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# metal-graphcodebert-base-gpt4-v3-no-neg-subsample

This model is a fine-tuned version of [](https://huggingface.co/) on the None dataset.
It achieves the following results on the evaluation set:
- Loss: 5.9827
- Accuracy: 0.8723
- Text Start Acc: 0.7791
- Text End Acc: 0.7494
- Code Start Acc: 0.9011
- Code End Acc: 0.8991

## Model description

More information needed

## Intended uses & limitations

More information needed

## Training and evaluation data

More information needed

## Training procedure

### Training hyperparameters

The following hyperparameters were used during training:
- learning_rate: 5e-05
- train_batch_size: 28
- eval_batch_size: 28
- seed: 1337
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- lr_scheduler_warmup_steps: 1000
- num_epochs: 3

### Training results

| Training Loss | Epoch | Step   | Validation Loss | Accuracy | Text Start Acc | Text End Acc | Code Start Acc | Code End Acc |
|:-------------:|:-----:|:------:|:---------------:|:--------:|:--------------:|:------------:|:--------------:|:------------:|
| 5.0629        | 0.01  | 500    | 5.1713          | 0.7030   | 0.2620         | 0.2655       | 0.8162         | 0.8159       |
| 4.899         | 0.01  | 1000   | 5.2177          | 0.6768   | 0.1687         | 0.1721       | 0.8025         | 0.8118       |
| 4.6775        | 0.02  | 1500   | 5.0469          | 0.6947   | 0.2836         | 0.2902       | 0.8005         | 0.7988       |
| 4.5049        | 0.03  | 2000   | 5.6390          | 0.5350   | 0.3115         | 0.3026       | 0.5798         | 0.6075       |
| 4.4642        | 0.03  | 2500   | 5.0500          | 0.6890   | 0.4283         | 0.4056       | 0.7650         | 0.7531       |
| 4.3487        | 0.04  | 3000   | 5.5012          | 0.6241   | 0.4604         | 0.4256       | 0.6985         | 0.6429       |
| 4.3025        | 0.05  | 3500   | 5.4432          | 0.6232   | 0.4648         | 0.4331       | 0.6821         | 0.6540       |
| 4.238         | 0.05  | 4000   | 5.8948          | 0.5909   | 0.5125         | 0.4656       | 0.6189         | 0.6155       |
| 4.1501        | 0.06  | 4500   | 5.6342          | 0.6690   | 0.5413         | 0.5110       | 0.7206         | 0.6909       |
| 4.1444        | 0.07  | 5000   | 5.6995          | 0.6671   | 0.5545         | 0.5146       | 0.7189         | 0.6834       |
| 4.1489        | 0.07  | 5500   | 5.5308          | 0.6922   | 0.5948         | 0.5278       | 0.7323         | 0.7195       |
| 4.1041        | 0.08  | 6000   | 6.2416          | 0.6129   | 0.5750         | 0.5089       | 0.6495         | 0.6128       |
| 4.0938        | 0.09  | 6500   | 5.9752          | 0.6467   | 0.6219         | 0.5690       | 0.6594         | 0.6605       |
| 4.0738        | 0.09  | 7000   | 6.3392          | 0.6373   | 0.6216         | 0.5589       | 0.6612         | 0.6376       |
| 4.0365        | 0.1   | 7500   | 5.3992          | 0.7461   | 0.6310         | 0.5977       | 0.7758         | 0.7843       |
| 4.0443        | 0.11  | 8000   | 6.3060          | 0.6411   | 0.6176         | 0.5880       | 0.6557         | 0.6462       |
| 4.0397        | 0.11  | 8500   | 5.9257          | 0.6818   | 0.6363         | 0.6102       | 0.6972         | 0.6966       |
| 3.9865        | 0.12  | 9000   | 6.0703          | 0.6881   | 0.6524         | 0.6093       | 0.7244         | 0.6813       |
| 4.0281        | 0.13  | 9500   | 5.6367          | 0.7479   | 0.6773         | 0.6187       | 0.7618         | 0.7855       |
| 3.9961        | 0.13  | 10000  | 6.2861          | 0.6620   | 0.6352         | 0.5911       | 0.6603         | 0.6888       |
| 3.9765        | 0.14  | 10500  | 6.0366          | 0.7074   | 0.6262         | 0.6187       | 0.7463         | 0.7121       |
| 3.9646        | 0.15  | 11000  | 5.6389          | 0.7574   | 0.6842         | 0.6428       | 0.7883         | 0.7747       |
| 3.9729        | 0.15  | 11500  | 6.0185          | 0.7369   | 0.6271         | 0.6159       | 0.7752         | 0.7579       |
| 3.9253        | 0.16  | 12000  | 5.6273          | 0.7870   | 0.7285         | 0.6872       | 0.8023         | 0.8123       |
| 3.9627        | 0.17  | 12500  | 5.8677          | 0.7681   | 0.6908         | 0.6688       | 0.7778         | 0.8038       |
| 3.8779        | 0.17  | 13000  | 6.1066          | 0.7329   | 0.6992         | 0.6505       | 0.7513         | 0.7444       |
| 3.9211        | 0.18  | 13500  | 5.5170          | 0.8016   | 0.6839         | 0.6659       | 0.8385         | 0.8300       |
| 3.9123        | 0.19  | 14000  | 6.4151          | 0.6956   | 0.6578         | 0.5989       | 0.7267         | 0.6991       |
| 3.9271        | 0.19  | 14500  | 5.7122          | 0.7770   | 0.6809         | 0.6722       | 0.8002         | 0.8055       |
| 3.9094        | 0.2   | 15000  | 6.4332          | 0.7104   | 0.6764         | 0.6281       | 0.7312         | 0.7196       |
| 3.8907        | 0.2   | 15500  | 6.3358          | 0.7030   | 0.6755         | 0.6476       | 0.7178         | 0.7095       |
| 3.865         | 0.21  | 16000  | 6.1199          | 0.7543   | 0.6557         | 0.6292       | 0.7846         | 0.7817       |
| 3.872         | 0.22  | 16500  | 5.8557          | 0.7707   | 0.7255         | 0.7046       | 0.7796         | 0.7906       |
| 3.9013        | 0.22  | 17000  | 6.0610          | 0.7718   | 0.7392         | 0.7104       | 0.7972         | 0.7706       |
| 3.8913        | 0.23  | 17500  | 5.2048          | 0.8410   | 0.7313         | 0.6804       | 0.8815         | 0.8701       |
| 3.8584        | 0.24  | 18000  | 6.3701          | 0.7446   | 0.7055         | 0.6970       | 0.7545         | 0.7570       |
| 3.8853        | 0.24  | 18500  | 6.4051          | 0.7443   | 0.6471         | 0.6415       | 0.7754         | 0.7647       |
| 3.8719        | 0.25  | 19000  | 6.0056          | 0.7687   | 0.7430         | 0.6929       | 0.7769         | 0.7867       |
| 3.8477        | 0.26  | 19500  | 6.5609          | 0.7244   | 0.6628         | 0.6538       | 0.7552         | 0.7276       |
| 3.8349        | 0.26  | 20000  | 5.6336          | 0.8083   | 0.7196         | 0.6824       | 0.8379         | 0.8339       |
| 3.8916        | 0.27  | 20500  | 6.0757          | 0.7725   | 0.7141         | 0.7172       | 0.7817         | 0.7924       |
| 3.8634        | 0.28  | 21000  | 6.5362          | 0.7564   | 0.6835         | 0.6809       | 0.7678         | 0.7831       |
| 3.8311        | 0.28  | 21500  | 5.7271          | 0.8114   | 0.7061         | 0.6730       | 0.8389         | 0.8466       |
| 3.8265        | 0.29  | 22000  | 6.8119          | 0.7043   | 0.6762         | 0.6281       | 0.7247         | 0.7106       |
| 3.8002        | 0.3   | 22500  | 6.4066          | 0.7509   | 0.6655         | 0.6672       | 0.7837         | 0.7617       |
| 3.8357        | 0.3   | 23000  | 6.3113          | 0.7663   | 0.6899         | 0.6802       | 0.7993         | 0.7751       |
| 3.8186        | 0.31  | 23500  | 6.2648          | 0.7749   | 0.7182         | 0.6732       | 0.7981         | 0.7923       |
| 3.7919        | 0.32  | 24000  | 5.9985          | 0.7919   | 0.7348         | 0.7122       | 0.8250         | 0.7940       |
| 3.837         | 0.32  | 24500  | 5.8818          | 0.8151   | 0.7529         | 0.7475       | 0.8410         | 0.8225       |
