Transformer Weight Evolution Study
Collection
Attention weight distributions across transformer architectures. • 9 items • Updated
weight_type stringclasses 3
values | P_w listlengths 1.2k 1.2k | sum float32 -422.92 1.12k | mean float32 -0.01 0.01 | std float32 0 0.45 | max float32 0.02 2.47 | min float32 -2.53 -0.02 | skew float32 -1.29 0.44 | kurtosis float32 -0.23 23.5 | differential_entropy float32 -4.48 0.38 | entropy float64 -4.44 0.33 | fit_mu float64 -0 0 | fit_sigma float64 0 0.23 | kl_vs_empirical_normal float64 0 0.46 | SVD listlengths 512 512 ⌀ | P_sv listlengths 99 99 ⌀ | head int64 0 7 | layer int64 0 5 | model stringclasses 1
value | revision stringclasses 154
values | step int64 0 143k | job_uuid stringclasses 154
values | job_id stringclasses 154
values |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
W_Q | [
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0... | -1.960918 | -0.00006 | 0.028056 | 0.117126 | -0.114136 | 0.010868 | -0.03656 | -2.151891 | -2.15554 | -0.000207 | 0.028166 | 0.001599 | null | null | 0 | 0 | pythia-70m-deduped | step0 | 0 | 9ee9fc9f | 20260123_001047 |
W_K | [
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0... | -6.748241 | -0.000206 | 0.027747 | 0.118958 | -0.098511 | 0.023017 | -0.037165 | -2.164218 | -2.166638 | -0.000393 | 0.027746 | 0.001435 | null | null | 0 | 0 | pythia-70m-deduped | step0 | 0 | 9ee9fc9f | 20260123_001047 |
W_QK | [
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0... | -1.167442 | -0.000004 | 0.006228 | 0.026787 | -0.028894 | 0.004766 | 0.075013 | -3.659066 | -3.653338 | -0.000009 | 0.006225 | 0.000187 | [
0.599209189414978,
0.5955122113227844,
0.5698702335357666,
0.5570536851882935,
0.5526217818260193,
0.5432196259498596,
0.5305503606796265,
0.5162338614463806,
0.5089071989059448,
0.5049789547920227,
0.49547865986824036,
0.49101346731185913,
0.4879453778266907,
0.47626611590385437,
0.4710... | [
0.99,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
... | 0 | 0 | pythia-70m-deduped | step0 | 0 | 9ee9fc9f | 20260123_001047 |
W_Q | [
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0... | -3.773966 | -0.000115 | 0.028057 | 0.116638 | -0.113098 | -0.008478 | 0.005235 | -2.152295 | -2.15585 | -0.000129 | 0.028015 | 0.001538 | null | null | 1 | 0 | pythia-70m-deduped | step0 | 0 | 9ee9fc9f | 20260123_001047 |
W_K | [
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0... | 9.375029 | 0.000286 | 0.027945 | 0.123657 | -0.118286 | -0.021885 | -0.023501 | -2.155058 | -2.160145 | 0.000275 | 0.02788 | 0.002139 | null | null | 1 | 0 | pythia-70m-deduped | step0 | 0 | 9ee9fc9f | 20260123_001047 |
W_QK | [
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0... | -4.939739 | -0.000019 | 0.006276 | 0.031206 | -0.030294 | 0.004389 | 0.099058 | -3.650609 | -3.645687 | -0.000031 | 0.006257 | 0.000272 | [
0.5989515781402588,
0.5880035758018494,
0.5730554461479187,
0.5610361695289612,
0.5489605069160461,
0.5439172387123108,
0.538924515247345,
0.5264233946800232,
0.5175107717514038,
0.5108447074890137,
0.5095512866973877,
0.5053620934486389,
0.49921950697898865,
0.4839279353618622,
0.477443... | [
0.99,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
... | 1 | 0 | pythia-70m-deduped | step0 | 0 | 9ee9fc9f | 20260123_001047 |
W_Q | [
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0... | 9.781031 | 0.000298 | 0.027769 | 0.109924 | -0.110901 | -0.021928 | -0.003408 | -2.163136 | -2.166454 | 0.000657 | 0.02773 | 0.001742 | null | null | 2 | 0 | pythia-70m-deduped | step0 | 0 | 9ee9fc9f | 20260123_001047 |
W_K | [
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0... | 0.460235 | 0.000014 | 0.027817 | 0.145264 | -0.12854 | -0.019332 | 0.101169 | -2.157597 | -2.164473 | 0.00027 | 0.027511 | 0.001772 | null | null | 2 | 0 | pythia-70m-deduped | step0 | 0 | 9ee9fc9f | 20260123_001047 |
W_QK | [
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0... | -6.38743 | -0.000024 | 0.006182 | 0.028413 | -0.027996 | 0.002583 | 0.091617 | -3.666295 | -3.660661 | -0.000021 | 0.006144 | 0.000236 | [
0.5900288224220276,
0.574587345123291,
0.5665687322616577,
0.5605123043060303,
0.5496967434883118,
0.5444600582122803,
0.5404517650604248,
0.5328447222709656,
0.5110204219818115,
0.5051082372665405,
0.4938558042049408,
0.4887525141239166,
0.4844961166381836,
0.46716079115867615,
0.460959... | [
