[service] Removes autoscaling!

src/forge/controller/__init__.py

@@ -6,11 +6,10 @@
 from .actor import ForgeActor
 from .proc_mesh import get_proc_mesh, spawn_actors
 from .recoverable_mesh import RecoverableProcMesh
-from .service import AutoscalingConfig, Service, ServiceConfig
+from .service import Service, ServiceConfig
 from .spawn import spawn_service
 
 __all__ = [
-    "AutoscalingConfig",
     "Service",
     "ServiceConfig",
     "spawn_service",

src/forge/controller/service.md

@@ -1,19 +1,13 @@
 # Service - Distributed Actor Service Controller
 
-A robust service orchestration system for managing distributed actor-based workloads with automatic scaling, fault tolerance, and intelligent load balancing.
+A robust service orchestration system for managing distributed actor-based workloads with fault tolerance and intelligent load balancing.
 
 ## Overview
 
-The Service class provides a unified interface for deploying and managing multiple replicas of actor-based services across distributed compute resources. It automatically handles replica lifecycle, request routing, session management, and resource scaling based on real-time metrics.
+The Service class provides a unified interface for deploying and managing multiple replicas of actor-based services across distributed compute resources. It automatically handles replica lifecycle, request routing, and session management.
 
 ## Key Features
 
-### **Automatic Scaling**
-- **Scale Up**: Automatically adds replicas based on queue depth, capacity utilization, and request rate
-- **Scale Down**: Intelligently removes underutilized replicas while preserving workload
-- **Emergency Scaling**: Rapid scale-up during traffic spikes
-- **Configurable Thresholds**: Customizable scaling triggers and cooldown periods
-
 ### **Fault Tolerance**
 - **Health Monitoring**: Continuous health checks with automatic replica recovery
 - **Request Migration**: Seamless migration of requests from failed replicas
@@ -61,7 +55,7 @@ The Service class provides a unified interface for deploying and managing multip
 ### Basic Service Setup
 
 ```python
-from forge.controller.service import Service, ServiceConfig, AutoscalingConfig
+from forge.controller.service import Service, ServiceConfig
 
 # Configure service parameters
 config = ServiceConfig(
@@ -70,11 +64,6 @@ config = ServiceConfig(
     max_replicas=10,
     default_replicas=3,
     replica_max_concurrent_requests=10,
-    autoscaling=AutoscalingConfig(
-        scale_up_queue_depth_threshold=5.0,
-        scale_up_capacity_threshold=0.8,
-        scale_down_capacity_threshold=0.3
-    )
 )
 
 # Create service with your actor definition