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@@ -33,3 +33,4 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
 *.zip filter=lfs diff=lfs merge=lfs -text
 *.zst filter=lfs diff=lfs merge=lfs -text
 *tfevents* filter=lfs diff=lfs merge=lfs -text
+model_26_2 filter=lfs diff=lfs merge=lfs -text

README.md

@@ -1,10 +1,10 @@
 ---
-title: ReIdentify
-emoji: 💻
-colorFrom: purple
-colorTo: purple
+title: Re-Identify
+emoji: 🚀
+colorFrom: indigo
+colorTo: red
 sdk: gradio
-sdk_version: 4.25.0
+sdk_version: 4.0.2
 app_file: app.py
 pinned: false
 ---

app.py

@@ -0,0 +1,270 @@
+#!/usr/bin/env python
+# coding: utf-8
+
+# In[1]:
+import numpy as np
+
+import gradio as gr
+import pandas as pd
+import numpy as np
+import torch
+from torch import nn
+from torch.nn import init, MarginRankingLoss
+from torch.optim import Adam
+from distutils.version import LooseVersion
+from torch.utils.data import Dataset, DataLoader
+from torch.autograd import Variable
+import math
+from transformers import AutoConfig, AutoModel, AutoTokenizer
+import nltk
+import re
+import torch.optim as optim
+from transformers import AutoModelForMaskedLM
+import torch.nn.functional as F
+import random
+
+
+# In[2]:
+
+
+# eng_dict = []
+# with open('eng_dict.txt', 'r') as file:
+#     # Read each line from the file and append it to the list
+#     for line in file:
+#         # Remove leading and trailing whitespace (e.g., newline characters)
+#         cleaned_line = line.strip()
+#         eng_dict.append(cleaned_line)
+
+
+# In[14]:
+
+
+def greet(X, ny):
+    global eng_dict
+    if ny == 0:
+        rand_no = random.random()
+        tok_map = {2: 0.4363429005892416,
+                   1: 0.6672580202327398,
+                   4: 0.7476060740459144,
+                   3: 0.9618703668504087,
+                   6: 0.9701028532809564,
+                   7: 0.9729244545819342,
+                   8: 0.9739508754144756,
+                   5: 0.9994508859743607,
+                   9: 0.9997507867114407,
+                   10: 0.9999112969650892,
+                   11: 0.9999788802297832,
+                   0: 0.9999831041838266,
+                   12: 0.9999873281378701,
+                   22: 0.9999957760459568,
+                   14: 1.0000000000000002}
+        for key in tok_map.keys():
+            if rand_no < tok_map[key]:
+                num_sub_tokens_label = key
+                break
+    else:
+        num_sub_tokens_label = ny
+    tokenizer = AutoTokenizer.from_pretrained("microsoft/graphcodebert-base")
+    model = AutoModelForMaskedLM.from_pretrained("microsoft/graphcodebert-base")
+    model.load_state_dict(torch.load('model_26_2'))
+    model.eval()
+    X_init = X
+    X_init = X_init.replace("[MASK]", " [MASK] ")
+    X_init = X_init.replace("[MASK]", " ".join([tokenizer.mask_token] * num_sub_tokens_label))
+    tokens = tokenizer.encode_plus(X_init, add_special_tokens=False,return_tensors='pt')
+    input_id_chunki = tokens['input_ids'][0].split(510)
+    input_id_chunks = []
+    mask_chunks  = []
+    mask_chunki = tokens['attention_mask'][0].split(510)
+    for tensor in input_id_chunki:
+        input_id_chunks.append(tensor)
+    for tensor in mask_chunki:
+        mask_chunks.append(tensor)
+    xi = torch.full((1,), fill_value=101)
+    yi = torch.full((1,), fill_value=1)
+    zi = torch.full((1,), fill_value=102)
+    for r in range(len(input_id_chunks)):
+        input_id_chunks[r] = torch.cat([xi, input_id_chunks[r]],dim = -1)
+        input_id_chunks[r] = torch.cat([input_id_chunks[r],zi],dim=-1)
+        mask_chunks[r] = torch.cat([yi, mask_chunks[r]],dim=-1)
+        mask_chunks[r] = torch.cat([mask_chunks[r],yi],dim=-1)
+    di = torch.full((1,), fill_value=0)
+    for i in range(len(input_id_chunks)):
+        pad_len = 512 - input_id_chunks[i].shape[0]
+        if pad_len > 0:
+            for p in range(pad_len):
+                input_id_chunks[i] = torch.cat([input_id_chunks[i],di],dim=-1)
+                mask_chunks[i] = torch.cat([mask_chunks[i],di],dim=-1)
+    vb = torch.ones_like(input_id_chunks[0])
+    fg = torch.zeros_like(input_id_chunks[0])
+    maski = []
+    for l in range(len(input_id_chunks)):
+        masked_pos = []
+        for i in range(len(input_id_chunks[l])):
+            if input_id_chunks[l][i] == tokenizer.mask_token_id: #103
+                if i != 0 and input_id_chunks[l][i-1] == tokenizer.mask_token_id:
+                    continue
+                masked_pos.append(i)
+        maski.append(masked_pos)
+    input_ids = torch.stack(input_id_chunks)
+    att_mask = torch.stack(mask_chunks)
+    outputs = model(input_ids, attention_mask = att_mask)
+    last_hidden_state = outputs[0].squeeze()
+    l_o_l_sa = []
+    sum_state = []
+    for t in range(num_sub_tokens_label):
+        c = []
+        l_o_l_sa.append(c)
+    if len(maski) == 1:
+        masked_pos = maski[0]
+        for k in masked_pos:
+            for t in range(num_sub_tokens_label):
+                l_o_l_sa[t].append(last_hidden_state[k+t])
+    else:
+        for p in range(len(maski)):
+            masked_pos = maski[p]
+            for k in masked_pos:
+                for t in range(num_sub_tokens_label):
+                    if (k+t) >= len(last_hidden_state[p]):
+                        l_o_l_sa[t].append(last_hidden_state[p+1][k+t-len(last_hidden_state[p])])
+                        continue
+                    l_o_l_sa[t].append(last_hidden_state[p][k+t])
+    for t in range(num_sub_tokens_label):
+        sum_state.append(l_o_l_sa[t][0])
+    for i in range(len(l_o_l_sa[0])):
+        if i == 0:
+            continue
+        for t in range(num_sub_tokens_label):
+            sum_state[t] = sum_state[t] + l_o_l_sa[t][i]
+    yip = len(l_o_l_sa[0])
+#     qw = []
+    er = ""
+    val = 0.0
+    for t in range(num_sub_tokens_label):
+        sum_state[t] /= yip
+        idx = torch.topk(sum_state[t], k=5, dim=0)[1]
+        probs = F.softmax(sum_state[t], dim=0)
+        wor = [tokenizer.decode(i.item()).strip() for i in idx]
+        cnt = 0
+        for kl in wor:
+            if all(char.isalpha() for char in kl):
+#                 qw.append(kl.lower())
+                er+=kl
+                break 
+            cnt+=1
+        val = val - torch.log(probs[idx[cnt]])
+    val = val/num_sub_tokens_label
+    vali = round(val.item(), 2)
+        
+#     print(er)
+#     astr = ""
+#     for j in range(len(qw)):
+#         mock = ""
+#         mock+= qw[j]
+#         if (j+2) < len(qw) and ((mock+qw[j+1]+qw[j+2]) in eng_dict):
+#             mock +=qw[j+1]
+#             mock +=qw[j+2]
+#             j = j+2
+#         elif (j+1) < len(qw) and ((mock+qw[j+1]) in eng_dict):
+#             mock +=qw[j+1]
+#             j = j+1
+#         if len(astr) == 0:
+#             astr+=mock
+#         else:
+#             astr+=mock.capitalize()     
+    er = er+" (with PLL value of: "+str(vali)+")"
+    return er, vali
+
+def meet(X):
+    tot_pll = 100.00
+    print_str = ""
+    fin_out = "The highest confidence prediction is: "
+    add_out = ""
+    for r in range(6):
+        er, pll = greet(X, 6-r)
+        print_str+= er
+        print_str+='\n'
+        if (pll - tot_pll) > 0.1:
+            break
+        elif pll >= tot_pll:
+            continue
+        else:
+            add_out = er
+            tot_pll = pll
+    print_str= print_str+fin_out+add_out
+    return print_str
+            
+title = "Rename a variable in a Java class"
+description = """This model is a fine-tuned GraphCodeBERT model fine-tuned to output higher-quality variable names for Java classes. Long classes are handled by the 
+model. Replace any variable name with a "[MASK]" to get an identifier renaming.