| 3.8654        | 0.33  | 25000  | 6.1578          | 0.7787   | 0.7182         | 0.7147       | 0.8029         | 0.7865       |
| 3.7968        | 0.34  | 25500  | 6.4307          | 0.7783   | 0.7306         | 0.6987       | 0.7982         | 0.7912       |
| 3.7921        | 0.34  | 26000  | 6.6725          | 0.7474   | 0.6813         | 0.7050       | 0.7567         | 0.7660       |
| 3.7761        | 0.35  | 26500  | 6.6583          | 0.7552   | 0.7159         | 0.6928       | 0.7742         | 0.7623       |
| 3.8616        | 0.36  | 27000  | 5.8603          | 0.8102   | 0.7347         | 0.7203       | 0.8226         | 0.8404       |
| 3.7692        | 0.36  | 27500  | 6.1174          | 0.8048   | 0.7593         | 0.7422       | 0.8232         | 0.8143       |
| 3.7966        | 0.37  | 28000  | 6.4122          | 0.7788   | 0.7227         | 0.7047       | 0.7955         | 0.7956       |
| 3.8031        | 0.38  | 28500  | 6.3442          | 0.7903   | 0.7803         | 0.7582       | 0.7949         | 0.7966       |
| 3.7862        | 0.38  | 29000  | 6.3635          | 0.7891   | 0.7032         | 0.6847       | 0.8211         | 0.8061       |
| 3.8038        | 0.39  | 29500  | 6.1025          | 0.7903   | 0.6947         | 0.7046       | 0.8092         | 0.8180       |
| 3.7622        | 0.4   | 30000  | 6.5396          | 0.7740   | 0.7209         | 0.7191       | 0.7847         | 0.7912       |
| 3.7635        | 0.4   | 30500  | 5.7206          | 0.8327   | 0.7676         | 0.7488       | 0.8453         | 0.8585       |
| 3.7139        | 0.41  | 31000  | 6.7798          | 0.7539   | 0.6963         | 0.7203       | 0.7633         | 0.7680       |
| 3.7537        | 0.42  | 31500  | 6.9702          | 0.7363   | 0.7012         | 0.7062       | 0.7321         | 0.7572       |
| 3.752         | 0.42  | 32000  | 6.8687          | 0.7562   | 0.7479         | 0.6958       | 0.7640         | 0.7661       |
| 3.7555        | 0.43  | 32500  | 6.3315          | 0.7943   | 0.7279         | 0.7419       | 0.8141         | 0.8049       |
| 3.7778        | 0.44  | 33000  | 6.4978          | 0.7733   | 0.6839         | 0.6765       | 0.7941         | 0.8004       |
| 3.753         | 0.44  | 33500  | 6.0173          | 0.8247   | 0.7754         | 0.7578       | 0.8385         | 0.8409       |
| 3.7515        | 0.45  | 34000  | 6.1499          | 0.8032   | 0.7146         | 0.7353       | 0.8157         | 0.8309       |
| 3.7687        | 0.46  | 34500  | 6.7867          | 0.7678   | 0.7169         | 0.7214       | 0.7829         | 0.7778       |
| 3.7454        | 0.46  | 35000  | 6.4695          | 0.7807   | 0.7255         | 0.6942       | 0.7823         | 0.8156       |
| 3.7876        | 0.47  | 35500  | 6.2913          | 0.7851   | 0.7154         | 0.6798       | 0.8148         | 0.8005       |
| 3.7638        | 0.48  | 36000  | 6.2423          | 0.8079   | 0.7666         | 0.7462       | 0.8155         | 0.8268       |
| 3.7175        | 0.48  | 36500  | 6.3608          | 0.8060   | 0.7692         | 0.7352       | 0.8210         | 0.8187       |
| 3.7492        | 0.49  | 37000  | 6.4652          | 0.7733   | 0.7158         | 0.6868       | 0.8002         | 0.7836       |
| 3.7157        | 0.5   | 37500  | 6.4290          | 0.7894   | 0.7478         | 0.6758       | 0.8244         | 0.7942       |
| 3.7315        | 0.5   | 38000  | 6.5749          | 0.7814   | 0.7466         | 0.7206       | 0.7961         | 0.7913       |
| 3.7334        | 0.51  | 38500  | 6.5806          | 0.7859   | 0.7110         | 0.7232       | 0.7933         | 0.8140       |
| 3.7735        | 0.52  | 39000  | 6.4367          | 0.7826   | 0.7590         | 0.7513       | 0.7945         | 0.7848       |
| 3.7339        | 0.52  | 39500  | 6.6519          | 0.7700   | 0.7471         | 0.7274       | 0.7812         | 0.7757       |
| 3.7262        | 0.53  | 40000  | 6.5591          | 0.7859   | 0.7283         | 0.7284       | 0.7960         | 0.8055       |
| 3.7577        | 0.54  | 40500  | 6.0185          | 0.8273   | 0.7951         | 0.7619       | 0.8476         | 0.8322       |
| 3.7395        | 0.54  | 41000  | 6.2840          | 0.7988   | 0.7613         | 0.7094       | 0.8072         | 0.8230       |
| 3.7344        | 0.55  | 41500  | 6.1273          | 0.8207   | 0.7786         | 0.7655       | 0.8447         | 0.8218       |
| 3.7293        | 0.56  | 42000  | 6.3055          | 0.8024   | 0.7493         | 0.7629       | 0.8057         | 0.8229       |
| 3.7339        | 0.56  | 42500  | 6.6279          | 0.7649   | 0.7122         | 0.6835       | 0.7906         | 0.7739       |
| 3.6884        | 0.57  | 43000  | 6.3209          | 0.7858   | 0.7133         | 0.6865       | 0.8121         | 0.8039       |
| 3.748         | 0.58  | 43500  | 6.2519          | 0.8111   | 0.7173         | 0.7384       | 0.8290         | 0.8360       |
| 3.7284        | 0.58  | 44000  | 6.9457          | 0.7404   | 0.7387         | 0.6981       | 0.7503         | 0.7419       |
| 3.7257        | 0.59  | 44500  | 6.1307          | 0.8186   | 0.7634         | 0.7426       | 0.8268         | 0.8443       |
| 3.7655        | 0.6   | 45000  | 6.5527          | 0.7788   | 0.7358         | 0.6956       | 0.7880         | 0.8022       |
| 3.7299        | 0.6   | 45500  | 6.2448          | 0.8065   | 0.7233         | 0.7420       | 0.8279         | 0.8231       |
| 3.7705        | 0.61  | 46000  | 6.4347          | 0.7954   | 0.7462         | 0.7069       | 0.8133         | 0.8129       |
| 3.7551        | 0.61  | 46500  | 6.4281          | 0.8148   | 0.7175         | 0.7600       | 0.8331         | 0.8356       |
| 3.7531        | 0.62  | 47000  | 6.8376          | 0.7773   | 0.7395         | 0.6930       | 0.7923         | 0.7937       |
| 3.6961        | 0.63  | 47500  | 6.8047          | 0.7694   | 0.7097         | 0.6887       | 0.7977         | 0.7774       |
| 3.7614        | 0.63  | 48000  | 6.4608          | 0.7953   | 0.7427         | 0.7338       | 0.8143         | 0.8055       |
| 3.7717        | 0.64  | 48500  | 6.2167          | 0.8230   | 0.7653         | 0.7546       | 0.8343         | 0.8442       |
| 3.7128        | 0.65  | 49000  | 7.0456          | 0.7311   | 0.7099         | 0.6888       | 0.7359         | 0.7427       |
| 3.6806        | 0.65  | 49500  | 6.0679          | 0.8209   | 0.7240         | 0.7175       | 0.8544         | 0.8390       |
| 3.6736        | 0.66  | 50000  | 6.6871          | 0.7597   | 0.6676         | 0.6392       | 0.7844         | 0.7898       |
| 3.7191        | 0.67  | 50500  | 6.4563          | 0.7847   | 0.6810         | 0.6677       | 0.8238         | 0.8024       |
| 3.7207        | 0.67  | 51000  | 5.9290          | 0.8529   | 0.7891         | 0.8041       | 0.8665         | 0.8684       |
| 3.7112        | 0.68  | 51500  | 5.8701          | 0.8406   | 0.8063         | 0.7612       | 0.8671         | 0.8434       |
| 3.667         | 0.69  | 52000  | 6.3383          | 0.8115   | 0.7239         | 0.6848       | 0.8471         | 0.8310       |
| 3.7065        | 0.69  | 52500  | 5.9965          | 0.8405   | 0.7653         | 0.7558       | 0.8632         | 0.8589       |
| 3.7009        | 0.7   | 53000  | 6.2468          | 0.8176   | 0.7618         | 0.7324       | 0.8326         | 0.8390       |
| 3.6715        | 0.71  | 53500  | 6.1420          | 0.8442   | 0.7836         | 0.7756       | 0.8680         | 0.8537       |
