| --- |
| license: apache-2.0 |
| task_categories: |
| - text-generation |
| tags: |
| - web-agent |
| - evaluation |
| - erpnext |
| pretty_name: ERPNext Tasks |
| configs: |
| - config_name: default |
| data_files: |
| - split: train |
| path: data/train-* |
| dataset_info: |
| features: |
| - name: benchmark |
| dtype: string |
| - name: task_name |
| dtype: string |
| - name: task_seed |
| dtype: int64 |
| - name: task_config |
| dtype: string |
| - name: goal |
| dtype: string |
| - name: start_url |
| dtype: string |
| - name: validation |
| dtype: string |
| splits: |
| - name: train |
| num_bytes: 428581 |
| num_examples: 207 |
| download_size: 53520 |
| dataset_size: 428581 |
| --- |
| |
| # ERPNext Tasks |
|
|
| An evaluation dataset for web agents operating on a self-hosted ERPNext instance. Each row contains a task goal, a configuration dict with a SQL validation query, and a standalone Python validation function that scores agent performance by querying the ERPNext database. |
|
|
| ## Dataset overview |
|
|
| - **207 samples** across **82 task categories** |
| - A single shared validator queries a SQL endpoint to verify outcomes |
|
|
| | Domain | Categories | Samples | Examples | |
| |---|---|---|---| |
| | User Management | 7 | 18 | Create users, assign roles, disable accounts, create user groups | |
| | Purchasing | 8 | 16 | Create suppliers, purchase orders, manage discounts and confirmations | |
| | Sales | 10 | 27 | Create customers, sales orders, sales invoices with tax rates | |
| | Inventory | 8 | 18 | Create stock items and entries, edit item properties, manage letterheads | |
| | HR | 5 | 14 | Create employees with various detail levels, update departments | |
| | Accounting | 10 | 22 | Create journal and payment entries, cancel or assign entries | |
| | Projects | 14 | 38 | Create projects and tasks with dependencies, change status, delete | |
| | Multi-step | 20 | 54 | Cross-domain workflows combining creation, assignment, and management | |
|
|
| ## Schema |
|
|
| | Column | Type | Description | |
| |---|---|---| |
| | `benchmark` | `string` | Benchmark name (`erpnext`) | |
| | `task_name` | `string` | Task category (e.g. `erpnext.create_sales_order`) | |
| | `task_seed` | `int` | Sample index within the category | |
| | `task_config` | `string` | JSON-encoded dict with `sql` (validation query) and `count` (expected result count) | |
| | `goal` | `string` | Natural language instruction shown to the agent | |
| | `start_url` | `string` | URL where the agent should begin (empty, defaults to ERPNext home) | |
| | `validation` | `string` | Python source code of the validator module | |
|
|
| ## Validation |
|
|
| The validator module exposes a `validate(messages, config)` function: |
|
|
| ```python |
| def validate(messages: List[Dict[str, str]], config: Dict[str, Any]) -> int: |
| """ |
| Args: |
| messages: Conversation history (list of {"role": ..., "content": ...} dicts). |
| config: The task_config dict for this sample, containing: |
| - sql: A SQL query to run against the ERPNext database |
| - count: The expected results_count value |
| |
| Returns: |
| 1 if the task was completed successfully, 0 otherwise. |
| |
| Raises: |
| ValueError: If the task configuration is invalid. |
| """ |
| ``` |
|
|
| The validator calls a SQL query endpoint on the ERPNext instance. The following environment variables must be set: |
|
|
| | Variable | Description | |
| |---|---| |
| | `ERPNEXT_URL` | Base URL of the ERPNext instance (e.g. `https://erpnext.example.com`) | |
| | `ERPNEXT_EXTRA_HTTP_HEADERS` | JSON string containing authentication headers (e.g. `{"Authorization": "Bearer <token>"}`) | |
|
|
| ### Usage |
|
|
| ```python |
| import ast |
| from datasets import load_dataset |
| |
| ds = load_dataset("servicenow-ai/erpnext-tasks") |
| |
| sample = ds["train"][0] |
| config = ast.literal_eval(sample["task_config"]) |
| |
| # Load the validator |
| exec(sample["validation"], globals()) |
| score = validate( |
| messages=[{"role": "assistant", "content": "Done."}], |
| config=config, |
| ) |
| ``` |
|
|
| ## Task categories |
|
|
| ### User Management |
| - **assign_role**: Assign a role profile to a user |
| - **create_user_email_first_last**: Create a user with email, first name, and last name |
| - **create_user_email_first_last_username_phone**: Create a user with full contact details |
| - **create_user_with_email_account_dependency_HARD**: Create a user with email account dependency |
| - **create_user_group_with_new_users_HARD**: Create a user group with newly created users |
| - **disable_user_account**: Disable a user account |
| - **create_user_then_cancel_journal_entry**: Create a user then cancel a journal entry |
|
|
| ### Purchasing |
| - **create_supplier_name_email_phone**: Create a supplier with contact details |
| - **create_supplier_name_group_currency_tax_id**: Create a supplier with financial details |
| - **create_purchase_order_with_discount** / **without_discount**: Create purchase orders |
| - **create_purchase_order_then_manage_supplier**: Create a purchase order then manage the supplier |
| - **create_stock_item_with_name_description_then_create_purchase_order**: Create item then order |
| - **create_stock_item_without_name_description_then_create_purchase_order**: Create item then order (minimal) |
