GPT-J 6B Smart Contract

This model is a fine-tuned version of EleutherAI/gpt-j-6B on the andstor/smart_contracts inflated_plain_text dataset.

Model Details

Model Sources

Repository: https://github.com/andstor/smart-contract-code-generation
Paper: https://arxiv.org/abs/2309.09826

Training procedure

Training hyperparameters

The following hyperparameters were used during training:

learning_rate: 5e-05
train_batch_size: 1
eval_batch_size: 1
seed: 42
distributed_type: multi-GPU
num_devices: 10
gradient_accumulation_steps: 16
total_train_batch_size: 160
total_eval_batch_size: 10
optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
lr_scheduler_type: linear
num_epochs: 2.0

Training results

Training Loss	Epoch	Step	Accuracy	Validation Loss
1.1396	0.0	5	0.7909	1.0731
0.8856	0.0	10	0.8272	0.7943
0.7564	0.0	15	0.8427	0.7163
0.5681	0.0	20	0.8498	0.6742
0.5674	0.01	25	0.8562	0.6458
0.6656	0.01	30	0.8602	0.6279
0.6199	0.01	35	0.8627	0.6165
0.7207	0.01	40	0.8643	0.6067
0.6608	0.01	45	0.8668	0.5956
0.602	0.01	50	0.8686	0.5887
0.5217	0.01	55	0.8699	0.5838
0.5526	0.01	60	0.8711	0.5777
0.5684	0.02	65	0.8721	0.5735
0.6025	0.02	70	0.8723	0.5736
0.5057	0.02	75	0.8726	0.5763
0.609	0.02	80	0.8724	0.5706
0.5594	0.02	85	0.8732	0.5716
0.5281	0.02	90	0.8740	0.5671
0.6217	0.02	95	0.8744	0.5617
0.4738	0.02	100	0.8753	0.5559
0.5615	0.03	105	0.8757	0.5545
0.5311	0.03	110	0.8767	0.5487
0.4867	0.03	115	0.8770	0.5487
0.5637	0.03	120	0.8767	0.5494
0.6098	0.03	125	0.8774	0.5459
0.576	0.03	130	0.8779	0.5423
0.7012	0.03	135	0.8775	0.5436
0.628	0.03	140	0.8782	0.5420
0.4434	0.03	145	0.8786	0.5384
0.5825	0.04	150	0.8788	0.5371
0.5849	0.04	155	0.8793	0.5362
0.5051	0.04	160	0.8797	0.5356
0.4696	0.04	165	0.8798	0.5355
0.4933	0.04	170	0.8797	0.5360
0.5299	0.04	175	0.8801	0.5325
0.5464	0.04	180	0.8802	0.5350
0.5204	0.04	185	0.8810	0.5286
0.5372	0.05	190	0.8812	0.5251
0.4914	0.05	195	0.8811	0.5250
0.4866	0.05	200	0.8824	0.5228
0.6138	0.05	205	0.8827	0.5207
0.5335	0.05	210	0.8824	0.5209
0.4029	0.05	215	0.8838	0.5160
0.4447	0.05	220	0.8840	0.5130
0.5293	0.05	225	0.8846	0.5102
0.562	0.05	230	0.8846	0.5102
0.4828	0.06	235	0.8846	0.5098
0.3865	0.06	240	0.8844	0.5079
0.4911	0.06	245	0.8856	0.5067
0.4422	0.06	250	0.8860	0.5062
0.4675	0.06	255	0.8860	0.5036
0.4614	0.06	260	0.8859	0.5027
0.5457	0.06	265	0.8859	0.5020
0.3967	0.06	270	0.8866	0.5007
0.4961	0.07	275	0.8868	0.5006
0.5543	0.07	280	0.8870	0.4974
0.5842	0.07	285	0.8867	0.4965
0.4688	0.07	290	0.8868	0.4975
0.4866	0.07	295	0.8871	0.4951
0.4883	0.07	300	0.8869	0.4958
0.4509	0.07	305	0.8878	0.4923
0.519	0.07	310	0.8881	0.4925
0.534	0.08	315	0.8879	0.4920
0.4848	0.08	320	0.8880	0.4918
0.4249	0.08	325	0.8864	0.4961
0.4578	0.08	330	0.8866	0.4947
0.4331	0.08	335	0.8875	0.4934
0.4532	0.08	340	0.8885	0.4903
0.5465	0.08	345	0.8889	0.4891
0.4686	0.08	350	0.8885	0.4894
0.6378	0.08	355	0.8883	0.4894
0.4753	0.09	360	0.8887	0.4886
0.4393	0.09	365	0.8892	0.4875
0.4128	0.09	370	0.8895	0.4853
0.5737	0.09	375	0.8899	0.4835
0.4841	0.09	380	0.8895	0.4834
0.4919	0.09	385	0.8900	0.4816
0.4026	0.09	390	0.8909	0.4791
0.4953	0.09	395	0.8908	0.4790
0.5433	0.1	400	0.8906	0.4800
0.4153	0.1	405	0.8910	0.4792
0.399	0.1	410	0.8907	0.4787
0.513	0.1	415	0.8910	0.4765
0.4672	0.1	420	0.8916	0.4751
0.4575	0.1	425	0.8916	0.4751
0.4888	0.1	430	0.8917	0.4729
0.4701	0.1	435	0.8917	0.4724
0.4972	0.1	440	0.8925	0.4709
0.4711	0.11	445	0.8918	0.4720
0.5003	0.11	450	0.8925	0.4724
0.46	0.11	455	0.8921	0.4725
0.3658	0.11	460	0.8920	0.4729
0.4345	0.11	465	0.8921	0.4722
0.4689	0.11	470	0.8931	0.4687
0.4941	0.11	475	0.8929	0.4701
0.386	0.11	480	0.8931	0.4704
0.5052	0.12	485	0.8930	0.4700
0.4768	0.12	490	0.8935	0.4661
0.4967	0.12	495	0.8932	0.4671
0.4057	0.12	500	0.8941	0.4641
0.4944	0.12	505	0.8940	0.4615
0.4691	0.12	510	0.8938	0.4611
0.4784	0.12	515	0.8950	0.4581
0.4488	0.12	520	0.8955	0.4572
0.5532	0.13	525	0.8950	0.4570
0.4322	0.13	530	0.8950	0.4579
0.481	0.13	535	0.8953	0.4571
0.4528	0.13	540	0.8954	0.4581
0.34	0.13	545	0.8957	0.4592
0.4399	0.13	550	0.8952	0.4578
0.3838	0.13	555	0.8955	0.4556
0.4119	0.13	560	0.8956	0.4556
0.4569	0.13	565	0.8960	0.4550
0.4689	0.14	570	0.8961	0.4534
0.4452	0.14	575	0.8964	0.4520
0.4862	0.14	580	0.8966	0.4510
0.4675	0.14	585	0.8968	0.4501
0.4747	0.14	590	0.8976	0.4494
0.4755	0.14	595	0.8978	0.4480
0.4008	0.14	600	0.8974	0.4481
0.3851	0.14	605	0.8978	0.4465
0.399	0.15	610	0.8974	0.4481
0.3267	0.15	615	0.8980	0.4467
0.4899	0.15	620	0.8977	0.4458
0.4122	0.15	625	0.8976	0.4466
0.3846	0.15	630	0.8977	0.4483
0.5573	0.15	635	0.8979	0.4477
0.5101	0.15	640	0.8984	0.4448
0.4662	0.15	645	0.8984	0.4439
0.4653	0.15	650	0.8985	0.4445
0.4773	0.16	655	0.8982	0.4439
0.4602	0.16	660	0.8988	0.4421
0.3631	0.16	665	0.8988	0.4415
0.4181	0.16	670	0.8986	0.4457
0.3927	0.16	675	0.8986	0.4425
0.436	0.16	680	0.8985	0.4412
0.4274	0.16	685	0.8987	0.4420
0.4601	0.16	690	0.8982	0.4431
0.4557	0.17	695	0.8988	0.4410
0.4292	0.17	700	0.8991	0.4384
0.4435	0.17	705	0.8991	0.4364
0.4691	0.17	710	0.9000	0.4343
0.5361	0.17	715	0.8997	0.4344
0.4795	0.17	720	0.8994	0.4350
0.5514	0.17	725	0.8995	0.4343
0.4268	0.17	730	0.8989	0.4366
0.4569	0.18	735	0.9001	0.4340
0.4735	0.18	740	0.9002	0.4311
0.4592	0.18	745	0.9004	0.4306
0.4661	0.18	750	0.9002	0.4313
0.4112	0.18	755	0.9003	0.4304
0.5143	0.18	760	0.9005	0.4294
0.4737	0.18	765	0.9010	0.4281
0.4807	0.18	770	0.9008	0.4309
0.4558	0.18	775	0.9006	0.4305
0.6032	0.19	780	0.9013	0.4272
0.422	0.19	785	0.9017	0.4250
0.5989	0.19	790	0.9020	0.4254
0.4704	0.19	795	0.9022	0.4230
0.5363	0.19	800	0.9016	0.4242
0.4143	0.19	805	0.9020	0.4247
0.4614	0.19	810	0.9020	0.4247
0.4258	0.19	815	0.9017	0.4237
0.442	0.2	820	0.9015	0.4241
0.4127	0.2	825	0.9017	0.4236
0.4019	0.2	830	0.9022	0.4243
0.435	0.2	835	0.9019	0.4242
0.466	0.2	840	0.9022	0.4233
0.4535	0.2	845	0.9024	0.4233
0.3872	0.2	850	0.9026	0.4226
0.348	0.2	855	0.9025	0.4214
0.37	0.21	860	0.9026	0.4214
0.5185	0.21	865	0.9026	0.4212
0.3814	0.21	870	0.9032	0.4188
0.3347	0.21	875	0.9031	0.4190
0.4112	0.21	880	0.9034	0.4204
0.3993	0.21	885	0.9038	0.4180
0.3632	0.21	890	0.9033	0.4177
0.3992	0.21	895	0.9020	0.4234
0.4703	0.21	900	0.9025	0.4209
0.4135	0.22	905	0.9024	0.4241
0.5147	0.22	910	0.9025	0.4227
0.4444	0.22	915	0.9024	0.4209
0.4489	0.22	920	0.9024	0.4193
0.4362	0.22	925	0.9022	0.4216
0.4419	0.22	930	0.9028	0.4195
0.3655	0.22	935	0.9024	0.4203
0.5449	0.22	940	0.9028	0.4205
0.5756	0.23	945	0.9029	0.4190
0.3837	0.23	950	0.9035	0.4189
0.3434	0.23	955	0.9032	0.4191
0.4796	0.23	960	0.9036	0.4185
0.5225	0.23	965	0.9036	0.4188
0.489	0.23	970	0.9038	0.4166
0.3545	0.23	975	0.9036	0.4178
0.3714	0.23	980	0.9038	0.4154
0.5376	0.23	985	0.9039	0.4150
0.3798	0.24	990	0.9041	0.4134
