MoE vs Dense

Created on November 1|Last edited on November 1
Comment
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Loss/Median64 vs Tokens
Loss/Median64 vs Tokens
20G40G60G80G100GSpeed/Tokens Seen0.70.750.80.850.90.95
group: tied-moe-modulo
Run set13
Name13 visualized
Group: bigbatch-seq64
Group: bigbatch-seq64
3
Group: bigbatch
Group: bigbatch
3
Group: shorter-ctx
Group: shorter-ctx
3
Group: shorter-ctx-double-depth
Group: shorter-ctx-double-depth
3
Group: shortctx-smalllr
Group: shortctx-smalllr
2
Group: rnn-longctx
Group: rnn-longctx
2
Group: rnn-longctx-10xLR
Group: rnn-longctx-10xLR
1
Group: sequential-architecutre
Group: sequential-architecutre
1
Group: ops-longctx-bigfeatures
Group: ops-longctx-bigfeatures
2
Group: ops-swapped-states-longctx
Group: ops-swapped-states-longctx
1
Group: ops-swapped-states
Group: ops-swapped-states
1
Group: ctx8-batch1024-smallerlr
Group: ctx8-batch1024-smallerlr
2
Group: one-per-step-largebatch-smallmodel-evensmallerbeta
Group: one-per-step-largebatch-smallmodel-evensmallerbeta
2
Group: ctx8-batch1024-smallmodel
Group: ctx8-batch1024-smallmodel
1
Group: one-per-step-largebatch-smallmodel-smallerbeta
Group: one-per-step-largebatch-smallmodel-smallerbeta
2
Group: ctx512-batch1024-smallmodel
Group: ctx512-batch1024-smallmodel
3
Group: one-per-step-largebatch-smallmodel
Group: one-per-step-largebatch-smallmodel
1
Group: one-per-step
Group: one-per-step
2
Group: rnn-8ctx3-depth1
Group: rnn-8ctx3-depth1
1
Group: rnn-8ctx3
Group: rnn-8ctx3
2
Group: rnn-gated
Group: rnn-gated
15
Group: rnn-8ctx2
Group: rnn-8ctx2
13
Group: rnn-8ctx
Group: rnn-8ctx
2
Group: rnn-prepostnorm
Group: rnn-prepostnorm
3
Group: rnn-scanagain
Group: rnn-scanagain
5
Group: rnn-loss2
Group: rnn-loss2
2
Group: rnn-norm2
Group: rnn-norm2
4
Group: rnn-zero-sparsev2-fixedall2all2
Group: rnn-zero-sparsev2-fixedall2all2
5
Group: rnn-zero-sparsev2-fixedall2all
Group: rnn-zero-sparsev2-fixedall2all
6
Group: rnn-zero-sparsev2-fixedloss
Group: rnn-zero-sparsev2-fixedloss
3
Group: rnn-zero-sparsev2
Group: rnn-zero-sparsev2
2
Group: rnn-zero-sparse
Group: rnn-zero-sparse
3
Group: lucas-rnn
Group: lucas-rnn
2
Group: rnn-shortctx-nosign
Group: rnn-shortctx-nosign
4
Group: rnn-shortctx-newnormgradv2
Group: rnn-shortctx-newnormgradv2
15
Group: rnn-shortctx-newnormgradv3
Group: rnn-shortctx-newnormgradv3
1
Group: rnn-shortctx-newnormgrad
Group: rnn-shortctx-newnormgrad
1
Group: rnn-shortctx-nonoise
Group: rnn-shortctx-nonoise
1
Group: rnn-shortctx
Group: rnn-shortctx
3
Group: rnn-longctx2
Group: rnn-longctx2
3
Group: null
Group: null
694
Group: no-truegrad
Group: no-truegrad
1
Group: param64
Group: param64
6
Group: embedding-gradient-shrink
Group: embedding-gradient-shrink
4
Group: correct-decay
Group: correct-decay
4
Group: fp64_loss-higher_eps
Group: fp64_loss-higher_eps
16
Group: remove-dead-code
Group: remove-dead-code
3
Group: fp32-v12
Group: fp32-v12
13
Group: adam-square-no-decay-mixer
Group: adam-square-no-decay-mixer
2
Group: adam-square-no-decay-all
Group: adam-square-no-decay-all
5
Group: adam-square-decay-all
Group: adam-square-decay-all
5
Group: no-decay
Group: no-decay
1
Group: adam-square-smallclip
Group: adam-square-smallclip
2
Group: adam-squarev4
Group: adam-squarev4
2
Group: adam-only
Group: adam-only
4
Group: mean_teacher-shampoo_fix
Group: mean_teacher-shampoo_fix
2
Group: embedding_gradient_shrink-shampoo_fix
Group: embedding_gradient_shrink-shampoo_fix
2
Group: big-shampoo-blocks
Group: big-shampoo-blocks
4
Group: no-debias-shampoo
Group: no-debias-shampoo
3
Group: manual-rebias
Group: manual-rebias
1
Group: no-warmup-mean-teacher
Group: no-warmup-mean-teacher
1
Group: no-warmup
Group: no-warmup
2
Group: rebias
Group: rebias
1
Group: normal_lr-embedding_gradient_shrink
Group: normal_lr-embedding_gradient_shrink
5
Group: no-dense-norm
Group: no-dense-norm
2
Group: no-mixer-norm
Group: no-mixer-norm
2
Group: mean-teacher-consistency001
Group: mean-teacher-consistency001
5
Group: deepnet
Group: deepnet
1
Group: high-lr
Group: high-lr
1
Group: hessian-vector-product
Group: hessian-vector-product
1
Group: mean-teacher-consistency100
Group: mean-teacher-consistency100
1
Group: mean-teacher-consistency1
Group: mean-teacher-consistency1
1
Group: debias-noleak
Group: debias-noleak
4
Group: debias-nomixer
Group: debias-nomixer
3
Group: debias
Group: debias
1
Group: highest-precision
Group: highest-precision
4
Group: more-normv2
Group: more-normv2
1
Group: highest-p-updown4
Group: highest-p-updown4
1
Group: high-precision
