🐍 Supply Chain Management with TuskLang Python SDK

Python Documentation

Supply Chain Management with TuskLang Python SDK

Overview

TuskLang's Python SDK provides revolutionary supply chain management capabilities that enable seamless inventory optimization, logistics coordination, and supply chain analytics. From basic inventory tracking to advanced demand forecasting, TuskLang makes supply chain management accessible, powerful, and production-ready.

Installation & Setup

Core SCM Dependencies

Install TuskLang Python SDK with SCM extensions

pip install tuskscm[full]

Or install specific SCM components

pip install tuskscm[inventory] # Inventory management pip install tuskscm[logistics] # Logistics optimization pip install tuskscm[forecasting] # Demand forecasting pip install tuskscm[analytics] # Supply chain analytics

Environment Configuration

peanu.tsk configuration for SCM workloads

scm_config = { "inventory": { "management_system": "tusk_inventory", "real_time_tracking": true, "automated_reordering": true, "safety_stock": true }, "logistics": { "route_optimization": true, "carrier_management": true, "tracking_system": true, "warehouse_management": true }, "forecasting": { "demand_forecasting": true, "supply_planning": true, "seasonal_analysis": true, "machine_learning": true }, "fujsen_integration": { "enable_intelligence": true, "predictive_analytics": true, "optimization_engine": true } }

Basic SCM Operations

Inventory Management

from tuskscm import InventoryManager, StockTracker
from tuskscm.fujsen import @manage_inventory, @track_stock

Inventory manager

inventory_manager = InventoryManager() @inventory_status = inventory_manager.manage_inventory( products="@product_catalog", warehouses="@warehouse_locations", reorder_points="@reorder_thresholds" )

FUJSEN inventory management

@managed_inventory = @manage_inventory( inventory_data="@product_inventory", management_type="real_time", automated_reordering=True )

Stock tracker

stock_tracker = StockTracker() @stock_levels = stock_tracker.track_stock( products="@product_list", locations="@warehouse_locations", real_time=True )

FUJSEN stock tracking

@tracked_stock = @track_stock( stock_data="@inventory_data", tracking_type="continuous", alert_thresholds="@stock_alerts" )

Demand Forecasting

from tuskscm.forecasting import DemandForecaster, ForecastingEngine
from tuskscm.fujsen import @forecast_demand, @predict_supply

Demand forecaster

demand_forecaster = DemandForecaster() @demand_prediction = demand_forecaster.forecast_demand( historical_data="@sales_history", forecast_period="12_months", seasonality=True )

FUJSEN demand forecasting

@forecasted_demand = @forecast_demand( demand_data="@historical_demand", forecasting_model="ensemble", confidence_interval=0.95 )

Forecasting engine

forecasting_engine = ForecastingEngine() @supply_forecast = forecasting_engine.predict_supply( demand="@demand_prediction", supplier_capacity="@supplier_data", lead_times="@lead_time_data" )

FUJSEN supply prediction

@predicted_supply = @predict_supply( supply_data="@supplier_information", prediction_model="machine_learning", optimization_target="cost_minimization" )

Advanced SCM Features

Logistics Optimization

from tuskscm.logistics import LogisticsOptimizer, RoutePlanner
from tuskscm.fujsen import @optimize_logistics, @plan_routes

Logistics optimizer

logistics_optimizer = LogisticsOptimizer() @optimized_logistics = logistics_optimizer.optimize_supply_chain( suppliers="@supplier_network", warehouses="@warehouse_network", customers="@customer_locations", constraints="@logistics_constraints" )

FUJSEN logistics optimization

@logistics_optimization = @optimize_logistics( logistics_data="@supply_chain_data", optimization_type="multi_objective", objectives=["@cost_minimization", "@delivery_time", "@carbon_footprint"] )

Route planner

route_planner = RoutePlanner() @optimal_routes = route_planner.plan_routes( origins="@warehouse_locations", destinations="@customer_locations", vehicles="@available_vehicles", constraints="@route_constraints" )

FUJSEN route planning

@planned_routes = @plan_routes( route_data="@delivery_routes", planning_algorithm="genetic_algorithm", real_time_optimization=True )

Warehouse Management

from tuskscm.warehouse import WarehouseManager, SpaceOptimizer
from tuskscm.fujsen import @manage_warehouse, @optimize_space

Warehouse manager

warehouse_manager = WarehouseManager() @warehouse_operations = warehouse_manager.manage_warehouse( warehouse="@warehouse_location", inventory="@warehouse_inventory", operations=["@receiving", "@storage", "@picking", "@shipping"] )

