File size: 25,310 Bytes
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Sun May 15 14:08:15 2022       
+-----------------------------------------------------------------------------+
| NVIDIA-SMI 470.57.02    Driver Version: 470.57.02    CUDA Version: 11.4     |
|-------------------------------+----------------------+----------------------+
| GPU  Name        Persistence-M| Bus-Id        Disp.A | Volatile Uncorr. ECC |
| Fan  Temp  Perf  Pwr:Usage/Cap|         Memory-Usage | GPU-Util  Compute M. |
|                               |                      |               MIG M. |
|===============================+======================+======================|
|   0  Quadro RTX 8000     On   | 00000000:86:00.0 Off |                    0 |
| N/A   26C    P8    13W / 250W |      0MiB / 45556MiB |      0%      Default |
|                               |                      |                  N/A |
+-------------------------------+----------------------+----------------------+
                                                                               
+-----------------------------------------------------------------------------+
| Processes:                                                                  |
|  GPU   GI   CI        PID   Type   Process name                  GPU Memory |
|        ID   ID                                                   Usage      |
|=============================================================================|
|  No running processes found                                                 |
+-----------------------------------------------------------------------------+
Obtaining file:///scratch/rb5139/constellations/src
  Preparing metadata (setup.py): started
  Preparing metadata (setup.py): finished with status 'done'
Installing collected packages: constellations
  Attempting uninstall: constellations
    Found existing installation: constellations 0.0.0
    Uninstalling constellations-0.0.0:
      Successfully uninstalled constellations-0.0.0
  Running setup.py develop for constellations
Successfully installed constellations-0.0.0
Creating .16MB9L5NLTNNO4QPJACL, for loading in git data
Encountered Error: connectivity/bert_ft_qqp-95 does not appear to have a file named flax_model.msgpack.
Trying to load model from connectivity/bert_ft_qqp-95.pt
Encountered Error: connectivity/bert_ft_qqp-95 does not appear to have a file named flax_model.msgpack.
Trying to load model from connectivity/bert_ft_qqp-95.pt
Creating .7PIFW8RDK8XC03JY1VH1, for loading in git data
Encountered Error: connectivity/bert_ft_qqp-96 does not appear to have a file named flax_model.msgpack.
Trying to load model from connectivity/bert_ft_qqp-96.pt
Euclidean distance between 95 and 96: 18.774574279785156.
Interpolating between 95 and 96 on qqp
[0.0, 1.0]
  point_num      loss    accuracy        f1
-----------  --------  ----------  --------
          0    0.2561      0.8945    0.8448
[0.1111111111111111, 0.8888888888888888]
  point_num      loss    accuracy        f1
-----------  --------  ----------  --------
          1    0.2484      0.9004    0.8563
[0.2222222222222222, 0.7777777777777778]
  point_num      loss    accuracy        f1
-----------  --------  ----------  --------
          2    0.2476      0.9121    0.8760
[0.3333333333333333, 0.6666666666666667]
  point_num      loss    accuracy        f1
-----------  --------  ----------  --------
          3    0.2538      0.9062    0.8696
[0.4444444444444444, 0.5555555555555556]
  point_num      loss    accuracy        f1
-----------  --------  ----------  --------
          4    0.2608      0.9062    0.8696
[0.5555555555555556, 0.4444444444444444]
  point_num      loss    accuracy        f1
-----------  --------  ----------  --------
          5    0.2575      0.9062    0.8696
[0.6666666666666666, 0.33333333333333337]
  point_num      loss    accuracy        f1
-----------  --------  ----------  --------
          6    0.2499      0.9023    0.8619
[0.7777777777777777, 0.22222222222222232]
  point_num      loss    accuracy        f1
-----------  --------  ----------  --------
          7    0.2452      0.9004    0.8595
[0.8888888888888888, 0.11111111111111116]
  point_num      loss    accuracy        f1
-----------  --------  ----------  --------
          8    0.2443      0.9023    0.8603
[1.0, 0.0]
  point_num      loss    accuracy        f1
-----------  --------  ----------  --------
          9    0.2482      0.9062    0.8644
Completed interpolation from 95 to 96
Encountered Error: connectivity/bert_ft_qqp-95 does not appear to have a file named flax_model.msgpack.
