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---
license: apache-2.0
library_name: peft
tags:
- alignment-handbook
- generated_from_trainer
- trl
- dpo
- generated_from_trainer
base_model: mistralai/Mistral-7B-v0.1
datasets:
- HuggingFaceH4/ultrafeedback_binarized
model-index:
- name: zephyr-7b-ipo-qlora-v0
  results: []
---

<!-- This model card has been generated automatically according to the information the Trainer had access to. You
should probably proofread and complete it, then remove this comment. -->

# zephyr-7b-ipo-qlora-v0

This model is a fine-tuned version of [alignment-handbook/zephyr-7b-sft-qlora](https://huggingface.co/alignment-handbook/zephyr-7b-sft-qlora) on the HuggingFaceH4/ultrafeedback_binarized dataset.
It achieves the following results on the evaluation set:
- Loss: 1755.6567
- Rewards/chosen: -0.1146
- Rewards/rejected: -0.2709
- Rewards/accuracies: 0.6635
- Rewards/margins: 0.1563
- Logps/rejected: -238.7033
- Logps/chosen: -243.4698
- Logits/rejected: -2.1575
- Logits/chosen: -2.3447

## 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-06
- train_batch_size: 2
- eval_batch_size: 2
- seed: 42
- distributed_type: multi-GPU
- gradient_accumulation_steps: 2
- total_train_batch_size: 4
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: cosine
- lr_scheduler_warmup_ratio: 0.1
- num_epochs: 1

### Training results

| Training Loss | Epoch | Step  | Validation Loss | Rewards/chosen | Rewards/rejected | Rewards/accuracies | Rewards/margins | Logps/rejected | Logps/chosen | Logits/rejected | Logits/chosen |
|:-------------:|:-----:|:-----:|:---------------:|:--------------:|:----------------:|:------------------:|:---------------:|:--------------:|:------------:|:---------------:|:-------------:|
| 2504.3189     | 0.01  | 100   | 2491.3911       | 0.0023         | 0.0014           | 0.4915             | 0.0009          | -211.4747      | -231.7778    | -2.1595         | -2.3479       |
| 2448.3082     | 0.01  | 200   | 2442.3884       | 0.0092         | 0.0031           | 0.5740             | 0.0061          | -211.3044      | -231.0850    | -2.1583         | -2.3464       |
| 2268.8053     | 0.02  | 300   | 2338.6184       | 0.0340         | 0.0148           | 0.5855             | 0.0192          | -210.1324      | -228.6008    | -2.1598         | -2.3480       |
| 1992.3912     | 0.03  | 400   | 2218.6030       | 0.0424         | 0.0045           | 0.6080             | 0.0379          | -211.1646      | -227.7647    | -2.1598         | -2.3477       |
| 1894.6148     | 0.03  | 500   | 2099.7009       | 0.0381         | -0.0294          | 0.6090             | 0.0675          | -214.5512      | -228.1932    | -2.1647         | -2.3531       |
| 2250.0029     | 0.04  | 600   | 2123.8472       | -0.1488        | -0.2087          | 0.6100             | 0.0599          | -232.4783      | -246.8839    | -2.1789         | -2.3689       |
| 2168.8156     | 0.05  | 700   | 2054.6855       | -0.0378        | -0.1127          | 0.6205             | 0.0749          | -222.8819      | -235.7833    | -2.2053         | -2.3973       |
| 2370.3576     | 0.05  | 800   | 1997.0155       | -0.0503        | -0.1449          | 0.6140             | 0.0946          | -226.0987      | -237.0312    | -2.2323         | -2.4269       |
| 2219.9355     | 0.06  | 900   | 2038.8440       | 0.0273         | -0.0582          | 0.6200             | 0.0855          | -217.4353      | -229.2796    | -2.2201         | -2.4121       |
| 2382.9531     | 0.07  | 1000  | 2008.1322       | -0.0021        | -0.0959          | 0.6215             | 0.0937          | -221.1991      | -232.2193    | -2.1832         | -2.3707       |
| 2155.5914     | 0.07  | 1100  | 2003.2480       | -0.2053        | -0.3001          | 0.6245             | 0.0949          | -241.6257      | -252.5312    | -2.1067         | -2.2893       |