0.4418	0.24	995	0.9044	0.4148
0.5641	0.24	1000	0.9048	0.4129
0.5352	0.24	1005	0.9047	0.4129
0.3862	0.24	1010	0.9045	0.4115
0.516	0.24	1015	0.9048	0.4122
0.4326	0.24	1020	0.9051	0.4118
0.4739	0.24	1025	0.9055	0.4096
0.4717	0.25	1030	0.9053	0.4122
0.4075	0.25	1035	0.9055	0.4109
0.3884	0.25	1040	0.9053	0.4107
0.3957	0.25	1045	0.9058	0.4102
0.3755	0.25	1050	0.9057	0.4098
0.4517	0.25	1055	0.9058	0.4084
0.4568	0.25	1060	0.9054	0.4084
0.4745	0.25	1065	0.9055	0.4087
0.4675	0.26	1070	0.9054	0.4093
0.3712	0.26	1075	0.9054	0.4082
0.4439	0.26	1080	0.9053	0.4082
0.3722	0.26	1085	0.9058	0.4071
0.426	0.26	1090	0.9061	0.4066
0.4598	0.26	1095	0.9056	0.4073
0.3514	0.26	1100	0.9057	0.4064
0.3568	0.26	1105	0.9060	0.4058
0.4359	0.26	1110	0.9063	0.4056
0.508	0.27	1115	0.9061	0.4051
0.407	0.27	1120	0.9061	0.4068
0.4473	0.27	1125	0.9067	0.4034
0.5382	0.27	1130	0.9071	0.4009
0.3669	0.27	1135	0.9074	0.4011
0.4191	0.27	1140	0.9074	0.4022
0.4004	0.27	1145	0.9071	0.4013
0.4498	0.27	1150	0.9071	0.4011
0.4689	0.28	1155	0.9074	0.4000
0.2968	0.28	1160	0.9069	0.4003
0.4273	0.28	1165	0.9069	0.4015
0.5125	0.28	1170	0.9072	0.4007
0.4935	0.28	1175	0.9072	0.4006
0.535	0.28	1180	0.9070	0.4009
0.527	0.28	1185	0.9071	0.3990
0.3969	0.28	1190	0.9071	0.4013
0.3686	0.28	1195	0.9075	0.4002
0.4633	0.29	1200	0.9076	0.4007
0.4334	0.29	1205	0.9080	0.3995
0.5345	0.29	1210	0.9077	0.3998
0.3399	0.29	1215	0.9077	0.3982
0.3367	0.29	1220	0.9078	0.3991
0.3842	0.29	1225	0.9081	0.3999
0.3869	0.29	1230	0.9078	0.3994
0.4842	0.29	1235	0.9077	0.3990
0.4028	0.3	1240	0.9079	0.3993
0.4262	0.3	1245	0.9076	0.3987
0.3512	0.3	1250	0.9085	0.3969
0.3984	0.3	1255	0.9080	0.3971
0.5782	0.3	1260	0.9079	0.3972
0.4346	0.3	1265	0.9083	0.3970
0.3694	0.3	1270	0.9079	0.3982
0.3744	0.3	1275	0.9079	0.3966
0.4631	0.31	1280	0.9078	0.3975
0.4136	0.31	1285	0.9079	0.3983
0.3528	0.31	1290	0.9074	0.3982
0.3806	0.31	1295	0.9082	0.3965
0.4131	0.31	1300	0.9079	0.3965
0.4273	0.31	1305	0.9081	0.3957
0.4281	0.31	1310	0.9080	0.3960
0.3396	0.31	1315	0.9077	0.3955
0.2969	0.31	1320	0.9082	0.3961
0.4287	0.32	1325	0.9080	0.3952
0.4626	0.32	1330	0.9084	0.3950
0.3495	0.32	1335	0.9083	0.3957
0.4652	0.32	1340	0.9085	0.3939
0.5175	0.32	1345	0.9086	0.3943
0.3205	0.32	1350	0.9085	0.3946
0.3688	0.32	1355	0.9085	0.3959
0.4634	0.32	1360	0.9087	0.3947
0.4767	0.33	1365	0.9087	0.3944
0.4632	0.33	1370	0.9088	0.3941
0.3472	0.33	1375	0.9087	0.3947
0.4346	0.33	1380	0.9085	0.3947
0.4297	0.33	1385	0.9084	0.3946
0.3314	0.33	1390	0.9085	0.3957
0.4461	0.33	1395	0.9083	0.3941
0.3838	0.33	1400	0.9083	0.3942
0.3642	0.34	1405	0.9082	0.3958
0.3979	0.34	1410	0.9076	0.3973
0.3753	0.34	1415	0.9073	0.3984
0.5104	0.34	1420	0.9076	0.4000
0.408	0.34	1425	0.9078	0.4018
0.4956	0.34	1430	0.9078	0.3984
0.4853	0.34	1435	0.9074	0.3979
0.4134	0.34	1440	0.9074	0.3977
0.3041	0.34	1445	0.9074	0.3996
0.4082	0.35	1450	0.9074	0.3990
0.4237	0.35	1455	0.9074	0.3985
0.3697	0.35	1460	0.9076	0.3988
0.4965	0.35	1465	0.9077	0.3969
0.4543	0.35	1470	0.9075	0.3997
0.4202	0.35	1475	0.9072	0.3979
0.3297	0.35	1480	0.9070	0.3998
0.423	0.35	1485	0.9076	0.3988
0.362	0.36	1490	0.9077	0.3962
0.4224	0.36	1495	0.9082	0.3953
0.5528	0.36	1500	0.9079	0.3969
0.4647	0.36	1505	0.9080	0.3949
0.3414	0.36	1510	0.9083	0.3943
0.4023	0.36	1515	0.9082	0.3946
0.2595	0.36	1520	0.9084	0.3946
0.5041	0.36	1525	0.9081	0.3945
0.4841	0.36	1530	0.9082	0.3957
0.3287	0.37	1535	0.9080	0.3963
0.5081	0.37	1540	0.9079	0.3973
0.269	0.37	1545	0.9083	0.3965
0.4375	0.37	1550	0.9079	0.3982
0.4597	0.37	1555	0.9079	0.3959
0.4744	0.37	1560	0.9082	0.3960
0.4654	0.37	1565	0.9085	0.3947
0.4676	0.37	1570	0.9087	0.3944
0.3946	0.38	1575	0.9089	0.3944
0.4872	0.38	1580	0.9088	0.3926
0.4578	0.38	1585	0.9091	0.3915
0.3955	0.38	1590	0.9091	0.3958
0.282	0.38	1595	0.9091	0.3924
0.3801	0.38	1600	0.9083	0.3917
0.4477	0.38	1605	0.9089	0.3935
0.3797	0.38	1610	0.9086	0.3915
0.4562	0.39	1615	0.9089	0.3914
0.4077	0.39	1620	0.9085	0.3918
0.416	0.39	1625	0.9089	0.3912
0.4846	0.39	1630	0.9090	0.3920
0.3187	0.39	1635	0.9091	0.3920
0.4063	0.39	1640	0.9085	0.3910
0.378	0.39	1645	0.9090	0.3906
0.3378	0.39	1650	0.9087	0.3913
0.4142	0.39	1655	0.9086	0.3928
0.3916	0.4	1660	0.9091	0.3905
0.3863	0.4	1665	0.9091	0.3912
0.3606	0.4	1670	0.9092	0.3912
0.3853	0.4	1675	0.9089	0.3904
0.4351	0.4	1680	0.9089	0.3899
0.3491	0.4	1685	0.9091	0.3897
0.4534	0.4	1690	0.9093	0.3889
0.4066	0.4	1695	0.9094	0.3899
0.4234	0.41	1700	0.9100	0.3892
0.3738	0.41	1705	0.9102	0.3865
0.4234	0.41	1710	0.9102	0.3863
0.4237	0.41	1715	0.9100	0.3875
0.466	0.41	1720	0.9103	0.3863
0.4126	0.41	1725	0.9098	0.3855
0.3074	0.41	1730	0.9101	0.3842
0.3354	0.41	1735	0.9100	0.3855
0.457	0.41	1740	0.9102	0.3829
0.4388	0.42	1745	0.9103	0.3841
0.3759	0.42	1750	0.9104	0.3834
0.391	0.42	1755	0.9099	0.3841
0.4324	0.42	1760	0.9099	0.3841
0.4057	0.42	1765	0.9105	0.3846
0.4356	0.42	1770	0.9104	0.3851
0.3944	0.42	1775	0.9106	0.3834
0.3891	0.42	1780	0.9107	0.3839
0.4	0.43	1785	0.9105	0.3825
0.488	0.43	1790	0.9105	0.3828
0.4315	0.43	1795	0.9104	0.3823
0.3806	0.43	1800	0.9108	0.3823
0.4059	0.43	1805	0.9107	0.3837
0.4677	0.43	1810	0.9106	0.3835
0.4266	0.43	1815	0.9107	0.3845
0.4906	0.43	1820	0.9108	0.3832
0.414	0.44	1825	0.9107	0.3838
0.4437	0.44	1830	0.9107	0.3837
0.4444	0.44	1835	0.9112	0.3820
0.3462	0.44	1840	0.9114	0.3819
0.3947	0.44	1845	0.9119	0.3835
0.3542	0.44	1850	0.9115	0.3818
0.3683	0.44	1855	0.9118	0.3819
0.3858	0.44	1860	0.9115	0.3814
0.388	0.44	1865	0.9114	0.3813
0.4486	0.45	1870	0.9119	0.3786
0.4809	0.45	1875	0.9115	0.3808
0.3363	0.45	1880	0.9119	0.3786
0.4224	0.45	1885	0.9121	0.3789
0.4338	0.45	1890	0.9118	0.3789
0.3736	0.45	1895	0.9120	0.3778
0.4903	0.45	1900	0.9115	0.3791
0.4219	0.45	1905	0.9117	0.3786
0.3117	0.46	1910	0.9115	0.3794
0.4826	0.46	1915	0.9124	0.3808
0.4526	0.46	1920	0.9123	0.3791
0.4331	0.46	1925	0.9124	0.3768
0.4721	0.46	1930	0.9123	0.3782
0.4437	0.46	1935	0.9122	0.3766
0.4137	0.46	1940	0.9119	0.3772
0.4834	0.46	1945	0.9128	0.3761
0.4851	0.46	1950	0.9125	0.3771
0.414	0.47	1955	0.9125	0.3753
0.3176	0.47	1960	0.9126	0.3766
0.3921	0.47	1965	0.9125	0.3757
0.4182	0.47	1970	0.9123	0.3767
0.4734	0.47	1975	0.9124	0.3747
0.3793	0.47	1980	0.9119	0.3784
0.3063	0.47	1985	0.9125	0.3754
0.3833	0.47	1990	0.9127	0.3752
0.3111	0.48	1995	0.9126	0.3756
0.4632	0.48	2000	0.9124	0.3777
0.3724	0.48	2005	0.9126	0.3762
0.4315	0.48	2010	0.9126	0.3759
0.4274	0.48	2015	0.9128	0.3742
0.4137	0.48	2020	0.9126	0.3768
0.3714	0.48	2025	0.9127	0.3753
0.4729	0.48	2030	0.9126	0.3759
0.4326	0.49	2035	0.9122	0.3768
0.4496	0.49	2040	0.9123	0.3777
0.4754	0.49	2045	0.9118	0.3760
0.4413	0.49	2050	0.9121	0.3790
0.3533	0.49	2055	0.9127	0.3772
0.4828	0.49	2060	0.9123	0.3755
0.4535	0.49	2065	0.9123	0.3743
