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Runtime error
Runtime error
Update test script
Browse files- .gitignore +5 -5
- plot_calls.py +65 -17
- test_api.sh +25 -20
.gitignore
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@@ -98,8 +98,8 @@ docs/**/*.html
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.bash_env
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**/*secret*
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**/*private*
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/
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/
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/
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/
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/
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.bash_env
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**/*secret*
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**/*private*
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/bad_response.txt
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/data/call_history_sentiment_1_bash.csv
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/data/call_history_text2int_1_bash.csv
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/data/processed_call_history_sentiment_1_bash.csv
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/data/processed_call_history_text2int_1_bash.csv
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plot_calls.py
CHANGED
@@ -1,29 +1,77 @@
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from datetime import datetime
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import matplotlib.pyplot as plt
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import pandas as pd
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# pd.set_option('display.max_rows', None)
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plt.boxplot(x=data["elapsed"], labels=[student_number])
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plt.subplot(rows, 2, 2 * index)
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plt.title("y=count of seconds, x=seconds", x=0.75, y=0.75)
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plt.hist(x=data["elapsed"], bins=25, edgecolor='white')
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plt.show()
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from datetime import datetime
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import matplotlib.pyplot as plt
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import pandas as pd
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pd.set_option('display.max_columns', None)
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pd.set_option('display.max_rows', None)
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log_files = [
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'call_history_sentiment_1_bash.csv',
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'call_history_text2int_1_bash.csv',
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]
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for log_file in log_files:
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path_ = f"./data/{log_file}"
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df = pd.read_csv(filepath_or_buffer=path_, sep=";")
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df["elapsed"] = df["finished"].apply(lambda x: datetime.strptime(x, "%Y-%m-%d %H:%M:%S.%f")) - df["started"].apply(
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lambda x: datetime.strptime(x, "%Y-%m-%d %H:%M:%S.%f"))
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df["elapsed"] = df["elapsed"].apply(lambda x: x.total_seconds())
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df["success"] = df["outputs"].apply(lambda x: 0 if "Time-out" in x else 1)
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df.to_csv(f"./data/processed_{log_file}", index=False, sep=";")
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student_numbers = sorted(df['active_students'].unique())
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result = df.groupby(['active_students', 'success']) \
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.agg({
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'elapsed': ['mean', 'median', 'min', 'max'],
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'success': ['count'],
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})
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print(f"Results for {log_file}")
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print(result, "\n")
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title = None
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if "sentiment" in log_file.lower():
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title = "API result for 'sentiment-analysis' endpoint"
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elif "text2int" in log_file.lower():
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title = "API result for 'text2int' endpoint"
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for student_number in student_numbers:
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try:
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failed_calls = result.loc[(student_number, 0), 'success'][0]
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except:
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failed_calls = 0
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successful_calls = result.loc[(student_number, 1), 'success'][0]
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percentage = (successful_calls / (failed_calls + successful_calls)) * 100
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print(f"Percentage of successful API calls for {student_number} students: {percentage.__round__(2)}")
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rows = len(student_numbers)
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# plt.figure(figsize=(16, 10))
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# for index, student_number in enumerate(student_numbers, 1):
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# data = df[df["active_students"] == student_number]
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# fig = plt.subplot(rows, 2, 2 * index - 1)
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# plt.title("y=seconds, x=active students", x=0.75, y=0.75)
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# plt.boxplot(x=data["elapsed"], labels=[student_number])
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# plt.subplot(rows, 2, 2 * index)
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# plt.title("y=count of seconds, x=seconds", x=0.75, y=0.75)
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# plt.hist(x=data["elapsed"], bins=25, edgecolor='white')
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fig, axs = plt.subplots(rows, 2) # (rows, columns)
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for index, student_number in enumerate(student_numbers):
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data = df[df["active_students"] == student_number]
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axs[index][0].boxplot(x=data["elapsed"]) # axs[row][column]
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# axs[index][0].set_title(f'Boxplot for {student_number} students')
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axs[index][0].set_xlabel(f'student number {student_number}')
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axs[index][0].set_ylabel('Elapsed time (s)')
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axs[index][1].hist(x=data["elapsed"], bins=25) # axs[row][column]
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# axs[index][1].set_title(f'Histogram for {student_number} students')
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axs[index][1].set_xlabel('seconds')
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axs[index][1].set_ylabel('Count of API calls')
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fig.suptitle(title, fontsize=16)
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plt.show()
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test_api.sh
CHANGED
@@ -3,11 +3,10 @@
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LOG_FILE_NAME="call_history_bash.csv"
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if [[ ! -f "$LOG_FILE_NAME" ]]; then
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fi
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data_list_1() {
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responses=(
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"one hundred forty five"
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echo "${responses[$1]}"
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}
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# endpoints: "text2int" "
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# selected endpoint to test
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endpoint="
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create_random_delay
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# creates a random delay for given arguments
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echo "scale=8; $RANDOM/32768*$1" | bc
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}
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simulate_student() {
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# Student simulator waits randomly between 0-10s after an interaction.