0.99,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
... | 2 | 0 | pythia-70m-deduped | step0 | 0 | 9ee9fc9f | 20260123_001047 |
W_Q | [
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0... | 5.222868 | 0.000159 | 0.02787 | 0.132446 | -0.111328 | 0.027067 | -0.029874 | -2.157462 | -2.162543 | -0.000051 | 0.028049 | 0.001814 | null | null | 3 | 0 | pythia-70m-deduped | step0 | 0 | 9ee9fc9f | 20260123_001047 |
W_K | [
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0... | -3.228445 | -0.000099 | 0.02788 | 0.107239 | -0.13147 | 0.014405 | 0.008597 | -2.157596 | -2.162141 | -0.000355 | 0.027807 | 0.001522 | null | null | 3 | 0 | pythia-70m-deduped | step0 | 0 | 9ee9fc9f | 20260123_001047 |
W_QK | [
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0... | -6.91673 | -0.000026 | 0.006222 | 0.0317 | -0.028022 | -0.003256 | 0.0811 | -3.65922 | -3.654306 | -0.000031 | 0.006194 | 0.000218 | [
0.6147032380104065,
0.5816746354103088,
0.566688597202301,
0.5560640096664429,
0.5452501177787781,
0.5345569252967834,
0.5283606648445129,
0.5170573592185974,
0.510867714881897,
0.5062554478645325,
0.49925094842910767,
0.4965946674346924,
0.48526671528816223,
0.48219960927963257,
0.47472... | [
0.99,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
... | 3 | 0 | pythia-70m-deduped | step0 | 0 | 9ee9fc9f | 20260123_001047 |
W_Q | [
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0... | 4.830227 | 0.000147 | 0.027901 | 0.111084 | -0.13623 | 0.013937 | 0.00155 | -2.156469 | -2.161842 | -0.000142 | 0.028089 | 0.001826 | null | null | 4 | 0 | pythia-70m-deduped | step0 | 0 | 9ee9fc9f | 20260123_001047 |
W_K | [
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0... | 5.803528 | 0.000177 | 0.027933 | 0.112244 | -0.131714 | 0.010086 | -0.062025 | -2.155231 | -2.160489 | 0.000066 | 0.028461 | 0.001669 | null | null | 4 | 0 | pythia-70m-deduped | step0 | 0 | 9ee9fc9f | 20260123_001047 |
W_QK | [
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0... | -7.206662 | -0.000027 | 0.006233 | 0.031952 | -0.030453 | -0.004651 | 0.090499 | -3.657197 | -3.65222 | -0.000003 | 0.006201 | 0.000279 | [
0.5984484553337097,
0.5709713101387024,
0.5636287927627563,
0.5557770133018494,
0.5430616140365601,
0.5313581824302673,
0.5239296555519104,
0.5150810480117798,
0.5126317143440247,
0.5047862529754639,
0.4999099671840668,
0.4987080693244934,
0.48832952976226807,
0.48525920510292053,
0.4839... | [
0.99,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
... | 4 | 0 | pythia-70m-deduped | step0 | 0 | 9ee9fc9f | 20260123_001047 |
W_Q | [
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0... | 4.089025 | 0.000125 | 0.027873 | 0.11322 | -0.110413 | -0.017147 | 0.014994 | -2.159598 | -2.162368 | 0.000172 | 0.027787 | 0.001485 | null | null | 5 | 0 | pythia-70m-deduped | step0 | 0 | 9ee9fc9f | 20260123_001047 |
W_K | [
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0... | 1.017239 | 0.000031 | 0.027971 | 0.114746 | -0.109009 | -0.006809 | -0.039441 | -2.156061 | -2.158785 | 0.000374 | 0.028283 | 0.001644 | null | null | 5 | 0 | pythia-70m-deduped | step0 | 0 | 9ee9fc9f | 20260123_001047 |
W_QK | [
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0... | -4.866958 | -0.000019 | 0.006222 | 0.038157 | -0.028883 | 0.001507 | 0.095185 | -3.658505 | -3.654359 | -0.00002 | 0.006203 | 0.000269 | [
0.595085620880127,
0.5767937302589417,
0.5532109141349792,
0.5482411980628967,
0.5387166738510132,
0.5312868356704712,
0.5194433331489563,
0.5115869045257568,
0.508202075958252,
0.49964025616645813,
0.491721510887146,
0.4902973473072052,
0.48364317417144775,
0.4791618585586548,
0.4696401... | [
0.99,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
... | 5 | 0 | pythia-70m-deduped | step0 | 0 | 9ee9fc9f | 20260123_001047 |
W_Q | [
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0... | 6.213855 | 0.00019 | 0.027939 | 0.120911 | -0.112183 | -0.00666 | 0.042702 | -2.156836 | -2.159984 | 0.000262 | 0.027941 | 0.001473 | null | null | 6 | 0 | pythia-70m-deduped | step0 | 0 | 9ee9fc9f | 20260123_001047 |
W_K | [
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0... | 6.715813 | 0.000205 | 0.027985 | 0.110535 | -0.11084 | 0.016871 | 0.003279 | -2.155669 | -2.158063 | -0.000011 | 0.027926 | 0.001299 | null | null | 6 | 0 | pythia-70m-deduped | step0 | 0 | 9ee9fc9f | 20260123_001047 |