GALLa: Graph Aligned Large Language Models for Improved Source Code Understanding
Paper • 2409.04183 • Published • 3
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"import java.util.Scanner;\nimport java.util.Arrays;\n\npublic class Main{\n\tpublic static void main(String[] args){\n\t\tScanner scan = new Scanner(System.in);\n\t\tint[] heights = new int[10];\n\t\tfor(int i = 0; i < 10; i++){\n\t\t\theights[i] = scan.nextInt();\n\t\t}\n\n\t\tArrays.sort(heights);\n\t\tfor(int i... | import java.util.Scanner;
import java.util.Arrays;
public class Main{
public static void main(String[] args){
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int[] heights = new int[10];
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"/* package whatever; // don't place package name! */\n\nimport java.util.*;\nimport java.lang.*;\nimport java.io.*;\n\n/* Name of the class has to be \"Main\" only if the class is public. */\nclass Main\n{\n\tpublic static void main (String[] args) throws java.lang.Exception\n\t{\n\t\t// your code goes here\n\t\t\... | /* package whatever; // don't place package name! */
import java.util.*;
import java.lang.*;
import java.io.*;
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"import java.io.BufferedReader;\nimport java.io.IOException;\nimport java.io.InputStreamReader;\nimport java.util.Arrays;\n\npublic class Main {\n\tpublic static void main(String[] a) throws NumberFormatException, IOException{\n\n\t\tint arr[] = new int [10];\n\t\tBufferedReader read = new BufferedReader(new InputS... | import java.io.BufferedReader;
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100,
6
],
[
6,
7
],
[
6,
8
],
[
8,
9
],
[
9,
10
],
[
9,
11
],
[
8,
12
],
[
12,
13
],
[
12,
14
],... | [
"import java.util.Scanner;\n\npublic class Main {\n\n\tpublic static void main(String[] args) {\n\t\tScanner scan = new Scanner(System.in);\n\t\tint r1 = 0, r2 = 0, r3 = 0;\n\t\tfor (int i = 0; i < 10; i++) {\n\t\t\tint n = scan.nextInt();\n\t\t\tif (r3 < n) {\n\t\t\t\tr3 = n;\n\t\t\t\tif (r2 < r3) {\n\t\t\t\t\tint... | import java.util.Scanner;
public class Main {
public static void main(String[] args) {
Scanner scan = new Scanner(System.in);
int r1 = 0, r2 = 0, r3 = 0;
for (int i = 0; i < 10; i++) {
int n = scan.nextInt();
if (r3 < n) {
r3 = n;
if (r2 < r3) {
int t = r2;
r2 = r3;
r3 = t;
if... |
[
7,
15,
13,
17,
6,
13,
12,
13,
30,
41,
13,
41,
13,
20,
17,
41,
13,
20,
11,
1,
0,
13,
17,
2,
13,
17,
1,
40,
13,
30,
30,
0,
18,
13,
13,
4,
18,
13,
41,
13,
17,
41,
13,
17,
41,
13,
17,
11,
1,
0,
13,
17,
2,
13,
17,... | [
[
0,
1
],
[
1,
2
],
[
1,
3
],
[
0,
4
],
[
126,
5
],
[
126,
6
],
[
6,
7
],
[
6,
8
],
[
8,
9
],
[
9,
10
],
[
8,
11
],
[
11,
12
],
[
11,
13
],
[
8,
15
],... | [
"\nimport java.util.Scanner;\npublic class Main{\n public static void main(String[] args){\n int i;\n \tint[] height = new int[10];\n Scanner scan = new Scanner(System.in);\n for(i = 0;i < 10;i++){\n height[i] = scan.nextInt();\n }\n \n int st = 0,nd = 0 ,rd ... |
import java.util.Scanner;
public class Main{
public static void main(String[] args){
int i;
int[] height = new int[10];
Scanner scan = new Scanner(System.in);
for(i = 0;i < 10;i++){
height[i] = scan.nextInt();
}
int st = 0,nd = 0 ,rd = 0;
... |
[
7,
15,
13,
17,
15,
13,
17,
15,
13,
17,
15,
13,
17,
15,
13,
17,
6,
13,
12,
13,
30,
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13,
20,
17,
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13,
17,
41,
13,
17,
38,
5,
13,
30,
4,
18,
13,
30,
0,
13,
20,
11,
1,
41,
13,
17,
2,
13,
17,
1,
40,
13,
30,
... | [
[
0,
1
],
[
1,
2
],
[