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# Based on 100 interactions per student
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for i in {1..100}; do
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start_=$(date +"%F %T.%6N")
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url="https://tangibleai-mathtext.hf.space/run/$3"
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if [[ "$response" == *"
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response="504 Gateway Time-out"
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fi
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end_=$(date +"%F %T.%6N")
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sleep "$(create_random_delay 10)"
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done
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}
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echo "start: $(date)"
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active_students=250
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i=1
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while [[ "$i" -le "$active_students" ]]
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data='{"data": ["'$text'"]}'
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simulate_student "student$i" "$active_students" "$endpoint" "$data" &
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sleep "$(create_random_delay 1)" # adding a random delay between students
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i=$(( "$i" + 1 ))
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done
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wait
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LOG_FILE_NAME="call_history_bash.csv"
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if [[ ! -f "$LOG_FILE_NAME" ]]; then
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# Creation of column names if the file does not exits
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echo "student_id;active_students;endpoint;inputs;outputs;started;finished" >$LOG_FILE_NAME
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fi
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data_list_1() {
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responses=(
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"one hundred forty five"
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echo "${responses[$1]}"
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}
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# endpoints: "text2int" "sentiment-analysis"
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# selected endpoint to test
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endpoint="sentiment-analysis"
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create_random_delay() {
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# creates a random delay for given arguments
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echo "scale=8; $RANDOM/32768*$1" | bc
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}
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simulate_student() {
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# Student simulator waits randomly between 0-10s after an interaction.
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# Based on 100 interactions per student
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for i in {1..100}; do
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random_value=$((RANDOM % 5))
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text=$(data_list_2 $random_value)
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data='{"data": ["'$text'"]}'
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start_=$(date +"%F %T.%6N")
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url="https://tangibleai-mathtext.hf.space/run/$3"
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response=$(curl --silent --connect-timeout 30 --max-time 30 -X POST "$url" -H 'Content-Type: application/json' -d "$data")
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if [[ "$response" == *"Time-out"* ]]; then
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echo "$response" >>bad_response.txt
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response="504 Gateway Time-out"
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elif [[ -z "$response" ]]; then
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echo "No response" >>bad_response.txt
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response="504 Gateway Time-out"
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fi
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end_=$(date +"%F %T.%6N")
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printf "%s;%s;%s;%s;%s;%s;%s\n" "$1" "$2" "$3" "$data" "$response" "$start_" "$end_" >>$LOG_FILE_NAME
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sleep "$(create_random_delay 10)"
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done
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}
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echo "start: $(date)"
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active_students=250 # the number of students using the system at the same time
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i=1
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while [[ "$i" -le "$active_students" ]]; do
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simulate_student "student$i" "$active_students" "$endpoint" &
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sleep "$(create_random_delay 1)" # adding a random delay between students
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i=$(("$i" + 1))
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done
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wait
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