OverloadedOperator/tokomni-whisper-i4

TK_Whisper_ASR

This model is a fine-tuned version of openai/whisper-tiny on the KAN Hebrew Speech dataset. It achieves the following results on the evaluation set:

• Loss: 0.0014

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: 1e-05
• train_batch_size: 2
• eval_batch_size: 2
• seed: 42
• gradient_accumulation_steps: 4
• total_train_batch_size: 8
• optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
• lr_scheduler_type: linear
• lr_scheduler_warmup_steps: 50
• training_steps: 1000
• mixed_precision_training: Native AMP

Training results

Training Loss	Epoch	Step	Validation Loss
No log	1.0	1	6.4006
No log	2.0	2	6.4006
No log	3.0	3	6.4006
No log	4.0	4	6.4006
No log	5.0	5	6.4006
No log	6.0	6	6.3986
No log	7.0	7	6.3959
No log	8.0	8	6.3931
No log	9.0	9	6.3782
No log	10.0	10	6.3632
No log	11.0	11	6.3527
No log	12.0	12	6.3211
No log	13.0	13	6.2838
No log	14.0	14	6.2423
No log	15.0	15	6.2010
No log	16.0	16	6.1537
No log	17.0	17	6.1190
No log	18.0	18	6.0642
No log	19.0	19	6.0178
No log	20.0	20	5.9691
No log	21.0	21	5.9257
No log	22.0	22	5.8809
No log	23.0	23	5.8292
No log	24.0	24	5.7777
6.7327	25.0	25	5.7303
6.7327	26.0	26	5.6739
6.7327	27.0	27	5.6210
6.7327	28.0	28	5.5624
6.7327	29.0	29	5.5025
6.7327	30.0	30	5.4445
6.7327	31.0	31	5.3814
6.7327	32.0	32	5.3206
6.7327	33.0	33	5.2617
6.7327	34.0	34	5.2036
6.7327	35.0	35	5.1422
6.7327	36.0	36	5.0764
6.7327	37.0	37	5.0193
6.7327	38.0	38	4.9537
6.7327	39.0	39	4.8884
6.7327	40.0	40	4.8221
6.7327	41.0	41	4.7580
6.7327	42.0	42	4.6963
6.7327	43.0	43	4.6376
6.7327	44.0	44	4.5762
6.7327	45.0	45	4.5220
6.7327	46.0	46	4.4687
6.7327	47.0	47	4.4162
6.7327	48.0	48	4.3698
6.7327	49.0	49	4.3203
5.2517	50.0	50	4.2743
5.2517	51.0	51	4.2283
5.2517	52.0	52	4.1788
5.2517	53.0	53	4.1300
5.2517	54.0	54	4.0796
5.2517	55.0	55	4.0311
5.2517	56.0	56	3.9810
5.2517	57.0	57	3.9310
5.2517	58.0	58	3.8865
5.2517	59.0	59	3.8385
5.2517	60.0	60	3.7945
5.2517	61.0	61	3.7523
5.2517	62.0	62	3.7092
5.2517	63.0	63	3.6649
5.2517	64.0	64	3.6169
5.2517	65.0	65	3.5726
5.2517	66.0	66	3.5229
5.2517	67.0	67	3.4758
5.2517	68.0	68	3.4288
5.2517	69.0	69	3.3785
5.2517	70.0	70	3.3324
5.2517	71.0	71	3.2825
5.2517	72.0	72	3.2360
5.2517	73.0	73	3.1891
5.2517	74.0	74	3.1395
3.6925	75.0	75	3.0923
3.6925	76.0	76	3.0462
3.6925	77.0	77	2.9978
3.6925	78.0	78	2.9504
3.6925	79.0	79	2.9017
3.6925	80.0	80	2.8556
3.6925	81.0	81	2.8076
3.6925	82.0	82	2.7623
3.6925	83.0	83	2.7168
3.6925	84.0	84	2.6698
3.6925	85.0	85	2.6239
3.6925	86.0	86	2.5783
3.6925	87.0	87	2.5324
3.6925	88.0	88	2.4860
3.6925	89.0	89	2.4418
3.6925	90.0	90	2.3981
3.6925	91.0	91	2.3525
3.6925	92.0	92	2.3080
3.6925	93.0	93	2.2622
3.6925	94.0	94	2.2183
3.6925	95.0	95	2.1733
3.6925	96.0	96	2.1270
3.6925	97.0	97	2.0812
3.6925	98.0	98	2.0354
3.6925	99.0	99	1.9909
2.4328	100.0	100	1.9459
2.4328	101.0	101	1.9001
2.4328	102.0	102	1.8566
2.4328	103.0	103	1.8128
2.4328	104.0	104	1.7672
2.4328	105.0	105	1.7220
2.4328	106.0	106	1.6780
2.4328	107.0	107	1.6362
2.4328	108.0	108	1.5916
2.4328	109.0	109	1.5497
2.4328	110.0	110	1.5068
