This is a sentence-transformers model finetuned from microsoft/unixcoder-base-unimodal on the soco_train_java dataset. It maps sentences & paragraphs to a 768-dimensional dense vector space and can be used for semantic textual similarity, semantic search, paraphrase mining, text classification, clustering, and more.

Model Details

Model Description

Model Type: Sentence Transformer
Base model: microsoft/unixcoder-base-unimodal
Maximum Sequence Length: 512 tokens
Output Dimensionality: 768 dimensions
Similarity Function: Cosine Similarity
Training Dataset:
- soco_train_java

Model Sources

Documentation: Sentence Transformers Documentation
Repository: Sentence Transformers on GitHub
Hugging Face: Sentence Transformers on Hugging Face

Full Model Architecture

SentenceTransformer(
  (0): Transformer({'max_seq_length': 512, 'do_lower_case': False}) with Transformer model: RobertaModel 
  (1): Pooling({'word_embedding_dimension': 768, 'pooling_mode_cls_token': False, 'pooling_mode_mean_tokens': True, 'pooling_mode_max_tokens': False, 'pooling_mode_mean_sqrt_len_tokens': False, 'pooling_mode_weightedmean_tokens': False, 'pooling_mode_lasttoken': False, 'include_prompt': True})
)

Usage

Direct Usage (Sentence Transformers)

First install the Sentence Transformers library:

pip install -U sentence-transformers

Then you can load this model and run inference.

