forked from llm-d/llm-d
-
Notifications
You must be signed in to change notification settings - Fork 0
Expand file tree
/
Copy pathgenerate-load-llmd.sh
More file actions
executable file
·251 lines (221 loc) · 7.75 KB
/
generate-load-llmd.sh
File metadata and controls
executable file
·251 lines (221 loc) · 7.75 KB
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
#!/bin/bash
# Load generation script with malformed requests to trigger error metrics
# Usage: ./generate-load-llmd.sh [duration_minutes]
set -e
ENDPOINT="http://localhost:8000/v1"
DURATION_MINUTES=${1:-5}
MODEL_NAME="Qwen/Qwen3-0.6B"
echo "Load Generator with Error Generation"
echo "==================================="
echo "Endpoint: $ENDPOINT"
echo "Model: $MODEL_NAME"
echo "Duration: $DURATION_MINUTES minutes"
echo "Press Ctrl+C to stop"
echo ""
# First, check if the model is available
echo "Checking model availability..."
echo "------------------------------"
curl -s "$ENDPOINT/models" | jq . || echo "Failed to get models"
echo ""
# Function to send a normal request
send_request() {
local request_num=$1
local prompt=$2
echo "Request #$request_num (NORMAL)"
echo "Prompt: $prompt"
echo "Sending..."
local start_time=$(date +%s%N)
local response=$(curl -s -X POST "$ENDPOINT/chat/completions" \
-H "Content-Type: application/json" \
-d "{
\"model\": \"$MODEL_NAME\",
\"messages\": [
{\"role\": \"user\", \"content\": \"$prompt\"}
],
\"max_tokens\": 50,
\"temperature\": 0.7,
\"stream\": false
}")
local end_time=$(date +%s%N)
local duration_ms=$(( (end_time - start_time) / 1000000 ))
if [ -n "$response" ]; then
echo "Response (${duration_ms}ms):"
echo "$response" | jq . 2>/dev/null || echo "$response"
else
echo "ERROR: Empty response after ${duration_ms}ms"
fi
echo "----------------------------------------"
echo ""
}
# Function to send malformed requests to trigger errors
send_malformed_request() {
local request_num=$1
local error_type=$2
echo "Request #$request_num (MALFORMED - $error_type)"
echo "Sending..."
local start_time=$(date +%s%N)
local response=""
case $error_type in
"invalid_model")
# Request with non-existent model
response=$(curl -s -X POST "$ENDPOINT/chat/completions" \
-H "Content-Type: application/json" \
-d "{
\"model\": \"nonexistent-model-123\",
\"messages\": [
{\"role\": \"user\", \"content\": \"Hello\"}
],
\"max_tokens\": 50
}")
;;
"malformed_json")
# Invalid JSON syntax
response=$(curl -s -X POST "$ENDPOINT/chat/completions" \
-H "Content-Type: application/json" \
-d "{
\"model\": \"$MODEL_NAME\",
\"messages\": [
{\"role\": \"user\", \"content\": \"Hello\"
],
\"max_tokens\": 50
}" 2>&1)
;;
"missing_required_field")
# Missing required 'messages' field
response=$(curl -s -X POST "$ENDPOINT/chat/completions" \
-H "Content-Type: application/json" \
-d "{
\"model\": \"$MODEL_NAME\",
\"max_tokens\": 50
}")
;;
"invalid_temperature")
# Invalid temperature value (out of range)
response=$(curl -s -X POST "$ENDPOINT/chat/completions" \
-H "Content-Type: application/json" \
-d "{
\"model\": \"$MODEL_NAME\",
\"messages\": [
{\"role\": \"user\", \"content\": \"Hello\"}
],
\"max_tokens\": 50,
\"temperature\": 5.0
}")
;;
"invalid_max_tokens")
# Negative max_tokens
response=$(curl -s -X POST "$ENDPOINT/chat/completions" \
-H "Content-Type: application/json" \
-d "{
\"model\": \"$MODEL_NAME\",
\"messages\": [
{\"role\": \"user\", \"content\": \"Hello\"}
],
\"max_tokens\": -10
}")
;;
"wrong_endpoint")
# Non-existent endpoint
response=$(curl -s -X POST "$ENDPOINT/nonexistent/endpoint" \
-H "Content-Type: application/json" \
-d "{
\"model\": \"$MODEL_NAME\",
\"messages\": [
{\"role\": \"user\", \"content\": \"Hello\"}
]
}")
;;
"no_content_type")
# Missing Content-Type header
response=$(curl -s -X POST "$ENDPOINT/chat/completions" \
-d "{
\"model\": \"$MODEL_NAME\",
\"messages\": [
{\"role\": \"user\", \"content\": \"Hello\"}
],
\"max_tokens\": 50
}")
;;
esac
local end_time=$(date +%s%N)
local duration_ms=$(( (end_time - start_time) / 1000000 ))
echo "Error Response (${duration_ms}ms):"
echo "$response" | jq . 2>/dev/null || echo "$response"
echo "----------------------------------------"
echo ""
}
# Normal prompts
prompts=(
"Hello!"
"What is 2+2?"
"Tell me a joke"
"What is the capital of France?"
"How does a computer work?"
)
# Error types to cycle through
error_types=(
"invalid_model"
"malformed_json"
"missing_required_field"
"invalid_temperature"
"invalid_max_tokens"
"wrong_endpoint"
"no_content_type"
)
# Trap SIGINT to handle graceful shutdown
trap 'echo -e "\n\nShutting down gracefully..."; show_final_metrics; exit 0' INT
show_final_metrics() {
echo ""
echo "Final metrics check..."
echo "======================="
echo "Looking for error metrics:"
curl -s http://localhost:8080/metrics | grep -E "inference.*error" || echo "No error metrics found yet"
echo ""
echo "Request metrics:"
curl -s http://localhost:8080/metrics | grep -E "inference.*request_total" || echo "No request metrics found"
echo ""
echo "All inference metrics:"
curl -s http://localhost:8080/metrics | grep -E "inference_" | grep -v "#" | head -10
}
# Calculate end time
start_time=$(date +%s)
end_time=$((start_time + DURATION_MINUTES * 60))
request_count=0
error_count=0
echo "Starting load generation with error injection..."
echo "Start time: $(date)"
echo ""
# Send requests continuously until duration expires
while [ $(date +%s) -lt $end_time ]; do
request_count=$((request_count + 1))
# Every 5th request is malformed to generate errors
if [ $((request_count % 5)) -eq 0 ]; then
error_count=$((error_count + 1))
error_index=$(( (error_count - 1) % ${#error_types[@]} ))
error_type="${error_types[$error_index]}"
send_malformed_request "$request_count" "$error_type"
else
# Normal request
prompt_index=$(( (request_count - 1) % ${#prompts[@]} ))
prompt="${prompts[$prompt_index]}"
send_request "$request_count" "$prompt"
fi
# Small delay between requests
sleep 2
# Show progress every 10 requests
if [ $((request_count % 10)) -eq 0 ]; then
current_time=$(date +%s)
elapsed_seconds=$((current_time - start_time))
remaining_seconds=$((end_time - current_time))
elapsed_minutes=$((elapsed_seconds / 60))
remaining_minutes=$((remaining_seconds / 60))
echo ">>> Requests: $request_count (Errors: $error_count) | Elapsed: ${elapsed_minutes}m | Remaining: ${remaining_minutes}m"
echo ""
fi
done
echo ""
echo "Load generation complete!"
echo "Total requests sent: $request_count"
echo "Error requests sent: $error_count"
echo "End time: $(date)"
show_final_metrics