AutoMLのログにモデルをセーブする際にパラメーターを表示する機能追加を先日してあったのですが、それをパクってみようかと(笑)
NumberOfLeaves: 9000
NumberOfIterations: 1,500
LearningRate: 0.003
MaximumBinCountPerFeature: 399
MinimumExampleCountPerLeaf: 23
SubsampleFraction: 0.025
FeatureFraction: 0.980
L2Regularization: 0.500
モデルのRMSE 2.0384で
| 183R | 1点 | 芝(129R) | ダート(54R) | 8頭以下(28R) | 9～12頭(68R) | 13頭以上(87R) | 多点 |
| 単勝 | 24.59% (100.66%) |
25.58% (109.46%) |
22.22% (79.63%) |
35.71% (82.50%) |
30.88% (133.09%) |
16.09% (81.15%) |
48.63% (68.94%) |
| 複勝 | 51.91% (97.92%) |
49.61% (90.93%) |
57.41% (114.63%) |
60.71% (83.21%) |
55.88% (101.47%) |
45.98% (99.89%) |
81.42% (84.37%) |
| 枠連 | 9.52% (107.55%) |
11.34% (150.10%) |
6.00% (25.00%) |
-- (--) |
16.18% (168.68%) |
3.45% (49.89%) |
24.49% (105.28%) |
| 馬連 | 7.65% (98.25%) |
9.30% (131.24%) |
3.70% (19.44%) |
21.43% (151.07%) |
8.82% (139.71%) |
2.30% (48.85%) |
19.13% (106.27%) |
| ワイド | 18.58% (99.62%) |
19.38% (76.20%) |
16.67% (155.56%) |
39.29% (113.93%) |
20.59% (85.29%) |
10.34% (106.21%) |
38.25% (100.00%) |
| 馬単 | 4.92% (122.40%) |
5.43% (161.63%) |
3.70% (28.70%) |
14.29% (181.43%) |
5.88% (241.18%) |
1.15% (10.57%) |
19.13% (105.73%) |
| 三連複 | 4.92% (108.03%) |
4.65% (70.23%) |
5.56% (198.33%) |
7.14% (177.86%) |
5.88% (60.00%) |
3.45% (123.10%) |
10.93% (76.99%) |
| 三連単 | 2.19% (193.77%) |
2.33% (212.79%) |
1.85% (148.33%) |
7.14% (534.29%) |
1.47% (183.68%) |
1.15% (92.07%) |
10.93% (57.91%) |
| 総合 | 53.55% (116.24%) |
51.94% (124.53%) |
57.41% (96.87%) |
60.71% (189.18%) |
60.29% (139.14%) |
45.98% (76.47%) |
81.42% (75.61%) |
で、まあ、基本的には似てる事は似てるけど、通常用走破タイム学習にも試すとそのままではOOMでしたorz 少し抑えて
NumberOfLeaves: 2048
NumberOfIterations: 1,500
LearningRate: 0.003
MaximumBinCountPerFeature: 399
MinimumExampleCountPerLeaf: 100
SubsampleFraction: 0.100
FeatureFraction: 0.980
L2Regularization: 0.500
とするとRMSE 1.6526で
| 2,427R | 1点 | 芝(1,149R) | ダート(1,189R) | 障害(89R) | 8頭以下(129R) | 9～12頭(597R) | 13頭以上(1,701R) | 多点 |
| 単勝 | 20.07% (70.88%) |
18.80% (74.97%) |
20.86% (65.71%) |
25.84% (87.08%) |
32.56% (78.06%) |
20.10% (57.14%) |
19.11% (75.16%) |
47.88% (76.86%) |
| 複勝 | 49.61% (81.13%) |
45.52% (77.94%) |
53.24% (84.03%) |
53.93% (83.71%) |
61.24% (86.98%) |
53.94% (81.19%) |
47.21% (80.67%) |
85.13% (81.38%) |
| 枠連 | 11.31% (74.13%) |
7.57% (59.33%) |
14.50% (87.25%) |
12.66% (72.03%) |
-- (--) |
12.90% (80.69%) |
10.11% (67.61%) |
25.72% (79.48%) |
| 馬連 | 7.91% (67.01%) |
5.05% (52.28%) |
10.43% (79.26%) |
11.24% (93.60%) |
14.73% (63.72%) |
10.05% (88.61%) |
6.64% (59.68%) |