| 2408.5309     | 0.08  | 1200  | 1978.7773       | 0.0387         | -0.0554          | 0.6405             | 0.0942          | -217.1562      | -228.1301    | -2.1426         | -2.3282       |
| 2340.302      | 0.09  | 1300  | 1959.7281       | 0.0315         | -0.0587          | 0.6445             | 0.0903          | -217.4835      | -228.8514    | -2.1681         | -2.3558       |
| 1628.1867     | 0.09  | 1400  | 1933.3713       | -0.0287        | -0.1379          | 0.6425             | 0.1092          | -225.3989      | -234.8743    | -2.1491         | -2.3343       |
| 1639.7521     | 0.1   | 1500  | 1932.8866       | 0.0042         | -0.1095          | 0.6315             | 0.1137          | -222.5614      | -231.5808    | -2.1305         | -2.3128       |
| 2100.5828     | 0.1   | 1600  | 1981.9399       | -0.0316        | -0.1510          | 0.6245             | 0.1194          | -226.7130      | -235.1657    | -2.1246         | -2.3058       |
| 1859.6395     | 0.11  | 1700  | 1915.6974       | -0.1198        | -0.2263          | 0.6345             | 0.1066          | -234.2446      | -243.9821    | -2.1079         | -2.2892       |
| 1918.483      | 0.12  | 1800  | 1937.4408       | -0.2171        | -0.3099          | 0.6330             | 0.0927          | -242.6006      | -253.7192    | -2.1282         | -2.3127       |
| 1457.3569     | 0.12  | 1900  | 1911.1393       | -0.1721        | -0.3052          | 0.6430             | 0.1332          | -242.1366      | -249.2134    | -2.1054         | -2.2870       |
| 2512.6883     | 0.13  | 2000  | 1904.9348       | -0.1102        | -0.2461          | 0.6395             | 0.1359          | -236.2243      | -243.0244    | -2.1032         | -2.2844       |
| 2032.659      | 0.14  | 2100  | 1915.6288       | -0.1119        | -0.2359          | 0.6360             | 0.1240          | -235.2046      | -243.1993    | -2.1217         | -2.3055       |
| 2207.576      | 0.14  | 2200  | 1899.6105       | -0.0187        | -0.1441          | 0.6400             | 0.1255          | -226.0232      | -233.8711    | -2.1026         | -2.2840       |
| 1761.0438     | 0.15  | 2300  | 1910.9148       | -0.0001        | -0.1181          | 0.6365             | 0.1180          | -223.4245      | -232.0163    | -2.1030         | -2.2853       |
| 1459.2476     | 0.16  | 2400  | 1888.1434       | -0.0668        | -0.2003          | 0.6350             | 0.1335          | -231.6436      | -238.6845    | -2.0794         | -2.2609       |
| 1836.8891     | 0.16  | 2500  | 1875.6038       | -0.1268        | -0.2632          | 0.6375             | 0.1364          | -237.9300      | -244.6820    | -2.0871         | -2.2696       |
| 1885.9926     | 0.17  | 2600  | 1840.0220       | -0.1835        | -0.3281          | 0.6570             | 0.1446          | -244.4172      | -250.3530    | -2.1104         | -2.2955       |
| 1692.8492     | 0.18  | 2700  | 1861.0566       | -0.1522        | -0.2731          | 0.6550             | 0.1209          | -238.9260      | -247.2276    | -2.1196         | -2.3050       |
| 1884.091      | 0.18  | 2800  | 1863.0623       | -0.0410        | -0.1731          | 0.6440             | 0.1321          | -228.9247      | -236.1043    | -2.0999         | -2.2835       |
| 1507.8515     | 0.19  | 2900  | 1893.5802       | -0.1903        | -0.3166          | 0.6435             | 0.1262          | -243.2698      | -251.0389    | -2.0429         | -2.2201       |
| 1346.5843     | 0.2   | 3000  | 1877.9161       | -0.0825        | -0.2331          | 0.6505             | 0.1506          | -234.9221      | -240.2551    | -2.0497         | -2.2280       |
| 1925.325      | 0.2   | 3100  | 1869.2515       | -0.0534        | -0.1976          | 0.6435             | 0.1442          | -231.3750      | -237.3496    | -2.0729         | -2.2523       |
