From 6d937a54e67084e1f36058218de06a0fd324efe9 Mon Sep 17 00:00:00 2001
From: Guanhua Zhang <guanhua.zhang@vis.uni-stuttgart.de>
Date: Mon, 18 Sep 2023 16:32:44 +0200
Subject: [PATCH] Dataset and Code added

---
 BPE.py            | 127 +++++++++++++++++
 EMAKI_utt.pkl     | Bin 0 -> 95104946 bytes
 README.md         |  38 ++++--
 utils_Analysis.py | 340 ++++++++++++++++++++++++++++++++++++++++++++++
 4 files changed, 493 insertions(+), 12 deletions(-)
 create mode 100644 BPE.py
 create mode 100644 EMAKI_utt.pkl
 create mode 100644 utils_Analysis.py

diff --git a/BPE.py b/BPE.py
new file mode 100644
index 0000000..914aae3
--- /dev/null
+++ b/BPE.py
@@ -0,0 +1,127 @@
+import warnings
+warnings.filterwarnings("ignore")
+import copy
+import pandas as pd
+import numpy as np
+import time, pdb, os, random
+import pickle as pkl
+import seaborn as sn
+import itertools
+from itertools import product
+from argparse import ArgumentParser
+from ast import literal_eval
+import torch, gc
+import multiprocessing as mp
+import torch.multiprocessing as torchmp
+from utils_Analysis import setup_seed, flattenTuple, generateBPE, generateVocabdict, generateWordsVocab, fit_transformer, poolsegmentTokenise, sort_by_key_len
+
+if __name__=='__main__':
+    parser = ArgumentParser(description='BPE on datasets')
+    parser.add_argument('--seed', dest='seed', type=int, required=True)
+    parser.add_argument('-m','--modality', dest='modality', choices=['mouse', 'keyboard', 'both'], type=str, required=True)
+    parser.add_argument('--IDTfile', type=str, required=False)
+    parser.add_argument('--keyfile', type=str, required=False)
+    parser.add_argument('--lr', type=float, required=True)
+    parser.add_argument('--n_layers', type=int, required=True)
+    parser.add_argument('--d_model', type=int, required=True)
+    parser.add_argument('--batch_size', type=int, required=True)
+    parser.add_argument('--dropout', type=float, required=True)
+    parser.add_argument('--nhead', type=int, required=True)
+    parser.add_argument('--optimizer_name', type=str, required=True)
+    parser.add_argument('--epochs', type=int, required=True)
+    parser.add_argument('--iteration', type=int, required=True)
+    args = parser.parse_args()
+    setup_seed(args.seed)
+    args.folds = 5
+    device = torch.device('cuda')
+    WINLENS_key = [10, 50, 100]
+    WINLENS_mouse = [20, 100, 200]
+    WINLENS_both = [15, 75, 150]
+    pool = mp.Pool(mp.cpu_count())
+
+    if args.modality=='mouse':
+        WINLENS = WINLENS_mouse
+        with open(args.IDTfile, 'rb') as f:
+            data = pkl.load(f)
+    elif args.modality=='keyboard':
+        WINLENS = WINLENS_key
+        with open(args.keyfile, 'rb') as f:
+            data = pkl.load(f)
+    elif args.modality=='both':
+        WINLENS = WINLENS_both
+        with open(args.IDTfile, 'rb') as f:
+            data = pkl.load(f)
+        with open(args.keyfile, 'rb') as f:
+            keydata = pkl.load(f)        
+        data = pd.concat((data, keydata))
+        data.sort_index(inplace=True)
+
+    users = data.user.unique()        
+    random.shuffle(users)
+    userInAFold = int(len(users)/args.folds)        
+    
+    for fold in range(args.folds):
+        print('----- Fold %d -----'%(fold))            
+        testuser = users[fold*userInAFold:(fold+1)*userInAFold]
+        trainuser = set(users)-set(testuser)        
+        trset = data[data['user'].isin(trainuser)]
+        teset = data[data['user'].isin(testuser)]
+
+        vocabdict = generateVocabdict(trset)        
+        words, vocab = generateWordsVocab(trset, vocabdict)
+        vocabdict['unknown'] = tuple([len(vocabdict)])
+        vocabdict['padding'] = tuple([len(vocabdict)])