Trying to load model from connectivity/bert_ft_qqp-95.pt
Encountered Error: connectivity/bert_ft_qqp-95 does not appear to have a file named flax_model.msgpack.
Trying to load model from connectivity/bert_ft_qqp-95.pt
Creating .C0VPFTNWXB2T78080HD5, for loading in git data
Encountered Error: connectivity/bert_ft_qqp-97 does not appear to have a file named flax_model.msgpack.
Trying to load model from connectivity/bert_ft_qqp-97.pt
Euclidean distance between 95 and 97: 19.503650665283203.
Interpolating between 95 and 97 on qqp
[0.0, 1.0]
  point_num      loss    accuracy        f1
-----------  --------  ----------  --------
          0    0.2330      0.8984    0.8547
[0.1111111111111111, 0.8888888888888888]
  point_num      loss    accuracy        f1
-----------  --------  ----------  --------
          1    0.2306      0.9102    0.8743
[0.2222222222222222, 0.7777777777777778]
  point_num      loss    accuracy        f1
-----------  --------  ----------  --------
          2    0.2359      0.9082    0.8719
[0.3333333333333333, 0.6666666666666667]
  point_num      loss    accuracy        f1
-----------  --------  ----------  --------
          3    0.2448      0.9062    0.8703
[0.4444444444444444, 0.5555555555555556]
  point_num      loss    accuracy        f1
-----------  --------  ----------  --------
          4    0.2491      0.8984    0.8610
[0.5555555555555556, 0.4444444444444444]
  point_num      loss    accuracy        f1
-----------  --------  ----------  --------
          5    0.2460      0.8965    0.8579
[0.6666666666666666, 0.33333333333333337]
  point_num      loss    accuracy        f1
-----------  --------  ----------  --------
          6    0.2417      0.9004    0.8633
[0.7777777777777777, 0.22222222222222232]
  point_num      loss    accuracy        f1
-----------  --------  ----------  --------
          7    0.2396      0.8984    0.8571
[0.8888888888888888, 0.11111111111111116]
  point_num      loss    accuracy        f1
-----------  --------  ----------  --------
          8    0.2410      0.9004    0.8579
[1.0, 0.0]
  point_num      loss    accuracy        f1
-----------  --------  ----------  --------
          9    0.2482      0.9062    0.8644
Completed interpolation from 95 to 97
Encountered Error: connectivity/bert_ft_qqp-95 does not appear to have a file named flax_model.msgpack.
Trying to load model from connectivity/bert_ft_qqp-95.pt
Encountered Error: connectivity/bert_ft_qqp-95 does not appear to have a file named flax_model.msgpack.
Trying to load model from connectivity/bert_ft_qqp-95.pt
Creating .ZTHIZRW7BI40A12MP24L, for loading in git data
Encountered Error: connectivity/bert_ft_qqp-98 does not appear to have a file named flax_model.msgpack.
Trying to load model from connectivity/bert_ft_qqp-98.pt
Euclidean distance between 95 and 98: 19.072668075561523.
Interpolating between 95 and 98 on qqp
[0.0, 1.0]
  point_num      loss    accuracy        f1
-----------  --------  ----------  --------
          0    0.2532      0.8965    0.8464
[0.1111111111111111, 0.8888888888888888]
  point_num      loss    accuracy        f1
-----------  --------  ----------  --------
          1    0.2395      0.9004    0.8547
[0.2222222222222222, 0.7777777777777778]
  point_num      loss    accuracy        f1
-----------  --------  ----------  --------
          2    0.2359      0.9102    0.8722
[0.3333333333333333, 0.6666666666666667]
  point_num      loss    accuracy        f1
-----------  --------  ----------  --------
          3    0.2402      0.9043    0.8672
[0.4444444444444444, 0.5555555555555556]
  point_num      loss    accuracy        f1
-----------  --------  ----------  --------
          4    0.2444      0.9023    0.8656
[0.5555555555555556, 0.4444444444444444]
  point_num      loss    accuracy        f1
-----------  --------  ----------  --------
          5    0.2421      0.9062    0.8703
[0.6666666666666666, 0.33333333333333337]
  point_num      loss    accuracy        f1
-----------  --------  ----------  --------
          6    0.2389      0.9043    0.8658
[0.7777777777777777, 0.22222222222222232]
  point_num      loss    accuracy        f1
-----------  --------  ----------  --------
          7    0.2372      0.8984    0.8564
[0.8888888888888888, 0.11111111111111116]
  point_num      loss    accuracy        f1
-----------  --------  ----------  --------
          8    0.2394      0.9043    0.8627
[1.0, 0.0]
  point_num      loss    accuracy        f1
-----------  --------  ----------  --------
          9    0.2482      0.9062    0.8644
Completed interpolation from 95 to 98
Encountered Error: connectivity/bert_ft_qqp-95 does not appear to have a file named flax_model.msgpack.
