "message": "Cannot assign to attribute \"train_env\" for class \"ReforceXY*\"\n  Type \"None\" is not assignable to type \"VecMonitor | SubprocVecEnv | Env[Unknown, Unknown]\"\n    \"None\" is not assignable to \"VecMonitor\"\n    \"None\" is not assignable to \"SubprocVecEnv\"\n    \"None\" is not assignable to \"Env[Unknown, Unknown]\"",
       "rule": "reportAttributeAccessIssue",
       "severity": "error",
       "startCharacter": 33,
-      "startLine": 2252
+      "startLine": 2267
     },
     {
       "endCharacter": 36,
-      "endLine": 2257,
+      "endLine": 2272,
       "file": "ReforceXY/user_data/freqaimodels/ReforceXY.py",
       "message": "Cannot assign to attribute \"eval_env\" for class \"ReforceXY*\"\n  Type \"None\" is not assignable to type \"VecMonitor | SubprocVecEnv | Env[Unknown, Unknown]\"\n    \"None\" is not assignable to \"VecMonitor\"\n    \"None\" is not assignable to \"SubprocVecEnv\"\n    \"None\" is not assignable to \"Env[Unknown, Unknown]\"",
       "rule": "reportAttributeAccessIssue",
       "severity": "error",
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-      "startLine": 2257
+      "startLine": 2272
     },
     {
       "endCharacter": 7,
-      "endLine": 2289,
+      "endLine": 2304,
       "file": "ReforceXY/user_data/freqaimodels/ReforceXY.py",
       "message": "Declaration \"MyRLEnv\" is obscured by a declaration of the same name",
       "rule": "reportRedeclaration",
       "severity": "error",
       "startCharacter": 0,
-      "startLine": 2289
+      "startLine": 2304
     },
     {
       "endCharacter": 34,
-      "endLine": 2301,
+      "endLine": 2316,
       "file": "ReforceXY/user_data/freqaimodels/ReforceXY.py",
       "message": "Declaration \"_last_closed_position\" is obscured by a declaration of the same name",
       "rule": "reportRedeclaration",
       "severity": "error",
       "startCharacter": 13,
-      "startLine": 2301
+      "startLine": 2316
     },
     {
       "endCharacter": 36,
-      "endLine": 2302,
+      "endLine": 2317,
       "file": "ReforceXY/user_data/freqaimodels/ReforceXY.py",
       "message": "Declaration \"_last_closed_trade_tick\" is obscured by a declaration of the same name",
       "rule": "reportRedeclaration",
       "severity": "error",
       "startCharacter": 13,
-      "startLine": 2302
+      "startLine": 2317
     },
     {
       "endCharacter": 13,
-      "endLine": 3138,
+      "endLine": 3153,
       "file": "ReforceXY/user_data/freqaimodels/ReforceXY.py",
       "message": "Method \"reset\" overrides class \"BaseEnvironment\" in an incompatible manner\n  Return type mismatch: base method returns type \"tuple[DataFrame, dict[Unknown, Unknown]]\", override returns type \"tuple[NDArray[float32], dict[str, Any]]\"\n    \"tuple[NDArray[float32], dict[str, Any]]\" is not assignable to \"tuple[DataFrame, dict[Unknown, Unknown]]\"\n      Tuple entry 1 is incorrect type\n        \"ndarray[_AnyShape, dtype[float32]]\" is not assignable to \"DataFrame\"",
       "rule": "reportIncompatibleMethodOverride",
       "severity": "error",
       "startCharacter": 8,
-      "startLine": 3138
+      "startLine": 3153
     },
     {
       "endCharacter": 26,
-      "endLine": 3160,
+      "endLine": 3175,
       "file": "ReforceXY/user_data/freqaimodels/ReforceXY.py",
       "message": "Type \"tuple[DataFrame, dict[Unknown, Unknown]]\" is not assignable to return type \"tuple[NDArray[float32], dict[str, Any]]\"\n  \"DataFrame\" is not assignable to \"ndarray[_AnyShape, dtype[float32]]\"",
       "rule": "reportReturnType",
       "severity": "error",
       "startCharacter": 15,
-      "startLine": 3160
+      "startLine": 3175
     },
     {
       "endCharacter": 55,
-      "endLine": 3489,
+      "endLine": 3504,
       "file": "ReforceXY/user_data/freqaimodels/ReforceXY.py",
       "message": "Argument of type \"float | None\" cannot be assigned to parameter \"x\" of type \"ConvertibleToFloat\" in function \"__new__\"\n  Type \"float | None\" is not assignable to type \"ConvertibleToFloat\"\n    Type \"None\" is not assignable to type \"ConvertibleToFloat\"\n      \"None\" is not assignable to \"str\"\n      \"None\" is incompatible with protocol \"Buffer\"\n        \"__buffer__\" is not present\n      \"None\" is incompatible with protocol \"SupportsFloat\"\n        \"__float__\" is not present\n      \"None\" is incompatible with protocol \"SupportsIndex\"",
       "rule": "reportArgumentType",
       "severity": "error",
       "startCharacter": 44,
-      "startLine": 3489
+      "startLine": 3504
     },
     {
       "endCharacter": 55,
-      "endLine": 3489,
+      "endLine": 3504,
       "file": "ReforceXY/user_data/freqaimodels/ReforceXY.py",
       "message": "Argument of type \"float | None\" cannot be assigned to parameter \"x\" of type \"ConvertibleToFloat\" in function \"__new__\"\n  Type \"float | None\" is not assignable to type \"ConvertibleToFloat\"\n    Type \"None\" is not assignable to type \"ConvertibleToFloat\"\n      \"None\" is not assignable to \"str\"\n      \"None\" is incompatible with protocol \"Buffer\"\n        \"__buffer__\" is not present\n      \"None\" is incompatible with protocol \"SupportsFloat\"\n        \"__float__\" is not present\n      \"None\" is incompatible with protocol \"SupportsIndex\"\n  ...",
       "rule": "reportArgumentType",
       "severity": "error",
       "startCharacter": 44,
-      "startLine": 3489
+      "startLine": 3504
     },
     {
       "endCharacter": 59,
-      "endLine": 3513,
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       "file": "ReforceXY/user_data/freqaimodels/ReforceXY.py",
       "message": "Argument of type \"float | None\" cannot be assigned to parameter \"x\" of type \"ConvertibleToFloat\" in function \"__new__\"\n  Type \"float | None\" is not assignable to type \"ConvertibleToFloat\"\n    Type \"None\" is not assignable to type \"ConvertibleToFloat\"\n      \"None\" is not assignable to \"str\"\n      \"None\" is incompatible with protocol \"Buffer\"\n        \"__buffer__\" is not present\n      \"None\" is incompatible with protocol \"SupportsFloat\"\n        \"__float__\" is not present\n      \"None\" is incompatible with protocol \"SupportsIndex\"",
       "rule": "reportArgumentType",
       "severity": "error",
       "startCharacter": 48,
-      "startLine": 3513
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     },
     {
       "endCharacter": 59,
-      "endLine": 3513,
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       "file": "ReforceXY/user_data/freqaimodels/ReforceXY.py",