| 3.6966        | 0.71  | 54000  | 6.2307          | 0.8285   | 0.7912         | 0.7841       | 0.8351         | 0.8429       |
| 3.7019        | 0.72  | 54500  | 6.1188          | 0.8328   | 0.7817         | 0.7493       | 0.8472         | 0.8531       |
| 3.6863        | 0.73  | 55000  | 6.0075          | 0.8412   | 0.8013         | 0.7616       | 0.8538         | 0.8593       |
| 3.7184        | 0.73  | 55500  | 6.4794          | 0.8017   | 0.7830         | 0.7183       | 0.8232         | 0.8065       |
| 3.6687        | 0.74  | 56000  | 6.3845          | 0.8151   | 0.7206         | 0.7093       | 0.8295         | 0.8522       |
| 3.671         | 0.75  | 56500  | 6.8759          | 0.7727   | 0.7142         | 0.7146       | 0.7832         | 0.7923       |
| 3.6262        | 0.75  | 57000  | 5.8599          | 0.8602   | 0.8111         | 0.7565       | 0.8768         | 0.8829       |
| 3.6879        | 0.76  | 57500  | 6.6153          | 0.8044   | 0.7516         | 0.7366       | 0.8197         | 0.8201       |
| 3.7012        | 0.77  | 58000  | 6.5163          | 0.7989   | 0.7542         | 0.7368       | 0.8144         | 0.8110       |
| 3.7018        | 0.77  | 58500  | 6.3180          | 0.8234   | 0.7877         | 0.7764       | 0.8306         | 0.8374       |
| 3.6969        | 0.78  | 59000  | 6.6701          | 0.8025   | 0.7500         | 0.7446       | 0.8226         | 0.8108       |
| 3.7457        | 0.79  | 59500  | 6.2417          | 0.8361   | 0.8010         | 0.7870       | 0.8361         | 0.8576       |
| 3.6954        | 0.79  | 60000  | 6.1454          | 0.8415   | 0.7644         | 0.7508       | 0.8632         | 0.8629       |
| 3.7197        | 0.8   | 60500  | 6.0969          | 0.8409   | 0.7911         | 0.7711       | 0.8474         | 0.8652       |
| 3.7297        | 0.81  | 61000  | 6.3165          | 0.8195   | 0.7836         | 0.7692       | 0.8340         | 0.8272       |
| 3.6699        | 0.81  | 61500  | 6.4803          | 0.8228   | 0.7959         | 0.7990       | 0.8283         | 0.8303       |
| 3.641         | 0.82  | 62000  | 6.6867          | 0.7953   | 0.7082         | 0.6920       | 0.8184         | 0.8212       |
| 3.7168        | 0.83  | 62500  | 6.5001          | 0.8253   | 0.8071         | 0.7970       | 0.8302         | 0.8323       |
| 3.7003        | 0.83  | 63000  | 6.3457          | 0.8220   | 0.7259         | 0.7292       | 0.8526         | 0.8401       |
| 3.7048        | 0.84  | 63500  | 6.4851          | 0.8103   | 0.6992         | 0.7085       | 0.8270         | 0.8486       |
| 3.7088        | 0.85  | 64000  | 6.0159          | 0.8442   | 0.7499         | 0.7367       | 0.8702         | 0.8701       |
| 3.651         | 0.85  | 64500  | 6.9890          | 0.7714   | 0.7237         | 0.6960       | 0.7996         | 0.7749       |
| 3.6736        | 0.86  | 65000  | 6.6216          | 0.8094   | 0.7756         | 0.7214       | 0.8245         | 0.8256       |
| 3.7053        | 0.87  | 65500  | 6.3460          | 0.8361   | 0.7948         | 0.7807       | 0.8468         | 0.8502       |
| 3.6539        | 0.87  | 66000  | 6.7816          | 0.8210   | 0.7769         | 0.7645       | 0.8256         | 0.8422       |
| 3.6848        | 0.88  | 66500  | 6.1695          | 0.8420   | 0.8050         | 0.7197       | 0.8607         | 0.8642       |
| 3.6931        | 0.89  | 67000  | 6.8573          | 0.7943   | 0.7706         | 0.7191       | 0.8115         | 0.8025       |
| 3.6863        | 0.89  | 67500  | 6.5045          | 0.8194   | 0.7723         | 0.7727       | 0.8215         | 0.8414       |
| 3.6609        | 0.9   | 68000  | 6.5149          | 0.8168   | 0.7541         | 0.7283       | 0.8407         | 0.8319       |
| 3.6742        | 0.91  | 68500  | 6.1001          | 0.8472   | 0.7920         | 0.7457       | 0.8683         | 0.8665       |
| 3.7229        | 0.91  | 69000  | 6.5837          | 0.8203   | 0.7441         | 0.6939       | 0.8363         | 0.8566       |
| 3.6855        | 0.92  | 69500  | 6.3531          | 0.8141   | 0.7565         | 0.7394       | 0.8439         | 0.8184       |
| 3.6215        | 0.93  | 70000  | 6.6187          | 0.8153   | 0.7357         | 0.7736       | 0.8322         | 0.8296       |
| 3.701         | 0.93  | 70500  | 6.0977          | 0.8469   | 0.7632         | 0.7562       | 0.8700         | 0.8687       |
| 3.6594        | 0.94  | 71000  | 6.1357          | 0.8429   | 0.7866         | 0.7835       | 0.8654         | 0.8503       |
| 3.6813        | 0.95  | 71500  | 6.9790          | 0.7635   | 0.7136         | 0.6808       | 0.7683         | 0.7927       |
| 3.6605        | 0.95  | 72000  | 6.0940          | 0.8596   | 0.8153         | 0.7776       | 0.8885         | 0.8630       |
| 3.6291        | 0.96  | 72500  | 5.9946          | 0.8540   | 0.7572         | 0.7758       | 0.8794         | 0.8735       |
| 3.6979        | 0.97  | 73000  | 6.6869          | 0.7992   | 0.7196         | 0.7222       | 0.8135         | 0.8253       |
| 3.6285        | 0.97  | 73500  | 6.8112          | 0.8062   | 0.7386         | 0.7177       | 0.8325         | 0.8201       |
| 3.6159        | 0.98  | 74000  | 6.4827          | 0.8212   | 0.7358         | 0.7334       | 0.8455         | 0.8416       |
| 3.6732        | 0.99  | 74500  | 6.1027          | 0.8470   | 0.7809         | 0.7686       | 0.8670         | 0.8641       |
| 3.6845        | 0.99  | 75000  | 6.5234          | 0.8105   | 0.7269         | 0.7285       | 0.8324         | 0.8313       |
| 3.6595        | 1.0   | 75500  | 6.3864          | 0.8237   | 0.7790         | 0.7358       | 0.8369         | 0.8447       |
| 3.6245        | 1.01  | 76000  | 6.6690          | 0.8219   | 0.7766         | 0.7210       | 0.8425         | 0.8390       |
| 3.6354        | 1.01  | 76500  | 6.5356          | 0.8175   | 0.7750         | 0.7462       | 0.8410         | 0.8234       |
| 3.6508        | 1.02  | 77000  | 6.2313          | 0.8444   | 0.7507         | 0.7378       | 0.8753         | 0.8650       |
| 3.6435        | 1.02  | 77500  | 6.2967          | 0.8380   | 0.7969         | 0.7699       | 0.8488         | 0.8553       |
| 3.6032        | 1.03  | 78000  | 6.6003          | 0.8339   | 0.7781         | 0.7506       | 0.8448         | 0.8587       |
| 3.6549        | 1.04  | 78500  | 6.1543          | 0.8472   | 0.7826         | 0.7578       | 0.8621         | 0.8719       |
| 3.6354        | 1.04  | 79000  | 6.4138          | 0.8243   | 0.7417         | 0.6984       | 0.8508         | 0.8514       |
| 3.6156        | 1.05  | 79500  | 6.3039          | 0.8409   | 0.7787         | 0.7388       | 0.8660         | 0.8581       |
| 3.633         | 1.06  | 80000  | 6.5611          | 0.8216   | 0.7956         | 0.7402       | 0.8292         | 0.8417       |
| 3.6509        | 1.06  | 80500  | 6.3620          | 0.8343   | 0.7991         | 0.7757       | 0.8436         | 0.8492       |
| 3.617         | 1.07  | 81000  | 6.3910          | 0.8434   | 0.7848         | 0.7519       | 0.8688         | 0.8567       |
| 3.6375        | 1.08  | 81500  | 6.1871          | 0.8572   | 0.8177         | 0.8024       | 0.8611         | 0.8777       |
| 3.6313        | 1.08  | 82000  | 6.3635          | 0.8517   | 0.8037         | 0.8037       | 0.8630         | 0.8650       |
| 3.6074        | 1.09  | 82500  | 6.4141          | 0.8367   | 0.7481         | 0.7454       | 0.8518         | 0.8679       |
