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feat: add generating-eval-seed-data skill
New skill that generates minimal seed-data stubs (custom fields, objects, Apex class stubs) for evaluation datasets in the afv-library. Adapted from the adk-eval-seed-data-generator with afv-library conventions and all PR #194 review feedback addressed (scoped allowed-tools, no hardcoded paths, progressive disclosure, skills referenced by name).
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ysachdeva@salesforce.com
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skills/generating-eval-seed-data/SKILL.md
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skills/generating-eval-seed-data/SKILL.md
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---
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name: generating-eval-seed-data
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description: "Generate minimal seed-data stubs for Salesforce metadata evaluation datasets in the afv-library. Use this skill to create seed-data directories containing lightweight dependency declarations (custom fields, objects, Apex class stubs) that a dataset's gold file references. TRIGGER when: user says generate seed data, create seed-data stubs, populate seed-data, dataset dependencies, gold file dependencies, add supporting metadata for eval, or wants to set up prerequisite objects/fields for a test dataset. Also use when the user mentions seed-data, eval fixtures, stub generation, or asks to fill in the seed-data directory for any skill's tests/evals/ dataset. SKIP when: user wants to generate the gold file itself (use the domain-specific generating skill), wants to run evals (use eval runner tooling), or wants to create a new skill from scratch (use creating-sf-skill)."
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license: LICENSE.txt has complete terms
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metadata:
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version: "1.0"
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stage: Draft
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related-skills: "creating-sf-skill, generating-custom-field, generating-custom-object, generating-apex"
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allowed-tools: Bash(sf project generate, sf project deploy start, cp, rm, mkdir, find, ls) Read Write
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---
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# Generating Eval Seed Data
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Generate seed-data **stubs** — minimal supporting metadata dependencies — for evaluation datasets in the afv-library. Stubs declare the bare-minimum custom objects, fields, relationships, and Apex classes that a dataset's gold file references, just enough so the gold file can be validated in isolation.
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## Scope
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- **In scope**: Analyzing gold files to identify custom dependencies, generating minimal stub XML/Apex for those dependencies, validating stubs deploy successfully via dry-run, and populating the `seed-data/` directory.
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- **Out of scope**: Generating the gold file itself (delegate to the domain-specific skill), creating new eval datasets or prompt.md files (delegate to `creating-sf-skill`), deploying metadata to production orgs.
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---
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## Required Inputs
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Gather before proceeding:
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- **Dataset path**: Path to a single dataset (`skills/<name>/tests/evals/<dataset>/`) or a domain path containing multiple datasets. Always ask if not provided.
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- **Target org alias**: The Salesforce org alias for dry-run validation (e.g., `myDevOrg`). Ask if not provided.
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Defaults unless specified:
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- API version: `62.0`
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- Stub style: absolute minimum elements per metadata type (see `references/stub-rules.md`)
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---
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## Workflow
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All steps are sequential. Do not skip or reorder.
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### Phase 1 — Identify and Read
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1. **Identify the dataset(s)**
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- If the path contains `tests/evals/<datasetName>` (or has `prompt.md` / `gold/` directly inside), treat as a single dataset.
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- Otherwise, look for `tests/evals/` subdirectory. If it exists, list all subdirectories — each is a dataset. Process them all.
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- If neither pattern matches, ask the user to clarify.
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2. **Read the gold file(s)**
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- Look for gold files in `{dataset_path}/gold/`. These are Salesforce metadata XML or Apex files.
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- If gold files exist, proceed to step 3.
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- If gold files do NOT exist, ask: "This dataset has no gold file. Would you like me to generate one from `prompt.md`?" If yes, read `prompt.md` and generate a plausible gold file, then proceed.
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3. **Read stub generation rules** — load `references/stub-rules.md` before analyzing.
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### Phase 2 — Analyze and Generate
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4. **Analyze dependencies**
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- Read all gold files and identify every custom dependency. Look for:
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- **Custom fields** (`__c`): referenced in formulas, conditions, assignments, or relationship traversals (`__r.Name` implies a lookup `__c`)
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- **Custom objects** (`__c`): any custom object the gold metadata lives on or references via lookups
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- **Apex classes**: parent classes, interfaces, or utility classes referenced by gold code
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- For each dependency, determine: metadata type, correct API name, minimum required attributes.