       "message": "Argument of type \"float | None\" cannot be assigned to parameter \"x\" of type \"ConvertibleToFloat\" in function \"__new__\"\n  Type \"float | None\" is not assignable to type \"ConvertibleToFloat\"\n    Type \"None\" is not assignable to type \"ConvertibleToFloat\"\n      \"None\" is not assignable to \"str\"\n      \"None\" is incompatible with protocol \"Buffer\"\n        \"__buffer__\" is not present\n      \"None\" is incompatible with protocol \"SupportsFloat\"\n        \"__float__\" is not present\n      \"None\" is incompatible with protocol \"SupportsIndex\"\n  ...",
       "rule": "reportArgumentType",
       "severity": "error",
       "startCharacter": 48,
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     {
       "endCharacter": 24,
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       "file": "ReforceXY/user_data/freqaimodels/ReforceXY.py",
       "message": "Method \"_get_observation\" overrides class \"BaseEnvironment\" in an incompatible manner\n  Return type mismatch: base method returns type \"DataFrame\", override returns type \"NDArray[float32]\"\n    \"ndarray[_AnyShape, dtype[float32]]\" is not assignable to \"DataFrame\"",
       "rule": "reportIncompatibleMethodOverride",
       "severity": "error",
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     {
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       "file": "ReforceXY/user_data/freqaimodels/ReforceXY.py",
       "message": "\"name\" is not a known attribute of \"None\"",
       "rule": "reportOptionalMemberAccess",
       "severity": "error",
       "startCharacter": 49,
-      "startLine": 3626
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     {
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       "file": "ReforceXY/user_data/freqaimodels/ReforceXY.py",
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       "rule": "reportIncompatibleMethodOverride",
       "severity": "error",
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       "file": "ReforceXY/user_data/freqaimodels/ReforceXY.py",
       "message": "Method \"action_masks\" overrides class \"BaseEnvironment\" in an incompatible manner\n  Return type mismatch: base method returns type \"list[bool]\", override returns type \"NDArray[bool_]\"\n    \"ndarray[_AnyShape, dtype[bool_]]\" is not assignable to \"list[bool]\"",
       "rule": "reportIncompatibleMethodOverride",
       "severity": "error",
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     {
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       "file": "ReforceXY/user_data/freqaimodels/ReforceXY.py",
       "message": "Type \"Any | None\" is not assignable to return type \"float\"\n  Type \"Any | None\" is not assignable to type \"float\"\n    \"None\" is not assignable to \"float\"",
       "rule": "reportReturnType",
       "severity": "error",
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       "file": "ReforceXY/user_data/freqaimodels/ReforceXY.py",
       "message": "\"Figure\" is not exported from module \"matplotlib.pyplot\"",
       "rule": "reportPrivateImportUsage",
       "severity": "error",
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       "file": "ReforceXY/user_data/freqaimodels/ReforceXY.py",
       "message": "Argument of type \"Any | None\" cannot be assigned to parameter \"x\" of type \"ConvertibleToFloat\" in function \"__new__\"\n  Type \"Any | None\" is not assignable to type \"ConvertibleToFloat\"\n    Type \"None\" is not assignable to type \"ConvertibleToFloat\"\n      \"None\" is not assignable to \"str\"\n      \"None\" is incompatible with protocol \"Buffer\"\n        \"__buffer__\" is not present\n      \"None\" is incompatible with protocol \"SupportsFloat\"\n        \"__float__\" is not present\n      \"None\" is incompatible with protocol \"SupportsIndex\"",
       "rule": "reportArgumentType",
       "severity": "error",
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     {
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       "file": "ReforceXY/user_data/freqaimodels/ReforceXY.py",
       "message": "Argument of type \"Any | None\" cannot be assigned to parameter \"x\" of type \"ConvertibleToFloat\" in function \"__new__\"\n  Type \"Any | None\" is not assignable to type \"ConvertibleToFloat\"\n    Type \"None\" is not assignable to type \"ConvertibleToFloat\"\n      \"None\" is not assignable to \"str\"\n      \"None\" is incompatible with protocol \"Buffer\"\n        \"__buffer__\" is not present\n      \"None\" is incompatible with protocol \"SupportsFloat\"\n        \"__float__\" is not present\n      \"None\" is incompatible with protocol \"SupportsIndex\"\n  ...",
       "rule": "reportArgumentType",
       "severity": "error",
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       "file": "ReforceXY/user_data/freqaimodels/ReforceXY.py",
       "message": "Argument of type \"object\" cannot be assigned to parameter \"x\" of type \"ConvertibleToFloat\" in function \"__new__\"\n  Type \"object\" is not assignable to type \"ConvertibleToFloat\"\n    \"object\" is not assignable to \"str\"\n    \"object\" is incompatible with protocol \"Buffer\"\n      \"__buffer__\" is not present\n    \"object\" is incompatible with protocol \"SupportsFloat\"\n      \"__float__\" is not present\n    \"object\" is incompatible with protocol \"SupportsIndex\"\n      \"__index__\" is not present",
       "rule": "reportArgumentType",
       "severity": "error",
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       "file": "ReforceXY/user_data/freqaimodels/ReforceXY.py",
       "message": "Argument of type \"float | None\" cannot be assigned to parameter \"x\" of type \"ConvertibleToFloat\" in function \"__new__\"\n  Type \"float | None\" is not assignable to type \"ConvertibleToFloat\"\n    Type \"None\" is not assignable to type \"ConvertibleToFloat\"\n      \"None\" is not assignable to \"str\"\n      \"None\" is incompatible with protocol \"Buffer\"\n        \"__buffer__\" is not present\n      \"None\" is incompatible with protocol \"SupportsFloat\"\n        \"__float__\" is not present\n      \"None\" is incompatible with protocol \"SupportsIndex\"",
       "rule": "reportArgumentType",
       "severity": "error",
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       "file": "ReforceXY/user_data/freqaimodels/ReforceXY.py",
       "message": "Argument of type \"float | None\" cannot be assigned to parameter \"x\" of type \"ConvertibleToFloat\" in function \"__new__\"\n  Type \"float | None\" is not assignable to type \"ConvertibleToFloat\"\n    Type \"None\" is not assignable to type \"ConvertibleToFloat\"\n      \"None\" is not assignable to \"str\"\n      \"None\" is incompatible with protocol \"Buffer\"\n        \"__buffer__\" is not present\n      \"None\" is incompatible with protocol \"SupportsFloat\"\n        \"__float__\" is not present\n      \"None\" is incompatible with protocol \"SupportsIndex\"\n  ...",