18.54% (67.49%) |
| ワイド | 20.27% (77.05%) |
15.84% (67.57%) |
24.31% (86.25%) |
23.60% (76.40%) |
34.88% (75.74%) |
24.79% (89.90%) |
17.58% (72.63%) |
39.31% (78.52%) |
| 馬単 | 4.08% (59.40%) |
2.26% (47.68%) |
5.63% (68.10%) |
6.74% (94.61%) |
10.08% (102.02%) |
5.03% (78.26%) |
3.29% (49.55%) |
18.54% (66.81%) |
| 三連複 | 5.03% (68.12%) |
3.57% (59.21%) |
6.31% (74.71%) |
6.74% (95.06%) |
10.85% (69.77%) |
6.53% (85.93%) |
4.06% (61.74%) |
12.86% (65.70%) |
| 三連単 | 1.15% (58.92%) |
0.44% (45.44%) |
1.85% (74.76%) |
1.12% (21.35%) |
3.10% (128.99%) |
1.68% (70.84%) |
0.82% (49.42%) |
12.86% (62.07%) |
| 総合 | 50.76% (69.53%) |
46.39% (60.57%) |
54.75% (77.45%) |
53.93% (78.06%) |
62.79% (86.47%) |
55.28% (79.07%) |
48.27% (64.56%) |
85.33% (67.33%) |
これではまだまだな感じですね。で、ちょっと調整して
NumberOfLeaves: 512 NumberOfIterations: 1,500 LearningRate: 0.010 MaximumBinCountPerFeature: 399 MinimumExampleCountPerLeaf: 300 SubsampleFraction: 0.300 FeatureFraction: 0.980 L2Regularization: 0.500
だとRMSE 1.5971で
| 2,427R | 1点 | 芝(1,149R) | ダート(1,189R) | 障害(89R) | 8頭以下(129R) | 9～12頭(597R) | 13頭以上(1,701R) | 多点 |
| 単勝 | 19.53% (71.52%) |
19.15% (73.23%) |
19.93% (69.75%) |
19.10% (73.15%) |
26.36% (76.36%) |
21.27% (69.38%) |
18.40% (71.90%) |
46.89% (76.12%) |
| 複勝 | 49.07% (82.81%) |
45.26% (78.99%) |
52.99% (86.88%) |
46.07% (77.64%) |
56.59% (93.41%) |
54.10% (84.57%) |
46.74% (81.38%) |
83.68% (80.92%) |
| 枠連 | 10.77% (75.80%) |
9.49% (85.54%) |
12.11% (70.21%) |
7.59% (33.54%) |
-- (--) |
11.06% (70.90%) |
10.05% (73.19%) |
23.72% (70.70%) |
| 馬連 | 6.88% (72.04%) |
6.18% (75.66%) |
7.65% (70.60%) |
5.62% (44.72%) |
14.73% (99.38%) |
7.20% (68.81%) |
6.17% (71.11%) |
17.88% (65.14%) |
| ワイド | 19.12% (80.82%) |
16.45% (76.34%) |
21.78% (87.22%) |
17.98% (53.26%) |
34.11% (80.78%) |
20.44% (74.79%) |
17.52% (82.95%) |
38.20% (78.41%) |
| 馬単 | 3.54% (65.43%) |
3.31% (76.28%) |
3.87% (58.46%) |
2.25% (18.65%) |
7.75% (73.72%) |
4.02% (53.58%) |
3.06% (68.97%) |
17.88% (63.50%) |
| 三連複 | 4.70% (78.94%) |
4.09% (81.84%) |
5.21% (77.01%) |
5.62% (67.30%) |
15.50% (123.26%) |
5.53% (72.36%) |
3.59% (77.88%) |
11.70% (65.49%) |
| 三連単 | 0.95% (68.81%) |
1.13% (103.38%) |
0.76% (38.96%) |
1.12% (21.35%) |
5.43% (288.99%) |
1.17% (65.08%) |
0.53% (53.42%) |
11.70% (60.32%) |
| 総合 | 50.60% (74.51%) |
46.91% (81.33%) |
54.42% (69.88%) |
47.19% (48.92%) |
60.47% (119.41%) |
55.11% (69.94%) |
48.27% (72.60%) |
83.85% (65.35%) |
なんだが、今日はもう遅いので寝ます。また継続してやらなきゃです。
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