| 1560.9117     | 0.21  | 3200  | 1867.8296       | -0.0958        | -0.2346          | 0.6435             | 0.1388          | -235.0729      | -241.5852    | -2.0943         | -2.2768       |
| 1823.3514     | 0.22  | 3300  | 1848.3113       | -0.1345        | -0.2736          | 0.6430             | 0.1392          | -238.9745      | -245.4509    | -2.0495         | -2.2288       |
| 1617.63       | 0.22  | 3400  | 1866.4885       | -0.1702        | -0.3061          | 0.6415             | 0.1358          | -242.2180      | -249.0295    | -2.0497         | -2.2291       |
| 1438.7666     | 0.23  | 3500  | 1877.9581       | -0.3109        | -0.4536          | 0.6470             | 0.1426          | -256.9674      | -263.0986    | -1.9701         | -2.1436       |
| 2120.1508     | 0.24  | 3600  | 1857.2382       | -0.2311        | -0.3700          | 0.6505             | 0.1389          | -248.6132      | -255.1127    | -1.9101         | -2.0810       |
| 2384.8625     | 0.24  | 3700  | 1852.2377       | -0.1579        | -0.2979          | 0.6500             | 0.1400          | -241.4033      | -247.7925    | -2.0020         | -2.1780       |
| 1321.1524     | 0.25  | 3800  | 1872.4688       | -0.1539        | -0.2759          | 0.6470             | 0.1219          | -239.1979      | -247.3985    | -2.0657         | -2.2452       |
| 1975.567      | 0.26  | 3900  | 1848.4305       | -0.0515        | -0.2055          | 0.6555             | 0.1541          | -232.1653      | -237.1519    | -2.0325         | -2.2111       |
| 1914.4258     | 0.26  | 4000  | 1862.8907       | -0.1395        | -0.2767          | 0.6535             | 0.1372          | -239.2816      | -245.9548    | -2.0401         | -2.2187       |
| 2663.7783     | 0.27  | 4100  | 1853.1919       | -0.1526        | -0.2899          | 0.6535             | 0.1373          | -240.6036      | -247.2679    | -2.0377         | -2.2153       |
| 1816.1697     | 0.27  | 4200  | 1847.7046       | -0.1257        | -0.2646          | 0.6560             | 0.1389          | -238.0683      | -244.5728    | -2.0271         | -2.2035       |
| 2080.9717     | 0.28  | 4300  | 1834.1217       | -0.1441        | -0.2826          | 0.6550             | 0.1385          | -239.8744      | -246.4135    | -2.0350         | -2.2132       |
| 1718.8639     | 0.29  | 4400  | 1853.1575       | -0.1808        | -0.3348          | 0.6580             | 0.1539          | -245.0880      | -250.0867    | -2.0238         | -2.2019       |
| 1744.0963     | 0.29  | 4500  | 1841.0155       | -0.2073        | -0.3496          | 0.6555             | 0.1423          | -246.5689      | -252.7311    | -2.0476         | -2.2260       |
| 1741.5717     | 0.3   | 4600  | 1874.8073       | -0.1364        | -0.2532          | 0.6440             | 0.1168          | -236.9356      | -245.6457    | -2.0375         | -2.2154       |
| 1377.8717     | 0.31  | 4700  | 1864.4313       | -0.1412        | -0.2982          | 0.6500             | 0.1570          | -241.4357      | -246.1263    | -2.0732         | -2.2540       |
| 1664.0443     | 0.31  | 4800  | 1858.1903       | -0.1020        | -0.2517          | 0.6425             | 0.1497          | -236.7814      | -242.2027    | -2.0735         | -2.2518       |
| 1791.327      | 0.32  | 4900  | 1849.7412       | -0.1771        | -0.3244          | 0.6455             | 0.1473          | -244.0522      | -249.7118    | -2.1022         | -2.2827       |
| 1540.4815     | 0.33  | 5000  | 1836.6489       | -0.1776        | -0.3258          | 0.6495             | 0.1482          | -244.1883      | -249.7621    | -2.1425         | -2.3259       |
| 1773.1312     | 0.33  | 5100  | 1836.5369       | -0.1486        | -0.3044          | 0.6530             | 0.1558          | -242.0567      | -246.8674    | -2.1456         | -2.3287       |