       "rule": "reportArgumentType",
       "severity": "error",
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       "file": "ReforceXY/user_data/freqaimodels/ReforceXY.py",
       "message": "Argument of type \"float | None\" cannot be assigned to parameter \"x\" of type \"ConvertibleToFloat\" in function \"__new__\"\n  Type \"float | None\" is not assignable to type \"ConvertibleToFloat\"\n    Type \"None\" is not assignable to type \"ConvertibleToFloat\"\n      \"None\" is not assignable to \"str\"\n      \"None\" is incompatible with protocol \"Buffer\"\n        \"__buffer__\" is not present\n      \"None\" is incompatible with protocol \"SupportsFloat\"\n        \"__float__\" is not present\n      \"None\" is incompatible with protocol \"SupportsIndex\"",
       "rule": "reportArgumentType",
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       "file": "ReforceXY/user_data/freqaimodels/ReforceXY.py",
       "message": "Argument of type \"float | None\" cannot be assigned to parameter \"x\" of type \"ConvertibleToFloat\" in function \"__new__\"\n  Type \"float | None\" is not assignable to type \"ConvertibleToFloat\"\n    Type \"None\" is not assignable to type \"ConvertibleToFloat\"\n      \"None\" is not assignable to \"str\"\n      \"None\" is incompatible with protocol \"Buffer\"\n        \"__buffer__\" is not present\n      \"None\" is incompatible with protocol \"SupportsFloat\"\n        \"__float__\" is not present\n      \"None\" is incompatible with protocol \"SupportsIndex\"\n  ...",
       "rule": "reportArgumentType",
       "severity": "error",
       "startCharacter": 71,
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       "file": "ReforceXY/user_data/freqaimodels/ReforceXY.py",
       "message": "Argument of type \"Any | None\" cannot be assigned to parameter \"x\" of type \"ConvertibleToFloat\" in function \"__new__\"\n  Type \"Any | None\" is not assignable to type \"ConvertibleToFloat\"\n    Type \"None\" is not assignable to type \"ConvertibleToFloat\"\n      \"None\" is not assignable to \"str\"\n      \"None\" is incompatible with protocol \"Buffer\"\n        \"__buffer__\" is not present\n      \"None\" is incompatible with protocol \"SupportsFloat\"\n        \"__float__\" is not present\n      \"None\" is incompatible with protocol \"SupportsIndex\"",
       "rule": "reportArgumentType",
       "severity": "error",
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       "file": "ReforceXY/user_data/freqaimodels/ReforceXY.py",
       "message": "Argument of type \"Any | None\" cannot be assigned to parameter \"x\" of type \"ConvertibleToFloat\" in function \"__new__\"\n  Type \"Any | None\" is not assignable to type \"ConvertibleToFloat\"\n    Type \"None\" is not assignable to type \"ConvertibleToFloat\"\n      \"None\" is not assignable to \"str\"\n      \"None\" is incompatible with protocol \"Buffer\"\n        \"__buffer__\" is not present\n      \"None\" is incompatible with protocol \"SupportsFloat\"\n        \"__float__\" is not present\n      \"None\" is incompatible with protocol \"SupportsIndex\"\n  ...",
       "rule": "reportArgumentType",
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       "file": "ReforceXY/user_data/freqaimodels/ReforceXY.py",
       "message": "Argument of type \"Mapping[Unknown, Unknown]\" cannot be assigned to parameter \"src\" of type \"dict[str, Any]\" in function \"deepmerge\"\n  \"Mapping[Unknown, Unknown]\" is not assignable to \"dict[str, Any]\"",
       "rule": "reportArgumentType",
       "severity": "error",
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-      "startLine": 4768
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       "file": "ReforceXY/user_data/freqaimodels/ReforceXY.py",
       "message": "Argument of type \"Any | None\" cannot be assigned to parameter \"x\" of type \"ConvertibleToFloat\" in function \"__new__\"\n  Type \"Any | None\" is not assignable to type \"ConvertibleToFloat\"\n    Type \"None\" is not assignable to type \"ConvertibleToFloat\"\n      \"None\" is not assignable to \"str\"\n      \"None\" is incompatible with protocol \"Buffer\"\n        \"__buffer__\" is not present\n      \"None\" is incompatible with protocol \"SupportsFloat\"\n        \"__float__\" is not present\n      \"None\" is incompatible with protocol \"SupportsIndex\"",
       "rule": "reportArgumentType",
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       "file": "ReforceXY/user_data/freqaimodels/ReforceXY.py",
       "message": "Argument of type \"Any | None\" cannot be assigned to parameter \"x\" of type \"ConvertibleToFloat\" in function \"__new__\"\n  Type \"Any | None\" is not assignable to type \"ConvertibleToFloat\"\n    Type \"None\" is not assignable to type \"ConvertibleToFloat\"\n      \"None\" is not assignable to \"str\"\n      \"None\" is incompatible with protocol \"Buffer\"\n        \"__buffer__\" is not present\n      \"None\" is incompatible with protocol \"SupportsFloat\"\n        \"__float__\" is not present\n      \"None\" is incompatible with protocol \"SupportsIndex\"\n  ...",
       "rule": "reportArgumentType",
       "severity": "error",
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       "file": "ReforceXY/user_data/freqaimodels/ReforceXY.py",
       "message": "Argument of type \"Any | None\" cannot be assigned to parameter \"x\" of type \"ConvertibleToInt\" in function \"__new__\"\n  Type \"Any | None\" is not assignable to type \"ConvertibleToInt\"\n    Type \"None\" is not assignable to type \"ConvertibleToInt\"\n      \"None\" is not assignable to \"str\"\n      \"None\" is incompatible with protocol \"Buffer\"\n        \"__buffer__\" is not present\n      \"None\" is incompatible with protocol \"SupportsInt\"\n        \"__int__\" is not present\n      \"None\" is incompatible with protocol \"SupportsIndex\"",
       "rule": "reportArgumentType",
       "severity": "error",
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     {
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-      "endLine": 4950,
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       "file": "ReforceXY/user_data/freqaimodels/ReforceXY.py",
       "message": "Argument of type \"Any | None\" cannot be assigned to parameter \"x\" of type \"ConvertibleToInt\" in function \"__new__\"\n  Type \"Any | None\" is not assignable to type \"ConvertibleToInt\"\n    Type \"None\" is not assignable to type \"ConvertibleToInt\"\n      \"None\" is not assignable to \"str\"\n      \"None\" is incompatible with protocol \"Buffer\"\n        \"__buffer__\" is not present\n      \"None\" is incompatible with protocol \"SupportsInt\"\n        \"__int__\" is not present\n      \"None\" is incompatible with protocol \"SupportsIndex\"\n  ...",
