test_cases:
  - id: "[WEATHER AGENT] - single turn, single tool, all parameters"
    input:
      messages:
        - role: "user"
          content: "what is the weather forecast for Seattle, WA in the next 10 days?"
      tools:
        - type: "function"
          function:
            name: "get_current_weather"
            description: "Get current weather at a location."
            parameters:
              type: "object"
              properties:
                location:
                  type: "str"
                  description: "The location to get the weather for"
                  format: "City, State"
                days:
                  type: "int"
                  description: "the number of days for the request."
              required: ["location", "days"]
    expected:
    - type: "function"
      function:
        name: "get_current_weather"
        arguments:
          location: "Seattle, WA"
          days: 10

  - id: "[WEATHER AGENT] - single turn, single tool, param gathering"
    input:
      messages:
        - role: "user"
          content: "what is the weather in Seattle?"
        - role: "assistant"
          content: "May I know the location and number of days you want to get the weather for?"
          model: "Arch-Function"
        - role: "user"
          content: "5 days"
      tools:
        - type: "function"
          function:
            name: "get_current_weather"
            description: "Get current weather at a location."
            parameters:
              type: "object"
              properties:
                location:
                  type: "str"
                  description: "The location to get the weather for"
                  format: "City, State"
                days:
                  type: "int"
                  description: "the number of days for the request."
              required: ["location", "days"]
    expected:
    - type: "function"
      function:
        name: "get_current_weather"
        arguments:
          location: "Seattle, WA"
          days: 5

  - id: "[WEATHER AGENT] - multi turn, single tool, all params passed"
    input:
      messages:
        - role: "user"
          content: "how is the weather in chicago for next 5 days?"
        - role: "assistant"
          tool_calls:
            - id: "call_3394"
              type: "function"
              function:
                name: "get_current_weather"
                arguments:
                  location: "Chicago, IL"
                  days: 5
        - role: "tool"
          content: "--"
          tool_call_id: "call_3394"
        - role: "assistant"
          content: "--"
        - role: "user"
          content: "how is the weather in LA for next 5 days?"
      tools:
        - type: "function"
          function:
            name: "get_current_weather"
            description: "Get current weather at a location."
            parameters:
              type: "object"
              properties:
                location:
                  type: "str"
                  description: "The location to get the weather for"
                  format: "City, State"
                days:
                  type: "int"
                  description: "the number of days for the request."
              required: ["location", "days"]
    expected:
    - type: "function"
      function:
        name: "get_current_weather"
        arguments:
          location: "Los Angeles, CA"
          days: 5

  # Skip!
  # - id: "[WEATHER AGENT] - multi turn, single tool, infer param from context"
  #   input:
  #     messages:
  #       - role: "user"
  #         content: "how is the weather in chicago for next 5 days?"
  #       - role: "assistant"
  #         tool_calls:
  #           - id: "call_3394"
  #             type: "function"
  #             function:
  #               name: "get_current_weather"
  #               arguments:
  #                 location: "Chicago, IL"
  #                 days: 5
  #       - role: "tool"
  #         content: "--"
  #         tool_call_id: "call_3394"
  #       - role: "assistant"
  #         content: "--"
  #       - role: "user"
  #         content: "how is the weather in LA?"
  #     tools:
  #       - type: "function"
  #         function:
  #           name: "get_current_weather"
  #           description: "Get current weather at a location."
  #           parameters:
  #             type: "object"
  #             properties:
  #               location:
  #                 type: "str"
  #                 description: "The location to get the weather for"
  #                 format: "City, State"
  #               days:
  #                 type: "int"
  #                 description: "the number of days for the request."
  #             required: ["location", "days"]
  #   expected:
  #   - type: "function"
  #     function:
  #       name: "get_current_weather"
  #       arguments:
  #         location: "Los Angeles, CA"
  #         days: 5

