.gitignore

@@ -6,6 +6,3 @@
 *.o
 .DS_Store
 .token
-
-env/
-geval/

bayes.py

@@ -1,33 +0,0 @@
-from sklearn.naive_bayes import MultinomialNB
-from sklearn.feature_extraction.text import TfidfVectorizer
-from sklearn.preprocessing import LabelEncoder
-from sklearn.pipeline import Pipeline
-
-with open('train/in.tsv') as f:
-    data_train_X = f.readlines()
-
-with open('train/expected.tsv') as f:
-    data_train_Y = f.readlines()
-
-with open('dev-0/in.tsv') as f:
-    data_dev_X = f.readlines()
-
-with open('test-A/in.tsv') as f:
-    data_test_X = f.readlines()
-
-data_train_Y = LabelEncoder().fit_transform(data_train_Y)
-model = Pipeline(steps=[('tfidf', TfidfVectorizer()),('bayes', MultinomialNB())])
-
-clf = model.fit(data_train_X, data_train_Y)
-
-with open('train/out.tsv', 'w') as writer:
-    for result in clf.predict(data_train_X):
-        writer.write(str(result) + '\n')
-
-with open('dev-0/out.tsv', 'w') as writer:
-    for result in clf.predict(data_dev_X):
-        writer.write(str(result) + '\n')
-
-with open('test-A/out.tsv', 'w') as writer:
-    for result in clf.predict(data_test_X):
-        writer.write(str(result) + '\n')

fine_tuning.py

@@ -1,46 +0,0 @@
-from transformers import BertTokenizer, BertForSequenceClassification, TrainingArguments, Trainer
-import random
-import torch
-
-with open('train/in.tsv') as f:
-    data_train_X = f.readlines()
-
-with open('train/expected.tsv') as f:
-    data_train_Y = f.readlines()
-
-with open('dev-0/in.tsv') as f:
-    data_dev_X = f.readlines()
-
-with open('test-A/in.tsv') as f:
-    data_test_X = f.readlines()
-
-class CustomDataset(torch.utils.data.Dataset):
-    def __init__(self, encodings, labels=None):
-        self.encodings = encodings
-        self.labels = labels
-
-    def __getitem__(self, idx):
-        item = {key: torch.tensor(val[idx]) for key, val in self.encodings.items()}
-        if self.labels:
-            item["labels"] = torch.tensor(self.labels[idx])
-        return item
-
-    def __len__(self):
-        return len(self.encodings["input_ids"])
-
-data_train = list(zip(data_train_X, data_train_Y))
-data_train = random.sample(data_train, 50000)
-
-tokenizer = BertTokenizer.from_pretrained("bert-base-uncased")
-train_X = tokenizer([text[0] for text in data_train], truncation=True, padding=True)
-train_Y = [int(text[1]) for text in data_train]
-
-train_dataset = CustomDataset(train_X, train_Y)
-
-model = BertForSequenceClassification.from_pretrained("bert-base-uncased", num_labels=2)
-
-training_args = TrainingArguments("model")
-trainer = Trainer(
-    model=model, args=training_args, train_dataset=train_dataset)
-trainer.train()
-

predict.py

@@ -1,59 +0,0 @@
-from transformers import BertTokenizer, BertForSequenceClassification, TrainingArguments, Trainer
-import random
-import torch
-import numpy as np
-
-with open('train/in.tsv') as f:
-    data_train_X = f.readlines()
-
-with open('train/expected.tsv') as f:
-    data_train_Y = f.readlines()
-
-with open('dev-0/in.tsv') as f:
-    data_dev_X = f.readlines()
-
-with open('test-A/in.tsv') as f:
-    data_test_X = f.readlines()
-
-class CustomDataset(torch.utils.data.Dataset):
-    def __init__(self, encodings, labels=None):
-        self.encodings = encodings
-        self.labels = labels
-
-    def __getitem__(self, idx):
-        item = {key: torch.tensor(val[idx]) for key, val in self.encodings.items()}
-        if self.labels:
-            item["labels"] = torch.tensor(self.labels[idx])
-        return item
-
-    def __len__(self):
-        return len(self.encodings["input_ids"])
-
-tokenizer = BertTokenizer.from_pretrained("bert-base-uncased")
-
-model_path = "model/checkpoint-18500"
-model = BertForSequenceClassification.from_pretrained(model_path, num_labels=2)
-
-trainer = Trainer(model)
-
-with open('train/out.tsv', 'w') as writer:
-    train_encodings = tokenizer(data_train_X, truncation=True, padding=True)
-    train_dataset = CustomDataset(train_encodings)
-    raw_pred, _, _ = trainer.predict(train_dataset)
-    for result in np.argmax(raw_pred, axis=1):
-        writer.write(str(result) + '\n')
-
-with open('dev-0/out.tsv', 'w') as writer:
-    dev_encodings = tokenizer(data_dev_X, truncation=True, padding=True)
-    dev_dataset = CustomDataset(dev_encodings)
-    raw_pred, _, _ = trainer.predict(dev_dataset)
-    for result in np.argmax(raw_pred, axis=1):
-        writer.write(str(result) + '\n')
-
-with open('test-A/out.tsv', 'w') as writer:
-    test_encodings = tokenizer(data_test_X, truncation=True, padding=True)
-    test_dataset = CustomDataset(test_encodings)
-    raw_pred, _, _ = trainer.predict(test_dataset)
-    for result in np.argmax(raw_pred, axis=1):
-        writer.write(str(result) + '\n')
-

