Sample responses from chat with a DroneWorld1 agent: 

query_text = "How many red cars can be found?" 
Role: MessageRole.USER, Content: [{'type': 'text', 'text': {'value': 'How many red cars can be found?', 'annotations': []}}] 
Role: MessageRole.AGENT, Content: [{'type': 'text', 'text': {'value': 'I found a total of 5 red cars in the indexed images. Here are their references:\n\n1. ID: 016062 - Described as "a red car on the road, a blurry red car"【3:0†source】.\n2. ID: 011456 - Described as "a red car on the road, a blurry red car on the road, a blurry image of a red car"【3:1†source】.\n3. ID: 015420 - Described as "a red car on the road"【3:2†source】.\n4. ID: 015601 - Described as "a red car on a road, a red car with lights on, a red car with white stripes"【3:3†source】.\n5. ID: 007737 - Described as "a blurry image of a red car"【3:4†source】. \n\nThese images depict various instances of red cars as per the search results.', 'annotations': [{'type': 'url_citation', 'text': '【3:0†source】', 'start_index': 151, 'end_index': 163, 'url_citation': {'url': 'doc_0', 'title': 'doc_0'}}, {'type': 'url_citation', 'text': '【3:1†source】', 'start_index': 276, 'end_index': 288, 'url_citation': {'url': 'doc_1', 'title': 'doc_1'}}, {'type': 'url_citation', 'text': '【3:2†source】', 'start_index': 342, 'end_index': 354, 'url_citation': {'url': 'doc_2', 'title': 'doc_2'}}, {'type': 'url_citation', 'text': '【3:3†source】', 'start_index': 462, 'end_index': 474, 'url_citation': {'url': 'doc_3', 'title': 'doc_3'}}, {'type': 'url_citation', 'text': '【3:4†source】', 'start_index': 534, 'end_index': 546, 'url_citation': {'url': 'doc_4', 'title': 'doc_4'}}]}}] 
 
 
query_text = "How many parkings spots are vacant near a building with circular roof?" 
Role: MessageRole.USER, Content: [{'type': 'text', 'text': {'value': 'How many parkings spots are vacant near a building with circular roof?', 'annotations': []}}] 
Role: MessageRole.AGENT, Content: [{'type': 'text', 'text': {'value': "I don't know.", 'annotations': []}}] 
 
 
query_text = "Find images with a building that has a circular roof." 
Role: MessageRole.USER, Content: [{'type': 'text', 'text': {'value': 'Are there any buildings with circular roofs?', 'annotations': []}}] 
Role: MessageRole.AGENT, Content: [{'type': 'text', 'text': {'value': 'Yes, there are references to buildings with circular roofs. For example, one image describes "a circular structure with a metal frame"【3:0†source】. Additionally, another image notes "an aerial view of a circular structure"【3:1†source】. If you need more specific details about these images, please let me know!', 'annotations': [{'type': 'url_citation', 'text': '【3:0†source】', 'start_index': 134, 'end_index': 146, 'url_citation': {'url': 'doc_0', 'title': 'doc_0'}}, {'type': 'url_citation', 'text': '【3:1†source】', 'start_index': 222, 'end_index': 234, 'url_citation': {'url': 'doc_1', 'title': 'doc_1'}}]}}] 
 
 
query_text = "How many times did the drone capturing the images fly over the building with distinct circular roof structure that you mentioned in the image with id 000552?" 
Role: MessageRole.USER, Content: [{'type': 'text', 'text': {'value': 'How many times did the drone capturing the images fly over the building with distinct circular roof structure that you mentioned in the image with id 000552?', 'annotations': []}}] 
Role: MessageRole.AGENT, Content: [{'type': 'text', 'text': {'value': "I don't know.", 'annotations': []}}] 
 
query_text = "How many images are similar to the one with the id 000552 that has a building with distinct circular roof structure?" 
Role: MessageRole.USER, Content: [{'type': 'text', 'text': {'value': 'How many images are similar to the one with the id 000552 that has a building with distinct circular roof structure?', 'annotations': []}}] 
Role: MessageRole.AGENT, Content: [{'type': 'text', 'text': {'value': 'There are 5 images similar to the one with the id 000552, which features a building with a distinct circular roof structure. The IDs of these images are:\n\n1. 011541【3:0†source】\n2. 015899【3:1†source】\n3. 015446【3:2†source】\n4. 015583【3:3†source】\n5. 017115【3:4†source】', 'annotations': [{'type': 'url_citation', 'text': '【3:0†source】', 'start_index': 164, 'end_index': 176, 'url_citation': {'url': 'doc_0', 'title': 'doc_0'}}, {'type': 'url_citation', 'text': '【3:1†source】', 'start_index': 186, 'end_index': 198, 'url_citation': {'url': 'doc_1', 'title': 'doc_1'}}, {'type': 'url_citation', 'text': '【3:2†source】', 'start_index': 208, 'end_index': 220, 'url_citation': {'url': 'doc_2', 'title': 'doc_2'}}, {'type': 'url_citation', 'text': '【3:3†source】', 'start_index': 230, 'end_index': 242, 'url_citation': {'url': 'doc_3', 'title': 'doc_3'}}, {'type': 'url_citation', 'text': '【3:4†source】', 'start_index': 252, 'end_index': 264, 'url_citation': {'url': 'doc_4', 'title': 'doc_4'}}]}}] 
 