| 3.6671        | 1.1   | 83000  | 6.5164          | 0.8332   | 0.7802         | 0.7527       | 0.8497         | 0.8510       |
| 3.6917        | 1.1   | 83500  | 6.4052          | 0.8297   | 0.7718         | 0.7509       | 0.8559         | 0.8387       |
| 3.5829        | 1.11  | 84000  | 6.5997          | 0.8196   | 0.7509         | 0.7134       | 0.8422         | 0.8420       |
| 3.6143        | 1.12  | 84500  | 6.9110          | 0.7856   | 0.6960         | 0.6846       | 0.8066         | 0.8137       |
| 3.5985        | 1.12  | 85000  | 6.3685          | 0.8471   | 0.7961         | 0.7684       | 0.8627         | 0.8648       |
| 3.5956        | 1.13  | 85500  | 6.5648          | 0.8209   | 0.7814         | 0.7558       | 0.8450         | 0.8237       |
| 3.6698        | 1.14  | 86000  | 6.5562          | 0.8458   | 0.8094         | 0.7775       | 0.8554         | 0.8632       |
| 3.5983        | 1.14  | 86500  | 6.1650          | 0.8549   | 0.7882         | 0.7766       | 0.8777         | 0.8694       |
| 3.6341        | 1.15  | 87000  | 6.4707          | 0.8341   | 0.7877         | 0.7719       | 0.8413         | 0.8550       |
| 3.585         | 1.16  | 87500  | 6.1554          | 0.8583   | 0.8189         | 0.7754       | 0.8733         | 0.8749       |
| 3.6337        | 1.16  | 88000  | 6.1306          | 0.8574   | 0.7992         | 0.7895       | 0.8748         | 0.8724       |
| 3.6272        | 1.17  | 88500  | 6.2700          | 0.8520   | 0.8015         | 0.7665       | 0.8726         | 0.8665       |
| 3.613         | 1.18  | 89000  | 6.1341          | 0.8590   | 0.8037         | 0.7633       | 0.8735         | 0.8834       |
| 3.6127        | 1.18  | 89500  | 6.6720          | 0.8117   | 0.7354         | 0.7186       | 0.8310         | 0.8358       |
| 3.66          | 1.19  | 90000  | 6.0642          | 0.8586   | 0.8170         | 0.7850       | 0.8772         | 0.8696       |
| 3.6817        | 1.2   | 90500  | 6.4414          | 0.8248   | 0.7727         | 0.7211       | 0.8537         | 0.8361       |
| 3.6354        | 1.2   | 91000  | 6.3180          | 0.8407   | 0.7765         | 0.7616       | 0.8608         | 0.8575       |
| 3.6163        | 1.21  | 91500  | 6.2959          | 0.8357   | 0.7684         | 0.7233       | 0.8675         | 0.8502       |
| 3.6064        | 1.22  | 92000  | 6.4162          | 0.8440   | 0.7822         | 0.7742       | 0.8620         | 0.8599       |
| 3.5834        | 1.22  | 92500  | 6.2139          | 0.8492   | 0.7970         | 0.7779       | 0.8589         | 0.8714       |
| 3.6509        | 1.23  | 93000  | 6.1480          | 0.8506   | 0.8061         | 0.7726       | 0.8599         | 0.8728       |
| 3.5965        | 1.24  | 93500  | 6.3052          | 0.8417   | 0.7829         | 0.7551       | 0.8575         | 0.8634       |
| 3.6731        | 1.24  | 94000  | 5.9891          | 0.8436   | 0.7620         | 0.7270       | 0.8648         | 0.8733       |
| 3.6275        | 1.25  | 94500  | 6.1887          | 0.8504   | 0.7701         | 0.7631       | 0.8641         | 0.8799       |
| 3.6126        | 1.26  | 95000  | 6.2406          | 0.8420   | 0.7593         | 0.7451       | 0.8679         | 0.8623       |
| 3.5966        | 1.26  | 95500  | 6.3393          | 0.8354   | 0.7117         | 0.7257       | 0.8630         | 0.8679       |
| 3.6212        | 1.27  | 96000  | 6.0195          | 0.8644   | 0.8261         | 0.7870       | 0.8818         | 0.8767       |
| 3.5899        | 1.28  | 96500  | 6.3380          | 0.8484   | 0.8030         | 0.7676       | 0.8630         | 0.8663       |
| 3.6561        | 1.28  | 97000  | 6.1686          | 0.8572   | 0.7626         | 0.7626       | 0.8824         | 0.8806       |
| 3.6365        | 1.29  | 97500  | 6.2706          | 0.8488   | 0.7686         | 0.7687       | 0.8635         | 0.8754       |
| 3.6489        | 1.3   | 98000  | 6.1675          | 0.8515   | 0.7912         | 0.7582       | 0.8774         | 0.8650       |
| 3.578         | 1.3   | 98500  | 6.2309          | 0.8460   | 0.8074         | 0.7739       | 0.8588         | 0.8616       |
| 3.6078        | 1.31  | 99000  | 6.3394          | 0.8400   | 0.7840         | 0.7645       | 0.8551         | 0.8587       |
| 3.6353        | 1.32  | 99500  | 6.5870          | 0.8299   | 0.7517         | 0.7415       | 0.8503         | 0.8523       |
| 3.6658        | 1.32  | 100000 | 6.0042          | 0.8649   | 0.8068         | 0.7997       | 0.8799         | 0.8816       |
| 3.658         | 1.33  | 100500 | 6.5887          | 0.8322   | 0.7767         | 0.7481       | 0.8493         | 0.8509       |
| 3.6169        | 1.34  | 101000 | 6.0370          | 0.8680   | 0.7996         | 0.7905       | 0.8835         | 0.8900       |
| 3.6163        | 1.34  | 101500 | 6.3809          | 0.8491   | 0.8072         | 0.7959       | 0.8572         | 0.8654       |
| 3.566         | 1.35  | 102000 | 6.3242          | 0.8378   | 0.7595         | 0.7233       | 0.8611         | 0.8642       |
| 3.6281        | 1.36  | 102500 | 6.0902          | 0.8591   | 0.8008         | 0.7697       | 0.8786         | 0.8775       |
| 3.6274        | 1.36  | 103000 | 6.1798          | 0.8543   | 0.7820         | 0.7555       | 0.8666         | 0.8861       |
| 3.6094        | 1.37  | 103500 | 6.2439          | 0.8614   | 0.7901         | 0.7918       | 0.8784         | 0.8807       |
| 3.6287        | 1.38  | 104000 | 6.4184          | 0.8478   | 0.8024         | 0.8029       | 0.8595         | 0.8593       |
| 3.5762        | 1.38  | 104500 | 6.2202          | 0.8580   | 0.7865         | 0.8006       | 0.8779         | 0.8712       |
| 3.5986        | 1.39  | 105000 | 6.3755          | 0.8433   | 0.7559         | 0.7342       | 0.8723         | 0.8649       |
| 3.6371        | 1.4   | 105500 | 6.3693          | 0.8554   | 0.8276         | 0.7834       | 0.8738         | 0.8626       |
| 3.6183        | 1.4   | 106000 | 6.4621          | 0.8332   | 0.7896         | 0.7607       | 0.8464         | 0.8499       |
| 3.6206        | 1.41  | 106500 | 6.1639          | 0.8520   | 0.7635         | 0.7629       | 0.8780         | 0.8717       |
| 3.6244        | 1.42  | 107000 | 6.2694          | 0.8463   | 0.7834         | 0.7784       | 0.8626         | 0.8637       |
| 3.6088        | 1.42  | 107500 | 6.2040          | 0.8606   | 0.8267         | 0.7977       | 0.8764         | 0.8697       |
| 3.5878        | 1.43  | 108000 | 6.1793          | 0.8540   | 0.7919         | 0.7802       | 0.8728         | 0.8702       |
| 3.6047        | 1.43  | 108500 | 6.2589          | 0.8459   | 0.7929         | 0.7623       | 0.8547         | 0.8724       |
| 3.5849        | 1.44  | 109000 | 6.2101          | 0.8544   | 0.7612         | 0.7438       | 0.8821         | 0.8791       |
| 3.6403        | 1.45  | 109500 | 6.3545          | 0.8488   | 0.8138         | 0.8026       | 0.8592         | 0.8592       |
| 3.6253        | 1.45  | 110000 | 6.3264          | 0.8396   | 0.7701         | 0.7713       | 0.8609         | 0.8539       |
| 3.5782        | 1.46  | 110500 | 6.3269          | 0.8391   | 0.7739         | 0.7797       | 0.8510         | 0.8593       |
| 3.6244        | 1.47  | 111000 | 6.1724          | 0.8624   | 0.8313         | 0.8136       | 0.8681         | 0.8771       |
| 3.6316        | 1.47  | 111500 | 6.2954          | 0.8466   | 0.7679         | 0.7400       | 0.8732         | 0.8676       |
