minor fixes and changes

src/single-core-data-gen/generate_signal.py

@@ -19,7 +19,7 @@ import time
 from matplotlib import pyplot as plt  # noqa: F401
 import numpy as np
 
-import path_fix
+import add_pypho  # noqa: F401
 import pypho
 
 default_config = f"""
@@ -497,18 +497,18 @@ def plot_eye_diagram(
 
 
 if __name__ == "__main__":
-    path_fix.show_log()
+    add_pypho.show_log()
     config = get_config()
 
-    length_ranges = [1000, 10000]
-    length_scales = [1, 2, 3, 4, 5, 6, 7, 8, 9]
+    # length_ranges = [1000, 10000]
+    # length_scales = [1, 2, 3, 4, 5, 6, 7, 8, 9]
 
-    lengths = [
-        length_scale * length_range
-        for length_range in length_ranges
-        for length_scale in length_scales
-    ]
-    lengths.append(max(length_ranges)*10)
+    # lengths = [
+    #     length_scale * length_range
+    #     for length_range in length_ranges
+    #     for length_scale in length_scales
+    # ]
+    # lengths.append(max(length_ranges)*10)
 
     # length_loop(config, lengths)
 

src/single-core-regen/hypertraining/settings.py

@@ -39,7 +39,7 @@ class PytorchSettings:
     summary_dir: str = ".runs"
     write_every: int = 10
     head_symbols: int = 40
-    eye_symbols: int = 1000
+    eye_symbols: int = 400
 
 
 # model settings
@@ -48,8 +48,11 @@ class ModelSettings:
     output_dim: int = 2
     n_hidden_layers: tuple | int = 3
     n_hidden_nodes: tuple | int = 8
-    model_activation_func: tuple = "ModReLU"
+    model_activation_func: tuple | str = "ModReLU"
     overrides: dict = field(default_factory=dict)
+    dropout_prob: float | None = None
+    model_layer_function: str | None = None
+    model_layer_parametrizations: list= field(default_factory=list)
 
 
 @dataclass

src/single-core-regen/util/optuna_helpers.py

@@ -20,7 +20,7 @@ def _optional_suggest(
     type: str,
     log: bool = False,
     step: int | float | None = None,
-    add_user: bool = False,
+    add_user: bool = True,
     force: bool = False,
     multiply: float | int = 1,
     set_new: bool = True,
@@ -96,7 +96,7 @@ def suggest_categorical_optional(
     trial: trial.Trial,
     name: str,
     choices_or_value: tuple[Any] | list[Any] | Any,
-    add_user: bool = False,
+    add_user: bool = True,
     force: bool = False,
     set_new: bool = True,
 ):
@@ -129,7 +129,7 @@ def suggest_int_optional(
     range_or_value: tuple[int] | list[int] | int,
     step: int = 1,
     log: bool = False,
-    add_user: bool = False,
+    add_user: bool = True,
     force: bool = False,
     multiply: int = 1,
     set_new: bool = True,
@@ -174,7 +174,7 @@ def suggest_float_optional(
     range_or_value: tuple[float] | list[float] | float,
     step: float | None = None,
     log: bool = False,
-    add_user: bool = False,
+    add_user: bool = True,
     force: bool = False,
     multiply: float = 1,
     set_new: bool = True,
@@ -222,7 +222,7 @@ def suggest_categorical_optional_wrapper(
     self: trial.Trial,
     name: str,
     choices_or_value: tuple[Any] | list[Any] | Any,
-    add_user: bool = False,
+    add_user: bool = True,
     force: bool = False,
     set_new: bool = True,
 ):
@@ -253,7 +253,7 @@ def suggest_int_optional_wrapper(
     range_or_value: tuple[int] | list[int] | int,
     step: int = 1,
     log: bool = False,
-    add_user: bool = False,
+    add_user: bool = True,
     force: bool = False,
     multiply: int = 1,
     set_new: bool = True,
@@ -295,7 +295,7 @@ def suggest_float_optional_wrapper(
     range_or_value: tuple[float] | list[float] | float,
     step: float | None = None,
     log: bool = False,
-    add_user: bool = False,
+    add_user: bool = True,
     force: bool = False,
     multiply: float = 1,
     set_new: bool = True,