NetGraph DSL

Define network simulation scenarios in YAML format.

Quick Start: See Minimal Example below. Complete Reference: See references/REFERENCE.md for full documentation.

Instructions

When working with NetGraph scenarios:

Creating new scenarios: Start with the Minimal Example, then add sections as needed
Editing existing scenarios: Identify the relevant section (network, demands, failures, etc.)
Understanding selection: Review Selection Models to understand path-based vs condition-based selection
Debugging issues: Check Common Pitfalls and Validation Checklist
Complex topologies: Use Blueprints for reusable patterns
Failure simulation: Define Risk Groups before creating failure policies

Refer to specific sections below for detailed syntax and examples.

Quick Reference

Section	Purpose
`network`	Topology: nodes, links (required)
`blueprints`	Reusable topology templates
`components`	Hardware library for cost/power modeling
`risk_groups`	Failure correlation groups
`vars`	YAML anchors for value reuse
`demands`	Traffic demand definitions
`failures`	Failure simulation rules
`workflow`	Analysis execution steps
`seed`	Master seed for reproducibility

Minimal Example

yaml

network:
  nodes:
    A: {}
    B: {}
  links:
    - source: A
      target: B
      capacity: 100
      cost: 1

Core Patterns

Selection Models

The DSL implements two distinct selection patterns:

1. Path-based Node Selection (link rules, traffic demands, workflow steps)

Uses regex patterns on hierarchical node names
Supports capture group-based grouping
Supports attribute-based grouping (group_by)
Supports attribute filtering (match conditions)
Supports active_only filtering

2. Condition-based Entity Selection (failure rules, membership rules, risk group generation)

Works on nodes/links; failure + membership can also target risk_groups
Optional regex path filter on entity names/IDs (no capture grouping)
Attribute filtering via match.conditions (match.logic defaults vary by context)

These patterns share common primitives (condition evaluation, match specification) but serve different purposes and should not be confused.

For comprehensive details on entity creation flows, processing steps, and comparison tables, see the Entity Creation Architecture section in the full reference.

Nodes and Links

yaml

network:
  nodes:
    Seattle:
      attrs:           # Custom attributes go here
        role: core
      risk_groups: ["RG1"]
      disabled: false
    Portland:
      attrs:
        role: edge

  links:
    - source: Seattle
      target: Portland
      capacity: 100    # Direct properties (no wrapper)
      cost: 10
      attrs:
        distance_km: 280
      count: 2         # Parallel links

Node Groups

yaml

network:
  nodes:
    leaf:
      count: 4
      template: "leaf-{n}"
      attrs:
        role: leaf

Creates: leaf/leaf-1, leaf/leaf-2, leaf/leaf-3, leaf/leaf-4

Template Syntaxes

Syntax	Example	Context
`[1-3]`	`dc[1-3]/rack`	Group names, risk groups
`$var`/`${var}`	`pod${p}/leaf`	Links, rules, demands
`{n}`	`srv-{n}`	`template` field

These are NOT interchangeable. See REFERENCE.md for details.

Bracket Expansion

yaml

network:
  nodes:
    dc[1-3]/rack[a,b]:    # Cartesian product
      count: 4
      template: "srv-{n}"

Creates: dc1/racka, dc1/rackb, dc2/racka, dc2/rackb, dc3/racka, dc3/rackb

Scope: Bracket expansion works in group names, risk group definitions (including children), and risk group membership arrays. Component names and other fields treat brackets as literal characters.

Link Patterns

yaml

network:
  links:
    - source: /leaf
      target: /spine
      pattern: mesh        # Every source to every target
      capacity: 100

    - source: /group_a     # 4 nodes
      target: /group_b     # 2 nodes
      pattern: one_to_one  # Pairwise with modulo wrap (sizes must have multiple factor)

Selectors with Conditions

yaml

network:
  links:
    - source:
        path: "/datacenter"
        match:
          logic: and         # "and" or "or"; defaults vary by context (see below)
          conditions:
            - attr: role
              op: "=="
              value: leaf
      target: /spine
      pattern: mesh

Operators: ==, !=, <, <=, >, >=, contains, not_contains, in, not_in, exists, not_exists

Logic defaults by context (for match.logic):

Context	Default `logic`	Rationale
Link `match`	`"or"`	Inclusive: match any condition
Demand `match`	`"or"`	Inclusive: match any condition
Membership rules	`"and"`	Precise: must match all conditions
Failure rules	`"or"`	Inclusive: match any condition

Capturing Groups for Grouping

yaml

# Single capture group creates groups by captured value
source: "^(dc[1-3])/.*"     # Groups: dc1, dc2, dc3

# Multiple capture groups join with |
source: "^(dc\\d+)/(spine|leaf)/.*"  # Groups: dc1|spine, dc1|leaf, etc.

Variable Expansion

yaml

links:
  - source: "plane${p}/rack"
    target: "spine${s}"
    expand:
      vars:
        p: [1, 2]
        s: [1, 2, 3]
      mode: cartesian  # or "zip" (equal-length lists required)
    pattern: mesh

Expansion limit: Maximum 10,000 expansions per template. Exceeding this raises an error.

