MeCo/notebooks_201/op_strength_src.csv

1	edge\op	none	skip_connect	nor_conv_1x1	nor_conv_3x3	avg_pool_3x3
2	acc	77.36±22.55	83.81±10.64	86.38±9.1	87.32±9.17	81.02±11.85
3	discrete acc darts	83.42	84.1	72	76.35	39.66
4	dartspt	85.43	17.02	78.13	59.09	85.34
5	zc pt	3455.233646	3449.898772	3449.538363	3441.815563	3461.179476	3
6	discrete zc	3331.007285	3445.489455	3366.877065	3437.551079	3423.180255
7	alpha	0.0758	0.7742	0.05	0.0761	0.024
8	best-acc	94.15	94.18	94.44	94.68	93.86
9	alpha-60	0.1387	0.4758	0.1296	0.181	0.0748
10	tenaspt	38.5	48.0	31.0	6.0	37.5
11	synflow	1.9286723850908796e+31	7.990282869734622e+30	1.2421187150331997e+30	9.438907569335487e+26	8.191504786187086e+30
12	synflow_disc	4.639162000716631e+21	1.4975281050055959e+26	4.2221622054263117e+30	1.9475517523688712e+36	1.5075022033622535e+26
13	best_nwot	1702.1967536035393	1773.1779654806287	1793.8140278364453	1792.8682630835763	1761.1262357119376
14	best_synflow	5.784248799475683e+39	1.4769546208886953e+44	6.658953754065702e+49	5.1987025703231504e+39	1.9928388494681343e+35
15	zc-pt-post	3067.0476	3055.9404	3059.8901	3060.4536	3073.5583
16	zc-disc-post	2942.267	3068.6416	3009.5847	3028.1794	3031.4248
17
18	acc	80.03 ±19.38	83.11 ±12.81	85.23 ±11.0	85.99±11.1	81.52±13.06
19	discrete acc darts	85.12	83.39	76.72	81.34	84.38
20	dartspt	85.52	36.1	84.39	80.95	85.49
21	zc pt	3452.145851	3448.696318	3441.809174	3440.652631	3453.739943	3
22	discrete zc	3429.074707	3435.750274	3407.872847	3434.584512	3421.442414
23	alpha	0.0629	0.813	0.039	0.0579	0.0269
24	best-acc	94.24	94.16	94.49	94.68	94.09
25	alpha-60	0.1236	0.5535	0.11	0.1249	0.088
26	tenaspt	7.0	55.0	10.0	15.0	39.0
27	synflow	3.116079880492518e+30	2.5018418732419554e+30	1.4274537256246266e+30	3.138287824323275e+29	2.5693894962958226e+30
28	synflow_disc	5.615386425664938e+28	2.340336657109326e+29	1.9258305801684058e+30	3.012759514473006e+32	2.2897138361934977e+29
29	best_nwot	1765.3743820515451	1770.8436009213751	1791.917305624048	1793.8140278364453	1763.877253730585
30	best_synflow	1.9424580089849912e+49	2.764587447411338e+49	6.658953754065702e+49	2.0353792445711388e+49	1.4435653786128956e+49
31	zc-pt-post	3067.0476	3058.9197	3048.8745	3051.2664	3066.668
32	zc-disc-post	3020.0203	3052.1936	3026.2217	3022.0935	3029.2
33
34	acc	82.9±14.68	82.44 ±14.25	84.05 ±13.19	84.49 ±13.21	81.98 ±14.54
35	discrete acc darts	85.96	85.18	54.02	78.41	84.88
36	dartspt	85.51	80.29	81.86	77.68	85.32
37	zc pt	3446.521007	3447.612434	3435.455206	3436.396744	3449.275466	2
38	discrete zc	3428.795464	3423.361285	3440.925616	3437.286935	3416.891544
39	alpha	0.3339	0.4742	0.061	0.0774	0.0534
40	best-acc	94.25	94.43	94.49	94.68	94.19
41	alpha-60	0.2403	0.3297	0.1495	0.1748	0.1056
42	tenaspt	31.5	10.0	30.0	16.5	36.5
43	synflow	1.0312338471669537e+31	4.9191575008661263e+30	1.4241158958667068e+30	1.0282498082879338e+28	5.038622256524752e+30
44	synflow_disc	1.6980829611704765e+25	3.3199508659283994e+27	3.3825056097270114e+30	1.2059727722928161e+35	3.279653417965715e+27
45	best_nwot	1764.51075805859	1764.116749555202	1793.8140278364453	1792.8239766388833	1764.1848313456592
46	best_synflow	8.376122028137071e+41	1.0615041036082487e+45	6.658953754065702e+49	8.399427750574918e+41	2.5270360875229e+39
47	zc-pt-post	3067.0476	3068.708	3056.3506	3047.9695	3071.3577
