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Function Maximizer Finetuning Report

Setup

  • Pretrained base: Lovre/base_model_26_layers
  • Digits per operand (base 2): 45
  • Max token digits: 2
  • Reversed digits: True
  • Batch size: 256
  • Total steps: 30000
  • Total examples seen: 7680000

LoRA Config

  • r=4 | alpha=8 | dropout=0.0 | targets={'v_proj', 'o_proj', 'down_proj', 'gate_proj', 'up_proj', 'q_proj', 'k_proj'}

Optimizer & LR Schedule

  • AdamW lr_initial=1.00e-07 -> lr_stable=2.00e-04, warmup_steps=500, decay_start_step=20000, weight_decay=0.05

Training Dynamics

Loss (per step) 

  (loss)   ^
1.98464948 |
1.84934147 | โ €โ €โ €โ €โ €โ €โขธโ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €
1.71403345 | โ €โ €โ €โ €โ €โ €โขธโ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €
1.57872544 | โ €โ €โ €โ €โ €โ €โขธโก†โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โก‡โ €โก€โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €
1.44341743 | โ €โ €โ €โ €โ €โ €โขธโก‡โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โก‡โ €โก‡โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €
1.30810942 | โ €โ €โ €โ €โ €โ €โขธโก‡โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โก‡โ €โก‡โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €
1.17280141 | โ €โ €โ €โ €โ €โ €โขธโก‡โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โข€โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โก‡โ €โก‡โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €
1.03749340 | โ €โ €โ €โ €โ €โ €โขธโก‡โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โก†โ €โ €โ €โ €โก„โ €โ €โขธโ €โ €โ €โ €โขธโ €โ €โ €โ €โ €โก‡โ €โก‡โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €
0.90218538 | โ €โ €โ €โ €โ €โ €โขธโก‡โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โก‡โ €โ €โ €โ €โก‡โ €โ €โขธโ €โ €โ €โ €โขธโ €โ €โ €โ €โ €โก‡โ €โก‡โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €
0.76687737 | โ €โ €โ €โ €โ €โ €โขธโก‡โขธโ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โขธโ €โ €โขธโ €โ €โก‡โ €โ €โ €โ €โก‡โ €โ €โขธโ €โขฐโ €โ €โขธโ €โขธโ €โ €โ €โก‡โ €โก‡โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €
0.63156936 | โ €โ €โ €โ €โ €โ €โขธโก‡โขธโ €โ €โ €โก„โ €โ €โ €โขฐโ €โ €โ €โ €โ €โ €โ €โ €โขธโ €โ €โขธโ €โ €โก‡โ €โ €โ €โ €โก‡โ €โ €โขธโ €โขธโ €โ €โขธโ €โขธโ €โ €โ €โก‡โ €โก‡โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €
0.49626135 | โ €โ €โ €โ €โ €โ €โขธโขทโฃธโ €โ €โ €โก‡โ €โ €โ €โขธโ €โ €โ €โ €โ €โ €โ €โ €โขธโ €โ €โขธโ €โ €โก‡โ €โ €โ €โ €โก‡โ €โ €โขธโ €โขธโ €โ €โขธโ €โขธโ €โ €โ €โก‡โ €โก‡โ €โข€โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €
0.36095334 | โ €โ €โ €โ €โ €โ €โขธโ €โ ‰โ ›โ ›โ ทโ ทโฃฆโฃ‡โฃ€โขธโ €โข€โ €โ €โ €โ €โ €โ €โขธโ €โ €โขธโ €โ €โก‡โ €โก‡โ €โ €โก‡โ €โ €โขธโ €โขธโ €โ €โขธโ €โขธโ €โ €โ €โก‡โ €โก‡โ €โขธโ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €
0.22564532 | โ €โ €โ €โ €โ €โ €โขธโ €โ €โ €โ €โ €โ €โ €โ ˆโ ™โ ฟโฃดโฃธโ €โ €โ €โ €โ €โ €โขธโ €โ €โขธโ €โ €โก‡โ €โก‡โ €โ €โก‡โ €โ €โขธโ €โขธโ €โ €โขธโ €โขธโ €โ €โ €โก‡โ €โก‡โ €โขธโ €โ €โ €โ €โข€โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €
0.09033731 | โ €โ €โ €โ €โ €โ €โขธโ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ ™โ ปโขถโฃคโฃ โฃ„โฃ€โขธโ €โ €โขธโ €โ €โก‡โ €โก‡โ €โก‡โก‡โ €โ €โขธโ €โขธโ €โ €โขธโ €โขธโ €โ €โ €โก‡โ €โก‡โ €โขธโ €โ €โ €โ €โขธโ €โ €โ €โ €โ €โก€โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €
-0.0449707 | โ คโ คโ คโ คโ คโ คโขผโ คโ คโ คโ คโ คโ คโ คโ คโ คโ คโ คโ คโ คโ คโ คโ ญโ ญโ ฟโ ฟโ ฟโ ฟโ ฟโ พโ ถโ ทโ ถโ ทโ ถโ ทโ ทโ ถโ ถโ พโ ถโ พโ ถโ ถโ พโ ถโ พโ ถโ ถโ ถโ ทโ ถโ ฟโ ถโ พโ ถโ ดโ ถโ ถโ พโ คโ ดโ คโ คโ คโ งโ ฆโ คโ คโ คโ คโ ฆโ คโ คโ คโ คโ คโ คโ คโ ค
-0.1802787 | โ €โ €โ €โ €โ €โ €โขธโ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €
-----------|-|---------|---------|---------|---------|---------|---------|---------|---------|-> (step)
           | -2999.900 1499.9500 5999.8000 10499.650 14999.500 19499.350 23999.200 28499.050 32998.900

