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scaling-laws-params

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train · 116 rows

Unnamed: 0 null	num_layer int64 2 42	hidden_size int64 128 4.1k	num_heads int64 2 32	param_count float64 6.9 7.3k	compute float64 3,000,000,000B 1,000,000,000,000B	training_tokens float64 1.1B 384B	attention_head_type stringclasses 1 value	sequence_length int64 2.05k 2.05k	batch_size_tokens float64 524k 1.05M	global_batch_size int64 256 512	learning_rate float64 0 0	num_gpu int64 2 32	training_time float64 0.14 2.9	micro_batch_size int64 8 128	training_iters int64 1.31k 733k	lr_warmup_iters int64 130 1k
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null	4	192	3	11.4	3,000,000,000,000,000,000	43,700,000,000	multiquery	2,048	524,000	256	0.0003	2	0.139	128	83,386	1,000
null	4	256	4	15.9	3,000,000,000,000,000,000	31,400,000,000	multiquery	2,048	524,000	256	0.0003	2	0.139	128	59,963	1,000
null	6	384	6	28.9	3,000,000,000,000,000,000	17,300,000,000	multiquery	2,048	524,000	256	0.0003	2	0.139	128	33,023	1,000
null	8	512	8	47.8	3,000,000,000,000,000,000	10,500,000,000	multiquery	2,048	524,000	256	0.0003	2	0.139	128	19,942	1,000
null	10	640	10	74.7	3,000,000,000,000,000,000	6,690,000,000	multiquery	2,048	524,000	256	0.0003	2	0.139	128	12,766	1,000
null	12	768	12	111.5	3,000,000,000,000,000,000	4,490,000,000	multiquery	2,048	524,000	256	0.0003	2	0.139	128	8,554	855
null	20	768	12	159.5	3,000,000,000,000,000,000	3,130,000,000	multiquery	2,048	524,000	256	0.0003	2	0.139	128	5,978	597
null	20	896	14	209	3,000,000,000,000,000,000	2,390,000,000	multiquery	2,048	524,000	256	0.0003	2	0.139	128	4,562	456
null	22	1,024	16	286.4	3,000,000,000,000,000,000	1,750,000,000	multiquery	2,048	524,000	256	0.0003	2	0.139	128	3,330	333
null	22	1,280	10	433.7	3,000,000,000,000,000,000	1,150,000,000	multiquery	2,048	524,000	256	0.0002	2	0.139	128	2,199	219
null	2	128	2	6.9	6,000,000,000,000,000,000	144,000,000,000	multiquery	2,048	524,000	256	0.0003	2	0.278	128	275,091	1,000
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null	4	256	4	15.9	6,000,000,000,000,000,000	62,900,000,000	multiquery	2,048	524,000	256	0.0003	2	0.278	128	119,926	1,000
null	6	384	6	28.9	6,000,000,000,000,000,000	34,600,000,000	multiquery	2,048	524,000	256	0.0003	2	0.278	128	66,047	1,000
null	8	512	8	47.8	6,000,000,000,000,000,000	20,900,000,000	multiquery	2,048	524,000	256	0.0003	2	0.278	128	39,884	1,000
null	10	640	10	74.7	6,000,000,000,000,000,000	13,400,000,000	multiquery	2,048	524,000	256	0.0003	2	0.278	128	25,533	1,000
null	12	768	12	111.5	6,000,000,000,000,000,000	8,970,000,000	multiquery	2,048	524,000	256	0.0003	2	0.278	128	17,109	1,000
null	20	768	12	159.5	6,000,000,000,000,000,000	6,270,000,000	multiquery	2,048	524,000	256	0.0003	2	0.278	128	11,956	1,000
null	20	896	14	209	6,000,000,000,000,000,000	4,780,000,000	multiquery	2,048	524,000	256	0.0003	2	0.278	128	9,124	912
null	22	1,024	16	286.4	6,000,000,000,000,000,000	3,490,000,000	multiquery	2,048	524,000	256	0.0003	2	0.278	128	6,660	666
null	22	1,280	10	433.7	6,000,000,000,000,000,000	2,310,000,000	multiquery	2,048	524,000	256	0.0002	2	0.278	128	4,398	439
null	22	1,536	12	606.9	6,000,000,000,000,000,000	1,650,000,000	multiquery	2,048	524,000	256	0.0002	2	0.278	128	3,142	314