0.3634	0.49	2070	0.9123	0.3752
0.3815	0.49	2075	0.9132	0.3718
0.4539	0.5	2080	0.9127	0.3724
0.3815	0.5	2085	0.9133	0.3721
0.3514	0.5	2090	0.9130	0.3737
0.4236	0.5	2095	0.9129	0.3736
0.3421	0.5	2100	0.9128	0.3745
0.3478	0.5	2105	0.9126	0.3730
0.3564	0.5	2110	0.9131	0.3721
0.3595	0.5	2115	0.9130	0.3751
0.3967	0.51	2120	0.9134	0.3718
0.3647	0.51	2125	0.9119	0.3873
0.3763	0.51	2130	0.9114	0.3831
0.4565	0.51	2135	0.9115	0.3799
0.4633	0.51	2140	0.9127	0.3763
0.4942	0.51	2145	0.9126	0.3765
0.5061	0.51	2150	0.9115	0.3823
0.3829	0.51	2155	0.9117	0.3831
0.4056	0.52	2160	0.9119	0.3805
0.4312	0.52	2165	0.9121	0.3800
0.3695	0.52	2170	0.9124	0.3773
0.2989	0.52	2175	0.9127	0.3752
0.3605	0.52	2180	0.9132	0.3754
0.3437	0.52	2185	0.9133	0.3725
0.3916	0.52	2190	0.9133	0.3727
0.4558	0.52	2195	0.9134	0.3717
0.3391	0.52	2200	0.9145	0.3677
0.3218	0.53	2205	0.9147	0.3668
0.3815	0.53	2210	0.9152	0.3666
0.2637	0.53	2215	0.9154	0.3660
0.4007	0.53	2220	0.9151	0.3665
0.3915	0.53	2225	0.9147	0.3663
0.3649	0.53	2230	0.9149	0.3654
0.3285	0.53	2235	0.9150	0.3650
0.4982	0.53	2240	0.9152	0.3651
0.4248	0.54	2245	0.9153	0.3653
0.3963	0.54	2250	0.9137	0.3690
0.3527	0.54	2255	0.9140	0.3681
0.3891	0.54	2260	0.9141	0.3677
0.3809	0.54	2265	0.9139	0.3684
0.4964	0.54	2270	0.9135	0.3696
0.4231	0.54	2275	0.9136	0.3704
0.4455	0.54	2280	0.9139	0.3689
0.4045	0.54	2285	0.9132	0.3736
0.3931	0.55	2290	0.9137	0.3700
0.2651	0.55	2295	0.9141	0.3705
0.4648	0.55	2300	0.9147	0.3672
0.3164	0.55	2305	0.9141	0.3702
0.3558	0.55	2310	0.9151	0.3663
0.3505	0.55	2315	0.9152	0.3644
0.4165	0.55	2320	0.9154	0.3626
0.4864	0.55	2325	0.9157	0.3629
0.4674	0.56	2330	0.9156	0.3626
0.3644	0.56	2335	0.9151	0.3627
0.4053	0.56	2340	0.9156	0.3639
0.4025	0.56	2345	0.9153	0.3635
0.4221	0.56	2350	0.9154	0.3641
0.3673	0.56	2355	0.9153	0.3635
0.3612	0.56	2360	0.8895	0.4807
0.4464	0.56	2365	0.9061	0.4001
0.4379	0.57	2370	0.9094	0.3894
0.514	0.57	2375	0.9109	0.3838
0.3717	0.57	2380	0.9124	0.3770
0.549	0.57	2385	0.9126	0.3749
0.2984	0.57	2390	0.9129	0.3725
0.3412	0.57	2395	0.9139	0.3718
0.3741	0.57	2400	0.9138	0.3697
0.3953	0.57	2405	0.9141	0.3665
0.3921	0.57	2410	0.9151	0.3644
0.4296	0.58	2415	0.9149	0.3637
0.4469	0.58	2420	0.9148	0.3650
0.4127	0.58	2425	0.9147	0.3646
0.4096	0.58	2430	0.9151	0.3639
0.5045	0.58	2435	0.9148	0.3642
0.4282	0.58	2440	0.9147	0.3640
0.355	0.58	2445	0.9151	0.3635
0.3241	0.58	2450	0.9152	0.3610
0.4949	0.59	2455	0.9157	0.3607
0.3486	0.59	2460	0.9158	0.3591
0.3329	0.59	2465	0.9155	0.3597
0.401	0.59	2470	0.9156	0.3624
0.4202	0.59	2475	0.9149	0.3624
0.6367	0.59	2480	0.8943	0.4679
0.4915	0.59	2485	0.8920	0.4610
0.4961	0.59	2490	0.9048	0.4106
0.5682	0.59	2495	0.8844	0.4902
0.4837	0.6	2500	0.9038	0.4076
0.4287	0.6	2505	0.9082	0.3935
0.4545	0.6	2510	0.9091	0.3882
0.3691	0.6	2515	0.9109	0.3820
0.4282	0.6	2520	0.9118	0.3784
0.3502	0.6	2525	0.9123	0.3760
0.3942	0.6	2530	0.9127	0.3749
0.4156	0.6	2535	0.9132	0.3725
0.4976	0.61	2540	0.9133	0.3710
0.4109	0.61	2545	0.9134	0.3720
0.3797	0.61	2550	0.9131	0.3719
0.3725	0.61	2555	0.9137	0.3709
0.3272	0.61	2560	0.9139	0.3685
0.4414	0.61	2565	0.9145	0.3662
0.4208	0.61	2570	0.9140	0.3662
0.3284	0.61	2575	0.9148	0.3665
0.596	0.62	2580	0.9153	0.3652
0.3792	0.62	2585	0.9155	0.3635
0.3911	0.62	2590	0.9155	0.3647
0.4096	0.62	2595	0.9132	0.3728
0.3749	0.62	2600	0.9150	0.3646
0.3507	0.62	2605	0.9148	0.3636
0.4165	0.62	2610	0.9146	0.3625
0.3557	0.62	2615	0.9154	0.3650
0.4322	0.62	2620	0.9149	0.3630
0.3963	0.63	2625	0.9150	0.3627
0.3888	0.63	2630	0.9155	0.3635
0.2975	0.63	2635	0.9148	0.3614
0.3724	0.63	2640	0.9159	0.3613
0.4021	0.63	2645	0.9160	0.3604
0.4291	0.63	2650	0.9158	0.3591
0.4024	0.63	2655	0.9162	0.3595
0.3678	0.63	2660	0.9164	0.3578
0.3791	0.64	2665	0.9167	0.3567
0.4797	0.64	2670	0.9168	0.3560
0.3655	0.64	2675	0.9167	0.3554
0.3774	0.64	2680	0.9169	0.3547
0.3936	0.64	2685	0.9167	0.3547
0.3773	0.64	2690	0.9166	0.3558
0.4121	0.64	2695	0.9169	0.3553
0.4097	0.64	2700	0.9168	0.3552
0.4548	0.64	2705	0.9170	0.3577
0.3316	0.65	2710	0.9173	0.3539
0.3948	0.65	2715	0.9179	0.3533
0.4129	0.65	2720	0.9177	0.3525
0.3781	0.65	2725	0.9172	0.3532
0.3993	0.65	2730	0.9173	0.3543
0.4213	0.65	2735	0.9170	0.3537
0.5254	0.65	2740	0.9180	0.3512
0.3817	0.65	2745	0.9182	0.3511
0.3867	0.66	2750	0.9180	0.3504
0.3681	0.66	2755	0.9179	0.3512
0.4271	0.66	2760	0.9182	0.3496
0.3802	0.66	2765	0.9181	0.3507
0.3999	0.66	2770	0.9184	0.3491
0.3086	0.66	2775	0.9184	0.3499
0.4293	0.66	2780	0.9180	0.3488
0.4172	0.66	2785	0.9180	0.3497
0.2566	0.67	2790	0.9181	0.3489
0.3947	0.67	2795	0.9183	0.3494
0.3518	0.67	2800	0.9183	0.3491
0.4544	0.67	2805	0.9180	0.3496
0.4217	0.67	2810	0.9181	0.3500
0.4758	0.67	2815	0.9179	0.3511
0.3588	0.67	2820	0.9175	0.3517
0.4106	0.67	2825	0.9184	0.3508
0.2924	0.67	2830	0.9182	0.3499
0.334	0.68	2835	0.9180	0.3504
0.4219	0.68	2840	0.9179	0.3500
0.3801	0.68	2845	0.9179	0.3495
0.4393	0.68	2850	0.9179	0.3498
0.4521	0.68	2855	0.9177	0.3501
0.2881	0.68	2860	0.9179	0.3502
0.3326	0.68	2865	0.9179	0.3487
0.2619	0.68	2870	0.9184	0.3482
0.4018	0.69	2875	0.9189	0.3459
0.459	0.69	2880	0.9188	0.3466
0.2774	0.69	2885	0.9185	0.3447
0.3984	0.69	2890	0.9189	0.3443
0.3376	0.69	2895	0.9193	0.3448
0.4398	0.69	2900	0.9194	0.3434
0.3802	0.69	2905	0.9196	0.3434
0.3841	0.69	2910	0.9193	0.3443
0.3296	0.7	2915	0.9193	0.3453
0.4361	0.7	2920	0.9189	0.3455
0.4044	0.7	2925	0.9195	0.3454
0.3406	0.7	2930	0.9192	0.3435
0.4638	0.7	2935	0.9193	0.3433
0.3983	0.7	2940	0.9178	0.3500
0.4274	0.7	2945	0.9181	0.3495
0.3821	0.7	2950	0.9189	0.3471
0.395	0.7	2955	0.9186	0.3466
0.3783	0.71	2960	0.9190	0.3457
0.4282	0.71	2965	0.9190	0.3447
0.403	0.71	2970	0.9193	0.3445
0.3795	0.71	2975	0.9191	0.3448
0.3467	0.71	2980	0.9188	0.3445
0.3414	0.71	2985	0.9190	0.3441
0.3063	0.71	2990	0.9179	0.3470
0.3415	0.71	2995	0.9185	0.3490
0.3257	0.72	3000	0.9186	0.3464
0.3959	0.72	3005	0.9184	0.3480
0.3012	0.72	3010	0.9186	0.3465
0.3734	0.72	3015	0.9183	0.3475
0.3294	0.72	3020	0.9187	0.3463
0.3941	0.72	3025	0.9188	0.3464
0.416	0.72	3030	0.9188	0.3455
0.3738	0.72	3035	0.9187	0.3451
0.2789	0.72	3040	0.9190	0.3451
0.3495	0.73	3045	0.9187	0.3489
0.3979	0.73	3050	0.9182	0.3497
0.4193	0.73	3055	0.9183	0.3476
0.3658	0.73	3060	0.9189	0.3470
0.3911	0.73	3065	0.9189	0.3447
0.4377	0.73	3070	0.9194	0.3436
0.3843	0.73	3075	0.9190	0.3431
0.2917	0.73	3080	0.9197	0.3421
0.3937	0.74	3085	0.9203	0.3421
0.395	0.74	3090	0.9204	0.3407
0.3623	0.74	3095	0.9207	0.3394
0.3481	0.74	3100	0.9205	0.3404
0.3652	0.74	3105	0.9204	0.3403
0.3749	0.74	3110	0.9202	0.3437
0.361	0.74	3115	0.9201	0.3404
0.3941	0.74	3120	0.9202	0.3407
0.3494	0.75	3125	0.9202	0.3394
0.4395	0.75	3130	0.9204	0.3403
0.3914	0.75	3135	0.9202	0.3400
0.4374	0.75	3140	0.9203	0.3400
