README.md

metadata

license: cc-by-nc-4.0
base_model: facebook/mms-1b-all
tags:
  - generated_from_trainer
datasets:
  - audiofolder
metrics:
  - wer
model-index:
  - name: wav2vec2-large-mms-1b-nhi-ft-3hrs
    results:
      - task:
          name: Automatic Speech Recognition
          type: automatic-speech-recognition
        dataset:
          name: audiofolder
          type: audiofolder
          config: default
          split: train
          args: default
        metrics:
          - name: Wer
            type: wer
            value: 0.38742236024844723

wav2vec2-large-mms-1b-nhi-ft-3hrs

This model is a fine-tuned version of facebook/mms-1b-all on the audiofolder dataset. It achieves the following results on the evaluation set:

• Loss: 0.6622
• Wer: 0.3874

Model description

More information needed

Intended uses & limitations

More information needed

Training and evaluation data

More information needed

Training procedure

Training hyperparameters

The following hyperparameters were used during training:

• learning_rate: 0.001
• train_batch_size: 8
• eval_batch_size: 16
• seed: 42
• optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
• lr_scheduler_type: linear
• lr_scheduler_warmup_steps: 100
• num_epochs: 200
• mixed_precision_training: Native AMP

Training results

Training Loss	Epoch	Step	Validation Loss	Wer
No log	0.2075	50	3.0049	0.9996
4.5366	0.4149	100	1.1067	0.8117
4.5366	0.6224	150	0.9535	0.7321
1.1806	0.8299	200	0.8626	0.6968
1.1806	1.0373	250	0.8165	0.6786
1.0196	1.2448	300	0.7636	0.6588
1.0196	1.4523	350	0.7531	0.6681
0.9646	1.6598	400	0.7289	0.6425
0.9646	1.8672	450	0.7106	0.6289
0.9508	2.0747	500	0.7076	0.6203
0.9508	2.2822	550	0.7037	0.6405
0.9082	2.4896	600	0.6760	0.5963
0.9082	2.6971	650	0.6707	0.6071
0.8361	2.9046	700	0.6813	0.5974
0.8361	3.1120	750	0.6991	0.5951
0.8336	3.3195	800	0.6525	0.5776
0.8336	3.5270	850	0.6259	0.5916
0.8071	3.7344	900	0.6600	0.6025
0.8071	3.9419	950	0.6400	0.5753
0.7723	4.1494	1000	0.6275	0.5590
0.7723	4.3568	1050	0.6338	0.5497
0.7564	4.5643	1100	0.6325	0.5555
0.7564	4.7718	1150	0.6352	0.5773
0.7965	4.9793	1200	0.6247	0.5691
0.7965	5.1867	1250	0.6270	0.5594
0.7446	5.3942	1300	0.6344	0.5361
0.7446	5.6017	1350	0.6280	0.5462
0.7355	5.8091	1400	0.6106	0.5361
0.7355	6.0166	1450	0.6054	0.5687
0.7155	6.2241	1500	0.5953	0.5221
0.7155	6.4315	1550	0.5897	0.5345
0.7175	6.6390	1600	0.5905	0.5280
0.7175	6.8465	1650	0.5912	0.5439
0.7266	7.0539	1700	0.6175	0.5388
0.7266	7.2614	1750	0.6031	0.5699
0.6968	7.4689	1800	0.5869	0.5543
0.6968	7.6763	1850	0.5968	0.5214
0.6888	7.8838	1900	0.5938	0.5144
0.6888	8.0913	1950	0.5883	0.5272
0.6909	8.2988	2000	0.5876	0.5357
0.6909	8.5062	2050	0.5736	0.5078
0.6633	8.7137	2100	0.5977	0.5144
0.6633	8.9212	2150	0.5683	0.5085
0.679	9.1286	2200	0.5686	0.5198
0.679	9.3361	2250	0.5542	0.4988
0.6177	9.5436	2300	0.5728	0.5105
0.6177	9.7510	2350	0.5675	0.5280
0.6855	9.9585	2400	0.5437	0.5050
0.6855	10.1660	2450	0.5668	0.5140
0.6165	10.3734	2500	0.5650	0.5128
0.6165	10.5809	2550	0.5699	0.5105
0.66	10.7884	2600	0.5667	0.5225
0.66	10.9959	2650	0.5689	0.5167
0.6556	11.2033	2700	0.5633	0.5066
0.6556	11.4108	2750	0.5558	0.5016
0.6314	11.6183	2800	0.5605	0.5089
0.6314	11.8257	2850	0.5701	0.5136
0.6376	12.0332	2900	0.5602	0.4922
0.6376	12.2407	2950	0.5603	0.4911
0.5549	12.4481	3000	0.5626	0.4918
0.5549	12.6556	3050	0.5440	0.5066
0.6447	12.8631	3100	0.5642	0.5035
0.6447	13.0705	3150	0.5510	0.5109
0.6316	13.2780	3200	0.5587	0.4868
0.6316	13.4855	3250	0.5559	0.5074
0.5857	13.6929	3300	0.5589	0.5101
0.5857	13.9004	3350	0.5358	0.5031
0.5945	14.1079	3400	0.5548	0.4969
0.5945	14.3154	3450	0.5516	0.5008
0.6001	14.5228	3500	0.5426	0.4810
0.6001	14.7303	3550	0.5558	0.4957
0.5869	14.9378	3600	0.5569	0.4918
0.5869	15.1452	3650	0.5627	0.4984
0.5914	15.3527	3700	0.5455	0.4806
0.5914	15.5602	3750	0.5462	0.4829
0.5794	15.7676	3800	0.5370	0.4810
0.5794	15.9751	3850	0.5292	0.4942
0.5648	16.1826	3900	0.5281	0.4724
0.5648	16.3900	3950	0.5548	0.4783
0.5522	16.5975	4000	0.5439	0.4806
0.5522	16.8050	4050	0.5262	0.4689
0.585	17.0124	4100	0.5311	0.4783
0.585	17.2199	4150	0.5255	0.4720
0.5515	17.4274	4200	0.5344	0.4755
0.5515	17.6349	4250	0.5339	0.4794
0.567	17.8423	4300	0.5305	0.4736
0.567	18.0498	4350	0.5109	0.4655
0.542	18.2573	4400	0.5397	0.4915
0.542	18.4647	4450	0.5320	0.4752
0.5471	18.6722	4500	0.5276	0.4689
0.5471	18.8797	4550	0.5323	0.4779
0.5566	19.0871	4600	0.5295	0.4786