       "rule": "reportArgumentType",
       "severity": "error",
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       "file": "ReforceXY/user_data/freqaimodels/ReforceXY.py",
       "message": "Argument of type \"Any | None\" cannot be assigned to parameter \"x\" of type \"ConvertibleToInt\" in function \"__new__\"\n  Type \"Any | None\" is not assignable to type \"ConvertibleToInt\"\n    Type \"None\" is not assignable to type \"ConvertibleToInt\"\n      \"None\" is not assignable to \"str\"\n      \"None\" is incompatible with protocol \"Buffer\"\n        \"__buffer__\" is not present\n      \"None\" is incompatible with protocol \"SupportsInt\"\n        \"__int__\" is not present\n      \"None\" is incompatible with protocol \"SupportsIndex\"",
       "rule": "reportArgumentType",
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       "file": "ReforceXY/user_data/freqaimodels/ReforceXY.py",
       "message": "Argument of type \"Any | None\" cannot be assigned to parameter \"x\" of type \"ConvertibleToInt\" in function \"__new__\"\n  Type \"Any | None\" is not assignable to type \"ConvertibleToInt\"\n    Type \"None\" is not assignable to type \"ConvertibleToInt\"\n      \"None\" is not assignable to \"str\"\n      \"None\" is incompatible with protocol \"Buffer\"\n        \"__buffer__\" is not present\n      \"None\" is incompatible with protocol \"SupportsInt\"\n        \"__int__\" is not present\n      \"None\" is incompatible with protocol \"SupportsIndex\"\n  ...",
       "rule": "reportArgumentType",
       "severity": "error",
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       "file": "ReforceXY/user_data/freqaimodels/ReforceXY.py",
       "message": "Argument of type \"Any | None\" cannot be assigned to parameter \"x\" of type \"ConvertibleToFloat\" in function \"__new__\"\n  Type \"Any | None\" is not assignable to type \"ConvertibleToFloat\"\n    Type \"None\" is not assignable to type \"ConvertibleToFloat\"\n      \"None\" is not assignable to \"str\"\n      \"None\" is incompatible with protocol \"Buffer\"\n        \"__buffer__\" is not present\n      \"None\" is incompatible with protocol \"SupportsFloat\"\n        \"__float__\" is not present\n      \"None\" is incompatible with protocol \"SupportsIndex\"",
       "rule": "reportArgumentType",
       "severity": "error",
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       "file": "ReforceXY/user_data/freqaimodels/ReforceXY.py",
       "message": "Argument of type \"Any | None\" cannot be assigned to parameter \"x\" of type \"ConvertibleToFloat\" in function \"__new__\"\n  Type \"Any | None\" is not assignable to type \"ConvertibleToFloat\"\n    Type \"None\" is not assignable to type \"ConvertibleToFloat\"\n      \"None\" is not assignable to \"str\"\n      \"None\" is incompatible with protocol \"Buffer\"\n        \"__buffer__\" is not present\n      \"None\" is incompatible with protocol \"SupportsFloat\"\n        \"__float__\" is not present\n      \"None\" is incompatible with protocol \"SupportsIndex\"\n  ...",
       "rule": "reportArgumentType",
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       "message": "Argument of type \"Any | None\" cannot be assigned to parameter \"x\" of type \"ConvertibleToFloat\" in function \"__new__\"\n  Type \"Any | None\" is not assignable to type \"ConvertibleToFloat\"\n    Type \"None\" is not assignable to type \"ConvertibleToFloat\"\n      \"None\" is not assignable to \"str\"\n      \"None\" is incompatible with protocol \"Buffer\"\n        \"__buffer__\" is not present\n      \"None\" is incompatible with protocol \"SupportsFloat\"\n        \"__float__\" is not present\n      \"None\" is incompatible with protocol \"SupportsIndex\"",
       "rule": "reportArgumentType",
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       "file": "ReforceXY/user_data/freqaimodels/ReforceXY.py",
       "message": "Argument of type \"Any | None\" cannot be assigned to parameter \"x\" of type \"ConvertibleToFloat\" in function \"__new__\"\n  Type \"Any | None\" is not assignable to type \"ConvertibleToFloat\"\n    Type \"None\" is not assignable to type \"ConvertibleToFloat\"\n      \"None\" is not assignable to \"str\"\n      \"None\" is incompatible with protocol \"Buffer\"\n        \"__buffer__\" is not present\n      \"None\" is incompatible with protocol \"SupportsFloat\"\n        \"__float__\" is not present\n      \"None\" is incompatible with protocol \"SupportsIndex\"\n  ...",
       "rule": "reportArgumentType",
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       "file": "ReforceXY/user_data/freqaimodels/ReforceXY.py",
       "message": "Argument of type \"Any | None\" cannot be assigned to parameter \"x\" of type \"ConvertibleToInt\" in function \"__new__\"\n  Type \"Any | None\" is not assignable to type \"ConvertibleToInt\"\n    Type \"None\" is not assignable to type \"ConvertibleToInt\"\n      \"None\" is not assignable to \"str\"\n      \"None\" is incompatible with protocol \"Buffer\"\n        \"__buffer__\" is not present\n      \"None\" is incompatible with protocol \"SupportsInt\"\n        \"__int__\" is not present\n      \"None\" is incompatible with protocol \"SupportsIndex\"",
       "rule": "reportArgumentType",
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       "file": "ReforceXY/user_data/freqaimodels/ReforceXY.py",
       "message": "Argument of type \"Any | None\" cannot be assigned to parameter \"x\" of type \"ConvertibleToInt\" in function \"__new__\"\n  Type \"Any | None\" is not assignable to type \"ConvertibleToInt\"\n    Type \"None\" is not assignable to type \"ConvertibleToInt\"\n      \"None\" is not assignable to \"str\"\n      \"None\" is incompatible with protocol \"Buffer\"\n        \"__buffer__\" is not present\n      \"None\" is incompatible with protocol \"SupportsInt\"\n        \"__int__\" is not present\n      \"None\" is incompatible with protocol \"SupportsIndex\"\n  ...",
       "rule": "reportArgumentType",
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       "file": "ReforceXY/user_data/freqaimodels/ReforceXY.py",
       "message": "Argument of type \"Any | None\" cannot be assigned to parameter \"x\" of type \"ConvertibleToFloat\" in function \"__new__\"\n  Type \"Any | None\" is not assignable to type \"ConvertibleToFloat\"\n    Type \"None\" is not assignable to type \"ConvertibleToFloat\"\n      \"None\" is not assignable to \"str\"\n      \"None\" is incompatible with protocol \"Buffer\"\n        \"__buffer__\" is not present\n      \"None\" is incompatible with protocol \"SupportsFloat\"\n        \"__float__\" is not present\n      \"None\" is incompatible with protocol \"SupportsIndex\"",