2.4328	111.0	111	1.4659
2.4328	112.0	112	1.4247
2.4328	113.0	113	1.3846
2.4328	114.0	114	1.3469
2.4328	115.0	115	1.3076
2.4328	116.0	116	1.2729
2.4328	117.0	117	1.2383
2.4328	118.0	118	1.2047
2.4328	119.0	119	1.1730
2.4328	120.0	120	1.1424
2.4328	121.0	121	1.1125
2.4328	122.0	122	1.0834
2.4328	123.0	123	1.0540
2.4328	124.0	124	1.0248
1.3226	125.0	125	0.9955
1.3226	126.0	126	0.9676
1.3226	127.0	127	0.9394
1.3226	128.0	128	0.9118
1.3226	129.0	129	0.8822
1.3226	130.0	130	0.8546
1.3226	131.0	131	0.8247
1.3226	132.0	132	0.7962
1.3226	133.0	133	0.7679
1.3226	134.0	134	0.7372
1.3226	135.0	135	0.7086
1.3226	136.0	136	0.6795
1.3226	137.0	137	0.6490
1.3226	138.0	138	0.6197
1.3226	139.0	139	0.5895
1.3226	140.0	140	0.5598
1.3226	141.0	141	0.5287
1.3226	142.0	142	0.4987
1.3226	143.0	143	0.4695
1.3226	144.0	144	0.4401
1.3226	145.0	145	0.4096
1.3226	146.0	146	0.3809
1.3226	147.0	147	0.3521
1.3226	148.0	148	0.3234
1.3226	149.0	149	0.2959
0.5038	150.0	150	0.2715
0.5038	151.0	151	0.2460
0.5038	152.0	152	0.2237
0.5038	153.0	153	0.2031
0.5038	154.0	154	0.1838
0.5038	155.0	155	0.1669
0.5038	156.0	156	0.1523
0.5038	157.0	157	0.1392
0.5038	158.0	158	0.1281
0.5038	159.0	159	0.1185
0.5038	160.0	160	0.1101
0.5038	161.0	161	0.1020
0.5038	162.0	162	0.0949
0.5038	163.0	163	0.0887
0.5038	164.0	164	0.0828
0.5038	165.0	165	0.0775
0.5038	166.0	166	0.0729
0.5038	167.0	167	0.0684
0.5038	168.0	168	0.0646
0.5038	169.0	169	0.0606
0.5038	170.0	170	0.0569
0.5038	171.0	171	0.0537
0.5038	172.0	172	0.0506
0.5038	173.0	173	0.0480
0.5038	174.0	174	0.0455
0.0905	175.0	175	0.0431
0.0905	176.0	176	0.0409
0.0905	177.0	177	0.0388
0.0905	178.0	178	0.0371
0.0905	179.0	179	0.0353
0.0905	180.0	180	0.0338
0.0905	181.0	181	0.0323
0.0905	182.0	182	0.0309
0.0905	183.0	183	0.0297
0.0905	184.0	184	0.0284
0.0905	185.0	185	0.0275
0.0905	186.0	186	0.0264
0.0905	187.0	187	0.0254
0.0905	188.0	188	0.0245
0.0905	189.0	189	0.0236
0.0905	190.0	190	0.0229
0.0905	191.0	191	0.0222
0.0905	192.0	192	0.0215
0.0905	193.0	193	0.0209
0.0905	194.0	194	0.0204
0.0905	195.0	195	0.0198
0.0905	196.0	196	0.0193
0.0905	197.0	197	0.0188
0.0905	198.0	198	0.0184
0.0905	199.0	199	0.0180
0.022	200.0	200	0.0175
0.022	201.0	201	0.0172
0.022	202.0	202	0.0168
0.022	203.0	203	0.0164
0.022	204.0	204	0.0161
0.022	205.0	205	0.0158
0.022	206.0	206	0.0155
0.022	207.0	207	0.0152
0.022	208.0	208	0.0149
0.022	209.0	209	0.0146
0.022	210.0	210	0.0144
0.022	211.0	211	0.0141
0.022	212.0	212	0.0138
0.022	213.0	213	0.0136
0.022	214.0	214	0.0134
0.022	215.0	215	0.0132
0.022	216.0	216	0.0130
0.022	217.0	217	0.0127
0.022	218.0	218	0.0126
0.022	219.0	219	0.0123
0.022	220.0	220	0.0122
0.022	221.0	221	0.0120
0.022	222.0	222	0.0118
0.022	223.0	223	0.0117
0.022	224.0	224	0.0115
0.0114	225.0	225	0.0114
0.0114	226.0	226	0.0113
0.0114	227.0	227	0.0111
0.0114	228.0	228	0.0110
0.0114	229.0	229	0.0108
0.0114	230.0	230	0.0107
0.0114	231.0	231	0.0105
0.0114	232.0	232	0.0105
0.0114	233.0	233	0.0103
0.0114	234.0	234	0.0102
0.0114	235.0	235	0.0101
0.0114	236.0	236	0.0100
0.0114	237.0	237	0.0099
0.0114	238.0	238	0.0098