0.5566	19.2946	4650	0.5456	0.5186
0.5369	19.5021	4700	0.5164	0.4717
0.5369	19.7095	4750	0.5310	0.4922
0.5471	19.9170	4800	0.5337	0.4911
0.5471	20.1245	4850	0.5250	0.4616
0.5694	20.3320	4900	0.5469	0.4918
0.5694	20.5394	4950	0.5269	0.4635
0.5455	20.7469	5000	0.5188	0.4767
0.5455	20.9544	5050	0.5064	0.4651
0.5254	21.1618	5100	0.5184	0.4732
0.5254	21.3693	5150	0.5248	0.4771
0.5226	21.5768	5200	0.5187	0.4550
0.5226	21.7842	5250	0.5196	0.4662
0.5401	21.9917	5300	0.5090	0.4674
0.5401	22.1992	5350	0.5153	0.4655
0.4957	22.4066	5400	0.5189	0.4546
0.4957	22.6141	5450	0.5219	0.4658
0.5413	22.8216	5500	0.5268	0.4666
0.5413	23.0290	5550	0.5265	0.4550
0.5162	23.2365	5600	0.5286	0.4717
0.5162	23.4440	5650	0.5298	0.4752
0.535	23.6515	5700	0.5257	0.4616
0.535	23.8589	5750	0.5282	0.4503
0.5156	24.0664	5800	0.5367	0.4620
0.5156	24.2739	5850	0.5362	0.4612
0.5414	24.4813	5900	0.5331	0.4674
0.5414	24.6888	5950	0.5434	0.4647
0.4941	24.8963	6000	0.5184	0.4534
0.4941	25.1037	6050	0.5211	0.4631
0.4593	25.3112	6100	0.5460	0.4814
0.4593	25.5187	6150	0.5391	0.4608
0.5206	25.7261	6200	0.5235	0.4651
0.5206	25.9336	6250	0.5105	0.4519
0.4837	26.1411	6300	0.5140	0.4530
0.4837	26.3485	6350	0.5129	0.4546
0.4818	26.5560	6400	0.5259	0.4511
0.4818	26.7635	6450	0.5288	0.4569
0.4766	26.9710	6500	0.5125	0.4666
0.4766	27.1784	6550	0.5171	0.4573
0.4727	27.3859	6600	0.5136	0.4662
0.4727	27.5934	6650	0.5221	0.4546
0.5055	27.8008	6700	0.5169	0.4546
0.5055	28.0083	6750	0.5149	0.4519
0.4534	28.2158	6800	0.5363	0.4581
0.4534	28.4232	6850	0.5272	0.4596
0.4964	28.6307	6900	0.5283	0.4697
0.4964	28.8382	6950	0.5122	0.4414
0.4574	29.0456	7000	0.5313	0.4651
0.4574	29.2531	7050	0.5204	0.4561
0.4698	29.4606	7100	0.5151	0.4503
0.4698	29.6680	7150	0.5337	0.4530
0.4666	29.8755	7200	0.5103	0.4585
0.4666	30.0830	7250	0.5498	0.4655
0.5209	30.2905	7300	0.5465	0.4666
0.5209	30.4979	7350	0.5408	0.4658
0.4522	30.7054	7400	0.5290	0.4565
0.4522	30.9129	7450	0.5168	0.4538
0.473	31.1203	7500	0.5205	0.4476
0.473	31.3278	7550	0.5339	0.4647
0.4453	31.5353	7600	0.5215	0.4573
0.4453	31.7427	7650	0.5213	0.4534
0.4529	31.9502	7700	0.5187	0.4491
0.4529	32.1577	7750	0.5302	0.4437
0.4414	32.3651	7800	0.5409	0.4662
0.4414	32.5726	7850	0.5303	0.4445
0.4982	32.7801	7900	0.5169	0.4581
0.4982	32.9876	7950	0.4980	0.4453
0.4397	33.1950	8000	0.5008	0.4488
0.4397	33.4025	8050	0.5129	0.4480
0.4511	33.6100	8100	0.5041	0.4542
0.4511	33.8174	8150	0.5186	0.4561
0.4658	34.0249	8200	0.5005	0.4523
0.4658	34.2324	8250	0.5264	0.4484
0.4224	34.4398	8300	0.5131	0.4387
0.4224	34.6473	8350	0.5007	0.4550
0.4357	34.8548	8400	0.5029	0.4577
0.4357	35.0622	8450	0.4953	0.4371
0.4402	35.2697	8500	0.5007	0.4453
0.4402	35.4772	8550	0.5130	0.4387
0.4409	35.6846	8600	0.5088	0.4592
0.4409	35.8921	8650	0.5064	0.4480
0.4093	36.0996	8700	0.5210	0.4476
0.4093	36.3071	8750	0.5406	0.4491
0.4421	36.5145	8800	0.5132	0.4391
0.4421	36.7220	8850	0.5036	0.4383
0.4425	36.9295	8900	0.5030	0.4410
0.4425	37.1369	8950	0.5305	0.4363
0.446	37.3444	9000	0.5044	0.4367
0.446	37.5519	9050	0.5051	0.4344
0.4381	37.7593	9100	0.5097	0.4472
0.4381	37.9668	9150	0.5000	0.4282
0.4269	38.1743	9200	0.5345	0.4550
0.4269	38.3817	9250	0.5102	0.4422
0.4237	38.5892	9300	0.5141	0.4336
0.4237	38.7967	9350	0.5093	0.4557
0.4474	39.0041	9400	0.5011	0.4604
0.4474	39.2116	9450	0.5091	0.4581
0.4303	39.4191	9500	0.5052	0.4491
0.4303	39.6266	9550	0.5116	0.4538
0.4274	39.8340	9600	0.5292	0.4441
0.4274	40.0415	9650	0.5088	0.4429
0.4102	40.2490	9700	0.5252	0.4569
0.4102	40.4564	9750	0.5033	0.4530
0.4262	40.6639	9800	0.5092	0.4429
0.4262	40.8714	9850	0.5109	0.4460
0.4327	41.0788	9900	0.5008	0.4546
0.4327	41.2863	9950	0.5215	0.4305
0.4091	41.4938	10000	0.5376	0.4554
0.4091	41.7012	10050	0.5165	0.4414
0.4043	41.9087	10100	0.5218	0.4266
0.4043	42.1162	10150	0.5265	0.4425
0.4147	42.3237	10200	0.5207	0.4441
0.4147	42.5311	10250	0.5246	0.4251
0.4077	42.7386	10300	0.5394	0.4491
0.4077	42.9461	10350	0.5350	0.4325
0.4095	43.1535	10400	0.5411	0.4367
0.4095	43.3610	10450	0.5118	0.4425
0.387	43.5685	10500	0.5162	0.4321
0.387	43.7759	10550	0.5234	0.4293
0.3854	43.9834	10600	0.5080	0.4286
0.3854	44.1909	10650	0.5222	0.4332
0.392	44.3983	10700	0.5125	0.4336
0.392	44.6058	10750	0.4947	0.4363
0.4095	44.8133	10800	0.5061	0.4340
0.4095	45.0207	10850	0.5141	0.4301
0.3893	45.2282	10900	0.5072	0.4278
0.3893	45.4357	10950	0.5154	0.4437
0.3917	45.6432	11000	0.5001	0.4274
0.3917	45.8506	11050	0.5084	0.4325
0.4091	46.0581	11100	0.5145	0.4297