| 1598.2573     | 0.34  | 5200  | 1844.1843       | -0.1412        | -0.2753          | 0.6420             | 0.1341          | -239.1406      | -246.1282    | -2.1671         | -2.3522       |
| 2181.6221     | 0.35  | 5300  | 1859.4578       | -0.1634        | -0.3164          | 0.6465             | 0.1529          | -243.2481      | -248.3481    | -2.1607         | -2.3463       |
| 1823.2314     | 0.35  | 5400  | 1852.0754       | -0.1038        | -0.2571          | 0.6540             | 0.1533          | -237.3202      | -242.3835    | -2.1606         | -2.3461       |
| 1672.017      | 0.36  | 5500  | 1837.0868       | -0.1032        | -0.2389          | 0.6500             | 0.1357          | -235.5011      | -242.3273    | -2.1677         | -2.3532       |
| 1779.0814     | 0.37  | 5600  | 1833.4418       | -0.1005        | -0.2407          | 0.6480             | 0.1402          | -235.6827      | -242.0591    | -2.1607         | -2.3457       |
| 2283.9326     | 0.37  | 5700  | 1836.9828       | -0.0903        | -0.2399          | 0.6560             | 0.1496          | -235.6059      | -241.0341    | -2.1508         | -2.3346       |
| 1948.3748     | 0.38  | 5800  | 1821.6624       | -0.0879        | -0.2388          | 0.6550             | 0.1509          | -235.4922      | -240.7903    | -2.1613         | -2.3468       |
| 2247.3281     | 0.39  | 5900  | 1835.3883       | -0.0937        | -0.2330          | 0.6540             | 0.1392          | -234.9075      | -241.3790    | -2.1440         | -2.3277       |
| 1582.7374     | 0.39  | 6000  | 1837.4578       | -0.1967        | -0.3376          | 0.6545             | 0.1408          | -245.3686      | -251.6784    | -2.1374         | -2.3216       |
| 2022.2906     | 0.4   | 6100  | 1846.5861       | -0.2357        | -0.3634          | 0.6510             | 0.1277          | -247.9513      | -255.5701    | -2.1382         | -2.3229       |
| 1575.1918     | 0.41  | 6200  | 1803.5978       | -0.1455        | -0.3031          | 0.6605             | 0.1576          | -241.9267      | -246.5572    | -2.1333         | -2.3175       |
| 1673.5182     | 0.41  | 6300  | 1812.6738       | -0.1278        | -0.2900          | 0.6565             | 0.1622          | -240.6118      | -244.7870    | -2.1516         | -2.3377       |
| 1820.5289     | 0.42  | 6400  | 1817.4550       | -0.1355        | -0.2915          | 0.6515             | 0.1560          | -240.7580      | -245.5502    | -2.1188         | -2.3016       |
| 1858.2232     | 0.43  | 6500  | 1821.5573       | -0.1460        | -0.2868          | 0.6510             | 0.1407          | -240.2900      | -246.6088    | -2.1219         | -2.3056       |
| 2088.2963     | 0.43  | 6600  | 1821.9972       | -0.1364        | -0.2740          | 0.6475             | 0.1375          | -239.0106      | -245.6490    | -2.1621         | -2.3492       |
| 1938.0561     | 0.44  | 6700  | 1810.6576       | -0.1937        | -0.3383          | 0.6490             | 0.1446          | -245.4427      | -251.3741    | -2.1807         | -2.3693       |
| 1672.7229     | 0.44  | 6800  | 1816.6731       | -0.1883        | -0.3305          | 0.6530             | 0.1422          | -244.6622      | -250.8365    | -2.1640         | -2.3512       |
| 1800.1967     | 0.45  | 6900  | 1805.9200       | -0.1464        | -0.3037          | 0.6515             | 0.1573          | -241.9807      | -246.6402    | -2.1636         | -2.3503       |
| 1767.4076     | 0.46  | 7000  | 1820.3805       | -0.0676        | -0.2107          | 0.6465             | 0.1431          | -232.6849      | -238.7679    | -2.1441         | -2.3294       |
| 1597.6004     | 0.46  | 7100  | 1808.8562       | -0.0877        | -0.2361          | 0.6500             | 0.1483          | -235.2173      | -240.7786    | -2.1259         | -2.3091       |
| 1694.7447     | 0.47  | 7200  | 1807.7433       | -0.0694        | -0.2082          | 0.6485             | 0.1389          | -232.4332      | -238.9400    | -2.1365         | -2.3213       |