+        nLabels = data.task.unique().shape[0]
+        
+        generateBPE(args.iteration, vocab, vocabdict, words, pool)
+        
+        with open('%d.pkl'%(args.iteration-1), 'rb') as f:
+            vocab, _, _, _ = pkl.load(f)
+        flatvocab = set()
+        for x in vocab:
+            flatvocab = flatvocab.union([(tuple(flattenTuple(x)))])
+        BPEvocabdict = dict((x, idx) for idx, x in enumerate(flatvocab))
+        assert len(flatvocab)==len(BPEvocabdict)               
+        rankedvocab = sort_by_key_len(BPEvocabdict)
+        rankedvocab = rankedvocab + [{tuple([vocabdict['unknown']]):len(rankedvocab)},{tuple([vocabdict['padding']]):len(rankedvocab)+1}]
+        
+        stackeddata = pool.starmap(poolsegmentTokenise, [(gkey, gdata, win_len, vocabdict, 'train', rankedvocab) for (gkey,gdata),win_len in product(trset.groupby(['user', 'task', 'session']), WINLENS)])
+        minlabel = np.inf
+        stackedtrdata, stackedtrlabel = dict(zip(WINLENS,[[] for i in range(len(WINLENS))])), dict(zip(WINLENS,[[] for i in range(len(WINLENS))]))
+        for segments, labels, unknowntoken, paddingtoken in stackeddata:
+            if segments.shape[0]==0:
+                continue
+            assert vocabdict['padding'][0]==paddingtoken
+            assert vocabdict['unknown'][0]==unknowntoken
+            if len(stackedtrdata[segments.shape[1]])==0:
+                stackedtrdata[segments.shape[1]] = segments
+            else:
+                stackedtrdata[segments.shape[1]] = np.concatenate((stackedtrdata[segments.shape[1]], segments), axis=0)
+            stackedtrlabel[segments.shape[1]] = np.array(list(stackedtrlabel[segments.shape[1]]) + labels)
+            if np.min(labels)<minlabel:
+                minlabel = np.min(labels)
+        
+        stackeddata = pool.starmap(poolsegmentTokenise, [(gkey, gdata, win_len, vocabdict, 'test', rankedvocab) for (gkey,gdata),win_len in product(teset.groupby(['user', 'task', 'session']), WINLENS)])
+        stackedtedata, stackedtelabel = dict(zip(WINLENS,[[] for i in range(len(WINLENS))])), dict(zip(WINLENS,[[] for i in range(len(WINLENS))]))
+        for segments, labels, unknowntoken, paddingtoken in stackeddata:
+            if segments.shape[0]==0:
+                continue
+            assert vocabdict['padding'][0]==paddingtoken
+            assert vocabdict['unknown'][0]==unknowntoken
+            if len(stackedtedata[segments.shape[1]])==0:
+                stackedtedata[segments.shape[1]] = segments
+            else:
+                stackedtedata[segments.shape[1]] = np.concatenate((stackedtedata[segments.shape[1]], segments), axis=0)
+            stackedtelabel[segments.shape[1]] = np.array(list(stackedtelabel[segments.shape[1]]) + labels)
+            if np.min(labels)<minlabel:
+                minlabel = np.min(labels)
+        for key, _ in stackedtrlabel.items():
+            stackedtrlabel[key] = (stackedtrlabel[key]-minlabel).astype(int)
+            assert stackedtrlabel[key].shape[0]==stackedtrdata[key].shape[0]
+            stackedtelabel[key] = (stackedtelabel[key]-minlabel).astype(int)
+            assert stackedtelabel[key].shape[0]==stackedtedata[key].shape[0]
+
+        for win_len, trdata in stackedtrdata.items():
+            trlabel, tedata, telabel = stackedtrlabel[win_len], stackedtedata[win_len], stackedtelabel[win_len]
+            assert tedata.shape[1]==trdata.shape[1]
+            fit_transformer(trdata, trlabel, tedata, telabel, args, device, paddingtoken, nLabels, len(rankedvocab))
\ No newline at end of file
diff --git a/EMAKI_utt.pkl b/EMAKI_utt.pkl
new file mode 100644
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