大数据时代的Serverless工作负载预测-CCF2020
2021.04.13 12:17 134 2204 互联网
简述
大数据时代的Serverless工作负载预测-CCF2020数据集
数据文件
train.csv 32738 kb 点击下载

| QUEUE_ID | CU  | STATUS    | QUEUE_TYPE | PLATFORM | CPU_USAGE | 
|----------|-----|-----------|------------|----------|-----------| 
| 298      | 16  | available | sql        | x86_64   | 0         | 
| 298      | 16  | available | sql        | x86_64   | 0         | 
| 21671    | 256 | available | sql        | x86_64   | 0         | 
| 21671    | 256 | available | sql        | x86_64   | 0         | 
| 297      | 16  | available | sql        | x86_64   | 0         | 
| 298      | 16  | available | sql        | x86_64   | 0         | 
| 298      | 16  | available | sql        | x86_64   | 0         | 
| 21671    | 256 | available | sql        | x86_64   | 0         | 
| 297      | 16  | available | sql        | x86_64   | 0         | 
| 298      | 16  | available | sql        | x86_64   | 0         | 
| 21671    | 256 | available | sql        | x86_64   | 0         | 
| 297      | 16  | available | sql        | x86_64   | 0         | 
| 298      | 16  | available | sql        | x86_64   | 0         | 
| 21487    | 64  | available | sql        | x86_64   | 0         | 
| 21487    | 64  | available | sql        | x86_64   | 0         | 
| 21487    | 64  | available | sql        | x86_64   | 0         | 
| 21487    | 64  | available | sql        | x86_64   | 0         | 
| 21487    | 64  | available | sql        | x86_64   | 0         | 
| 21487    | 64  | available | sql        | x86_64   | 0         | 
| 21487    | 64  | available | sql        | x86_64   | 0         | 
| 21487    | 64  | available | sql        | x86_64   | 0         | 
| 21487    | 64  | available | sql        | x86_64   | 2         | 
| 21487    | 64  | available | sql        | x86_64   | 2         | 
| 21487    | 64  | available | sql        | x86_64   | 2         | 
| 21487    | 64  | available | sql        | x86_64   | 2         | 
| 21487    | 64  | available | sql        | x86_64   | 0         | 
| 21487    | 64  | available | sql        | x86_64   | 0         | 
| 21671    | 256 | available | sql        | x86_64   | 0         | 
| 21671    | 256 | available | sql        | x86_64   | 0         | 
| 21487    | 64  | available | sql        | x86_64   | 0         | 
| 21487    | 64  | available | sql        | x86_64   | 0         | 
| 21671    | 256 | available | sql        | x86_64   | 0         | 
| 21487    | 64  | available | sql        | x86_64   | 0         | 
| 21487    | 64  | available | sql        | x86_64   | 0         | 
| 21487    | 64  | available | sql        | x86_64   | 0         | 
| 21487    | 64  | available | sql        | x86_64   | 0         | 
| 21671    | 256 | available | sql        | x86_64   | 0         | 
| 21487    | 64  | available | sql        | x86_64   | 0         | 
| 21487    | 64  | available | sql        | x86_64   | 0         | 
| 297      | 16  | available | sql        | x86_64   | 0         |
QUEUE_ID CU STATUS QUEUE_TYPE PLATFORM CPU_USAGE
298 16 available sql x86_64 0
298 16 available sql x86_64 0
21671 256 available sql x86_64 0
21671 256 available sql x86_64 0
297 16 available sql x86_64 0
298 16 available sql x86_64 0
298 16 available sql x86_64 0
21671 256 available sql x86_64 0
297 16 available sql x86_64 0
298 16 available sql x86_64 0
21671 256 available sql x86_64 0
297 16 available sql x86_64 0
298 16 available sql x86_64 0
21487 64 available sql x86_64 0
21487 64 available sql x86_64 0
21487 64 available sql x86_64 0
21487 64 available sql x86_64 0
21487 64 available sql x86_64 0
21487 64 available sql x86_64 0
21487 64 available sql x86_64 0
21487 64 available sql x86_64 0
21487 64 available sql x86_64 2
21487 64 available sql x86_64 2
21487 64 available sql x86_64 2
21487 64 available sql x86_64 2
21487 64 available sql x86_64 0
21487 64 available sql x86_64 0
21671 256 available sql x86_64 0
21671 256 available sql x86_64 0
21487 64 available sql x86_64 0
21487 64 available sql x86_64 0
