simplification

Author: TimilsinaBimal

app/services/profile/builder.py

@@ -1,10 +1,3 @@
-"""
-Profile Builder - Additive Accumulation System.
-
-Pure additive accumulation. No normalization, no derived features.
-Easy to debug, transparent, explainable.
-"""
-
 import asyncio
 import math
 from collections import defaultdict

app/services/profile/constants.py

@@ -1,9 +1,3 @@
-"""
-Constants for Taste Profile System.
-
-Centralized configuration for evidence weights, feature weights, caps, and decay.
-"""
-
 from typing import Final
 
 # Evidence Weights (how much each interaction type contributes)

app/services/profile/evidence.py

@@ -1,9 +1,3 @@
-"""
-Evidence Weight Calculator.
-
-Determines how much weight to give each user interaction based on type and recency.
-"""
-
 import math
 from datetime import datetime, timezone
 from typing import Literal

app/services/profile/sampling.py

@@ -1,9 +1,3 @@
-"""
-Smart Sampling Service.
-
-Efficiently samples items for profile building while prioritizing strong signals.
-"""
-
 from typing import Any
 
 from app.models.scoring import ScoredItem

app/services/profile/scorer.py

@@ -1,9 +1,3 @@
-"""
-Profile Scorer - Unified Scoring Function.
-
-Same scoring function used everywhere: Top Picks, Genre rows, Keyword rows, etc.
-"""
-
 from typing import Any
 
 from app.models.taste_profile import TasteProfile

app/services/profile/vectorizer.py

@@ -1,9 +1,3 @@
-"""
-Item Vectorizer - Extracts features from items for profile building.
-
-Pure extraction logic, no scoring or accumulation.
-"""
-
 from typing import Any
 
 from app.models.scoring import ScoredItem