Learning Rate 

   (lr)    ^
0.00021999 |
0.00020500 | โ €โ €โ €โ €โ €โ €โขธโ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €
0.00019001 | โ €โ €โ €โ €โ €โ €โขธโข โ โ ‰โ ‰โ ‰โ ‰โ ‰โ ‰โ ‰โ ‰โ ‰โ ‰โ ‰โ ‰โ ‰โ ‰โ ‰โ ‰โ ‰โ ‰โ ‰โ ‰โ ‰โ ‰โ ‰โ ‰โ ‰โ ‰โ ‰โ ‰โ ‰โ ‰โ ‰โ ‰โ ‰โ ‰โ ‰โ ‰โ ‰โ ‰โ ‰โ ‰โ ‰โ ‰โ ณโฃ„โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €
0.00017501 | โ €โ €โ €โ €โ €โ €โขธโขธโ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ ˆโขณโก€โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €
0.00016002 | โ €โ €โ €โ €โ €โ €โขธโขธโ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ ™โขฆโก€โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €
0.00014503 | โ €โ €โ €โ €โ €โ €โขธโขธโ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ ณโฃ„โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €
0.00013003 | โ €โ €โ €โ €โ €โ €โขธโขธโ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ ˆโขณโก€โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €
0.00011504 | โ €โ €โ €โ €โ €โ €โขธโขธโ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ ™โขฆโก€โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €
0.00010005 | โ €โ €โ €โ €โ €โ €โขธโกผโ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ ณโฃ„โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €
8.5058e-05 | โ €โ €โ €โ €โ €โ €โขธโก‡โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ ˆโขณโก€โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €
7.0065e-05 | โ €โ €โ €โ €โ €โ €โขธโก‡โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ ™โขฆโก€โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €
5.5072e-05 | โ €โ €โ €โ €โ €โ €โขธโก‡โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ ณโฃ„โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €
4.0080e-05 | โ €โ €โ €โ €โ €โ €โขธโก‡โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ ˆโขณโก€โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €
2.5087e-05 | โ €โ €โ €โ €โ €โ €โขธโก‡โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ ™โขฆโก€โ €โ €โ €โ €โ €โ €โ €โ €
1.0095e-05 | โ €โ €โ €โ €โ €โ €โขธโ ‡โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ ณโฃ„โ €โ €โ €โ €โ €โ €โ €
-4.898e-06 | โ คโ คโ คโ คโ คโ คโขผโ คโ คโ คโ คโ คโ คโ คโ คโ คโ คโ คโ คโ คโ คโ คโ คโ คโ คโ คโ คโ คโ คโ คโ คโ คโ คโ คโ คโ คโ คโ คโ คโ คโ คโ คโ คโ คโ คโ คโ คโ คโ คโ คโ คโ คโ คโ คโ คโ คโ คโ คโ คโ คโ คโ คโ คโ คโ คโ คโ คโ คโ คโ คโ คโ คโ ฌโ ทโ คโ คโ คโ คโ คโ ค
-1.989e-05 | โ €โ €โ €โ €โ €โ €โขธโ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €
-----------|-|---------|---------|---------|---------|---------|---------|---------|---------|-> (step)
           | -2999.900 1499.9500 5999.8000 10499.650 14999.500 19499.350 23999.200 28499.050 32998.900

Eval Accuracy (mean across signatures) 

(accuracy %) ^
106.249000 |
99.0272500 | โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €
91.8055000 | โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โฃ€โฃ€โ คโ คโ คโ คโ คโ ”โ ’โ ’โ ’โ ’โ ’โ ’โ ’โ Šโ ‰โ ‰โ ‰โ ‰โ ‰โ ‰โ ‰โ ‰โ ‰โ ‰โ ‰โ ‰โ ‘โ ’โ ’โ ’โ ’โ ’โ ’โ ’โ ’โ €โ €โ €โ €โ €โ €
84.5837500 | โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โฃ€โฃ€โ คโ คโ ’โ ’โ ‰โ ‰โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €
77.3620000 | โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โก โ คโ ’โ ’โ ‰โ ‰โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €
70.1402500 | โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โข€โ œโ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €
62.9185000 | โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โก โ ƒโ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €
55.6967500 | โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โข€โ œโ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €
48.4750000 | โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โกฐโ โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €
41.2532500 | โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โข€โ Žโ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €
34.0315000 | โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โก”โ โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €
26.8097500 | โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โข โ Šโ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €
19.5880000 | โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โข€โ ”โ โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €
12.3662500 | โ €โ €โ €โ €โ €โ €โ €โ €โ €โก โ Šโ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €
5.14450000 | โ €โ €โ €โ €โ €โ €โ €โข€โ ”โ โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €
-2.0772500 | โ คโ คโ คโ คโ คโ คโ คโ ฎโ คโ คโ คโ คโ คโ คโ คโ คโ คโ คโ คโ คโ คโ คโ คโ คโ คโ คโ คโ คโ คโ คโ คโ คโ คโ คโ คโ คโ คโ คโ คโ คโ คโ คโ คโ คโ คโ คโ คโ คโ คโ คโ คโ คโ คโ คโ คโ คโ คโ คโ คโ คโ คโ คโ คโ คโ คโ คโ คโ คโ คโ คโ คโ คโ คโ คโ คโ คโ คโ คโ คโ ค
-9.2990000 | โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €โ €
-----------|-|---------|---------|---------|---------|---------|---------|---------|---------|-> (step)
           | 3000      6000      9000      12000     15000     18000     21000     24000     27000