0.4091	46.2656	11150	0.5232	0.4212
0.3962	46.4730	11200	0.5180	0.4328
0.3962	46.6805	11250	0.4972	0.4375
0.3959	46.8880	11300	0.5037	0.4262
0.3959	47.0954	11350	0.5231	0.4255
0.385	47.3029	11400	0.5343	0.4325
0.385	47.5104	11450	0.5114	0.4402
0.3878	47.7178	11500	0.5098	0.4150
0.3878	47.9253	11550	0.5089	0.4270
0.3753	48.1328	11600	0.5130	0.4247
0.3753	48.3402	11650	0.5219	0.4433
0.4055	48.5477	11700	0.5067	0.4301
0.4055	48.7552	11750	0.5266	0.4274
0.3688	48.9627	11800	0.5166	0.4371
0.3688	49.1701	11850	0.5028	0.4255
0.3742	49.3776	11900	0.5025	0.4387
0.3742	49.5851	11950	0.4871	0.4099
0.3688	49.7925	12000	0.5121	0.4328
0.3688	50.0	12050	0.5039	0.4301
0.3818	50.2075	12100	0.5089	0.4336
0.3818	50.4149	12150	0.5095	0.4336
0.3555	50.6224	12200	0.5143	0.4270
0.3555	50.8299	12250	0.5184	0.4266
0.401	51.0373	12300	0.5159	0.4325
0.401	51.2448	12350	0.5366	0.4266
0.3676	51.4523	12400	0.5207	0.4251
0.3676	51.6598	12450	0.5254	0.4161
0.3546	51.8672	12500	0.5035	0.4406
0.3546	52.0747	12550	0.5157	0.4550
0.3878	52.2822	12600	0.5248	0.4433
0.3878	52.4896	12650	0.5150	0.4243
0.349	52.6971	12700	0.5403	0.4266
0.349	52.9046	12750	0.5171	0.4227
0.3289	53.1120	12800	0.4996	0.4185
0.3289	53.3195	12850	0.5136	0.4142
0.3505	53.5270	12900	0.4982	0.4305
0.3505	53.7344	12950	0.5028	0.4313
0.3695	53.9419	13000	0.5002	0.4231
0.3695	54.1494	13050	0.4982	0.4165
0.3467	54.3568	13100	0.5113	0.4332
0.3467	54.5643	13150	0.5138	0.4286
0.3431	54.7718	13200	0.5107	0.4208
0.3431	54.9793	13250	0.5110	0.4212
0.3641	55.1867	13300	0.5002	0.4200
0.3641	55.3942	13350	0.5157	0.4193
0.3475	55.6017	13400	0.5161	0.4107
0.3475	55.8091	13450	0.5111	0.4161
0.353	56.0166	13500	0.4925	0.4061
0.353	56.2241	13550	0.5101	0.4305
0.3296	56.4315	13600	0.5335	0.4173
0.3296	56.6390	13650	0.5119	0.4123
0.3501	56.8465	13700	0.5169	0.4068
0.3501	57.0539	13750	0.5142	0.4262
0.3369	57.2614	13800	0.5532	0.4321
0.3369	57.4689	13850	0.5286	0.4169
0.3335	57.6763	13900	0.5280	0.4297
0.3335	57.8838	13950	0.5336	0.4340
0.3616	58.0913	14000	0.5425	0.4363
0.3616	58.2988	14050	0.5367	0.4274
0.3388	58.5062	14100	0.5201	0.4057
0.3388	58.7137	14150	0.5177	0.4057
0.3675	58.9212	14200	0.5076	0.4068
0.3675	59.1286	14250	0.5214	0.4231
0.3449	59.3361	14300	0.5198	0.4204
0.3449	59.5436	14350	0.5315	0.4142
0.3608	59.7510	14400	0.5184	0.4127
0.3608	59.9585	14450	0.5180	0.4161
0.3515	60.1660	14500	0.5301	0.4130
0.3515	60.3734	14550	0.5241	0.4150
0.3328	60.5809	14600	0.5306	0.4266
0.3328	60.7884	14650	0.5490	0.4282
0.3455	60.9959	14700	0.5219	0.4363
0.3455	61.2033	14750	0.5345	0.4251
0.3496	61.4108	14800	0.5198	0.4127
0.3496	61.6183	14850	0.5245	0.4158
0.3333	61.8257	14900	0.5264	0.4080
0.3333	62.0332	14950	0.5036	0.4196
0.3156	62.2407	15000	0.5120	0.4200
0.3156	62.4481	15050	0.4974	0.4251
0.3285	62.6556	15100	0.5200	0.4119
0.3285	62.8631	15150	0.5369	0.4274
0.3161	63.0705	15200	0.5203	0.4177
0.3161	63.2780	15250	0.5344	0.4309
0.3116	63.4855	15300	0.5499	0.4262
0.3116	63.6929	15350	0.5194	0.4208
0.3315	63.9004	15400	0.5326	0.4193
0.3315	64.1079	15450	0.5337	0.4336
0.3157	64.3154	15500	0.5431	0.4189
0.3157	64.5228	15550	0.5481	0.4332
0.315	64.7303	15600	0.5384	0.4088
0.315	64.9378	15650	0.5431	0.4216
0.3297	65.1452	15700	0.5461	0.4235
0.3297	65.3527	15750	0.5422	0.4251
0.3151	65.5602	15800	0.5410	0.4173
0.3151	65.7676	15850	0.5338	0.4224
0.3194	65.9751	15900	0.5274	0.4255
0.3194	66.1826	15950	0.5331	0.4224
0.3266	66.3900	16000	0.5395	0.4169
0.3266	66.5975	16050	0.5461	0.4235
0.3192	66.8050	16100	0.5391	0.4336
0.3192	67.0124	16150	0.5208	0.4251
0.2889	67.2199	16200	0.5292	0.4130
0.2889	67.4274	16250	0.5278	0.4216
0.3255	67.6349	16300	0.5391	0.4130
0.3255	67.8423	16350	0.5368	0.4185
0.3014	68.0498	16400	0.5477	0.4196
0.3014	68.2573	16450	0.5613	0.4309
0.2825	68.4647	16500	0.5335	0.4161
0.2825	68.6722	16550	0.5426	0.4165
0.3429	68.8797	16600	0.5314	0.4154
0.3429	69.0871	16650	0.5551	0.4278
0.3015	69.2946	16700	0.5638	0.4383
0.3015	69.5021	16750	0.5328	0.4189
0.3242	69.7095	16800	0.5406	0.4247
0.3242	69.9170	16850	0.5423	0.4072
0.3007	70.1245	16900	0.5589	0.4216
0.3007	70.3320	16950	0.5333	0.4084
0.3044	70.5394	17000	0.5429	0.4173
0.3044	70.7469	17050	0.5396	0.4146
0.3061	70.9544	17100	0.5441	0.4138
0.3061	71.1618	17150	0.5489	0.4200
0.3124	71.3693	17200	0.5450	0.4200
0.3124	71.5768	17250	0.5441	0.4161
0.2966	71.7842	17300	0.5415	0.4266
0.2966	71.9917	17350	0.5410	0.4251
0.2946	72.1992	17400	0.5513	0.4239