0.3534	0.75	3145	0.9203	0.3409
0.4606	0.75	3150	0.9201	0.3417
0.4362	0.75	3155	0.9202	0.3400
0.3411	0.75	3160	0.9203	0.3407
0.3767	0.75	3165	0.9204	0.3392
0.3552	0.76	3170	0.9208	0.3376
0.3946	0.76	3175	0.9206	0.3376
0.3686	0.76	3180	0.9205	0.3397
0.3835	0.76	3185	0.9208	0.3392
0.3805	0.76	3190	0.9205	0.3399
0.4004	0.76	3195	0.9202	0.3402
0.3291	0.76	3200	0.9199	0.3412
0.3793	0.76	3205	0.9199	0.3409
0.4094	0.77	3210	0.9203	0.3403
0.3153	0.77	3215	0.9205	0.3403
0.312	0.77	3220	0.9202	0.3399
0.3685	0.77	3225	0.9202	0.3398
0.3384	0.77	3230	0.9207	0.3386
0.4345	0.77	3235	0.9204	0.3386
0.3531	0.77	3240	0.9205	0.3388
0.3092	0.77	3245	0.9203	0.3382
0.4294	0.77	3250	0.9201	0.3396
0.385	0.78	3255	0.9200	0.3396
0.3234	0.78	3260	0.9202	0.3397
0.4166	0.78	3265	0.9202	0.3407
0.3512	0.78	3270	0.9203	0.3389
0.311	0.78	3275	0.9200	0.3395
0.4367	0.78	3280	0.9190	0.3437
0.3534	0.78	3285	0.9195	0.3411
0.466	0.78	3290	0.9193	0.3417
0.4362	0.79	3295	0.9195	0.3415
0.3768	0.79	3300	0.9195	0.3416
0.3637	0.79	3305	0.9198	0.3396
0.3437	0.79	3310	0.9205	0.3387
0.382	0.79	3315	0.9210	0.3368
0.3031	0.79	3320	0.9206	0.3368
0.3653	0.79	3325	0.9209	0.3373
0.3808	0.79	3330	0.9206	0.3382
0.3417	0.8	3335	0.9209	0.3380
0.3088	0.8	3340	0.9209	0.3369
0.4443	0.8	3345	0.9206	0.3371
0.3889	0.8	3350	0.9208	0.3358
0.3223	0.8	3355	0.9206	0.3372
0.3267	0.8	3360	0.9207	0.3373
0.3474	0.8	3365	0.9210	0.3365
0.354	0.8	3370	0.9209	0.3353
0.3205	0.8	3375	0.9213	0.3356
0.4358	0.81	3380	0.9209	0.3358
0.333	0.81	3385	0.9211	0.3352
0.4133	0.81	3390	0.9214	0.3344
0.3298	0.81	3395	0.9213	0.3345
0.4776	0.81	3400	0.9215	0.3348
0.3485	0.81	3405	0.9212	0.3347
0.4013	0.81	3410	0.9213	0.3358
0.2929	0.81	3415	0.9211	0.3347
0.3779	0.82	3420	0.9214	0.3344
0.3502	0.82	3425	0.9216	0.3332
0.3186	0.82	3430	0.9211	0.3345
0.4381	0.82	3435	0.9213	0.3340
0.3074	0.82	3440	0.9208	0.3347
0.45	0.82	3445	0.9212	0.3337
0.3127	0.82	3450	0.9210	0.3355
0.3162	0.82	3455	0.9209	0.3350
0.3711	0.83	3460	0.9205	0.3350
0.3637	0.83	3465	0.9207	0.3355
0.3153	0.83	3470	0.9213	0.3337
0.3364	0.83	3475	0.9209	0.3346
0.3621	0.83	3480	0.9207	0.3353
0.3125	0.83	3485	0.9207	0.3353
0.3237	0.83	3490	0.9211	0.3342
0.2908	0.83	3495	0.9212	0.3337
0.3511	0.83	3500	0.9210	0.3336
0.4359	0.84	3505	0.9217	0.3326
0.3118	0.84	3510	0.9217	0.3317
0.4016	0.84	3515	0.9217	0.3316
0.3525	0.84	3520	0.9219	0.3322
0.4122	0.84	3525	0.9222	0.3313
0.296	0.84	3530	0.9222	0.3318
0.3948	0.84	3535	0.9219	0.3318
0.4021	0.84	3540	0.9223	0.3312
0.3423	0.85	3545	0.9224	0.3299
0.2562	0.85	3550	0.9226	0.3300
0.3502	0.85	3555	0.9228	0.3295
0.3736	0.85	3560	0.9229	0.3294
0.3497	0.85	3565	0.9232	0.3295
0.4176	0.85	3570	0.9233	0.3284
0.3787	0.85	3575	0.9227	0.3288
0.3485	0.85	3580	0.9227	0.3295
0.3724	0.85	3585	0.9228	0.3290
0.2928	0.86	3590	0.9231	0.3277
0.3035	0.86	3595	0.9231	0.3272
0.3915	0.86	3600	0.9228	0.3283
0.4253	0.86	3605	0.9223	0.3287
0.361	0.86	3610	0.9226	0.3293
0.3076	0.86	3615	0.9223	0.3289
0.4038	0.86	3620	0.9227	0.3280
0.2428	0.86	3625	0.9226	0.3283
0.2969	0.87	3630	0.9227	0.3280
0.3639	0.87	3635	0.9227	0.3276
0.3126	0.87	3640	0.9226	0.3275
0.2969	0.87	3645	0.9226	0.3283
0.3282	0.87	3650	0.9227	0.3286
0.3812	0.87	3655	0.9226	0.3288
0.342	0.87	3660	0.9227	0.3290
0.3878	0.87	3665	0.9224	0.3308
0.348	0.88	3670	0.9225	0.3296
0.359	0.88	3675	0.9227	0.3284
0.3827	0.88	3680	0.9228	0.3289
0.3731	0.88	3685	0.9228	0.3280
0.3824	0.88	3690	0.9229	0.3282
0.3256	0.88	3695	0.9226	0.3297
0.3021	0.88	3700	0.9224	0.3296
0.2714	0.88	3705	0.9228	0.3304
0.4505	0.88	3710	0.9227	0.3299
0.3122	0.89	3715	0.9223	0.3298
0.2884	0.89	3720	0.9227	0.3296
0.2849	0.89	3725	0.9228	0.3294
0.3509	0.89	3730	0.9226	0.3296
0.3684	0.89	3735	0.9234	0.3263
0.4125	0.89	3740	0.9237	0.3259
0.3486	0.89	3745	0.9231	0.3271
0.2699	0.89	3750	0.9230	0.3276
0.2241	0.9	3755	0.9228	0.3274
0.3945	0.9	3760	0.9233	0.3271
0.3709	0.9	3765	0.9234	0.3260
0.3379	0.9	3770	0.9234	0.3245
0.33	0.9	3775	0.9240	0.3224
0.4049	0.9	3780	0.9245	0.3214
0.3792	0.9	3785	0.9247	0.3211
0.3537	0.9	3790	0.9243	0.3216
0.4007	0.9	3795	0.9248	0.3207
0.2684	0.91	3800	0.9250	0.3206
0.3593	0.91	3805	0.9252	0.3198
0.4028	0.91	3810	0.9244	0.3212
0.3813	0.91	3815	0.9246	0.3214
0.2257	0.91	3820	0.9246	0.3205
0.3991	0.91	3825	0.9250	0.3182
0.3497	0.91	3830	0.9248	0.3185
0.3412	0.91	3835	0.9249	0.3181
0.3066	0.92	3840	0.9248	0.3172
0.2875	0.92	3845	0.9249	0.3181
0.3459	0.92	3850	0.9253	0.3160
0.4182	0.92	3855	0.9254	0.3165
0.3107	0.92	3860	0.9252	0.3171
0.3021	0.92	3865	0.9253	0.3169
0.2751	0.92	3870	0.9250	0.3172
0.3199	0.92	3875	0.9254	0.3171
0.33	0.93	3880	0.9251	0.3177
0.4164	0.93	3885	0.9252	0.3176
0.3749	0.93	3890	0.9235	0.3247
0.3898	0.93	3895	0.9240	0.3227
0.3339	0.93	3900	0.9246	0.3198
0.3493	0.93	3905	0.9245	0.3199
0.3321	0.93	3910	0.9246	0.3186
0.414	0.93	3915	0.9253	0.3163
0.4613	0.93	3920	0.9253	0.3170
0.2974	0.94	3925	0.9247	0.3171
0.3237	0.94	3930	0.9247	0.3169
0.316	0.94	3935	0.9248	0.3175
0.3211	0.94	3940	0.9244	0.3176
0.2936	0.94	3945	0.9248	0.3174
0.3366	0.94	3950	0.9249	0.3171
0.273	0.94	3955	0.9244	0.3182
0.3781	0.94	3960	0.9252	0.3175
0.3488	0.95	3965	0.9252	0.3169
0.3311	0.95	3970	0.9247	0.3173
0.3825	0.95	3975	0.9245	0.3178
0.4554	0.95	3980	0.9247	0.3190
0.3375	0.95	3985	0.9245	0.3186
0.3628	0.95	3990	0.9244	0.3177
0.3235	0.95	3995	0.9247	0.3173
0.412	0.95	4000	0.9247	0.3177
0.4038	0.95	4005	0.9253	0.3173
0.4277	0.96	4010	0.9253	0.3169
0.3323	0.96	4015	0.9256	0.3160
0.3307	0.96	4020	0.9253	0.3173
0.3502	0.96	4025	0.9252	0.3180
0.4059	0.96	4030	0.9247	0.3171
0.4499	0.96	4035	0.9248	0.3163
0.3357	0.96	4040	0.9247	0.3165
0.3327	0.96	4045	0.9243	0.3177
0.3486	0.97	4050	0.9248	0.3175
0.298	0.97	4055	0.9248	0.3174
0.3374	0.97	4060	0.9247	0.3168
0.2661	0.97	4065	0.9252	0.3164
0.3182	0.97	4070	0.9256	0.3163
0.3136	0.97	4075	0.9252	0.3167
0.289	0.97	4080	0.9251	0.3176
0.2415	0.97	4085	0.9252	0.3169
0.307	0.98	4090	0.9254	0.3167
0.3691	0.98	4095	0.9253	0.3158
0.3532	0.98	4100	0.9255	0.3161
0.3521	0.98	4105	0.9253	0.3162
0.4012	0.98	4110	0.9258	0.3156
0.2902	0.98	4115	0.9256	0.3152
0.3478	0.98	4120	0.9250	0.3166
0.353	0.98	4125	0.9254	0.3164
0.4053	0.98	4130	0.9252	0.3184
0.4417	0.99	4135	0.9239	0.3213
0.4068	0.99	4140	0.9243	0.3193
0.4041	0.99	4145	0.9244	0.3182
0.3843	0.99	4150	0.9240	0.3184
0.4081	0.99	4155	0.9246	0.3180
0.3857	0.99	4160	0.9243	0.3180
0.2955	0.99	4165	0.9243	0.3175
0.361	0.99	4170	0.9246	0.3168
0.2376	1.0	4175	0.9246	0.3173
0.3734	1.0	4180	0.9246	0.3178
0.3108	1.0	4185	0.9243	0.3186
0.3867	1.0	4190	0.9246	0.3180
0.3414	1.0	4195	0.9248	0.3175
0.3468	1.0	4200	0.9252	0.3242
0.2435	1.0	4205	0.9253	0.3230
0.3171	1.0	4210	0.9251	0.3238
0.2098	1.01	4215	0.9251	0.3217