| 3.6047        | 1.48  | 112000 | 6.2605          | 0.8389   | 0.7209         | 0.7331       | 0.8660         | 0.8693       |
| 3.6019        | 1.49  | 112500 | 6.4826          | 0.8371   | 0.7635         | 0.7554       | 0.8554         | 0.8589       |
| 3.5879        | 1.49  | 113000 | 6.0593          | 0.8548   | 0.7652         | 0.7637       | 0.8799         | 0.8762       |
| 3.6095        | 1.5   | 113500 | 6.5229          | 0.8345   | 0.7602         | 0.7452       | 0.8523         | 0.8589       |
| 3.6103        | 1.51  | 114000 | 6.5631          | 0.8370   | 0.7556         | 0.7463       | 0.8680         | 0.8503       |
| 3.6359        | 1.51  | 114500 | 6.1680          | 0.8570   | 0.7828         | 0.7675       | 0.8761         | 0.8800       |
| 3.5828        | 1.52  | 115000 | 6.1609          | 0.8587   | 0.7905         | 0.7624       | 0.8795         | 0.8803       |
| 3.6513        | 1.53  | 115500 | 6.1222          | 0.8564   | 0.7791         | 0.7849       | 0.8723         | 0.8789       |
| 3.5867        | 1.53  | 116000 | 6.3717          | 0.8429   | 0.7571         | 0.7485       | 0.8683         | 0.8638       |
| 3.5919        | 1.54  | 116500 | 6.3429          | 0.8611   | 0.8168         | 0.8007       | 0.8728         | 0.8764       |
| 3.6131        | 1.55  | 117000 | 6.1519          | 0.8579   | 0.8032         | 0.7709       | 0.8724         | 0.8799       |
| 3.5852        | 1.55  | 117500 | 6.1628          | 0.8544   | 0.7906         | 0.7787       | 0.8772         | 0.8674       |
| 3.6346        | 1.56  | 118000 | 6.0331          | 0.8607   | 0.7705         | 0.7359       | 0.8887         | 0.8880       |
| 3.5919        | 1.57  | 118500 | 6.2982          | 0.8579   | 0.8142         | 0.7703       | 0.8735         | 0.8760       |
| 3.6011        | 1.57  | 119000 | 6.2845          | 0.8423   | 0.7531         | 0.7357       | 0.8670         | 0.8681       |
| 3.6104        | 1.58  | 119500 | 6.4173          | 0.8392   | 0.7865         | 0.7691       | 0.8557         | 0.8544       |
| 3.6318        | 1.59  | 120000 | 6.2615          | 0.8546   | 0.7942         | 0.7668       | 0.8755         | 0.8720       |
| 3.5929        | 1.59  | 120500 | 6.2564          | 0.8509   | 0.7849         | 0.7613       | 0.8741         | 0.8677       |
| 3.5506        | 1.6   | 121000 | 6.2936          | 0.8438   | 0.7800         | 0.7577       | 0.8656         | 0.8605       |
| 3.5468        | 1.61  | 121500 | 6.2973          | 0.8510   | 0.7889         | 0.7928       | 0.8660         | 0.8670       |
| 3.6164        | 1.61  | 122000 | 6.4876          | 0.8374   | 0.7499         | 0.7403       | 0.8697         | 0.8526       |
| 3.5985        | 1.62  | 122500 | 6.1989          | 0.8482   | 0.7424         | 0.7368       | 0.8732         | 0.8792       |
| 3.6201        | 1.63  | 123000 | 6.1631          | 0.8581   | 0.7500         | 0.7472       | 0.8819         | 0.8906       |
| 3.5976        | 1.63  | 123500 | 6.2916          | 0.8478   | 0.7691         | 0.7539       | 0.8719         | 0.8683       |
| 3.6419        | 1.64  | 124000 | 6.5065          | 0.8273   | 0.7149         | 0.6939       | 0.8630         | 0.8549       |
| 3.6           | 1.65  | 124500 | 6.1198          | 0.8568   | 0.7930         | 0.7504       | 0.8813         | 0.8760       |
| 3.5694        | 1.65  | 125000 | 6.3263          | 0.8487   | 0.7685         | 0.7536       | 0.8702         | 0.8723       |
| 3.5653        | 1.66  | 125500 | 6.3082          | 0.8489   | 0.7755         | 0.7525       | 0.8664         | 0.8752       |
| 3.5344        | 1.67  | 126000 | 6.2203          | 0.8510   | 0.7862         | 0.7688       | 0.8679         | 0.8719       |
| 3.573         | 1.67  | 126500 | 6.3849          | 0.8477   | 0.7580         | 0.7436       | 0.8717         | 0.8737       |
| 3.5864        | 1.68  | 127000 | 6.4484          | 0.8498   | 0.8105         | 0.7714       | 0.8679         | 0.8620       |
| 3.5638        | 1.69  | 127500 | 6.3120          | 0.8412   | 0.7773         | 0.7561       | 0.8586         | 0.8623       |
| 3.5731        | 1.69  | 128000 | 6.2357          | 0.8598   | 0.8162         | 0.7870       | 0.8690         | 0.8806       |
| 3.5815        | 1.7   | 128500 | 6.4205          | 0.8411   | 0.7798         | 0.7886       | 0.8553         | 0.8562       |
| 3.5701        | 1.71  | 129000 | 5.9986          | 0.8612   | 0.7875         | 0.7441       | 0.8924         | 0.8791       |
| 3.5892        | 1.71  | 129500 | 6.4142          | 0.8418   | 0.7704         | 0.7514       | 0.8563         | 0.8689       |
| 3.5769        | 1.72  | 130000 | 6.2941          | 0.8467   | 0.7688         | 0.7504       | 0.8665         | 0.8717       |
| 3.5937        | 1.73  | 130500 | 5.9652          | 0.8582   | 0.7543         | 0.7434       | 0.8872         | 0.8855       |
| 3.5764        | 1.73  | 131000 | 6.2500          | 0.8568   | 0.8234         | 0.7872       | 0.8718         | 0.8684       |
| 3.5719        | 1.74  | 131500 | 6.2972          | 0.8549   | 0.7888         | 0.7760       | 0.8775         | 0.8697       |
| 3.6166        | 1.75  | 132000 | 6.3874          | 0.8488   | 0.7708         | 0.7475       | 0.8756         | 0.8681       |
| 3.5926        | 1.75  | 132500 | 6.0974          | 0.8640   | 0.8172         | 0.7909       | 0.8866         | 0.8722       |
| 3.5867        | 1.76  | 133000 | 6.3995          | 0.8489   | 0.7849         | 0.7752       | 0.8718         | 0.8616       |
| 3.5842        | 1.77  | 133500 | 6.0925          | 0.8645   | 0.8129         | 0.7908       | 0.8799         | 0.8814       |
| 3.615         | 1.77  | 134000 | 6.1958          | 0.8476   | 0.7658         | 0.7562       | 0.8666         | 0.8732       |
| 3.6109        | 1.78  | 134500 | 6.3931          | 0.8376   | 0.7655         | 0.7525       | 0.8595         | 0.8563       |
| 3.5964        | 1.79  | 135000 | 6.4521          | 0.8381   | 0.7245         | 0.7448       | 0.8627         | 0.8668       |
| 3.6285        | 1.79  | 135500 | 5.9409          | 0.8718   | 0.8096         | 0.7876       | 0.8905         | 0.8909       |
| 3.6125        | 1.8   | 136000 | 6.2861          | 0.8541   | 0.8086         | 0.7780       | 0.8780         | 0.8615       |
| 3.5811        | 1.81  | 136500 | 5.9451          | 0.8679   | 0.7950         | 0.7819       | 0.8920         | 0.8847       |
| 3.5823        | 1.81  | 137000 | 6.2573          | 0.8542   | 0.7788         | 0.7616       | 0.8759         | 0.8758       |
| 3.6109        | 1.82  | 137500 | 6.3246          | 0.8497   | 0.7784         | 0.7797       | 0.8703         | 0.8656       |
| 3.6419        | 1.82  | 138000 | 6.3119          | 0.8516   | 0.7773         | 0.7456       | 0.8714         | 0.8783       |
| 3.5916        | 1.83  | 138500 | 6.1786          | 0.8588   | 0.7824         | 0.7603       | 0.8824         | 0.8801       |
| 3.5736        | 1.84  | 139000 | 6.3087          | 0.8516   | 0.7908         | 0.7522       | 0.8716         | 0.8728       |
| 3.5639        | 1.84  | 139500 | 6.2078          | 0.8622   | 0.8132         | 0.7910       | 0.8823         | 0.8731       |
| 3.5621        | 1.85  | 140000 | 6.1367          | 0.8632   | 0.8106         | 0.7795       | 0.8810         | 0.8806       |
| 3.5646        | 1.86  | 140500 | 6.1959          | 0.8544   | 0.7817         | 0.7706       | 0.8794         | 0.8698       |
| 3.587         | 1.86  | 141000 | 6.4030          | 0.8529   | 0.7823         | 0.7614       | 0.8725         | 0.8751       |