Trying to load model from connectivity/bert_ft_qqp-95.pt
Encountered Error: connectivity/bert_ft_qqp-95 does not appear to have a file named flax_model.msgpack.
Trying to load model from connectivity/bert_ft_qqp-95.pt
Creating .A6IVVJA8UD7RHGWVF3IE, for loading in git data
Encountered Error: connectivity/bert_ft_qqp-99 does not appear to have a file named flax_model.msgpack.
Trying to load model from connectivity/bert_ft_qqp-99.pt
Euclidean distance between 95 and 99: 20.792173385620117.
Interpolating between 95 and 99 on qqp
[0.0, 1.0]
  point_num      loss    accuracy        f1
-----------  --------  ----------  --------
          0    0.2399      0.8926    0.8424
[0.1111111111111111, 0.8888888888888888]
  point_num      loss    accuracy        f1
-----------  --------  ----------  --------
          1    0.2247      0.8926    0.8451
[0.2222222222222222, 0.7777777777777778]
  point_num      loss    accuracy        f1
-----------  --------  ----------  --------
          2    0.2326      0.9023    0.8641
[0.3333333333333333, 0.6666666666666667]
  point_num      loss    accuracy        f1
-----------  --------  ----------  --------
          3    0.2543      0.9004    0.8668
[0.4444444444444444, 0.5555555555555556]
  point_num      loss    accuracy        f1
-----------  --------  ----------  --------
          4    0.2682      0.8965    0.8651
[0.5555555555555556, 0.4444444444444444]
  point_num      loss    accuracy        f1
-----------  --------  ----------  --------
          5    0.2583      0.8984    0.8660
[0.6666666666666666, 0.33333333333333337]
  point_num      loss    accuracy        f1
-----------  --------  ----------  --------
          6    0.2403      0.9023    0.8691
[0.7777777777777777, 0.22222222222222232]
  point_num      loss    accuracy        f1
-----------  --------  ----------  --------
          7    0.2309      0.8965    0.8556
[0.8888888888888888, 0.11111111111111116]
  point_num      loss    accuracy        f1
-----------  --------  ----------  --------
          8    0.2327      0.9023    0.8611
[1.0, 0.0]
  point_num      loss    accuracy        f1
-----------  --------  ----------  --------
          9    0.2482      0.9062    0.8644
Completed interpolation from 95 to 99
Encountered Error: connectivity/bert_ft_qqp-96 does not appear to have a file named flax_model.msgpack.
Trying to load model from connectivity/bert_ft_qqp-96.pt
Encountered Error: connectivity/bert_ft_qqp-96 does not appear to have a file named flax_model.msgpack.
Trying to load model from connectivity/bert_ft_qqp-96.pt
Encountered Error: connectivity/bert_ft_qqp-97 does not appear to have a file named flax_model.msgpack.
Trying to load model from connectivity/bert_ft_qqp-97.pt
Euclidean distance between 96 and 97: 19.26505470275879.