  - id: "[WEATHER AGENT] - multi turn, single tool, infer param from context 2nd try"
    input:
      messages:
        - role: "user"
          content: "how is the weather in seattle for 5 days?"
          tool_call_id: ""
        - role: "assistant"
          content: ""
          tool_call_id: ""
          tool_calls:
            - id: "call_7134"
              type: "function"
              function:
                name: "get_current_weather"
                arguments:
                  location: "Seattle, WA"
                  days: 5
        - role: "tool"
          content: "{\"location\":\"Seattle, WA\",\"temperature\":[{\"date\":\"2024-12-19\",\"temperature\":{\"min\":74,\"max\":90},\"units\":\"Farenheit\",\"query_time\":\"2024-12-19 00:14:35.853372+00:00\"},{\"date\":\"2024-12-20\",\"temperature\":{\"min\":79,\"max\":88},\"units\":\"Farenheit\",\"query_time\":\"2024-12-19 00:14:35.853402+00:00\"}],\"units\":\"Farenheit\"}"
          tool_call_id: ""
        - role: "assistant"
          content: "The weather in Seattle for the next two days is as follows:\n\n- **December 19, 2024**: The temperature will range from a minimum of 74°F to a maximum of 90°F.\n- **December 20, 2024**: The temperature will range from a minimum of 79°F to a maximum of 88°F.\n\nIt seems to be quite warm for Seattle during these dates!"
          tool_call_id: ""
        - role: "user"
          content: "what about weather in chicago?"
          tool_call_id: ""
      tools:
        - type: "function"
          function:
            name: "get_current_weather"
            description: "Get current weather at a location."
            parameters:
              properties:
                days:
                  type: "int"
                  description: "the number of days for the request"
                location:
                  type: "str"
                  description: "The location to get the weather for"
                  format: "city, state"
              required: ["days", "location"]
        - type: "function"
          function:
            name: "default_target"
            description: "This is the default target for all unmatched prompts."
            parameters:
              properties: {}
    expected:
    - type: "function"
      function:
        name: "get_current_weather"
        arguments:
          location: "Chicago, IL"
          days: 5
  - id: "[HR AGENT] - single turn, single tool, all parameters"
    input:
      messages:
        - role: "user"
          content: "Can you show the workforce data for agency staff in america?"
      tools:
        - type: "function"
          function:
            name: "get_hr_data"
            description: "Get workforce data like headcount and satisfacton levels by region and staffing type."
            parameters:
              type: "object"
              properties:
                staffing_type:
                  type: "str"
                  description: "Staffing type of employees"
                region:
                  type: "str"
                  description: "Geographical region for which you want workforce data."
                  enum: ["america", "emea", "apac"]
                point_in_time:
                  type: "str"
                  description: "the point in time for which to retrieve data."
                  default: "1"
              required: ["staffing_type", "region"]
    expected:
    - type: "function"
      function:
        name: "get_hr_data"
        arguments:
          region: "america"
          staffing_type: "agency"
  - id: "[HR AGENT] - multi turn, single tool, all parameters, enum"
    input:
      messages:
        - role: "user"
          content: "Can you show the workforce data for agency staff?"
        - role: "assistant"
          content: "Of course, I can help with that. However, I need the region and staffing type to provide the workforce data. Could you please provide that information?"
        - role: "user"
          content: "ameriza"
      tools:
        - type: "function"
          function:
            name: "get_hr_data"
            description: "Get workforce data like headcount and satisfacton levels by region and staffing type."
            parameters:
              type: "object"
              properties:
                staffing_type:
                  type: "str"
                  description: "Staffing type of employees"
                region:
                  type: "str"
                  description: "Geographical region for which you want workforce data."
                  enum: ["america", "emea", "apac"]
                point_in_time:
                  type: "str"
                  description: "the point in time for which to retrieve data."
                  default: "1"
              required: ["staffing_type", "region"]
    expected:
    - type: "function"
      function:
        name: "get_hr_data"
        arguments:
          region: "america"
          staffing_type: "agency"
  - id: "[HR AGENT] - multi turn, multi tool, all parameters, enum"
    input:
      messages:
        - role: "user"
          content: "Can you show the workforce data for agency staff?"
        - role: "assistant"
          content: "Of course, I can help with that. However, I need the region and staffing type to provide the workforce data. Could you please provide that information?"
        - role: "user"
          content: "america. Also, please get the satisfaction levels for the full_time staff in emea"
      tools:
        - type: "function"
          function:
            name: "get_hr_data"
            description: "Get workforce data like headcount and satisfacton levels by region and staffing type."
            parameters:
              type: "object"
              properties:
                staffing_type:
                  type: "str"
                  description: "Staffing type of employees"
                region:
                  type: "str"
                  description: "Geographical region for which you want workforce data."
                  enum: ["america", "emea", "apac"]
                point_in_time:
                  type: "str"
                  description: "the point in time for which to retrieve data."
                  default: "1"
              required: ["staffing_type", "region"]
    expected:
    - type: "function"
      function:
        name: "get_hr_data"
        arguments:
          region: "america"
          staffing_type: "agency"
    - type: "function"
      function:
        name: "get_hr_data"
        arguments:
          region: "emea"
          staffing_type: "full_time"
  - id: "[INSURANCE AGENT] - single turn, multi tool, all parameters"
    input:
      messages:
        - role: "user"
          content: " i want to start an insurance policy with 500 deductible for car and update deductible my boat insurance policy with id boawd123 to 1000"
      tools:
        - type: "function"
          function:
            name: "policy_qa"
            description: "Handle general Q/A related to insurance."
            parameters:
              type: "object"
              properties: {}
              required: []
        - type: "function"
          function:
            name: "get_policy_coverage"
            description: "Retrieve the coverage details for an insurance policy."
            parameters:
              type: "object"
              properties:
                policy_type:
                  type: "str"
                  description: "The type of insurance policy."
              required: ["policy_type"]
        - type: "function"
          function:
            name: "initiate_policy"
            description: "Start a policy coverage for an insurance policy."
            parameters:
              type: "object"
              properties:
                policy_type:
                  type: "str"
                  description: "The type of insurance policy."
                deductible:
                  type: "float"
                  description: "The deductible amount set for the policy."
              required: ["policy_type", "deductible"]
        - type: "function"
          function:
            name: "update_claim"
            description: "Update the notes on the claim."
            parameters:
              type: "object"
              properties:
                claim_id:
                  type: "str"
                  description: "The claim number."
                notes:
                  type: "str"
                  description: "Notes about the claim number for your adjustor to see."
              required: ["claim_id"]
        - type: "function"
          function:
            name: "update_deductible"
            description: "Update the deductible amount for a specific insurance policy coverage."
            parameters:
              type: "object"
              properties:
                policy_id:
                  type: "str"
                  description: "The ID of the insurance policy."
                deductible:
                  type: "float"
                  description: "The deductible amount set for the policy."
              required: ["policy_id", "deductible"]
    expected:
    - type: "function"
      function:
        name: "initiate_policy"
        arguments:
          policy_type: "car"
          deductible: 500
    - type: "function"
      function:
        name: "update_deductible"
        arguments:
          policy_id: "boawd123"
          deductible: 1000
  - id: "[INSURANCE AGENT] - multi turn, multi tool, all parameters"
    input:
      messages:
        - role: "user"
          content: "hi what can you do?"
        - role: "assistant"
          content: "Certainly! I'm here to assist you with various questions and tasks. Whether it's answering specific questions, providing information, or helping with something else, feel free to let me know how I can assist you."
        - role: "user"
          content: "i want to start a new insurance policy"
        - role: "assistant"
          content: "Certainly! To start a new insurance policy, I'll need the type of insurance policy you're interested in and the deductible amount you'd like to set for that policy. Could you please provide this information?"
        - role: "user"
          content: "car insurance, 500. Also, please get me the coverage details for a house insurance"
      tools:
        - type: "function"
          function:
            name: "policy_qa"
            description: "Handle general Q/A related to insurance."
            parameters:
              type: "object"
              properties: {}
              required: []
        - type: "function"
          function:
            name: "get_policy_coverage"
            description: "Retrieve the coverage details for an insurance policy."
            parameters:
              type: "object"
              properties:
                policy_type:
                  type: "str"
                  description: "The type of insurance policy."
              required: ["policy_type"]
        - type: "function"
          function:
            name: "initiate_policy"
            description: "Start a policy coverage for an insurance policy."
            parameters:
              type: "object"
              properties:
                policy_type:
                  type: "str"
                  description: "The type of insurance policy."
                deductible:
                  type: "float"
                  description: "The deductible amount set for the policy."
              required: ["policy_type", "deductible"]
        - type: "function"
          function:
            name: "update_claim"
            description: "Update the notes on the claim."
            parameters:
              type: "object"
              properties:
                claim_id:
                  type: "str"
                  description: "The claim number."
                notes:
                  type: "str"
                  description: "Notes about the claim number for your adjustor to see."
              required: ["claim_id"]
        - type: "function"
          function:
            name: "update_deductible"
            description: "Update the deductible amount for a specific insurance policy coverage."
            parameters:
              type: "object"
              properties:
                policy_id:
                  type: "str"
                  description: "The ID of the insurance policy."
                deductible:
                  type: "float"
                  description: "The deductible amount set for the policy."
              required: ["policy_id", "deductible"]
    expected:
    - type: "function"
      function:
        name: "initiate_policy"
        arguments:
          policy_type: "car insurance"
          deductible: 500
    - type: "function"
      function:
        name: "get_policy_coverage"
        arguments:
          policy_type: "house insurance"