python

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("buelfhood/SOCO-Java-UnixCoder-Softmax-PairClass-VAST-e50")
# Run inference
sentences = [
    '\n\nimport java.awt.*;\nimport java.awt.event.*;\nimport java.io.*;\nimport java.net.*;\n\npublic class BruteForce extends Frame implements ActionListener {\n\tprivate TextField tf = new TextField();\n    private TextArea  ta = new TextArea();\n\n  \tpublic void actionPerformed (ActionEvent e) {\n\t\tString s = tf.getText();\n\t\tString login="";\n\n\t\tif (s.length() != 0)\n\t\t{\n\t\t\tchar symbol = \'A\';\n\n\t\t\tlogin=":";\n\t\t\t\n\t\t\tfor(int i = 0; i < 3; i++)\n\t\t\t{\n\t\t\t\tsymbol = (char)(57.0 * Math.random() + 65);\n\n\t\t\t\tif(symbol>90 && symbol<97){\n\t\t\t\t\ti--;\n\t\t\t\t\tcontinue;\n\t\t\t\t}\n\t\t\t\tlogin=login+symbol;\n\n\t\t\t}\n\n\t\t    ta.setText (fetchURL (s,login));\n\t\t    System.out.println("runing"+login);\n\t\t}while(ta.getText().compareTo("Invalid URL")!=0 || ta.getText().compareTo("Error  URL")!=0);\n\n\t\tSystem.out.println("The password is: "+login);\n\t}\n\n\tpublic BruteForce() {\n\t\tsuper ("SEC-CRACK");\n\n\t    \n\t    add (tf, BorderLayout.LEFT);\n\t    ta.setEditable(false);\n\t    add (ta, BorderLayout.CENTER);\n\t    tf.addActionListener (this);\n\n\t    addWindowListener (new WindowAdapter() {\n\t       public void windowClosing (WindowEvent e) {\n\t         dispose();\n\t         System.exit(0);\n\t       }\n\t     });\n\t}\n\n\tprivate String fetchURL (String urlString,String login) {\n\t\tStringWriter sw = new StringWriter();\n\t    PrintWriter  pw = new PrintWriter();\n\n\t    try {\n\t       URL url = new URL (urlString);\n\n\t     \n\t\n\t       \n\n\t      \n\t       String encoding = new url.misc.BASE64Encoder().encode (login.getBytes());\n\n\t      \n\t       URLConnection uc = url.openConnection();\n\t       uc.setRequestProperty  ("Authorization", " " + encoding);\n\t       InputStream content = (InputStream)uc.getInputStream();\n\t       BufferedReader in   =\n\t         new BufferedReader (new InputStreamReader (content));\n\t       String line;\n\t       while ((line = in.readLine()) != null) {\n\t         pw.println (line);\n\t       }\n\t     } catch (MalformedURLException e) {\n\t       pw.println ("Invalid URL");\n\t     } catch (IOException e) {\n\t       pw.println ("Error  URL");\n\t     }\n\t     return sw.toString();\n\t}\n\n\n\tpublic static void  main(String args[]) {\n\t\tFrame f = new BruteForce();\n\t    f.setSize(300, 300);\n\t    f.setVisible (true);\n\t}\n}\n\n\n\n\nclass  Base64Converter\n{\n\tpublic static final char [ ]  alphabet = {\n        \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\',   \n        \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\',   \n        \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\',   \n        \'Y\', \'Z\', \'a\', \'b\', \'c\', \'d\', \'e\', \'f\',   \n        \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\',   \n        \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\',   \n        \'w\', \'x\', \'y\', \'z\', \'0\', \'1\', \'2\', \'3\',   \n        \'4\', \'5\', \'6\', \'7\', \'8\', \'9\', \'+\', \'/\' }; \n\n\n     public static String  encode ( String  s )\n     {\n        return encode ( s.getBytes ( ) );\n     }\n\n     public static String  encode ( byte [ ]  octetString )\n     {\n        int  bits24;\n        int  bits6;\n\n       char [ ]  out\n          = new char [ ( ( octetString.length - 1 ) / 3 + 1 ) * 4 ];\n\n       int outIndex = 0;\n        int i        = 0;\n\n       while ( ( i + 3 ) <= octetString.length )\n       {\n          \n          bits24  = ( octetString [ i++ ] & 0xFF ) << 16;\n          bits24 |= ( octetString [ i++ ] & 0xFF ) <<  