1,
3
],
[
0,
4
],
[
4,
5
],
[
4,
6
],
[
0,
7
],
[
7,
8
],
[
7,
9
],
[
0,
10
],
[
10,
11
],
[
10,
12
],
[
0,
13
],
[
13,
14
],
... | [
"import java.io.BufferedReader;\nimport java.io.FileNotFoundException;\nimport java.io.IOException;\nimport java.io.InputStreamReader;\nimport java.util.Arrays;\n\n\n\npublic class Main {\n\n\t\n\t\n\tpublic static void main(String[] args) throws IOException{\n \n\tint[] mountainList = new int[10];\n\t\n\tString... | import java.io.BufferedReader;
import java.io.FileNotFoundException;
import java.io.IOException;
import java.io.InputStreamReader;
import java.util.Arrays;
public class Main {
public static void main(String[] args) throws IOException{
int[] mountainList = new int[10];
String line = "";
BufferedR... |
[
7,
15,
13,
17,
15,
13,
17,
15,
13,
17,
15,
13,
17,
15,
13,
17,
15,
13,
17,
6,
13,
12,
13,
30,
41,
13,
20,
41,
13,
20,
17,
11,
1,
41,
13,
17,
2,
13,
17,
1,
40,
13,
30,
30,
0,
18,
13,
13,
4,
18,
13,
4,
18,
13,
... | [
[
0,
1
],
[
1,
2
],
[
1,
3
],
[
0,
4
],
[
4,
5
],
[
4,
6
],
[
0,
7
],
[
7,
8
],
[
7,
9
],
[
0,
10
],
[
10,
11
],
[
10,
12
],
[
0,
13
],
[
13,
14
],
... | [
"import java.io.IOException;\nimport java.io.BufferedReader;\nimport java.io.InputStreamReader;\nimport java.util.Scanner;\nimport java.util.Arrays;\nimport java.util.Collections;\n\nclass Main {\n public static void main (String[] args) throws IOException {\n Scanner sc = new Scanner(System.in);\n ... | import java.io.IOException;
import java.io.BufferedReader;
import java.io.InputStreamReader;
import java.util.Scanner;
import java.util.Arrays;
import java.util.Collections;
class Main {
public static void main (String[] args) throws IOException {
Scanner sc = new Scanner(System.in);
Integer[] moun... |
[
7,
15,
13,
17,
15,
13,
17,
6,
13,
12,
13,
30,
41,
13,
17,
41,
13,
20,
13,
41,
13,
20,
11,
1,
41,
13,
17,
2,
13,
13,
1,
40,
13,
30,
30,
0,
18,
13,
13,
4,
18,
13,
4,
18,
13,
13,
11,
1,
41,
13,
17,
2,
13,
17,
1,... | [
[
0,
1
],
[
1,
2
],
[
1,
3
],
[
0,
4
],
[
4,
5
],
[
4,
6
],
[
0,
7
],
[
7,
8
],
[
7,
9
],
[
9,
10
],
[
9,
11
],
[
11,
12
],
[
12,
13
],
[
12,
14
],
... | [
"import java.util.Scanner;\nimport java.util.Arrays;\n\nclass Main {\n public static void main(String[] args) {\n \t\n \tfinal int N = 10;\n \tint[] a = new int[N];\n \t\n \tScanner sc = new Scanner(System.in);\n \t\n \tfor(int i = 0; i < N; ++i) {\n\t \ta[i] = sc.nextInt();\n \t}\n \t\n \tArrays.sort(a... | import java.util.Scanner;
import java.util.Arrays;
class Main {
public static void main(String[] args) {
final int N = 10;
int[] a = new int[N];
Scanner sc = new Scanner(System.in);
for(int i = 0; i < N; ++i) {
a[i] = sc.nextInt();
}
Arrays.sort(a);
for(int i = 0; i < 3; ... |
[
7,
15,
13,
17,
15,
13,
17,
15,
13,
17,
6,
13,
12,
13,
30,
41,
13,
20,
41,
13,
20,
17,
11,
1,
41,
13,
17,
2,
13,
17,
1,
40,
13,
30,
30,
0,
18,
13,
13,
4,
18,
13,
4,
18,
13,
4,
18,
13,
13,
11,
1,
41,
13,
17,
2,... | [
[
0,
1
],
[
1,
2
],
[
1,
3
],
[
0,
4
],
[
4,
5
],
[
4,
6
],
[
0,
7
],
[
7,
8
],
[
7,
9
],
[
0,
10
],
[
75,
11
],
[
75,
12
],
[
12,
13
],
[
12,
14
],
... | [
"import java.io.BufferedReader;\nimport java.io.InputStreamReader;\nimport java.util.Arrays;\n\npublic class Main {\n public static void main(String[] args) throws Exception {\n // Here your code !\n BufferedReader br = new BufferedReader(new InputStreamReader(System.in));\n int datas[] = ne... | import java.io.BufferedReader;
import java.io.InputStreamReader;
import java.util.Arrays;
public class Main {
public static void main(String[] args) throws Exception {
// Here your code !