0.0114	239.0	239	0.0097
0.0114	240.0	240	0.0096
0.0114	241.0	241	0.0095
0.0114	242.0	242	0.0094
0.0114	243.0	243	0.0093
0.0114	244.0	244	0.0092
0.0114	245.0	245	0.0091
0.0114	246.0	246	0.0090
0.0114	247.0	247	0.0089
0.0114	248.0	248	0.0088
0.0114	249.0	249	0.0087
0.008	250.0	250	0.0087
0.008	251.0	251	0.0086
0.008	252.0	252	0.0085
0.008	253.0	253	0.0084
0.008	254.0	254	0.0083
0.008	255.0	255	0.0083
0.008	256.0	256	0.0082
0.008	257.0	257	0.0082
0.008	258.0	258	0.0081
0.008	259.0	259	0.0080
0.008	260.0	260	0.0079
0.008	261.0	261	0.0078
0.008	262.0	262	0.0078
0.008	263.0	263	0.0077
0.008	264.0	264	0.0077
0.008	265.0	265	0.0076
0.008	266.0	266	0.0075
0.008	267.0	267	0.0075
0.008	268.0	268	0.0074
0.008	269.0	269	0.0073
0.008	270.0	270	0.0073
0.008	271.0	271	0.0072
0.008	272.0	272	0.0072
0.008	273.0	273	0.0071
0.008	274.0	274	0.0071
0.0063	275.0	275	0.0070
0.0063	276.0	276	0.0069
0.0063	277.0	277	0.0069
0.0063	278.0	278	0.0069
0.0063	279.0	279	0.0068
0.0063	280.0	280	0.0067
0.0063	281.0	281	0.0067
0.0063	282.0	282	0.0066
0.0063	283.0	283	0.0066
0.0063	284.0	284	0.0065
0.0063	285.0	285	0.0065
0.0063	286.0	286	0.0065
0.0063	287.0	287	0.0064
0.0063	288.0	288	0.0064
0.0063	289.0	289	0.0063
0.0063	290.0	290	0.0063
0.0063	291.0	291	0.0062
0.0063	292.0	292	0.0062
0.0063	293.0	293	0.0061
0.0063	294.0	294	0.0061
0.0063	295.0	295	0.0061
0.0063	296.0	296	0.0060
0.0063	297.0	297	0.0060
0.0063	298.0	298	0.0060
0.0063	299.0	299	0.0059
0.0052	300.0	300	0.0059
0.0052	301.0	301	0.0058
0.0052	302.0	302	0.0058
0.0052	303.0	303	0.0058
0.0052	304.0	304	0.0057
0.0052	305.0	305	0.0057
0.0052	306.0	306	0.0057
0.0052	307.0	307	0.0056
0.0052	308.0	308	0.0056
0.0052	309.0	309	0.0056
0.0052	310.0	310	0.0055
0.0052	311.0	311	0.0055
0.0052	312.0	312	0.0055
0.0052	313.0	313	0.0054
0.0052	314.0	314	0.0054
0.0052	315.0	315	0.0054
0.0052	316.0	316	0.0053
0.0052	317.0	317	0.0053
0.0052	318.0	318	0.0053
0.0052	319.0	319	0.0052
0.0052	320.0	320	0.0052
0.0052	321.0	321	0.0052
0.0052	322.0	322	0.0052
0.0052	323.0	323	0.0051
0.0052	324.0	324	0.0051
0.0044	325.0	325	0.0051
0.0044	326.0	326	0.0050
0.0044	327.0	327	0.0050
0.0044	328.0	328	0.0050
0.0044	329.0	329	0.0050
0.0044	330.0	330	0.0049
0.0044	331.0	331	0.0049
0.0044	332.0	332	0.0049
0.0044	333.0	333	0.0048
0.0044	334.0	334	0.0048
0.0044	335.0	335	0.0048
0.0044	336.0	336	0.0048
0.0044	337.0	337	0.0047
0.0044	338.0	338	0.0047
0.0044	339.0	339	0.0047
0.0044	340.0	340	0.0047
0.0044	341.0	341	0.0047
0.0044	342.0	342	0.0046
0.0044	343.0	343	0.0046
0.0044	344.0	344	0.0046
0.0044	345.0	345	0.0046
0.0044	346.0	346	0.0046
0.0044	347.0	347	0.0045
0.0044	348.0	348	0.0045
0.0044	349.0	349	0.0045
0.0038	350.0	350	0.0045
0.0038	351.0	351	0.0044
0.0038	352.0	352	0.0044
0.0038	353.0	353	0.0044
0.0038	354.0	354	0.0044
0.0038	355.0	355	0.0044
0.0038	356.0	356	0.0043
0.0038	357.0	357	0.0043
0.0038	358.0	358	0.0043
0.0038	359.0	359	0.0043
0.0038	360.0	360	0.0043
0.0038	361.0	361	0.0042
0.0038	362.0	362	0.0042
0.0038	363.0	363	0.0042
0.0038	364.0	364	0.0042
0.0038	365.0	365	0.0041
0.0038	366.0	366	0.0041