null	24	1,792	14	874.2	6,000,000,000,000,000,000	1,140,000,000	multiquery	2,048	524,000	256	0.0002	2	0.278	128	2,181	218
null	2	128	2	6.9	10,000,000,000,000,000,000	240,000,000,000	multiquery	2,048	524,000	256	0.0003	2	0.464	128	458,485	1,000
null	4	192	3	11.4	10,000,000,000,000,000,000	146,000,000,000	multiquery	2,048	524,000	256	0.0003	2	0.464	128	277,954	1,000
null	4	256	4	15.9	10,000,000,000,000,000,000	105,000,000,000	multiquery	2,048	524,000	256	0.0003	2	0.464	128	199,878	1,000
null	6	384	6	28.9	10,000,000,000,000,000,000	57,700,000,000	multiquery	2,048	524,000	256	0.0003	2	0.464	128	110,079	1,000
null	8	512	8	47.8	10,000,000,000,000,000,000	34,900,000,000	multiquery	2,048	524,000	256	0.0003	2	0.464	128	66,474	1,000
null	10	640	10	74.7	10,000,000,000,000,000,000	22,300,000,000	multiquery	2,048	524,000	256	0.0003	2	0.464	128	42,555	1,000
null	12	768	12	111.5	10,000,000,000,000,000,000	15,000,000,000	multiquery	2,048	524,000	256	0.0003	2	0.464	128	28,515	1,000
null	20	768	12	159.5	10,000,000,000,000,000,000	10,400,000,000	multiquery	2,048	524,000	256	0.0003	2	0.464	128	19,927	1,000
null	20	896	14	209	10,000,000,000,000,000,000	7,970,000,000	multiquery	2,048	524,000	256	0.0003	2	0.464	128	15,206	1,000
null	22	1,024	16	286.4	10,000,000,000,000,000,000	5,820,000,000	multiquery	2,048	524,000	256	0.0003	2	0.464	128	11,100	1,000
null	22	1,280	10	433.7	10,000,000,000,000,000,000	3,840,000,000	multiquery	2,048	524,000	256	0.0002	2	0.464	128	7,330	733
null	22	1,536	12	606.9	10,000,000,000,000,000,000	2,750,000,000	multiquery	2,048	524,000	256	0.0002	2	0.464	128	5,237	523
null	24	1,792	14	874.2	10,000,000,000,000,000,000	1,910,000,000	multiquery	2,048	524,000	256	0.0002	2	0.464	128	3,636	363
null	24	2,048	16	1,124.9	10,000,000,000,000,000,000	1,480,000,000	multiquery	2,048	524,000	256	0.0002	2	0.464	128	2,825	282
null	26	2,304	18	1,514.4	10,000,000,000,000,000,000	1,100,000,000	multiquery	2,048	524,000	256	0.00015	2	0.464	128	2,099	209
null	4	256	4	15.9	30,000,000,000,000,000,000	314,000,000,000	multiquery	2,048	524,000	256	0.0003	8	0.348	32	599,634	1,000
null	6	384	6	28.9	30,000,000,000,000,000,000	173,000,000,000	multiquery	2,048	524,000	256	0.0003	8	0.348	32	330,238	1,000
null	8	512	8	47.8	30,000,000,000,000,000,000	105,000,000,000	multiquery	2,048	524,000	256	0.0003	8	0.348	32	199,422	1,000
null	10	640	10	74.7	30,000,000,000,000,000,000	66,900,000,000	multiquery	2,048	524,000	256	0.0003	8	0.348	32	127,665	1,000
null	12	768	12	111.5	30,000,000,000,000,000,000	44,900,000,000	multiquery	2,048	524,000	256	0.0003	8	0.348	32	85,545	1,000
null	20	768	12	159.5	30,000,000,000,000,000,000	31,300,000,000	multiquery	2,048	524,000	256	0.0003	8	0.348	32	59,783	1,000
null	20	896	14	209	30,000,000,000,000,000,000	23,900,000,000	multiquery	2,048	524,000	256	0.0003	8	0.348	32	45,620	1,000
null	22	1,024	16	286.4	30,000,000,000,000,000,000	17,500,000,000	multiquery	2,048	524,000	256	0.0003	8	0.348	32	33,300	1,000
null	22	1,280	10	433.7	30,000,000,000,000,000,000	11,500,000,000	multiquery	2,048	524,000	256	0.0002	8	0.348	32	21,990	1,000
null	22	1,536	12	606.9	30,000,000,000,000,000,000	8,240,000,000	multiquery	2,048	524,000	256	0.0002	8	0.348	32	15,713	1,000