Evaluation Across Signatures

Average accuracy: 99.8% | signatures=50 | per-signature=200 | total=10000

Signature (1, 1, 2, 2, 1, 1, 1, 2, 1, 2, 2, 2, 1, 1, 2, 1, 1, 1, 2, 2, 1, 2, 2, 1, 1, 1, 1, 1, 2, 1, 2, 1)

  • Accuracy: 100.0% (200/200) | Unparseable: 0
  • Examples:
    • pred=1101001101110110101110000010101110110100001111 gold=1101001101110110101110000010101110110100001111 match=True
    • pred=1001110010110010100011001001111110101010010101 gold=1001110010110010100011001001111110101010010101 match=True
    • pred=0011110010101000111110100010011000011010111011 gold=0011110010101000111110100010011000011010111011 match=True

Signature (1, 1, 1, 2, 1, 1, 2, 1, 2, 2, 1, 1, 2, 2, 1, 1, 2, 1, 1, 2, 2, 1, 2, 1, 1, 1, 2, 1, 2, 1, 1, 2)

  • Accuracy: 100.0% (200/200) | Unparseable: 0
  • Examples:
    • pred=0010101110010001110111100011111111110101100011 gold=0010101110010001110111100011111111110101100011 match=True
    • pred=1000100110010101100011100110100111010001011111 gold=1000100110010101100011100110100111010001011111 match=True
    • pred=1000011111001010101101011100010010010111001011 gold=1000011111001010101101011100010010010111001011 match=True

Signature (2, 1, 2, 1, 1, 2, 2, 1, 2, 1, 1, 2, 1, 2, 1, 2, 2, 1, 1, 1, 2, 1, 1, 2, 1, 1, 2, 2, 1, 1, 1, 1)

  • Accuracy: 100.0% (200/200) | Unparseable: 0
  • Examples:
    • pred=0101100001111101011000001000101111110111001111 gold=0101100001111101011000001000101111110111001111 match=True
    • pred=1101100000101011010111010110001111101100111001 gold=1101100000101011010111010110001111101100111001 match=True
    • pred=1000010111101010101101110111000010111110000011 gold=1000010111101010101101110111000010111110000011 match=True

Signature (2, 2, 2, 1, 1, 2, 1, 1, 1, 1, 2, 1, 2, 1, 1, 1, 1, 2, 1, 2, 2, 1, 2, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1)

  • Accuracy: 99.0% (198/200) | Unparseable: 0
  • Examples:
    • pred=1010010001111111110011111101110010110001110011 gold=1010010001111111110011111101110010110001110011 match=True
    • pred=1000011010101001010010111000110101110100101001 gold=1000011010101001010010111000110101110100101001 match=True
    • pred=0110000100100101001000010010110010011010111101 gold=0110000100100101001000010010110010011010111101 match=True

Signature (2, 1, 1, 1, 2, 1, 1, 2, 1, 2, 2, 1, 2, 1, 1, 2, 2, 2, 2, 2, 1, 1, 1, 1, 1, 2, 1, 2, 1, 1, 1, 1)

  • Accuracy: 100.0% (200/200) | Unparseable: 0
  • Examples:
    • pred=1101110010111111011011101101011111000010000111 gold=1101110010111111011011101101011111000010000111 match=True
    • pred=0101011101000101100100000011101001111001111101 gold=0101011101000101100100000011101001111001111101 match=True
    • pred=1001010101101111110001011001000001010111100111 gold=1001010101101111110001011001000001010111100111 match=True

Signature (1, 2, 1, 2, 1, 2, 2, 1, 1, 1, 1, 1, 2, 1, 1, 1, 2, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 2, 2, 1, 1, 2, 1, 2)

  • Accuracy: 100.0% (200/200) | Unparseable: 0
  • Examples:
    • pred=0010110111111110110110101111011010000010010011 gold=0010110111111110110110101111011010000010010011 match=True
    • pred=0111100011000001100010100111000100111001110101 gold=0111100011000001100010100111000100111001110101 match=True
    • pred=1110111100110101110110011010111011110000001101 gold=1110111100110101110110011010111011110000001101 match=True

Signature (1, 2, 1, 2, 1, 1, 2, 1, 2, 1, 2, 1, 2, 1, 1, 1, 1, 2, 2, 2, 1, 1, 1, 1, 2, 1, 2, 1, 2, 1, 1, 1, 1)

  • Accuracy: 100.0% (200/200) | Unparseable: 0
  • Examples:
    • pred=1111011000010000011000000101000010000011110101 gold=1111011000010000011000000101000010000011110101 match=True
    • pred=0111010100100000110111100011111100111100111101 gold=0111010100100000110111100011111100111100111101 match=True
    • pred=0011001110000000000100110001100101100111001101 gold=0011001110000000000100110001100101100111001101 match=True

Signature (2, 1, 2, 1, 2, 1, 2, 2, 2, 1, 1, 1, 2, 2, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 2, 1, 1, 2, 2, 1, 1, 2)