8;\n          bits24 |= ( octetString [ i++ ] & 0xFF ) <<  0;\n\n         bits6 = ( bits24 & 0x00FC0000 ) >> 18;\n          out [ outIndex++ ] = alphabet [ bits6 ];\n          bits6 = ( bits24 & 0x0003F000 ) >> 12;\n          out [ outIndex++ ] = alphabet [ bits6 ];\n          bits6 = ( bits24 & 0x00000FC0 ) >> 6;\n          out [ outIndex++ ] = alphabet [ bits6 ];\n          bits6 = ( bits24 & 0x0000003F );\n          out [ outIndex++ ] = alphabet [ bits6 ];\n       }\n\n       if ( octetString.length - i == 2 )\n       {\n          \n          bits24  = ( octetString [ i     ] & 0xFF ) << 16;\n          bits24 |= ( octetString [ i + 1 ] & 0xFF ) <<  8;\n\n          bits6 = ( bits24 & 0x00FC0000 ) >> 18;\n          out [ outIndex++ ] = alphabet [ bits6 ];\n          bits6 = ( bits24 & 0x0003F000 ) >> 12;\n          out [ outIndex++ ] = alphabet [ bits6 ];\n          bits6 = ( bits24 & 0x00000FC0 ) >> 6;\n          out [ outIndex++ ] = alphabet [ bits6 ];\n\n         \n          out [ outIndex++ ] = \'=\';\n        }\n        else if ( octetString.length - i == 1 )\n        {\n          \n          bits24 = ( octetString [ i ] & 0xFF ) << 16;\n\n          bits6 = ( bits24 & 0x00FC0000 ) >> 18;\n          out [ outIndex++ ] = alphabet [ bits6 ];\n          bits6 = ( bits24 & 0x0003F000 ) >> 12;\n          out [ outIndex++ ] = alphabet [ bits6 ];\n\n          \n          out [ outIndex++ ] = \'=\';\n          out [ outIndex++ ] = \'=\';\n        }\n\n       return new String ( out );\n     }\n}\n\n',
    '\n\nimport java.io.*;\nimport java.text.*;\nimport java.util.*;\nimport java.net.*;\n\npublic class BruteForce extends Thread\n{\n   private static final String USERNAME = "";\n   private static final char [] POSSIBLE_CHAR =\n        {\'a\', \'b\', \'c\', \'d\', \'e\', \'f\', \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\',\n         \'n\', \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\', \'w\', \'x\', \'y\', \'z\',\n         \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\', \'I\', \'J\', \'K\', \'L\', \'M\',\n         \'N\', \'O\', \'P\', \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\', \'Y\', \'Z\'};\n   private static int NUMBER_OF_THREAD = 500;\n\n   private static Date startDate = null;\n   private static Date endDate = null;\n\n   private String address;\n   private String password;\n\n   public BruteForce(String address, String password)\n   {\n      this.address = address;\n      this.password = password;\n   }\n\n   public static void main(String[] args) throws IOException\n   {\n      if (args.length < 1)\n      {\n         System.err.println("Invalid usage!");\n         System.err.println("Usage: java BruteForce <url>");\n         System.exit(1);\n      }\n\n      try\n      {\n         brute(args[0], USERNAME);\n      }\n      catch(Exception e)\n      {\n         e.printStackTrace();\n         System.exit(1);\n      }\n   }\n\n   public static void brute(String address, String user)\n   {\n      BruteForce [] threads = new BruteForce[NUMBER_OF_THREAD];\n      int index = 0;\n\n      startDate = new Date();\n      for(int i = 0; i < POSSIBLE_CHAR.length; i++)\n      {\n         for(int j = 0; j < POSSIBLE_CHAR.length; j++)\n         {\n            for(int k = 0; k < POSSIBLE_CHAR.length; k++)\n            {\n               String password = ""+POSSIBLE_CHAR[i]+POSSIBLE_CHAR[j]+\n                                 POSSIBLE_CHAR[k];\n\n               if (threads[index] != null && threads[index].isAlive())\n               {\n                  try\n                  {\n                     threads[index].join();\n                  }\n                  catch(InterruptedException e ) {}\n               }\n               threads[index] = new