buelfhood / SOCO-Java-UnixCoder-Softmax-PairClass-VAST-e50

SentenceTransformer based on microsoft/unixcoder-base-unimodal

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.

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	import java.net. ; import java.io. ; import java.Ostermiller.util. ; import java.util. ; public class MyClient2 implements Runnable { private String hostname; private int port; private String filename; private Socket s; private int n; private InputStream sin; private OutputStream sout; private int dif; private String myPassword; private int status; private int myTime; private BruteForce myMaster; public MyClient2(BruteForce bf , int num, int myPort, String password) { hostname = new String("sec-crack.cs.rmit.edu."); port = myPort; status = 0; myTime = 0; myPassword = password; filename = new String("/SEC/2/"); myMaster = 0; n = num; dif = 0; } public getDif() { return dif; } public int getStatus() { return status; } public void run() { String inputLine; String[] tokens = new String[5]; int i; myTime = 0; ...	import java.io. ; import java.net. ; import java.text. ; import java.util. ; class Dictionary { private String password=""; private int num=401; public static void main(String[] args) { Dictionary URLcon; int length = 0; String passwd=""; int t0,t1; String line =""; if (args.length == 0) { System.err.println ( "Usage : java BruteForce "); return; } String username = args[0]; t0=System.currentTimeMillis(); System.out.println (" " + new Date()); System.out.println ("Using Dictionary method attack "+username+"'s password. Please waiting......."); try{ BufferedReader in = new BufferedReader(new FileReader("/usr/share/lib/dict/words")); while ((passwd=in.readLine())!=null) { URLcon = new Dictionary (passwd,username); if ((URLcon.num)!=401) { t1=Syste...
  0	import java.net. ; import java.io. ; public class BruteForce { public static void main(String args[]) { int i,j,k; String pass = new String(); String UserPass = new String(); String status = new String(); String status1 = new String(); BasicAuth auth = new BasicAuth(); URLConnection connect; int start,end,diff; try { URL url = new URL (" http://sec-crack.cs.rmit.edu./SEC/2/ "); start =System.currentTimeMillis(); DataInputStream dis ; for (i=0;i<=58;i++) { for (j=0;j<=58;j++) { for (k=1;k<=58;k++) { if (i !=0) { pass = "" + (char)(k+64) + (char)(j+65) + (char)(i+64); if ((i+64) >=91 && (i+64) <=96) break; if ((j+65) >=91 && (j+65) <=96) break; if ((k+64) >=91 && (k+64) <=96) continue; UserPass= auth.encode("",...	import java.util. ; import java.net. ; import java.io. ; import javax.swing. ; public class ParsingImgLink { String url, imgLink, line; public ParsingImgLink( String baseURL, String str ) { url = baseURL; line = str; parsingLine(); } public void parsingLine() { int end; String imgURLStr = null; if( ( url = line.indexOf("src="") ) != -1 ) { String subStr = line.substring(+5); end = subStr.indexOf("""); imgURLStr = subStr.substring( 0, end ); System.out.println(imgURLStr); } else if( ( end = line.indexOf("SRC="")) != -1 ) { String subStr = line.substring(+5); end = subStr.indexOf("""); imgURLStr = subStr.substring( 0, end ); System.out.println(imgURLStr); } if( imgURLStr.indexOf("://") == -1 ) { try { URL bas...
  0	import java.util. ; import java.io. ; import java.net.*; class Dictionary { public static void main (String a[]) { String pwd=""; try { BufferedReader bf = new BufferedReader(new FileReader("/usr/share/lib/dict/words")); int i=0; while(bf.readLine() != null) { pwd= bf.readLine(); String userPassword = ":"+pwd; RealThread myTh = new RealThread(i,userPassword); Thread th = new Thread( myTh ); th.start(); try { th.sleep(100); } catch(Exception e) {} i++; } } catch(Exception e ) { System.out.println(" ex while ="+ e); } } } class RealThread implements Runnable { private int num; private URL url; private HttpURLConnection uc =null; private String userPassword; private int responseCode = 100; public RealThread (int i, String userPassword) { try { url = new URL(" http://sec-crack.cs.rmit.edu./SEC/2/ "); } catch(Exception ex1) { } num = i; this...	import java.io. ; import java.util. ; import java.net.*; import java.misc.BASE64Encoder; public class Dictionary { public Dictionary() { } public static void main(String[] args) { try { if (args.length != 3 ) { System.out.println("Usage: java BruteForce "); System.exit(1); } timeStart = System.currentTimeMillis(); String strPass = applyDictionary (args[0], args[1], args [2]); timeEnd = System.currentTimeMillis(); System.out.println("\n\n\n\n\tPass Cracked is: " + strPass); System.out.println("\tTime taken is (sec):" + String.valueOf((timeEnd - timeStart)/1000)); } catch(Exception e) { e.printStackTrace(); } } static String applyDictionary (String URL, String UserName, String strUrlDictionary) { String strPass = ""; try { FileInputStream fIn = new FileInputStream ( strUrlDictionar...