0.0038	367.0	367	0.0041
0.0038	368.0	368	0.0041
0.0038	369.0	369	0.0041
0.0038	370.0	370	0.0041
0.0038	371.0	371	0.0040
0.0038	372.0	372	0.0040
0.0038	373.0	373	0.0040
0.0038	374.0	374	0.0040
0.0034	375.0	375	0.0040
0.0034	376.0	376	0.0039
0.0034	377.0	377	0.0039
0.0034	378.0	378	0.0039
0.0034	379.0	379	0.0039
0.0034	380.0	380	0.0039
0.0034	381.0	381	0.0039
0.0034	382.0	382	0.0038
0.0034	383.0	383	0.0038
0.0034	384.0	384	0.0038
0.0034	385.0	385	0.0038
0.0034	386.0	386	0.0038
0.0034	387.0	387	0.0038
0.0034	388.0	388	0.0038
0.0034	389.0	389	0.0038
0.0034	390.0	390	0.0037
0.0034	391.0	391	0.0037
0.0034	392.0	392	0.0037
0.0034	393.0	393	0.0037
0.0034	394.0	394	0.0037
0.0034	395.0	395	0.0036
0.0034	396.0	396	0.0036
0.0034	397.0	397	0.0036
0.0034	398.0	398	0.0036
0.0034	399.0	399	0.0036
0.003	400.0	400	0.0036
0.003	401.0	401	0.0036
0.003	402.0	402	0.0035
0.003	403.0	403	0.0035
0.003	404.0	404	0.0035
0.003	405.0	405	0.0035
0.003	406.0	406	0.0035
0.003	407.0	407	0.0035
0.003	408.0	408	0.0035
0.003	409.0	409	0.0034
0.003	410.0	410	0.0034
0.003	411.0	411	0.0034
0.003	412.0	412	0.0034
0.003	413.0	413	0.0034
0.003	414.0	414	0.0034
0.003	415.0	415	0.0034
0.003	416.0	416	0.0034
0.003	417.0	417	0.0033
0.003	418.0	418	0.0033
0.003	419.0	419	0.0033
0.003	420.0	420	0.0033
0.003	421.0	421	0.0033
0.003	422.0	422	0.0033
0.003	423.0	423	0.0033
0.003	424.0	424	0.0033
0.0028	425.0	425	0.0032
0.0028	426.0	426	0.0032
0.0028	427.0	427	0.0032
0.0028	428.0	428	0.0032
0.0028	429.0	429	0.0032
0.0028	430.0	430	0.0032
0.0028	431.0	431	0.0032
0.0028	432.0	432	0.0032
0.0028	433.0	433	0.0032
0.0028	434.0	434	0.0031
0.0028	435.0	435	0.0031
0.0028	436.0	436	0.0031
0.0028	437.0	437	0.0031
0.0028	438.0	438	0.0031
0.0028	439.0	439	0.0031
0.0028	440.0	440	0.0031
0.0028	441.0	441	0.0031
0.0028	442.0	442	0.0031
0.0028	443.0	443	0.0030
0.0028	444.0	444	0.0030
0.0028	445.0	445	0.0030
0.0028	446.0	446	0.0030
0.0028	447.0	447	0.0030
0.0028	448.0	448	0.0030
0.0028	449.0	449	0.0030
0.0025	450.0	450	0.0030
0.0025	451.0	451	0.0030
0.0025	452.0	452	0.0030
0.0025	453.0	453	0.0029
0.0025	454.0	454	0.0029
0.0025	455.0	455	0.0029
0.0025	456.0	456	0.0029
0.0025	457.0	457	0.0029
0.0025	458.0	458	0.0029
0.0025	459.0	459	0.0029
0.0025	460.0	460	0.0029
0.0025	461.0	461	0.0029
0.0025	462.0	462	0.0029
0.0025	463.0	463	0.0028
0.0025	464.0	464	0.0028
0.0025	465.0	465	0.0028
0.0025	466.0	466	0.0028
0.0025	467.0	467	0.0028
0.0025	468.0	468	0.0028
0.0025	469.0	469	0.0028
0.0025	470.0	470	0.0028
0.0025	471.0	471	0.0028
0.0025	472.0	472	0.0028
0.0025	473.0	473	0.0028
0.0025	474.0	474	0.0028
0.0023	475.0	475	0.0027
0.0023	476.0	476	0.0027
0.0023	477.0	477	0.0027
0.0023	478.0	478	0.0027
0.0023	479.0	479	0.0027
0.0023	480.0	480	0.0027
0.0023	481.0	481	0.0027
0.0023	482.0	482	0.0027
0.0023	483.0	483	0.0027
0.0023	484.0	484	0.0027
0.0023	485.0	485	0.0027
0.0023	486.0	486	0.0027
0.0023	487.0	487	0.0027
0.0023	488.0	488	0.0026
0.0023	489.0	489	0.0026
0.0023	490.0	490	0.0026
0.0023	491.0	491	0.0026
0.0023	492.0	492	0.0026
0.0023	493.0	493	0.0026
0.0023	494.0	494	0.0026
0.0023	495.0	495	0.0026