FUJSEN warehouse management

@managed_warehouse = @manage_warehouse( warehouse_data="@warehouse_information", management_type="automated", optimization_level="high" )

Space optimizer

space_optimizer = SpaceOptimizer() @space_optimization = space_optimizer.optimize_space( warehouse="@warehouse_layout", products="@product_dimensions", demand_patterns="@demand_forecast" )

FUJSEN space optimization

@optimized_space = @optimize_space( space_data="@warehouse_space", optimization_type="3d_layout", efficiency_target=0.95 )

Supplier Management

from tuskscm.suppliers import SupplierManager, PerformanceTracker
from tuskscm.fujsen import @manage_suppliers, @track_performance

Supplier manager

supplier_manager = SupplierManager() @supplier_network = supplier_manager.manage_suppliers( suppliers="@supplier_list", contracts="@supplier_contracts", performance_metrics="@performance_criteria" )

FUJSEN supplier management

@managed_suppliers = @manage_suppliers( supplier_data="@supplier_information", management_type="strategic", risk_assessment=True )

Performance tracker

performance_tracker = PerformanceTracker() @supplier_performance = performance_tracker.track_performance( suppliers="@supplier_list", metrics=["@delivery_time", "@quality_score", "@cost_efficiency"] )

FUJSEN performance tracking

@tracked_performance = @track_performance( performance_data="@supplier_metrics", tracking_type="real_time", benchmarking=True )

Supply Chain Analytics

Supply Chain Intelligence

from tuskscm.analytics import SupplyChainAnalytics, IntelligenceEngine
from tuskscm.fujsen import @analyze_supply_chain, @generate_insights

Supply chain analytics

scm_analytics = SupplyChainAnalytics() @supply_chain_insights = scm_analytics.analyze_supply_chain( data="@supply_chain_data", metrics=["@cost_metrics", "@performance_metrics", "@risk_metrics"] )

FUJSEN supply chain analysis

@chain_analysis = @analyze_supply_chain( chain_data="@supply_chain_information", analysis_types=["@cost_analysis", "@performance_analysis", "@risk_analysis"], time_period="monthly" )

Intelligence engine

intelligence_engine = IntelligenceEngine() @scm_intelligence = intelligence_engine.generate_insights( data="@supply_chain_insights", insight_types=["@optimization_opportunities", "@risk_warnings", "@cost_savings"] )

FUJSEN insight generation

@generated_insights = @generate_insights( supply_chain_data="@scm_data", intelligence_level="advanced", actionable_recommendations=True )

Risk Management

from tuskscm.risk import RiskManager, ContingencyPlanner
from tuskscm.fujsen import @assess_risks, @plan_contingencies

Risk manager

risk_manager = RiskManager() @risk_assessment = risk_manager.assess_risks( supply_chain="@supply_chain_network", risk_factors=["@supplier_risks", "@logistics_risks", "@demand_risks"] )

FUJSEN risk assessment

@assessed_risks = @assess_risks( risk_data="@supply_chain_risks", assessment_type="comprehensive", risk_scoring=True )

Contingency planner

contingency_planner = ContingencyPlanner() @contingency_plans = contingency_planner.plan_contingencies( risks="@identified_risks", mitigation_strategies="@mitigation_options", backup_suppliers="@backup_supplier_network" )

FUJSEN contingency planning

@planned_contingencies = @plan_contingencies( contingency_data="@risk_scenarios", planning_type="proactive", response_time="immediate" )

Optimization & Planning

Supply Chain Optimization

from tuskscm.optimization import SupplyChainOptimizer, NetworkDesigner
from tuskscm.fujsen import @optimize_supply_chain, @design_network

Supply chain optimizer

scm_optimizer = SupplyChainOptimizer() @optimized_chain = scm_optimizer.optimize_supply_chain( network="@supply_chain_network", objectives=["@cost_minimization", "@service_level", "@sustainability"], constraints="@operational_constraints" )

FUJSEN supply chain optimization

@chain_optimization = @optimize_supply_chain( chain_data="@supply_chain_network", optimization_type="multi_objective", algorithm="genetic_algorithm" )

Network designer

network_designer = NetworkDesigner() @network_design = network_designer.design_network( demand="@demand_forecast", suppliers="@supplier_capabilities", warehouses="@warehouse_options" )

FUJSEN network design

@designed_network = @design_network( network_data="@supply_network_requirements", design_type="optimal", cost_benefit_analysis=True )

Production Planning

from tuskscm.production import ProductionPlanner, CapacityManager
from tuskscm.fujsen import @plan_production, @manage_capacity