| - **add_date_confirmation_number_to_purchase_order**: Update purchase order confirmation details |
| - **add_comment_to_draft_purchase_orders**: Add comments to draft purchase orders |
| |
| ### Sales |
| - **create_customer_name_account_manager_group**: Create a customer with manager and group |
| - **create_customer_name_type_address**: Create a customer with address details |
| - **create_customer_with_account_manager_group_tax_dependencies_HARD**: Complex customer creation |
| - **create_customer_with_account_manager_role_profile_group_tax_dependencies_HARD**: Complex customer creation with role profiles |
| - **create_sales_order** / **create_sales_order_put_on_hold**: Create and manage sales orders |
| - **create_sales_invoice** / **create_sales_invoice_with_custom_tax_rate**: Create invoices |
| - **create_sales_invoice_with_date_cost_center**: Create invoice with cost center |
| - **create_sales_invoice_with_customer_item_account_dependencies_HARD**: Complex invoice creation |
| - **create_sales_invoice_with_customer_item_territory_pricelist_account_dependencies_HARD**: Complex invoice with territory and pricelist |
| |
| ### Inventory |
| - **create_stock_item_id_group**: Create a stock item with ID and group |
| - **create_stock_item_name_id_group_description**: Create a stock item with full details |
| - **create_stock_item_name_id_group_description_shelf_life_warranty**: Create item with shelf life and warranty |
| - **create_stock_entry** / **create_stock_entry_with_letterhead**: Create stock entries |
| - **edit_stock_item_warranty_weight**: Edit item warranty and weight |
| - **edit_stock_item_warranty_weight_material_request_type_tag**: Edit item with additional fields |
| - **delete_stock_item** / **disable_stock_item**: Remove or disable stock items |
|
|
| ### HR |
| - **create_employee_name_gender_dob_status_join_date**: Create employee with basic info |
| - **create_employee_name_gender_dob_join_date_salary_phone**: Create employee with salary and phone |
| - **create_employee_full_address_HARD**: Create employee with full address details |
| - **create_employee_with_emergency_contact_HARD**: Create employee with emergency contact |
| - **update_employee_department**: Update an employee's department |
|
|
| ### Accounting |
| - **create_journal_entry** / **create_journal_entry_with_account_dependency_HARD**: Create journal entries |
| - **create_payment_entry_without_cost_center** / **with_cost_center_cheque_date_reference**: Create payment entries |
| - **create_payment_entry_with_customer_account_project_dependencies_HARD**: Complex payment entry |
| - **create_payment_entry_with_mode_of_payment_account_supplier_cost_center_dependencies_HARD**: Complex payment entry with supplier |
| - **cancel_journal_entry** / **cancel_payment_entry** / **cancel_purchase_order**: Cancel accounting documents |
| - **assign_journal_entry** / **assign_payment_entry** / **assign_purchase_order**: Assign documents to users |
|
|
| ### Projects & Tasks |
| - **create_project_with_name_company**: Create a project with name and company |
| - **create_project_with_name_company_priority_note**: Create project with priority and notes |
| - **create_project_with_name_company_priority_note_dept_cost**: Create project with department and cost center |
| - **create_project_with_customer_full_address_HARD**: Create project with customer address |
| - **create_project_with_type_dept_dependencies_HARD**: Create project with type and department dependencies |
| - **create_project_with_type_dept_cost_center_dependencies_HARD**: Create project with cost center dependencies |
| - **create_project_with_type_dept_customer_cost_center_dependencies_HARD**: Create project with full dependencies |
| - **create_task_with_subject_project**: Create a task in a project |
| - **create_task_with_subject_project_priority_dept**: Create task with priority and department |
| - **create_task_with_subject_project_priority_dept_comment**: Create task with comment |
| - **create_task_with_project_type_dept_dependencies_HARD**: Create task with dependencies |
| - **create_task_with_project_type_parent_dept_dependencies_HARD**: Create task with parent task dependency |
| - **change_project_status** / **delete_project** / **delete_task**: Manage project lifecycle |
| - **update_task_status** / **assign_task**: Update and assign tasks |
|
|
| ### Multi-step & Cross-domain |
| - **assign_sales_invoice** / **tag_sales_invoice** / **favorite_sales_invoice**: Manage sales invoice metadata |
| - **tag_supplier** / **delete_supplier**: Manage supplier metadata |
| - **update_target_warehouse_on_suppliers_purchase_orders**: Update warehouse on purchase orders |
| - **create_customer_then_create_sales_invoice**: Create customer then invoice |
| - **create_customer_then_create_sales_order**: Create customer then sales order |
| - **create_sales_invoice_then_assign_task**: Create invoice then assign a task |
| - **create_project_then_cancel_payment_entry**: Create project then cancel payment entry |
| - **create_task_then_assign_payment_entry**: Create task then assign payment entry |
| - **assign_journal_entry_then_update_task_status**: Assign journal entry then update task |
| |