       "rule": "reportArgumentType",
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-      "endLine": 4957,
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       "file": "ReforceXY/user_data/freqaimodels/ReforceXY.py",
       "message": "Argument of type \"Any | None\" cannot be assigned to parameter \"x\" of type \"ConvertibleToFloat\" in function \"__new__\"\n  Type \"Any | None\" is not assignable to type \"ConvertibleToFloat\"\n    Type \"None\" is not assignable to type \"ConvertibleToFloat\"\n      \"None\" is not assignable to \"str\"\n      \"None\" is incompatible with protocol \"Buffer\"\n        \"__buffer__\" is not present\n      \"None\" is incompatible with protocol \"SupportsFloat\"\n        \"__float__\" is not present\n      \"None\" is incompatible with protocol \"SupportsIndex\"\n  ...",
       "rule": "reportArgumentType",
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-      "endLine": 4958,
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       "file": "ReforceXY/user_data/freqaimodels/ReforceXY.py",
       "message": "Argument of type \"Any | None\" cannot be assigned to parameter \"x\" of type \"ConvertibleToFloat\" in function \"__new__\"\n  Type \"Any | None\" is not assignable to type \"ConvertibleToFloat\"\n    Type \"None\" is not assignable to type \"ConvertibleToFloat\"\n      \"None\" is not assignable to \"str\"\n      \"None\" is incompatible with protocol \"Buffer\"\n        \"__buffer__\" is not present\n      \"None\" is incompatible with protocol \"SupportsFloat\"\n        \"__float__\" is not present\n      \"None\" is incompatible with protocol \"SupportsIndex\"",
       "rule": "reportArgumentType",
       "severity": "error",
       "startCharacter": 39,
-      "startLine": 4958
+      "startLine": 4973
     },
     {
       "endCharacter": 73,
-      "endLine": 4958,
+      "endLine": 4973,
       "file": "ReforceXY/user_data/freqaimodels/ReforceXY.py",
       "message": "Argument of type \"Any | None\" cannot be assigned to parameter \"x\" of type \"ConvertibleToFloat\" in function \"__new__\"\n  Type \"Any | None\" is not assignable to type \"ConvertibleToFloat\"\n    Type \"None\" is not assignable to type \"ConvertibleToFloat\"\n      \"None\" is not assignable to \"str\"\n      \"None\" is incompatible with protocol \"Buffer\"\n        \"__buffer__\" is not present\n      \"None\" is incompatible with protocol \"SupportsFloat\"\n        \"__float__\" is not present\n      \"None\" is incompatible with protocol \"SupportsIndex\"\n  ...",
       "rule": "reportArgumentType",
       "severity": "error",
       "startCharacter": 39,
-      "startLine": 4958
+      "startLine": 4973
     },
     {
       "endCharacter": 61,
-      "endLine": 4959,
+      "endLine": 4974,
       "file": "ReforceXY/user_data/freqaimodels/ReforceXY.py",
       "message": "Argument of type \"Any | None\" cannot be assigned to parameter \"x\" of type \"ConvertibleToFloat\" in function \"__new__\"\n  Type \"Any | None\" is not assignable to type \"ConvertibleToFloat\"\n    Type \"None\" is not assignable to type \"ConvertibleToFloat\"\n      \"None\" is not assignable to \"str\"\n      \"None\" is incompatible with protocol \"Buffer\"\n        \"__buffer__\" is not present\n      \"None\" is incompatible with protocol \"SupportsFloat\"\n        \"__float__\" is not present\n      \"None\" is incompatible with protocol \"SupportsIndex\"",
       "rule": "reportArgumentType",
       "severity": "error",
       "startCharacter": 33,
-      "startLine": 4959
+      "startLine": 4974
     },
     {
       "endCharacter": 61,
-      "endLine": 4959,
+      "endLine": 4974,
       "file": "ReforceXY/user_data/freqaimodels/ReforceXY.py",
       "message": "Argument of type \"Any | None\" cannot be assigned to parameter \"x\" of type \"ConvertibleToFloat\" in function \"__new__\"\n  Type \"Any | None\" is not assignable to type \"ConvertibleToFloat\"\n    Type \"None\" is not assignable to type \"ConvertibleToFloat\"\n      \"None\" is not assignable to \"str\"\n      \"None\" is incompatible with protocol \"Buffer\"\n        \"__buffer__\" is not present\n      \"None\" is incompatible with protocol \"SupportsFloat\"\n        \"__float__\" is not present\n      \"None\" is incompatible with protocol \"SupportsIndex\"\n  ...",
       "rule": "reportArgumentType",
       "severity": "error",
       "startCharacter": 33,
-      "startLine": 4959
+      "startLine": 4974
     },
     {
       "endCharacter": 76,
-      "endLine": 4963,
+      "endLine": 4978,
       "file": "ReforceXY/user_data/freqaimodels/ReforceXY.py",
       "message": "Argument of type \"Any | None\" cannot be assigned to parameter \"x\" of type \"ConvertibleToFloat\" in function \"__new__\"\n  Type \"Any | None\" is not assignable to type \"ConvertibleToFloat\"\n    Type \"None\" is not assignable to type \"ConvertibleToFloat\"\n      \"None\" is not assignable to \"str\"\n      \"None\" is incompatible with protocol \"Buffer\"\n        \"__buffer__\" is not present\n      \"None\" is incompatible with protocol \"SupportsFloat\"\n        \"__float__\" is not present\n      \"None\" is incompatible with protocol \"SupportsIndex\"",
       "rule": "reportArgumentType",
       "severity": "error",
       "startCharacter": 46,
-      "startLine": 4963
+      "startLine": 4978
     },
     {
       "endCharacter": 76,
-      "endLine": 4963,
+      "endLine": 4978,
       "file": "ReforceXY/user_data/freqaimodels/ReforceXY.py",
       "message": "Argument of type \"Any | None\" cannot be assigned to parameter \"x\" of type \"ConvertibleToFloat\" in function \"__new__\"\n  Type \"Any | None\" is not assignable to type \"ConvertibleToFloat\"\n    Type \"None\" is not assignable to type \"ConvertibleToFloat\"\n      \"None\" is not assignable to \"str\"\n      \"None\" is incompatible with protocol \"Buffer\"\n        \"__buffer__\" is not present\n      \"None\" is incompatible with protocol \"SupportsFloat\"\n        \"__float__\" is not present\n      \"None\" is incompatible with protocol \"SupportsIndex\"\n  ...",
       "rule": "reportArgumentType",
       "severity": "error",
       "startCharacter": 46,
-      "startLine": 4963
+      "startLine": 4978
     },
     {
       "endCharacter": 89,
-      "endLine": 4965,
+      "endLine": 4980,
       "file": "ReforceXY/user_data/freqaimodels/ReforceXY.py",
