t-drive: Debugging
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@ -75,14 +75,16 @@ def main(args):
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mae_u = np.zeros(len(data_info[d]['lmdks']))
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mae_s = np.zeros(len(data_info[d]['lmdks']))
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mae_a = np.zeros(len(data_info[d]['lmdks']))
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mae_d = np.zeros(len(data_info[d]['lmdks']))
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mae_evt = 0
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mae_usr = 0
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for i, lmdk in enumerate(data_info[d]['lmdks']):
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# Find landmarks
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args.dist = data_info[d]['lmdks'][lmdk]['dist']
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args.per = data_info[d]['lmdks'][lmdk]['per']
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lmdks = lmdk_lib.find_lmdks(seq, args)[:args.time]
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lmdks = lmdk_lib.find_lmdks(seq, args)
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for bgt in bgt_conf:
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s_d = 0
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for _ in range(args.iter):
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# Skip
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rls_data_s, _ = lmdk_bgt.skip(seq, lmdks, bgt['epsilon'])
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@ -96,6 +98,11 @@ def main(args):
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rls_data_a, _, _ = lmdk_bgt.adaptive(seq, lmdks, bgt['epsilon'], .5, .5)
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mae_a[i] += lmdk_bgt.mae(seq, rls_data_a)/args.iter
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# # Dynamic
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# rls_data_a, _, s_d_c = lmdk_bgt.dynamic(seq, lmdks, bgt['epsilon'], .5, .5)
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# mae_d[i] += lmdk_bgt.mae(seq, rls_data_a)/args.iter
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# s_d += s_d_c/args.iter
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# Event
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if lmdk == 0:
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rls_data_evt, _ = lmdk_bgt.uniform_r(seq, lmdks, bgt['epsilon'])
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@ -143,6 +150,14 @@ def main(args):
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label='Adaptive',
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linewidth=lmdk_lib.line_width
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)
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# x_offset += bar_width
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# plt.bar(
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# x_i + x_offset,
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# mae_d,
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# bar_width,
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# label='Dynamic',
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# linewidth=lmdk_lib.line_width
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# )
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path = str('../../rslt/bgt_cmp/' + d)
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# Plot legend
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@ -856,7 +856,6 @@ def find_lmdks(usrs_data, args):
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'''
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usrs_lmdks = np.empty((0,4), np.float32)
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traj_cur = 0
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lmdk_id = 0
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usrs = np.unique(usrs_data[:,0])
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for usr_i, usr in enumerate(usrs):
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# Initialize user's landmarks list
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@ -888,11 +887,6 @@ def find_lmdks(usrs_data, args):
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per = abs(datetime.fromtimestamp(int(traj[i][3])) - datetime.fromtimestamp(int(traj[j][3]))).total_seconds()/60
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# Check if enough time passed
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if per > args.per:
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# usrs_id starts from 1
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lmdk_id += 1
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# Assign id to current landmark
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for l in lmdk_cur:
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l[0] = lmdk_id
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# Append current landmark
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lmdks += lmdk_cur
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# Continue checking from the current point
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@ -910,7 +904,7 @@ def find_lmdks(usrs_data, args):
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def find_lmdks_seq(seq, lmdks):
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lmdks_seq = []
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for i, p in enumerate(seq):
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if any(np.equal(lmdks, p).all(1)):
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if is_landmark(p, lmdks):
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lmdks_seq.append(i + 1)
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return np.array(lmdks_seq, dtype = int)
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@ -1073,6 +1067,6 @@ def is_landmark(p, lmdks):
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Returns:
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True/False
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'''
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if len(lmdks) and any(np.equal(lmdks, p).all(1)):
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if len(lmdks) > 0 and any(np.equal(lmdks, p).all(1)):
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return True
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return False
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