0.0023	496.0	496	0.0026
0.0023	497.0	497	0.0026
0.0023	498.0	498	0.0026
0.0023	499.0	499	0.0026
0.0022	500.0	500	0.0026
0.0022	501.0	501	0.0025
0.0022	502.0	502	0.0025
0.0022	503.0	503	0.0025
0.0022	504.0	504	0.0025
0.0022	505.0	505	0.0025
0.0022	506.0	506	0.0025
0.0022	507.0	507	0.0025
0.0022	508.0	508	0.0025
0.0022	509.0	509	0.0025
0.0022	510.0	510	0.0025
0.0022	511.0	511	0.0025
0.0022	512.0	512	0.0025
0.0022	513.0	513	0.0025
0.0022	514.0	514	0.0024
0.0022	515.0	515	0.0024
0.0022	516.0	516	0.0024
0.0022	517.0	517	0.0024
0.0022	518.0	518	0.0024
0.0022	519.0	519	0.0024
0.0022	520.0	520	0.0024
0.0022	521.0	521	0.0024
0.0022	522.0	522	0.0024
0.0022	523.0	523	0.0024
0.0022	524.0	524	0.0024
0.002	525.0	525	0.0024
0.002	526.0	526	0.0024
0.002	527.0	527	0.0024
0.002	528.0	528	0.0024
0.002	529.0	529	0.0024
0.002	530.0	530	0.0024
0.002	531.0	531	0.0024
0.002	532.0	532	0.0024
0.002	533.0	533	0.0023
0.002	534.0	534	0.0023
0.002	535.0	535	0.0023
0.002	536.0	536	0.0023
0.002	537.0	537	0.0023
0.002	538.0	538	0.0023
0.002	539.0	539	0.0023
0.002	540.0	540	0.0023
0.002	541.0	541	0.0023
0.002	542.0	542	0.0023
0.002	543.0	543	0.0023
0.002	544.0	544	0.0023
0.002	545.0	545	0.0023
0.002	546.0	546	0.0023
0.002	547.0	547	0.0023
0.002	548.0	548	0.0023
0.002	549.0	549	0.0023
0.0019	550.0	550	0.0023
0.0019	551.0	551	0.0022
0.0019	552.0	552	0.0022
0.0019	553.0	553	0.0022
0.0019	554.0	554	0.0022
0.0019	555.0	555	0.0022
0.0019	556.0	556	0.0022
0.0019	557.0	557	0.0022
0.0019	558.0	558	0.0022
0.0019	559.0	559	0.0022
0.0019	560.0	560	0.0022
0.0019	561.0	561	0.0022
0.0019	562.0	562	0.0022
0.0019	563.0	563	0.0022
0.0019	564.0	564	0.0022
0.0019	565.0	565	0.0022
0.0019	566.0	566	0.0022
0.0019	567.0	567	0.0022
0.0019	568.0	568	0.0022
0.0019	569.0	569	0.0021
0.0019	570.0	570	0.0022
0.0019	571.0	571	0.0021
0.0019	572.0	572	0.0021
0.0019	573.0	573	0.0021
0.0019	574.0	574	0.0021
0.0018	575.0	575	0.0021
0.0018	576.0	576	0.0021
0.0018	577.0	577	0.0021
0.0018	578.0	578	0.0021
0.0018	579.0	579	0.0021
0.0018	580.0	580	0.0021
0.0018	581.0	581	0.0021
0.0018	582.0	582	0.0021
0.0018	583.0	583	0.0021
0.0018	584.0	584	0.0021
0.0018	585.0	585	0.0021
0.0018	586.0	586	0.0021
0.0018	587.0	587	0.0021
0.0018	588.0	588	0.0021
0.0018	589.0	589	0.0021
0.0018	590.0	590	0.0021
0.0018	591.0	591	0.0020
0.0018	592.0	592	0.0020
0.0018	593.0	593	0.0021
0.0018	594.0	594	0.0020
0.0018	595.0	595	0.0020
0.0018	596.0	596	0.0020
0.0018	597.0	597	0.0020
0.0018	598.0	598	0.0020
0.0018	599.0	599	0.0020
0.0017	600.0	600	0.0020
0.0017	601.0	601	0.0020
0.0017	602.0	602	0.0020
0.0017	603.0	603	0.0020
0.0017	604.0	604	0.0020
0.0017	605.0	605	0.0020
0.0017	606.0	606	0.0020
0.0017	607.0	607	0.0020
0.0017	608.0	608	0.0020
0.0017	609.0	609	0.0020
0.0017	610.0	610	0.0020
0.0017	611.0	611	0.0020
0.0017	612.0	612	0.0020
0.0017	613.0	613	0.0020
0.0017	614.0	614	0.0020
0.0017	615.0	615	0.0020
0.0017	616.0	616	0.0020
0.0017	617.0	617	0.0020
0.0017	618.0	618	0.0020
0.0017	619.0	619	0.0019
0.0017	620.0	620	0.0019
0.0017	621.0	621	0.0019
0.0017	622.0	622	0.0019
0.0017	623.0	623	0.0019