  • Accuracy: 100.0% (200/200) | Unparseable: 0
  • Examples:
    • pred=1010110110110011110100011101011001111110110001 gold=1010110110110011110100011101011001111110110001 match=True
    • pred=1111001000010100101111010000111101100111011101 gold=1111001000010100101111010000111101100111011101 match=True
    • pred=1000000011011100011100100110011010111001010011 gold=1000000011011100011100100110011010111001010011 match=True

Signature (1, 1, 1, 1, 2, 1, 2, 1, 1, 1, 1, 1, 1, 2, 1, 2, 2, 1, 2, 2, 1, 1, 2, 2, 2, 1, 1, 1, 1, 2, 2, 1, 1)

  • Accuracy: 100.0% (200/200) | Unparseable: 0
  • Examples:
    • pred=1001110000011111111110100011010100110100010101 gold=1001110000011111111110100011010100110100010101 match=True
    • pred=1011000000010000100111101101000111010011011001 gold=1011000000010000100111101101000111010011011001 match=True
    • pred=0100111110001001011010000001110110001010001101 gold=0100111110001001011010000001110110001010001101 match=True

Signature (1, 1, 2, 1, 2, 2, 2, 2, 1, 1, 1, 2, 1, 2, 1, 2, 1, 2, 1, 2, 2, 1, 2, 1, 1, 2, 2, 1, 2, 1)

  • Accuracy: 100.0% (200/200) | Unparseable: 0
  • Examples:
    • pred=1101001100001100000100101011011001001001101101 gold=1101001100001100000100101011011001001001101101 match=True
    • pred=1101001010111010100000100101100001000101111101 gold=1101001010111010100000100101100001000101111101 match=True
    • pred=1000100100010000111100001100110111010100101111 gold=1000100100010000111100001100110111010100101111 match=True

Signature (2, 1, 2, 1, 1, 2, 2, 1, 1, 1, 2, 1, 1, 1, 2, 2, 1, 1, 1, 1, 2, 2, 2, 2, 1, 2, 2, 1, 1, 1, 2)

  • Accuracy: 100.0% (200/200) | Unparseable: 0
  • Examples:
    • pred=1100011101011101101110111111110010010100101101 gold=1100011101011101101110111111110010010100101101 match=True
    • pred=1010010100101111000010110001011101110110101011 gold=1010010100101111000010110001011101110110101011 match=True
    • pred=0011110010001101010111001010111111100000100101 gold=0011110010001101010111001010111111100000100101 match=True

Signature (1, 2, 1, 1, 2, 1, 1, 2, 1, 1, 1, 2, 2, 2, 1, 1, 2, 2, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 2, 2, 1, 2)

  • Accuracy: 99.5% (199/200) | Unparseable: 0
  • Examples:
    • pred=0011011000111100000000001111010110111011100111 gold=0011011000111100000000001111010110111011100111 match=True
    • pred=0011101011101001011101000100000100101011111101 gold=0011101011101001011101000100000100101011111101 match=True
    • pred=0000001001100111101010101110100110111010101101 gold=0000001001100111101010101110100110111010101101 match=True

Signature (1, 1, 2, 2, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 2, 1, 2, 1, 2, 2, 1, 1, 1, 1, 2, 2, 2, 1, 1, 1)

  • Accuracy: 100.0% (200/200) | Unparseable: 0
  • Examples:
    • pred=0000101100110100001100100101011001001110011101 gold=0000101100110100001100100101011001001110011101 match=True
    • pred=0101011000110000111000100001001101110001111111 gold=0101011000110000111000100001001101110001111111 match=True
    • pred=1111111000011101110110111100010110000010010011 gold=1111111000011101110110111100010110000010010011 match=True

Signature (1, 2, 2, 1, 1, 1, 2, 1, 1, 2, 1, 1, 1, 2, 1, 1, 1, 1, 2, 1, 1, 2, 1, 1, 2, 2, 1, 1, 2, 2, 2, 2)

  • Accuracy: 100.0% (200/200) | Unparseable: 0
  • Examples:
    • pred=1001010000010011110101011000111101011101010111 gold=1001010000010011110101011000111101011101010111 match=True
    • pred=1011001000111111010100100111101111101110110111 gold=1011001000111111010100100111101111101110110111 match=True
    • pred=0111111000100010100100011010000011011100100011 gold=0111111000100010100100011010000011011100100011 match=True

Signature (2, 1, 1, 2, 2, 2, 2, 2, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 2, 1, 1, 1, 2, 1, 2, 2, 1, 1, 2, 2, 1)

  • Accuracy: 100.0% (200/200) | Unparseable: 0
  • Examples:
    • pred=1100011000100101101101011011010100011110110101 gold=1100011000100101101101011011010100011110110101 match=True
    • pred=0011100100001010011110100101011111001001100011 gold=0011100100001010011110100101011111001001100011 match=True
    • pred=1110110100010011001110010101101110110100001011 gold=1110110100010011001110010101101110110100001011 match=True

Signature (1, 2, 1, 1, 2, 1, 1, 1, 1, 1, 1, 2, 2, 1, 1, 2, 1, 2, 2, 1, 2, 1, 2, 2, 1, 2, 1, 1, 1, 2, 1, 2)

  • Accuracy: 100.0% (200/200) | Unparseable: 0
  • Examples:
    • pred=1010010001001010001100001110110001100100101001 gold=1010010001001010001100001110110001100100101001 match=True
    • pred=1010101010011111111101101011100101101010100011 gold=1010101010011111111101101011100101101010100011 match=True
    • pred=1111111010010111011011011100110001101000000111 gold=1111111010010111011011011100110001101000000111 match=True