21671 256 available sql x86_64 0
21487 64 available sql x86_64 0
21487 64 available sql x86_64 0
21487 64 available sql x86_64 0
21487 64 available sql x86_64 0
21671 256 available sql x86_64 0
21487 64 available sql x86_64 0
21487 64 available sql x86_64 0
297 16 available sql x86_64 0
QUEUE_ID CU STATUS QUEUE_TYPE PLATFORM CPU_USAGE
298 16 available sql x86_64 0
298 16 available sql x86_64 0
21671 256 available sql x86_64 0
21671 256 available sql x86_64 0
297 16 available sql x86_64 0
298 16 available sql x86_64 0
298 16 available sql x86_64 0
21671 256 available sql x86_64 0
297 16 available sql x86_64 0
298 16 available sql x86_64 0
21671 256 available sql x86_64 0
297 16 available sql x86_64 0
298 16 available sql x86_64 0
21487 64 available sql x86_64 0
21487 64 available sql x86_64 0
21487 64 available sql x86_64 0
21487 64 available sql x86_64 0
21487 64 available sql x86_64 0
21487 64 available sql x86_64 0
21487 64 available sql x86_64 0
21487 64 available sql x86_64 0
21487 64 available sql x86_64 2
21487 64 available sql x86_64 2
21487 64 available sql x86_64 2
21487 64 available sql x86_64 2
21487 64 available sql x86_64 0
21487 64 available sql x86_64 0
21671 256 available sql x86_64 0
21671 256 available sql x86_64 0
21487 64 available sql x86_64 0
21487 64 available sql x86_64 0
21671 256 available sql x86_64 0
21487 64 available sql x86_64 0
21487 64 available sql x86_64 0
21487 64 available sql x86_64 0
21487 64 available sql x86_64 0
21671 256 available sql x86_64 0
21487 64 available sql x86_64 0
21487 64 available sql x86_64 0
297 16 available sql x86_64 0
submit_example.csv 76 kb 点击下载

| ID | CPU_USAGE_1 | LAUNCHING_JOB_NUMS_1 | CPU_USAGE_2 | LAUNCHING_JOB_NUMS_2 | CPU_USAGE_3 | 
|----|-------------|----------------------|-------------|----------------------|-------------| 
| 1  | 0           | 0                    | 0           | 0                    | 0           | 
| 2  | 0           | 0                    | 0           | 0                    | 0           | 
| 3  | 0           | 0                    | 0           | 0                    | 0           | 
| 4  | 0           | 0                    | 0           | 0                    | 0           | 
| 5  | 0           | 0                    | 0           | 0                    | 0           | 
| 6  | 0           | 0                    | 0           | 0                    | 0           | 
| 7  | 0           | 0                    | 0           | 0                    | 0           | 
| 8  | 0           | 0                    | 0           | 0                    | 0           | 
| 9  | 0           | 0                    | 0           | 0                    | 0           | 
| 10 | 0           | 0                    | 0           | 0                    | 0           | 
| 11 | 0           | 0                    | 0           | 0                    | 0           | 
| 12 | 0           | 0                    | 0           | 0                    | 0           | 
| 13 | 0           | 0                    | 0           | 0                    | 0           | 
| 14 | 0           | 0                    | 0           | 0                    | 0           | 
| 15 | 0           | 0                    | 0           | 0                    | 0           | 
| 16 | 0           | 0                    | 0           | 0                    | 0           | 
| 17 | 0           | 0                    | 0           | 0                    | 0           | 
| 18 | 0           | 0                    | 0           | 0                    | 0           | 
| 19 | 0           | 0                    | 0           | 0                    | 0           | 
| 20 | 0           | 0                    | 0           | 0                    | 0           | 
| 21 | 0           | 0                    | 0           | 0                    | 0           | 
| 22 | 0           | 0                    | 0           | 0                    | 0           | 
| 23 | 0           | 0                    | 0           | 0                    | 0           | 