BufferedReader br = new BufferedReader(new InputStreamReader(System.in));
int datas[] = new int[10];
... |
[
7,
15,
13,
17,
15,
13,
17,
15,
13,
17,
15,
13,
17,
6,
13,
12,
13,
30,
41,
13,
20,
41,
13,
20,
41,
13,
20,
17,
11,
1,
41,
13,
17,
2,
13,
17,
1,
40,
13,
30,
30,
0,
18,
13,
13,
4,
18,
13,
4,
18,
13,
4,
18,
13,
1... | [
[
0,
1
],
[
1,
2
],
[
1,
3
],
[
0,
4
],
[
4,
5
],
[
4,
6
],
[
0,
7
],
[
7,
8
],
[
7,
9
],
[
0,
10
],
[
10,
11
],
[
10,
12
],
[
0,
13
],
[
86,
14
],
... | [
"\nimport java.io.BufferedReader;\nimport java.io.IOException;\nimport java.io.InputStreamReader;\nimport java.util.Arrays;\n\npublic class Main {\n\n\tpublic static void main(String[] args) throws NumberFormatException,\n\t\t\tIOException {\n\t\tBufferedReader reader = new BufferedReader(new InputStreamReader(\n\t... |
import java.io.BufferedReader;
import java.io.IOException;
import java.io.InputStreamReader;
import java.util.Arrays;
public class Main {
public static void main(String[] args) throws NumberFormatException,
IOException {
BufferedReader reader = new BufferedReader(new InputStreamReader(
System.in));
Strin... |
[
7,
15,
13,
17,
15,
13,
17,
15,
13,
17,
6,
13,
12,
13,
30,
41,
13,
20,
41,
13,
20,
17,
11,
1,
41,
13,
17,
2,
13,
17,
1,
40,
13,
30,
30,
0,
18,
13,
13,
4,
18,
13,
4,
18,
13,
4,
18,
13,
13,
4,
18,
18,
13,
13,
18... | [
[
0,
1
],
[
1,
2
],
[
1,
3
],
[
0,
4
],
[
4,
5
],
[
4,
6
],
[
0,
7
],
[
7,
8
],
[
7,
9
],
[
0,
10
],
[
76,
11
],
[
76,
12
],
[
12,
13
],
[
12,
14
],
... | [
"import java.io.BufferedReader;\nimport java.io.InputStreamReader;\nimport java.util.Arrays;\n\npublic class Main {\n public static void main(String[] args) throws Exception {\n // Here your code !\n BufferedReader br = new BufferedReader(new InputStreamReader(System.in));\n int datas[] = ne... | import java.io.BufferedReader;
import java.io.InputStreamReader;
import java.util.Arrays;
public class Main {
public static void main(String[] args) throws Exception {
// Here your code !