BruteForce(address, password);\n               threads[index].get();\n\n               index = (index++) % threads.length;\n            }\n         }\n      }\n   }\n\n   public void run()\n   {\n      if (endDate != null)\n         return;\n\n      try\n      {\n\n         URLConnection conn = (new URL(address)).openConnection();\n         conn.setDoInput(true);\n\n         if (login(conn, USERNAME, password))\n         {\n            endDate = new Date();\n            System.out.println("Found the password: \\""+password+"\\"!");\n            SimpleDateFormat format = new SimpleDateFormat("dd/MM/yyyy HH:mm:");\n            System.out.println("Process started at: "+format.format(startDate));\n            System.out.println("Process started at: "+format.format(endDate));\n            double timeTaken = (double)(endDate.getTime()-startDate.getTime())/60000;\n            System.out.println("Time taken: "+timeTaken+" minutes");\n            System.exit(0);\n         }\n         else\n         {\n            System.out.println("Password: \\""+password+"\\" Failed!");\n            return;\n         }\n      }\n      catch(Exception e)\n      {\n         e.printStackTrace();\n      }\n\n   }\n\n   public static boolean login(URLConnection conn, String user, String pass)\n   {\n      try\n      {\n         String encodeAuth = " "+Base64Encoder.encode(user+":"+pass);\n         conn.setRequestProperty ("Authorization", encodeAuth);\n         conn.connect();\n         conn.getInputStream();\n      }\n      catch(Exception e)\n      {\n         return false;\n      }\n      return true;\n   }\n}\n\n\n',
    '\n\nimport java.net.*;\nimport java.io.*;\n\npublic class Base64Encoder\n{\n   private final static char base64Array [] = {\n          \'A\', \'B\', \'C\', \'D\', \'E\', \'F\', \'G\', \'H\',\n          \'I\', \'J\', \'K\', \'L\', \'M\', \'N\', \'O\', \'P\',\n          \'Q\', \'R\', \'S\', \'T\', \'U\', \'V\', \'W\', \'X\',\n          \'Y\', \'Z\', \'a\', \'b\', \'c\', \'d\', \'e\', \'f\',\n          \'g\', \'h\', \'i\', \'j\', \'k\', \'l\', \'m\', \'n\',\n          \'o\', \'p\', \'q\', \'r\', \'s\', \'t\', \'u\', \'v\',\n          \'w\', \'x\', \'y\', \'z\', \'0\', \'1\', \'2\', \'3\',\n          \'4\', \'5\', \'6\', \'7\', \'8\', \'9\', \'+\', \'/\'\n     };\n\n   public static String encode (String string)\n   {\n      String encodedString = "";\n      byte bytes [] = string.getBytes ();\n      int i = 0;\n      int pad = 0;\n      while (i < bytes.length)\n      {\n         byte b1 = bytes [i++];\n         byte b2;\n         byte b3;\n         if (i >= bytes.length)\n         {\n            b2 = 0;\n            b3 = 0;\n            pad = 2;\n         }\n         else\n         {\n            b2 = bytes [i++];\n            if (i >= bytes.length)\n            {\n               b3 = 0;\n               pad = 1;\n            }\n            else\n               b3 = bytes [i++];\n         }\n\n         byte c1 = (byte)(b1 >> 2);\n         byte c2 = (byte)(((b1 & 0x3) << 4) | (b2 >> 4));\n         byte c3 = (byte)(((b2 & 0xf) << 2) | (b3 >> 6));\n         byte c4 = (byte)(b3 & 0x3f);\n         encodedString += base64Array [c1];\n         encodedString += base64Array [c2];\n         switch (pad)\n         {\n            case 0:\n               encodedString += base64Array [c3];\n               encodedString += base64Array [c4];\n               break;\n            case 1:\n               encodedString += base64Array [c3];\n               encodedString += "=";\n               break;\n            case 2:\n               encodedString += "==";\n               break;\n         }\n      }\n      return encodedString;\n   }\n}\n',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