| 24 | 0           | 0                    | 0           | 0                    | 0           | 
| 25 | 0           | 0                    | 0           | 0                    | 0           | 
| 26 | 0           | 0                    | 0           | 0                    | 0           | 
| 27 | 0           | 0                    | 0           | 0                    | 0           | 
| 28 | 0           | 0                    | 0           | 0                    | 0           | 
| 29 | 0           | 0                    | 0           | 0                    | 0           | 
| 30 | 0           | 0                    | 0           | 0                    | 0           | 
| 31 | 0           | 0                    | 0           | 0                    | 0           | 
| 32 | 0           | 0                    | 0           | 0                    | 0           | 
| 33 | 0           | 0                    | 0           | 0                    | 0           | 
| 34 | 0           | 0                    | 0           | 0                    | 0           | 
| 35 | 0           | 0                    | 0           | 0                    | 0           | 
| 36 | 0           | 0                    | 0           | 0                    | 0           | 
| 37 | 0           | 0                    | 0           | 0                    | 0           | 
| 38 | 0           | 0                    | 0           | 0                    | 0           | 
| 39 | 0           | 0                    | 0           | 0                    | 0           | 
| 40 | 0           | 0                    | 0           | 0                    | 0           |
ID CPU_USAGE_1 LAUNCHING_JOB_NUMS_1 CPU_USAGE_2 LAUNCHING_JOB_NUMS_2 CPU_USAGE_3
1 0 0 0 0 0
2 0 0 0 0 0
3 0 0 0 0 0
4 0 0 0 0 0
5 0 0 0 0 0
6 0 0 0 0 0
7 0 0 0 0 0
8 0 0 0 0 0
9 0 0 0 0 0
10 0 0 0 0 0
11 0 0 0 0 0
12 0 0 0 0 0
13 0 0 0 0 0
14 0 0 0 0 0
15 0 0 0 0 0
16 0 0 0 0 0
17 0 0 0 0 0
18 0 0 0 0 0
19 0 0 0 0 0
20 0 0 0 0 0
21 0 0 0 0 0
22 0 0 0 0 0
23 0 0 0 0 0
24 0 0 0 0 0
25 0 0 0 0 0
26 0 0 0 0 0
27 0 0 0 0 0
28 0 0 0 0 0
29 0 0 0 0 0
30 0 0 0 0 0
31 0 0 0 0 0
32 0 0 0 0 0
33 0 0 0 0 0
34 0 0 0 0 0
35 0 0 0 0 0
36 0 0 0 0 0
37 0 0 0 0 0
38 0 0 0 0 0
39 0 0 0 0 0
40 0 0 0 0 0
ID CPU_USAGE_1 LAUNCHING_JOB_NUMS_1 CPU_USAGE_2 LAUNCHING_JOB_NUMS_2 CPU_USAGE_3
1 0 0 0 0 0
2 0 0 0 0 0
3 0 0 0 0 0
4 0 0 0 0 0
5 0 0 0 0 0
6 0 0 0 0 0
7 0 0 0 0 0
8 0 0 0 0 0
9 0 0 0 0 0
10 0 0 0 0 0
11 0 0 0 0 0
12 0 0 0 0 0
13 0 0 0 0 0
14 0 0 0 0 0
15 0 0 0 0 0
16 0 0 0 0 0
17 0 0 0 0 0
18 0 0 0 0 0
19 0 0 0 0 0
20 0 0 0 0 0
21 0 0 0 0 0
22 0 0 0 0 0
23 0 0 0 0 0
24 0 0 0 0 0
25 0 0 0 0 0
26 0 0 0 0 0
27 0 0 0 0 0
28 0 0 0 0 0
29 0 0 0 0 0
30 0 0 0 0 0
31 0 0 0 0 0
32 0 0 0 0 0
33 0 0 0 0 0
34 0 0 0 0 0
35 0 0 0 0 0
36 0 0 0 0 0
37 0 0 0 0 0
38 0 0 0 0 0
39 0 0 0 0 0
40 0 0 0 0 0
evaluation_public.csv 1028 kb 点击下载

| ID | QUEUE_ID | CU   | STATUS    | QUEUE_TYPE | PLATFORM | 
|----|----------|------|-----------|------------|----------| 
| 1  | 297      | 16   | available | sql        | x86_64   | 
| 1  | 297      | 16   | available | sql        | x86_64   | 
| 1  | 297      | 16   | available | sql        | x86_64   | 
| 1  | 297      | 16   | available | sql        | x86_64   | 
| 1  | 297      | 16   | available | sql        | x86_64   | 
| 2  | 85153    | 64   | available | general    | x86_64   | 
| 2  | 85153    | 64   | available | general    | x86_64   | 
| 2  | 85153    | 64   | available | general    | x86_64   | 
| 2  | 85153    | 64   | available | general    | x86_64   | 
| 2  | 85153    | 64   | available | general    | x86_64   | 
| 3  | 297      | 16   | available | sql        | x86_64   | 
| 3  | 297      | 16   | available | sql        | x86_64   | 
| 3  | 297      | 16   | available | sql        | x86_64   | 
| 3  | 297      | 16   | available | sql        | x86_64   | 
| 3  | 297      | 16   | available | sql        | x86_64   | 
| 4  | 297      | 16   | available | sql        | x86_64   | 
| 4  | 297      | 16   | available | sql        | x86_64   | 