       "message": "Argument of type \"Any | None\" cannot be assigned to parameter \"x\" of type \"ConvertibleToInt\" in function \"__new__\"\n  Type \"Any | None\" is not assignable to type \"ConvertibleToInt\"\n    Type \"None\" is not assignable to type \"ConvertibleToInt\"\n      \"None\" is not assignable to \"str\"\n      \"None\" is incompatible with protocol \"Buffer\"\n        \"__buffer__\" is not present\n      \"None\" is incompatible with protocol \"SupportsInt\"\n        \"__int__\" is not present\n      \"None\" is incompatible with protocol \"SupportsIndex\"",
       "rule": "reportArgumentType",
       "severity": "error",
       "startCharacter": 52,
-      "startLine": 4965
+      "startLine": 4980
     },
     {
       "endCharacter": 89,
-      "endLine": 4965,
+      "endLine": 4980,
       "file": "ReforceXY/user_data/freqaimodels/ReforceXY.py",
       "message": "Argument of type \"Any | None\" cannot be assigned to parameter \"x\" of type \"ConvertibleToInt\" in function \"__new__\"\n  Type \"Any | None\" is not assignable to type \"ConvertibleToInt\"\n    Type \"None\" is not assignable to type \"ConvertibleToInt\"\n      \"None\" is not assignable to \"str\"\n      \"None\" is incompatible with protocol \"Buffer\"\n        \"__buffer__\" is not present\n      \"None\" is incompatible with protocol \"SupportsInt\"\n        \"__int__\" is not present\n      \"None\" is incompatible with protocol \"SupportsIndex\"\n  ...",
       "rule": "reportArgumentType",
       "severity": "error",
       "startCharacter": 52,
-      "startLine": 4965
+      "startLine": 4980
     },
     {
       "endCharacter": 83,
-      "endLine": 4966,
+      "endLine": 4981,
       "file": "ReforceXY/user_data/freqaimodels/ReforceXY.py",
       "message": "Argument of type \"Any | None\" cannot be assigned to parameter \"x\" of type \"ConvertibleToInt\" in function \"__new__\"\n  Type \"Any | None\" is not assignable to type \"ConvertibleToInt\"\n    Type \"None\" is not assignable to type \"ConvertibleToInt\"\n      \"None\" is not assignable to \"str\"\n      \"None\" is incompatible with protocol \"Buffer\"\n        \"__buffer__\" is not present\n      \"None\" is incompatible with protocol \"SupportsInt\"\n        \"__int__\" is not present\n      \"None\" is incompatible with protocol \"SupportsIndex\"",
       "rule": "reportArgumentType",
       "severity": "error",
       "startCharacter": 49,
-      "startLine": 4966
+      "startLine": 4981
     },
     {
       "endCharacter": 83,
-      "endLine": 4966,
+      "endLine": 4981,
       "file": "ReforceXY/user_data/freqaimodels/ReforceXY.py",
       "message": "Argument of type \"Any | None\" cannot be assigned to parameter \"x\" of type \"ConvertibleToInt\" in function \"__new__\"\n  Type \"Any | None\" is not assignable to type \"ConvertibleToInt\"\n    Type \"None\" is not assignable to type \"ConvertibleToInt\"\n      \"None\" is not assignable to \"str\"\n      \"None\" is incompatible with protocol \"Buffer\"\n        \"__buffer__\" is not present\n      \"None\" is incompatible with protocol \"SupportsInt\"\n        \"__int__\" is not present\n      \"None\" is incompatible with protocol \"SupportsIndex\"\n  ...",
       "rule": "reportArgumentType",
       "severity": "error",
       "startCharacter": 49,
-      "startLine": 4966
+      "startLine": 4981
     },
     {
       "endCharacter": 57,
-      "endLine": 4991,
+      "endLine": 5006,
       "file": "ReforceXY/user_data/freqaimodels/ReforceXY.py",
       "message": "Argument of type \"Any | None\" cannot be assigned to parameter \"x\" of type \"ConvertibleToFloat\" in function \"__new__\"\n  Type \"Any | None\" is not assignable to type \"ConvertibleToFloat\"\n    Type \"None\" is not assignable to type \"ConvertibleToFloat\"\n      \"None\" is not assignable to \"str\"\n      \"None\" is incompatible with protocol \"Buffer\"\n        \"__buffer__\" is not present\n      \"None\" is incompatible with protocol \"SupportsFloat\"\n        \"__float__\" is not present\n      \"None\" is incompatible with protocol \"SupportsIndex\"",
       "rule": "reportArgumentType",
       "severity": "error",
       "startCharacter": 31,
-      "startLine": 4991
+      "startLine": 5006
     },
     {
       "endCharacter": 57,
-      "endLine": 4991,
+      "endLine": 5006,
       "file": "ReforceXY/user_data/freqaimodels/ReforceXY.py",
       "message": "Argument of type \"Any | None\" cannot be assigned to parameter \"x\" of type \"ConvertibleToFloat\" in function \"__new__\"\n  Type \"Any | None\" is not assignable to type \"ConvertibleToFloat\"\n    Type \"None\" is not assignable to type \"ConvertibleToFloat\"\n      \"None\" is not assignable to \"str\"\n      \"None\" is incompatible with protocol \"Buffer\"\n        \"__buffer__\" is not present\n      \"None\" is incompatible with protocol \"SupportsFloat\"\n        \"__float__\" is not present\n      \"None\" is incompatible with protocol \"SupportsIndex\"\n  ...",
       "rule": "reportArgumentType",
       "severity": "error",
       "startCharacter": 31,
-      "startLine": 4991
+      "startLine": 5006
     },
     {
       "endCharacter": 65,
-      "endLine": 4992,
+      "endLine": 5007,
       "file": "ReforceXY/user_data/freqaimodels/ReforceXY.py",
       "message": "Argument of type \"Any | None\" cannot be assigned to parameter \"x\" of type \"ConvertibleToInt\" in function \"__new__\"\n  Type \"Any | None\" is not assignable to type \"ConvertibleToInt\"\n    Type \"None\" is not assignable to type \"ConvertibleToInt\"\n      \"None\" is not assignable to \"str\"\n      \"None\" is incompatible with protocol \"Buffer\"\n        \"__buffer__\" is not present\n      \"None\" is incompatible with protocol \"SupportsInt\"\n        \"__int__\" is not present\n      \"None\" is incompatible with protocol \"SupportsIndex\"",
       "rule": "reportArgumentType",
       "severity": "error",
       "startCharacter": 34,
-      "startLine": 4992
+      "startLine": 5007
     },
     {
       "endCharacter": 65,
-      "endLine": 4992,
+      "endLine": 5007,
       "file": "ReforceXY/user_data/freqaimodels/ReforceXY.py",
       "message": "Argument of type \"Any | None\" cannot be assigned to parameter \"x\" of type \"ConvertibleToInt\" in function \"__new__\"\n  Type \"Any | None\" is not assignable to type \"ConvertibleToInt\"\n    Type \"None\" is not assignable to type \"ConvertibleToInt\"\n      \"None\" is not assignable to \"str\"\n      \"None\" is incompatible with protocol \"Buffer\"\n        \"__buffer__\" is not present\n      \"None\" is incompatible with protocol \"SupportsInt\"\n        \"__int__\" is not present\n      \"None\" is incompatible with protocol \"SupportsIndex\"\n  ...",