null	24	1,792	14	874.2	30,000,000,000,000,000,000	5,720,000,000	multiquery	2,048	524,000	256	0.0002	8	0.348	32	10,909	1,000
null	24	2,048	16	1,124.9	30,000,000,000,000,000,000	4,440,000,000	multiquery	2,048	524,000	256	0.0002	8	0.348	32	8,477	847
null	26	2,304	18	1,514.4	30,000,000,000,000,000,000	3,300,000,000	multiquery	2,048	524,000	256	0.00015	8	0.348	32	6,297	629
null	30	2,560	20	2,118	30,000,000,000,000,000,000	2,360,000,000	multiquery	2,048	524,000	256	0.00015	8	0.348	32	4,502	450
null	36	2,816	22	3,026.4	30,000,000,000,000,000,000	1,650,000,000	multiquery	2,048	524,000	256	0.00015	8	0.348	32	3,151	315
null	6	384	6	28.9	60,000,000,000,000,000,000	346,000,000,000	multiquery	2,048	524,000	256	0.0003	8	0.696	32	660,477	1,000
null	8	512	8	47.8	60,000,000,000,000,000,000	209,000,000,000	multiquery	2,048	524,000	256	0.0003	8	0.696	32	398,844	1,000
null	10	640	10	74.7	60,000,000,000,000,000,000	134,000,000,000	multiquery	2,048	524,000	256	0.0003	8	0.696	32	255,331	1,000
null	12	768	12	111.5	60,000,000,000,000,000,000	89,700,000,000	multiquery	2,048	524,000	256	0.0003	8	0.696	32	171,091	1,000
null	20	768	12	159.5	60,000,000,000,000,000,000	62,700,000,000	multiquery	2,048	524,000	256	0.0003	8	0.696	32	119,566	1,000
null	20	896	14	209	60,000,000,000,000,000,000	47,800,000,000	multiquery	2,048	524,000	256	0.0003	8	0.696	32	91,240	1,000
null	22	1,024	16	286.4	60,000,000,000,000,000,000	34,900,000,000	multiquery	2,048	524,000	256	0.0003	8	0.696	32	66,601	1,000
null	22	1,280	10	433.7	60,000,000,000,000,000,000	23,100,000,000	multiquery	2,048	524,000	256	0.0002	8	0.696	32	43,981	1,000
null	22	1,536	12	606.9	60,000,000,000,000,000,000	16,500,000,000	multiquery	2,048	524,000	256	0.0002	8	0.696	32	31,427	1,000
null	24	1,792	14	874.2	60,000,000,000,000,000,000	11,400,000,000	multiquery	2,048	524,000	256	0.0002	8	0.696	32	21,818	1,000
null	24	2,048	16	1,124.9	60,000,000,000,000,000,000	8,890,000,000	multiquery	2,048	524,000	256	0.0002	8	0.696	32	16,955	1,000
null	26	2,304	18	1,514.4	60,000,000,000,000,000,000	6,600,000,000	multiquery	2,048	524,000	256	0.00015	8	0.696	32	12,594	1,000
null	30	2,560	20	2,118	60,000,000,000,000,000,000	4,720,000,000	multiquery	2,048	524,000	256	0.00015	8	0.696	32	9,005	900
null	36	2,816	22	3,026.4	60,000,000,000,000,000,000	3,300,000,000	multiquery	2,048	524,000	256	0.00015	8	0.696	32	6,302	630
null	40	3,584	28	5,360.3	60,000,000,000,000,000,000	1,870,000,000	multiquery	2,048	1,050,000	512	0.0001	8	0.696	64	1,779	177
null	42	4,096	32	7,302.6	60,000,000,000,000,000,000	1,370,000,000	multiquery	2,048	1,050,000	512	0.0001	8	0.696	64	1,305	130
null	8	512	8	47.8	100,000,000,000,000,000,000	349,000,000,000	multiquery	2,048	524,000	256	0.0003	8	1.159	32	664,741	1,000
null	10	640	10	74.7	100,000,000,000,000,000,000	223,000,000,000	multiquery	2,048	524,000	256	0.0003	8	1.159	32	425,552	1,000
null	12	768	12	111.5	100,000,000,000,000,000,000	150,000,000,000	multiquery	2,048	524,000	256	0.0003	8	1.159	32	285,152	1,000
null	20	768	12	159.5	100,000,000,000,000,000,000	104,000,000,000	multiquery	2,048	524,000	256	0.0003	8	1.159	32	199,277	1,000
null	20	896	14	209	100,000,000,000,000,000,000	79,700,000,000	multiquery	2,048	524,000	256	0.0003	8	1.159	32	152,067	1,000