0.3061	1.01	4220	0.9253	0.3233
0.3472	1.01	4225	0.9252	0.3214
0.2539	1.01	4230	0.9252	0.3248
0.3374	1.01	4235	0.9250	0.3218
0.2198	1.01	4240	0.9247	0.3261
0.2655	1.01	4245	0.9252	0.3238
0.3233	1.01	4250	0.9256	0.3202
0.2788	1.01	4255	0.9251	0.3233
0.2624	1.02	4260	0.9253	0.3211
0.2367	1.02	4265	0.9258	0.3178
0.2135	1.02	4270	0.9256	0.3190
0.2416	1.02	4275	0.9257	0.3202
0.2838	1.02	4280	0.9258	0.3196
0.2544	1.02	4285	0.9258	0.3226
0.3221	1.02	4290	0.9259	0.3212
0.2776	1.02	4295	0.9257	0.3196
0.2973	1.03	4300	0.9255	0.3224
0.2593	1.03	4305	0.9261	0.3191
0.227	1.03	4310	0.9257	0.3186
0.2476	1.03	4315	0.9258	0.3212
0.4145	1.03	4320	0.9253	0.3202
0.2832	1.03	4325	0.9253	0.3208
0.2456	1.03	4330	0.9256	0.3225
0.2462	1.03	4335	0.9256	0.3211
0.3014	1.04	4340	0.9257	0.3210
0.3176	1.04	4345	0.9258	0.3186
0.2706	1.04	4350	0.9255	0.3209
0.2829	1.04	4355	0.9257	0.3215
0.2628	1.04	4360	0.9255	0.3210
0.2455	1.04	4365	0.9255	0.3218
0.2408	1.04	4370	0.9258	0.3206
0.2439	1.04	4375	0.9254	0.3246
0.2698	1.04	4380	0.9253	0.3233
0.2906	1.05	4385	0.9258	0.3193
0.2487	1.05	4390	0.9257	0.3201
0.2879	1.05	4395	0.9257	0.3221
0.2626	1.05	4400	0.9255	0.3210
0.2734	1.05	4405	0.9257	0.3237
0.2678	1.05	4410	0.9256	0.3226
0.2553	1.05	4415	0.9261	0.3214
0.2796	1.05	4420	0.9259	0.3193
0.1757	1.06	4425	0.9255	0.3210
0.3167	1.06	4430	0.9255	0.3212
0.3361	1.06	4435	0.9256	0.3218
0.2657	1.06	4440	0.9253	0.3228
0.2256	1.06	4445	0.9258	0.3193
0.2794	1.06	4450	0.9253	0.3249
0.3168	1.06	4455	0.9257	0.3214
0.2535	1.06	4460	0.9261	0.3200
0.3347	1.06	4465	0.9259	0.3257
0.208	1.07	4470	0.9262	0.3203
0.2911	1.07	4475	0.9263	0.3231
0.3246	1.07	4480	0.9264	0.3206
0.2779	1.07	4485	0.9263	0.3211
0.2876	1.07	4490	0.9261	0.3224
0.2662	1.07	4495	0.9262	0.3210
0.1994	1.07	4500	0.9260	0.3232
0.258	1.07	4505	0.9263	0.3192
0.2997	1.08	4510	0.9261	0.3212
0.3127	1.08	4515	0.9262	0.3202
0.2674	1.08	4520	0.9262	0.3209
0.3167	1.08	4525	0.9261	0.3218
0.302	1.08	4530	0.9262	0.3220
0.2777	1.08	4535	0.9261	0.3238
0.2562	1.08	4540	0.9258	0.3235
0.3386	1.08	4545	0.9261	0.3228
0.2702	1.09	4550	0.9261	0.3229
0.2766	1.09	4555	0.9256	0.3231
0.2847	1.09	4560	0.9259	0.3232
0.2382	1.09	4565	0.9257	0.3245
0.29	1.09	4570	0.9261	0.3224
0.3432	1.09	4575	0.9262	0.3226
0.2998	1.09	4580	0.9259	0.3203
0.379	1.09	4585	0.9259	0.3238
0.2953	1.09	4590	0.9261	0.3192
0.363	1.1	4595	0.9259	0.3195
0.3065	1.1	4600	0.9259	0.3212
0.2064	1.1	4605	0.9259	0.3201
0.2844	1.1	4610	0.9260	0.3191
0.2646	1.1	4615	0.9260	0.3222
0.3432	1.1	4620	0.9261	0.3195
0.2923	1.1	4625	0.9259	0.3249
0.2839	1.1	4630	0.9262	0.3204
0.3302	1.11	4635	0.9261	0.3241
0.2998	1.11	4640	0.9262	0.3228
0.3786	1.11	4645	0.9262	0.3212
0.3327	1.11	4650	0.9264	0.3243
0.3282	1.11	4655	0.9261	0.3206
0.2544	1.11	4660	0.9263	0.3230
0.2901	1.11	4665	0.9262	0.3218
0.2824	1.11	4670	0.9266	0.3241
0.2253	1.11	4675	0.9270	0.3195
0.2542	1.12	4680	0.9267	0.3233
0.253	1.12	4685	0.9264	0.3193
0.3213	1.12	4690	0.9264	0.3190
0.3744	1.12	4695	0.9262	0.3208
0.3339	1.12	4700	0.9265	0.3202
0.3731	1.12	4705	0.9265	0.3226
0.3365	1.12	4710	0.9267	0.3194
0.2768	1.12	4715	0.9263	0.3217
0.2906	1.13	4720	0.9264	0.3204
0.3273	1.13	4725	0.9262	0.3219
0.2099	1.13	4730	0.9263	0.3180
0.2837	1.13	4735	0.9263	0.3219
0.2582	1.13	4740	0.9267	0.3198
0.2618	1.13	4745	0.9266	0.3182
0.2644	1.13	4750	0.9265	0.3192
0.3786	1.13	4755	0.9266	0.3192
0.2131	1.14	4760	0.9268	0.3190
0.2728	1.14	4765	0.9266	0.3194
0.3318	1.14	4770	0.9268	0.3188
0.3494	1.14	4775	0.9266	0.3205
0.2009	1.14	4780	0.9271	0.3201
0.3244	1.14	4785	0.9276	0.3174
0.2711	1.14	4790	0.9274	0.3180
0.2398	1.14	4795	0.9275	0.3187
0.3264	1.14	4800	0.9276	0.3172
0.2981	1.15	4805	0.9274	0.3168
0.2744	1.15	4810	0.9270	0.3207
0.3344	1.15	4815	0.9269	0.3188
0.3299	1.15	4820	0.9269	0.3200
0.2673	1.15	4825	0.9270	0.3200
0.325	1.15	4830	0.9272	0.3193
0.3072	1.15	4835	0.9268	0.3216
0.3272	1.15	4840	0.9271	0.3184
0.2549	1.16	4845	0.9270	0.3206
0.3527	1.16	4850	0.9269	0.3194
0.2727	1.16	4855	0.9271	0.3214
0.361	1.16	4860	0.9268	0.3183
0.3733	1.16	4865	0.9268	0.3212
0.2884	1.16	4870	0.9265	0.3195
0.247	1.16	4875	0.9266	0.3203
0.2981	1.16	4880	0.9266	0.3181
0.2709	1.17	4885	0.9266	0.3197
0.2927	1.17	4890	0.9268	0.3206
0.3002	1.17	4895	0.9266	0.3207
0.293	1.17	4900	0.9266	0.3195
0.3036	1.17	4905	0.9266	0.3202
0.3332	1.17	4910	0.9269	0.3195
0.2909	1.17	4915	0.9266	0.3226
0.2376	1.17	4920	0.9266	0.3196
0.279	1.17	4925	0.9270	0.3230
0.3181	1.18	4930	0.9271	0.3184
0.2667	1.18	4935	0.9268	0.3187
0.2956	1.18	4940	0.9270	0.3160
0.2965	1.18	4945	0.9273	0.3170
0.2553	1.18	4950	0.9270	0.3173
0.1945	1.18	4955	0.9271	0.3186
0.2234	1.18	4960	0.9273	0.3186
0.2082	1.18	4965	0.9272	0.3182
0.2376	1.19	4970	0.9273	0.3172
0.2845	1.19	4975	0.9274	0.3177
0.2196	1.19	4980	0.9270	0.3185
0.2649	1.19	4985	0.9271	0.3187
0.2876	1.19	4990	0.9271	0.3185
0.3194	1.19	4995	0.9271	0.3169
0.3009	1.19	5000	0.9271	0.3180
0.2116	1.19	5005	0.9270	0.3182
0.2186	1.19	5010	0.9270	0.3199
0.3194	1.2	5015	0.9273	0.3169
0.2524	1.2	5020	0.9273	0.3206
0.2583	1.2	5025	0.9272	0.3196
0.3619	1.2	5030	0.9275	0.3183
0.2055	1.2	5035	0.9273	0.3179
0.2924	1.2	5040	0.9272	0.3168
0.2808	1.2	5045	0.9273	0.3173
0.2699	1.2	5050	0.9275	0.3163
0.2828	1.21	5055	0.9275	0.3183
0.2775	1.21	5060	0.9271	0.3175
0.4324	1.21	5065	0.9271	0.3176
0.3535	1.21	5070	0.9273	0.3164
0.2761	1.21	5075	0.9274	0.3199
0.2664	1.21	5080	0.9271	0.3165
0.2111	1.21	5085	0.9272	0.3195
0.2725	1.21	5090	0.9272	0.3160
0.2498	1.22	5095	0.9270	0.3204
0.2189	1.22	5100	0.9276	0.3185
0.2489	1.22	5105	0.9278	0.3176
0.4128	1.22	5110	0.9271	0.3177
0.3111	1.22	5115	0.9270	0.3191
0.3087	1.22	5120	0.9271	0.3164
0.2678	1.22	5125	0.9270	0.3204
0.2369	1.22	5130	0.9270	0.3173
0.3263	1.22	5135	0.9274	0.3195
0.3259	1.23	5140	0.9276	0.3151
0.2136	1.23	5145	0.9277	0.3179
0.2926	1.23	5150	0.9279	0.3141
0.1741	1.23	5155	0.9281	0.3164
0.2958	1.23	5160	0.9278	0.3160
0.2992	1.23	5165	0.9279	0.3151
0.2362	1.23	5170	0.9277	0.3179
0.2434	1.23	5175	0.9276	0.3153
0.3389	1.24	5180	0.9276	0.3166
0.3	1.24	5185	0.9276	0.3164
0.2314	1.24	5190	0.9275	0.3174
0.309	1.24	5195	0.9277	0.3161
0.267	1.24	5200	0.9277	0.3158
0.3221	1.24	5205	0.9279	0.3163
0.2393	1.24	5210	0.9277	0.3172
0.2926	1.24	5215	0.9277	0.3169
0.3678	1.24	5220	0.9283	0.3157
0.3099	1.25	5225	0.9277	0.3159
0.2864	1.25	5230	0.9277	0.3177
0.3098	1.25	5235	0.9278	0.3157
0.2415	1.25	5240	0.9279	0.3185
0.2772	1.25	5245	0.9282	0.3141
0.2335	1.25	5250	0.9278	0.3153
0.3368	1.25	5255	0.9280	0.3143
0.3348	1.25	5260	0.9278	0.3150
0.3613	1.26	5265	0.9277	0.3144
0.2757	1.26	5270	0.9276	0.3153
0.35	1.26	5275	0.9274	0.3175
0.235	1.26	5280	0.9274	0.3184
0.2975	1.26	5285	0.9272	0.3178
0.3291	1.26	5290	0.9271	0.3200