Group: high-precision
1
Group: updown4
Group: updown4
1
Group: looped-pool-slice
Group: looped-pool-slice
1
Group: updown2
Group: updown2
1
Group: more-norm
Group: more-norm
3
Group: 2xKernel
Group: 2xKernel
3
Group: 2xDepth
Group: 2xDepth
3
2xDepth-2
2xDepth-2
2xDepth-1
2xDepth-1
2xDepth-0
2xDepth-0
Group: tied-moe-modulo
Group: tied-moe-modulo
13
Group: lucas-32-pkm
Group: lucas-32-pkm
1
Group: lucas-32-token
Group: lucas-32-token
2
State
Notes
User
Tags
Created
Runtime
Sweep
dataset.classes
dataset.file_name
dataset.num_workers
dataset.pin_memory
dataset.prefetch_factor
dataset.shuffle
eval.cache
log.loss_steps_per_print
log.wandb.entity
log.wandb.log_frequency
log.wandb.project
model.activation_std
model.batch_size
model.bottleneck_group
model.checkpoint_path
model.conv_kernel_size
model.depth
model.device
model.dropout_probability
model.features
model.feed_forward_intermediate_factor
model.float16
model.input_embedding_std
model.moe.num_experts
model.moe.use_in_input
model.moe.use_in_output
model.momentumnet_beta
model.offloading
model.position_embedding_std
model.print_on_init
model.sequence_length
model.steps_per_checkpoint
optimizer.agc.eps
optimizer.agc.gradient_clipping
optimizer.agc.zero_division_eps
optimizer.beta2
optimizer.epsilon
optimizer.gradient_accumulation_steps
optimizer.gradient_clipping
optimizer.one_cycle.cycle_first_stair_count
optimizer.one_cycle.cycle_first_step_size
optimizer.one_cycle.cycle_max_lr
optimizer.one_cycle.cycle_max_mom
optimizer.one_cycle.cycle_min_lr
Crashed
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Crashed
clashluke
2y ago
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clashluke
2y ago
15h 30m 1s
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Crashed
clashluke
2y ago
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clashluke
2y ago
2h 1m 54s
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Crashed
clashluke
2y ago
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Crashed
clashluke
2y ago
44m 32s
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Crashed
clashluke
2y ago
3h 20m 11s
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Crashed
clashluke
3y ago
2h 15m 13s
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Crashed
clashluke
3y ago
1h 56m 31s
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1.0000e-16
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Crashed
clashluke
3y ago
47m 27s
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Crashed
clashluke
3y ago
9h 58m 30s
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Crashed
clashluke
3y ago
9h 58m 27s
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Crashed
clashluke
3y ago
2h 51m 23s
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1.0000e-16
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Crashed
Failed
clashluke
3y ago
3h 45m 52s
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1.0000e-16
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Crashed
clashluke
3y ago
3h 48m 48s
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1.0000e-16
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Failed
clashluke
3y ago
2h 45m 57s
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1.0000e-16
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Crashed
clashluke
3y ago
2h 52m 54s
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1.0000e-16
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Crashed
clashluke
3y ago
2h 21m 54s
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Crashed
Failed
clashluke
3y ago
5h 18m 7s
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Crashed
Failed
Killed
clashluke
3y ago
2d 22h 56m 2s
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Failed
clashluke
3y ago
20h 32m 27s
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clashluke
3y ago
58m 23s
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Crashed
clashluke
3y ago
51m 21s
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Crashed
Failed
clashluke
3y ago
18h 24m 15s
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Crashed
clashluke
3y ago
3h 27m 53s
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Crashed
clashluke
3y ago
17h 46m 57s
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1.0000e-16
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Crashed
clashluke
3y ago
12h 53m 16s
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Failed
clashluke
3y ago
11h 51m 30s
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1.0000e-16
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Crashed