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- Standard Salesforce objects (Account, Contact, Case, etc.) and their standard fields do NOT need stubs.
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5. **Generate stubs**
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- Create the `seed-data/` directory structure following the rules in `references/stub-rules.md`.
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- Include ONLY the minimum elements per metadata type — no optional attributes.
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- For picklists: only include values explicitly referenced in the gold file.
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6. **Compare against example** — verify output matches patterns in `examples/stub-examples.md`.
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### Phase 3 — Validate
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7. **Validate with dry-run deployment**
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- Create a temporary SFDX project:
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```bash
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cd /tmp && sf project generate --name seed-data-validation-$(date +%s) --template empty
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```
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- Read the temp project's `sfdx-project.json` to resolve the deploy path — do not hardcode `force-app/main/default/`. Extract `packageDirectories[].path` (use the entry with `"default": true`; if none, use the first entry).
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- Copy seed-data and gold files into the resolved deploy path:
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```bash
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cp -r {dataset_path}/seed-data/* {temp_project}/{resolved_path}/
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cp -r {dataset_path}/gold/* {temp_project}/{resolved_path}/
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```
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- Run dry-run:
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```bash
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sf project deploy start --dry-run -d "{resolved_path}" --target-org {target_org} --test-level NoTestRun --wait 10 --json
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```
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8. **Auto-fix on failure**
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- Parse JSON error output and fix issues (missing fields, invalid types, missing relationships).
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- Re-run dry-run after each fix. Max 3 retries.
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- If still failing after 3 retries, report remaining errors and ask for guidance.
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9. **Copy validated stubs back**
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- Replace `{dataset_path}/seed-data/` with the validated versions.
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- Only copy back stub files you generated — do NOT copy gold file content into seed-data.
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10. **Clean up and report**
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- Delete the temporary SFDX project.
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- Report: files generated, validation status, any fixes applied.
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- For multiple datasets, print a summary table:
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| # | Dataset | Stubs Generated | Validation | Notes |
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|---|---------|----------------|------------|-------|
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| 1 | … | … | … | … |
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---
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## Rules / Constraints
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| Constraint | Rationale |
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|-----------|-----------|
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| Stubs include ONLY minimum required elements | Optional attributes add noise and can cause unexpected deployment errors |
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| Never invent picklist values beyond what gold references | Extra values create false dependencies and mislead evaluators |
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| Standard objects/fields never get stubs | They exist in every org; stubs would be redundant and can conflict |
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| Always validate via dry-run before finalizing | Catches missing dependencies and malformed XML before the contributor sees them |
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| API version defaults to 62.0 | Matches current afv-library convention; override only if gold file specifies otherwise |
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| Copy back only stub files, not gold files | Mixing gold content into seed-data corrupts the dataset structure |
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| Never hardcode `force-app/main/default/` — always read `sfdx-project.json` | Customers customize the package directory path; hardcoding breaks non-default projects |
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| Reference cross-skills by name, never by filesystem path | Skill catalog layout varies across AFV installations; hardcoded paths break portability |
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---
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## Gotchas
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| Issue | Resolution |
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|-------|------------|
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| Relationship traversal (`__r.Name`) implies a lookup field | Generate a Lookup stub for the corresponding `__c` field |
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| Gold file references a field on a standard object | Only generate the custom field stub, not the standard object definition |
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| Multiple gold files reference the same custom object | Generate the object stub once; place field stubs under the same object directory |
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| Picklist referenced in formula via `ISPICKVAL` | Extract only the specific value string from the formula; do not add other values |
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| Gold file has no custom dependencies | Skip stub generation; report "no seed-data needed" |