Interpolating between 96 and 97 on qqp
[0.0, 1.0]
  point_num      loss    accuracy        f1
-----------  --------  ----------  --------
          0    0.2330      0.8984    0.8547
[0.1111111111111111, 0.8888888888888888]
  point_num      loss    accuracy        f1
-----------  --------  ----------  --------
          1    0.2295      0.9102    0.8729
[0.2222222222222222, 0.7777777777777778]
  point_num      loss    accuracy        f1
-----------  --------  ----------  --------
          2    0.2337      0.9062    0.8689
[0.3333333333333333, 0.6666666666666667]
  point_num      loss    accuracy        f1
-----------  --------  ----------  --------
          3    0.2426      0.9043    0.8665
[0.4444444444444444, 0.5555555555555556]
  point_num      loss    accuracy        f1
-----------  --------  ----------  --------
          4    0.2475      0.9043    0.8672
[0.5555555555555556, 0.4444444444444444]
  point_num      loss    accuracy        f1
-----------  --------  ----------  --------
          5    0.2446      0.9043    0.8665
[0.6666666666666666, 0.33333333333333337]
  point_num      loss    accuracy        f1
-----------  --------  ----------  --------
          6    0.2391      0.9043    0.8658
[0.7777777777777777, 0.22222222222222232]
  point_num      loss    accuracy        f1
-----------  --------  ----------  --------
          7    0.2380      0.9043    0.8650
[0.8888888888888888, 0.11111111111111116]
  point_num      loss    accuracy        f1
-----------  --------  ----------  --------
          8    0.2442      0.9023    0.8596
[1.0, 0.0]
  point_num      loss    accuracy        f1
-----------  --------  ----------  --------
          9    0.2561      0.8945    0.8448
Completed interpolation from 96 to 97
Encountered Error: connectivity/bert_ft_qqp-96 does not appear to have a file named flax_model.msgpack.
Trying to load model from connectivity/bert_ft_qqp-96.pt
Encountered Error: connectivity/bert_ft_qqp-96 does not appear to have a file named flax_model.msgpack.
Trying to load model from connectivity/bert_ft_qqp-96.pt
Encountered Error: connectivity/bert_ft_qqp-98 does not appear to have a file named flax_model.msgpack.
Trying to load model from connectivity/bert_ft_qqp-98.pt
Euclidean distance between 96 and 98: 19.161643981933594.
Interpolating between 96 and 98 on qqp
[0.0, 1.0]
  point_num      loss    accuracy        f1
-----------  --------  ----------  --------
          0    0.2532      0.8965    0.8464
[0.1111111111111111, 0.8888888888888888]
  point_num      loss    accuracy        f1
-----------  --------  ----------  --------
          1    0.2464      0.8984    0.8523
[0.2222222222222222, 0.7777777777777778]
  point_num      loss    accuracy        f1
-----------  --------  ----------  --------
          2    0.2456      0.9004    0.8555
[0.3333333333333333, 0.6666666666666667]
  point_num      loss    accuracy        f1
-----------  --------  ----------  --------
          3    0.2521      0.9043    0.8635
[0.4444444444444444, 0.5555555555555556]
  point_num      loss    accuracy        f1
-----------  --------  ----------  --------
          4    0.2606      0.9023    0.8611
[0.5555555555555556, 0.4444444444444444]
  point_num      loss    accuracy        f1
-----------  --------  ----------  --------
          5    0.2616      0.9043    0.8635
[0.6666666666666666, 0.33333333333333337]
  point_num      loss    accuracy        f1
-----------  --------  ----------  --------
          6    0.2544      0.9043    0.8635
[0.7777777777777777, 0.22222222222222232]
  point_num      loss    accuracy        f1
-----------  --------  ----------  --------
          7    0.2474      0.9043    0.8627
[0.8888888888888888, 0.11111111111111116]
  point_num      loss    accuracy        f1
-----------  --------  ----------  --------
          8    0.2483      0.8965    0.8499
[1.0, 0.0]
  point_num      loss    accuracy        f1
-----------  --------  ----------  --------
          9    0.2561      0.8945    0.8448
Completed interpolation from 96 to 98
Encountered Error: connectivity/bert_ft_qqp-96 does not appear to have a file named flax_model.msgpack.
Trying to load model from connectivity/bert_ft_qqp-96.pt
Encountered Error: connectivity/bert_ft_qqp-96 does not appear to have a file named flax_model.msgpack.
Trying to load model from connectivity/bert_ft_qqp-96.pt
Encountered Error: connectivity/bert_ft_qqp-99 does not appear to have a file named flax_model.msgpack.
Trying to load model from connectivity/bert_ft_qqp-99.pt
Euclidean distance between 96 and 99: 20.5821475982666.