0.2916	1.26	5295	0.9274	0.3158
0.301	1.26	5300	0.9272	0.3199
0.2691	1.27	5305	0.9269	0.3172
0.2758	1.27	5310	0.9272	0.3199
0.3315	1.27	5315	0.9273	0.3162
0.2579	1.27	5320	0.9271	0.3180
0.2764	1.27	5325	0.9272	0.3193
0.2729	1.27	5330	0.9274	0.3180
0.2868	1.27	5335	0.9273	0.3180
0.3304	1.27	5340	0.9276	0.3167
0.3756	1.27	5345	0.9269	0.3232
0.2395	1.28	5350	0.9271	0.3189
0.2578	1.28	5355	0.9270	0.3208
0.3096	1.28	5360	0.9275	0.3182
0.2469	1.28	5365	0.9274	0.3191
0.3791	1.28	5370	0.9274	0.3174
0.245	1.28	5375	0.9274	0.3156
0.294	1.28	5380	0.9273	0.3191
0.2532	1.28	5385	0.9278	0.3152
0.2596	1.29	5390	0.9277	0.3173
0.2364	1.29	5395	0.9274	0.3195
0.3157	1.29	5400	0.9272	0.3208
0.1733	1.29	5405	0.9277	0.3182
0.2058	1.29	5410	0.9272	0.3201
0.3043	1.29	5415	0.9274	0.3187
0.2589	1.29	5420	0.9273	0.3207
0.2571	1.29	5425	0.9274	0.3150
0.3399	1.29	5430	0.9273	0.3199
0.2272	1.3	5435	0.9273	0.3174
0.1892	1.3	5440	0.9227	0.3326
0.2665	1.3	5445	0.9265	0.3228
0.2214	1.3	5450	0.9270	0.3198
0.2506	1.3	5455	0.9273	0.3193
0.2856	1.3	5460	0.9271	0.3206
0.3395	1.3	5465	0.9272	0.3185
0.3442	1.3	5470	0.9273	0.3204
0.3127	1.31	5475	0.9272	0.3173
0.258	1.31	5480	0.9277	0.3174
0.3078	1.31	5485	0.9272	0.3186
0.2952	1.31	5490	0.9276	0.3151
0.2803	1.31	5495	0.9274	0.3168
0.278	1.31	5500	0.9274	0.3140
0.1936	1.31	5505	0.9274	0.3148
0.3046	1.31	5510	0.9272	0.3160
0.3516	1.32	5515	0.9273	0.3152
0.3132	1.32	5520	0.9274	0.3155
0.3234	1.32	5525	0.9270	0.3163
0.3245	1.32	5530	0.9273	0.3186
0.2326	1.32	5535	0.9269	0.3189
0.2407	1.32	5540	0.9272	0.3176
0.3229	1.32	5545	0.9271	0.3200
0.2457	1.32	5550	0.9271	0.3171
0.2561	1.32	5555	0.9271	0.3165
0.2752	1.33	5560	0.9269	0.3191
0.3002	1.33	5565	0.9271	0.3176
0.2336	1.33	5570	0.9275	0.3171
0.3119	1.33	5575	0.9273	0.3173
0.3211	1.33	5580	0.9272	0.3164
0.2719	1.33	5585	0.9273	0.3190
0.2402	1.33	5590	0.9272	0.3156
0.364	1.33	5595	0.9273	0.3195
0.3306	1.34	5600	0.9271	0.3153
0.3348	1.34	5605	0.9271	0.3186
0.3439	1.34	5610	0.9273	0.3138
0.2681	1.34	5615	0.9275	0.3136
0.2448	1.34	5620	0.9274	0.3138
0.2332	1.34	5625	0.9272	0.3153
0.2745	1.34	5630	0.9282	0.3133
0.2462	1.34	5635	0.9282	0.3151
0.3441	1.35	5640	0.9279	0.3146
0.2862	1.35	5645	0.9282	0.3159
0.3245	1.35	5650	0.9285	0.3109
0.2298	1.35	5655	0.9286	0.3125
0.2186	1.35	5660	0.9279	0.3142
0.2443	1.35	5665	0.9282	0.3153
0.2594	1.35	5670	0.9280	0.3134
0.3297	1.35	5675	0.9278	0.3159
0.2533	1.35	5680	0.9281	0.3136
0.2862	1.36	5685	0.9284	0.3136
0.313	1.36	5690	0.9282	0.3149
0.3448	1.36	5695	0.9279	0.3146
0.2485	1.36	5700	0.9281	0.3134
0.2582	1.36	5705	0.9286	0.3112
0.2627	1.36	5710	0.9285	0.3131
0.2516	1.36	5715	0.9282	0.3121
0.2431	1.36	5720	0.9290	0.3127
0.2567	1.37	5725	0.9290	0.3099
0.2775	1.37	5730	0.9292	0.3130
0.2976	1.37	5735	0.9289	0.3122
0.3053	1.37	5740	0.9291	0.3114
0.3524	1.37	5745	0.9288	0.3103
0.2282	1.37	5750	0.9287	0.3119
0.3476	1.37	5755	0.9285	0.3115
0.2835	1.37	5760	0.9288	0.3127
0.2848	1.37	5765	0.9285	0.3125
0.2377	1.38	5770	0.9285	0.3121
0.2522	1.38	5775	0.9286	0.3116
0.3085	1.38	5780	0.9289	0.3116
0.2964	1.38	5785	0.9290	0.3099
0.2882	1.38	5790	0.9295	0.3092
0.2798	1.38	5795	0.9292	0.3084
0.2669	1.38	5800	0.9291	0.3077
0.2529	1.38	5805	0.9290	0.3085
0.3384	1.39	5810	0.9294	0.3089
0.2835	1.39	5815	0.9292	0.3087
0.196	1.39	5820	0.9295	0.3092
0.2851	1.39	5825	0.9293	0.3084
0.2484	1.39	5830	0.9294	0.3095
0.2798	1.39	5835	0.9294	0.3087
0.3657	1.39	5840	0.9292	0.3110
0.2362	1.39	5845	0.9293	0.3098
0.3494	1.4	5850	0.9297	0.3069
0.2833	1.4	5855	0.9301	0.3070
0.2476	1.4	5860	0.9301	0.3051
0.2099	1.4	5865	0.9299	0.3088
0.2964	1.4	5870	0.9300	0.3031
0.2431	1.4	5875	0.9299	0.3062
0.3104	1.4	5880	0.9297	0.3033
0.3037	1.4	5885	0.9300	0.3070
0.234	1.4	5890	0.9299	0.3036
0.2761	1.41	5895	0.9304	0.3038
0.3102	1.41	5900	0.9301	0.3045
0.2504	1.41	5905	0.9302	0.3030
0.2121	1.41	5910	0.9304	0.3035
0.2714	1.41	5915	0.9304	0.3038
0.2702	1.41	5920	0.9304	0.3041
0.3664	1.41	5925	0.9304	0.3066
0.2514	1.41	5930	0.9305	0.3043
0.245	1.42	5935	0.9301	0.3071
0.2458	1.42	5940	0.9300	0.3048
0.2509	1.42	5945	0.9300	0.3065
0.2487	1.42	5950	0.9304	0.3056
0.25	1.42	5955	0.9303	0.3057
0.2549	1.42	5960	0.9304	0.3048
0.2304	1.42	5965	0.9302	0.3071
0.211	1.42	5970	0.9303	0.3068
0.3328	1.42	5975	0.9303	0.3068
0.2431	1.43	5980	0.9300	0.3072
0.2893	1.43	5985	0.9300	0.3066
0.233	1.43	5990	0.9300	0.3046
0.2453	1.43	5995	0.9300	0.3051
0.1919	1.43	6000	0.9301	0.3047
0.2609	1.43	6005	0.9300	0.3060
0.2888	1.43	6010	0.9298	0.3071
0.2133	1.43	6015	0.9300	0.3044
0.3324	1.44	6020	0.9252	0.3313
0.329	1.44	6025	0.9279	0.3137
0.3066	1.44	6030	0.9271	0.3158
0.2656	1.44	6035	0.9279	0.3133
0.2623	1.44	6040	0.9283	0.3109
0.3827	1.44	6045	0.9286	0.3109
0.361	1.44	6050	0.9288	0.3082
0.3428	1.44	6055	0.9287	0.3110
0.3253	1.45	6060	0.9286	0.3103
0.2967	1.45	6065	0.9249	0.3235
0.2303	1.45	6070	0.9243	0.3301
0.3332	1.45	6075	0.9251	0.3256
0.2679	1.45	6080	0.9204	0.3501
0.3919	1.45	6085	0.9190	0.3524
0.2811	1.45	6090	0.9180	0.3586
0.303	1.45	6095	0.9219	0.3464
0.2717	1.45	6100	0.9232	0.3446
0.2339	1.46	6105	0.9237	0.3347
0.3483	1.46	6110	0.9248	0.3267
0.323	1.46	6115	0.9251	0.3271
0.2768	1.46	6120	0.9257	0.3197
0.3676	1.46	6125	0.9254	0.3255
0.2196	1.46	6130	0.9261	0.3196
0.3553	1.46	6135	0.9266	0.3177
0.3038	1.46	6140	0.9267	0.3168
0.2848	1.47	6145	0.9275	0.3153
0.258	1.47	6150	0.9280	0.3140
0.2662	1.47	6155	0.9282	0.3110
0.2787	1.47	6160	0.9284	0.3110
0.2496	1.47	6165	0.9283	0.3104
0.2409	1.47	6170	0.9287	0.3106
0.3008	1.47	6175	0.9291	0.3078
0.2743	1.47	6180	0.9290	0.3120
0.243	1.47	6185	0.9289	0.3103
0.2398	1.48	6190	0.9287	0.3116
0.2618	1.48	6195	0.9288	0.3093
0.3003	1.48	6200	0.9290	0.3113
0.2868	1.48	6205	0.9287	0.3104
0.2973	1.48	6210	0.9288	0.3092
0.2883	1.48	6215	0.9292	0.3095
0.3168	1.48	6220	0.9292	0.3076
0.3471	1.48	6225	0.9294	0.3083
0.262	1.49	6230	0.9292	0.3095
0.2757	1.49	6235	0.9289	0.3084
0.2438	1.49	6240	0.9292	0.3094
0.337	1.49	6245	0.9291	0.3078
0.2686	1.49	6250	0.9292	0.3099
0.2972	1.49	6255	0.9291	0.3069
0.1827	1.49	6260	0.9294	0.3108
0.2232	1.49	6265	0.9295	0.3064
0.2166	1.5	6270	0.9295	0.3101
0.3258	1.5	6275	0.9295	0.3054
0.2591	1.5	6280	0.9299	0.3068
0.3777	1.5	6285	0.9298	0.3046
0.2877	1.5	6290	0.9296	0.3069
0.1985	1.5	6295	0.9297	0.3045
0.256	1.5	6300	0.9298	0.3039
0.2437	1.5	6305	0.9300	0.3040
0.2982	1.5	6310	0.9298	0.3055
0.2873	1.51	6315	0.9298	0.3047
0.2847	1.51	6320	0.9296	0.3049
0.3564	1.51	6325	0.9300	0.3033
0.3261	1.51	6330	0.9298	0.3040
0.2397	1.51	6335	0.9298	0.3063
0.1947	1.51	6340	0.9297	0.3034
0.3098	1.51	6345	0.9297	0.3074
0.2867	1.51	6350	0.9300	0.3047
0.2422	1.52	6355	0.9302	0.3045
0.2705	1.52	6360	0.9302	0.3053
0.2498	1.52	6365	0.9304	0.3038