| 4  | 297      | 16   | available | sql        | x86_64   | 
| 4  | 297      | 16   | available | sql        | x86_64   | 
| 4  | 297      | 16   | available | sql        | x86_64   | 
| 5  | 291      | 1024 | available | sql        | x86_64   | 
| 5  | 291      | 1024 | available | sql        | x86_64   | 
| 5  | 291      | 1024 | available | sql        | x86_64   | 
| 5  | 291      | 1024 | available | sql        | x86_64   | 
| 5  | 291      | 1024 | available | sql        | x86_64   | 
| 6  | 21487    | 64   | available | sql        | x86_64   | 
| 6  | 21487    | 64   | available | sql        | x86_64   | 
| 6  | 21487    | 64   | available | sql        | x86_64   | 
| 6  | 21487    | 64   | available | sql        | x86_64   | 
| 6  | 21487    | 64   | available | sql        | x86_64   | 
| 7  | 297      | 16   | available | sql        | x86_64   | 
| 7  | 297      | 16   | available | sql        | x86_64   | 
| 7  | 297      | 16   | available | sql        | x86_64   | 
| 7  | 297      | 16   | available | sql        | x86_64   | 
| 7  | 297      | 16   | available | sql        | x86_64   | 
| 8  | 85265    | 64   | available | sql        | x86_64   | 
| 8  | 85265    | 64   | available | sql        | x86_64   | 
| 8  | 85265    | 64   | available | sql        | x86_64   | 
| 8  | 85265    | 64   | available | sql        | x86_64   | 
| 8  | 85265    | 64   | available | sql        | x86_64   |
ID QUEUE_ID CU STATUS QUEUE_TYPE PLATFORM
1 297 16 available sql x86_64
1 297 16 available sql x86_64
1 297 16 available sql x86_64
1 297 16 available sql x86_64
1 297 16 available sql x86_64
2 85153 64 available general x86_64
2 85153 64 available general x86_64
2 85153 64 available general x86_64
2 85153 64 available general x86_64
2 85153 64 available general x86_64
3 297 16 available sql x86_64
3 297 16 available sql x86_64
3 297 16 available sql x86_64
3 297 16 available sql x86_64
3 297 16 available sql x86_64
4 297 16 available sql x86_64
4 297 16 available sql x86_64
4 297 16 available sql x86_64
4 297 16 available sql x86_64
4 297 16 available sql x86_64
5 291 1024 available sql x86_64
5 291 1024 available sql x86_64
5 291 1024 available sql x86_64
5 291 1024 available sql x86_64
5 291 1024 available sql x86_64
6 21487 64 available sql x86_64
6 21487 64 available sql x86_64
6 21487 64 available sql x86_64
6 21487 64 available sql x86_64
6 21487 64 available sql x86_64
7 297 16 available sql x86_64
7 297 16 available sql x86_64
7 297 16 available sql x86_64
7 297 16 available sql x86_64
7 297 16 available sql x86_64
8 85265 64 available sql x86_64
8 85265 64 available sql x86_64
8 85265 64 available sql x86_64
8 85265 64 available sql x86_64
8 85265 64 available sql x86_64
ID QUEUE_ID CU STATUS QUEUE_TYPE PLATFORM
1 297 16 available sql x86_64
1 297 16 available sql x86_64
1 297 16 available sql x86_64
1 297 16 available sql x86_64
1 297 16 available sql x86_64
2 85153 64 available general x86_64
2 85153 64 available general x86_64
2 85153 64 available general x86_64
2 85153 64 available general x86_64
2 85153 64 available general x86_64
3 297 16 available sql x86_64
3 297 16 available sql x86_64
3 297 16 available sql x86_64
3 297 16 available sql x86_64
3 297 16 available sql x86_64
4 297 16 available sql x86_64
4 297 16 available sql x86_64
4 297 16 available sql x86_64
4 297 16 available sql x86_64
4 297 16 available sql x86_64
5 291 1024 available sql x86_64
5 291 1024 available sql x86_64
5 291 1024 available sql x86_64
5 291 1024 available sql x86_64
5 291 1024 available sql x86_64
6 21487 64 available sql x86_64
6 21487 64 available sql x86_64
6 21487 64 available sql x86_64
6 21487 64 available sql x86_64
6 21487 64 available sql x86_64
7 297 16 available sql x86_64
7 297 16 available sql x86_64
7 297 16 available sql x86_64
7 297 16 available sql x86_64
7 297 16 available sql x86_64
8 85265 64 available sql x86_64
8 85265 64 available sql x86_64
8 85265 64 available sql x86_64
8 85265 64 available sql x86_64
8 85265 64 available sql x86_64