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| Dry-run fails with `DUPLICATE_DEVELOPER_NAME` | A stub conflicts with an existing org object — rename or skip |
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---
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## Output Expectations
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Deliverables:
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- Stub metadata files: `{dataset_path}/seed-data/objects/{ObjectName}/fields/{FieldName}.field-meta.xml`
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- Stub object definitions: `{dataset_path}/seed-data/objects/{ObjectName}/{ObjectName}.object-meta.xml`
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- Stub Apex classes: `{dataset_path}/seed-data/classes/{ClassName}.cls` + `.cls-meta.xml`
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- Console report: list of generated files, validation status, fixes applied
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---
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## Cross-Skill Integration
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| Need | Delegate to |
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|------|-------------|
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| Generate the gold file for a dataset | Domain-specific skill (`generating-validation-rule`, `generating-apex`, etc.) |
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| Create a new skill with eval datasets | `creating-sf-skill` |
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| Generate a complete custom field (not a stub) | `generating-custom-field` |
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| Generate a complete custom object (not a stub) | `generating-custom-object` |
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---
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## Reference File Index
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| File | When to read |
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|------|-------------|
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| `references/stub-rules.md` | Phase 2, step 3 — before generating any stubs |
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| `examples/stub-examples.md` | Phase 2, step 6 — to verify generated output matches expected patterns |
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132
skills/generating-eval-seed-data/examples/stub-examples.md
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132
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# Seed-Data Stub Examples
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Input/output examples showing gold file analysis and the resulting seed-data stubs.
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---
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## Example 1: Formula Field with Date and Picklist Dependencies
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**Gold file**: `gold/objects/Contract/fields/Payment_Overdue__c.field-meta.xml`
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```xml
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<?xml version="1.0" encoding="UTF-8"?>
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<CustomField xmlns="http://soap.sforce.com/2006/04/metadata">
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<fullName>Payment_Overdue__c</fullName>
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<label>Payment Overdue</label>
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<type>Text</type>
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<formula>IF(AND(Payment_Due_Date__c < TODAY(), ISPICKVAL(Payment_Status__c, "UNPAID")), "PAYMENT OVERDUE", null)</formula>
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<formulaTreatBlanksAs>BlankAsZero</formulaTreatBlanksAs>
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<length>20</length>
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</CustomField>
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```
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**Analysis**: Formula references `Payment_Due_Date__c` (Date) and `Payment_Status__c`
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(Picklist with value `UNPAID`).
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**Generated stubs**:
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`seed-data/objects/Contract/fields/Payment_Due_Date__c.field-meta.xml`:
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```xml
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<?xml version="1.0" encoding="UTF-8"?>
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<CustomField xmlns="http://soap.sforce.com/2006/04/metadata">
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<fullName>Payment_Due_Date__c</fullName>
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<label>Payment Due Date</label>
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<type>Date</type>
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</CustomField>
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```
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`seed-data/objects/Contract/fields/Payment_Status__c.field-meta.xml`:
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```xml
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<?xml version="1.0" encoding="UTF-8"?>
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<CustomField xmlns="http://soap.sforce.com/2006/04/metadata">
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<fullName>Payment_Status__c</fullName>
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<label>Payment Status</label>
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<type>Picklist</type>
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<valueSet>
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<valueSetDefinition>
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<value>
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<fullName>UNPAID</fullName>
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<label>UNPAID</label>
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</value>
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</valueSetDefinition>
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</valueSet>
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</CustomField>
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```
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Only `UNPAID` is included — no other values.
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---
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## Example 2: Flow Referencing Custom Objects
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**Gold file**: A Flow XML that triggers on `Adoption__c` record creation and references
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a Lookup to `Animal__c`.