clashluke
3y ago
3h 39m 22s
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1.0000e-16
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Crashed
clashluke
3y ago
8h 40m 39s
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1.0000e-16
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Crashed
clashluke
3y ago
14h 50m 10s
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Crashed
Failed
clashluke
3y ago
9d 17h 47m 44s
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1.0000e-16
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Crashed
Failed
clashluke
3y ago
7h 13m 34s
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-
-
-
-
-
-
1.0000e-16
-
-
-
-
-
-
-
Crashed
Failed
Killed
clashluke
3y ago
2d 16h 53m 14s
-
-
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-
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1.0000e-16
-
-
-
-
-
-
-
Crashed
clashluke
3y ago
1h 12m 49s
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-
-
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-
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-
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-
-
-
-
-
-
-
-
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-
-
1.0000e-16
-
-
-
-
-
-
-
Crashed
clashluke
3y ago
2h 5m 38s
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-
-
-
-
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-
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-
-
-
-
-
-
-
-
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-
-
1.0000e-16
-
-
-
-
-
-
-
Crashed
clashluke
3y ago
1h 2m 31s
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-
-
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-
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-
-
-
-
-
-
-
-
-
-
1.0000e-16
-
-
-
-
-
-
-
Crashed
Failed
clashluke
3y ago
3h 32m 32s
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-
-
-
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-
-
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-
-
-
-
-
-
-
-
-
-
-
1.0000e-16
-
-
-
-
-
-
-
Crashed
clashluke
3y ago
22h 33m 9s
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-
-
-
-
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-
-
-
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-
-
-
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-
-
-
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-
-
-
-
-
-
-
-
-
-
-
-
1.0000e-16
-
-
-
-
-
-
-
Crashed
Failed
Killed
clashluke
3y ago
3mo 5d 7h 30m 35s
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-
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-
-
-
-
-
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-
-
-
-
-
-
1.0000e-16
-
-
-
-
-
-
-
Crashed
clashluke
3y ago
23h 55m 33s
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-
-
-
-
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-
-
-
-
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-
-
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-
-
-
-
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-
-
-
-
-
-
-
-
-
-
-
1.0000e-16
-
-
-
-
-
-
-
Crashed
clashluke
3y ago
3d 16h 10m 33s
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-
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-
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-
-
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-
-
-
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-
-
1.0000e-16
-
-
-
-
-
-
-
Crashed
clashluke
3y ago
4d 9m 1s
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-
-
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-
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-
-
-
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-
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-
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-
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-
-
1.0000e-16
-
-
-
-
-
-
-
Crashed
clashluke
3y ago
2d 12h 42m 10s
-
-
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-
-
1.0000e-16
-
-
-
-
-
-
-
Crashed
Failed
clashluke
3y ago
3d 11h 48m 10s
-
-
-
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-
-
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-
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-
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-
-
-
-
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-
-
-
-
-
-
1.0000e-10
-
-
-
-
-
-
-
Crashed
clashluke
3y ago
2d 8h 16m 21s
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-
-
-
-
-
-
-
-
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-