| 1729.9865     | 0.48  | 7300  | 1804.1646       | -0.1292        | -0.2812          | 0.6575             | 0.1520          | -239.7330      | -244.9228    | -2.1347         | -2.3204       |
| 2149.3504     | 0.48  | 7400  | 1797.1915       | -0.1684        | -0.3177          | 0.6520             | 0.1493          | -243.3855      | -248.8470    | -2.1265         | -2.3111       |
| 1329.7865     | 0.49  | 7500  | 1795.6615       | -0.1734        | -0.3339          | 0.6585             | 0.1604          | -244.9986      | -249.3482    | -2.1367         | -2.3220       |
| 1424.3902     | 0.5   | 7600  | 1812.0533       | -0.1370        | -0.3042          | 0.6565             | 0.1673          | -242.0367      | -245.7009    | -2.1274         | -2.3109       |
| 1652.7855     | 0.5   | 7700  | 1805.7570       | -0.1359        | -0.3000          | 0.6525             | 0.1641          | -241.6126      | -245.5912    | -2.1331         | -2.3181       |
| 1540.4484     | 0.51  | 7800  | 1808.3578       | -0.1572        | -0.3103          | 0.6560             | 0.1531          | -242.6407      | -247.7226    | -2.1168         | -2.2997       |
| 1297.3996     | 0.52  | 7900  | 1798.0718       | -0.1532        | -0.3176          | 0.6500             | 0.1644          | -243.3756      | -247.3274    | -2.1292         | -2.3135       |
| 2462.926      | 0.52  | 8000  | 1784.8866       | -0.1422        | -0.2914          | 0.6555             | 0.1493          | -240.7565      | -246.2211    | -2.1410         | -2.3266       |
| 1812.3775     | 0.53  | 8100  | 1789.9877       | -0.1253        | -0.2639          | 0.6545             | 0.1386          | -238.0041      | -244.5349    | -2.1356         | -2.3208       |
| 1606.6738     | 0.54  | 8200  | 1797.2037       | -0.0952        | -0.2416          | 0.6460             | 0.1464          | -235.7737      | -241.5288    | -2.1190         | -2.3023       |
| 1769.8457     | 0.54  | 8300  | 1802.8728       | -0.1072        | -0.2516          | 0.6450             | 0.1445          | -236.7761      | -242.7215    | -2.1232         | -2.3069       |
| 1652.7957     | 0.55  | 8400  | 1804.0986       | -0.1504        | -0.2966          | 0.6460             | 0.1462          | -241.2766      | -247.0452    | -2.1298         | -2.3138       |
| 2091.1088     | 0.56  | 8500  | 1803.5408       | -0.1569        | -0.3175          | 0.6510             | 0.1606          | -243.3613      | -247.6962    | -2.1372         | -2.3225       |
| 1515.3847     | 0.56  | 8600  | 1784.4094       | -0.1280        | -0.2855          | 0.6560             | 0.1576          | -240.1655      | -244.8018    | -2.1503         | -2.3367       |
| 1773.4947     | 0.57  | 8700  | 1781.3252       | -0.1485        | -0.2962          | 0.6540             | 0.1477          | -241.2365      | -246.8561    | -2.1572         | -2.3440       |
| 1795.5312     | 0.58  | 8800  | 1785.9962       | -0.1188        | -0.2773          | 0.6585             | 0.1585          | -239.3465      | -243.8881    | -2.1596         | -2.3469       |
| 1880.782      | 0.58  | 8900  | 1782.6388       | -0.1450        | -0.3047          | 0.6545             | 0.1597          | -242.0805      | -246.5005    | -2.1572         | -2.3445       |
| 1695.9539     | 0.59  | 9000  | 1783.7203       | -0.1129        | -0.2791          | 0.6625             | 0.1662          | -239.5215      | -243.2946    | -2.1612         | -2.3487       |
| 1709.6678     | 0.6   | 9100  | 1782.3418       | -0.1323        | -0.2750          | 0.6590             | 0.1427          | -239.1156      | -245.2378    | -2.1555         | -2.3422       |
| 1829.7031     | 0.6   | 9200  | 1774.4548       | -0.1386        | -0.2925          | 0.6610             | 0.1538          | -240.8571      | -245.8683    | -2.1593         | -2.3467       |
