set xlim and ylim by parameter
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112003dd2d
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831ba946d6
@ -4,7 +4,7 @@
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. ./path.sh
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. ./path.sh
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stage=0
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stage=3
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stop_stage=4
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stop_stage=4
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num_keywords=1
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num_keywords=1
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@ -14,7 +14,7 @@ norm_var=true
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gpus="0"
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gpus="0"
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checkpoint=
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checkpoint=
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dir=exp/ds_tcn
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dir=exp/ds_tcn_specargument
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num_average=30
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num_average=30
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score_checkpoint=$dir/avg_${num_average}.pt
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score_checkpoint=$dir/avg_${num_average}.pt
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@ -109,7 +109,11 @@ if [ ${stage} -le 3 ] && [ ${stop_stage} -ge 3 ]; then
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python kws/bin/plot_det_curve.py \
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python kws/bin/plot_det_curve.py \
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--keywords 'Hey_Snips' \
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--keywords 'Hey_Snips' \
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--stats_dir $result_dir \
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--stats_dir $result_dir \
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--figure_file $result_dir/det.png
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--figure_file $result_dir/det.png \
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--xlim 10 \
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--x_step 2 \
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--ylim 10 \
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--y_step 2
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fi
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fi
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@ -25,16 +25,22 @@ def load_stats_file(stats_file):
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for line in fin:
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for line in fin:
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arr = line.strip().split()
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arr = line.strip().split()
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threshold, fa_per_hour, frr = arr
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threshold, fa_per_hour, frr = arr
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values.append([float(fa_per_hour), float(frr)])
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values.append([float(fa_per_hour), float(frr) * 100])
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values.reverse()
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values.reverse()
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return np.array(values)
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return np.array(values)
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def plot_det_curve(keywords, stats_dir, figure_file):
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def plot_det_curve(
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keywords,
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stats_dir,
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figure_file,
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xlim,
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x_step,
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ylim,
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y_step):
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plt.figure(dpi=200)
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plt.figure(dpi=200)
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plt.rcParams['xtick.direction'] = 'in'
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plt.rcParams['xtick.direction'] = 'in'
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plt.rcParams['ytick.direction'] = 'in'
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plt.rcParams['ytick.direction'] = 'in'
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plt.rcParams['text.usetex'] = True
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plt.rcParams['font.size'] = 12
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plt.rcParams['font.size'] = 12
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for index, keyword in enumerate(keywords):
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for index, keyword in enumerate(keywords):
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@ -42,11 +48,10 @@ def plot_det_curve(keywords, stats_dir, figure_file):
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values = load_stats_file(stats_file)
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values = load_stats_file(stats_file)
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plt.plot(values[:, 0], values[:, 1], label=keyword)
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plt.plot(values[:, 0], values[:, 1], label=keyword)
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plt.xlim([0, 5])
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plt.xlim([0, xlim])
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plt.ylim([0, 0.35])
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plt.ylim([0, ylim])
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plt.xticks([0, 1, 2, 3, 4, 5], ['0', '1', '2', '3', '4', '5'])
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plt.xticks(range(0, xlim + x_step, x_step))
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plt.yticks([0, 0.05, 0.10, 0.15, 0.20, 0.25, 0.30, 0.35],
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plt.yticks(range(0, ylim + y_step, y_step))
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['0', '5', '10', '15', '20', '25', '30', '35'])
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plt.xlabel('False Alarm Per Hour')
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plt.xlabel('False Alarm Per Hour')
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plt.ylabel('False Rejection Rate (\\%)')
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plt.ylabel('False Rejection Rate (\\%)')
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plt.grid(linestyle='--')
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plt.grid(linestyle='--')
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@ -67,8 +72,21 @@ if __name__ == '__main__':
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'--figure_file',
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'--figure_file',
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required=True,
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required=True,
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help='path to save det curve')
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help='path to save det curve')
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parser.add_argument('--xlim', required=True, help='range of X-axis')
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parser.add_argument('--x_step', required=True, help='step of X-axis')
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parser.add_argument('--ylim', required=True, help='range of Y-axis')
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parser.add_argument('--y_step', required=True, help='step of Y-axis')
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args = parser.parse_args()
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args = parser.parse_args()
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keywords = args.keywords.strip().split(', ')
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keywords = args.keywords.strip().split(', ')
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plot_det_curve(keywords, args.stats_dir, args.figure_file)
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xlim, x_step, ylim, y_step = map(
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int, [args.xlim, args.x_step, args.ylim, args.y_step])
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plot_det_curve(
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keywords,
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args.stats_dir,
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args.figure_file,
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xlim,
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x_step,
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ylim,
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y_step)
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