requirements.txt

@@ -1,166 +0,0 @@
-certifi==2021.5.30
-chardet==4.0.0
-click==8.0.1
-datasets==1.8.0
-dill==0.3.4
-filelock==3.0.12
-fsspec==2021.6.0
-huggingface-hub==0.0.8
-idna==2.10
-joblib==1.0.1
-keyboard==0.13.5
-multiprocess==0.70.12.2
-numpy==1.20.2
-packaging==20.9
-pandas==1.2.4
-pyarrow==3.0.0
-pynput==1.7.3
-pyobjc==7.2
-pyobjc-core==7.2
-pyobjc-framework-Accessibility==7.2
-pyobjc-framework-Accounts==7.2
-pyobjc-framework-AddressBook==7.2
-pyobjc-framework-AdServices==7.2
-pyobjc-framework-AdSupport==7.2
-pyobjc-framework-AppleScriptKit==7.2
-pyobjc-framework-AppleScriptObjC==7.2
-pyobjc-framework-ApplicationServices==7.2
-pyobjc-framework-AppTrackingTransparency==7.2
-pyobjc-framework-AuthenticationServices==7.2
-pyobjc-framework-AutomaticAssessmentConfiguration==7.2
-pyobjc-framework-Automator==7.2
-pyobjc-framework-AVFoundation==7.2
-pyobjc-framework-AVKit==7.2
-pyobjc-framework-BusinessChat==7.2
-pyobjc-framework-CalendarStore==7.2
-pyobjc-framework-CallKit==7.2
-pyobjc-framework-CFNetwork==7.2
-pyobjc-framework-ClassKit==7.2
-pyobjc-framework-CloudKit==7.2
-pyobjc-framework-Cocoa==7.2
-pyobjc-framework-Collaboration==7.2
-pyobjc-framework-ColorSync==7.2
-pyobjc-framework-Contacts==7.2
-pyobjc-framework-ContactsUI==7.2
-pyobjc-framework-CoreAudio==7.2
-pyobjc-framework-CoreAudioKit==7.2
-pyobjc-framework-CoreBluetooth==7.2
-pyobjc-framework-CoreData==7.2
-pyobjc-framework-CoreHaptics==7.2
-pyobjc-framework-CoreLocation==7.2
-pyobjc-framework-CoreMedia==7.2
-pyobjc-framework-CoreMediaIO==7.2
-pyobjc-framework-CoreMIDI==7.2
-pyobjc-framework-CoreML==7.2
-pyobjc-framework-CoreMotion==7.2
-pyobjc-framework-CoreServices==7.2
-pyobjc-framework-CoreSpotlight==7.2
-pyobjc-framework-CoreText==7.2
-pyobjc-framework-CoreWLAN==7.2
-pyobjc-framework-CryptoTokenKit==7.2
-pyobjc-framework-DeviceCheck==7.2
-pyobjc-framework-DictionaryServices==7.2
-pyobjc-framework-DiscRecording==7.2
-pyobjc-framework-DiscRecordingUI==7.2
-pyobjc-framework-DiskArbitration==7.2
-pyobjc-framework-DVDPlayback==7.2
-pyobjc-framework-EventKit==7.2
-pyobjc-framework-ExceptionHandling==7.2
-pyobjc-framework-ExecutionPolicy==7.2
-pyobjc-framework-ExternalAccessory==7.2
-pyobjc-framework-FileProvider==7.2
-pyobjc-framework-FileProviderUI==7.2
-pyobjc-framework-FinderSync==7.2
-pyobjc-framework-FSEvents==7.2
-pyobjc-framework-GameCenter==7.2
-pyobjc-framework-GameController==7.2
-pyobjc-framework-GameKit==7.2
-pyobjc-framework-GameplayKit==7.2
-pyobjc-framework-ImageCaptureCore==7.2
-pyobjc-framework-IMServicePlugIn==7.2
-pyobjc-framework-InputMethodKit==7.2
-pyobjc-framework-InstallerPlugins==7.2
-pyobjc-framework-InstantMessage==7.2