Signature (1, 2, 2, 1, 2, 1, 1, 1, 2, 2, 1, 2, 2, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 2, 1, 2, 2, 2, 2, 1, 1, 1)

  • Accuracy: 100.0% (200/200) | Unparseable: 0
  • Examples:
    • pred=1010001101001110011111010011011000110111101101 gold=1010001101001110011111010011011000110111101101 match=True
    • pred=0001101000101100110101010111011110101101100101 gold=0001101000101100110101010111011110101101100101 match=True
    • pred=0100111010101100101101101011011100010101001001 gold=0100111010101100101101101011011100010101001001 match=True

Signature (1, 1, 1, 1, 2, 1, 2, 1, 1, 1, 1, 1, 1, 2, 1, 2, 1, 1, 2, 2, 1, 1, 1, 1, 1, 2, 1, 1, 2, 2, 1, 1, 2, 1, 1)

  • Accuracy: 100.0% (200/200) | Unparseable: 0
  • Examples:
    • pred=0010111110001101111011110110100110111100000011 gold=0010111110001101111011110110100110111100000011 match=True
    • pred=1101101001111001101000111000100011101101110101 gold=1101101001111001101000111000100011101101110101 match=True
    • pred=1000000111101001101101000101110110111111011001 gold=1000000111101001101101000101110110111111011001 match=True

Signature (1, 1, 1, 2, 1, 2, 1, 1, 2, 2, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 2, 2, 1, 2, 1, 2, 2, 1, 1, 1, 2, 2, 1)

  • Accuracy: 99.5% (199/200) | Unparseable: 0
  • Examples:
    • pred=0111001111110010110111001110011001101100010011 gold=0111001111110010110111001110011001101100010011 match=True
    • pred=0001011110000111011001010100011100011100111001 gold=0001011110000111011001010100011100011100111001 match=True
    • pred=1011110111111110001111000101001001000011101011 gold=1011110111111110001111000101001001000011101011 match=True

Signature (2, 2, 2, 1, 1, 1, 1, 2, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 1, 1, 1, 1, 2, 1, 2, 1, 2, 1, 2, 2, 1)

  • Accuracy: 97.0% (194/200) | Unparseable: 0
  • Examples:
    • pred=0011100000011110011011110111011101100001010011 gold=0011100000011110011011110111011101100001010011 match=True
    • pred=1111010001101010010010110100001011000000010011 gold=1111000110101010010010110100001011000000010011 match=False
    • pred=0110011011100110010011010000101100110111110101 gold=0110011011100110010011010000101100110111110101 match=True

Signature (1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 2, 1, 2, 2, 1, 2, 1, 2, 2, 2, 2, 1, 2, 1, 1, 1, 2, 2)

  • Accuracy: 100.0% (200/200) | Unparseable: 0
  • Examples:
    • pred=0010111101001011010000100011011100111100110011 gold=0010111101001011010000100011011100111100110011 match=True
    • pred=1100100110011110110001010010001111110111000111 gold=1100100110011110110001010010001111110111000111 match=True
    • pred=0000010111100110001100110101010000011010101011 gold=0000010111100110001100110101010000011010101011 match=True

Signature (2, 1, 1, 1, 1, 1, 2, 1, 1, 2, 1, 1, 2, 1, 1, 2, 2, 1, 1, 2, 1, 1, 2, 2, 2, 1, 1, 2, 2, 2, 1, 1)

  • Accuracy: 100.0% (200/200) | Unparseable: 0
  • Examples:
    • pred=1110001110001000100011100101001001000001111011 gold=1110001110001000100011100101001001000001111011 match=True
    • pred=1001011010011100111010101110110011111001100101 gold=1001011010011100111010101110110011111001100101 match=True
    • pred=0110010011101001000110101101000010011111011001 gold=0110010011101001000110101101000010011111011001 match=True

Signature (1, 1, 2, 1, 1, 2, 1, 1, 2, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 2, 1, 1, 1, 2, 2, 1, 1, 2, 1, 2)

  • Accuracy: 100.0% (200/200) | Unparseable: 0
  • Examples:
    • pred=0010100011100100001001101101011001000001111001 gold=0010100011100100001001101101011001000001111001 match=True
    • pred=1100111100010000100010001001001000000001011011 gold=1100111100010000100010001001001000000001011011 match=True
    • pred=0100011101010111110011111001100000000111000011 gold=0100011101010111110011111001100000000111000011 match=True

Signature (1, 1, 2, 1, 1, 1, 2, 2, 2, 2, 2, 1, 1, 2, 2, 2, 1, 2, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 2, 2, 2)

  • Accuracy: 100.0% (200/200) | Unparseable: 0
  • Examples:
    • pred=0000100111000100111011001110011110010000001011 gold=0000100111000100111011001110011110010000001011 match=True
    • pred=1011111110110001111000001000010111001011000011 gold=1011111110110001111000001000010111001011000011 match=True
    • pred=1110001111010110111011011000011100111111111011 gold=1110001111010110111011011000011100111111111011 match=True

Signature (2, 2, 2, 1, 2, 2, 1, 1, 2, 2, 2, 1, 1, 1, 1, 2, 1, 2, 1, 2, 2, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1)

  • Accuracy: 100.0% (200/200) | Unparseable: 0
  • Examples:
    • pred=1001100100101111001000011110010011000000111011 gold=1001100100101111001000011110010011000000111011 match=True
    • pred=0110000101000000100101011011001011100000010101 gold=0110000101000000100101011011001011100000010101 match=True
    • pred=1111110101010100010011101001010101010100010011 gold=1111110101010100010011101001010101010100010011 match=True

Signature (1, 2, 2, 1, 1, 2, 2, 1, 2, 1, 1, 2, 2, 2, 2, 2, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 2, 1, 1, 1, 1, 1)

  • Accuracy: 99.0% (198/200) | Unparseable: 0
  • Examples:
    • pred=1011110100011111011101011101100101011000110011 gold=1011110100011111011101011101100101011000110011 match=True
    • pred=0001011100100100110010101100110111000111001011 gold=0001011100100100110010101100110111000111001011 match=True
    • pred=1010011011001100111110010001000100111101000011 gold=1010011011001100111110010001000100111101000011 match=True

Signature (1, 1, 1, 2, 1, 1, 2, 1, 1, 2, 1, 1, 1, 2, 1, 1, 2, 1, 1, 1, 1, 2, 2, 1, 2, 2, 1, 1, 1, 1, 1, 1, 1, 1, 2)

  • Accuracy: 100.0% (200/200) | Unparseable: 0
  • Examples:
    • pred=1000111001011110111001001011001110110100100001 gold=1000111001011110111001001011001110110100100001 match=True
    • pred=1011100110001110010100000001011010010001011101 gold=1011100110001110010100000001011010010001011101 match=True
    • pred=1110100100001111100110110000110111100110100111 gold=1110100100001111100110110000110111100110100111 match=True

Signature (1, 2, 2, 1, 1, 1, 1, 1, 1, 2, 1, 1, 2, 2, 2, 1, 1, 1, 2, 2, 1, 1, 1, 2, 1, 2, 2, 1, 1, 1, 1, 2, 1)

  • Accuracy: 100.0% (200/200) | Unparseable: 0
  • Examples:
    • pred=1111010100001111001111110111110010110011000011 gold=1111010100001111001111110111110010110011000011 match=True
    • pred=0110001111101110101001101001001010011101100101 gold=0110001111101110101001101001001010011101100101 match=True
    • pred=1101101001010000010000011110001001011101101011 gold=1101101001010000010000011110001001011101101011 match=True

Signature (1, 1, 1, 2, 1, 2, 2, 1, 1, 2, 2, 1, 2, 1, 2, 1, 2, 1, 1, 2, 1, 1, 2, 2, 1, 2, 1, 1, 1, 1, 1, 1, 1)

  • Accuracy: 99.5% (199/200) | Unparseable: 0
  • Examples:
    • pred=1111010011000110011000110000010110000111111011 gold=1111010011000110011000110000010110000111111011 match=True
    • pred=0111000000001010000010000110110111010001010011 gold=0111000000001010000010000110110111010001010011 match=True
    • pred=0001110100001110001000111011010100000111000011 gold=0001110100001110001000111011010100000111000011 match=True

Signature (1, 1, 2, 1, 2, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 2, 2, 2, 1, 2, 1, 2, 2, 1, 1, 1, 2, 1, 2, 1, 1, 2)

  • Accuracy: 100.0% (200/200) | Unparseable: 0
  • Examples:
    • pred=1000000010000111010100100011111010101110000011 gold=1000000010000111010100100011111010101110000011 match=True
    • pred=0111000011100001100010011010101010010010010011 gold=0111000011100001100010011010101010010010010011 match=True
    • pred=0000100011100100001101010100100100011000011101 gold=0000100011100100001101010100100100011000011101 match=True

Signature (1, 2, 1, 1, 2, 2, 1, 2, 1, 1, 2, 1, 2, 2, 2, 2, 2, 1, 1, 2, 1, 1, 1, 1, 2, 2, 1, 1, 2, 1, 1)

  • Accuracy: 100.0% (200/200) | Unparseable: 0
  • Examples:
    • pred=0111001001101110010101010010110000011100111011 gold=0111001001101110010101010010110000011100111011 match=True
    • pred=1010110000010011111001001101111111101000110111 gold=1010110000010011111001001101111111101000110111 match=True
    • pred=0101001001001100001110111110111111001011001101 gold=0101001001001100001110111110111111001011001101 match=True

Signature (1, 2, 2, 2, 2, 1, 2, 1, 1, 2, 2, 1, 2, 1, 2, 2, 2, 1, 1, 1, 1, 2, 2, 1, 2, 1, 1, 1, 1, 1, 1)

  • Accuracy: 100.0% (200/200) | Unparseable: 0
  • Examples:
    • pred=1010100000110110010100010001010000100101100011 gold=1010100000110110010100010001010000100101100011 match=True
    • pred=0000010110000101111001011111100011000111000101 gold=0000010110000101111001011111100011000111000101 match=True
    • pred=0000000100010001001010111001101110110010000011 gold=0000000100010001001010111001101110110010000011 match=True

Signature (1, 2, 1, 2, 1, 1, 1, 2, 2, 1, 1, 1, 2, 1, 1, 1, 2, 2, 1, 2, 1, 2, 1, 1, 2, 2, 2, 1, 1, 1, 1, 2)

  • Accuracy: 100.0% (200/200) | Unparseable: 0
  • Examples:
    • pred=0010011010111101101001100010101000111010011101 gold=0010011010111101101001100010101000111010011101 match=True
    • pred=1000110011100100100001010011011100011001100101 gold=1000110011100100100001010011011100011001100101 match=True
    • pred=1100010100010010011100001000000101001111101101 gold=1100010100010010011100001000000101001111101101 match=True