0.0017	624.0	624	0.0019
0.0016	625.0	625	0.0019
0.0016	626.0	626	0.0019
0.0016	627.0	627	0.0019
0.0016	628.0	628	0.0019
0.0016	629.0	629	0.0019
0.0016	630.0	630	0.0019
0.0016	631.0	631	0.0019
0.0016	632.0	632	0.0019
0.0016	633.0	633	0.0019
0.0016	634.0	634	0.0019
0.0016	635.0	635	0.0019
0.0016	636.0	636	0.0019
0.0016	637.0	637	0.0019
0.0016	638.0	638	0.0019
0.0016	639.0	639	0.0019
0.0016	640.0	640	0.0019
0.0016	641.0	641	0.0019
0.0016	642.0	642	0.0019
0.0016	643.0	643	0.0019
0.0016	644.0	644	0.0019
0.0016	645.0	645	0.0019
0.0016	646.0	646	0.0019
0.0016	647.0	647	0.0019
0.0016	648.0	648	0.0019
0.0016	649.0	649	0.0018
0.0015	650.0	650	0.0019
0.0015	651.0	651	0.0018
0.0015	652.0	652	0.0018
0.0015	653.0	653	0.0018
0.0015	654.0	654	0.0018
0.0015	655.0	655	0.0018
0.0015	656.0	656	0.0018
0.0015	657.0	657	0.0018
0.0015	658.0	658	0.0018
0.0015	659.0	659	0.0018
0.0015	660.0	660	0.0018
0.0015	661.0	661	0.0018
0.0015	662.0	662	0.0018
0.0015	663.0	663	0.0018
0.0015	664.0	664	0.0018
0.0015	665.0	665	0.0018
0.0015	666.0	666	0.0018
0.0015	667.0	667	0.0018
0.0015	668.0	668	0.0018
0.0015	669.0	669	0.0018
0.0015	670.0	670	0.0018
0.0015	671.0	671	0.0018
0.0015	672.0	672	0.0018
0.0015	673.0	673	0.0018
0.0015	674.0	674	0.0018
0.0014	675.0	675	0.0018
0.0014	676.0	676	0.0018
0.0014	677.0	677	0.0018
0.0014	678.0	678	0.0018
0.0014	679.0	679	0.0018
0.0014	680.0	680	0.0018
0.0014	681.0	681	0.0018
0.0014	682.0	682	0.0018
0.0014	683.0	683	0.0018
0.0014	684.0	684	0.0017
0.0014	685.0	685	0.0018
0.0014	686.0	686	0.0017
0.0014	687.0	687	0.0017
0.0014	688.0	688	0.0017
0.0014	689.0	689	0.0017
0.0014	690.0	690	0.0017
0.0014	691.0	691	0.0017
0.0014	692.0	692	0.0017
0.0014	693.0	693	0.0017
0.0014	694.0	694	0.0017
0.0014	695.0	695	0.0017
0.0014	696.0	696	0.0017
0.0014	697.0	697	0.0017
0.0014	698.0	698	0.0017
0.0014	699.0	699	0.0017
0.0014	700.0	700	0.0017
0.0014	701.0	701	0.0017
0.0014	702.0	702	0.0017
0.0014	703.0	703	0.0017
0.0014	704.0	704	0.0017
0.0014	705.0	705	0.0017
0.0014	706.0	706	0.0017
0.0014	707.0	707	0.0017
0.0014	708.0	708	0.0017
0.0014	709.0	709	0.0017
0.0014	710.0	710	0.0017
0.0014	711.0	711	0.0017
0.0014	712.0	712	0.0017
0.0014	713.0	713	0.0017
0.0014	714.0	714	0.0017
0.0014	715.0	715	0.0017
0.0014	716.0	716	0.0017
0.0014	717.0	717	0.0017
0.0014	718.0	718	0.0017
0.0014	719.0	719	0.0017
0.0014	720.0	720	0.0017
0.0014	721.0	721	0.0017
0.0014	722.0	722	0.0017
0.0014	723.0	723	0.0017
0.0014	724.0	724	0.0017
0.0014	725.0	725	0.0016
0.0014	726.0	726	0.0017
0.0014	727.0	727	0.0016
0.0014	728.0	728	0.0016
0.0014	729.0	729	0.0016
0.0014	730.0	730	0.0016
0.0014	731.0	731	0.0016
0.0014	732.0	732	0.0016
0.0014	733.0	733	0.0016
0.0014	734.0	734	0.0016
0.0014	735.0	735	0.0016
0.0014	736.0	736	0.0016
0.0014	737.0	737	0.0016
0.0014	738.0	738	0.0016
0.0014	739.0	739	0.0016
0.0014	740.0	740	0.0016
0.0014	741.0	741	0.0016
0.0014	742.0	742	0.0016
0.0014	743.0	743	0.0016
0.0014	744.0	744	0.0016
0.0014	745.0	745	0.0016
0.0014	746.0	746	0.0016
0.0014	747.0	747	0.0016
0.0014	748.0	748	0.0016
0.0014	749.0	749	0.0016
0.0013	750.0	750	0.0016