BufferedReader br = new BufferedReader(new InputStreamReader(System.in));
int datas[] = new int[10];
... |
[
7,
15,
13,
17,
15,
13,
17,
15,
13,
17,
15,
13,
17,
6,
13,
12,
13,
30,
41,
13,
20,
41,
13,
20,
17,
11,
1,
41,
13,
17,
2,
13,
17,
1,
40,
13,
30,
30,
0,
18,
13,
13,
4,
18,
13,
4,
18,
13,
4,
18,
13,
13,
11,
1,
41... | [
[
0,
1
],
[
1,
2
],
[
1,
3
],
[
0,
4
],
[
4,
5
],
[
4,
6
],
[
0,
7
],
[
7,
8
],
[
7,
9
],
[
0,
10
],
[
10,
11
],
[
10,
12
],
[
0,
13
],
[
76,
14
],
... | [
"import java.io.BufferedReader;\nimport java.io.IOException;\nimport java.io.InputStreamReader;\nimport java.util.Arrays;\n\npublic class Main {\n\n\tpublic static void main(String[] args) throws NumberFormatException, IOException {\n\t\tBufferedReader br = new BufferedReader(new InputStreamReader(System.in));\n\t\... | import java.io.BufferedReader;
import java.io.IOException;
import java.io.InputStreamReader;
import java.util.Arrays;
public class Main {
public static void main(String[] args) throws NumberFormatException, IOException {
BufferedReader br = new BufferedReader(new InputStreamReader(System.in));
int[] hights = new... |
[
7,
15,
13,
17,
15,
13,
17,
15,
13,
17,
6,
13,
12,
13,
30,
41,
13,
20,
41,
13,
20,
41,
13,
20,
38,
5,
13,
30,
4,
18,
18,
13,
13,
17,
30,
11,
1,
41,
13,
17,
2,
13,
17,
1,
40,
13,
30,
30,
41,
13,
4,
18,
13,
4,
1... | [
[
0,
1
],
[
1,
2
],
[
1,
3
],
[
0,
4
],
[
4,
5
],
[
4,
6
],
[
0,
7
],
[
7,
8
],
[
7,
9
],
[
0,
10
],
[
10,
11
],
[
10,
12
],
[
12,
13
],
[
12,
14
],
... | [
"import java.io.*;\nimport java.util.ArrayList;\nimport java.util.Collections;\n\nclass Main {\n\tpublic static void main (String args[]) {\n\t\tInputStreamReader isr = new InputStreamReader(System.in);\n\t\tBufferedReader br = new BufferedReader(isr);\n\t\tArrayList<Integer> List = new ArrayList<Integer>();\n\n\t\... | import java.io.*;
import java.util.ArrayList;
import java.util.Collections;
class Main {
public static void main (String args[]) {
InputStreamReader isr = new InputStreamReader(System.in);
BufferedReader br = new BufferedReader(isr);
ArrayList<Integer> List = new ArrayList<Integer>();
try {
for (int i=0;i... |
[
7,
15,
13,
17,
15,
13,
17,
15,
13,
17,
6,
13,
12,
13,
30,
41,
13,
20,
41,
13,
20,
41,
13,
17,
41,
13,
17,
41,
13,
17,
41,
13,
17,
42,
2,
13,
17,
30,
41,
13,
4,
18,
13,
4,
18,
13,
14,
2,
13,
13,
30,
0,
13,
13,
... | [
[
0,
1
],
[
1,
2
],
[
1,
3
],
[
0,
4
],
[
4,
5
],
[
4,
6
],
[
0,
7
],
[
7,
8
],
[
7,
9
],
[
0,
10
],
[
10,
11
],
[
10,
12
],
[
12,
13
],
[
12,
14
],
... | [
"import java.io.BufferedReader;\nimport java.io.IOException;\nimport java.io.InputStreamReader;\n\nclass Main {\n\tpublic static void main(String[] a) throws IOException {\n\t\tInputStreamReader is = new InputStreamReader(System.in);\n BufferedReader br = new BufferedReader(is);\n int i = 0;\n ... | import java.io.BufferedReader;
import java.io.IOException;
import java.io.InputStreamReader;
class Main {
public static void main(String[] a) throws IOException {
InputStreamReader is = new InputStreamReader(System.in);
BufferedReader br = new BufferedReader(is);
int i = 0;
int one=0;
... |
[
7,
15,
13,
17,
6,
13,
12,
13,
30,
41,
13,
20,
41,
13,
20,
17,
11,
1,
41,
13,
17,
2,
13,
18,
13,
13,
1,
40,
13,
30,
30,
0,
18,
13,
13,
4,
18,
13,
4,
18,
13,
13,
11,
1,
41,
13,
17,
2,
13,
17,
1,
40,
13,
30,
30,... | [