| 1540.8942     | 0.61  | 9300  | 1782.9685       | -0.1619        | -0.3198          | 0.6570             | 0.1578          | -243.5889      | -248.1998    | -2.1635         | -2.3515       |
| 1477.422      | 0.62  | 9400  | 1785.5961       | -0.2024        | -0.3448          | 0.6525             | 0.1423          | -246.0874      | -252.2482    | -2.1583         | -2.3456       |
| 1495.3285     | 0.62  | 9500  | 1796.2745       | -0.2120        | -0.3619          | 0.6510             | 0.1499          | -247.7974      | -253.2010    | -2.1587         | -2.3461       |
| 1647.9816     | 0.63  | 9600  | 1805.8228       | -0.1656        | -0.3324          | 0.6540             | 0.1668          | -244.8505      | -248.5635    | -2.1655         | -2.3532       |
| 2050.0473     | 0.63  | 9700  | 1781.7717       | -0.1726        | -0.3257          | 0.6585             | 0.1531          | -244.1856      | -249.2694    | -2.1626         | -2.3501       |
| 1848.6725     | 0.64  | 9800  | 1796.3894       | -0.1546        | -0.3209          | 0.6610             | 0.1663          | -243.7036      | -247.4636    | -2.1564         | -2.3433       |
| 1784.2059     | 0.65  | 9900  | 1775.6644       | -0.1329        | -0.2869          | 0.6625             | 0.1540          | -240.3027      | -245.2966    | -2.1599         | -2.3469       |
| 1470.263      | 0.65  | 10000 | 1772.5385       | -0.1364        | -0.2911          | 0.6580             | 0.1547          | -240.7244      | -245.6487    | -2.1575         | -2.3443       |
| 1144.0941     | 0.66  | 10100 | 1776.5482       | -0.1295        | -0.2930          | 0.6615             | 0.1635          | -240.9152      | -244.9547    | -2.1529         | -2.3393       |
| 1890.1879     | 0.67  | 10200 | 1785.0319       | -0.1876        | -0.3331          | 0.6530             | 0.1455          | -244.9171      | -250.7639    | -2.1441         | -2.3297       |
| 1441.0404     | 0.67  | 10300 | 1778.0973       | -0.1516        | -0.3046          | 0.6550             | 0.1530          | -242.0714      | -247.1607    | -2.1502         | -2.3364       |
| 1606.4429     | 0.68  | 10400 | 1776.5415       | -0.1177        | -0.2715          | 0.6605             | 0.1538          | -238.7640      | -243.7791    | -2.1507         | -2.3370       |
| 2053.1404     | 0.69  | 10500 | 1771.5421       | -0.0938        | -0.2519          | 0.6620             | 0.1581          | -236.8025      | -241.3824    | -2.1503         | -2.3366       |
| 1666.0459     | 0.69  | 10600 | 1766.1060       | -0.1016        | -0.2592          | 0.6615             | 0.1576          | -237.5320      | -242.1644    | -2.1512         | -2.3377       |
| 2062.3629     | 0.7   | 10700 | 1763.6278       | -0.1257        | -0.2840          | 0.6635             | 0.1583          | -240.0120      | -244.5764    | -2.1536         | -2.3403       |
| 1241.0871     | 0.71  | 10800 | 1766.0503       | -0.1195        | -0.2774          | 0.6635             | 0.1579          | -239.3553      | -243.9581    | -2.1600         | -2.3478       |
| 1870.9098     | 0.71  | 10900 | 1764.2948       | -0.1284        | -0.2914          | 0.6620             | 0.1630          | -240.7504      | -244.8407    | -2.1578         | -2.3453       |
| 2322.8574     | 0.72  | 11000 | 1763.4559       | -0.1314        | -0.2848          | 0.6640             | 0.1534          | -240.0938      | -245.1432    | -2.1528         | -2.3398       |
| 1666.5447     | 0.73  | 11100 | 1763.6829       | -0.1301        | -0.2843          | 0.6590             | 0.1542          | -240.0467      | -245.0160    | -2.1505         | -2.3374       |
| 1670.8051     | 0.73  | 11200 | 1761.8049       | -0.1281        | -0.2829          | 0.6635             | 0.1547          | -239.8986      | -244.8195    | -2.1521         | -2.3394       |
