xiaochuan correct his bugs in multiapp examples, you can try it again now

desktop_env/evaluators/getters/file.py

@@ -86,7 +86,6 @@ def get_vm_file(env, config: Dict[str, Any]) -> Union[Optional[str], List[Option
     if not config.get("multi", False):
         paths: List[str] = [config["path"]]
         dests: List[str] = [config["dest"]]
-        print(config)
         if "time_suffix" in config.keys() and config["time_suffix"]:
             if "time_format" in config.keys():
                 time_format = config["time_format"]
@@ -96,8 +95,6 @@ def get_vm_file(env, config: Dict[str, Any]) -> Union[Optional[str], List[Option
     else:
         paths: List[str] = config["path"]
         dests: List[str] = config["dest"]
-    print(paths)
-    print(dests)
 
     cache_paths: List[str] = []
 
@@ -121,9 +118,6 @@ def get_vm_file(env, config: Dict[str, Any]) -> Union[Optional[str], List[Option
             cache_paths.append(_path)
         with open(_path, "wb") as f:
             f.write(file)
-    # debug
-    print("cache_paths")
-    print(cache_paths)
     return cache_paths[0] if len(cache_paths)==1 else cache_paths
 
 

desktop_env/evaluators/metrics/__init__.py

@@ -68,7 +68,7 @@ from .general import (
     compare_time_in_speedtest_results,
     is_included_all_json_objects,
     is_gold_text_included_in_pdf,
-    check_csv_line_number,
+    check_line_number,
     file_contains,
     compare_terminal_and_txt,
     fuzzy_place_math,

desktop_env/evaluators/metrics/general.py

@@ -1,4 +1,5 @@
 import csv
+import os
 import datetime
 import difflib
 import functools
@@ -91,23 +92,24 @@ def fuzzy_match(result, rules) -> float:
 
 
 def fuzzy_place_math(result_file_path, rules) -> float:
+    if result_file_path is None:
+        return 0.
     expect = rules["expected"]  # a list of possible answers
     # read list.docx, and get all texts out, overlook blank lines, remove blanks before and after each line
     doc = Document(result_file_path)
     words_list = []
     for para in doc.paragraphs:
         words_list.extend(para.text.split())
-    # Print out the list of extracted words
-    print("Your Answers: ")
-    print(words_list)
     fuzzy_score_list = []
     for word in words_list:
         max_score = 0
         for ans in expect:
-            score = fuzz.ratio(word, ans)
+            score = fuzz.ratio(word, ans)/100
             max_score = max(max_score, score)
         fuzzy_score_list.append(max_score)
-    return sum(fuzzy_score_list) / len(fuzzy_score_list)
+    if len(fuzzy_score_list) != 3:
+        return 0.
+    return sum(fuzzy_score_list) / 3
 
 def check_csv(result: str, rules: Dict[str, List[Dict[str, str]]]) -> float:
     """
@@ -304,29 +306,40 @@ def check_direct_json_object(result, rules) -> float:
         result = result.replace("'", '"')
         # load json object
         result = json.loads(result)
-    print("result: ")
-    print(result)
-    print("expected: ")
-    print(rules["expected"])
     if result is None:
         return 0.
+    try:
+        expect_in_result = rules.get("expect_in_result", False)
+        if not expect_in_result:
+            expected_json = rules["expected"]
+            for key in expected_json.keys():
+                expected_value = expected_json.get(key)
+                if expected_value != result.get(key):
+                    return 0.
+            return 1.0
+        else:
+            expected_json = rules["expected"]
 