0.0013	751.0	751	0.0016
0.0013	752.0	752	0.0016
0.0013	753.0	753	0.0016
0.0013	754.0	754	0.0016
0.0013	755.0	755	0.0016
0.0013	756.0	756	0.0016
0.0013	757.0	757	0.0016
0.0013	758.0	758	0.0016
0.0013	759.0	759	0.0016
0.0013	760.0	760	0.0016
0.0013	761.0	761	0.0016
0.0013	762.0	762	0.0016
0.0013	763.0	763	0.0016
0.0013	764.0	764	0.0016
0.0013	765.0	765	0.0016
0.0013	766.0	766	0.0016
0.0013	767.0	767	0.0016
0.0013	768.0	768	0.0016
0.0013	769.0	769	0.0016
0.0013	770.0	770	0.0016
0.0013	771.0	771	0.0016
0.0013	772.0	772	0.0016
0.0013	773.0	773	0.0016
0.0013	774.0	774	0.0016
0.0013	775.0	775	0.0016
0.0013	776.0	776	0.0016
0.0013	777.0	777	0.0016
0.0013	778.0	778	0.0016
0.0013	779.0	779	0.0016
0.0013	780.0	780	0.0016
0.0013	781.0	781	0.0015
0.0013	782.0	782	0.0015
0.0013	783.0	783	0.0016
0.0013	784.0	784	0.0016
0.0013	785.0	785	0.0015
0.0013	786.0	786	0.0015
0.0013	787.0	787	0.0015
0.0013	788.0	788	0.0015
0.0013	789.0	789	0.0015
0.0013	790.0	790	0.0015
0.0013	791.0	791	0.0015
0.0013	792.0	792	0.0015
0.0013	793.0	793	0.0015
0.0013	794.0	794	0.0015
0.0013	795.0	795	0.0015
0.0013	796.0	796	0.0015
0.0013	797.0	797	0.0015
0.0013	798.0	798	0.0015
0.0013	799.0	799	0.0015
0.0012	800.0	800	0.0015
0.0012	801.0	801	0.0015
0.0012	802.0	802	0.0015
0.0012	803.0	803	0.0015
0.0012	804.0	804	0.0015
0.0012	805.0	805	0.0015
0.0012	806.0	806	0.0015
0.0012	807.0	807	0.0015
0.0012	808.0	808	0.0015
0.0012	809.0	809	0.0015
0.0012	810.0	810	0.0015
0.0012	811.0	811	0.0015
0.0012	812.0	812	0.0015
0.0012	813.0	813	0.0015
0.0012	814.0	814	0.0015
0.0012	815.0	815	0.0015
0.0012	816.0	816	0.0015
0.0012	817.0	817	0.0015
0.0012	818.0	818	0.0015
0.0012	819.0	819	0.0015
0.0012	820.0	820	0.0015
0.0012	821.0	821	0.0015
0.0012	822.0	822	0.0015
0.0012	823.0	823	0.0015
0.0012	824.0	824	0.0015
0.0012	825.0	825	0.0015
0.0012	826.0	826	0.0015
0.0012	827.0	827	0.0015
0.0012	828.0	828	0.0015
0.0012	829.0	829	0.0015
0.0012	830.0	830	0.0015
0.0012	831.0	831	0.0015
0.0012	832.0	832	0.0015
0.0012	833.0	833	0.0015
0.0012	834.0	834	0.0015
0.0012	835.0	835	0.0015
0.0012	836.0	836	0.0015
0.0012	837.0	837	0.0015
0.0012	838.0	838	0.0015
0.0012	839.0	839	0.0015
0.0012	840.0	840	0.0015
0.0012	841.0	841	0.0015
0.0012	842.0	842	0.0015
0.0012	843.0	843	0.0015
0.0012	844.0	844	0.0015
0.0012	845.0	845	0.0015
0.0012	846.0	846	0.0015
0.0012	847.0	847	0.0015
0.0012	848.0	848	0.0015
0.0012	849.0	849	0.0015
0.0012	850.0	850	0.0015
0.0012	851.0	851	0.0015
0.0012	852.0	852	0.0015
0.0012	853.0	853	0.0015
0.0012	854.0	854	0.0015
0.0012	855.0	855	0.0015
0.0012	856.0	856	0.0015
0.0012	857.0	857	0.0015
0.0012	858.0	858	0.0015
0.0012	859.0	859	0.0015
0.0012	860.0	860	0.0015
0.0012	861.0	861	0.0015
0.0012	862.0	862	0.0014
0.0012	863.0	863	0.0014
0.0012	864.0	864	0.0014
0.0012	865.0	865	0.0014
0.0012	866.0	866	0.0014
0.0012	867.0	867	0.0014
0.0012	868.0	868	0.0014
0.0012	869.0	869	0.0014
0.0012	870.0	870	0.0014
0.0012	871.0	871	0.0014
0.0012	872.0	872	0.0014
0.0012	873.0	873	0.0014
0.0012	874.0	874	0.0014
0.0012	875.0	875	0.0014
0.0012	876.0	876	0.0014
0.0012	877.0	877	0.0014
0.0012	878.0	878	0.0014