Signature (2, 1, 2, 1, 1, 1, 1, 1, 1, 1, 2, 1, 2, 2, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 2, 2, 2, 1, 2, 1, 1, 1, 2, 1)

  • Accuracy: 100.0% (200/200) | Unparseable: 0
  • Examples:
    • pred=1100111111100000101100000000111110110011100101 gold=1100111111100000101100000000111110110011100101 match=True
    • pred=0101110000100110101010001010000110101111110011 gold=0101110000100110101010001010000110101111110011 match=True
    • pred=1000100100011011110011101001100111011100000011 gold=1000100100011011110011101001100111011100000011 match=True

Signature (2, 1, 1, 2, 1, 2, 1, 1, 1, 2, 1, 1, 2, 1, 2, 2, 2, 1, 1, 1, 1, 2, 1, 1, 2, 1, 1, 1, 2, 1, 2, 1, 1)

  • Accuracy: 100.0% (200/200) | Unparseable: 0
  • Examples:
    • pred=1111110100000111010111100011000011011010010011 gold=1111110100000111010111100011000011011010010011 match=True
    • pred=0111001100001111010001010110000011111000010101 gold=0111001100001111010001010110000011111000010101 match=True
    • pred=1011101101010101101100001101010101000100011111 gold=1011101101010101101100001101010101000100011111 match=True

Signature (2, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 2, 1, 1, 1, 1, 2, 1, 1, 2, 1, 2, 1, 2, 1, 2, 1, 2, 1, 1)

  • Accuracy: 99.5% (199/200) | Unparseable: 0
  • Examples:
    • pred=0011011001010100010001011111101111111001011101 gold=0011011001010100010001011111101111111001011101 match=True
    • pred=1011010110000010111000001011000111011001111101 gold=1011010110000010111000001011000111011001111101 match=True
    • pred=0000001101110100110010101001000000000100101001 gold=0000001101110100110010101001000000000100101001 match=True

Signature (2, 1, 2, 1, 2, 1, 1, 2, 2, 1, 2, 2, 2, 2, 2, 2, 2, 1, 1, 1, 2, 2, 1, 2, 2, 2, 1, 1)

  • Accuracy: 98.5% (197/200) | Unparseable: 0
  • Examples:
    • pred=0010010111000010000011011011100110010101101011 gold=0010010111000010000011011011100110010101101011 match=True
    • pred=1110100000100111101100111010000010011011101101 gold=1110100000100111101100111010000010011011101101 match=True
    • pred=1100111011010011111110000100001010000101100011 gold=1100111011010011111110000100001010000101100011 match=True

Signature (1, 1, 2, 2, 1, 2, 2, 1, 2, 1, 1, 1, 2, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 2, 2)

  • Accuracy: 98.5% (197/200) | Unparseable: 0
  • Examples:
    • pred=1110110001101110000111111001001110000110000111 gold=1110110001101110000111111001001110000110000111 match=True
    • pred=0010111011101010101000011111011110100110100011 gold=0010111011101010101000011111011110100110100011 match=True
    • pred=1101111011011111110000000111001101100110010101 gold=1101111011011111110000000111001101100110010101 match=True

Signature (1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 2, 2, 2, 1, 2, 2, 2, 1, 1, 2, 2, 1, 2, 1, 1, 2, 1, 2, 2, 1)

  • Accuracy: 100.0% (200/200) | Unparseable: 0
  • Examples:
    • pred=1010001101110001001100010011010011101011000101 gold=1010001101110001001100010011010011101011000101 match=True
    • pred=0011101100001000010000000011001000101000111101 gold=0011101100001000010000000011001000101000111101 match=True
    • pred=0111011110011010010100000001000101011101110101 gold=0111011110011010010100000001000101011101110101 match=True

Signature (2, 2, 1, 1, 1, 1, 2, 1, 1, 1, 2, 1, 1, 1, 2, 1, 1, 1, 2, 2, 1, 2, 1, 2, 2, 2, 1, 2, 1, 1, 1, 1, 1)

  • Accuracy: 100.0% (200/200) | Unparseable: 0
  • Examples:
    • pred=1001001100101101011111001100010000101101111101 gold=1001001100101101011111001100010000101101111101 match=True
    • pred=1000101100011101001000010101011001001110011011 gold=1000101100011101001000010101011001001110011011 match=True
    • pred=0101100010011011100000110100000001000000100111 gold=0101100010011011100000110100000001000000100111 match=True

Signature (1, 1, 2, 1, 1, 1, 1, 1, 1, 2, 2, 2, 1, 2, 2, 1, 1, 1, 2, 1, 2, 2, 1, 1, 1, 1, 2, 1, 2, 1, 2, 2)

  • Accuracy: 100.0% (200/200) | Unparseable: 0
  • Examples:
    • pred=1001111011011011101011000101000111100111000001 gold=1001111011011011101011000101000111100111000001 match=True
    • pred=1100100010101011011100100010111001110110001011 gold=1100100010101011011100100010111001110110001011 match=True
    • pred=1010101010011111100000100000100101001010000011 gold=1010101010011111100000100000100101001010000011 match=True

Signature (2, 1, 1, 1, 2, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 2, 2, 2, 2, 1, 1, 1, 2, 2, 1, 2, 1, 1, 1, 1, 2, 2, 1)

  • Accuracy: 100.0% (200/200) | Unparseable: 0
  • Examples:
    • pred=0001011110000000101000111100011101011011000011 gold=0001011110000000101000111100011101011011000011 match=True
    • pred=0111100010011110110010010100100110001111101011 gold=0111100010011110110010010100100110001111101011 match=True
    • pred=0100101010110010001110110101010000000101110011 gold=0100101010110010001110110101010000000101110011 match=True