-    expect_in_result = rules.get("expect_in_result", False)
+            for key in expected_json.keys():
-    if not expect_in_result:
+                if isinstance(expected_json.get(key), List):
-        expected_json = rules["expected"]
+                    flag = 0
-        for key in expected_json.keys():
+                    expected_value_list = expected_json.get(key)
-            expected_value = expected_json.get(key)
+                    for each_expected_value in expected_value_list:
-            if expected_value != result.get(key):
+                        if each_expected_value in result.get(key):
-                return 0.
+                            flag = 1
-        return 1.0
+                            break
-    else:
+                    if flag == 0:
-        expected_json = rules["expected"]
+                        return 0.
-        for key in expected_json.keys():
+                elif isinstance(expected_json.get(key), str):
-            expected_value = expected_json.get(key)
+                    if expected_json.get(key) not in result.get(key):
-            if expected_value not in result.get(key):
+                        return 0.
-                return 0.
+                else:
-        return 1.0
+                    logger.debug("check_direct_json_object: expected value type not supported")
-
+                    return 0.
+            return 1.0
+    except:
+        logger.debug("check_direct_json_object: result is not a valid json object")
+        return 0.
 
 def compare_time_in_speedtest_results(speedtest_result_path, time_diff):
     if not speedtest_result_path:
@@ -397,24 +410,37 @@ def is_gold_text_included_in_pdf(pdf_file_path, gold_text_path):
 def file_contains(file_path, config):
     # file_path ends with .txt
     if not file_path:
-        return 1
+        return 0.
-    with open(file_path, 'r') as f:
+    try:
-        file_text = f.read()
+        with open(file_path, 'r') as f:
-    for text in config["expected"]:
+            file_text = f.read()
-        if text not in file_text:
+        for text in config["expected"]:
-            return 0
+            if text not in file_text:
-    return 1
+                logger.debug(f"file_contains: {text} not found in {file_path}")
+                return 0.
+    except:
+        logger.debug("file_contains: file not found or not readable")
+        return 0.
+    return 1.
 
 
-def check_csv_line_number(file_path, line_number):
+def check_line_number(file_path, line_number):
-    # check file_path suffix
+    # check if file_path exists
-    if not file_path.endswith('.csv'):
+    if file_path is None or not os.path.isfile(file_path):
-        return 0
+        return 0.
-    # check line number
+    timeRegex = "([01]\d|2[0-3]):[0-5]\d:[0-5]\d"
-    with open(file_path, 'r') as f:
+    # check if the string that matches the timeRegex in this txt file equals to line_number["expected"]
-        reader = csv.reader(f)
+    try:
-        line_count = sum(1 for row in reader)
+        with open(file_path, 'r') as f:
-    return 1 if line_count == int(line_number["expected"]) else 0
+            line_count = 0
+            for line in f:
+                if re.search(timeRegex, line):
+                    line_count += 1
+        # if line_count equals to line_number["expected"], return 1, else return 0
+        return 1 if line_count == int(line_number["expected"]) else 0
+    except:
+        logger.debug("check_line_number: file not found or not readable")
+        return 0.
 
 
 def compare_terminal_and_txt(txt_file_path, terminal_output):

evaluation_examples/examples/multi_apps/2373b66a-092d-44cb-bfd7-82e86e7a3b4d.json

@@ -1,7 +1,7 @@
 {
     "id": "2373b66a-092d-44cb-bfd7-82e86e7a3b4d",
     "snapshot": "multiapps",
-    "instruction": "I want to understand the resource usage of my Ubuntu system under normal workloads. Please use the `sar` command in the `sysstat` toolkit to monitor the system CPU usage, evaluate the status once every second for 30 seconds, output the results to \"System_Resources_Report.txt\" under Desktop, and convert the txt to csv file with the same name.",
+    "instruction": "I want to understand the resource usage of my Ubuntu system under normal workloads. Please use the `sar` command in the `sysstat` toolkit to monitor system activity, evaluate the status once every second for 30 seconds, output the results to \"System_Resources_Report.txt\" under Desktop.",
     "source": "author",
     "config": [
           {
@@ -17,7 +17,7 @@
       "os", "calc"
     ],
     "evaluator": {
-      "func": ["file_contains", "check_csv_line_number"],
+      "func": ["file_contains", "check_line_number"],
       "result": 
         [
         {
@@ -27,8 +27,8 @@
         },
         {
             "type": "vm_file",
-            "path": "/home/user/Desktop/System_Resources_Report.csv",
+            "path": "/home/user/Desktop/System_Resources_Report.txt",
-            "dest": "System_Resources_Report.csv"
+            "dest": "System_Resources_Report.txt"
         }
         ],
       "expected": 
@@ -36,13 +36,13 @@
         {
         "type": "rule",
         "rules" :{
-            "expected": ["tps", "rtps", "wtps", "dtps", "bread/s", "bwrtn/s", "bdscd/s", "Average", "Linux"]
+            "expected": ["CPU", "%user","%nice","%system", "%iowait", "%steal", "%idle"]
         }
         },
       {
         "type": "rule",
         "rules": {
-            "expected": "33"
+            "expected": "31"
         }
       }]
     }