-pyobjc-framework-Intents==7.2
-pyobjc-framework-IOSurface==7.2
-pyobjc-framework-iTunesLibrary==7.2
-pyobjc-framework-KernelManagement==7.2
-pyobjc-framework-LatentSemanticMapping==7.2
-pyobjc-framework-LaunchServices==7.2
-pyobjc-framework-libdispatch==7.2
-pyobjc-framework-LinkPresentation==7.2
-pyobjc-framework-LocalAuthentication==7.2
-pyobjc-framework-MapKit==7.2
-pyobjc-framework-MediaAccessibility==7.2
-pyobjc-framework-MediaLibrary==7.2
-pyobjc-framework-MediaPlayer==7.2
-pyobjc-framework-MediaToolbox==7.2
-pyobjc-framework-Metal==7.2
-pyobjc-framework-MetalKit==7.2
-pyobjc-framework-MetalPerformanceShaders==7.2
-pyobjc-framework-MetalPerformanceShadersGraph==7.2
-pyobjc-framework-MLCompute==7.2
-pyobjc-framework-ModelIO==7.2
-pyobjc-framework-MultipeerConnectivity==7.2
-pyobjc-framework-NaturalLanguage==7.2
-pyobjc-framework-NetFS==7.2
-pyobjc-framework-Network==7.2
-pyobjc-framework-NetworkExtension==7.2
-pyobjc-framework-NotificationCenter==7.2
-pyobjc-framework-OpenDirectory==7.2
-pyobjc-framework-OSAKit==7.2
-pyobjc-framework-OSLog==7.2
-pyobjc-framework-PassKit==7.2
-pyobjc-framework-PencilKit==7.2
-pyobjc-framework-Photos==7.2
-pyobjc-framework-PhotosUI==7.2
-pyobjc-framework-PreferencePanes==7.2
-pyobjc-framework-PushKit==7.2
-pyobjc-framework-Quartz==7.2
-pyobjc-framework-QuickLookThumbnailing==7.2
-pyobjc-framework-ReplayKit==7.2
-pyobjc-framework-SafariServices==7.2
-pyobjc-framework-SceneKit==7.2
-pyobjc-framework-ScreenSaver==7.2
-pyobjc-framework-ScreenTime==7.2
-pyobjc-framework-ScriptingBridge==7.2
-pyobjc-framework-SearchKit==7.2
-pyobjc-framework-Security==7.2
-pyobjc-framework-SecurityFoundation==7.2
-pyobjc-framework-SecurityInterface==7.2
-pyobjc-framework-ServiceManagement==7.2
-pyobjc-framework-Social==7.2
-pyobjc-framework-SoundAnalysis==7.2
-pyobjc-framework-Speech==7.2
-pyobjc-framework-SpriteKit==7.2
-pyobjc-framework-StoreKit==7.2
-pyobjc-framework-SyncServices==7.2
-pyobjc-framework-SystemConfiguration==7.2
-pyobjc-framework-SystemExtensions==7.2
-pyobjc-framework-UniformTypeIdentifiers==7.2
-pyobjc-framework-UserNotifications==7.2
-pyobjc-framework-UserNotificationsUI==7.2
-pyobjc-framework-VideoSubscriberAccount==7.2
-pyobjc-framework-VideoToolbox==7.2
-pyobjc-framework-Virtualization==7.2
-pyobjc-framework-Vision==7.2
-pyobjc-framework-WebKit==7.2
-pyparsing==2.4.7
-python-dateutil==2.8.1
-pytz==2021.1
-PyYAML==5.4.1
-regex==2021.4.4
-requests==2.25.1
-sacremoses==0.0.45
-scikit-learn==0.24.2
-scipy==1.6.3
-six==1.16.0
-sklearn==0.0
-threadpoolctl==2.1.0
-tokenizers==0.10.3
-torch==1.9.0
-tqdm==4.49.0
-transformers==4.7.0
-typing-extensions==3.10.0.0
-urllib3==1.26.5
-xxhash==2.0.2