Training Details

Training Dataset

soco_train_java

Dataset: soco_train_java at 44ca4ff
Size: 16,705 training samples
Columns: label, text_1, and text_2
Approximate statistics based on the first 1000 samples:
label text_1 text_2
type int string string
details
0: ~99.40%
1: ~0.60%
min: 51 tokens
mean: 453.35 tokens
max: 512 tokens
min: 53 tokens
mean: 469.36 tokens
max: 512 tokens

Samples:

label	text_1	text_2
`0`	[object Object]import java.net.[object Object];[object Object]import java.Ostermiller.util.[object Object];[object Object][object Object]public class MyClient2 implements Runnable[object Object]{[object Object] private String hostname;[object Object] private int port;[object Object] private String filename;[object Object] private Socket s;[object Object] private int n;[object Object] private InputStream sin;[object Object] private OutputStream sout;[object Object] private int dif;[object Object] private String myPassword;[object Object] private int status;[object Object] private int myTime;[object Object] private BruteForce myMaster;[object Object] [object Object][object Object] public MyClient2(BruteForce bf , int num, int myPort, String password)[object Object] {[object Object] [object Object] hostname = new String("sec-crack.cs.rmit.edu.");[object Object] port = myPort;[object Object] status = 0;[object Object] myTime = 0;[object Object] myPassword = password;[object Object] filename = new String("/SEC/2/");[object Object] myMaster = 0;[object Object] n = num;[object Object] dif = 0;[object Object] [object Object] }[object Object] public getDif()[object Object] {[object Object] return dif;[object Object] }[object Object] public int getStatus()[object Object] {[object Object] return status;[object Object] }[object Object] public void run() [object Object] {[object Object] String inputLine;[object Object] String[] tokens = new String[5];[object Object] int i;[object Object] myTime = 0;[object Object] ...	import java.io.[object Object];[object Object]import java.text.[object Object];[object Object][object Object]class Dictionary {[object Object][object Object] private String password="";[object Object][object Object] private int num=401;[object Object][object Object][object Object] public static void main(String[] args) {[object Object][object Object][object Object] Dictionary URLcon;[object Object][object Object] int length = 0;[object Object][object Object] String passwd="";[object Object][object Object] int t0,t1;[object Object][object Object] String line ="";[object Object] [object Object] if (args.length == 0) {[object Object] [object Object] System.err.println ([object Object] [object Object] "Usage : java BruteForce [object Object]
`0`	[object Object]import java.net.[object Object];[object Object][object Object][object Object]public class BruteForce {[object Object][object Object] public static void main(String args[])[object Object] {[object Object] int i,j,k;[object Object] String pass = new String();[object Object] String UserPass = new String();[object Object] String status = new String();[object Object] String status1 = new String();[object Object] BasicAuth auth = new BasicAuth();[object Object] URLConnection connect;[object Object] int start,end,diff;[object Object][object Object] try {[object Object] URL url = new URL ("[object Object]");[object Object][object Object] start =System.currentTimeMillis();[object Object][object Object][object Object] DataInputStream dis ;[object Object][object Object] for (i=0;i<=58;i++)[object Object] {[object Object][object Object] for (j=0;j<=58;j++)[object Object] {[object Object][object Object] for (k=1;k<=58;k++)[object Object] {[object Object][object Object] [object Object][object Object][object Object] if (i !=0)[object Object] {[object Object][object Object][object Object] pass = "" + (char)(k+64) + (char)(j+65) + (char)(i+64);[object Object][object Object] if ((i+64) >=91 && (i+64) <=96)[object Object] break;[object Object][object Object] if ((j+65) >=91 && (j+65) <=96)[object Object] break;[object Object][object Object] if ((k+64) >=91 && (k+64) <=96)[object Object] continue;[object Object][object Object][object Object] UserPass= auth.encode("",...	[object Object][object Object]import java.util.[object Object];[object Object]import java.io.[object Object];[object Object][object Object][object Object][object Object]public class ParsingImgLink[object Object]{[object Object] String url, imgLink, line;[object Object][object Object] public ParsingImgLink( String baseURL, String str )[object Object] {[object Object] url = baseURL;[object Object] line = str;[object Object] parsingLine();[object Object] }[object Object][object Object] public void parsingLine()[object Object] {[object Object] int end;[object Object] String imgURLStr = null;[object Object] if( ( url = line.indexOf("src="") ) != -1 )[object Object] {[object Object] String subStr = line.substring(+5);[object Object] end = subStr.indexOf(""");[object Object] imgURLStr = subStr.substring( 0, end );[object Object] System.out.println(imgURLStr);[object Object] }[object Object] else if( ( end = line.indexOf("SRC="")) != -1 )[object Object] {[object Object] String subStr = line.substring(+5);[object Object] end = subStr.indexOf(""");[object Object] imgURLStr = subStr.substring( 0, end );[object Object] System.out.println(imgURLStr);[object Object] }[object Object][object Object] if( imgURLStr.indexOf("://") == -1 )[object Object] {[object Object] try[object Object] {[object Object] URL bas...
`0`	[object Object]import java.util.[object Object];[object Object]import java.net.*;[object Object][object Object]class Dictionary[object Object]{[object Object][object Object] public static void main (String a[])[object Object] {[object Object] String pwd="";[object Object][object Object] try[object Object] {[object Object] [object Object] BufferedReader bf = new BufferedReader(new FileReader("/usr/share/lib/dict/words"));[object Object] int i=0;[object Object] while(bf.readLine() != null)[object Object] {[object Object] pwd= bf.readLine(); [object Object] String userPassword = ":"+pwd;[object Object] RealThread myTh = new RealThread(i,userPassword);[object Object] Thread th = new Thread( myTh );[object Object] th.start();[object Object] try[object Object] {[object Object] th.sleep(100);[object Object] }[object Object] catch(Exception e)[object Object] {} [object Object] i++;[object Object] }[object Object] }[object Object] catch(Exception e )[object Object] {[object Object] System.out.println(" ex while ="+ e);[object Object] }[object Object]}[object Object][object Object][object Object]}[object Object][object Object][object Object][object Object][object Object]class RealThread implements Runnable[object Object]{[object Object] private int num;[object Object] private URL url;[object Object] private HttpURLConnection uc =null;[object Object] private String userPassword;[object Object] private int responseCode = 100;[object Object] public RealThread (int i, String userPassword)[object Object] {[object Object] try[object Object] {[object Object] url = new URL("[object Object]");[object Object] }[object Object] catch(Exception ex1)[object Object] {[object Object] }[object Object] num = i;[object Object] this...	import java.io.[object Object];[object Object]import java.net.*;[object Object]import java.misc.BASE64Encoder;[object Object][object Object]public class Dictionary[object Object]{[object Object][object Object] public Dictionary()[object Object] {[object Object] }[object Object][object Object] public static void main(String[] args)[object Object] {[object Object] try[object Object] {[object Object][object Object] if (args.length != 3 )[object Object] {[object Object] System.out.println("Usage: java BruteForce [object Object]

Loss: SoftmaxLoss

Evaluation Dataset

soco_train_java

Dataset: soco_train_java at 44ca4ff
Size: 16,706 evaluation samples
Columns: label, text_1, and text_2
Approximate statistics based on the first 1000 samples:
label text_1 text_2
type int string string
details
0: ~99.40%
1: ~0.60%
min: 51 tokens
mean: 443.68 tokens
max: 512 tokens
min: 51 tokens
mean: 467.63 tokens
max: 512 tokens