| 3.5614        | 1.87  | 141500 | 6.2460          | 0.8557   | 0.7881         | 0.7757       | 0.8756         | 0.8737       |
| 3.566         | 1.88  | 142000 | 6.3246          | 0.8497   | 0.7942         | 0.7870       | 0.8611         | 0.8687       |
| 3.6042        | 1.88  | 142500 | 6.2691          | 0.8516   | 0.7980         | 0.7692       | 0.8667         | 0.8715       |
| 3.5909        | 1.89  | 143000 | 6.2622          | 0.8525   | 0.7901         | 0.7349       | 0.8750         | 0.8763       |
| 3.6272        | 1.9   | 143500 | 6.1247          | 0.8657   | 0.7812         | 0.7680       | 0.8904         | 0.8878       |
| 3.5339        | 1.9   | 144000 | 6.2238          | 0.8584   | 0.7574         | 0.7483       | 0.8901         | 0.8810       |
| 3.569         | 1.91  | 144500 | 6.4991          | 0.8341   | 0.7532         | 0.7253       | 0.8611         | 0.8559       |
| 3.5715        | 1.92  | 145000 | 6.3234          | 0.8525   | 0.7711         | 0.7823       | 0.8772         | 0.8669       |
| 3.5914        | 1.92  | 145500 | 6.0672          | 0.8555   | 0.7351         | 0.7415       | 0.8869         | 0.8844       |
| 3.6223        | 1.93  | 146000 | 6.1171          | 0.8533   | 0.7685         | 0.7606       | 0.8779         | 0.8744       |
| 3.5662        | 1.94  | 146500 | 6.1265          | 0.8689   | 0.8028         | 0.7844       | 0.8939         | 0.8827       |
| 3.5559        | 1.94  | 147000 | 6.2400          | 0.8613   | 0.7934         | 0.7747       | 0.8778         | 0.8847       |
| 3.5576        | 1.95  | 147500 | 6.2136          | 0.8632   | 0.8016         | 0.7689       | 0.8850         | 0.8814       |
| 3.6371        | 1.96  | 148000 | 6.4321          | 0.8393   | 0.7475         | 0.7431       | 0.8667         | 0.8604       |
| 3.5304        | 1.96  | 148500 | 6.1810          | 0.8617   | 0.7982         | 0.7815       | 0.8808         | 0.8795       |
| 3.5249        | 1.97  | 149000 | 6.0631          | 0.8702   | 0.7966         | 0.7849       | 0.8918         | 0.8895       |
| 3.5847        | 1.98  | 149500 | 6.1089          | 0.8643   | 0.7862         | 0.7578       | 0.8915         | 0.8847       |
| 3.6243        | 1.98  | 150000 | 6.1582          | 0.8578   | 0.7890         | 0.7274       | 0.8875         | 0.8795       |
| 3.5797        | 1.99  | 150500 | 6.4249          | 0.8458   | 0.7766         | 0.7410       | 0.8693         | 0.8670       |
| 3.5634        | 2.0   | 151000 | 6.1785          | 0.8627   | 0.7854         | 0.7708       | 0.8865         | 0.8826       |
| 3.5833        | 2.0   | 151500 | 6.2278          | 0.8629   | 0.7775         | 0.7484       | 0.8868         | 0.8904       |
| 3.5195        | 2.01  | 152000 | 6.1861          | 0.8624   | 0.7744         | 0.7603       | 0.8898         | 0.8839       |
| 3.5397        | 2.02  | 152500 | 6.0980          | 0.8660   | 0.7922         | 0.7703       | 0.8888         | 0.8869       |
| 3.5814        | 2.02  | 153000 | 6.2723          | 0.8596   | 0.7683         | 0.7546       | 0.8862         | 0.8836       |
| 3.5557        | 2.03  | 153500 | 6.1731          | 0.8623   | 0.7786         | 0.7557       | 0.8855         | 0.8880       |
| 3.5635        | 2.04  | 154000 | 6.2978          | 0.8546   | 0.7775         | 0.7652       | 0.8740         | 0.8780       |
| 3.5322        | 2.04  | 154500 | 6.1100          | 0.8712   | 0.8020         | 0.7685       | 0.8937         | 0.8929       |
| 3.5459        | 2.05  | 155000 | 6.1238          | 0.8667   | 0.7707         | 0.7645       | 0.8900         | 0.8944       |
| 3.5797        | 2.06  | 155500 | 6.4021          | 0.8535   | 0.7652         | 0.7473       | 0.8786         | 0.8784       |
| 3.5517        | 2.06  | 156000 | 6.1744          | 0.8640   | 0.7872         | 0.7554       | 0.8886         | 0.8870       |
| 3.5168        | 2.07  | 156500 | 6.2578          | 0.8565   | 0.7855         | 0.7602       | 0.8712         | 0.8849       |
| 3.5674        | 2.08  | 157000 | 6.1384          | 0.8641   | 0.7807         | 0.7588       | 0.8860         | 0.8907       |
| 3.5584        | 2.08  | 157500 | 6.1532          | 0.8622   | 0.7503         | 0.7392       | 0.8966         | 0.8884       |
| 3.568         | 2.09  | 158000 | 6.1648          | 0.8633   | 0.7734         | 0.7419       | 0.8904         | 0.8906       |
| 3.5251        | 2.1   | 158500 | 6.1295          | 0.8679   | 0.7856         | 0.7561       | 0.8927         | 0.8930       |
| 3.5504        | 2.1   | 159000 | 6.3454          | 0.8542   | 0.7859         | 0.7555       | 0.8806         | 0.8707       |
| 3.5648        | 2.11  | 159500 | 6.0739          | 0.8664   | 0.7757         | 0.7587       | 0.8900         | 0.8939       |
| 3.5222        | 2.12  | 160000 | 6.2697          | 0.8524   | 0.7258         | 0.7204       | 0.8852         | 0.8862       |
| 3.5565        | 2.12  | 160500 | 6.1280          | 0.8635   | 0.7788         | 0.7587       | 0.8913         | 0.8844       |
| 3.5292        | 2.13  | 161000 | 6.1745          | 0.8619   | 0.7729         | 0.7480       | 0.8862         | 0.8899       |
| 3.5587        | 2.14  | 161500 | 6.1620          | 0.8607   | 0.7641         | 0.7473       | 0.8904         | 0.8852       |
| 3.5308        | 2.14  | 162000 | 6.2410          | 0.8548   | 0.7826         | 0.7438       | 0.8841         | 0.8726       |
| 3.521         | 2.15  | 162500 | 6.2283          | 0.8529   | 0.7461         | 0.7300       | 0.8834         | 0.8814       |
| 3.5516        | 2.16  | 163000 | 6.1562          | 0.8663   | 0.7847         | 0.7654       | 0.8880         | 0.8915       |
| 3.5331        | 2.16  | 163500 | 6.1778          | 0.8659   | 0.8030         | 0.7703       | 0.8871         | 0.8855       |
| 3.5105        | 2.17  | 164000 | 5.9932          | 0.8686   | 0.7919         | 0.7769       | 0.8925         | 0.8880       |
| 3.5599        | 2.18  | 164500 | 5.9259          | 0.8704   | 0.7816         | 0.7629       | 0.8943         | 0.8970       |
| 3.5733        | 2.18  | 165000 | 6.1517          | 0.8657   | 0.7852         | 0.7765       | 0.8898         | 0.8853       |
| 3.5161        | 2.19  | 165500 | 6.1748          | 0.8624   | 0.7936         | 0.7640       | 0.8857         | 0.8820       |
| 3.5488        | 2.2   | 166000 | 6.2286          | 0.8538   | 0.7715         | 0.7415       | 0.8753         | 0.8824       |
| 3.5362        | 2.2   | 166500 | 6.2905          | 0.8607   | 0.7720         | 0.7567       | 0.8831         | 0.8880       |
| 3.5587        | 2.21  | 167000 | 6.3033          | 0.8545   | 0.7564         | 0.7237       | 0.8833         | 0.8846       |
| 3.5391        | 2.22  | 167500 | 6.1975          | 0.8671   | 0.7845         | 0.7645       | 0.8916         | 0.8902       |
| 3.5356        | 2.22  | 168000 | 6.1366          | 0.8665   | 0.7822         | 0.7719       | 0.8863         | 0.8927       |
| 3.524         | 2.23  | 168500 | 6.2007          | 0.8582   | 0.7479         | 0.7377       | 0.8899         | 0.8860       |
| 3.5854        | 2.23  | 169000 | 6.0755          | 0.8660   | 0.7616         | 0.7539       | 0.8926         | 0.8951       |
| 3.6013        | 2.24  | 169500 | 6.1477          | 0.8671   | 0.7719         | 0.7684       | 0.8896         | 0.8944       |
| 3.5083        | 2.25  | 170000 | 6.2068          | 0.8647   | 0.7791         | 0.7748       | 0.8895         | 0.8852       |