-
-
-
-
-
-
-
-
-
-
1.0000e-16
-
-
-
-
-
-
-
Crashed
clashluke
3y ago
3d 3h 35m 18s
-
-
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-
-
-
-
-
-
-
-
-
-
1.0000e-16
-
-
-
-
-
-
-
Crashed
Failed
clashluke
3y ago
5d 2h 29m 42s
-
-
-
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-
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-
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-
-
-
-
-
-
1.0000e-16
-
-
-
-
-
-
-
Crashed
Failed
clashluke
3y ago
3d 1h 38m 12s
-
-
-
-
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-
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-
-
-
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-
-
-
-
-
-
1.0000e-16
-
-
-
-
-
-
-
Crashed
Failed
clashluke
3y ago
3d 2h 43m 58s
-
-
-
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-
-
-
-
-
-
-
-
-
-
-
1.0000e-16
-
-
-
-
-
-
-
Crashed
clashluke
3y ago
4h 54m 59s
-
-
-
-
-
-
-
-
-
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-
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-
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-
-
-
-
-
-
-
-
-
-
-
-
1.0000e-16
-
-
-
-
-
-
-
Crashed
clashluke
3y ago
14h 57m 1s
-
-
-
-
-
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-
-
-
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-
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-
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-
-
-
-
-
-
-
-
-
-
-
1.0000e-16
-
-
-
-
-
-
-
Crashed
clashluke
3y ago
20h 31m 9s
-
-
-
-
-
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-
-
-
-
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-
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-
-
-
-
-
-
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-
-
1.0000e-16
-
-
-
-
-
-
-
Crashed
clashluke
3y ago
1d 23h 32m 9s
-
-
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-
1.0000e-16
-
-
-
-
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-
-
Crashed
clashluke
3y ago
1d 4h 24s
-
-
-
-
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-
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-
-
-
-
-
-
-
-
-
-
-
1.0000e-16
-
-
-
-
-
-
-
Crashed
clashluke
3y ago
1d 1h 36m 28s
-
-
-
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-
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-
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-
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-
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-
-
1.0000e-16
-
-
-
-
-
-
-
Crashed
Failed
clashluke
3y ago
19h 24m 34s
-
-
-
-
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-
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-
-
-
-
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-
-
-
1.0000e-16
-
-
-
-
-
-
-
Crashed
clashluke
3y ago
11h 48m 38s
-
-
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-
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-
-
1.0000e-16
-
-
-
-
-
-
-
Failed
clashluke
3y ago
1m 16s
-
-
-
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-
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-
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-
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-
-
1.0000e-16
-
-
-
-
-
-
-
Crashed
clashluke
3y ago
7h 33m 11s
-
-
-
-
-
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-
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-
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-
-
-
-
-
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-
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-
-
1.0000e-16
-
-
-
-
-
-
-
Crashed
clashluke
3y ago
10h 14m 52s
-
-
-
-
-
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-
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-
-
-
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-
-
-
-
-
-
-
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-
-
1.0000e-16
-
-
-
-
-
-
-
Crashed
clashluke
3y ago
57m 39s
-
-
-
-
-
-
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-
-
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-
-
-
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-
-
-
-
-
-
-
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-
-
-
1.0000e-16
-
-
-
-
-
-
-
Crashed
clashluke
3y ago
2d 16h 8m 17s
-
-
-
-
-
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-
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-
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-
-
-
-
-
-
-
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-
-
-
1.0000e-16
-
-
-
-
-
-
-
Crashed
clashluke
3y ago
1d 5h 33m 25s