null	22	1,024	16	286.4	100,000,000,000,000,000,000	58,200,000,000	multiquery	2,048	524,000	256	0.0003	8	1.159	32	111,003	1,000
null	22	1,280	10	433.7	100,000,000,000,000,000,000	38,400,000,000	multiquery	2,048	524,000	256	0.0002	8	1.159	32	73,302	1,000
null	22	1,536	12	606.9	100,000,000,000,000,000,000	27,500,000,000	multiquery	2,048	524,000	256	0.0002	8	1.159	32	52,378	1,000
null	24	1,792	14	874.2	100,000,000,000,000,000,000	19,100,000,000	multiquery	2,048	524,000	256	0.0002	8	1.159	32	36,364	1,000
null	24	2,048	16	1,124.9	100,000,000,000,000,000,000	14,800,000,000	multiquery	2,048	524,000	256	0.0002	8	1.159	32	28,259	1,000
null	26	2,304	18	1,514.4	100,000,000,000,000,000,000	11,000,000,000	multiquery	2,048	524,000	256	0.00015	8	1.159	32	20,990	1,000
null	30	2,560	20	2,118	100,000,000,000,000,000,000	7,870,000,000	multiquery	2,048	524,000	256	0.00015	8	1.159	32	15,009	1,000
null	36	2,816	22	3,026.4	100,000,000,000,000,000,000	5,510,000,000	multiquery	2,048	524,000	256	0.00015	8	1.159	32	10,504	1,000
null	40	3,584	28	5,360.3	100,000,000,000,000,000,000	3,110,000,000	multiquery	2,048	1,050,000	512	0.0001	8	1.159	64	2,965	296
null	42	4,096	32	7,302.6	100,000,000,000,000,000,000	2,280,000,000	multiquery	2,048	1,050,000	512	0.0001	8	1.159	64	2,176	217
null	20	768	12	159.5	300,000,000,000,000,000,000	313,000,000,000	multiquery	2,048	524,000	256	0.0003	16	1.739	16	597,831	1,000
null	20	896	14	209	300,000,000,000,000,000,000	239,000,000,000	multiquery	2,048	524,000	256	0.0003	16	1.739	16	456,201	1,000
null	22	1,024	16	286.4	300,000,000,000,000,000,000	175,000,000,000	multiquery	2,048	524,000	256	0.0003	16	1.739	16	333,009	1,000
null	22	1,280	10	433.7	300,000,000,000,000,000,000	115,000,000,000	multiquery	2,048	524,000	256	0.0002	16	1.739	16	219,906	1,000
null	22	1,536	12	606.9	300,000,000,000,000,000,000	82,400,000,000	multiquery	2,048	524,000	256	0.0002	16	1.739	16	157,135	1,000
null	24	1,792	14	874.2	300,000,000,000,000,000,000	57,200,000,000	multiquery	2,048	524,000	256	0.0002	16	1.739	16	109,094	1,000
null	24	2,048	16	1,124.9	300,000,000,000,000,000,000	44,400,000,000	multiquery	2,048	524,000	256	0.0002	16	1.739	16	84,779	1,000
null	26	2,304	18	1,514.4	300,000,000,000,000,000,000	33,000,000,000	multiquery	2,048	524,000	256	0.00015	16	1.739	16	62,971	1,000
null	30	2,560	20	2,118	300,000,000,000,000,000,000	23,600,000,000	multiquery	2,048	524,000	256	0.00015	16	1.739	16	45,027	1,000
null	36	2,816	22	3,026.4	300,000,000,000,000,000,000	16,500,000,000	multiquery	2,048	524,000	256	0.00015	16	1.739	16	31,512	1,000
null	40	3,584	28	5,360.3	300,000,000,000,000,000,000	9,330,000,000	multiquery	2,048	1,050,000	512	0.0001	16	1.739	32	8,895	889
null	42	4,096	32	7,302.6	300,000,000,000,000,000,000	6,850,000,000	multiquery	2,048	1,050,000	512	0.0001	16	1.739	32	6,529	652
null	22	1,024	16	286.4	600,000,000,000,000,000,000	349,000,000,000	multiquery	2,048	524,000	256	0.0003	32	1.739	8	666,018	1,000
null	22	1,280	10	433.7	600,000,000,000,000,000,000	231,000,000,000	multiquery	2,048	524,000	256	0.0002	32	1.739	8	439,813	1,000
null	22	1,536	12	606.9	600,000,000,000,000,000,000	165,000,000,000	multiquery	2,048	524,000	256	0.0002	32	1.739	8	314,270	1,000

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