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**Generated stubs**:
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`seed-data/objects/Adoption__c/Adoption__c.object-meta.xml`:
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```xml
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<?xml version="1.0" encoding="UTF-8"?>
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<CustomObject xmlns="http://soap.sforce.com/2006/04/metadata">
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<deploymentStatus>Deployed</deploymentStatus>
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<label>Adoption</label>
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<nameField>
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<label>Adoption Name</label>
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<type>Text</type>
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</nameField>
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<pluralLabel>Adoptions</pluralLabel>
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<sharingModel>ReadWrite</sharingModel>
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</CustomObject>
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```
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`seed-data/objects/Animal__c/Animal__c.object-meta.xml`:
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```xml
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<?xml version="1.0" encoding="UTF-8"?>
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<CustomObject xmlns="http://soap.sforce.com/2006/04/metadata">
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<deploymentStatus>Deployed</deploymentStatus>
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<label>Animal</label>
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<nameField>
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<label>Animal Name</label>
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<type>Text</type>
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</nameField>
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<pluralLabel>Animals</pluralLabel>
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<sharingModel>ReadWrite</sharingModel>
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</CustomObject>
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```
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`seed-data/objects/Adoption__c/fields/Animal__c.field-meta.xml`:
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```xml
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<?xml version="1.0" encoding="UTF-8"?>
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<CustomField xmlns="http://soap.sforce.com/2006/04/metadata">
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<fullName>Animal__c</fullName>
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<label>Animal</label>
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<type>Lookup</type>
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<referenceTo>Animal__c</referenceTo>
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<relationshipName>Adoptions</relationshipName>
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</CustomField>
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```
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---
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## Example 3: Apex Class with Parent Class Dependency
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**Gold file**: `gold/classes/OrderProcessor.cls` extends `BaseProcessor`.
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**Generated stubs**:
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`seed-data/classes/BaseProcessor.cls`:
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```java
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public abstract class BaseProcessor {
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}
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```
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`seed-data/classes/BaseProcessor.cls-meta.xml`:
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```xml
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<?xml version="1.0" encoding="UTF-8"?>
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<ApexClass xmlns="http://soap.sforce.com/2006/04/metadata">
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<apiVersion>62.0</apiVersion>
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<status>Active</status>
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</ApexClass>
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```
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Empty stub — no method bodies or implementations.
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147
skills/generating-eval-seed-data/references/stub-rules.md
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147
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# Stub Generation Rules
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Rules for generating minimal seed-data stubs. Stubs declare what exists and what type
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it is — nothing more.
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---
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## General Principles
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- **Stubs, not full metadata**: generate the absolute minimum XML to declare a field,
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object, or class. No optional attributes, no invented values.
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- **Only what gold references**: for picklists, include ONLY values explicitly named in
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the gold file. For objects, do not add fields beyond what gold uses.
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- **No optional attributes**: omit `description`, `trackHistory`, `trackTrending`,
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`required`, `externalId`, `inlineHelpText`, `restricted`, `sorted`, `default`,
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`relationshipLabel`, and any other non-essential element.
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- **Standard objects don't need definitions**: Account, Contact, Opportunity, Case, Lead,
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User, and other standard objects already exist. Only stub their custom fields (`__c`).
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- **API version**: use `62.0` unless gold specifies otherwise.
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---
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## Custom Field Stubs
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**Path**: `seed-data/objects/{ObjectName}/fields/{FieldApiName}.field-meta.xml`
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Include ONLY these elements per field type:
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| Field Type | Required Elements |
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|-----------|------------------|
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| Lookup | `fullName`, `label`, `type`, `referenceTo`, `relationshipName` |
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| Master-Detail | `fullName`, `label`, `type`, `referenceTo`, `relationshipName` |
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| Picklist | `fullName`, `label`, `type`, `valueSet` (only referenced values) |
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| Text | `fullName`, `label`, `type`, `length` |
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| Number | `fullName`, `label`, `type`, `precision`, `scale` |
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| Currency | `fullName`, `label`, `type`, `precision`, `scale` |
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| Percent | `fullName`, `label`, `type`, `precision`, `scale` |
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| Date | `fullName`, `label`, `type` |
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| DateTime | `fullName`, `label`, `type` |
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| Checkbox | `fullName`, `label`, `type`, `defaultValue` |
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| Email | `fullName`, `label`, `type` |
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| Phone | `fullName`, `label`, `type` |
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| Url | `fullName`, `label`, `type` |
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| TextArea | `fullName`, `label`, `type` |
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| LongTextArea | `fullName`, `label`, `type`, `length`, `visibleLines` |
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### Picklist Value Rules
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Only include picklist values that appear explicitly in the gold file. Common patterns:
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| Gold Pattern | Extract |
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|-------------|---------|
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| `ISPICKVAL(Status__c, "UNPAID")` | `UNPAID` only |
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| `IF(Stage__c = "Closed Won", ...)` | `Closed Won` only |
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| `<value><fullName>Active</fullName>...</value>` | `Active` only |
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Do NOT add values "for completeness." If the gold formula checks for `"UNPAID"`, do not
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add `PAID`, `PARTIALLY_PAID`, or any other values.