Blueprints

yaml

blueprints:
  clos_pod:
    nodes:
      leaf:
        count: 4
        template: "leaf-{n}"
      spine:
        count: 2
        template: "spine-{n}"
    links:
      - source: /leaf
        target: /spine
        pattern: mesh
        capacity: 100

network:
  nodes:
    pod[1-2]:
      blueprint: clos_pod
      params:
        leaf.count: 6  # Override defaults

Alternative: Inline nested nodes (no blueprint needed):

yaml

network:
  nodes:
    datacenter:
      nodes:              # Inline hierarchy
        rack1:
          count: 2
          template: "srv-{n}"

Node and Link Rules

Modify entities after creation with optional attribute filtering:

yaml

network:
  node_rules:
    - path: "^pod1/.*"
      match:                      # Optional: filter by attributes
        conditions:
          - {attr: role, op: "==", value: compute}
      disabled: true

  link_rules:
    - source: "^pod1/.*"
      target: "^pod2/.*"
      link_match:                 # Optional: filter by link attributes
        conditions:
          - {attr: capacity, op: ">=", value: 400}
      cost: 99

Rules also support expand for variable-based application.

Traffic Demands

yaml

demands:
  production:
    - source: "^dc1/.*"
      target: "^dc2/.*"
      volume: 1000
      mode: pairwise       # or "combine"
      flow_policy: SHORTEST_PATHS_ECMP

Flow policies: SHORTEST_PATHS_ECMP, SHORTEST_PATHS_WCMP, TE_WCMP_UNLIM, TE_ECMP_16_LSP, TE_ECMP_UP_TO_256_LSP

Failure Policies

yaml

failures:
  single_link:
    expand_groups: false         # Expand to shared-risk entities
    modes:                       # Weighted modes (one selected per iteration)
      - weight: 1.0
        rules:
          - scope: link          # Required: node, link, or risk_group
            mode: choice         # all, choice, or random
            count: 1
            # Optional: weight_by: capacity  # Weighted sampling by attribute

Rule modes: all (select all matches), choice (sample count), random (each with probability)

Risk Groups

Risk groups model failure correlation (shared infrastructure, geographic regions, vendor dependencies, or any custom domain). Three methods:

Direct definition:

yaml

risk_groups:
  - name: "RG1"              # Full form
  - "RG2"                    # String shorthand (equivalent to {name: "RG2"})

Membership rules (assign entities by attribute matching; optional path filter):

yaml

risk_groups:
  - name: HighCapacityLinks
    membership:
      scope: link            # Required: node, link, or risk_group
      match:
        logic: and           # "and" or "or" (default: "and" for membership)
        conditions:
          - attr: capacity
            op: ">="
            value: 1000

Generate blocks (create groups from unique attribute values; optional path filter):

yaml

risk_groups:
  - generate:
      scope: node            # Required: node or link only
      path: "^prod_.*"       # Optional: narrow entities before grouping
      group_by: region       # Any attribute to group by
      name: "Region_${value}"

Validation: Risk group references are validated at load time (undefined references and circular hierarchies detected).

See REFERENCE.md for complete details.

Workflow

yaml

workflow:
  - type: NetworkStats
    name: stats
  - type: MaximumSupportedDemand
    name: msd
    demand_set: production
    alpha_start: 1.0
    resolution: 0.05
  - type: TrafficMatrixPlacement
    name: placement
    demand_set: production
    failure_policy: single_link
    iterations: 1000
    alpha_from_step: msd          # Reference MSD result
    alpha_from_field: data.alpha_star
  - type: MaxFlow
    source: "^(dc[1-3])$"
    target: "^(dc[1-3])$"
    mode: pairwise
    failure_policy: single_link
    iterations: 1000
    seed: 42                      # Optional: for reproducibility

Step types: BuildGraph, NetworkStats, MaxFlow, TrafficMatrixPlacement, MaximumSupportedDemand, CostPower

Common Pitfalls

1. Custom fields must go in `attrs`

yaml

# WRONG
nodes:
  A:
    my_field: value    # Error!

# CORRECT
nodes:
  A:
    attrs:
      my_field: value

2. Link properties are flattened (no wrapper)

yaml

# WRONG
links:
  - source: A
    target: B
    link_params:       # Error! No wrapper
      capacity: 100

# CORRECT
links:
  - source: A
    target: B
    capacity: 100      # Direct property

3. `one_to_one` requires compatible sizes

Sizes must have a multiple factor (4-to-2 OK, 3-to-2 ERROR).

4. Path patterns are anchored at start

yaml

path: "leaf"       # Only matches names STARTING with "leaf"
path: ".*leaf.*"   # Matches "leaf" anywhere

Note: Leading / is stripped and has no effect. /leaf and leaf are equivalent. All paths are relative to the current scope (blueprint instantiation path or network root).