[
0,
1
],
[
1,
2
],
[
1,
3
],
[
0,
4
],
[
4,
5
],
[
4,
6
],
[
6,
7
],
[
6,
8
],
[
8,
9
],
[
9,
10
],
[
9,
11
],
[
8,
12
],
[
12,
13
],
[
12,
14
],
[... | [
"import java.util.*;\n\nclass Main{\n public static void main(String[] args){\n Scanner s = new Scanner(System.in);\n\n int []a = new int[10];\n for(int i=0; i<a.length; i++){\n a[i] = s.nextInt();\n}\n Arrays.sort(a);\n for(int i=9; i>6; i--){\n System.out.println(a[i]);\n}\n}\n}",
"import java.util.*;",
"u... | import java.util.*;
class Main{
public static void main(String[] args){
Scanner s = new Scanner(System.in);
int []a = new int[10];
for(int i=0; i<a.length; i++){
a[i] = s.nextInt();
}
Arrays.sort(a);
for(int i=9; i>6; i--){
System.out.println(a[i]);
}
}
} |
[
7,
15,
13,
17,
15,
13,
17,
6,
13,
41,
13,
40,
17,
41,
13,
40,
17,
41,
13,
40,
17,
12,
13,
30,
41,
13,
20,
11,
1,
41,
13,
17,
2,
13,
17,
1,
40,
13,
30,
30,
38,
5,
13,
30,
30,
41,
13,
4,
18,
13,
4,
18,
13,
4,
1... | [
[
0,
1
],
[
1,
2
],
[
1,
3
],
[
0,
4
],
[
4,
5
],
[
4,
6
],
[
0,
7
],
[
115,
8
],
[
115,
9
],
[
9,
10
],
[
9,
11
],
[
11,
12
],
[
115,
13
],
[
13,
14
... | [
"import java.io.BufferedReader;\nimport java.io.InputStreamReader;\n\n\npublic class Main {\n static int rank1 = -1;\n static int rank2 = -1;\n static int rank3 = -1;\n public static void main(String[] args) {\n\n BufferedReader br = new BufferedReader(new InputStreamReader(System.in));\n ... | import java.io.BufferedReader;
import java.io.InputStreamReader;
public class Main {
static int rank1 = -1;
static int rank2 = -1;
static int rank3 = -1;
public static void main(String[] args) {
BufferedReader br = new BufferedReader(new InputStreamReader(System.in));
for (int i=0; i ... |
[
7,
15,
13,
17,
6,
13,
12,
13,
30,
41,
13,
20,
17,
41,
13,
17,
41,
13,
20,
11,
1,
41,
13,
17,
2,
13,
17,
1,
40,
13,
30,
30,
41,
13,
4,
18,
13,
0,
18,
13,
13,
4,
18,
13,
13,
11,
1,
41,
13,
17,
2,
13,
17,
1,
40,... | [
[
0,
1
],
[
1,
2
],
[
1,
3
],
[
0,
4
],
[
4,
5
],
[
4,
6
],
[
6,
7
],
[
6,
8
],
[
8,
9
],
[
9,
10
],
[
9,
11
],
[
8,
13
],
[
13,
14
],
[
13,
15
],
[... | [
"import java.io.*; \n\nclass Main\n{\n\n\tpublic static void main(String[] a) throws IOException\n\t{\n\t\tint x[]=new int[100];\n\t\tint k=0;\n\n\t\tBufferedReader d =new BufferedReader(new InputStreamReader(System.in));\n\n\t\tfor(int i=0;i<10;i++)\n\t\t{\n\t\t\tString str=d.readLine();\n\t\t\tx[i]=Integer.parseI... | import java.io.*;
class Main
{
public static void main(String[] a) throws IOException
{
int x[]=new int[100];
int k=0;
BufferedReader d =new BufferedReader(new InputStreamReader(System.in));
for(int i=0;i<10;i++)
{
String str=d.readLine();
x[i]=Integer.parseInt(str);
}
for(int i=0;i<10;i++)
... |
[
7,
15,
13,
17,
6,
13,
12,
13,
30,
41,
13,
20,
41,
13,
17,
41,
13,
17,
41,
13,
17,
11,
1,
41,
13,
17,
2,
13,
17,
1,
40,
13,
30,
30,
41,
13,
4,
18,
13,
14,
2,
13,
13,
30,
0,
13,
13,
0,
13,
13,
0,
13,
13,
14,
2,... | [
[
0,
1
],
[
1,
2
],
[
1,
3
],
[
0,
4
],
[
93,
5
],
[
93,
6
],
[
6,
7
],
[
6,
8
],
[
8,
9
],
[
9,
10
],
[
9,
11
],
[
8,
12
],
[
12,
13
],
[
12,
14
],
... | [
"import java.util.Scanner;\n\n\npublic class Main {\n\tpublic static void main(String[] args) {\n\t\tScanner input = new Scanner(System.in);\n\t\t\n\t\tint one = 0;\n\t\tint two = 0;\n\t\tint three = 0;\n\t\t\n\t\t\n\t\t\n\t\tfor(int i = 0; i < 10; i++) {\n\t\t\tint x = input.nextInt();\n\t\t\t//System.out.println(... | import java.util.Scanner;