  - id: "[INSURANCE AGENT] - single turn, single tool, all parameters"
    input:
      messages:
        - role: "user"
          content: "i want to start a insurance policy for car with 500 deductible"
      tools:
        - type: "function"
          function:
            name: "policy_qa"
            description: "Handle general Q/A related to insurance."
            parameters:
              type: "object"
              properties: {}
              required: []
        - type: "function"
          function:
            name: "get_policy_coverage"
            description: "Retrieve the coverage details for an insurance policy."
            parameters:
              type: "object"
              properties:
                policy_type:
                  type: "str"
                  description: "The type of insurance policy."
              required: ["policy_type"]
        - type: "function"
          function:
            name: "initiate_policy"
            description: "Start a policy coverage for an insurance policy."
            parameters:
              type: "object"
              properties:
                policy_type:
                  type: "str"
                  description: "The type of insurance policy."
                deductible:
                  type: "float"
                  description: "The deductible amount set for the policy."
              required: ["policy_type", "deductible"]
        - type: "function"
          function:
            name: "update_claim"
            description: "Update the notes on the claim."
            parameters:
              type: "object"
              properties:
                claim_id:
                  type: "str"
                  description: "The claim number."
                notes:
                  type: "str"
                  description: "Notes about the claim number for your adjustor to see."
              required: ["claim_id"]
        - type: "function"
          function:
            name: "update_deductible"
            description: "Update the deductible amount for a specific insurance policy coverage."
            parameters:
              type: "object"
              properties:
                policy_id:
                  type: "str"
                  description: "The ID of the insurance policy."
                deductible:
                  type: "float"
                  description: "The deductible amount set for the policy."
              required: ["policy_id", "deductible"]
    expected:
    - type: "function"
      function:
        name: "initiate_policy"
        arguments:
          policy_type: "car"
          deductible: 500