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---
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## Custom Object Stubs
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**Path**: `seed-data/objects/{ObjectApiName}/{ObjectApiName}.object-meta.xml`
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Include ONLY these elements:
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```xml
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<?xml version="1.0" encoding="UTF-8"?>
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<CustomObject xmlns="http://soap.sforce.com/2006/04/metadata">
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<deploymentStatus>Deployed</deploymentStatus>
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<label>{Object Label}</label>
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<nameField>
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<label>{Object Label} Name</label>
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<type>Text</type>
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</nameField>
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<pluralLabel>{Object Plural Label}</pluralLabel>
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<sharingModel>ReadWrite</sharingModel>
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</CustomObject>
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```
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Do NOT add `description`, `enableActivities`, `enableBulkApi`, `enableHistory`,
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`enableReports`, `enableSearch`, or any other optional element.
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---
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## Apex Class Stubs
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**Path**: `seed-data/classes/{ClassName}.cls` + `seed-data/classes/{ClassName}.cls-meta.xml`
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The `.cls` file is an empty stub — class signature only:
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```java
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public class MyUtilClass {
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}
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```
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For interfaces:
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```java
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public interface MyInterface {
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}
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```
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For abstract classes:
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```java
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public abstract class MyBaseClass {
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}
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```
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The `.cls-meta.xml`:
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```xml
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<?xml version="1.0" encoding="UTF-8"?>
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<ApexClass xmlns="http://soap.sforce.com/2006/04/metadata">
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<apiVersion>62.0</apiVersion>
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<status>Active</status>
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</ApexClass>
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```
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Do NOT generate method bodies, business logic, or implementations.
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---
|
||||
|
||||
## Dependency Detection Patterns
|
||||
|
||||
| Gold Pattern | Dependency Type | Stub Needed |
|
||||
|-------------|----------------|-------------|
|
||||
| `Payment_Due_Date__c` in formula | Custom field | Date field stub |
|
||||
| `AssetProvided__r.Name` in formula | Lookup relationship | Lookup field stub for `AssetProvided__c` |
|
||||
| `ISPICKVAL(Status__c, "X")` | Picklist field | Picklist stub with value `X` |
|
||||
| `<referenceTo>Animal__c</referenceTo>` | Custom object | Object stub for `Animal__c` |
|
||||
| `extends BaseHandler` | Apex parent class | Class stub for `BaseHandler` |
|
||||
| `implements Queueable` | Standard interface | No stub needed (standard) |
|
||||
| `Account.Name` | Standard object + field | No stub needed |
|
||||
| `CustomObj__c.Custom_Field__c` | Custom field on custom object | Both object and field stubs |
|
||||
|
||||
---
|
||||
|
||||
## Common Validation Errors and Fixes
|
||||
|
||||
| Error Pattern | Fix |
|
||||
|--------------|-----|
|
||||
| `Field does not exist: FieldName__c` | Add the missing field stub |
|
||||
| `Invalid type: ObjectName__c` | Add the custom object stub |
|
||||
| `Missing required field: X` | Add the required XML element |
|
||||
| `Invalid picklist value` | Add the missing value to the picklist stub |
|
||||
| `Relationship not found` | Add the lookup field that defines the relationship |
|
||||
| `apiVersion is required` | Add `<apiVersion>62.0</apiVersion>` |
|
||||
@ -0,0 +1,3 @@
|
||||
// STUB — review and update expected output before running eval
|
||||
public abstract class BaseProcessor {
|
||||
}
|
||||
@ -0,0 +1,6 @@
|
||||
<!-- STUB — review and update expected output before running eval -->
|
||||
<?xml version="1.0" encoding="UTF-8"?>
|
||||
<ApexClass xmlns="http://soap.sforce.com/2006/04/metadata">
|
||||
<apiVersion>62.0</apiVersion>
|
||||
<status>Active</status>
|
||||
</ApexClass>
|
||||
@ -0,0 +1 @@
|
||||
Generate seed-data for an Apex dataset where the gold file is an OrderProcessor class that extends BaseProcessor and implements Queueable. The dataset path is skills/generating-apex/tests/evals/generating-apex-order-processor/. My target org is myDevOrg.