0.2445	1.52	6370	0.9304	0.3027
0.2557	1.52	6375	0.9302	0.3062
0.2927	1.52	6380	0.9305	0.3064
0.3365	1.52	6385	0.9306	0.3041
0.3522	1.52	6390	0.9302	0.3084
0.2375	1.53	6395	0.9299	0.3040
0.1948	1.53	6400	0.9298	0.3073
0.3013	1.53	6405	0.9298	0.3046
0.2527	1.53	6410	0.9300	0.3049
0.3285	1.53	6415	0.9305	0.3034
0.2766	1.53	6420	0.9307	0.3037
0.2661	1.53	6425	0.9306	0.3017
0.2151	1.53	6430	0.9303	0.3047
0.2108	1.53	6435	0.9303	0.3030
0.242	1.54	6440	0.9301	0.3054
0.2158	1.54	6445	0.9302	0.3040
0.2503	1.54	6450	0.9303	0.3062
0.2764	1.54	6455	0.9308	0.3037
0.2868	1.54	6460	0.9310	0.3057
0.2849	1.54	6465	0.9307	0.3019
0.2639	1.54	6470	0.9306	0.3057
0.3043	1.54	6475	0.9303	0.3044
0.2335	1.55	6480	0.9304	0.3053
0.2355	1.55	6485	0.9304	0.3039
0.3093	1.55	6490	0.9307	0.3026
0.2416	1.55	6495	0.9307	0.3071
0.2095	1.55	6500	0.9305	0.3039
0.2955	1.55	6505	0.9305	0.3040
0.2821	1.55	6510	0.9305	0.3038
0.2809	1.55	6515	0.9307	0.3035
0.2546	1.55	6520	0.9311	0.3020
0.2693	1.56	6525	0.9309	0.3020
0.2916	1.56	6530	0.9310	0.3055
0.2344	1.56	6535	0.9310	0.2990
0.2181	1.56	6540	0.9309	0.3036
0.3305	1.56	6545	0.9309	0.3031
0.2296	1.56	6550	0.9308	0.3024
0.249	1.56	6555	0.9309	0.3013
0.2421	1.56	6560	0.9310	0.3047
0.2787	1.57	6565	0.9307	0.3010
0.3906	1.57	6570	0.9309	0.3061
0.3554	1.57	6575	0.9309	0.3023
0.2564	1.57	6580	0.9311	0.3022
0.2443	1.57	6585	0.9308	0.3027
0.2698	1.57	6590	0.9309	0.3025
0.2656	1.57	6595	0.9308	0.3031
0.1769	1.57	6600	0.9306	0.3022
0.2595	1.58	6605	0.9306	0.3032
0.2335	1.58	6610	0.9310	0.3021
0.3359	1.58	6615	0.9305	0.3028
0.2358	1.58	6620	0.9307	0.3041
0.308	1.58	6625	0.9304	0.3009
0.3271	1.58	6630	0.9302	0.3053
0.3467	1.58	6635	0.9302	0.3022
0.3341	1.58	6640	0.9303	0.3046
0.2799	1.58	6645	0.9308	0.3013
0.2481	1.59	6650	0.9311	0.3008
0.2908	1.59	6655	0.9310	0.3018
0.2186	1.59	6660	0.9310	0.3015
0.2701	1.59	6665	0.9309	0.3023
0.262	1.59	6670	0.9311	0.3022
0.3264	1.59	6675	0.9315	0.3029
0.2448	1.59	6680	0.9320	0.3015
0.2584	1.59	6685	0.9321	0.3015
0.2769	1.6	6690	0.9320	0.3001
0.2996	1.6	6695	0.9314	0.3000
0.3012	1.6	6700	0.9317	0.3009
0.374	1.6	6705	0.9317	0.2991
0.2995	1.6	6710	0.9322	0.2989
0.3292	1.6	6715	0.9325	0.2988
0.2962	1.6	6720	0.9324	0.2974
0.2662	1.6	6725	0.9322	0.2997
0.2707	1.6	6730	0.9323	0.2952
0.3105	1.61	6735	0.9326	0.2989
0.2835	1.61	6740	0.9327	0.2947
0.2288	1.61	6745	0.9329	0.2935
0.2167	1.61	6750	0.9326	0.2959
0.2325	1.61	6755	0.9325	0.2939
0.2483	1.61	6760	0.9326	0.2941
0.2705	1.61	6765	0.9325	0.2948
0.2624	1.61	6770	0.9326	0.2944
0.2888	1.62	6775	0.9331	0.2973
0.2571	1.62	6780	0.9333	0.2942
0.3056	1.62	6785	0.9330	0.2948
0.3054	1.62	6790	0.9328	0.2941
0.268	1.62	6795	0.9329	0.2928
0.2862	1.62	6800	0.9327	0.2934
0.254	1.62	6805	0.9326	0.2950
0.1892	1.62	6810	0.9324	0.2945
0.2279	1.63	6815	0.9321	0.2948
0.2101	1.63	6820	0.9322	0.2951
0.3486	1.63	6825	0.9323	0.2940
0.2878	1.63	6830	0.9325	0.2957
0.3407	1.63	6835	0.9325	0.2939
0.2571	1.63	6840	0.9323	0.2952
0.1937	1.63	6845	0.9324	0.2985
0.2983	1.63	6850	0.9327	0.2947
0.3012	1.63	6855	0.9327	0.2957
0.2294	1.64	6860	0.9325	0.2951
0.311	1.64	6865	0.9325	0.2957
0.2376	1.64	6870	0.9328	0.2931
0.2448	1.64	6875	0.9325	0.2951
0.3731	1.64	6880	0.9325	0.2937
0.2295	1.64	6885	0.9324	0.2966
0.3219	1.64	6890	0.9327	0.2965
0.2708	1.64	6895	0.9328	0.2949
0.2143	1.65	6900	0.9328	0.2971
0.2464	1.65	6905	0.9330	0.2952
0.2624	1.65	6910	0.9326	0.2964
0.2551	1.65	6915	0.9327	0.2960
0.3143	1.65	6920	0.9325	0.2948
0.2529	1.65	6925	0.9325	0.2958
0.4136	1.65	6930	0.9327	0.2949
0.3024	1.65	6935	0.9328	0.2952
0.3442	1.66	6940	0.9327	0.2946
0.2603	1.66	6945	0.9325	0.2962
0.1835	1.66	6950	0.9326	0.2966
0.2371	1.66	6955	0.9324	0.2948
0.3403	1.66	6960	0.9328	0.2977
0.2514	1.66	6965	0.9330	0.2947
0.2395	1.66	6970	0.9328	0.2964
0.2067	1.66	6975	0.9326	0.2938
0.2425	1.66	6980	0.9327	0.2942
0.2368	1.67	6985	0.9329	0.2949
0.2785	1.67	6990	0.9331	0.2923
0.3156	1.67	6995	0.9330	0.2950
0.2344	1.67	7000	0.9327	0.2933
0.2721	1.67	7005	0.9329	0.2952
0.2236	1.67	7010	0.9327	0.2923
0.2598	1.67	7015	0.9323	0.2981
0.33	1.67	7020	0.9322	0.2932
0.318	1.68	7025	0.9325	0.2963
0.3588	1.68	7030	0.9329	0.2923
0.2738	1.68	7035	0.9330	0.2952
0.3083	1.68	7040	0.9332	0.2921
0.2638	1.68	7045	0.9329	0.2923
0.2488	1.68	7050	0.9323	0.2960
0.2404	1.68	7055	0.9325	0.2945
0.3125	1.68	7060	0.9323	0.2963
0.3254	1.68	7065	0.9324	0.2977
0.2994	1.69	7070	0.9323	0.2953
0.2263	1.69	7075	0.9325	0.2952
0.295	1.69	7080	0.9324	0.2942
0.3353	1.69	7085	0.9323	0.2983
0.2836	1.69	7090	0.9324	0.2955
0.2967	1.69	7095	0.9321	0.2950
0.2757	1.69	7100	0.9321	0.2956
0.3029	1.69	7105	0.9320	0.2932
0.3111	1.7	7110	0.9326	0.2946
0.2342	1.7	7115	0.9323	0.2942
0.2636	1.7	7120	0.9326	0.2973
0.3056	1.7	7125	0.9326	0.2929
0.2802	1.7	7130	0.9325	0.2948
0.2923	1.7	7135	0.9325	0.2947
0.3342	1.7	7140	0.9323	0.2938
0.25	1.7	7145	0.9323	0.2939
0.2627	1.71	7150	0.9326	0.2924
0.2245	1.71	7155	0.9329	0.2959
0.2483	1.71	7160	0.9328	0.2922
0.226	1.71	7165	0.9330	0.2937
0.2329	1.71	7170	0.9327	0.2934
0.3005	1.71	7175	0.9331	0.2915
0.2842	1.71	7180	0.9332	0.2935
0.2559	1.71	7185	0.9331	0.2903
0.3208	1.71	7190	0.9332	0.2935
0.2586	1.72	7195	0.9329	0.2929
0.2508	1.72	7200	0.9335	0.2922
0.2368	1.72	7205	0.9333	0.2921
0.2157	1.72	7210	0.9333	0.2916
0.2232	1.72	7215	0.9337	0.2913
0.274	1.72	7220	0.9337	0.2904
0.294	1.72	7225	0.9339	0.2892
0.3201	1.72	7230	0.9338	0.2892
0.1936	1.73	7235	0.9340	0.2897
0.221	1.73	7240	0.9343	0.2893
0.2323	1.73	7245	0.9341	0.2897
0.233	1.73	7250	0.9340	0.2892
0.3675	1.73	7255	0.9335	0.2912
0.2524	1.73	7260	0.9336	0.2899
0.3433	1.73	7265	0.9336	0.2929
0.2332	1.73	7270	0.9341	0.2882
0.2833	1.73	7275	0.9338	0.2944
0.2992	1.74	7280	0.9338	0.2887
0.1996	1.74	7285	0.9337	0.2927
0.2547	1.74	7290	0.9337	0.2903
0.2684	1.74	7295	0.9341	0.2894
0.2543	1.74	7300	0.9339	0.2931
0.2505	1.74	7305	0.9337	0.2910
0.2544	1.74	7310	0.9341	0.2913
0.2896	1.74	7315	0.9341	0.2908
0.312	1.75	7320	0.9349	0.2892
0.2036	1.75	7325	0.9344	0.2910
0.3104	1.75	7330	0.9342	0.2890
0.2357	1.75	7335	0.9343	0.2879
0.2848	1.75	7340	0.9344	0.2881
0.2937	1.75	7345	0.9343	0.2894
0.2755	1.75	7350	0.9343	0.2898
0.2014	1.75	7355	0.9343	0.2889
0.1454	1.76	7360	0.9341	0.2867
0.2228	1.76	7365	0.9344	0.2905
0.2396	1.76	7370	0.9346	0.2864
0.2199	1.76	7375	0.9344	0.2872
0.2985	1.76	7380	0.9341	0.2879
0.2936	1.76	7385	0.9340	0.2890
0.2308	1.76	7390	0.9343	0.2885
0.2245	1.76	7395	0.9343	0.2875
0.2466	1.76	7400	0.9345	0.2873
0.2299	1.77	7405	0.9346	0.2887
0.2457	1.77	7410	0.9345	0.2876
0.2524	1.77	7415	0.9343	0.2877
0.3713	1.77	7420	0.9344	0.2878
0.2763	1.77	7425	0.9344	0.2880
0.3774	1.77	7430	0.9346	0.2866
0.2324	1.77	7435	0.9347	0.2900
0.2787	1.77	7440	0.9348	0.2856