0.2946	72.4066	17450	0.5552	0.4332
0.2966	72.6141	17500	0.5541	0.4391
0.2966	72.8216	17550	0.5458	0.4262
0.3203	73.0290	17600	0.5523	0.4336
0.3203	73.2365	17650	0.5636	0.4301
0.3124	73.4440	17700	0.5596	0.4169
0.3124	73.6515	17750	0.5628	0.4227
0.2931	73.8589	17800	0.5535	0.4243
0.2931	74.0664	17850	0.5566	0.4092
0.3049	74.2739	17900	0.5634	0.4161
0.3049	74.4813	17950	0.5735	0.4095
0.3046	74.6888	18000	0.5739	0.4119
0.3046	74.8963	18050	0.5326	0.4216
0.2754	75.1037	18100	0.5412	0.4154
0.2754	75.3112	18150	0.5423	0.4072
0.3137	75.5187	18200	0.5424	0.4154
0.3137	75.7261	18250	0.5433	0.4185
0.2691	75.9336	18300	0.5428	0.4095
0.2691	76.1411	18350	0.5436	0.4099
0.3026	76.3485	18400	0.5306	0.4150
0.3026	76.5560	18450	0.5359	0.4041
0.2736	76.7635	18500	0.5485	0.4165
0.2736	76.9710	18550	0.5457	0.4158
0.2993	77.1784	18600	0.5576	0.4290
0.2993	77.3859	18650	0.5475	0.4123
0.2926	77.5934	18700	0.5561	0.4259
0.2926	77.8008	18750	0.5477	0.4022
0.2886	78.0083	18800	0.5511	0.4200
0.2886	78.2158	18850	0.5383	0.4146
0.2729	78.4232	18900	0.5354	0.4142
0.2729	78.6307	18950	0.5532	0.4150
0.2908	78.8382	19000	0.5779	0.4161
0.2908	79.0456	19050	0.5583	0.4057
0.2929	79.2531	19100	0.5502	0.4119
0.2929	79.4606	19150	0.5759	0.4208
0.2573	79.6680	19200	0.5723	0.4185
0.2573	79.8755	19250	0.5632	0.4150
0.2839	80.0830	19300	0.5593	0.4111
0.2839	80.2905	19350	0.5589	0.4115
0.2844	80.4979	19400	0.5563	0.4130
0.2844	80.7054	19450	0.5609	0.4068
0.3152	80.9129	19500	0.5492	0.4072
0.3152	81.1203	19550	0.5822	0.4130
0.2734	81.3278	19600	0.5534	0.4161
0.2734	81.5353	19650	0.5482	0.4095
0.2826	81.7427	19700	0.5610	0.4053
0.2826	81.9502	19750	0.5442	0.4119
0.2576	82.1577	19800	0.5472	0.4041
0.2576	82.3651	19850	0.5491	0.4115
0.2712	82.5726	19900	0.5546	0.4103
0.2712	82.7801	19950	0.5668	0.4169
0.2769	82.9876	20000	0.5726	0.4146
0.2769	83.1950	20050	0.5592	0.4072
0.2718	83.4025	20100	0.5514	0.4235
0.2718	83.6100	20150	0.5421	0.4057
0.2444	83.8174	20200	0.5397	0.4049
0.2444	84.0249	20250	0.5451	0.4057
0.2875	84.2324	20300	0.5475	0.4088
0.2875	84.4398	20350	0.5601	0.4119
0.2712	84.6473	20400	0.5465	0.4177
0.2712	84.8548	20450	0.5601	0.4049
0.2564	85.0622	20500	0.5556	0.4146
0.2564	85.2697	20550	0.5565	0.4103
0.2459	85.4772	20600	0.5624	0.4057
0.2459	85.6846	20650	0.5669	0.4088
0.2757	85.8921	20700	0.5430	0.4076
0.2757	86.0996	20750	0.5608	0.4076
0.2732	86.3071	20800	0.5674	0.4107
0.2732	86.5145	20850	0.5643	0.4033
0.263	86.7220	20900	0.5661	0.4099
0.263	86.9295	20950	0.5628	0.4119
0.2636	87.1369	21000	0.5749	0.4103
0.2636	87.3444	21050	0.5544	0.4099
0.2608	87.5519	21100	0.5544	0.4026
0.2608	87.7593	21150	0.5513	0.4072
0.2422	87.9668	21200	0.5528	0.4076
0.2422	88.1743	21250	0.5349	0.4177
0.2836	88.3817	21300	0.5435	0.4084
0.2836	88.5892	21350	0.5421	0.4150
0.2722	88.7967	21400	0.5473	0.4045
0.2722	89.0041	21450	0.5412	0.4018
0.2591	89.2116	21500	0.5331	0.3967
0.2591	89.4191	21550	0.5656	0.3979
0.2397	89.6266	21600	0.5617	0.4018
0.2397	89.8340	21650	0.5493	0.4064
0.2623	90.0415	21700	0.5516	0.3998
0.2623	90.2490	21750	0.5466	0.3944
0.2416	90.4564	21800	0.5516	0.4068
0.2416	90.6639	21850	0.5567	0.4026
0.2586	90.8714	21900	0.5497	0.3983
0.2586	91.0788	21950	0.5607	0.4002
0.2494	91.2863	22000	0.5712	0.4033
0.2494	91.4938	22050	0.5675	0.4064
0.2513	91.7012	22100	0.5611	0.4014
0.2513	91.9087	22150	0.5606	0.4142
0.2392	92.1162	22200	0.5797	0.4099
0.2392	92.3237	22250	0.5752	0.4022
0.2387	92.5311	22300	0.5698	0.4033
0.2387	92.7386	22350	0.5712	0.4072
0.2687	92.9461	22400	0.5758	0.4150
0.2687	93.1535	22450	0.5589	0.4049
0.2408	93.3610	22500	0.5799	0.3987
0.2408	93.5685	22550	0.5760	0.4026
0.2355	93.7759	22600	0.5875	0.4130
0.2355	93.9834	22650	0.5788	0.4084
0.2472	94.1909	22700	0.5441	0.4092
0.2472	94.3983	22750	0.5579	0.4092
0.2404	94.6058	22800	0.5664	0.4033
0.2404	94.8133	22850	0.5592	0.4173
0.248	95.0207	22900	0.5520	0.4064
0.248	95.2282	22950	0.5555	0.4080
0.2399	95.4357	23000	0.5759	0.3979
0.2399	95.6432	23050	0.5660	0.4076
0.2477	95.8506	23100	0.5873	0.4064
0.2477	96.0581	23150	0.5317	0.4092
0.2515	96.2656	23200	0.5477	0.4084
0.2515	96.4730	23250	0.5550	0.4092
0.2393	96.6805	23300	0.5803	0.4138
0.2393	96.8880	23350	0.5556	0.4068
0.2541	97.0954	23400	0.5631	0.4099
0.2541	97.3029	23450	0.5664	0.4119
0.2386	97.5104	23500	0.5612	0.4103
0.2386	97.7178	23550	0.5693	0.4068
0.2581	97.9253	23600	0.5771	0.4084
0.2581	98.1328	23650	0.5932	0.4158
0.2192	98.3402	23700	0.6089	0.4181
0.2192	98.5477	23750	0.5823	0.4146