0.0012	879.0	879	0.0014
0.0012	880.0	880	0.0014
0.0012	881.0	881	0.0014
0.0012	882.0	882	0.0014
0.0012	883.0	883	0.0014
0.0012	884.0	884	0.0014
0.0012	885.0	885	0.0014
0.0012	886.0	886	0.0014
0.0012	887.0	887	0.0014
0.0012	888.0	888	0.0014
0.0012	889.0	889	0.0014
0.0012	890.0	890	0.0014
0.0012	891.0	891	0.0014
0.0012	892.0	892	0.0014
0.0012	893.0	893	0.0014
0.0012	894.0	894	0.0014
0.0012	895.0	895	0.0014
0.0012	896.0	896	0.0014
0.0012	897.0	897	0.0014
0.0012	898.0	898	0.0014
0.0012	899.0	899	0.0014
0.0012	900.0	900	0.0014
0.0012	901.0	901	0.0014
0.0012	902.0	902	0.0014
0.0012	903.0	903	0.0014
0.0012	904.0	904	0.0014
0.0012	905.0	905	0.0014
0.0012	906.0	906	0.0014
0.0012	907.0	907	0.0014
0.0012	908.0	908	0.0014
0.0012	909.0	909	0.0014
0.0012	910.0	910	0.0014
0.0012	911.0	911	0.0014
0.0012	912.0	912	0.0014
0.0012	913.0	913	0.0014
0.0012	914.0	914	0.0014
0.0012	915.0	915	0.0014
0.0012	916.0	916	0.0014
0.0012	917.0	917	0.0014
0.0012	918.0	918	0.0014
0.0012	919.0	919	0.0014
0.0012	920.0	920	0.0014
0.0012	921.0	921	0.0014
0.0012	922.0	922	0.0014
0.0012	923.0	923	0.0014
0.0012	924.0	924	0.0014
0.0011	925.0	925	0.0014
0.0011	926.0	926	0.0014
0.0011	927.0	927	0.0014
0.0011	928.0	928	0.0014
0.0011	929.0	929	0.0014
0.0011	930.0	930	0.0014
0.0011	931.0	931	0.0014
0.0011	932.0	932	0.0014
0.0011	933.0	933	0.0014
0.0011	934.0	934	0.0014
0.0011	935.0	935	0.0014
0.0011	936.0	936	0.0014
0.0011	937.0	937	0.0014
0.0011	938.0	938	0.0014
0.0011	939.0	939	0.0014
0.0011	940.0	940	0.0014
0.0011	941.0	941	0.0014
0.0011	942.0	942	0.0014
0.0011	943.0	943	0.0014
0.0011	944.0	944	0.0014
0.0011	945.0	945	0.0014
0.0011	946.0	946	0.0014
0.0011	947.0	947	0.0014
0.0011	948.0	948	0.0014
0.0011	949.0	949	0.0014
0.0011	950.0	950	0.0014
0.0011	951.0	951	0.0014
0.0011	952.0	952	0.0014
0.0011	953.0	953	0.0014
0.0011	954.0	954	0.0014
0.0011	955.0	955	0.0014
0.0011	956.0	956	0.0014
0.0011	957.0	957	0.0014
0.0011	958.0	958	0.0014
0.0011	959.0	959	0.0014
0.0011	960.0	960	0.0014
0.0011	961.0	961	0.0014
0.0011	962.0	962	0.0014
0.0011	963.0	963	0.0014
0.0011	964.0	964	0.0014
0.0011	965.0	965	0.0014
0.0011	966.0	966	0.0014
0.0011	967.0	967	0.0014
0.0011	968.0	968	0.0014
0.0011	969.0	969	0.0014
0.0011	970.0	970	0.0014
0.0011	971.0	971	0.0014
0.0011	972.0	972	0.0014
0.0011	973.0	973	0.0014
0.0011	974.0	974	0.0014
0.0011	975.0	975	0.0014
0.0011	976.0	976	0.0014
0.0011	977.0	977	0.0014
0.0011	978.0	978	0.0014
0.0011	979.0	979	0.0014
0.0011	980.0	980	0.0014
0.0011	981.0	981	0.0014
0.0011	982.0	982	0.0014
0.0011	983.0	983	0.0014
0.0011	984.0	984	0.0014
0.0011	985.0	985	0.0014
0.0011	986.0	986	0.0014
0.0011	987.0	987	0.0014
0.0011	988.0	988	0.0014
0.0011	989.0	989	0.0014
0.0011	990.0	990	0.0014
0.0011	991.0	991	0.0014
0.0011	992.0	992	0.0014
0.0011	993.0	993	0.0014
0.0011	994.0	994	0.0014
0.0011	995.0	995	0.0014
0.0011	996.0	996	0.0014
0.0011	997.0	997	0.0014
0.0011	998.0	998	0.0014
0.0011	999.0	999	0.0014
0.0011	1000.0	1000	0.0014

Framework versions

• PEFT 0.9.0
• Transformers 4.38.2
• Pytorch 2.2.1+cu121
• Datasets 2.18.0
• Tokenizers 0.15.0