Production planner

production_planner = ProductionPlanner() @production_plan = production_planner.plan_production( demand="@demand_forecast", capacity="@production_capacity", resources="@available_resources" )

FUJSEN production planning

@planned_production = @plan_production( production_data="@manufacturing_requirements", planning_type="optimized", scheduling_algorithm="advanced" )

Capacity manager

capacity_manager = CapacityManager() @capacity_planning = capacity_manager.manage_capacity( facilities="@production_facilities", demand="@projected_demand", constraints="@capacity_constraints" )

FUJSEN capacity management

@managed_capacity = @manage_capacity( capacity_data="@production_capacity", management_type="dynamic", load_balancing=True )

SCM with TuskLang Ecosystem

Integration with TuskDB

from tuskscm.storage import TuskDBStorage
from tuskscm.fujsen import @store_scm_data, @load_supply_chain_data

Store SCM data in TuskDB

@scm_storage = TuskDBStorage( database="supply_chain_management", collection="supply_chain_data" )

@store_supply_chain = @store_scm_data( scm_data="@supply_chain_information", metadata={ "timestamp": "@timestamp", "data_type": "@data_category", "source": "@data_source" } )

Load supply chain data

@supply_chain_data = @load_supply_chain_data( data_types=["@inventory_data", "@logistics_data", "@supplier_data"], filters="@data_filters" )

SCM with FUJSEN Intelligence

from tuskscm.fujsen import @scm_intelligence, @smart_supply_chain

FUJSEN-powered SCM intelligence

@intelligent_scm = @scm_intelligence( supply_chain_data="@scm_data", intelligence_level="advanced", include_optimization=True )

Smart supply chain

@smart_chain = @smart_supply_chain( chain_data="@supply_chain_network", intelligence_type="predictive", automation_level="high" )

Best Practices

Performance Optimization

from tuskscm.optimization import SCMOptimizer
from tuskscm.fujsen import @optimize_scm, @scale_supply_chain

SCM optimization

@optimization = @optimize_scm( scm_system="@supply_chain_system", optimization_types=["@cost_optimization", "@performance_optimization", "@risk_optimization"] )

Supply chain scaling

@scaling = @scale_supply_chain( supply_chain="@supply_chain_network", scaling_strategy="adaptive", load_balancing="intelligent" )

Quality Assurance

from tuskscm.quality import SCMQualityManager
from tuskscm.fujsen import @ensure_scm_quality, @validate_supply_chain

SCM quality assurance

@quality_assurance = @ensure_scm_quality( scm_data="@supply_chain_data", quality_metrics=["@accuracy", "@completeness", "@timeliness"], validation_rules="@quality_rules" )

Supply chain validation

@validation = @validate_supply_chain( supply_chain="@supply_chain_network", validation_type="comprehensive", compliance_checks=True )

Example: Complete SCM System

Complete supply chain management system

from tuskscm import *

Set up inventory management

@inventory_system = @manage_inventory( inventory_data="@product_inventory", management_type="real_time" )

Implement demand forecasting

@demand_forecast = @forecast_demand( demand_data="@historical_demand", forecasting_model="ensemble" )

Optimize logistics

@logistics_optimization = @optimize_logistics( logistics_data="@supply_chain_data", optimization_type="multi_objective" )

Manage suppliers

@supplier_management = @manage_suppliers( supplier_data="@supplier_network", management_type="strategic" )

Analyze supply chain performance

@performance_analysis = @analyze_supply_chain( chain_data="@supply_chain_information", analysis_types=["@cost_analysis", "@performance_analysis"] )

Assess and manage risks

@risk_management = @assess_risks( risk_data="@supply_chain_risks", assessment_type="comprehensive" )

Optimize the entire supply chain

@chain_optimization = @optimize_supply_chain( chain_data="@supply_chain_network", optimization_type="end_to_end" )

Store results in TuskDB

@stored_scm_data = @store_scm_data( scm_data="@supply_chain_analytics", database="supply_chain_management" )

Conclusion

TuskLang's Python SDK provides a comprehensive supply chain management ecosystem that enables seamless inventory optimization, logistics coordination, and supply chain analytics. From basic inventory tracking to advanced demand forecasting, TuskLang makes supply chain management accessible, powerful, and production-ready.

The integration with TuskDB, FUJSEN intelligence, and the broader TuskLang ecosystem creates a unique SCM platform that scales from simple inventory management to complex supply chain optimization. Whether you're building warehouse management systems, logistics optimization tools, or supply chain analytics platforms, TuskLang provides the tools and infrastructure you need to succeed.

Embrace the future of supply chain management with TuskLang - where logistics meets revolutionary technology.