|
||||
@ -0,0 +1,12 @@
|
||||
<!-- STUB — review and update expected output before running eval -->
|
||||
<?xml version="1.0" encoding="UTF-8"?>
|
||||
<CustomObject xmlns="http://soap.sforce.com/2006/04/metadata">
|
||||
<deploymentStatus>Deployed</deploymentStatus>
|
||||
<label>Adoption</label>
|
||||
<nameField>
|
||||
<label>Adoption Name</label>
|
||||
<type>Text</type>
|
||||
</nameField>
|
||||
<pluralLabel>Adoptions</pluralLabel>
|
||||
<sharingModel>ReadWrite</sharingModel>
|
||||
</CustomObject>
|
||||
@ -0,0 +1,12 @@
|
||||
<!-- STUB — review and update expected output before running eval -->
|
||||
<?xml version="1.0" encoding="UTF-8"?>
|
||||
<CustomObject xmlns="http://soap.sforce.com/2006/04/metadata">
|
||||
<deploymentStatus>Deployed</deploymentStatus>
|
||||
<label>Animal</label>
|
||||
<nameField>
|
||||
<label>Animal Name</label>
|
||||
<type>Text</type>
|
||||
</nameField>
|
||||
<pluralLabel>Animals</pluralLabel>
|
||||
<sharingModel>ReadWrite</sharingModel>
|
||||
</CustomObject>
|
||||
@ -0,0 +1 @@
|
||||
I need seed-data stubs for a Flow dataset. The gold file is a record-triggered Flow on Adoption__c that creates a related record on Animal__c via a Lookup field. Target org is myDevOrg. The dataset is at skills/generating-flow/tests/evals/generating-flow-adoption-trigger/.
|
||||
@ -0,0 +1,7 @@
|
||||
<!-- STUB — review and update expected output before running eval -->
|
||||
<?xml version="1.0" encoding="UTF-8"?>
|
||||
<CustomField xmlns="http://soap.sforce.com/2006/04/metadata">
|
||||
<fullName>Payment_Due_Date__c</fullName>
|
||||
<label>Payment Due Date</label>
|
||||
<type>Date</type>
|
||||
</CustomField>
|
||||
@ -0,0 +1,15 @@
|
||||
<!-- STUB — review and update expected output before running eval -->
|
||||
<?xml version="1.0" encoding="UTF-8"?>
|
||||
<CustomField xmlns="http://soap.sforce.com/2006/04/metadata">
|
||||
<fullName>Payment_Status__c</fullName>
|
||||
<label>Payment Status</label>
|
||||
<type>Picklist</type>
|
||||
<valueSet>
|
||||
<valueSetDefinition>
|
||||
<value>
|
||||
<fullName>UNPAID</fullName>
|
||||
<label>UNPAID</label>
|
||||
</value>
|
||||
</valueSetDefinition>
|
||||
</valueSet>
|
||||
</CustomField>
|
||||
@ -0,0 +1 @@
|
||||
Generate seed-data for the dataset at skills/generating-validation-rule/tests/evals/generating-validation-rule-formula-deps/. The gold file is a validation rule on Contract that uses a formula referencing Payment_Due_Date__c and ISPICKVAL(Payment_Status__c, "UNPAID"). My target org is myDevOrg.
|
||||
Loading…
Reference in New Issue
Block a user