Signature (2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 2, 2, 1, 1, 2, 1, 2, 1, 1, 1, 2, 2, 1, 1, 2, 2)

  • Accuracy: 99.5% (199/200) | Unparseable: 0
  • Examples:
    • pred=1011100110110010101101001110110010010010101101 gold=1011100110110010101101001110110010010010101101 match=True
    • pred=1000001101111110110110111010101001101111101011 gold=1000001101111110110110111010101001101111101011 match=True
    • pred=0110111111111111000100001001110110001101110011 gold=0110111111111111000100001001110110001101110011 match=True

Signature (2, 1, 2, 2, 1, 1, 2, 1, 1, 1, 2, 1, 1, 2, 2, 1, 1, 2, 1, 1, 1, 2, 1, 2, 1, 2, 2, 1, 2, 2, 1)

  • Accuracy: 99.5% (199/200) | Unparseable: 0
  • Examples:
    • pred=0000011100110011001111110001110010111111111001 gold=0000011100110011001111110001110010111111111001 match=True
    • pred=0100010101011101001011111010001100001001011011 gold=0100010101011101001011111010001100001001011011 match=True
    • pred=0111000010100011101000010111010010001010110011 gold=0111000010100011101000010111010010001010110011 match=True

Signature (2, 1, 1, 1, 1, 1, 2, 1, 1, 2, 1, 2, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 2, 1, 2, 1, 2, 1, 2, 1, 1, 2, 1, 1, 1)

  • Accuracy: 99.5% (199/200) | Unparseable: 0
  • Examples:
    • pred=1010100101100010001010100100101000100000010111 gold=1010100101100010001010100100101000100000010111 match=True
    • pred=0011111111010000111000001000000001101011100011 gold=0011111111010000111000001000000001101011100011 match=True
    • pred=1100001101001100110101111011101101011101111101 gold=1100001101001100110101111011101101011101111101 match=True

Signature (1, 2, 2, 1, 2, 2, 1, 2, 1, 2, 1, 1, 2, 2, 1, 2, 1, 2, 1, 2, 1, 1, 1, 1, 1, 2, 1, 1, 1, 2, 2)

  • Accuracy: 100.0% (200/200) | Unparseable: 0
  • Examples:
    • pred=1000010011111101110011100010101111111000101101 gold=1000010011111101110011100010101111111000101101 match=True
    • pred=1001011010100100111001000011111000010110100011 gold=1001011010100100111001000011111000010110100011 match=True
    • pred=0111011111110101101111110101111110010011001101 gold=0111011111110101101111110101111110010011001101 match=True

Signature (1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 2, 1, 2, 1, 2, 1, 1, 1, 2, 2, 2, 2, 2, 1, 1, 2, 1, 1, 1, 2, 1, 1, 1)

  • Accuracy: 100.0% (200/200) | Unparseable: 0
  • Examples:
    • pred=1101101010010111011000010100001110010101000011 gold=1101101010010111011000010100001110010101000011 match=True
    • pred=0011110001100010101010011001100100100011110101 gold=0011110001100010101010011001100100100011110101 match=True
    • pred=1100111110011111011000011010101111011101001101 gold=1100111110011111011000011010101111011101001101 match=True

Signature (1, 2, 2, 1, 1, 2, 2, 1, 2, 1, 2, 2, 2, 1, 1, 1, 1, 2, 1, 1, 2, 2, 1, 1, 1, 1, 2, 2, 1, 2, 1)

  • Accuracy: 100.0% (200/200) | Unparseable: 0
  • Examples:
    • pred=1100000011100001101011010000101110010100111101 gold=1100000011100001101011010000101110010100111101 match=True
    • pred=1100100100111111110010011000010111101100100111 gold=1100100100111111110010011000010111101100100111 match=True
    • pred=1111110110001000111011001101001100100011010101 gold=1111110110001000111011001101001100100011010101 match=True

Signature (1, 1, 2, 2, 1, 2, 1, 2, 1, 2, 1, 2, 2, 1, 1, 1, 1, 1, 1, 1, 2, 1, 2, 2, 2, 2, 1, 2, 2, 1, 1)

  • Accuracy: 100.0% (200/200) | Unparseable: 0
  • Examples:
    • pred=0001011010110010010010100100110001110101111101 gold=0001011010110010010010100100110001110101111101 match=True
    • pred=1100100011110011000010001101110101100101101001 gold=1100100011110011000010001101110101100101101001 match=True
    • pred=1011111101111000101100110101101001010011100011 gold=1011111101111000101100110101101001010011100011 match=True

Signature (1, 1, 2, 2, 1, 1, 2, 2, 1, 1, 2, 1, 1, 1, 1, 2, 2, 1, 2, 1, 1, 2, 2, 1, 2, 2, 1, 2, 1, 2, 1)

  • Accuracy: 100.0% (200/200) | Unparseable: 0
  • Examples:
    • pred=0011011011001000010100101010000101111110101101 gold=0011011011001000010100101010000101111110101101 match=True
    • pred=1110000011111111010111110111000111111110001101 gold=1110000011111111010111110111000111111110001101 match=True
    • pred=1000011010110100110011011010100101011010001001 gold=1000011010110100110011011010100101011010001001 match=True

Checkpoints

Saved checkpoints at steps: 5000, 10000, 15000, 20000, 25000

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