Interpolating between 96 and 99 on qqp
[0.0, 1.0]
  point_num      loss    accuracy        f1
-----------  --------  ----------  --------
          0    0.2399      0.8926    0.8424
[0.1111111111111111, 0.8888888888888888]
  point_num      loss    accuracy        f1
-----------  --------  ----------  --------
          1    0.2254      0.8926    0.8451
[0.2222222222222222, 0.7777777777777778]
  point_num      loss    accuracy        f1
-----------  --------  ----------  --------
          2    0.2359      0.9043    0.8679
[0.3333333333333333, 0.6666666666666667]
  point_num      loss    accuracy        f1
-----------  --------  ----------  --------
          3    0.2682      0.8945    0.8608
[0.4444444444444444, 0.5555555555555556]
  point_num      loss    accuracy        f1
-----------  --------  ----------  --------
          4    0.2982      0.8887    0.8564
[0.5555555555555556, 0.4444444444444444]
  point_num      loss    accuracy        f1
-----------  --------  ----------  --------
          5    0.2908      0.8867    0.8550
[0.6666666666666666, 0.33333333333333337]
  point_num      loss    accuracy        f1
-----------  --------  ----------  --------
          6    0.2603      0.8926    0.8586
[0.7777777777777777, 0.22222222222222232]
  point_num      loss    accuracy        f1
-----------  --------  ----------  --------
          7    0.2385      0.9043    0.8686
[0.8888888888888888, 0.11111111111111116]
  point_num      loss    accuracy        f1
-----------  --------  ----------  --------
          8    0.2380      0.9043    0.8650
[1.0, 0.0]
  point_num      loss    accuracy        f1
-----------  --------  ----------  --------
          9    0.2561      0.8945    0.8448
Completed interpolation from 96 to 99
Encountered Error: connectivity/bert_ft_qqp-97 does not appear to have a file named flax_model.msgpack.
Trying to load model from connectivity/bert_ft_qqp-97.pt
Encountered Error: connectivity/bert_ft_qqp-97 does not appear to have a file named flax_model.msgpack.
Trying to load model from connectivity/bert_ft_qqp-97.pt
Encountered Error: connectivity/bert_ft_qqp-98 does not appear to have a file named flax_model.msgpack.
Trying to load model from connectivity/bert_ft_qqp-98.pt
Euclidean distance between 97 and 98: 19.476078033447266.
Interpolating between 97 and 98 on qqp
[0.0, 1.0]
  point_num      loss    accuracy        f1
-----------  --------  ----------  --------
          0    0.2532      0.8965    0.8464
[0.1111111111111111, 0.8888888888888888]
  point_num      loss    accuracy        f1
-----------  --------  ----------  --------
          1    0.2392      0.8984    0.8531
[0.2222222222222222, 0.7777777777777778]
  point_num      loss    accuracy        f1
-----------  --------  ----------  --------
          2    0.2354      0.9023    0.8596
[0.3333333333333333, 0.6666666666666667]
  point_num      loss    accuracy        f1
-----------  --------  ----------  --------
          3    0.2404      0.9023    0.8634
[0.4444444444444444, 0.5555555555555556]
  point_num      loss    accuracy        f1
-----------  --------  ----------  --------
          4    0.2495      0.9004    0.8625
[0.5555555555555556, 0.4444444444444444]
  point_num      loss    accuracy        f1
-----------  --------  ----------  --------
          5    0.2523      0.9004    0.8618
[0.6666666666666666, 0.33333333333333337]
  point_num      loss    accuracy        f1
-----------  --------  ----------  --------
          6    0.2444      0.8984    0.8587
[0.7777777777777777, 0.22222222222222232]
  point_num      loss    accuracy        f1
-----------  --------  ----------  --------
          7    0.2343      0.9023    0.8634
[0.8888888888888888, 0.11111111111111116]
  point_num      loss    accuracy        f1
-----------  --------  ----------  --------
          8    0.2296      0.9062    0.8674
[1.0, 0.0]
  point_num      loss    accuracy        f1
-----------  --------  ----------  --------
          9    0.2330      0.8984    0.8547
Completed interpolation from 97 to 98
Encountered Error: connectivity/bert_ft_qqp-97 does not appear to have a file named flax_model.msgpack.
Trying to load model from connectivity/bert_ft_qqp-97.pt
Encountered Error: connectivity/bert_ft_qqp-97 does not appear to have a file named flax_model.msgpack.
Trying to load model from connectivity/bert_ft_qqp-97.pt
Encountered Error: connectivity/bert_ft_qqp-99 does not appear to have a file named flax_model.msgpack.
Trying to load model from connectivity/bert_ft_qqp-99.pt
Euclidean distance between 97 and 99: 19.843801498413086.