0.2401	98.7552	23800	0.5714	0.4103
0.2401	98.9627	23850	0.5689	0.4061
0.2507	99.1701	23900	0.5693	0.4006
0.2507	99.3776	23950	0.5828	0.4064
0.2369	99.5851	24000	0.5761	0.4076
0.2369	99.7925	24050	0.5945	0.3998
0.2127	100.0	24100	0.5657	0.3913
0.2127	100.2075	24150	0.5594	0.4088
0.239	100.4149	24200	0.5757	0.4030
0.239	100.6224	24250	0.5727	0.4134
0.2514	100.8299	24300	0.5629	0.4099
0.2514	101.0373	24350	0.5738	0.4033
0.2082	101.2448	24400	0.5652	0.4061
0.2082	101.4523	24450	0.5658	0.4002
0.2325	101.6598	24500	0.5616	0.3975
0.2325	101.8672	24550	0.5666	0.3956
0.2391	102.0747	24600	0.5597	0.3909
0.2391	102.2822	24650	0.5822	0.3960
0.2201	102.4896	24700	0.5961	0.4014
0.2201	102.6971	24750	0.5948	0.4010
0.2225	102.9046	24800	0.5725	0.4061
0.2225	103.1120	24850	0.5830	0.4138
0.2455	103.3195	24900	0.5842	0.4014
0.2455	103.5270	24950	0.5801	0.3964
0.2275	103.7344	25000	0.5788	0.3948
0.2275	103.9419	25050	0.5836	0.4111
0.2066	104.1494	25100	0.5982	0.4061
0.2066	104.3568	25150	0.5984	0.4041
0.2285	104.5643	25200	0.5934	0.4057
0.2285	104.7718	25250	0.5593	0.4026
0.2326	104.9793	25300	0.5699	0.4002
0.2326	105.1867	25350	0.5592	0.3967
0.2236	105.3942	25400	0.5591	0.4026
0.2236	105.6017	25450	0.5591	0.4033
0.2337	105.8091	25500	0.5512	0.4072
0.2337	106.0166	25550	0.5703	0.4037
0.2002	106.2241	25600	0.5747	0.4018
0.2002	106.4315	25650	0.5849	0.4068
0.2251	106.6390	25700	0.5866	0.4084
0.2251	106.8465	25750	0.5755	0.3975
0.2208	107.0539	25800	0.5764	0.4061
0.2208	107.2614	25850	0.5605	0.4061
0.2147	107.4689	25900	0.5770	0.4177
0.2147	107.6763	25950	0.5731	0.4111
0.2207	107.8838	26000	0.5894	0.4150
0.2207	108.0913	26050	0.5999	0.4068
0.1913	108.2988	26100	0.5912	0.4014
0.1913	108.5062	26150	0.5769	0.4111
0.2335	108.7137	26200	0.5734	0.3979
0.2335	108.9212	26250	0.5703	0.3987
0.2157	109.1286	26300	0.5817	0.4041
0.2157	109.3361	26350	0.5728	0.4076
0.2148	109.5436	26400	0.5975	0.4088
0.2148	109.7510	26450	0.5837	0.3995
0.2032	109.9585	26500	0.6032	0.4064
0.2032	110.1660	26550	0.5897	0.4084
0.204	110.3734	26600	0.6050	0.3987
0.204	110.5809	26650	0.5863	0.4037
0.2159	110.7884	26700	0.5944	0.4006
0.2159	110.9959	26750	0.6061	0.4041
0.2177	111.2033	26800	0.5957	0.4103
0.2177	111.4108	26850	0.5865	0.4080
0.208	111.6183	26900	0.5996	0.4014
0.208	111.8257	26950	0.5732	0.4127
0.2355	112.0332	27000	0.5841	0.4014
0.2355	112.2407	27050	0.5806	0.4006
0.2074	112.4481	27100	0.5935	0.4022
0.2074	112.6556	27150	0.6026	0.3960
0.2208	112.8631	27200	0.5886	0.4022
0.2208	113.0705	27250	0.6117	0.3890
0.2202	113.2780	27300	0.6067	0.4064
0.2202	113.4855	27350	0.6094	0.3967
0.2207	113.6929	27400	0.6022	0.4095
0.2207	113.9004	27450	0.6002	0.3995
0.2112	114.1079	27500	0.6000	0.4022
0.2112	114.3154	27550	0.6094	0.3964
0.1955	114.5228	27600	0.6207	0.3964
0.1955	114.7303	27650	0.6240	0.4026
0.1999	114.9378	27700	0.6067	0.4033
0.1999	115.1452	27750	0.5859	0.4080
0.2522	115.3527	27800	0.6032	0.4026
0.2522	115.5602	27850	0.6096	0.4045
0.2119	115.7676	27900	0.6119	0.3944
0.2119	115.9751	27950	0.5869	0.4006
0.2028	116.1826	28000	0.5922	0.4006
0.2028	116.3900	28050	0.6138	0.3929
0.2168	116.5975	28100	0.6096	0.3998
0.2168	116.8050	28150	0.6065	0.4064
0.2345	117.0124	28200	0.5935	0.3921
0.2345	117.2199	28250	0.6010	0.4026
0.1839	117.4274	28300	0.6196	0.3998
0.1839	117.6349	28350	0.6109	0.3936
0.2128	117.8423	28400	0.5830	0.4095
0.2128	118.0498	28450	0.5847	0.4099
0.1864	118.2573	28500	0.5872	0.4033
0.1864	118.4647	28550	0.5880	0.3960
0.2179	118.6722	28600	0.5999	0.4080
0.2179	118.8797	28650	0.5939	0.3991
0.1933	119.0871	28700	0.6247	0.4072
0.1933	119.2946	28750	0.6227	0.4049
0.1895	119.5021	28800	0.5952	0.4123
0.1895	119.7095	28850	0.6091	0.4111
0.2013	119.9170	28900	0.6083	0.4057
0.2013	120.1245	28950	0.6267	0.3991
0.212	120.3320	29000	0.6139	0.4014
0.212	120.5394	29050	0.6131	0.4123
0.1954	120.7469	29100	0.6150	0.4006
0.1954	120.9544	29150	0.6105	0.4053
0.1996	121.1618	29200	0.6127	0.4119
0.1996	121.3693	29250	0.6141	0.4115
0.1924	121.5768	29300	0.6227	0.4057
0.1924	121.7842	29350	0.6189	0.3882
0.1983	121.9917	29400	0.6207	0.3987
0.1983	122.1992	29450	0.6307	0.3983
0.2075	122.4066	29500	0.6123	0.3964
0.2075	122.6141	29550	0.6144	0.3870
0.1863	122.8216	29600	0.6239	0.3960
0.1863	123.0290	29650	0.6254	0.4002
0.1932	123.2365	29700	0.6285	0.3952
0.1932	123.4440	29750	0.6153	0.3932
0.2105	123.6515	29800	0.6116	0.4053
0.2105	123.8589	29850	0.6103	0.3894
0.1938	124.0664	29900	0.6169	0.3929