5. Variable syntax uses `$` prefix

yaml

# WRONG (conflicts with regex {m,n})
source: "{dc}/leaf"

# CORRECT
source: "${dc}/leaf"

6. `zip` requires equal-length lists

yaml

# WRONG
expand:
  vars:
    a: [1, 2]
    b: [x, y, z]     # Length mismatch!
  mode: zip

7. Processing order matters

Groups and direct nodes created
Node rules applied
Blueprint links expanded
Top-level links expanded (including direct links)
Link rules applied

Rules only affect entities that exist at their processing stage.

Validation Checklist

Custom fields inside attrs
Link properties directly on link (no wrapper)
Referenced blueprints exist
Node names in direct links exist
one_to_one sizes have multiple factor
zip lists have equal length
Selectors have at least one of: path, group_by, match

More Information

Full DSL Reference - Complete field documentation, all operators, workflow steps
Working Examples - 22 complete scenarios from simple to advanced

Running Scenarios

Always validate before running:

bash

./venv/bin/ngraph inspect scenario.yaml && ./venv/bin/ngraph run scenario.yaml

CLI Commands

Command	Purpose
`ngraph inspect <file>`	Validate and summarize scenario
`ngraph inspect -d <file>`	Detailed view with node/link tables
`ngraph run <file>`	Execute and write `<file>.results.json`
`ngraph run <file> --stdout`	Execute and print results to stdout
`ngraph run <file> --profile`	Execute with CPU profiling

Success Indicators

inspect success:

✓ YAML file loaded successfully
✓ Scenario structure is valid

run success:

✅ Scenario execution completed
✅ Results written to: scenario.results.json

Exit code 0, results JSON created.

Failure Indicators

Schema validation error:

❌ ERROR: Failed to inspect scenario
  ValidationError: Additional properties are not allowed ('bad_field' was unexpected)
On instance['network']['nodes']['A']:
    {'bad_field': 'x'}

Fix: Move custom fields inside attrs: {}.

Missing node reference:

ValueError: Source node 'X' not found in network

Fix: Check node name spelling or pattern matching.

Empty selector match:

WARNING: No nodes matched selector

Fix: Verify regex pattern matches actual node names.

Interpreting Results

Results JSON structure:

json

{
  "steps": {
    "<step_name>": {
      "metadata": { "duration_sec": 0.5 },
      "data": { ... }
    }
  }
}

Key metrics by step type:

Step	Key Field	Good Value	Problem
MaximumSupportedDemand	`alpha_star`	>= 1.0	< 1.0 means network undersized
TrafficMatrixPlacement	`flow_results[].summary.total_dropped`	0	> 0 means congestion
MaxFlow	`flow_results[].summary.total_placed`	= total_demand	< demand means bottleneck

Quick validation after run:

bash

# Check alpha_star (should be >= 1.0)
grep -o '"alpha_star": [0-9.]*' scenario.results.json

# Check for dropped traffic (should be 0)
grep -o '"total_dropped": [0-9.]*' scenario.results.json | head -5

Common Errors and Fixes

Error	Cause	Fix
`Additional properties are not allowed`	Custom field outside `attrs`	Move to `attrs: {field: value}`
`Source node 'X' not found`	Link references non-existent node	Fix node name or create the node
`one_to_one pattern requires sizes with multiple factor`	Mismatched group sizes	Use sizes like 4-to-2, not 3-to-2
`Variable '$x' not found in expand.vars`	Missing variable definition	Add to `expand: {vars: {x: [...]}}`
`zip expansion requires equal-length lists`	Lists have different lengths	Make lists same length or use `cartesian`

Profiling Scenarios

When performance matters:

bash

./venv/bin/ngraph run scenario.yaml --profile --profile-memory

Output shows:

Step timing: Time per workflow step
Bottlenecks: Steps taking >10% of total time
Memory: Peak memory per step (with --profile-memory)
Recommendations: Optimization suggestions

Iteration Pattern

Write scenario YAML
./venv/bin/ngraph inspect scenario.yaml - fix any errors
./venv/bin/ngraph run scenario.yaml
Check results: alpha_star, total_dropped
If results bad -> adjust topology/demands -> repeat

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SKILL.md

NetGraph DSL

Instructions

Quick Reference

Minimal Example

Core Patterns

Selection Models

Nodes and Links

Node Groups

Template Syntaxes

Bracket Expansion

Link Patterns

Selectors with Conditions

Capturing Groups for Grouping

Variable Expansion

Blueprints

Node and Link Rules

Traffic Demands

Failure Policies

Risk Groups

Workflow

Common Pitfalls

1. Custom fields must go in attrs

2. Link properties are flattened (no wrapper)

3. one_to_one requires compatible sizes

4. Path patterns are anchored at start

5. Variable syntax uses $ prefix

6. zip requires equal-length lists

7. Processing order matters

Validation Checklist

More Information

Running Scenarios

CLI Commands

Success Indicators

Failure Indicators

Interpreting Results

Common Errors and Fixes

Profiling Scenarios

Iteration Pattern

1. Custom fields must go in `attrs`

3. `one_to_one` requires compatible sizes

5. Variable syntax uses `$` prefix

6. `zip` requires equal-length lists