48	zc-disc-post	3044.023	3033.0627	3032.825	3052.0688	3023.2302
49
50	acc	74.02 ±26.1	85.17 ±7.59	87.3 ±2.48	88.28 ±2.06	81.38 ±8.91
51	discrete acc darts	66.18	85.38	78.8	81.59	82.89
52	dartspt	85.49	9.86	81.79	59.18	85.48
53	zc pt	3453.805194	3435.985406	3444.044047	3445.595326	3447.067855	1
54	discrete zc	3408.990502	3464.050741	3359.888463	3382.1755	3431.805571
55	alpha	0.0267	0.8163	0.0471	0.0904	0.0194
56	best-acc	94.16	94.68	94.03	94.04	93.85
57	alpha-60	0.0636	0.6513	0.0826	0.1335	0.0691
58	tenaspt	34.0	44.0	53.5	23.0	30.0
59	synflow	2.0042808467776213e+30	1.9513599734483263e+30	1.5188352495143643e+30	7.704103863066581e+29	1.9536326167605112e+30
60	synflow_disc	4.3050000047616484e+29	7.635399455155384e+29	1.5949429556375966e+30	1.4519088590209463e+31	7.345232988374157e+29
61	best_nwot	1766.5481959337162	1769.1683503033412	1793.8140278364453	1792.8682630835763	1765.1445530390838
62	best_synflow	5.90523769961745e+49	6.344766865099622e+49	6.571181309028854e+49	6.57509920946309e+49	6.658953754065702e+49
63	zc-pt-post	3067.0476	3032.6658	3058.9646	3059.2861	3047.1965
64	zc-disc-post	2975.976	3130.7397	3008.5625	3009.341	3086.3398
65
66	acc	80.14 ±19.52	83.05 ±12.74	85.09 ±11.17	85.7 ±11.18	81.89 ±12.98
67	discrete acc darts	86.44	84.75	80.23	80.46	80.13
68	dartspt	85.45	51.15	78.84	64.64	85.14
69	zc pt	3451.055723	3449.796894	3442.625354	3441.131751	3453.311493	3
70	discrete zc	3433.98773	3435.573458	3424.470031	3431.143217	3423.153213
71	alpha	0.0857	0.7082	0.0716	0.0946	0.0399
72	best-acc	94.29	94.18	94.56	94.68	94.23
73	alpha-60	0.1183	0.48	0.1305	0.1732	0.0979
74	tenaspt	32.0	32.5	36.5	32.0	52.0
75	synflow	3.165975343348193e+30	2.4302742111297496e+30	1.4853908452542004e+30	2.868307126123347e+29	2.6891361283692336e+30
76	synflow_disc	5.5202846896598e+28	2.4896852024898197e+29	2.1810394989246777e+30	2.9482018739806336e+32	2.2732178076450144e+29
77	best_nwot	1752.024924623228	1793.8140278364453	1786.3402409418215	1785.0294182838636	1781.9741301640186
78	best_synflow	1.8865959738805548e+49	2.593134717306188e+49	6.658953754065702e+49	2.021273089103704e+49	1.6187260144154453e+49
79	zc-pt-post	3067.0476	3060.9983	3057.1006	3054.3428	3066.2087
80	zc-disc-post	3037.8726	3055.4219	3027.6638	3024.3271	3037.8108
81
82	acc	77.61 ±22.16	83.43 ±11.34	86.18 ±9.08	86.95 ±9.02	81.74 ±11.79
83	discrete acc darts	86.28	82.69	77.13	76.8	81.99
84	dartspt	85.54	32.43	81.04	72.75	85.51
85	zc pt	3450.967554	3448.211459	3440.79926	3443.240243	3452.989921	2
86	discrete zc	3434.421701	3437.661196	3418.572637	3397.51709	3424.166157
87	alpha	0.1554	0.7029	0.0538	0.0598	0.028
88	best-acc	94.05	94.16	94.68	94.56	94.1
89	alpha-60	0.1648	0.4853	0.1223	0.1397	0.088
90	tenaspt	38.5	16.0	20.0	17.0	27.5
91	synflow	1.9460309216168614e+31	8.014786854561015e+30	1.1851807660289746e+30	8.96867143875011e+26	7.75842932776677e+30
92	synflow_disc	4.777733726551756e+21	1.4572459237815469e+26	3.8590321292364994e+30	1.8898449210848245e+36	1.5222938895812008e+26
93	best_nwot	1761.8789642379636	1769.103803678444	1793.8140278364453	1792.8239766388833	1761.9145207476113
94	best_synflow	5.776473195639679e+39	1.4672616553030765e+44	6.658953754065702e+49	5.480408193532999e+39	1.9606567871518125e+35
95	zc-pt-post	3067.0476	3063.1135	3058.818	3064.5405	3070.7593
96	zc-disc-post	3061.6133	3063.294	3038.05	3012.938	3042.5535