0.1938	124.2739	29950	0.6156	0.3952
0.2074	124.4813	30000	0.6184	0.4057
0.2074	124.6888	30050	0.5996	0.3956
0.1906	124.8963	30100	0.5999	0.3998
0.1906	125.1037	30150	0.6059	0.4053
0.1869	125.3112	30200	0.6057	0.3983
0.1869	125.5187	30250	0.6073	0.3983
0.2055	125.7261	30300	0.6142	0.3983
0.2055	125.9336	30350	0.6111	0.4068
0.1899	126.1411	30400	0.6175	0.3956
0.1899	126.3485	30450	0.6271	0.3967
0.1949	126.5560	30500	0.6258	0.4061
0.1949	126.7635	30550	0.6191	0.4006
0.1867	126.9710	30600	0.6165	0.4018
0.1867	127.1784	30650	0.6222	0.4072
0.1699	127.3859	30700	0.6315	0.4092
0.1699	127.5934	30750	0.6264	0.4018
0.2063	127.8008	30800	0.6125	0.4080
0.2063	128.0083	30850	0.6250	0.4111
0.1869	128.2158	30900	0.6226	0.4103
0.1869	128.4232	30950	0.6279	0.3991
0.1879	128.6307	31000	0.6151	0.3991
0.1879	128.8382	31050	0.6227	0.4037
0.1799	129.0456	31100	0.6304	0.3979
0.1799	129.2531	31150	0.6110	0.3952
0.1858	129.4606	31200	0.6250	0.3987
0.1858	129.6680	31250	0.6393	0.3967
0.1913	129.8755	31300	0.6396	0.3913
0.1913	130.0830	31350	0.6384	0.3995
0.1861	130.2905	31400	0.6200	0.4010
0.1861	130.4979	31450	0.6275	0.3971
0.1795	130.7054	31500	0.6259	0.3944
0.1795	130.9129	31550	0.6275	0.3983
0.1693	131.1203	31600	0.6359	0.3991
0.1693	131.3278	31650	0.6420	0.3936
0.1901	131.5353	31700	0.6434	0.3983
0.1901	131.7427	31750	0.6253	0.3998
0.1932	131.9502	31800	0.6233	0.3952
0.1932	132.1577	31850	0.6237	0.3987
0.1781	132.3651	31900	0.6269	0.3944
0.1781	132.5726	31950	0.6254	0.3987
0.1919	132.7801	32000	0.6254	0.3944
0.1919	132.9876	32050	0.6205	0.3971
0.1662	133.1950	32100	0.6277	0.3932
0.1662	133.4025	32150	0.6380	0.4014
0.1758	133.6100	32200	0.6364	0.3991
0.1758	133.8174	32250	0.6313	0.4026
0.1775	134.0249	32300	0.6363	0.4010
0.1775	134.2324	32350	0.6216	0.4002
0.1912	134.4398	32400	0.6281	0.3987
0.1912	134.6473	32450	0.6156	0.3983
0.1761	134.8548	32500	0.6206	0.3995
0.1761	135.0622	32550	0.6279	0.4026
0.1847	135.2697	32600	0.6242	0.4030
0.1847	135.4772	32650	0.6205	0.3940
0.1737	135.6846	32700	0.6175	0.3995
0.1737	135.8921	32750	0.6133	0.3975
0.1861	136.0996	32800	0.6070	0.3913
0.1861	136.3071	32850	0.6097	0.3971
0.1712	136.5145	32900	0.6139	0.3940
0.1712	136.7220	32950	0.6165	0.4002
0.1691	136.9295	33000	0.6227	0.4041
0.1691	137.1369	33050	0.6377	0.3936
0.1829	137.3444	33100	0.6199	0.3917
0.1829	137.5519	33150	0.6414	0.3898
0.1639	137.7593	33200	0.6275	0.3859
0.1639	137.9668	33250	0.6171	0.3932
0.1815	138.1743	33300	0.6235	0.3890
0.1815	138.3817	33350	0.6315	0.3925
0.1812	138.5892	33400	0.6434	0.3921
0.1812	138.7967	33450	0.6273	0.3905
0.1623	139.0041	33500	0.6199	0.3866
0.1623	139.2116	33550	0.6173	0.3929
0.1609	139.4191	33600	0.6289	0.3917
0.1609	139.6266	33650	0.6485	0.3929
0.1662	139.8340	33700	0.6255	0.3917
0.1662	140.0415	33750	0.6301	0.3971
0.1669	140.2490	33800	0.6493	0.3808
0.1669	140.4564	33850	0.6539	0.3909
0.1646	140.6639	33900	0.6331	0.3921
0.1646	140.8714	33950	0.6456	0.3905
0.1782	141.0788	34000	0.6440	0.3983
0.1782	141.2863	34050	0.6304	0.3987
0.1786	141.4938	34100	0.6412	0.3936
0.1786	141.7012	34150	0.6375	0.3882
0.17	141.9087	34200	0.6269	0.3925
0.17	142.1162	34250	0.6228	0.3905
0.1654	142.3237	34300	0.6202	0.3824
0.1654	142.5311	34350	0.6429	0.3843
0.1805	142.7386	34400	0.6423	0.3964
0.1805	142.9461	34450	0.6364	0.3901
0.158	143.1535	34500	0.6396	0.3898
0.158	143.3610	34550	0.6435	0.3898
0.1631	143.5685	34600	0.6387	0.3929
0.1631	143.7759	34650	0.6483	0.3909
0.1556	143.9834	34700	0.6471	0.3878
0.1556	144.1909	34750	0.6454	0.3913
0.1716	144.3983	34800	0.6522	0.3909
0.1716	144.6058	34850	0.6402	0.3898
0.1727	144.8133	34900	0.6562	0.3847
0.1727	145.0207	34950	0.6428	0.3890
0.1677	145.2282	35000	0.6392	0.3882
0.1677	145.4357	35050	0.6353	0.3898
0.16	145.6432	35100	0.6326	0.3979
0.16	145.8506	35150	0.6349	0.3901
0.1758	146.0581	35200	0.6248	0.3863
0.1758	146.2656	35250	0.6201	0.3894
0.1614	146.4730	35300	0.6284	0.3921
0.1614	146.6805	35350	0.6226	0.3936
0.1712	146.8880	35400	0.6230	0.3874
0.1712	147.0954	35450	0.6342	0.3874
0.1638	147.3029	35500	0.6345	0.3936
0.1638	147.5104	35550	0.6343	0.3866
0.1587	147.7178	35600	0.6351	0.3859
0.1587	147.9253	35650	0.6386	0.3870
0.1595	148.1328	35700	0.6415	0.3874
0.1595	148.3402	35750	0.6365	0.3890
0.1584	148.5477	35800	0.6340	0.3843
0.1584	148.7552	35850	0.6249	0.3921
0.1793	148.9627	35900	0.6304	0.3948
0.1793	149.1701	35950	0.6304	0.3956
0.1569	149.3776	36000	0.6435	0.3971
0.1569	149.5851	36050	0.6462	0.3998