evaluation_examples/examples/multi_apps/7ff48d5b-2df2-49da-b500-a5150ffc7f18.json

@@ -33,6 +33,24 @@
       "chrome", "os", "writer"
     ],
     "evaluator": {
+      "postconfig":[
+        {
+          "type": "activate_window",
+          "parameters": {
+            "window_name": "AllLocations.docx - LibreOffice Writer"
+          }
+        },
+        {
+          "type": "execute",
+          "parameters": {
+            "command": [
+              "python",
+              "-c",
+              "import pyautogui; import time; pyautogui.hotkey(\"ctrl\", \"s\"); time.sleep(0.5); pyautogui.press(\"enter\");"
+            ]
+          }
+        }
+      ],
       "func": "fuzzy_place_math",
       "result": {
         "type": "vm_file",

evaluation_examples/examples/multi_apps/ce2b64a2-ddc1-4f91-8c7d-a88be7121aac.json

@@ -20,7 +20,7 @@
             "parameters": {
                 "files": [
                     {
-                        "url": "https://drive.usercontent.google.com/download?id=1iquZNI4ktx2915srQ1MMlhcwCuXnmq5T&export=download&authuser=0&confirm=t&uuid=e0bfd86f-a0f1-4a9e-8344-0f645eb379dd&at=APZUnTWQnCd7bNtf8ZN4KfkQUaJ9:1709972645590",
+                        "url": "https://drive.usercontent.google.com/download?id=1XLBhnopqQrTw3bxRWOyfTCslfawFyOaZ&export=download&authuser=0&confirm=t&uuid=f41a09c1-8319-4a50-b8c3-4fc58ba51c00&at=APZUnTV3uiv7wKiSvoCekJG_aVo3:1710051227101",
                         "path": "/home/user/Pictures/picture2.jpg"
 
                     }
@@ -68,9 +68,9 @@
       "type": "rule",
       "rules":{
         "expected":{
-            "ec076282f61ba74642e94b5a6a1250c6988204d59d9b02936606b6b8ef1e4433": "Kilimanjaro",
+            "ec076282f61ba74642e94b5a6a1250c6988204d59d9b02936606b6b8ef1e4433": ["Kilimanjaro"],
-            "999957c8de835bfa420d198270e7a6b079ee20ff53a3f214491e8134768a7c0b": "Himalayas",
+            "6ed4239ecc2be3ec15ad65a78c5c823b9004d640b8cc83a6a7af5930f354de91": ["Himalayas", "Everest", "Sagarmatha"],
-            "79f45d40d8413d4e81f1b9734ea39e58622cafd79e12bab32959643fc245147c": "Hua"
+            "79f45d40d8413d4e81f1b9734ea39e58622cafd79e12bab32959643fc245147c": ["Hua", "hua"]
         },
         "expect_in_result": true
       }

evaluation_examples/examples/multi_apps/da922383-bfa4-4cd3-bbad-6bebab3d7742.json

@@ -1,7 +1,7 @@
 {
     "id": "da922383-bfa4-4cd3-bbad-6bebab3d7742",
     "snapshot": "multiapps",
-    "instruction": "I browsed a lot of interesting blog articles today. I hope to store these articles in my local designated folder just like zotero stores papers. Please download the blogs you are opening now in pdf format to /home/user/Documents/Blogs.",
+    "instruction": "I browsed a lot of interesting blog articles today. I hope to store these articles in my local designated folder just like zotero stores papers. Please download the blogs opening now in pdf format and save them in their tile to /home/user/Documents/Blogs.",
     "source": "authors",
     "config": [
         {