-
-
-
-
-
-
-
-
-
-
-
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-
-
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-
-
-
-
-
-
-
-
-
-
-
-
-
1.0000e-16
-
-
-
-
-
-
-
Crashed
clashluke
3y ago
1d 6h 4m 27s
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
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-
-
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-
-
-
-
-
-
-
-
-
-
-
-
-
1.0000e-16
-
-
-
-
-
-
-
Crashed
clashluke
3y ago
3d 4h 17m 38s
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
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-
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-
-
-
-
-
-
-
-
-
-
-
-
-
1.0000e-16
-
-
-
-
-
-
-
Failed
clashluke
3y ago
42m 11s
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
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-
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-
-
-
-
-
-
-
-
-
-
-
-
-
1.0000e-16
-
-
-
-
-
-
-
Crashed
clashluke
3y ago
1h 7m 39s
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
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-
-
-
-
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-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
1.0000e-16
-
-
-
-
-
-
-
Crashed
clashluke
3y ago
1h 21m 53s
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
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-
-
-
-
-
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-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
1.0000e-16
-
-
-
-
-
-
-
Crashed
clashluke
3y ago
5h 17m 18s
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
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-
-
-
-
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-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
1.0000e-16
-
-
-
-
-
-
-
Crashed
clashluke
3y ago
6h 46m 59s
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
1.0000e-16
-
-
-
-
-
-
-
Crashed
clashluke
3y ago
1d 19h 35m 45s
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
1.0000e-16
-
-
-
-
-
-
-
Crashed
clashluke
3y ago
6h 22m 50s
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
1.0000e-16
-
-
-
-
-
-
-
Crashed
clashluke
3y ago
16h 2m 19s
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
1.0000e-16
-
-
-
-
-
-
-
Crashed
clashluke
3y ago
2d 1h 4m 31s
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
1.0000e-16
-
-
-
-
-
-
-
Crashed
clashluke
3y ago
8h 5m 30s
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
1.0000e-16
-
-
-
-
-
-
-
Crashed
clashluke
3y ago
9h 29m 56s
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
1.0000e-16
-
-
-
-
-
-
-
Crashed
clashluke
3y ago
17h 5m 26s
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
1.0000e-16
-
-
-
-
-
-
-
Crashed
clashluke
3y ago
3h 14m 11s
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
1.0000e-16
-
-
-
-
-
-
-
Crashed
clashluke
3y ago
20h 41m 39s
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
1.0000e-16
-
-
-
-
-
-
-
Crashed
clashluke
3y ago
1h 51m 45s
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
1.0000e-16
-
-
-
-
-
-
-
Crashed
Failed
clashluke
3y ago
1d 13h 1m 56s
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
1.0000e-16
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Crashed
clashluke
3y ago
2d 1h 27m 22s
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1.0000e-16
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Crashed
clashluke
3y ago
2d 3h 48m 13s
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1.0000e-16
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Crashed
clashluke
3y ago
22h 26m 19s
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1.0000e-16
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Crashed
clashluke
3y ago
4h 42m 43s
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1.0000e-16
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Crashed
clashluke
3y ago
23h 55m
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1.0000e-16
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Crashed
clashluke
3y ago
12d 1h 43m 8s
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1.0000e-16
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Crashed
clashluke
3y ago
1h 8m 39s
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1.0000e-16
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Crashed
clashluke
3y ago
1d 11h 11m
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1.0000e-16
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1-88
of 88
﻿
﻿
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