       "rule": "reportArgumentType",
       "severity": "error",
       "startCharacter": 34,
-      "startLine": 4992
+      "startLine": 5007
     },
     {
       "endCharacter": 67,
-      "endLine": 4994,
+      "endLine": 5009,
       "file": "ReforceXY/user_data/freqaimodels/ReforceXY.py",
       "message": "Argument of type \"Any | None\" cannot be assigned to parameter \"x\" of type \"ConvertibleToInt\" in function \"__new__\"\n  Type \"Any | None\" is not assignable to type \"ConvertibleToInt\"\n    Type \"None\" is not assignable to type \"ConvertibleToInt\"\n      \"None\" is not assignable to \"str\"\n      \"None\" is incompatible with protocol \"Buffer\"\n        \"__buffer__\" is not present\n      \"None\" is incompatible with protocol \"SupportsInt\"\n        \"__int__\" is not present\n      \"None\" is incompatible with protocol \"SupportsIndex\"",
       "rule": "reportArgumentType",
       "severity": "error",
       "startCharacter": 35,
-      "startLine": 4994
+      "startLine": 5009
     },
     {
       "endCharacter": 67,
-      "endLine": 4994,
+      "endLine": 5009,
       "file": "ReforceXY/user_data/freqaimodels/ReforceXY.py",
       "message": "Argument of type \"Any | None\" cannot be assigned to parameter \"x\" of type \"ConvertibleToInt\" in function \"__new__\"\n  Type \"Any | None\" is not assignable to type \"ConvertibleToInt\"\n    Type \"None\" is not assignable to type \"ConvertibleToInt\"\n      \"None\" is not assignable to \"str\"\n      \"None\" is incompatible with protocol \"Buffer\"\n        \"__buffer__\" is not present\n      \"None\" is incompatible with protocol \"SupportsInt\"\n        \"__int__\" is not present\n      \"None\" is incompatible with protocol \"SupportsIndex\"\n  ...",
       "rule": "reportArgumentType",
       "severity": "error",
       "startCharacter": 35,
-      "startLine": 4994
+      "startLine": 5009
     },
     {
       "endCharacter": 87,
-      "endLine": 4997,
+      "endLine": 5012,
       "file": "ReforceXY/user_data/freqaimodels/ReforceXY.py",
       "message": "Argument of type \"Any | None\" cannot be assigned to parameter \"x\" of type \"ConvertibleToFloat\" in function \"__new__\"\n  Type \"Any | None\" is not assignable to type \"ConvertibleToFloat\"\n    Type \"None\" is not assignable to type \"ConvertibleToFloat\"\n      \"None\" is not assignable to \"str\"\n      \"None\" is incompatible with protocol \"Buffer\"\n        \"__buffer__\" is not present\n      \"None\" is incompatible with protocol \"SupportsFloat\"\n        \"__float__\" is not present\n      \"None\" is incompatible with protocol \"SupportsIndex\"",
       "rule": "reportArgumentType",
       "severity": "error",
       "startCharacter": 46,
-      "startLine": 4997
+      "startLine": 5012
     },
     {
       "endCharacter": 87,
-      "endLine": 4997,
+      "endLine": 5012,
       "file": "ReforceXY/user_data/freqaimodels/ReforceXY.py",
       "message": "Argument of type \"Any | None\" cannot be assigned to parameter \"x\" of type \"ConvertibleToFloat\" in function \"__new__\"\n  Type \"Any | None\" is not assignable to type \"ConvertibleToFloat\"\n    Type \"None\" is not assignable to type \"ConvertibleToFloat\"\n      \"None\" is not assignable to \"str\"\n      \"None\" is incompatible with protocol \"Buffer\"\n        \"__buffer__\" is not present\n      \"None\" is incompatible with protocol \"SupportsFloat\"\n        \"__float__\" is not present\n      \"None\" is incompatible with protocol \"SupportsIndex\"\n  ...",
       "rule": "reportArgumentType",
       "severity": "error",
       "startCharacter": 46,
-      "startLine": 4997
+      "startLine": 5012
     },
     {
       "endCharacter": 93,
-      "endLine": 4998,
+      "endLine": 5013,
       "file": "ReforceXY/user_data/freqaimodels/ReforceXY.py",
       "message": "Argument of type \"Any | None\" cannot be assigned to parameter \"x\" of type \"ConvertibleToFloat\" in function \"__new__\"\n  Type \"Any | None\" is not assignable to type \"ConvertibleToFloat\"\n    Type \"None\" is not assignable to type \"ConvertibleToFloat\"\n      \"None\" is not assignable to \"str\"\n      \"None\" is incompatible with protocol \"Buffer\"\n        \"__buffer__\" is not present\n      \"None\" is incompatible with protocol \"SupportsFloat\"\n        \"__float__\" is not present\n      \"None\" is incompatible with protocol \"SupportsIndex\"",
       "rule": "reportArgumentType",
       "severity": "error",
       "startCharacter": 49,
-      "startLine": 4998
+      "startLine": 5013
     },
     {
       "endCharacter": 93,
-      "endLine": 4998,
+      "endLine": 5013,
       "file": "ReforceXY/user_data/freqaimodels/ReforceXY.py",
       "message": "Argument of type \"Any | None\" cannot be assigned to parameter \"x\" of type \"ConvertibleToFloat\" in function \"__new__\"\n  Type \"Any | None\" is not assignable to type \"ConvertibleToFloat\"\n    Type \"None\" is not assignable to type \"ConvertibleToFloat\"\n      \"None\" is not assignable to \"str\"\n      \"None\" is incompatible with protocol \"Buffer\"\n        \"__buffer__\" is not present\n      \"None\" is incompatible with protocol \"SupportsFloat\"\n        \"__float__\" is not present\n      \"None\" is incompatible with protocol \"SupportsIndex\"\n  ...",
       "rule": "reportArgumentType",
       "severity": "error",
       "startCharacter": 49,
-      "startLine": 4998
+      "startLine": 5013
     },
     {
       "endCharacter": 89,
-      "endLine": 4999,
+      "endLine": 5014,
       "file": "ReforceXY/user_data/freqaimodels/ReforceXY.py",
       "message": "Argument of type \"Any | None\" cannot be assigned to parameter \"x\" of type \"ConvertibleToFloat\" in function \"__new__\"\n  Type \"Any | None\" is not assignable to type \"ConvertibleToFloat\"\n    Type \"None\" is not assignable to type \"ConvertibleToFloat\"\n      \"None\" is not assignable to \"str\"\n      \"None\" is incompatible with protocol \"Buffer\"\n        \"__buffer__\" is not present\n      \"None\" is incompatible with protocol \"SupportsFloat\"\n        \"__float__\" is not present\n      \"None\" is incompatible with protocol \"SupportsIndex\"",
       "rule": "reportArgumentType",
       "severity": "error",
       "startCharacter": 47,
-      "startLine": 4999
+      "startLine": 5014
     },
     {
       "endCharacter": 89,
-      "endLine": 4999,
+      "endLine": 5014,
       "file": "ReforceXY/user_data/freqaimodels/ReforceXY.py",