Samples:

label	text_1	text_2
`0`	[object Object][object Object]import java.Runtime;[object Object]import java.io.*;[object Object][object Object]public class differenceFile[object Object]{[object Object] StringWriter sw =null;[object Object] PrintWriter pw = null;[object Object] public differenceFile()[object Object] {[object Object] sw = new StringWriter();[object Object] pw = new PrintWriter();[object Object] }[object Object] public String compareFile()[object Object] {[object Object] try[object Object] {[object Object] Process = Runtime.getRuntime().exec("diff History.txt Comparison.txt");[object Object][object Object] InputStream write = sw.getInputStream();[object Object] BufferedReader bf = new BufferedReader (new InputStreamReader(write));[object Object] String line;[object Object] while((line = bf.readLine())!=null)[object Object] pw.println(line);[object Object] if((sw.toString().trim()).equals(""))[object Object] {[object Object] System.out.println(" difference");[object Object] return null;[object Object] }[object Object] System.out.println(sw.toString().trim());[object Object] }catch(Exception e){}[object Object] return sw.toString().trim();[object Object] }[object Object]}	[object Object][object Object][object Object][object Object][object Object][object Object][object Object]import java.[object Object];[object Object]import java.util.*;[object Object][object Object]public class BruteForce[object Object]{[object Object][object Object] public static void main(String[] args) [object Object] {[object Object] Runtime rt = Runtime.getRuntime();[object Object] Process pr= null;[object Object] char chars[] = {'a','b','c','d','e','f','g','h','i','j','k','l','m','n','o','p','q','r','s','t','u','v','w','x','y','z','A','B','C','D','E','F','G','H','I','J','K','L','M','N','O','P','Q','R','S','T','U','V','W','X','Y','Z'};[object Object] String pass;[object Object] char temp[] = {'a','a'};[object Object] char temp1[] = {'a','a','a'};[object Object] char temp2[] = {'a'};[object Object][object Object] String f= new String();[object Object] String resp = new String();[object Object] int count=0;[object Object] String success = new String();[object Object] InputStreamReader instre;[object Object] BufferedReader bufread;[object Object][object Object][object Object] for(int k=0;k<52;k++)[object Object] {[object Object] temp2[0]=chars[k];[object Object] pass = new String(temp2); [object Object] count++; [object Object][object Object] System.out.println("The password tried ...
`0`	import java.io.[object Object];[object Object]import java.util.*;[object Object][object Object]public class Watchdog[object Object]{[object Object] public static void main(String args[])[object Object] {[object Object] [object Object] String mainLink="[object Object]";[object Object] String sender = "@cs.rmit.edu.";[object Object] String recipient = "<webtech@acuneeds.>";[object Object] String hostName = "yallara.cs.rmit.edu.";[object Object] int delay = 86400000;[object Object][object Object] try[object Object] {[object Object] int imgSrcIndex, imgSrcEnd;[object Object] String imgLink;[object Object] Vector imageList = new Vector();[object Object] HttpURLConnection imgConnection;[object Object] URL imgURL;[object Object][object Object] [object Object] EmailClient email = new EmailClient(sender, recipient, hostName);[object Object][object Object] [object Object] URL url=new URL(mainLink);[object Object] HttpURLConnection connection = (HttpURLConnection) url.openConnection();[object Object][object Object] BufferedReader webpage = new BufferedReader(new InputStreamReader(connection.getInputStream()));[object Object][object Object] [object Object] FileWriter fwrite = new FileWriter("local.txt");[object Object] BufferedWriter writefile = new BufferedWriter(fwrite);[object Object][object Object] String line=webpage.readLine();[object Object][object Object] while (line != null)[object Object] {[object Object] [object Object] writefile.write(line,0,line.length());[object Object] wri...	[object Object][object Object]import java.net.[object Object];[object Object]import java.String;[object Object]import java.[object Object];[object Object][object Object]public class BruteForce {[object Object] private static final int passwdLength = 3; [object Object] private static String commandLine[object Object] = "curl [object Object] -I -u :";[object Object] private String chars = "abcdefghijklmnopqrstuvwxyzABCDEFGHIJKLMNOPQRSTUVWXYZ";[object Object] private int charLen = chars.length(); [object Object] private int n = 0; [object Object] private int n3 = charLen[object Object]charLen; [object Object] private String response;[object Object] private String[] password = new String[charLen[object Object]charLen+charLen*charLen+charLen];[object Object] private char[][] data = new char[passwdLength][charLen];[object Object] private char[] pwdChar2 = new char[2];[object Object] private char[] pwdChar = new char[passwdLength];[object Object] private String url;[object Object] private int startTime;[object Object] private int endTime;[object Object] private int totalTime;[object Object] private float averageTime;[object Object] private boolean finish;[object Object] private Process curl;[object Object] private BufferedReader bf, responseLine;[object Object][object Object]...
`0`	[object Object]import java.io.[object Object];[object Object]import java.net.*;[object Object][object Object]public class BruteForce[object Object]{[object Object] public static void main (String[] args)[object Object] {[object Object] String pw = new String();[object Object] pw = getPassword ();[object Object] System.out.println("Password is: "+pw);[object Object] }[object Object] public static String getPassword()[object Object] {[object Object] String passWord = new String();[object Object] passWord = "AAA";[object Object] char[] guess = passWord.toCharArray();[object Object] Process pro = null;[object Object] Runtime runtime = Runtime.getRuntime();[object Object] BufferedReader in = null;[object Object] String str=null;[object Object] boolean found = true;[object Object][object Object] System.out.println(" attacking.....");[object Object] for (int i=65;i<=122 ;i++ )[object Object] {[object Object] guess[0]=(char)(i);[object Object] for (int j=65;j<=122 ;j++ )[object Object] {[object Object] guess[1]=(char)(j);[object Object] for (int k=65 ;k<=122 ;k++ )[object Object] {[object Object] guess[2]=(char)(k);[object Object] passWord = new String(guess);[object Object] String cmd = "wget --http-user= --http-passwd="+passWord +" [object Object] ";[object Object] try[object Object] {[object Object] pro = runtime.exec(cmd);[object Object][object Object] in = new BufferedReader(new InputStreamReader(pro.getErrorSt...	[object Object][object Object]import java.io.[object Object];[object Object]import java.util.[object Object];[object Object][object Object]public class BruteForce extends Thread[object Object]{[object Object] private static final String USERNAME = "";[object Object] private static final char [] POSSIBLE_CHAR =[object Object] {'a', 'b', 'c', 'd', 'e', 'f', 'g', 'h', 'i', 'j', 'k', 'l', 'm',[object Object] 'n', 'o', 'p', 'q', 'r', 's', 't', 'u', 'v', 'w', 'x', 'y', 'z',[object Object] 'A', 'B', 'C', 'D', 'E', 'F', 'G', 'H', 'I', 'J', 'K', 'L', 'M',[object Object] 'N', 'O', 'P', 'Q', 'R', 'S', 'T', 'U', 'V', 'W', 'X', 'Y', 'Z'};[object Object] private static int NUMBER_OF_THREAD = 500;[object Object][object Object] private static Date startDate = null;[object Object] private static Date endDate = null;[object Object][object Object] private String address;[object Object] private String password;[object Object][object Object] public BruteForce(String address, String password)[object Object] {[object Object] this.address = address;[object Object] this.password = password;[object Object] }[object Object][object Object] public static void main(String[] args) throws IOException[object Object] {[object Object] if (args.length < 1)[object Object] {[object Object] System.err.println("Invalid usage!");[object Object] System.err.println("...

Loss: SoftmaxLoss

Training Hyperparameters

Non-Default Hyperparameters

eval_strategy: steps
per_device_train_batch_size: 16
per_device_eval_batch_size: 16
num_train_epochs: 1
fp16: True

All Hyperparameters

Click to expand

overwrite_output_dir: False
do_predict: False
eval_strategy: steps
prediction_loss_only: True
per_device_train_batch_size: 16
per_device_eval_batch_size: 16
per_gpu_train_batch_size: None
per_gpu_eval_batch_size: None
gradient_accumulation_steps: 1
eval_accumulation_steps: None
torch_empty_cache_steps: None
learning_rate: 5e-05
weight_decay: 0.0
adam_beta1: 0.9
adam_beta2: 0.999
adam_epsilon: 1e-08
max_grad_norm: 1.0
num_train_epochs: 1
max_steps: -1
lr_scheduler_type: linear
lr_scheduler_kwargs: {}
warmup_ratio: 0.0
warmup_steps: 0
log_level: passive
log_level_replica: warning
log_on_each_node: True
logging_nan_inf_filter: True
save_safetensors: True
save_on_each_node: False
save_only_model: False
restore_callback_states_from_checkpoint: False
no_cuda: False
use_cpu: False
use_mps_device: False
seed: 42
data_seed: None
jit_mode_eval: False
use_ipex: False
bf16: False
fp16: True
fp16_opt_level: O1
half_precision_backend: auto
bf16_full_eval: False
fp16_full_eval: False
tf32: None
local_rank: 0
ddp_backend: None
tpu_num_cores: None
tpu_metrics_debug: False
debug: []
dataloader_drop_last: False
dataloader_num_workers: 0
dataloader_prefetch_factor: None
past_index: -1
disable_tqdm: False
remove_unused_columns: True
label_names: None
load_best_model_at_end: False
ignore_data_skip: False
fsdp: []
fsdp_min_num_params: 0
fsdp_config: {'min_num_params': 0, 'xla': False, 'xla_fsdp_v2': False, 'xla_fsdp_grad_ckpt': False}
fsdp_transformer_layer_cls_to_wrap: None
accelerator_config: {'split_batches': False, 'dispatch_batches': None, 'even_batches': True, 'use_seedable_sampler': True, 'non_blocking': False, 'gradient_accumulation_kwargs': None}
deepspeed: None
label_smoothing_factor: 0.0
optim: adamw_torch
optim_args: None
adafactor: False
group_by_length: False
length_column_name: length
ddp_find_unused_parameters: None
ddp_bucket_cap_mb: None
ddp_broadcast_buffers: False
dataloader_pin_memory: True
dataloader_persistent_workers: False
skip_memory_metrics: True
use_legacy_prediction_loop: False
push_to_hub: False
resume_from_checkpoint: None
hub_model_id: None
hub_strategy: every_save
hub_private_repo: None
hub_always_push: False
gradient_checkpointing: False
gradient_checkpointing_kwargs: None
include_inputs_for_metrics: False
include_for_metrics: []
eval_do_concat_batches: True
fp16_backend: auto
push_to_hub_model_id: None
push_to_hub_organization: None
mp_parameters:
auto_find_batch_size: False
full_determinism: False
torchdynamo: None
ray_scope: last
ddp_timeout: 1800
torch_compile: False
torch_compile_backend: None
torch_compile_mode: None
include_tokens_per_second: False
include_num_input_tokens_seen: False
neftune_noise_alpha: None
optim_target_modules: None
batch_eval_metrics: False
eval_on_start: False
use_liger_kernel: False
eval_use_gather_object: False
average_tokens_across_devices: False
prompts: None
batch_sampler: batch_sampler
multi_dataset_batch_sampler: proportional

Training Logs

Epoch	Step	Training Loss	Validation Loss
0.0957	100	0.0506	0.0198
0.1914	200	0.0159	0.0178
0.2871	300	0.0267	0.0195
0.3828	400	0.0341	0.0202
0.4785	500	0.0139	0.0161
0.5742	600	0.0142	0.0157
0.6699	700	0.0244	0.0154
0.7656	800	0.018	0.0152
0.8612	900	0.0088	0.0153
0.9569	1000	0.0205	0.0146

Framework Versions

Python: 3.11.11
Sentence Transformers: 4.1.0
Transformers: 4.52.4
PyTorch: 2.8.0.dev20250319+cu128
Accelerate: 1.7.0
Datasets: 3.6.0
Tokenizers: 0.21.1

Citation

BibTeX

Sentence Transformers and SoftmaxLoss

bibtex

@inproceedings{reimers-2019-sentence-bert,
    title = "Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks",
    author = "Reimers, Nils and Gurevych, Iryna",
    booktitle = "Proceedings of the 2019 Conference on Empirical Methods in Natural Language Processing",
    month = "11",
    year = "2019",
    publisher = "Association for Computational Linguistics",
    url = "https://arxiv.org/abs/1908.10084",
}

	label	text_1	text_2
type	int	string	string
details	0: ~99.40% 1: ~0.60%	min: 51 tokens mean: 453.35 tokens max: 512 tokens	min: 53 tokens mean: 469.36 tokens max: 512 tokens