| 3.5344        | 2.25  | 170500 | 6.0355          | 0.8654   | 0.7658         | 0.7418       | 0.8952         | 0.8930       |
| 3.5573        | 2.26  | 171000 | 5.9856          | 0.8715   | 0.7964         | 0.7687       | 0.8958         | 0.8930       |
| 3.5651        | 2.27  | 171500 | 6.2050          | 0.8574   | 0.7686         | 0.7443       | 0.8814         | 0.8855       |
| 3.5744        | 2.27  | 172000 | 6.1390          | 0.8617   | 0.7758         | 0.7440       | 0.8828         | 0.8930       |
| 3.5424        | 2.28  | 172500 | 6.0153          | 0.8624   | 0.7785         | 0.7387       | 0.8859         | 0.8923       |
| 3.5246        | 2.29  | 173000 | 6.1938          | 0.8629   | 0.7945         | 0.7635       | 0.8825         | 0.8866       |
| 3.5536        | 2.29  | 173500 | 5.9689          | 0.8705   | 0.7872         | 0.7567       | 0.8974         | 0.8943       |
| 3.5199        | 2.3   | 174000 | 6.0139          | 0.8665   | 0.7600         | 0.7488       | 0.8951         | 0.8957       |
| 3.5479        | 2.31  | 174500 | 6.1691          | 0.8604   | 0.7640         | 0.7454       | 0.8901         | 0.8852       |
| 3.5795        | 2.31  | 175000 | 6.2774          | 0.8528   | 0.7388         | 0.7223       | 0.8840         | 0.8845       |
| 3.5524        | 2.32  | 175500 | 6.1610          | 0.8593   | 0.7744         | 0.7462       | 0.8832         | 0.8865       |
| 3.5206        | 2.33  | 176000 | 6.1653          | 0.8609   | 0.7654         | 0.7442       | 0.8924         | 0.8841       |
| 3.4957        | 2.33  | 176500 | 6.2274          | 0.8544   | 0.7535         | 0.7405       | 0.8837         | 0.8802       |
| 3.5441        | 2.34  | 177000 | 6.0965          | 0.8639   | 0.7815         | 0.7495       | 0.8888         | 0.8897       |
| 3.5306        | 2.35  | 177500 | 6.1945          | 0.8608   | 0.7646         | 0.7572       | 0.8833         | 0.8896       |
| 3.6044        | 2.35  | 178000 | 6.0469          | 0.8701   | 0.7909         | 0.7836       | 0.8918         | 0.8910       |
| 3.5149        | 2.36  | 178500 | 5.8845          | 0.8729   | 0.7702         | 0.7524       | 0.9008         | 0.9025       |
| 3.5583        | 2.37  | 179000 | 6.0628          | 0.8690   | 0.7817         | 0.7660       | 0.8972         | 0.8896       |
| 3.5201        | 2.37  | 179500 | 6.0482          | 0.8664   | 0.7867         | 0.7495       | 0.8934         | 0.8901       |
| 3.5505        | 2.38  | 180000 | 6.0866          | 0.8610   | 0.7533         | 0.7492       | 0.8892         | 0.8893       |
| 3.6009        | 2.39  | 180500 | 6.0942          | 0.8644   | 0.7571         | 0.7410       | 0.8962         | 0.8921       |
| 3.5367        | 2.39  | 181000 | 6.0990          | 0.8627   | 0.7697         | 0.7409       | 0.8920         | 0.8888       |
| 3.5488        | 2.4   | 181500 | 6.1873          | 0.8606   | 0.7806         | 0.7457       | 0.8871         | 0.8842       |
| 3.5164        | 2.41  | 182000 | 6.1225          | 0.8610   | 0.7620         | 0.7326       | 0.8907         | 0.8898       |
| 3.5365        | 2.41  | 182500 | 6.2168          | 0.8504   | 0.7519         | 0.7424       | 0.8807         | 0.8733       |
| 3.5716        | 2.42  | 183000 | 6.0807          | 0.8655   | 0.7871         | 0.7567       | 0.8927         | 0.8864       |
| 3.565         | 2.43  | 183500 | 6.2939          | 0.8483   | 0.7493         | 0.7293       | 0.8823         | 0.8705       |
| 3.5742        | 2.43  | 184000 | 6.0445          | 0.8673   | 0.7838         | 0.7591       | 0.8937         | 0.8904       |
| 3.4913        | 2.44  | 184500 | 6.0246          | 0.8696   | 0.7732         | 0.7608       | 0.8956         | 0.8963       |
| 3.553         | 2.45  | 185000 | 6.0357          | 0.8773   | 0.8193         | 0.7858       | 0.8983         | 0.8947       |
| 3.5602        | 2.45  | 185500 | 6.0510          | 0.8689   | 0.7862         | 0.7681       | 0.8932         | 0.8919       |
| 3.5254        | 2.46  | 186000 | 6.0407          | 0.8654   | 0.7822         | 0.7515       | 0.8919         | 0.8896       |
| 3.5214        | 2.47  | 186500 | 6.0470          | 0.8706   | 0.7922         | 0.7687       | 0.8923         | 0.8954       |
| 3.511         | 2.47  | 187000 | 6.0675          | 0.8688   | 0.7966         | 0.7618       | 0.8942         | 0.8895       |
| 3.5593        | 2.48  | 187500 | 6.0135          | 0.8680   | 0.7771         | 0.7648       | 0.8950         | 0.8911       |
| 3.5243        | 2.49  | 188000 | 5.9878          | 0.8730   | 0.7855         | 0.7786       | 0.8969         | 0.8960       |
| 3.5207        | 2.49  | 188500 | 5.9979          | 0.8673   | 0.7773         | 0.7408       | 0.8958         | 0.8945       |
| 3.521         | 2.5   | 189000 | 6.1924          | 0.8549   | 0.7448         | 0.7229       | 0.8901         | 0.8821       |
| 3.5277        | 2.51  | 189500 | 6.0814          | 0.8679   | 0.7962         | 0.7629       | 0.8946         | 0.8866       |
| 3.5692        | 2.51  | 190000 | 6.0650          | 0.8672   | 0.7820         | 0.7496       | 0.8924         | 0.8942       |
| 3.5524        | 2.52  | 190500 | 6.0453          | 0.8693   | 0.7770         | 0.7585       | 0.8988         | 0.8921       |
| 3.508         | 2.53  | 191000 | 6.0415          | 0.8743   | 0.7913         | 0.7733       | 0.8995         | 0.8965       |
| 3.5612        | 2.53  | 191500 | 6.0297          | 0.8713   | 0.7838         | 0.7638       | 0.8961         | 0.8966       |
| 3.542         | 2.54  | 192000 | 5.9929          | 0.8717   | 0.7906         | 0.7568       | 0.8949         | 0.8988       |
| 3.5916        | 2.55  | 192500 | 5.9626          | 0.8742   | 0.7976         | 0.7677       | 0.8958         | 0.8998       |
| 3.5591        | 2.55  | 193000 | 6.0591          | 0.8627   | 0.7607         | 0.7243       | 0.8937         | 0.8936       |
| 3.5525        | 2.56  | 193500 | 6.0523          | 0.8663   | 0.7698         | 0.7445       | 0.8940         | 0.8947       |
| 3.5325        | 2.57  | 194000 | 6.0500          | 0.8690   | 0.7797         | 0.7480       | 0.8977         | 0.8945       |
| 3.5715        | 2.57  | 194500 | 6.0018          | 0.8676   | 0.7799         | 0.7534       | 0.8961         | 0.8912       |
| 3.5421        | 2.58  | 195000 | 6.1321          | 0.8591   | 0.7656         | 0.7102       | 0.8915         | 0.8890       |
| 3.5164        | 2.59  | 195500 | 6.1541          | 0.8609   | 0.7727         | 0.7281       | 0.8896         | 0.8890       |
| 3.5427        | 2.59  | 196000 | 6.0779          | 0.8652   | 0.7699         | 0.7459       | 0.8923         | 0.8933       |
| 3.5464        | 2.6   | 196500 | 6.1074          | 0.8639   | 0.7797         | 0.7509       | 0.8907         | 0.8880       |
| 3.5491        | 2.61  | 197000 | 6.0506          | 0.8637   | 0.7732         | 0.7352       | 0.8907         | 0.8931       |
| 3.5427        | 2.61  | 197500 | 6.0498          | 0.8640   | 0.7600         | 0.7253       | 0.8955         | 0.8950       |
| 3.5754        | 2.62  | 198000 | 5.9433          | 0.8756   | 0.7878         | 0.7614       | 0.9009         | 0.9024       |
| 3.5537        | 2.63  | 198500 | 5.9475          | 0.8778   | 0.8014         | 0.7779       | 0.9025         | 0.8984       |
| 3.5441        | 2.63  | 199000 | 6.1267          | 0.8631   | 0.7754         | 0.7466       | 0.8905         | 0.8882       |