       "message": "Argument of type \"Any | None\" cannot be assigned to parameter \"x\" of type \"ConvertibleToFloat\" in function \"__new__\"\n  Type \"Any | None\" is not assignable to type \"ConvertibleToFloat\"\n    Type \"None\" is not assignable to type \"ConvertibleToFloat\"\n      \"None\" is not assignable to \"str\"\n      \"None\" is incompatible with protocol \"Buffer\"\n        \"__buffer__\" is not present\n      \"None\" is incompatible with protocol \"SupportsFloat\"\n        \"__float__\" is not present\n      \"None\" is incompatible with protocol \"SupportsIndex\"\n  ...",
       "rule": "reportArgumentType",
       "severity": "error",
       "startCharacter": 47,
-      "startLine": 4999
+      "startLine": 5014
     },
     {
       "endCharacter": 89,
-      "endLine": 5000,
+      "endLine": 5015,
       "file": "ReforceXY/user_data/freqaimodels/ReforceXY.py",
       "message": "Argument of type \"Any | None\" cannot be assigned to parameter \"x\" of type \"ConvertibleToInt\" in function \"__new__\"\n  Type \"Any | None\" is not assignable to type \"ConvertibleToInt\"\n    Type \"None\" is not assignable to type \"ConvertibleToInt\"\n      \"None\" is not assignable to \"str\"\n      \"None\" is incompatible with protocol \"Buffer\"\n        \"__buffer__\" is not present\n      \"None\" is incompatible with protocol \"SupportsInt\"\n        \"__int__\" is not present\n      \"None\" is incompatible with protocol \"SupportsIndex\"",
       "rule": "reportArgumentType",
       "severity": "error",
       "startCharacter": 46,
-      "startLine": 5000
+      "startLine": 5015
     },
     {
       "endCharacter": 89,
-      "endLine": 5000,
+      "endLine": 5015,
       "file": "ReforceXY/user_data/freqaimodels/ReforceXY.py",
       "message": "Argument of type \"Any | None\" cannot be assigned to parameter \"x\" of type \"ConvertibleToInt\" in function \"__new__\"\n  Type \"Any | None\" is not assignable to type \"ConvertibleToInt\"\n    Type \"None\" is not assignable to type \"ConvertibleToInt\"\n      \"None\" is not assignable to \"str\"\n      \"None\" is incompatible with protocol \"Buffer\"\n        \"__buffer__\" is not present\n      \"None\" is incompatible with protocol \"SupportsInt\"\n        \"__int__\" is not present\n      \"None\" is incompatible with protocol \"SupportsIndex\"\n  ...",
       "rule": "reportArgumentType",
       "severity": "error",
       "startCharacter": 46,
-      "startLine": 5000
+      "startLine": 5015
     },
     {
       "endCharacter": 75,
-      "endLine": 5001,
+      "endLine": 5016,
       "file": "ReforceXY/user_data/freqaimodels/ReforceXY.py",
       "message": "Argument of type \"Any | None\" cannot be assigned to parameter \"x\" of type \"ConvertibleToInt\" in function \"__new__\"\n  Type \"Any | None\" is not assignable to type \"ConvertibleToInt\"\n    Type \"None\" is not assignable to type \"ConvertibleToInt\"\n      \"None\" is not assignable to \"str\"\n      \"None\" is incompatible with protocol \"Buffer\"\n        \"__buffer__\" is not present\n      \"None\" is incompatible with protocol \"SupportsInt\"\n        \"__int__\" is not present\n      \"None\" is incompatible with protocol \"SupportsIndex\"",
       "rule": "reportArgumentType",
       "severity": "error",
       "startCharacter": 39,
-      "startLine": 5001
+      "startLine": 5016
     },
     {
       "endCharacter": 75,
-      "endLine": 5001,
+      "endLine": 5016,
       "file": "ReforceXY/user_data/freqaimodels/ReforceXY.py",
       "message": "Argument of type \"Any | None\" cannot be assigned to parameter \"x\" of type \"ConvertibleToInt\" in function \"__new__\"\n  Type \"Any | None\" is not assignable to type \"ConvertibleToInt\"\n    Type \"None\" is not assignable to type \"ConvertibleToInt\"\n      \"None\" is not assignable to \"str\"\n      \"None\" is incompatible with protocol \"Buffer\"\n        \"__buffer__\" is not present\n      \"None\" is incompatible with protocol \"SupportsInt\"\n        \"__int__\" is not present\n      \"None\" is incompatible with protocol \"SupportsIndex\"\n  ...",
       "rule": "reportArgumentType",
       "severity": "error",
       "startCharacter": 39,
-      "startLine": 5001
+      "startLine": 5016
     },
     {
       "endCharacter": 33,

diff --git a/ReforceXY/user_data/config-template.json b/ReforceXY/user_data/config-template.json
index a5b9c7e4efd84e052ed7c39dc4f49554e90343c5..efd4d87390bcb1c5a53a163dcaea99308dcac383 100644 (file)
--- a/ReforceXY/user_data/config-template.json
+++ b/ReforceXY/user_data/config-template.json
@@ -117,7 +117,6 @@
     "backtest_period_days": 2,
     "write_metrics_to_disk": false,
     "identifier": "ReforceXY-PPO",
-    "fit_live_predictions_candles": 864,
     "data_kitchen_thread_count": 4, // set to number of CPU threads / 4
     "track_performance": false,
     "feature_parameters": {

diff --git a/ReforceXY/user_data/freqaimodels/ReforceXY.py b/ReforceXY/user_data/freqaimodels/ReforceXY.py
index f383e69e45c330d3e21f03c2e594b49508763a5b..7c0344a91b46e7bb51c80b8fb2c979db1b8a4e8c 100644 (file)
--- a/ReforceXY/user_data/freqaimodels/ReforceXY.py
+++ b/ReforceXY/user_data/freqaimodels/ReforceXY.py
@@ -264,6 +264,7 @@ class ReforceXY(BaseReinforcementLearningModel):
         ...
         "freqai": {
             ...
+            "fit_live_predictions_candles": 0,      // Optional non-negative integer; omitted or 0 disables prediction statistics
             "model_training_parameters": {
                 "device": "auto",                   // PyTorch device (auto|cpu|cuda|cuda:0)
                 "gpu_memory_fraction": null,        // GPU VRAM fraction limit per process (0.0, 1.0], null disables
@@ -431,6 +432,20 @@ class ReforceXY(BaseReinforcementLearningModel):
 
     def __init__(self, *args, **kwargs):
         super().__init__(*args, **kwargs)
+        fit_live_predictions_candles: Any = self.freqai_info.get("fit_live_predictions_candles", 0)
+        # Freqtrade's schema validates the integer type, not the range; a
+        # negative window produces NaN backtest label statistics.
+        if (
+            isinstance(fit_live_predictions_candles, bool)
+            or not isinstance(fit_live_predictions_candles, int)
+            or fit_live_predictions_candles < 0
+        ):
+            raise ValueError(
+                f"Config [global]: fit_live_predictions_candles="
+                f"{fit_live_predictions_candles!r} invalid; "
+                "must be a non-negative integer (0 disables label statistics)"
+            )
+        self.freqai_info["fit_live_predictions_candles"] = fit_live_predictions_candles
 
         self.pairs: list[str] = self.config.get("exchange", {}).get("pair_whitelist")
         if not self.pairs: