reweight

Author: Xiang-Pan

.gitignore

@@ -1,7 +1,9 @@
 __pycache__/
+state_dict/
 *.dat
 *.h5
 *log*
+*.npy
 glove*
 
 # OSX
@@ -35,4 +37,4 @@ Thumbs.db
 *.class
 # generated files
 bin/
-gen/
+gen/

.vscode/launch.json

@@ -0,0 +1,23 @@
+{
+    // Use IntelliSense to learn about possible attributes.
+    // Hover to view descriptions of existing attributes.
+    // For more information, visit: https://go.microsoft.com/fwlink/?linkid=830387
+    "version": "0.2.0",
+    "configurations": 
+    [
+        {
+            "name": "ABSA",
+            "type": "python",
+            "request": "launch",
+            "program": "./train.py",
+            "console": "integratedTerminal",
+            "args": 
+            [
+                "--model_name","td_bert",
+                "--dataset", "twitter-resplit",
+                "--device", "cuda:0",
+                "--load", "1"
+            ]
+        }
+    ]
+}

.vscode/settings.json

@@ -0,0 +1,3 @@
+{
+    "python.pythonPath": "/home/xiangpan/.conda/envs/pytorch/bin/python"
+}

data_utils.py

@@ -123,11 +123,18 @@ def text_to_sequence(self, text, reverse=False, padding='post', truncating='post
 
 
 class ABSADataset(Dataset):
-    def __init__(self, fname, tokenizer):
+    def __init__(self, fname, tokenizer,opt):
         fin = open(fname, 'r', encoding='utf-8', newline='\n', errors='ignore')
         lines = fin.readlines()
         fin.close()
 
+        if opt.load == 1:
+            npy_name = fname.replace(".txt", ".npy")
+            if os.path.exists(npy_name):
+                all_data = np.load(npy_name, allow_pickle=True)
+                self.data = all_data
+                return
+
         all_data = []
         for i in range(0, len(lines), 3):
             text_left, _, text_right = [s.lower().strip() for s in lines[i].partition("$T$")]
@@ -172,6 +179,8 @@ def __init__(self, fname, tokenizer):
             }
 
             all_data.append(data)
+        npy_name = fname.replace(".txt", ".npy")
+        np.save(npy_name, all_data)
         self.data = all_data
 
     def __getitem__(self, index):

datasets/resplit/.ipynb_checkpoints/Untitled-checkpoint.ipynb

@@ -0,0 +1,6 @@
+{
+ "cells": [],
+ "metadata": {},
+ "nbformat": 4,
+ "nbformat_minor": 4
+}

datasets/resplit/Untitled.ipynb

@@ -0,0 +1,6 @@
+{
+ "cells": [],
+ "metadata": {},
+ "nbformat": 4,
+ "nbformat_minor": 4
+}

datasets/resplit/laptop/dev.txt

@@ -0,0 +1,246 @@
+Everything I wanted and everything I needed and the $T$ was great !
+price
+1
+great $T$ free shipping what else can i ask for !!
+price
+1
+:-RRB- Great product , great $T$ , great delivery , and great service .
+price
+1
+:-RRB- Great product , great price , great $T$ , and great service .
+delivery
+1
+I had the same reasons as most PC users : the $T$ , the overbearing restrictions of OSX and lack of support for games .
+price
+-1
+I had the same reasons as most PC users : the price , the overbearing restrictions of OSX and lack of $T$ .
+support for games
+-1
+it has all the features that we expected and the $T$ was good , working well so far .
+price
+1
+Thanks for the fast $T$ and great price .
+shipment
+1
+Thanks for the fast shipment and great $T$ .
+price
+1
+$T$ was higher when purchased on MAC when compared to price showing on PC when I bought this product .
+price
+-1
+Price was higher when purchased on MAC when compared to $T$ showing on PC when I bought this product .
+price
+1
+It 's absolutely wonderful and worth the $T$ !
+price
+1
+CONS : $T$ is a bit ridiculous , kinda heavy .
+price
+-1
+Premium $T$ for the OS more than anything else .
+price
+1
+If you ask me , for this $T$ it should be included .
+price
+-1
+I got this at an amazing $T$ from Amazon and it arrived just in time .
+price
+1
+It 's a decent computer for the $T$ and hopefully it will last a long time .
+price
+0
+The $T$ is 200 dollars down .
+price
+1
+The best thing about this laptop is the $T$ along with some of the newer features .
+price
+1
+This laptop is a great $T$ and has a sleek look .
+price
+1
+Am very glad I bought it , great netbook , low $T$ .
+price
+1
+Like the $T$ and operation .
+price
+1
+Great Laptop for the $T$ , works well with action pack games .
+price
+1
+Great Laptop for the price , works well with $T$ .
+action pack games
+0
+Although the $T$ is higher then Dell laptops , the Macbooks are worth the dough .
+price
+-1
+It 's super fast and a great value for the $T$ !
+price
+1
+Waiting for the i7 was well worth it , great value for the $T$ .
+price
+1
+Waiting for the $T$ was well worth it , great value for the price .
+i7
+1
+I bought this laptop because of the performance to $T$ ratio .
+price
+1
+Reason why ? It 's because when you buy it , you know first thing that you will not lose any value for that laptop , the $T$ will stay the same for the next year , and even if Apple does decides to change mode , your laptop value will only drop 10-20 % , unlike PC laptops which drop more than 80 % .
+price
+1
+The $T$ and features more than met my needs .
+price
+1
+and looks very sexyy :D really the mac book pro is the best laptop specially for students in college if you are not caring about $T$ .
+price
+-1
+The $T$ is another driving influence that made me purchase this laptop .
+price
+1
+All for such a great $T$ .
+price
+1
+you can find many laptops with the same performance and even better with lower $T$ , but you can not find the look , easy , applications , and the experience in mac .
+price
+1
+It 's a great product for a great $T$ !
+price
+1
+I wiped nearly everything off of it , installed $T$ and Firefox , and I am operating an incredibly efficient and useful machine for a great price .
+openoffice
+0
+I wiped nearly everything off of it , installed OpenOffice and Firefox , and I am operating an incredibly efficient and useful machine for a great $T$ .
+price
+1
+At first , the computer seemed a great deal -- seemingly high-end $T$ for a low , low price .
+specs
+1
+At first , the computer seemed a great deal -- seemingly high-end specs for a low , low $T$ .
+price
+1
+For the $T$ and what I get out of it has exceeded my expectations .
+price
+1
+I thought the $T$ was great for the specs .
+price
+1
+I thought the price was great for the $T$ .
+specs
+1
+I finally decided on this laptop because it was the right $T$ for what I need it .
+price
+1
+The only downfall is a lot of the software I have wo n't work with Mac and iWork is not worth the $T$ of it .
+price
+-1
+For the same $T$ , you get a lot more in the Asus ... 1920x1080 res .
+price
+-1
+For the -LSB- $ -RSB- $T$ -LRB- special offer -RRB- this is a great laptop .
+price
+1
+I looked around and based off my $T$ / features comparison from a brand I trusted I landed here .
+price
+0
+LOVE THIS LAPTOP WONDERFUL $T$ FOR WHAT YOU GET !
+price
+1
+It is easy to use , good quality and good $T$ .
+price
+1
+True quality at a great $T$ !
+price
+1
+After doing extensive research , macconnection had the lowest $T$ on the 15 '' MBP i5 .
+price
+1
+I saw walmart had the same computer for about $ 650 but still knowing what I know now , I would not buy it at that $T$ .
+price
+-1
+Peformance is good for the $T$ .
+price
+1
+The 13 '' Macbook Pro just fits in my budget and with free shipping and no tax to CA this is the best $T$ we can get for a great product .
+price
+1
+The 13 '' Macbook Pro just fits in my $T$ and with free shipping and no tax to CA this is the best price we can get for a great product .
+budget
+1
+The 13 '' Macbook Pro just fits in my budget and with free shipping and no tax to CA this is the best $T$ we can get for a great product .
+price
+1
+The 13 '' Macbook Pro just fits in my $T$ and with free shipping and no tax to CA this is the best price we can get for a great product .
+budget
+1
+A cheaper $T$ should not equal a `` cheap '' product .
+price
+1
+I know there are way better laptops out there for the same $T$ , and why spend money on shit when you can go out and get yourself a perfectly decent laptop that doesnt suck total monkey balls .
+price
+0
+It did n't come with any software installed outside of $T$ , but for the price , I was very pleased with the condition and the overall product .
+windows media
+0
+It did n't come with any software installed outside of windows media , but for the $T$ , I was very pleased with the condition and the overall product .
+price
+1
+Disappointing for such a lovely screen and at a reasonable $T$
+price
+1
+Good $T$ .
+price
+1
+We researched and found the best $T$ at MacConnection .
+price
+1
+Again , decent comp for the $T$ , and I was in need of one quickly as my other laptop died on me .
+price
+1
+The $T$ was very good , and the product is top quality .
+price
+1
+Battery life could be better but overall for the $T$ and Toshiba 's reputation for laptops it 's great !
+price
+1
+Apparently well-built and gorgeous to look at , the i5 MacBook Pro is a winning combination of $T$ and performance .
+price
+1
+I 'm really impressed with the quality and performance for the $T$ of the computer .
+price
+1
+So then you may be lucky to get ahold to someone who understands that its no good and they will let you send it back , but of course you are taking a chance of them testing it out to see what has happened , and they tell you that it was not on their side , then you are stuck paying for the repair -LRB- the $T$ of a new one -RRB- .
+price
+-1
+The best thing to do is build your own computer , but if u ca n't company 's like dell who allow you to choose the components are better and for the same $T$ you can get a computer who compares to one of apple $ 2000 systems and if you google `` dell coupons '' you can find codes that take a signifant amount off the price .
+price
+1
+The best thing to do is build your own computer , but if u ca n't company 's like dell who allow you to choose the components are better and for the same price you can get a computer who compares to one of apple $ 2000 systems and if you google `` dell coupons '' you can find codes that take a signifant amount off the $T$ .
+price
+1
+For me I was lucky and a local store was selling them for $ 2000 off and Best Buy matched their $T$ so I was able to buy one for under $ 1000
+price
+1
+I believe that the quality of a mac is worth the $T$ .
+price
+1
+Overall : Poor , Features : Average , Performance : Poor , Battery Life : Excellent , $T$ - Value : Poor
+price
+-1
+$T$ and purpose is awesome !
+price
+1
+Worse , for the $T$ I could get a * netbook * that outperforms this machine .
+price
+-1
+The $T$ is great for this model , I only plan on using it for media in the entertainment room .
+price
+1
+Was very much worth the $T$ i paid .
+price
+1
+This is a great little computer for the $T$ .
+price
+1
+The Toshiba Satellite has been more than I expected for the $T$ .
+price
+1