public class Main {
public static void main(String[] args) {
Scanner input = new Scanner(System.in);
int one = 0;
int two = 0;
int three = 0;
for(int i = 0; i < 10; i++) {
int x = input.nextInt();
//System.out.println("x = " + x);
if (x > one) {
three = tw... |
[
7,
15,
13,
17,
6,
13,
12,
13,
30,
41,
13,
20,
41,
13,
20,
17,
41,
13,
11,
1,
41,
13,
17,
2,
13,
18,
13,
13,
1,
40,
13,
30,
30,
0,
18,
13,
13,
4,
18,
13,
11,
1,
41,
13,
17,
2,
13,
18,
13,
13,
1,
40,
13,
30,
30... | [
[
0,
1
],
[
1,
2
],
[
1,
3
],
[
0,
4
],
[
128,
5
],
[
128,
6
],
[
6,
7
],
[
6,
8
],
[
8,
9
],
[
9,
10
],
[
9,
11
],
[
8,
12
],
[
12,
13
],
[
12,
14
],... | [
"import java.util.Scanner;\npublic class Main {\n\tpublic static void main(String[] args) {\n\t\tScanner scanner=new Scanner(System.in);\n\t\tint[] height=new int[10];\n\t\tint temp;\n\t\tfor(int a=0;a<height.length;a++){\n\t\t\theight[a]=scanner.nextInt();\n\t\t}\n\t\tfor(int i=0;i<height.length;i++){\n\t\t\tfor(i... | import java.util.Scanner;
public class Main {
public static void main(String[] args) {
Scanner scanner=new Scanner(System.in);
int[] height=new int[10];
int temp;
for(int a=0;a<height.length;a++){
height[a]=scanner.nextInt();
}
for(int i=0;i<height.length;i++){
for(int j=0;j<height.length-1;j++){
... |
[
7,
15,
13,
17,
6,
13,
12,
13,
30,
41,
13,
20,
41,
13,
20,
17,
41,
13,
17,
41,
13,
17,
41,
13,
17,
11,
1,
41,
13,
17,
2,
13,
17,
1,
40,
13,
30,
30,
0,
18,
13,
13,
4,
18,
13,
14,
2,
13,
17,
30,
14,
2,
13,
18,
1... | [
[
0,
1
],
[
1,
2
],
[
1,
3
],
[
0,
4
],
[
134,
5
],
[
134,
6
],
[
6,
7
],
[
6,
8
],
[
8,
9
],
[
9,
10
],
[
9,
11
],
[
8,
12
],
[
12,
13
],
[
12,
14
],... | [
"import java.util.Scanner;\n\npublic class Main {\n public static void main(String[] args){\n\tScanner s = new Scanner(System.in);\n\t\n\tint a[] = new int[10];\n\tint top = 0;\n\tint second =0;\n\tint thard = 0;\n\t\n\t//???????????????\n\tfor(int i = 0;i < 10;i++){\n\t\ta[i] = s.nextInt();\n\t\tif(i > 0){\n\t\t\... | import java.util.Scanner;
public class Main {
public static void main(String[] args){
Scanner s = new Scanner(System.in);
int a[] = new int[10];
int top = 0;
int second =0;
int thard = 0;
//???????????????
for(int i = 0;i < 10;i++){
a[i] = s.nextInt();
if(i > 0){
if(top <= a[i]){
thard = secon... |
End of preview. Expand in Data Studio
Python & Java AST (Abstract Syntax Tree) and DFG (Data Flow Graph) data used in the paper GALLa: Graph Aligned Large Language Models for Improved Source Code Understanding, along with node type embeddings (node_type_embedding.pth) and code to generate stage 2 instruction data (instruction-text.ipynb). Please refer to the paper and Github repo for further details.
If you use this dataset, please cite the following paper:
@misc{zhang2024gallagraphalignedlarge,
title={GALLa: Graph Aligned Large Language Models for Improved Source Code Understanding},
author={Ziyin Zhang and Hang Yu and Shijie Li and Peng Di and Jianguo Li and Rui Wang},
year={2024},
eprint={2409.04183},
archivePrefix={arXiv},
primaryClass={cs.CL},
url={https://arxiv.org/abs/2409.04183},
}
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Size of downloaded dataset files:
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Number of rows:
626,659