+"""
+ex = [["""import java.io.*;
+public class x {
+public static void main(String[] args) {
+String f = "file.txt";
+BufferedReader [MASK] = null;
+String l;
+try {
+[MASK] = new BufferedReader(new FileReader(f));
+while ((l = [MASK].readLine()) != null) {
+System.out.println(l);
+            }
+        } catch (IOException e) {
+e.printStackTrace();
+        } finally {
+try {
+if ([MASK] != null) [MASK].close();
+            } catch (IOException ex) {
+ex.printStackTrace();
+            }
+        }
+    }
+}"""], ["""import java.net.*;
+import java.io.*;
+
+public class s {
+    public static void main(String[] args) throws IOException {
+        ServerSocket [MASK] = new ServerSocket(8000);
+        try {
+            Socket s = [MASK].accept();
+            PrintWriter pw = new PrintWriter(s.getOutputStream(), true);
+            BufferedReader br = new BufferedReader(new InputStreamReader(s.getInputStream()));
+            String i;
+            while ((i = br.readLine()) != null) {
+                pw.println(i);
+            }
+        } finally {
+            if ([MASK] != null) [MASK].close();
+        }
+    }
+}"""], ["""import java.io.*;
+import java.util.*;
+
+public class y {
+    public static void main(String[] args) {
+        String [MASK] = "data.csv";
+        String l = "";
+        String cvsSplitBy = ",";
+        try (BufferedReader br = new BufferedReader(new FileReader([MASK]))) {
+            while ((l = br.readLine()) != null) {
+                String[] z = l.split(cvsSplitBy);
+                System.out.println("Values [field-1= " + z[0] + " , field-2=" + z[1] + "]");
+            }
+        } catch (IOException e) {
+            e.printStackTrace();
+        }
+    }
+}"""]]
+# We instantiate the Textbox class
+textbox = gr.Textbox(label="Type Java code snippet:", placeholder="replace variable with [MASK]", lines=10)
+#textbox1 = gr.Textbox(label="Number of tokens in name:", placeholder="0 for randomly sampled number of tokens",lines=1)
+
+gr.Interface(title = title, description = description, examples = ex, fn=meet, inputs=[
+        textbox
+    ], outputs="text").launch()
+
+
+# In[ ]:
+
+
+

comp.py

@@ -0,0 +1,283 @@
+#!/usr/bin/env python
+# coding: utf-8
+
+# In[1]:
+
+
+import pandas as pd
+import numpy as np
+import torch
+from torch import nn
+from torch.nn import init, MarginRankingLoss
+from torch.optim import Adam
+from distutils.version import LooseVersion
+from torch.utils.data import Dataset, DataLoader
+from torch.autograd import Variable
+import math
+from transformers import AutoConfig, AutoModel, AutoTokenizer
+import nltk
+import re
+import torch.optim as optim
+from tqdm import tqdm
+from transformers import AutoModelForMaskedLM
+import torch.nn.functional as F
+import random
+
+
+# In[2]:
+
+
+maskis = []
+n_y = []
+class MyDataset(Dataset):
+    def __init__(self,file_name):
+        global maskis
+        global n_y
+        df = pd.read_csv(file_name)
+        df = df.fillna("")
+        self.inp_dicts = []
+        for r in range(df.shape[0]):
+            X_init = df['X'][r]
+            y = df['y'][r]
+            n_y.append(y)
+            nl = re.findall(r'[A-Z](?:[a-z]+|[A-Z]*(?=[A-Z]|$))|[a-z]+|\d+', y)
+            lb = ' '.join(nl).lower()
+            x = tokenizer.tokenize(lb)
+            num_sub_tokens_label = len(x)
+            X_init = X_init.replace("[MASK]", " ".join([tokenizer.mask_token] * num_sub_tokens_label))
+            tokens = tokenizer.encode_plus(X_init, add_special_tokens=False,return_tensors='pt')
+            input_id_chunki = tokens['input_ids'][0].split(510)
+            input_id_chunks = []
+            mask_chunks  = []
+            mask_chunki = tokens['attention_mask'][0].split(510)
+            for tensor in input_id_chunki:
+                input_id_chunks.append(tensor)
+            for tensor in mask_chunki:
+                mask_chunks.append(tensor)
+            xi = torch.full((1,), fill_value=101)
+            yi = torch.full((1,), fill_value=1)
+            zi = torch.full((1,), fill_value=102)
+            for r in range(len(input_id_chunks)):
+                input_id_chunks[r] = torch.cat([xi, input_id_chunks[r]],dim = -1)
+                input_id_chunks[r] = torch.cat([input_id_chunks[r],zi],dim=-1)
+                mask_chunks[r] = torch.cat([yi, mask_chunks[r]],dim=-1)
+                mask_chunks[r] = torch.cat([mask_chunks[r],yi],dim=-1)
+            di = torch.full((1,), fill_value=0)
+            for i in range(len(input_id_chunks)):
+                pad_len = 512 - input_id_chunks[i].shape[0]
+                if pad_len > 0:
+                    for p in range(pad_len):
+                        input_id_chunks[i] = torch.cat([input_id_chunks[i],di],dim=-1)
+                        mask_chunks[i] = torch.cat([mask_chunks[i],di],dim=-1)
+            vb = torch.ones_like(input_id_chunks[0])
+            fg = torch.zeros_like(input_id_chunks[0])
+            maski = []
+            for l in range(len(input_id_chunks)):
+                masked_pos = []
+                for i in range(len(input_id_chunks[l])):
+                    if input_id_chunks[l][i] == tokenizer.mask_token_id: #103
+                        if i != 0 and input_id_chunks[l][i-1] == tokenizer.mask_token_id:
+                            continue
+                        masked_pos.append(i)
+                maski.append(masked_pos)
+            maskis.append(maski)
+            while (len(input_id_chunks)<250):
+                input_id_chunks.append(vb)
+                mask_chunks.append(fg)
+            input_ids = torch.stack(input_id_chunks)
+            attention_mask = torch.stack(mask_chunks)
+            input_dict = {
+                'input_ids': input_ids.long(),
+                'attention_mask': attention_mask.int()
+            }
+            self.inp_dicts.append(input_dict)
+            del input_dict
+            del input_ids
+            del attention_mask
+            del maski
+            del mask_chunks
+            del input_id_chunks
+            del di
+            del fg
+            del vb
+            del mask_chunki
+            del input_id_chunki
+            del X_init
+            del y
+            del tokens
+            del x
+            del lb
+            del nl
+        del df
+    def __len__(self):
+        return len(self.inp_dicts)
+    def __getitem__(self,idx):
+        return self.inp_dicts[idx]
+
+
+# In[3]:
+
+
+tokenizer = AutoTokenizer.from_pretrained("microsoft/graphcodebert-base")
+model = AutoModelForMaskedLM.from_pretrained("microsoft/graphcodebert-base")
+base_model = AutoModelForMaskedLM.from_pretrained("microsoft/graphcodebert-base")
+model.load_state_dict(torch.load('var_runs/model_26_2'))
+model.eval()
+base_model.eval()
+myDs=MyDataset('d_t.csv') 
+train_loader=DataLoader(myDs,batch_size=1,shuffle=False)
+
+
+# In[4]:
+
+
+variable_names = [
+    # One-word Variable Names
+    'count', 'value', 'result', 'flag', 'max', 'min', 'data', 'input', 'output', 'name', 'index', 'status', 'error', 'message', 'price', 'quantity', 'total', 'length', 'size', 'score',
+
+    # Two-word Variable Names
+    'studentName', 'accountBalance', 'isFound', 'maxScore', 'userAge', 'carModel', 'bookTitle', 'arrayLength', 'employeeID', 'itemPrice', 'customerAddress', 'productCategory', 'orderNumber', 'transactionType', 'bankAccount', 'shippingMethod', 'deliveryDate', 'purchaseAmount', 'inventoryItem', 'salesRevenue',
+
+    # Three-word Variable Names
+    'numberOfStudents', 'averageTemperature', 'userIsLoggedIn', 'totalSalesAmount', 'employeeSalaryRate', 'maxAllowedAttempts', 'selectedOption', 'shippingAddress', 'manufacturingDate', 'connectionPool', 'customerAccountBalance', 'employeeSalaryReport', 'productInventoryCount', 'transactionProcessingStatus', 'userAuthenticationToken', 'orderShippingAddress', 'databaseConnectionPoolSize', 'vehicleEngineTemperature', 'sensorDataProcessingRate', 'employeePayrollSystem',
+
+    # Four-word Variable Names
+    'customerAccountBalanceValue', 'employeeSalaryReportData', 'productInventoryItemCount', 'transactionProcessingStatusFlag', 'userAuthenticationTokenKey', 'orderShippingAddressDetails', 'databaseConnectionPoolMaxSize', 'vehicleEngineTemperatureReading', 'sensorDataProcessingRateLimit', 'employeePayrollSystemData', 'customerOrderShippingAddress', 'productCatalogItemNumber', 'transactionProcessingSuccessFlag', 'userAuthenticationAccessToken', 'databaseConnectionPoolConfig', 'vehicleEngineTemperatureSensor', 'sensorDataProcessingRateLimitation', 'employeePayrollSystemConfiguration', 'customerAccountBalanceHistoryData', 'transactionProcessingStatusTracking'
+]
+var_list = []
+for j in range(6):
+    d =[]
+    var_list.append(d)
+for var in variable_names:
+    try:
+        var_list[len(tokenizer.tokenize(var))-1].append(var)
+    except:
+        continue
+
+
+# In[5]:
+
+
+tot_pll = 0.0
+base_tot_pll = 0.0
+loop = tqdm(train_loader, leave=True)
+cntr = 0
+for batch in loop:
+    maxi = torch.tensor(0.0, requires_grad=True)
+    for i in range(len(batch['input_ids'])):            
+        cntr+=1
+        maski = maskis[cntr-1]
+        li = len(maski)
+        input_ids = batch['input_ids'][i][:li]
+        att_mask = batch['attention_mask'][i][:li]
+        y = n_y[cntr-1]
+        ty = tokenizer.encode(y)[1:-1]
+        num_sub_tokens_label = len(ty)
+        if num_sub_tokens_label > 6:
+            continue
+        print("Ground truth:", y)
+        m_y = random.choice(var_list[num_sub_tokens_label-1])
+        m_ty = tokenizer.encode(m_y)[1:-1]
+        print("Mock truth:", m_y)
+#            input_ids, att_mask = input_ids.to(device),att_mask.to(device)
+        outputs = model(input_ids, attention_mask = att_mask)
+        base_outputs = base_model(input_ids, attention_mask = att_mask)
+        last_hidden_state = outputs[0].squeeze()
+        base_last_hidden_state = base_outputs[0].squeeze()
+        l_o_l_sa = []
+        base_l_o_l_sa = []
+        sum_state = []
+        base_sum_state = []
+        for t in range(num_sub_tokens_label):
+            c = []
+            d = []
+            l_o_l_sa.append(c)
+            base_l_o_l_sa.append(d)
+        if len(maski) == 1:
+            masked_pos = maski[0]
+            for k in masked_pos:
+                for t in range(num_sub_tokens_label):
+                    l_o_l_sa[t].append(last_hidden_state[k+t])
+                    base_l_o_l_sa[t].append(base_last_hidden_state[k+t])
+        else:
+            for p in range(len(maski)):
+                masked_pos = maski[p]
+                for k in masked_pos:
+                    for t in range(num_sub_tokens_label):
+                        if (k+t) >= len(last_hidden_state[p]):
+                            l_o_l_sa[t].append(last_hidden_state[p+1][k+t-len(last_hidden_state[p])])
+                            base_l_o_l_sa[t].append(base_last_hidden_state[p+1][k+t-len(base_last_hidden_state[p])])
+                            continue
+                        l_o_l_sa[t].append(last_hidden_state[p][k+t])
+                        base_l_o_l_sa[t].append(base_last_hidden_state[p][k+t])
+        for t in range(num_sub_tokens_label):
+            sum_state.append(l_o_l_sa[t][0])
+            base_sum_state.append(base_l_o_l_sa[t][0])
+        for i in range(len(l_o_l_sa[0])):
+            if i == 0:
+                continue
+            for t in range(num_sub_tokens_label):
+                sum_state[t] = sum_state[t] + l_o_l_sa[t][i]
+                base_sum_state[t] = base_sum_state[t] + base_l_o_l_sa[t][i]
+        yip = len(l_o_l_sa[0])
+        val = 0.0
+        m_val = 0.0
+        m_base_val = 0.0
+        base_val = 0.0
+        for t in range(num_sub_tokens_label):
+            sum_state[t] /= yip
+            base_sum_state[t] /= yip
+            probs = F.softmax(sum_state[t], dim=0)
+            base_probs = F.softmax(base_sum_state[t], dim=0)
+            val = val - torch.log(probs[ty[t]])
+            m_val = m_val - torch.log(probs[m_ty[t]])
+            base_val = base_val - torch.log(base_probs[ty[t]])
+            m_base_val = m_base_val - torch.log(base_probs[m_ty[t]])
+        val = val / num_sub_tokens_label
+        base_val = base_val / num_sub_tokens_label
+        m_val = m_val / num_sub_tokens_label
+        m_base_val = m_base_val / num_sub_tokens_label
+        print("Sent PLL:")
+        print(val)
+        print("Base Sent PLL:")
+        print(base_val)
+        print("Net % difference:")
+        diff = (val-base_val)*100/base_val
+        print(diff)
+        tot_pll += val
+        base_tot_pll+=base_val
+        print()
+        print()
+        print("Mock Sent PLL:")
+        print(m_val)
+        print("Mock Base Sent PLL:")
+        print(m_base_val)
+        print("Mock Net % difference:")
+        m_diff = (m_val-m_base_val)*100/m_base_val
+        print(m_diff)
+        for c in sum_state:
+            del c
+        for d in base_sum_state:
+            del d
+        del sum_state
+        del base_sum_state
+        for c in l_o_l_sa:
+            del c
+        for c in base_l_o_l_sa:
+            del c
+        del l_o_l_sa
+        del base_l_o_l_sa
+        del maski
+        del input_ids
+        del att_mask
+        del last_hidden_state
+        del base_last_hidden_state
+print("Tot PLL: ", tot_pll)
+print("Base Tot PLL: ", base_tot_pll)
+
+
+# In[ ]:
+
+
+
+

eng_dict.txt

@@ -0,0 +1,11142 @@
+needle
+optionalbinder
+snack
+unihan
+abridged
+preparer
+sonic
+unblocks
+glob
+noerror
+multiplier
+chrono
+maintain
+detail
+ows
+radio
+sdiff
+blocks
+dtpng
+assignor
+readzip
+contribution
+deduper
+ttml
+selector
+judged
+ndk
+wildcard
+ams
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model_26_2

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+oid sha256:4ab9679342e0b49d5df50a60bf15387ace060a4e930adbda9727536aab1cdcc2
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requirements.txt

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