• 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	import java.Runtime; import java.io.*; public class differenceFile { StringWriter sw =null; PrintWriter pw = null; public differenceFile() { sw = new StringWriter(); pw = new PrintWriter(); } public String compareFile() { try { Process = Runtime.getRuntime().exec("diff History.txt Comparison.txt"); InputStream write = sw.getInputStream(); BufferedReader bf = new BufferedReader (new InputStreamReader(write)); String line; while((line = bf.readLine())!=null) pw.println(line); if((sw.toString().trim()).equals("")) { System.out.println(" difference"); return null; } System.out.println(sw.toString().trim()); }catch(Exception e){} return sw.toString().trim(); } }	import java. ; import java.io. ; import java.util.*; public class BruteForce { public static void main(String[] args) { Runtime rt = Runtime.getRuntime(); Process pr= null; 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'}; String pass; char temp[] = {'a','a'}; char temp1[] = {'a','a','a'}; char temp2[] = {'a'}; String f= new String(); String resp = new String(); int count=0; String success = new String(); InputStreamReader instre; BufferedReader bufread; for(int k=0;k<52;k++) { temp2[0]=chars[k]; pass = new String(temp2); count++; System.out.println("The password tried ...
  0	import java.io. ; import java.net. ; import java.util.*; public class Watchdog { public static void main(String args[]) { String mainLink=" http://www.cs.rmit.edu./students/ "; String sender = "@cs.rmit.edu."; String recipient = ""; String hostName = "yallara.cs.rmit.edu."; int delay = 86400000; try { int imgSrcIndex, imgSrcEnd; String imgLink; Vector imageList = new Vector(); HttpURLConnection imgConnection; URL imgURL; EmailClient email = new EmailClient(sender, recipient, hostName); URL url=new URL(mainLink); HttpURLConnection connection = (HttpURLConnection) url.openConnection(); BufferedReader webpage = new BufferedReader(new InputStreamReader(connection.getInputStream())); FileWriter fwrite = new FileWriter("local.txt"); BufferedWriter writefile = new BufferedWriter(fwrite); String line=webpage.readLine(); while (line != null) { writefile.write(line,0,line.length()); wri...	import java.net. ; import java.io. ; import java.String; import java. ; import java.util. ; public class BruteForce { private static final int passwdLength = 3; private static String commandLine = "curl http://sec-crack.cs.rmit.edu./SEC/2/index.php -I -u :"; private String chars = "abcdefghijklmnopqrstuvwxyzABCDEFGHIJKLMNOPQRSTUVWXYZ"; private int charLen = chars.length(); private int n = 0; private int n3 = charLen charLen charLen; private String response; private String[] password = new String[charLen charLen charLen+charLen*charLen+charLen]; private char[][] data = new char[passwdLength][charLen]; private char[] pwdChar2 = new char[2]; private char[] pwdChar = new char[passwdLength]; private String url; private int startTime; private int endTime; private int totalTime; private float averageTime; private boolean finish; private Process curl; private BufferedReader bf, responseLine; ...
  0	import java.io. ; import java.awt. ; import java.net.*; public class BruteForce { public static void main (String[] args) { String pw = new String(); pw = getPassword (); System.out.println("Password is: "+pw); } public static String getPassword() { String passWord = new String(); passWord = "AAA"; char[] guess = passWord.toCharArray(); Process pro = null; Runtime runtime = Runtime.getRuntime(); BufferedReader in = null; String str=null; boolean found = true; System.out.println(" attacking....."); for (int i=65;i<=122 ;i++ ) { guess[0]=(char)(i); for (int j=65;j<=122 ;j++ ) { guess[1]=(char)(j); for (int k=65 ;k<=122 ;k++ ) { guess[2]=(char)(k); passWord = new String(guess); String cmd = "wget --http-user= --http-passwd="+passWord +" http://sec-crack.cs.rmit.edu./SEC/2/index.php "; try { pro = runtime.exec(cmd); in = new BufferedReader(new InputStreamReader(pro.getErrorSt...	import java.io. ; import java.text. ; import java.util. ; import java.net. ; public class BruteForce extends Thread { private static final String USERNAME = ""; private static final char [] POSSIBLE_CHAR = {'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'}; private static int NUMBER_OF_THREAD = 500; private static Date startDate = null; private static Date endDate = null; private String address; private String password; public BruteForce(String address, String password) { this.address = address; this.password = password; } public static void main(String[] args) throws IOException { if (args.length < 1) { System.err.println("Invalid usage!"); 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

Training Logs

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

@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",
}