 
query_text="Find images with dedicated bicycle crossings at street intersections." 
Role: MessageRole.USER, Content: [{'type': 'text', 'text': {'value': 'Find images with dedicated bicycle crossings at street intersections.', 'annotations': []}}] 
Role: MessageRole.AGENT, Content: [{'type': 'text', 'text': {'value': "I don't know.", 'annotations': []}}] 
 
 
query_text="Find images with green bicycle crossing signs at street intersections." 
Role: MessageRole.USER, Content: [{'type': 'text', 'text': {'value': 'Find images with green bicycle crossing signs at street intersections.', 'annotations': []}}] 
Role: MessageRole.AGENT, Content: [{'type': 'text', 'text': {'value': "I don't know.", 'annotations': []}}] 
 
 
query_text="Find images with big parking lots." 
Role: MessageRole.USER, Content: [{'type': 'text', 'text': {'value': 'Find images with big parking lots.', 'annotations': []}}], Metadata: {} 
id,object,created_at,assistant_id,thread_id,run_id,role,content,attachments,metadata 
Role: MessageRole.AGENT, Content: [{'type': 'text', 'text': {'value': "Here are some images of big parking lots:\n\n1. **Image ID**: 015420 - Description: An aerial view of a city featuring cars and buildings, with noticeable parking areas. 【3:0†source】.\n2. **Image ID**: 011609 - Description: A bird's eye view of a building with a visible aerial view of a parking lot. 【3:1†source】.\n3. **Image ID**: 012395 - Description: An aerial view of a street with cars and buildings, including areas where cars are parked. 【3:2†source】.\n\nIf you need further details or additional images, let me know!", 'annotations': [{'type': 'url_citation', 'text': '【3:0†source】', 'start_index': 168, 'end_index': 180, 'url_citation': {'url': 'doc_0', 'title': 'doc_0'}}, {'type': 'url_citation', 'text': '【3:1†source】', 'start_index': 298, 'end_index': 310, 'url_citation': {'url': 'doc_1', 'title': 'doc_1'}}, {'type': 'url_citation', 'text': '【3:2†source】', 'start_index': 442, 'end_index': 454, 'url_citation': {'url': 'doc_2', 'title': 'doc_2'}}]}}], Metadata: {} 

 

Reference: context for this run with app described in previous article: https://1drv.ms/w/c/d609fb70e39b65c8/EVWa1eOyZyVEviRJeN4KdBUBS2DHw_OCbogGSXCJUXKtTQ?e=jpYCpa  

 Problem #1:

 A stream of arbitrary integers appears in no particular order and without duplicates

  the rank of each integer is determined by the number of smaller integers before and after it up to the current position

  Write a method to get the rank of the current integer in an efficient way.

  eg: 7, 1, 3, 9, 5, 8

Solution:

A max heap is used to keep track of the elements we have seen and to count those that are smaller

using System;

using System.Collections.Generic;

using System.Linq;

public class Test

{

 private static SortedList<int, int> itemRankPair = new SortedList<int, int>();

 public static void Main()

 {

      var items = new List<int>(){7, 1, 3, 9, 5, 8};

      for (int i = 0; i < items.Count; i++)

      {

       var item = items[i];

       Console.WriteLine("Item={0}", item);

       if (itemRankPair.ContainsKey(item) == false)

       {

           itemRankPair.Add(item, GetRank(item));

       }

       Console.WriteLine();

       for (int j = 0; j < i; j++)

       {

           int k = items[j];

           if (k >= item)

           {

            itemRankPair[k] += 1;

            Console.WriteLine("item={0}, Rank={1}", k, itemRankPair[k]);

           }

       }

       Console.WriteLine();

      }

      foreach (var k in itemRankPair.Keys.ToList()){

  Console.WriteLine("item={0}, Rank={1}", k, itemRankPair[k]);

      }

 }

 private static int GetRank(int n)

 {

  int rank = 0;

  foreach( var key in itemRankPair.Keys.ToList())

  {

  if (key < n)

  {

      rank++;

  }

  }

  return rank;

 }

}