| 3.5538        | 2.64  | 199500 | 6.0909          | 0.8665   | 0.7805         | 0.7499       | 0.8949         | 0.8903       |
| 3.4995        | 2.64  | 200000 | 6.0744          | 0.8651   | 0.7808         | 0.7525       | 0.8934         | 0.8875       |
| 3.5609        | 2.65  | 200500 | 6.0975          | 0.8655   | 0.7821         | 0.7577       | 0.8892         | 0.8909       |
| 3.542         | 2.66  | 201000 | 6.1075          | 0.8614   | 0.7646         | 0.7348       | 0.8921         | 0.8882       |
| 3.5576        | 2.66  | 201500 | 5.9604          | 0.8694   | 0.7760         | 0.7458       | 0.8997         | 0.8949       |
| 3.5823        | 2.67  | 202000 | 5.9825          | 0.8723   | 0.7823         | 0.7514       | 0.9014         | 0.8974       |
| 3.5604        | 2.68  | 202500 | 6.1395          | 0.8629   | 0.7564         | 0.7368       | 0.8929         | 0.8927       |
| 3.5295        | 2.68  | 203000 | 6.0900          | 0.8670   | 0.7674         | 0.7441       | 0.8968         | 0.8945       |
| 3.5402        | 2.69  | 203500 | 5.9815          | 0.8732   | 0.7841         | 0.7604       | 0.9003         | 0.8982       |
| 3.5389        | 2.7   | 204000 | 6.0793          | 0.8675   | 0.7660         | 0.7606       | 0.8932         | 0.8953       |
| 3.5973        | 2.7   | 204500 | 6.0532          | 0.8679   | 0.7617         | 0.7504       | 0.8978         | 0.8956       |
| 3.5569        | 2.71  | 205000 | 6.0379          | 0.8669   | 0.7626         | 0.7420       | 0.8988         | 0.8941       |
| 3.539         | 2.72  | 205500 | 6.1666          | 0.8606   | 0.7528         | 0.7373       | 0.8918         | 0.8889       |
| 3.5804        | 2.72  | 206000 | 5.9644          | 0.8717   | 0.7809         | 0.7618       | 0.9005         | 0.8946       |
| 3.5337        | 2.73  | 206500 | 6.0366          | 0.8700   | 0.7818         | 0.7561       | 0.8960         | 0.8961       |
| 3.4927        | 2.74  | 207000 | 5.9943          | 0.8721   | 0.7806         | 0.7576       | 0.8996         | 0.8976       |
| 3.5866        | 2.74  | 207500 | 5.9916          | 0.8702   | 0.7837         | 0.7472       | 0.8986         | 0.8958       |
| 3.5214        | 2.75  | 208000 | 6.1225          | 0.8604   | 0.7534         | 0.7316       | 0.8916         | 0.8899       |
| 3.5246        | 2.76  | 208500 | 6.0301          | 0.8661   | 0.7696         | 0.7487       | 0.8950         | 0.8923       |
| 3.5573        | 2.76  | 209000 | 6.0352          | 0.8666   | 0.7646         | 0.7499       | 0.8962         | 0.8932       |
| 3.5162        | 2.77  | 209500 | 6.0303          | 0.8672   | 0.7672         | 0.7462       | 0.8945         | 0.8968       |
| 3.5175        | 2.78  | 210000 | 5.9933          | 0.8716   | 0.7839         | 0.7623       | 0.8974         | 0.8964       |
| 3.5337        | 2.78  | 210500 | 6.0866          | 0.8631   | 0.7629         | 0.7394       | 0.8930         | 0.8908       |
| 3.4837        | 2.79  | 211000 | 5.9521          | 0.8717   | 0.7795         | 0.7529       | 0.8987         | 0.8991       |
| 3.536         | 2.8   | 211500 | 5.9447          | 0.8756   | 0.7982         | 0.7693       | 0.8995         | 0.8991       |
| 3.5338        | 2.8   | 212000 | 5.9972          | 0.8699   | 0.7712         | 0.7448       | 0.9008         | 0.8966       |
| 3.5645        | 2.81  | 212500 | 5.9529          | 0.8712   | 0.7774         | 0.7525       | 0.8981         | 0.8991       |
| 3.5605        | 2.82  | 213000 | 5.9696          | 0.8741   | 0.7888         | 0.7659       | 0.8986         | 0.8993       |
| 3.555         | 2.82  | 213500 | 6.0593          | 0.8690   | 0.7752         | 0.7546       | 0.8959         | 0.8955       |
| 3.5527        | 2.83  | 214000 | 6.0326          | 0.8721   | 0.7833         | 0.7595       | 0.8996         | 0.8965       |
| 3.5089        | 2.84  | 214500 | 6.0607          | 0.8683   | 0.7668         | 0.7448       | 0.8976         | 0.8969       |
| 3.5387        | 2.84  | 215000 | 6.0367          | 0.8664   | 0.7555         | 0.7314       | 0.8988         | 0.8973       |
| 3.5299        | 2.85  | 215500 | 5.9637          | 0.8735   | 0.7838         | 0.7586       | 0.9002         | 0.8995       |
| 3.5646        | 2.86  | 216000 | 5.9734          | 0.8726   | 0.7763         | 0.7492       | 0.9024         | 0.8994       |
| 3.49          | 2.86  | 216500 | 5.9929          | 0.8724   | 0.7708         | 0.7488       | 0.9014         | 0.9014       |
| 3.5063        | 2.87  | 217000 | 6.0430          | 0.8713   | 0.7806         | 0.7537       | 0.8986         | 0.8976       |
| 3.5488        | 2.88  | 217500 | 5.9736          | 0.8730   | 0.7836         | 0.7572       | 0.8997         | 0.8992       |
| 3.5533        | 2.88  | 218000 | 5.9618          | 0.8740   | 0.7823         | 0.7597       | 0.9013         | 0.8998       |
| 3.5118        | 2.89  | 218500 | 6.0872          | 0.8671   | 0.7697         | 0.7443       | 0.8964         | 0.8944       |
| 3.5061        | 2.9   | 219000 | 5.9701          | 0.8722   | 0.7790         | 0.7549       | 0.8992         | 0.8995       |
| 3.5033        | 2.9   | 219500 | 6.0294          | 0.8704   | 0.7789         | 0.7450       | 0.8994         | 0.8971       |
| 3.5976        | 2.91  | 220000 | 6.0414          | 0.8707   | 0.7808         | 0.7514       | 0.8977         | 0.8974       |
| 3.5434        | 2.92  | 220500 | 5.9741          | 0.8746   | 0.7881         | 0.7592       | 0.9024         | 0.8988       |
| 3.5695        | 2.92  | 221000 | 5.9903          | 0.8729   | 0.7812         | 0.7535       | 0.9013         | 0.8988       |
| 3.4982        | 2.93  | 221500 | 5.9875          | 0.8719   | 0.7773         | 0.7507       | 0.9013         | 0.8980       |
| 3.5293        | 2.94  | 222000 | 5.9756          | 0.8733   | 0.7806         | 0.7579       | 0.9008         | 0.8993       |
| 3.5023        | 2.94  | 222500 | 6.0166          | 0.8705   | 0.7751         | 0.7474       | 0.8994         | 0.8978       |
| 3.5643        | 2.95  | 223000 | 5.9700          | 0.8727   | 0.7820         | 0.7543       | 0.9007         | 0.8985       |
| 3.5183        | 2.96  | 223500 | 5.9928          | 0.8721   | 0.7786         | 0.7502       | 0.9013         | 0.8983       |
| 3.4991        | 2.96  | 224000 | 5.9920          | 0.8721   | 0.7769         | 0.7488       | 0.9014         | 0.8992       |
| 3.5306        | 2.97  | 224500 | 5.9895          | 0.8721   | 0.7806         | 0.7499       | 0.9006         | 0.8987       |
| 3.567         | 2.98  | 225000 | 6.0056          | 0.8711   | 0.7789         | 0.7483       | 0.8995         | 0.8981       |
| 3.5995        | 2.98  | 225500 | 5.9961          | 0.8720   | 0.7806         | 0.7501       | 0.9003         | 0.8986       |
| 3.5393        | 2.99  | 226000 | 5.9843          | 0.8721   | 0.7790         | 0.7470       | 0.9012         | 0.8990       |
| 3.53          | 3.0   | 226500 | 5.9809          | 0.8724   | 0.7789         | 0.7497       | 0.9011         | 0.8993       |


### Framework versions

- Transformers 4.29.2
- Pytorch 2.0.1+cu117
- Datasets 2.12.0
- Tokenizers 0.13.3

{"tags": ["generated_from_trainer"], "metrics": ["accuracy"], "model-index": [{"name": "metal-graphcodebert-base-gpt4-v3-no-neg-subsample", "results": []}]}
transformers pytorch metal generated_from_trainer endpoints_compatible region:us