Comments (5)
BTW,用您给的20类数据则不会有准确率低的情况,故此推测是数据处理流程有误、
step 0, train accuracy 0.08
step 2000, train accuracy 0.76
step 4000, train accuracy 0.84
step 6000, train accuracy 0.84
step 8000, train accuracy 0.94
step 10000, train accuracy 0.86
2021-01-05 14:23:09
DATA_DIR: /PUBLIC/sakura/echowei-deeptraffic/sakurachiyuki-DeepTraffic-master/DeepTraffic/1.malware_traffic_classification/3.PreprocessedResults/20class/SessionL7
0, aimchat, 0.7780487804878049, 0.42533333333333334
1, AIM_Chat, 0.9983333333333333, 0.9983333333333333
2, browsing, 0.9904306220095693, 0.9825949367088608
3, browsing2-1, 0.7841726618705036, 0.21330724070450097
4, browsing2-2, 0.9871428571428571, 0.9829302987197724
5, browsing2, 0.4538152610441767, 0.9064171122994652
6, browsing_ara, 0.9983606557377049, 1.0
7, browsing_ara2, 0.9665178571428571, 0.7959558823529411
8, browsing_ger, 0.8113207547169812, 0.9409190371991247
9, Email_IMAP_filetransfer, 0.9986824769433466, 0.9986824769433466
10, AUDIO_spotifygateway, 0.9939393939393939, 1.0
11, AUDIO_tor_spotify, 0.9931506849315068, 0.866965620328849
12, AUDIO_tor_spotify2, 0.7891472868217054, 0.8554621848739495
13, BROWSING_gate_SSL_Browsing, 0.9551656920077972, 0.98989898989899
14, BROWSING_ssl_browsing_gateway, 0.6893004115226338, 0.7957244655581948
15, BROWSING_tor_browsing_ara, 0.9786476868327402, 0.912106135986733
16, BROWSING_tor_browsing_ger, 0.9763860369609856, 0.9926931106471816
17, BROWSING_tor_browsing_mam, 0.9905992949471211, 0.991764705882353
18, BROWSING_tor_browsing_mam2, 0.7302752293577982, 0.6482084690553745
19, CHAT_aimchatgateway, 0.9832402234636871, 0.9328621908127208
Total accuracy: 0.8694934
from deeptraffic.
还有就是分类标签是我后来改了的,不过应该是不影响训练测试运行的
dict_20class = {0:'aimchat',1:'AIM_Chat',2:'browsing',3:'browsing2-1',4:'browsing2-2',
5:'browsing2',6:'browsing_ara',7:'browsing_ara2',8:'browsing_ger',9:'Email_IMAP_filetransfer',
10:'AUDIO_spotifygateway',11:'AUDIO_tor_spotify',12:'AUDIO_tor_spotify2',13:'BROWSING_gate_SSL_Browsing',
14:'BROWSING_ssl_browsing_gateway',15:'BROWSING_tor_browsing_ara',16:'BROWSING_tor_browsing_ger',
17:'BROWSING_tor_browsing_mam',18:'BROWSING_tor_browsing_mam2',19:'CHAT_aimchatgateway'
}
from deeptraffic.
@sakurachiyuki, I am having issues with the input_data on OSX. how did you solve that problem?
from deeptraffic.
@sakurachiyuki, I am having issues with the input_data on OSX. how did you solve that problem?
Is it saying that there's no input_data or so? Can you elaborate. I got into a similar issue and found out that the file paths were not correct. You may need to check on that.
from deeptraffic.
@jeevan-thapa thanks. I was having issues with the input_data.py. The initial error was like import not found. Then I downloaded it from somewhere. Now that error is gone. Now I am having issues like the following
labels_one_hot.flat[index_offset + labels_dense.ravel()] = 1
IndexError: index 32440 is out of bounds for size 32440
There are also other deprecated API issues as my python version is 3.7. Can you please share your experience and configurations at [email protected]?
from deeptraffic.
Related Issues (20)
- 作者您好,您的项目DeepTraffic有没有比较快的下载方法? HOT 7
- 关于MAC address and IP address的处理 HOT 4
- HAST-IDS中PreprocessedISCX2012_5class_pkl文件 HOT 4
- 请教一下关于md5的问题 HOT 1
- 关于evaluate the model模块 HOT 1
- Pickles used to train HAST-IDS HOT 2
- 没有预处理文件 请问能添加上预处理的代码部分吗 HOT 1
- 关于HAST-IDS预处理环节 HOT 1
- 处理ISCX2012数据集的时候,是否需要担心病毒问题? HOT 4
- 关于预处理的混淆问题 HOT 2
- Only call `softmax_cross_entropy_with_logits` with named arguments (labels=..., logits=..., ...)
- Folder Structure for Training Data in Encrypted Traffic Classification Task
- 恶意流量分类中input_data工具包的下载 HOT 3
- HAST-IDS中用到的ISCX-IDS-2012数据集问题 HOT 1
- Can crypto mining (monero) traffic be classified using this too?
- 感谢开源 HOT 1
- input_data.py 文件 HOT 3
- malware这篇的一个疑惑 HOT 3
- 运行遇到几个问题 HOT 4
Recommend Projects
-
React
A declarative, efficient, and flexible JavaScript library for building user interfaces.
-
Vue.js
🖖 Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.
-
Typescript
TypeScript is a superset of JavaScript that compiles to clean JavaScript output.
-
TensorFlow
An Open Source Machine Learning Framework for Everyone
-
Django
The Web framework for perfectionists with deadlines.
-
Laravel
A PHP framework for web artisans
-
D3
Bring data to life with SVG, Canvas and HTML. 📊📈🎉
-
Recommend Topics
-
javascript
JavaScript (JS) is a lightweight interpreted programming language with first-class functions.
-
web
Some thing interesting about web. New door for the world.
-
server
A server is a program made to process requests and deliver data to clients.
-
Machine learning
Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.
-
Visualization
Some thing interesting about visualization, use data art
-
Game
Some thing interesting about game, make everyone happy.
Recommend Org
-
Facebook
We are working to build community through open source technology. NB: members must have two-factor auth.
-
Microsoft
Open source projects and samples from Microsoft.
-
Google
Google ❤️ Open Source for everyone.
-
Alibaba
Alibaba Open Source for everyone
-
D3
Data-Driven Documents codes.
-
Tencent
China tencent open source team.
from deeptraffic.