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code: Ready to experiment

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Manos Katsomallos
2021-09-29 12:58:40 +02:00
parent 5eb60ab286
commit 3dd9913af6
1 changed files with 14 additions and 6 deletions
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20
code/expt/bgt_cmp_copenhagen.py
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@ -59,18 +59,20 @@ def main(args):
mae_a = np.zeros(len(lmdks_pct)) mae_a = np.zeros(len(lmdks_pct))
mae_evt = np.zeros(len(lmdks_pct)) mae_evt = np.zeros(len(lmdks_pct))
mae_usr = np.zeros(len(lmdks_pct)) mae_usr = np.zeros(len(lmdks_pct))
for i, pct in enumerate(lmdks_pct): for i, pct in enumerate(lmdks_pct):
# Find landmarks # Find landmarks
# lmdks = lmdk_lib.find_lmdks_tim(lmdk_data, seq, uid, pct)
lmdks = lmdk_lib.find_lmdks_cont(lmdk_data, seq, uid, pct) lmdks = lmdk_lib.find_lmdks_cont(lmdk_data, seq, uid, pct)
for _ in range(args.iter): for _ in range(args.iter):
# Skip # Skip
rls_data_s, _ = lmdk_bgt.skip_cont(seq, lmdks, epsilon) rls_data_s, bgts_s = lmdk_bgt.skip_cont(seq, lmdks, epsilon)
# lmdk_bgt.validate_bgts(seq, lmdks, epsilon, bgts_s)
mae_s[i] += lmdk_bgt.mae_cont(rls_data_s)/args.iter mae_s[i] += lmdk_bgt.mae_cont(rls_data_s)/args.iter
# Uniform # Uniform
rls_data_u, _ = lmdk_bgt.uniform_cont(seq, lmdks, epsilon) rls_data_u, bgts_u = lmdk_bgt.uniform_cont(seq, lmdks, epsilon)
# lmdk_bgt.validate_bgts(seq, lmdks, epsilon, bgts_u)
mae_u[i] += lmdk_bgt.mae_cont(rls_data_u)/args.iter mae_u[i] += lmdk_bgt.mae_cont(rls_data_u)/args.iter
# Adaptive # Adaptive
@ -78,10 +80,14 @@ def main(args):
mae_a[i] += lmdk_bgt.mae_cont(rls_data_a)/args.iter mae_a[i] += lmdk_bgt.mae_cont(rls_data_a)/args.iter
# Event # Event
rls_data_evt, _ = lmdk_bgt.uniform_cont(seq, lmdk_lib.find_lmdks_cont(lmdk_data, seq, uid, 0), epsilon) # Calculate once
if i == 0:
rls_data_evt, _ = lmdk_bgt.uniform_cont(seq, lmdk_lib.find_lmdks_cont(lmdk_data, seq, uid, 0), epsilon)
mae_evt[i] += lmdk_bgt.mae_cont(rls_data_evt)/args.iter mae_evt[i] += lmdk_bgt.mae_cont(rls_data_evt)/args.iter
# User # User
rls_data_usr, _ = lmdk_bgt.uniform_cont(seq, lmdk_lib.find_lmdks_cont(lmdk_data, seq, uid, 100), epsilon) # Calculate once
if i == 0:
rls_data_usr, _ = lmdk_bgt.uniform_cont(seq, lmdk_lib.find_lmdks_cont(lmdk_data, seq, uid, 100), epsilon)
mae_usr[i] += lmdk_bgt.mae_cont(rls_data_usr)/args.iter mae_usr[i] += lmdk_bgt.mae_cont(rls_data_usr)/args.iter
plt.plot( plt.plot(
@ -89,12 +95,14 @@ def main(args):
mae_evt, mae_evt,
linewidth=lmdk_lib.line_width linewidth=lmdk_lib.line_width
) )
plt.text(x_i[-1], mae_evt[-1], ' event')
plt.plot( plt.plot(
x_i, x_i,
mae_usr, mae_usr,
linewidth=lmdk_lib.line_width linewidth=lmdk_lib.line_width
) )
plt.text(x_i[-1], mae_usr[-1], ' user')
plt.bar( plt.bar(
x_i + x_offset, x_i + x_offset,
@ -121,7 +129,7 @@ def main(args):
) )
x_offset += bar_width x_offset += bar_width
path = str('rslt/bgt_cmp/' + d) path = str('../../rslt/bgt_cmp/' + d)
# Plot legend # Plot legend
lmdk_lib.plot_legend() lmdk_lib.plot_legend()
# # Show plot # # Show plot