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code: Compare sel with original

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Manos Katsomallos
2021-10-13 15:04:57 +02:00
parent d0dcc654ba
commit 2481a751ae
3 changed files with 142 additions and 32 deletions
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55
code/expt/copenhagen-sel.py
View File

@ -57,8 +57,11 @@ def main(args):
x_offset = -(bar_width/2)*(n - 1) x_offset = -(bar_width/2)*(n - 1)
mae_u = np.zeros(len(lmdks_pct)) mae_u = np.zeros(len(lmdks_pct))
mae_u_sel= np.zeros(len(lmdks_pct))
mae_s = np.zeros(len(lmdks_pct)) mae_s = np.zeros(len(lmdks_pct))
mae_s_sel = np.zeros(len(lmdks_pct))
mae_a = np.zeros(len(lmdks_pct)) mae_a = np.zeros(len(lmdks_pct))
mae_a_sel = np.zeros(len(lmdks_pct))
mae_evt = 0 mae_evt = 0
mae_usr = 0 mae_usr = 0
@ -71,16 +74,22 @@ def main(args):
lmdks_sel, eps_out = lmdk_sel.find_lmdks(seq, lmdks, epsilon) lmdks_sel, eps_out = lmdk_sel.find_lmdks(seq, lmdks, epsilon)
# Skip # Skip
rls_data_s, _ = lmdk_bgt.skip_cont(seq, lmdks_sel, eps_out) rls_data_s, _ = lmdk_bgt.skip_cont(seq, lmdks, eps_out)
mae_s[i] += (lmdk_bgt.mae_cont(rls_data_s)/args.iter)*100 mae_s[i] += (lmdk_bgt.mae_cont(rls_data_s)/args.iter)*100
rls_data_s_sel, _ = lmdk_bgt.skip_cont(seq, lmdks_sel, eps_out)
mae_s_sel[i] += (lmdk_bgt.mae_cont(rls_data_s_sel)/args.iter)*100
# Uniform # Uniform
rls_data_u, _ = lmdk_bgt.uniform_cont(seq, lmdks_sel, eps_out) rls_data_u, _ = lmdk_bgt.uniform_cont(seq, lmdks, eps_out)
mae_u[i] += (lmdk_bgt.mae_cont(rls_data_u)/args.iter)*100 mae_u[i] += (lmdk_bgt.mae_cont(rls_data_u)/args.iter)*100
rls_data_u_sel, _ = lmdk_bgt.uniform_cont(seq, lmdks_sel, eps_out)
mae_u_sel[i] += (lmdk_bgt.mae_cont(rls_data_u_sel)/args.iter)*100
# Adaptive # Adaptive
rls_data_a, _, _ = lmdk_bgt.adaptive_cont(seq, lmdks_sel, eps_out, .5, .5) rls_data_a, _, _ = lmdk_bgt.adaptive_cont(seq, lmdks, eps_out, .5, .5)
mae_a[i] += (lmdk_bgt.mae_cont(rls_data_a)/args.iter)*100 mae_a[i] += (lmdk_bgt.mae_cont(rls_data_a)/args.iter)*100
rls_data_a_sel, _, _ = lmdk_bgt.adaptive_cont(seq, lmdks_sel, eps_out, .5, .5)
mae_a_sel[i] += (lmdk_bgt.mae_cont(rls_data_a_sel)/args.iter)*100
# Calculate once # Calculate once
if pct == lmdks_pct[0]: if pct == lmdks_pct[0]:
@ -106,29 +115,57 @@ def main(args):
) )
plt.text(x_i[-1] + x_i[-1]*.14, mae_usr - mae_usr*.05, 'user') plt.text(x_i[-1] + x_i[-1]*.14, mae_usr - mae_usr*.05, 'user')
# Plot bars
plt.bar( plt.bar(
x_i + x_offset, x_i + x_offset,
mae_s, mae_s_sel,
bar_width, bar_width,
label='Skip', label='Skip',
linewidth=lmdk_lib.line_width linewidth=lmdk_lib.line_width
) )
x_offset += bar_width
plt.bar( plt.bar(
x_i + x_offset, x_i + x_offset,
mae_u, mae_s,
bar_width, bar_width,
label='Uniform', color='none',
linestyle='dashed',
edgecolor='#bdbdbd',
linewidth=lmdk_lib.line_width linewidth=lmdk_lib.line_width
) )
x_offset += bar_width x_offset += bar_width
plt.bar( plt.bar(
x_i + x_offset, x_i + x_offset,
mae_a, mae_u_sel,
bar_width,
label='Uniform',
linewidth=lmdk_lib.line_width
)
plt.bar(
x_i + x_offset,
mae_u,
bar_width,
color='none',
linestyle='dashed',
edgecolor='#bdbdbd',
linewidth=lmdk_lib.line_width
)
x_offset += bar_width
plt.bar(
x_i + x_offset,
mae_a_sel,
bar_width, bar_width,
label='Adaptive', label='Adaptive',
linewidth=lmdk_lib.line_width linewidth=lmdk_lib.line_width
) )
plt.bar(
x_i + x_offset,
mae_a,
bar_width,
color='none',
linestyle='dashed',
edgecolor='#bdbdbd',
linewidth=lmdk_lib.line_width
)
x_offset += bar_width x_offset += bar_width
path = str('../../rslt/bgt_cmp/' + d) path = str('../../rslt/bgt_cmp/' + d)
@ -137,7 +174,7 @@ def main(args):
# # Show plot # # Show plot
# plt.show() # plt.show()
# Save plot # Save plot
lmdk_lib.save_plot(path + '-sel.pdf') lmdk_lib.save_plot(path + '-sel-cmp.pdf')
print('[OK]', flush=True) print('[OK]', flush=True)

62
code/expt/hue-sel.py
View File

@ -17,7 +17,6 @@ import time
def main(args): def main(args):
res_file = '/home/manos/Cloud/Data/HUE/Results.zip'
# User's consumption # User's consumption
seq = lmdk_lib.load_data(args, 'cons') seq = lmdk_lib.load_data(args, 'cons')
# The name of the dataset # The name of the dataset
@ -53,8 +52,11 @@ def main(args):
x_offset = -(bar_width/2)*(n - 1) x_offset = -(bar_width/2)*(n - 1)
mae_u = np.zeros(len(lmdks_pct)) mae_u = np.zeros(len(lmdks_pct))
mae_u_sel= np.zeros(len(lmdks_pct))
mae_s = np.zeros(len(lmdks_pct)) mae_s = np.zeros(len(lmdks_pct))
mae_s_sel = np.zeros(len(lmdks_pct))
mae_a = np.zeros(len(lmdks_pct)) mae_a = np.zeros(len(lmdks_pct))
mae_a_sel = np.zeros(len(lmdks_pct))
mae_evt = 0 mae_evt = 0
mae_usr = 0 mae_usr = 0
@ -67,16 +69,22 @@ def main(args):
lmdks_sel, eps_out = lmdk_sel.find_lmdks(seq, lmdks, epsilon) lmdks_sel, eps_out = lmdk_sel.find_lmdks(seq, lmdks, epsilon)
# Skip # Skip
rls_data_s, _ = lmdk_bgt.skip_cons(seq, lmdks_sel, eps_out) rls_data_s, _ = lmdk_bgt.skip_cons(seq, lmdks, eps_out)
mae_s[i] += lmdk_bgt.mae_cons(seq, rls_data_s)/args.iter mae_s[i] += (lmdk_bgt.mae_cons(seq, rls_data_s)/args.iter)*100
rls_data_s_sel, _ = lmdk_bgt.skip_cons(seq, lmdks_sel, eps_out)
mae_s_sel[i] += (lmdk_bgt.mae_cons(seq, rls_data_s_sel)/args.iter)*100
# Uniform # Uniform
rls_data_u, _ = lmdk_bgt.uniform_cons(seq, lmdks_sel, eps_out) rls_data_u, _ = lmdk_bgt.uniform_cons(seq, lmdks, eps_out)
mae_u[i] += lmdk_bgt.mae_cons(seq, rls_data_u)/args.iter mae_u[i] += (lmdk_bgt.mae_cons(seq, rls_data_u)/args.iter)*100
rls_data_u_sel, _ = lmdk_bgt.uniform_cons(seq, lmdks_sel, eps_out)
mae_u_sel[i] += (lmdk_bgt.mae_cons(seq, rls_data_u_sel)/args.iter)*100
# Adaptive # Adaptive
rls_data_a, _, _ = lmdk_bgt.adaptive_cons(seq, lmdks_sel, eps_out, .5, .5) rls_data_a, _, _ = lmdk_bgt.adaptive_cons(seq, lmdks, eps_out, .5, .5)
mae_a[i] += lmdk_bgt.mae_cons(seq, rls_data_a)/args.iter mae_a[i] += (lmdk_bgt.mae_cons(seq, rls_data_a)/args.iter)*100
rls_data_a_sel, _, _ = lmdk_bgt.adaptive_cons(seq, lmdks_sel, eps_out, .5, .5)
mae_a_sel[i] += (lmdk_bgt.mae_cons(seq, rls_data_a_sel)/args.iter)*100
# Calculate once # Calculate once
if pct == lmdks_pct[0]: if pct == lmdks_pct[0]:
@ -102,29 +110,57 @@ def main(args):
) )
plt.text(x_i[-1] + x_i[-1]*.14, mae_usr - mae_usr*.14, 'user') plt.text(x_i[-1] + x_i[-1]*.14, mae_usr - mae_usr*.14, 'user')
# Plot bars
plt.bar( plt.bar(
x_i + x_offset, x_i + x_offset,
mae_s, mae_s_sel,
bar_width, bar_width,
label='Skip', label='Skip',
linewidth=lmdk_lib.line_width linewidth=lmdk_lib.line_width
) )
x_offset += bar_width
plt.bar( plt.bar(
x_i + x_offset, x_i + x_offset,
mae_u, mae_s,
bar_width, bar_width,
label='Uniform', color='none',
linestyle='dashed',
edgecolor='#bdbdbd',
linewidth=lmdk_lib.line_width linewidth=lmdk_lib.line_width
) )
x_offset += bar_width x_offset += bar_width
plt.bar( plt.bar(
x_i + x_offset, x_i + x_offset,
mae_a, mae_u_sel,
bar_width,
label='Uniform',
linewidth=lmdk_lib.line_width
)
plt.bar(
x_i + x_offset,
mae_u,
bar_width,
color='none',
linestyle='dashed',
edgecolor='#bdbdbd',
linewidth=lmdk_lib.line_width
)
x_offset += bar_width
plt.bar(
x_i + x_offset,
mae_a_sel,
bar_width, bar_width,
label='Adaptive', label='Adaptive',
linewidth=lmdk_lib.line_width linewidth=lmdk_lib.line_width
) )
plt.bar(
x_i + x_offset,
mae_a,
bar_width,
color='none',
linestyle='dashed',
edgecolor='#bdbdbd',
linewidth=lmdk_lib.line_width
)
x_offset += bar_width x_offset += bar_width
path = str('../../rslt/bgt_cmp/' + d) path = str('../../rslt/bgt_cmp/' + d)
@ -133,7 +169,7 @@ def main(args):
# Show plot # Show plot
# plt.show() # plt.show()
# Save plot # Save plot
lmdk_lib.save_plot(path + '-sel.pdf') lmdk_lib.save_plot(path + '-sel-cmp.pdf')
print('[OK]', flush=True) print('[OK]', flush=True)

57
code/expt/t-drive-sel.py
View File

@ -75,8 +75,11 @@ def main(args):
x_offset = -(bar_width/2)*(n - 1) x_offset = -(bar_width/2)*(n - 1)
mae_u = np.zeros(len(data_info[d]['lmdks'])) mae_u = np.zeros(len(data_info[d]['lmdks']))
mae_u_sel= np.zeros(len(data_info[d]['lmdks']))
mae_s = np.zeros(len(data_info[d]['lmdks'])) mae_s = np.zeros(len(data_info[d]['lmdks']))
mae_s_sel = np.zeros(len(data_info[d]['lmdks']))
mae_a = np.zeros(len(data_info[d]['lmdks'])) mae_a = np.zeros(len(data_info[d]['lmdks']))
mae_a_sel = np.zeros(len(data_info[d]['lmdks']))
mae_evt = 0 mae_evt = 0
mae_usr = 0 mae_usr = 0
for i, lmdk in enumerate(data_info[d]['lmdks']): for i, lmdk in enumerate(data_info[d]['lmdks']):
@ -90,16 +93,22 @@ def main(args):
lmdks_sel, eps_out = lmdk_sel.find_lmdks(seq, lmdks, bgt['epsilon']) lmdks_sel, eps_out = lmdk_sel.find_lmdks(seq, lmdks, bgt['epsilon'])
# Skip # Skip
rls_data_s, _ = lmdk_bgt.skip(seq, lmdks_sel, eps_out) rls_data_s, _ = lmdk_bgt.skip(seq, lmdks, eps_out)
mae_s[i] += lmdk_bgt.mae(seq, rls_data_s)/args.iter mae_s[i] += (lmdk_bgt.mae(seq, rls_data_s)/args.iter)*100
rls_data_s_sel, _ = lmdk_bgt.skip(seq, lmdks_sel, eps_out)
mae_s_sel[i] += (lmdk_bgt.mae(seq, rls_data_s_sel)/args.iter)*100
# Uniform # Uniform
rls_data_u, _ = lmdk_bgt.uniform_r(seq, lmdks_sel, eps_out) rls_data_u, _ = lmdk_bgt.uniform_r(seq, lmdks, eps_out)
mae_u[i] += lmdk_bgt.mae(seq, rls_data_u)/args.iter mae_u[i] += (lmdk_bgt.mae(seq, rls_data_u)/args.iter)*100
rls_data_u_sel, _ = lmdk_bgt.uniform_r(seq, lmdks_sel, eps_out)
mae_u_sel[i] += (lmdk_bgt.mae(seq, rls_data_u_sel)/args.iter)*100
# Adaptive # Adaptive
rls_data_a, _, _ = lmdk_bgt.adaptive(seq, lmdks_sel, eps_out, .5, .5) rls_data_a, _, _ = lmdk_bgt.adaptive(seq, lmdks, eps_out, .5, .5)
mae_a[i] += lmdk_bgt.mae(seq, rls_data_a)/args.iter mae_a[i] += (lmdk_bgt.mae(seq, rls_data_a)/args.iter)*100
rls_data_a_sel, _, _ = lmdk_bgt.adaptive(seq, lmdks_sel, eps_out, .5, .5)
mae_a_sel[i] += (lmdk_bgt.mae(seq, rls_data_a_sel)/args.iter)*100
# Calculate once # Calculate once
if lmdk == min(data_info[d]['lmdks']): if lmdk == min(data_info[d]['lmdks']):
@ -128,27 +137,55 @@ def main(args):
# Plot bars # Plot bars
plt.bar( plt.bar(
x_i + x_offset, x_i + x_offset,
mae_s, mae_s_sel,
bar_width, bar_width,
label='Skip', label='Skip',
linewidth=lmdk_lib.line_width linewidth=lmdk_lib.line_width
) )
plt.bar(
x_i + x_offset,
mae_s,
bar_width,
color='none',
linestyle='dashed',
edgecolor='#bdbdbd',
linewidth=lmdk_lib.line_width
)
x_offset += bar_width x_offset += bar_width
plt.bar( plt.bar(
x_i + x_offset, x_i + x_offset,
mae_u, mae_u_sel,
bar_width, bar_width,
label='Uniform', label='Uniform',
linewidth=lmdk_lib.line_width linewidth=lmdk_lib.line_width
) )
plt.bar(
x_i + x_offset,
mae_u,
bar_width,
color='none',
linestyle='dashed',
edgecolor='#bdbdbd',
linewidth=lmdk_lib.line_width
)
x_offset += bar_width x_offset += bar_width
plt.bar( plt.bar(
x_i + x_offset, x_i + x_offset,
mae_a, mae_a_sel,
bar_width, bar_width,
label='Adaptive', label='Adaptive',
linewidth=lmdk_lib.line_width linewidth=lmdk_lib.line_width
) )
plt.bar(
x_i + x_offset,
mae_a,
bar_width,
color='none',
linestyle='dashed',
edgecolor='#bdbdbd',
linewidth=lmdk_lib.line_width
)
x_offset += bar_width
path = str('../../rslt/bgt_cmp/' + d) path = str('../../rslt/bgt_cmp/' + d)
# Plot legend # Plot legend
@ -156,7 +193,7 @@ def main(args):
# Show plot # Show plot
# plt.show() # plt.show()
# Save plot # Save plot
lmdk_lib.save_plot(path + '-sel.pdf') lmdk_lib.save_plot(path + '-sel-cmp.pdf')
print('[OK]', flush=True) print('[OK]', flush=True)