🐍 Supply Chain Management with TuskLang Python SDK
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_stockInventory 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_supplyDemand 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_routesLogistics 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_spaceWarehouse 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_performanceSupplier 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_insightsSupply 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_contingenciesRisk 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_networkSupply 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_capacityProduction 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_dataStore 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_chainFUJSEN-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_chainSCM 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_chainSCM 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.