0.1749	149.7925	36100	0.6460	0.3964
0.1749	150.0	36150	0.6347	0.3983
0.1655	150.2075	36200	0.6323	0.3967
0.1655	150.4149	36250	0.6425	0.3964
0.1463	150.6224	36300	0.6554	0.3995
0.1463	150.8299	36350	0.6327	0.3979
0.1601	151.0373	36400	0.6355	0.3944
0.1601	151.2448	36450	0.6415	0.3979
0.1648	151.4523	36500	0.6375	0.3987
0.1648	151.6598	36550	0.6431	0.3944
0.1559	151.8672	36600	0.6447	0.3936
0.1559	152.0747	36650	0.6380	0.3940
0.1593	152.2822	36700	0.6348	0.3921
0.1593	152.4896	36750	0.6392	0.4014
0.1614	152.6971	36800	0.6255	0.3971
0.1614	152.9046	36850	0.6402	0.3952
0.1547	153.1120	36900	0.6352	0.3964
0.1547	153.3195	36950	0.6308	0.3917
0.1461	153.5270	37000	0.6293	0.3971
0.1461	153.7344	37050	0.6298	0.3967
0.1505	153.9419	37100	0.6386	0.3929
0.1505	154.1494	37150	0.6423	0.3971
0.1367	154.3568	37200	0.6462	0.3940
0.1367	154.5643	37250	0.6487	0.3983
0.1573	154.7718	37300	0.6486	0.3929
0.1573	154.9793	37350	0.6438	0.3995
0.1366	155.1867	37400	0.6584	0.3909
0.1366	155.3942	37450	0.6516	0.3898
0.159	155.6017	37500	0.6404	0.3894
0.159	155.8091	37550	0.6484	0.3913
0.1575	156.0166	37600	0.6405	0.3894
0.1575	156.2241	37650	0.6434	0.3952
0.1642	156.4315	37700	0.6433	0.3944
0.1642	156.6390	37750	0.6352	0.3960
0.1598	156.8465	37800	0.6415	0.3870
0.1598	157.0539	37850	0.6555	0.3894
0.1518	157.2614	37900	0.6475	0.3890
0.1518	157.4689	37950	0.6384	0.3855
0.1471	157.6763	38000	0.6473	0.3905
0.1471	157.8838	38050	0.6434	0.3905
0.1376	158.0913	38100	0.6439	0.3878
0.1376	158.2988	38150	0.6511	0.3870
0.1472	158.5062	38200	0.6413	0.3855
0.1472	158.7137	38250	0.6409	0.3874
0.1518	158.9212	38300	0.6407	0.3975
0.1518	159.1286	38350	0.6596	0.3936
0.1449	159.3361	38400	0.6731	0.3936
0.1449	159.5436	38450	0.6597	0.3839
0.1447	159.7510	38500	0.6539	0.3882
0.1447	159.9585	38550	0.6680	0.3859
0.1336	160.1660	38600	0.6796	0.3855
0.1336	160.3734	38650	0.6621	0.3870
0.1498	160.5809	38700	0.6589	0.3878
0.1498	160.7884	38750	0.6659	0.3905
0.1401	160.9959	38800	0.6803	0.3878
0.1401	161.2033	38850	0.6672	0.3866
0.1571	161.4108	38900	0.6478	0.3890
0.1571	161.6183	38950	0.6541	0.3909
0.1533	161.8257	39000	0.6521	0.3952
0.1533	162.0332	39050	0.6546	0.3987
0.1385	162.2407	39100	0.6689	0.3898
0.1385	162.4481	39150	0.6729	0.3936
0.1494	162.6556	39200	0.6774	0.3964
0.1494	162.8631	39250	0.6663	0.3964
0.1572	163.0705	39300	0.6609	0.4014
0.1572	163.2780	39350	0.6716	0.3964
0.1446	163.4855	39400	0.6722	0.3979
0.1446	163.6929	39450	0.6621	0.3944
0.148	163.9004	39500	0.6637	0.3917
0.148	164.1079	39550	0.6637	0.3901
0.1539	164.3154	39600	0.6715	0.3870
0.1539	164.5228	39650	0.6682	0.3917
0.1505	164.7303	39700	0.6643	0.3936
0.1505	164.9378	39750	0.6636	0.3898
0.1479	165.1452	39800	0.6607	0.3898
0.1479	165.3527	39850	0.6665	0.3898
0.1269	165.5602	39900	0.6715	0.3913
0.1269	165.7676	39950	0.6689	0.3948
0.1463	165.9751	40000	0.6740	0.3878
0.1463	166.1826	40050	0.6584	0.3929
0.149	166.3900	40100	0.6595	0.3936
0.149	166.5975	40150	0.6618	0.3995
0.1464	166.8050	40200	0.6682	0.3913
0.1464	167.0124	40250	0.6788	0.3960
0.1434	167.2199	40300	0.6721	0.3944
0.1434	167.4274	40350	0.6829	0.3921
0.1497	167.6349	40400	0.6626	0.3960
0.1497	167.8423	40450	0.6782	0.3859
0.1546	168.0498	40500	0.6708	0.3874
0.1546	168.2573	40550	0.6728	0.3882
0.1451	168.4647	40600	0.6758	0.3964
0.1451	168.6722	40650	0.6766	0.3917
0.1285	168.8797	40700	0.6699	0.3936
0.1285	169.0871	40750	0.6665	0.3925
0.1471	169.2946	40800	0.6667	0.3929
0.1471	169.5021	40850	0.6684	0.3956
0.1464	169.7095	40900	0.6784	0.3917
0.1464	169.9170	40950	0.6748	0.3898
0.1224	170.1245	41000	0.6728	0.3882
0.1224	170.3320	41050	0.6721	0.3913
0.1335	170.5394	41100	0.6718	0.3952
0.1335	170.7469	41150	0.6708	0.3948
0.1296	170.9544	41200	0.6666	0.3975
0.1296	171.1618	41250	0.6729	0.3913
0.1398	171.3693	41300	0.6640	0.3909
0.1398	171.5768	41350	0.6636	0.3956
0.1286	171.7842	41400	0.6667	0.3952
0.1286	171.9917	41450	0.6646	0.3917
0.1262	172.1992	41500	0.6726	0.3870
0.1262	172.4066	41550	0.6714	0.3859
0.1276	172.6141	41600	0.6746	0.3882
0.1276	172.8216	41650	0.6640	0.3878
0.1352	173.0290	41700	0.6671	0.3898
0.1352	173.2365	41750	0.6721	0.3956
0.1336	173.4440	41800	0.6630	0.3898
0.1336	173.6515	41850	0.6685	0.3886
0.1448	173.8589	41900	0.6603	0.3886
0.1448	174.0664	41950	0.6588	0.3886
0.1434	174.2739	42000	0.6591	0.3909
0.1434	174.4813	42050	0.6615	0.3863
0.1437	174.6888	42100	0.6736	0.3878
0.1437	174.8963	42150	0.6663	0.3917
0.1322	175.1037	42200	0.6665	0.3940
0.1322	175.3112	42250	0.6625	0.3863
0.1331	175.5187	42300	0.6550	0.3909
0.1331	175.7261	42350	0.6600	0.3905
0.1372	175.9336	42400	0.6576	0.3964
0.1372	176.1411	42450	0.6627	0.3909
0.1259	176.3485	42500	0.6650	0.3905
0.1259	176.5560	42550	0.6654	0.3905
0.1419	176.7635	42600	0.6641	0.3874
0.1419	176.9710	42650	0.6615	0.3898
0.1338	177.1784	42700	0.6627	0.3839
0.1338	177.3859	42750	0.6625	0.3921
0.1375	177.5934	42800	0.6643	0.3901
0.1375	177.8008	42850	0.6681	0.3859
0.1304	178.0083	42900	0.6711	0.3820
0.1304	178.2158	42950	0.6680	0.3843
0.1249	178.4232	43000	0.6734	0.3828
0.1249	178.6307	43050	0.6738	0.3832
0.1259	178.8382	43100	0.6703	0.3851
0.1259	179.0456	43150	0.6639	0.3851
0.1329	179.2531	43200	0.6649	0.3828
0.1329	179.4606	43250	0.6637	0.3866
0.1302	179.6680	43300	0.6628	0.3855
0.1302	179.8755	43350	0.6605	0.3863
0.1238	180.0830	43400	0.6615	0.3835
0.1238	180.2905	43450	0.6657	0.3820
0.1396	180.4979	43500	0.6623	0.3859
0.1396	180.7054	43550	0.6652	0.3859
0.1277	180.9129	43600	0.6717	0.3839
0.1277	181.1203	43650	0.6759	0.3898
0.1119	181.3278	43700	0.6779	0.3855
0.1119	181.5353	43750	0.6701	0.3851
0.1333	181.7427	43800	0.6708	0.3839
0.1333	181.9502	43850	0.6720	0.3808
0.1311	182.1577	43900	0.6755	0.3866
0.1311	182.3651	43950	0.6731	0.3874
0.1223	182.5726	44000	0.6766	0.3882
0.1223	182.7801	44050	0.6684	0.3890
0.1329	182.9876	44100	0.6628	0.3898
0.1329	183.1950	44150	0.6602	0.3913
0.1234	183.4025	44200	0.6592	0.3859
0.1234	183.6100	44250	0.6691	0.3859
0.1349	183.8174	44300	0.6653	0.3843
0.1349	184.0249	44350	0.6562	0.3847
0.1314	184.2324	44400	0.6629	0.3847
0.1314	184.4398	44450	0.6642	0.3835
0.124	184.6473	44500	0.6635	0.3835
0.124	184.8548	44550	0.6630	0.3812
0.1506	185.0622	44600	0.6604	0.3855
0.1506	185.2697	44650	0.6613	0.3851
0.1365	185.4772	44700	0.6569	0.3832
0.1365	185.6846	44750	0.6543	0.3777
0.1355	185.8921	44800	0.6593	0.3828
0.1355	186.0996	44850	0.6591	0.3820
0.1117	186.3071	44900	0.6614	0.3824
0.1117	186.5145	44950	0.6641	0.3874
0.121	186.7220	45000	0.6674	0.3855
0.121	186.9295	45050	0.6648	0.3870
0.1315	187.1369	45100	0.6662	0.3851
0.1315	187.3444	45150	0.6655	0.3835
0.1286	187.5519	45200	0.6665	0.3808
0.1286	187.7593	45250	0.6630	0.3812
0.1304	187.9668	45300	0.6642	0.3824
0.1304	188.1743	45350	0.6683	0.3847
0.1194	188.3817	45400	0.6697	0.3882
0.1194	188.5892	45450	0.6688	0.3925
0.129	188.7967	45500	0.6652	0.3898
0.129	189.0041	45550	0.6656	0.3929
0.1289	189.2116	45600	0.6658	0.3925
0.1289	189.4191	45650	0.6625	0.3913
0.1401	189.6266	45700	0.6622	0.3874
0.1401	189.8340	45750	0.6648	0.3925
0.1249	190.0415	45800	0.6642	0.3901
0.1249	190.2490	45850	0.6643	0.3882
0.1262	190.4564	45900	0.6649	0.3878
0.1262	190.6639	45950	0.6665	0.3863
0.132	190.8714	46000	0.6623	0.3886
0.132	191.0788	46050	0.6635	0.3882
0.1508	191.2863	46100	0.6607	0.3859
0.1508	191.4938	46150	0.6596	0.3866
0.1176	191.7012	46200	0.6603	0.3859
0.1176	191.9087	46250	0.6572	0.3890
0.1344	192.1162	46300	0.6573	0.3870
0.1344	192.3237	46350	0.6595	0.3863
0.1194	192.5311	46400	0.6581	0.3847
0.1194	192.7386	46450	0.6571	0.3851
0.1303	192.9461	46500	0.6580	0.3863
0.1303	193.1535	46550	0.6574	0.3882
0.1195	193.3610	46600	0.6590	0.3894
0.1195	193.5685	46650	0.6596	0.3886
0.1375	193.7759	46700	0.6595	0.3898
0.1375	193.9834	46750	0.6578	0.3890
0.1387	194.1909	46800	0.6579	0.3863
0.1387	194.3983	46850	0.6571	0.3874
0.1371	194.6058	46900	0.6594	0.3866
0.1371	194.8133	46950	0.6598	0.3843
0.1298	195.0207	47000	0.6620	0.3898
0.1298	195.2282	47050	0.6603	0.3886
0.1206	195.4357	47100	0.6610	0.3890
0.1206	195.6432	47150	0.6603	0.3882
0.1294	195.8506	47200	0.6603	0.3898
0.1294	196.0581	47250	0.6612	0.3898
0.1208	196.2656	47300	0.6626	0.3890
0.1208	196.4730	47350	0.6632	0.3855
0.1267	196.6805	47400	0.6641	0.3863
0.1267	196.8880	47450	0.6637	0.3855
0.1238	197.0954	47500	0.6633	0.3855
0.1238	197.3029	47550	0.6636	0.3855
0.1315	197.5104	47600	0.6628	0.3859
0.1315	197.7178	47650	0.6613	0.3874
0.1398	197.9253	47700	0.6615	0.3855
0.1398	198.1328	47750	0.6623	0.3863
0.1248	198.3402	47800	0.6621	0.3882
0.1248	198.5477	47850	0.6630	0.3878
0.1215	198.7552	47900	0.6626	0.3874
0.1215	198.9627	47950	0.6620	0.3870
0.1386	199.1701	48000	0.6626	0.3866
0.1386	199.3776	48050	0.6619	0.3859
0.1221	199.5851	48100	0.6621	0.3870
0.1221	199.7925	48150	0.6622	0.3870
0.1172	200.0	48200	0.6622	0.3874

Framework versions

• Transformers 4.41.2
• Pytorch 2.4.0
• Datasets 2.19.1
• Tokenizers 0.19.1