0.2729	1.78	7445	0.9345	0.2892
0.2811	1.78	7450	0.9345	0.2868
0.3239	1.78	7455	0.9343	0.2885
0.2751	1.78	7460	0.9342	0.2870
0.2969	1.78	7465	0.9346	0.2881
0.2479	1.78	7470	0.9343	0.2876
0.2086	1.78	7475	0.9347	0.2881
0.3579	1.78	7480	0.9345	0.2902
0.2503	1.78	7485	0.9340	0.2868
0.2089	1.79	7490	0.9344	0.2873
0.27	1.79	7495	0.9344	0.2858
0.211	1.79	7500	0.9345	0.2884
0.3385	1.79	7505	0.9345	0.2861
0.3434	1.79	7510	0.9345	0.2873
0.2229	1.79	7515	0.9344	0.2868
0.2334	1.79	7520	0.9348	0.2859
0.2654	1.79	7525	0.9348	0.2852
0.309	1.8	7530	0.9345	0.2867
0.2597	1.8	7535	0.9344	0.2862
0.3408	1.8	7540	0.9348	0.2887
0.19	1.8	7545	0.9344	0.2870
0.2099	1.8	7550	0.9347	0.2885
0.3036	1.8	7555	0.9345	0.2873
0.2892	1.8	7560	0.9348	0.2884
0.2714	1.8	7565	0.9343	0.2880
0.2681	1.81	7570	0.9342	0.2883
0.1817	1.81	7575	0.9346	0.2873
0.219	1.81	7580	0.9345	0.2861
0.2211	1.81	7585	0.9343	0.2879
0.2662	1.81	7590	0.9342	0.2885
0.2845	1.81	7595	0.9340	0.2886
0.2616	1.81	7600	0.9340	0.2885
0.2966	1.81	7605	0.9345	0.2881
0.3268	1.81	7610	0.9346	0.2859
0.2139	1.82	7615	0.9350	0.2855
0.3182	1.82	7620	0.9347	0.2844
0.2928	1.82	7625	0.9347	0.2849
0.271	1.82	7630	0.9347	0.2855
0.2283	1.82	7635	0.9349	0.2845
0.2674	1.82	7640	0.9350	0.2855
0.2575	1.82	7645	0.9350	0.2830
0.3119	1.82	7650	0.9352	0.2843
0.2784	1.83	7655	0.9353	0.2827
0.2632	1.83	7660	0.9351	0.2854
0.2956	1.83	7665	0.9349	0.2856
0.2088	1.83	7670	0.9347	0.2854
0.2747	1.83	7675	0.9344	0.2858
0.3429	1.83	7680	0.9343	0.2858
0.3091	1.83	7685	0.9349	0.2855
0.1602	1.83	7690	0.9346	0.2858
0.2362	1.84	7695	0.9348	0.2870
0.2171	1.84	7700	0.9348	0.2840
0.2262	1.84	7705	0.9350	0.2871
0.2764	1.84	7710	0.9348	0.2839
0.3021	1.84	7715	0.9348	0.2871
0.2355	1.84	7720	0.9348	0.2855
0.262	1.84	7725	0.9350	0.2849
0.2847	1.84	7730	0.9350	0.2850
0.2588	1.84	7735	0.9350	0.2851
0.262	1.85	7740	0.9349	0.2858
0.2758	1.85	7745	0.9345	0.2869
0.3161	1.85	7750	0.9347	0.2849
0.3249	1.85	7755	0.9348	0.2856
0.2534	1.85	7760	0.9351	0.2850
0.2981	1.85	7765	0.9349	0.2858
0.309	1.85	7770	0.9350	0.2856
0.2897	1.85	7775	0.9351	0.2864
0.1735	1.86	7780	0.9351	0.2849
0.1797	1.86	7785	0.9350	0.2853
0.2605	1.86	7790	0.9351	0.2862
0.2655	1.86	7795	0.9350	0.2854
0.2789	1.86	7800	0.9348	0.2854
0.2278	1.86	7805	0.9347	0.2880
0.3469	1.86	7810	0.9348	0.2857
0.283	1.86	7815	0.9351	0.2860
0.2432	1.86	7820	0.9354	0.2836
0.1786	1.87	7825	0.9352	0.2879
0.303	1.87	7830	0.9351	0.2839
0.2373	1.87	7835	0.9351	0.2869
0.2597	1.87	7840	0.9347	0.2829
0.2158	1.87	7845	0.9350	0.2843
0.2576	1.87	7850	0.9348	0.2819
0.2434	1.87	7855	0.9350	0.2842
0.2589	1.87	7860	0.9351	0.2852
0.2299	1.88	7865	0.9349	0.2859
0.2257	1.88	7870	0.9349	0.2847
0.3542	1.88	7875	0.9349	0.2845
0.2813	1.88	7880	0.9351	0.2839
0.218	1.88	7885	0.9351	0.2876
0.2391	1.88	7890	0.9346	0.2844
0.2474	1.88	7895	0.9349	0.2844
0.2499	1.88	7900	0.9350	0.2853
0.2658	1.89	7905	0.9350	0.2847
0.3133	1.89	7910	0.9348	0.2844
0.3396	1.89	7915	0.9354	0.2837
0.2064	1.89	7920	0.9352	0.2829
0.2374	1.89	7925	0.9329	0.2890
0.2261	1.89	7930	0.9326	0.2892
0.3486	1.89	7935	0.9341	0.2873
0.2494	1.89	7940	0.9352	0.2833
0.3664	1.89	7945	0.9349	0.2871
0.1872	1.9	7950	0.9346	0.2835
0.2787	1.9	7955	0.9352	0.2831
0.2443	1.9	7960	0.9352	0.2850
0.278	1.9	7965	0.9355	0.2836
0.2603	1.9	7970	0.9352	0.2854
0.2515	1.9	7975	0.9351	0.2841
0.2826	1.9	7980	0.9354	0.2829
0.2269	1.9	7985	0.9355	0.2844
0.2573	1.91	7990	0.9351	0.2844
0.2764	1.91	7995	0.9352	0.2853
0.2925	1.91	8000	0.9354	0.2832
0.3017	1.91	8005	0.9352	0.2843
0.2556	1.91	8010	0.9352	0.2852
0.2702	1.91	8015	0.9349	0.2826
0.2614	1.91	8020	0.9352	0.2849
0.3232	1.91	8025	0.9349	0.2851
0.304	1.91	8030	0.9360	0.2822
0.2764	1.92	8035	0.9356	0.2830
0.3213	1.92	8040	0.9356	0.2808
0.3102	1.92	8045	0.9357	0.2805
0.2163	1.92	8050	0.9356	0.2802
0.3244	1.92	8055	0.9355	0.2833
0.3019	1.92	8060	0.9359	0.2808
0.2562	1.92	8065	0.9360	0.2817
0.2242	1.92	8070	0.9356	0.2795
0.249	1.93	8075	0.9356	0.2824
0.2265	1.93	8080	0.9358	0.2796
0.3009	1.93	8085	0.9362	0.2835
0.3131	1.93	8090	0.9357	0.2826
0.2781	1.93	8095	0.9360	0.2826
0.2259	1.93	8100	0.9358	0.2828
0.2635	1.93	8105	0.9355	0.2816
0.2681	1.93	8110	0.9356	0.2842
0.2496	1.94	8115	0.9357	0.2813
0.2641	1.94	8120	0.9359	0.2814
0.2679	1.94	8125	0.9359	0.2811
0.2288	1.94	8130	0.9358	0.2804
0.2927	1.94	8135	0.9356	0.2813
0.2222	1.94	8140	0.9355	0.2829
0.2598	1.94	8145	0.9352	0.2814
0.3166	1.94	8150	0.9354	0.2818
0.2416	1.94	8155	0.9353	0.2800
0.2656	1.95	8160	0.9353	0.2826
0.2904	1.95	8165	0.9358	0.2821
0.2339	1.95	8170	0.9359	0.2808
0.2274	1.95	8175	0.9356	0.2810
0.3478	1.95	8180	0.9354	0.2819
0.2349	1.95	8185	0.9357	0.2830
0.4104	1.95	8190	0.9357	0.2802
0.2267	1.95	8195	0.9359	0.2817
0.3282	1.96	8200	0.9359	0.2795
0.2085	1.96	8205	0.9358	0.2803
0.2935	1.96	8210	0.9359	0.2798
0.2906	1.96	8215	0.9359	0.2813
0.2919	1.96	8220	0.9358	0.2797
0.3792	1.96	8225	0.9358	0.2833
0.2575	1.96	8230	0.9358	0.2838
0.2196	1.96	8235	0.9360	0.2802
0.1805	1.96	8240	0.9360	0.2808
0.2395	1.97	8245	0.9358	0.2826
0.2128	1.97	8250	0.9357	0.2846
0.2053	1.97	8255	0.2800	0.9356
0.2353	1.97	8260	0.2826	0.9359
0.3284	1.97	8265	0.2819	0.9359
0.2298	1.97	8270	0.2816	0.9357
0.2534	1.97	8275	0.2805	0.9360
0.2407	1.97	8280	0.2820	0.9363
0.24	1.98	8285	0.2815	0.9366
0.1789	1.98	8290	0.2805	0.9362
0.2886	1.98	8295	0.2813	0.9360
0.1653	1.98	8300	0.2805	0.9359
0.3053	1.98	8305	0.2832	0.9357
0.3404	1.98	8310	0.2814	0.9357
0.2405	1.98	8315	0.2806	0.9361
0.2851	1.98	8320	0.2822	0.9357
0.2401	1.99	8325	0.2817	0.9359
0.2178	1.99	8330	0.2851	0.9358
0.2899	1.99	8335	0.2835	0.9356
0.2336	1.99	8340	0.2823	0.9358
0.2892	1.99	8345	0.2829	0.9360
0.2735	1.99	8350	0.2827	0.9360
0.2439	1.99	8355	0.2818	0.9358
0.223	1.99	8360	0.2849	0.9359
0.2457	1.99	8365	0.2828	0.9357
0.272	2.0	8370	0.2827	0.9357
0.2841	2.0	8375	0.2828	0.9357
0.2598	2.0	8380	0.2822	0.9356
0.2225	2.0	8385	0.2823	0.9355

Framework versions

Transformers 4.19.0.dev0
Pytorch 1.11.0+cu113
Datasets 2.1.0
Tokenizers 0.12.1

Citation

@inproceedings{10301240,
  author={Storhaug, André and Li, Jingyue and Hu, Tianyuan},
  booktitle={2023 IEEE 34th International Symposium on Software Reliability Engineering (ISSRE)}, 
  title={Efficient Avoidance of Vulnerabilities in Auto-completed Smart Contract Code Using Vulnerability-constrained Decoding}, 
  year={2023},
  pages={683-693},
  doi={10.1109/ISSRE59848.2023.00035}
}

Характеристики

Ссылки

gpt-j-6B-smart-contract

Бенчмарки

Публичные оценки

Что умеет модель

Сценарии применения

Ограничения

Карточка модели

GPT-J 6B Smart Contract

Model Details

Model Sources

Training procedure

Training hyperparameters

Training results

Framework versions

Citation

Как запустить