Interpolating between 97 and 99 on qqp
[0.0, 1.0]
  point_num      loss    accuracy        f1
-----------  --------  ----------  --------
          0    0.2399      0.8926    0.8424
[0.1111111111111111, 0.8888888888888888]
  point_num      loss    accuracy        f1
-----------  --------  ----------  --------
          1    0.2275      0.8965    0.8499
[0.2222222222222222, 0.7777777777777778]
  point_num      loss    accuracy        f1
-----------  --------  ----------  --------
          2    0.2277      0.9043    0.8643
[0.3333333333333333, 0.6666666666666667]
  point_num      loss    accuracy        f1
-----------  --------  ----------  --------
          3    0.2368      0.8965    0.8548
[0.4444444444444444, 0.5555555555555556]
  point_num      loss    accuracy        f1
-----------  --------  ----------  --------
          4    0.2451      0.8945    0.8548
[0.5555555555555556, 0.4444444444444444]
  point_num      loss    accuracy        f1
-----------  --------  ----------  --------
          5    0.2459      0.9004    0.8633
[0.6666666666666666, 0.33333333333333337]
  point_num      loss    accuracy        f1
-----------  --------  ----------  --------
          6    0.2372      0.9004    0.8625
[0.7777777777777777, 0.22222222222222232]
  point_num      loss    accuracy        f1
-----------  --------  ----------  --------
          7    0.2284      0.9004    0.8618
[0.8888888888888888, 0.11111111111111116]
  point_num      loss    accuracy        f1
-----------  --------  ----------  --------
          8    0.2260      0.9043    0.8658
[1.0, 0.0]
  point_num      loss    accuracy        f1
-----------  --------  ----------  --------
          9    0.2330      0.8984    0.8547
Completed interpolation from 97 to 99
Encountered Error: connectivity/bert_ft_qqp-98 does not appear to have a file named flax_model.msgpack.
Trying to load model from connectivity/bert_ft_qqp-98.pt
Encountered Error: connectivity/bert_ft_qqp-98 does not appear to have a file named flax_model.msgpack.
Trying to load model from connectivity/bert_ft_qqp-98.pt
Encountered Error: connectivity/bert_ft_qqp-99 does not appear to have a file named flax_model.msgpack.
Trying to load model from connectivity/bert_ft_qqp-99.pt
Euclidean distance between 98 and 99: 20.736886978149414.
Interpolating between 98 and 99 on qqp
[0.0, 1.0]
  point_num      loss    accuracy        f1
-----------  --------  ----------  --------
          0    0.2399      0.8926    0.8424
[0.1111111111111111, 0.8888888888888888]
  point_num      loss    accuracy        f1
-----------  --------  ----------  --------
          1    0.2303      0.8926    0.8424
[0.2222222222222222, 0.7777777777777778]
  point_num      loss    accuracy        f1
-----------  --------  ----------  --------
          2    0.2456      0.8926    0.8433
[0.3333333333333333, 0.6666666666666667]
  point_num      loss    accuracy        f1
-----------  --------  ----------  --------
          3    0.2832      0.8965    0.8490
[0.4444444444444444, 0.5555555555555556]
  point_num      loss    accuracy        f1
-----------  --------  ----------  --------
          4    0.3186      0.8965    0.8507
[0.5555555555555556, 0.4444444444444444]
  point_num      loss    accuracy        f1
-----------  --------  ----------  --------
          5    0.3067      0.8945    0.8500
[0.6666666666666666, 0.33333333333333337]
  point_num      loss    accuracy        f1
-----------  --------  ----------  --------
          6    0.2635      0.8965    0.8532
[0.7777777777777777, 0.22222222222222232]
  point_num      loss    accuracy        f1
-----------  --------  ----------  --------
          7    0.2376      0.9004    0.8579
[0.8888888888888888, 0.11111111111111116]
  point_num      loss    accuracy        f1
-----------  --------  ----------  --------
          8    0.2363      0.8965    0.8499
[1.0, 0.0]
  point_num      loss    accuracy        f1
-----------  --------  ----------  --------
          9    0.2532      0.8965    0.8464
Completed interpolation from 98 to 99
Wrote the values to ../logs/NLI/qqp_berts/qqp_interpol@15000steps/interpol_qqp_validation19.pkl!