| 1693.2752     | 0.74  | 11300 | 1757.5520       | -0.1263        | -0.2836          | 0.6650             | 0.1574          | -239.9730      | -244.6301    | -2.1602         | -2.3483       |
| 1789.823      | 0.75  | 11400 | 1758.2073       | -0.1165        | -0.2815          | 0.6700             | 0.1650          | -239.7627      | -243.6555    | -2.1659         | -2.3545       |
| 1808.4945     | 0.75  | 11500 | 1761.2283       | -0.0922        | -0.2485          | 0.6665             | 0.1564          | -236.4669      | -241.2205    | -2.1687         | -2.3576       |
| 1721.7291     | 0.76  | 11600 | 1762.3303       | -0.1280        | -0.2793          | 0.6615             | 0.1514          | -239.5466      | -244.8028    | -2.1560         | -2.3436       |
| 1471.2858     | 0.77  | 11700 | 1764.1798       | -0.1383        | -0.2894          | 0.6610             | 0.1511          | -240.5538      | -245.8327    | -2.1572         | -2.3449       |
| 1792.252      | 0.77  | 11800 | 1759.8867       | -0.1212        | -0.2769          | 0.6670             | 0.1557          | -239.3020      | -244.1205    | -2.1683         | -2.3568       |
| 2080.723      | 0.78  | 11900 | 1758.6500       | -0.1110        | -0.2693          | 0.6665             | 0.1583          | -238.5435      | -243.1097    | -2.1673         | -2.3557       |
| 1576.5392     | 0.79  | 12000 | 1760.5195       | -0.0802        | -0.2372          | 0.6670             | 0.1569          | -235.3284      | -240.0280    | -2.1685         | -2.3569       |
| 1299.8462     | 0.79  | 12100 | 1767.3917       | -0.0787        | -0.2307          | 0.6580             | 0.1520          | -234.6803      | -239.875     | -2.1674         | -2.3554       |
| 1648.0504     | 0.8   | 12200 | 1765.9279       | -0.0887        | -0.2411          | 0.6600             | 0.1524          | -235.7217      | -240.8781    | -2.1653         | -2.3530       |
| 1886.5662     | 0.8   | 12300 | 1764.2982       | -0.0903        | -0.2429          | 0.6615             | 0.1526          | -235.9053      | -241.0387    | -2.1655         | -2.3531       |
| 1838.3824     | 0.81  | 12400 | 1764.4016       | -0.0944        | -0.2425          | 0.6610             | 0.1481          | -235.8634      | -241.4447    | -2.1671         | -2.3548       |
| 1238.4372     | 0.82  | 12500 | 1760.1107       | -0.0978        | -0.2518          | 0.6610             | 0.1541          | -236.7934      | -241.7809    | -2.1651         | -2.3529       |
| 1967.9301     | 0.82  | 12600 | 1757.7245       | -0.0944        | -0.2506          | 0.6615             | 0.1561          | -236.6711      | -241.4498    | -2.1653         | -2.3530       |
| 1912.1277     | 0.83  | 12700 | 1757.3872       | -0.0946        | -0.2503          | 0.6620             | 0.1557          | -236.6407      | -241.4644    | -2.1667         | -2.3547       |
| 2416.5143     | 0.84  | 12800 | 1756.4773       | -0.1081        | -0.2621          | 0.6610             | 0.1541          | -237.8257      | -242.8119    | -2.1635         | -2.3512       |
| 1621.5686     | 0.84  | 12900 | 1755.8291       | -0.1139        | -0.2680          | 0.6650             | 0.1541          | -238.4072      | -243.3935    | -2.1621         | -2.3497       |
| 1645.2689     | 0.85  | 13000 | 1755.0060       | -0.1126        | -0.2658          | 0.6640             | 0.1532          | -238.1906      | -243.2641    | -2.1603         | -2.3477       |
| 2114.2795     | 0.86  | 13100 | 1753.9948       | -0.1178        | -0.2724          | 0.6650             | 0.1546          | -238.8559      | -243.7840    | -2.1587         | -2.3460       |
| 1719.5012     | 0.86  | 13200 | 1755.7775       | -0.1072        | -0.2643          | 0.6630             | 0.1570          | -238.0386      | -242.7276    | -2.1607         | -2.3481       |
| 2001.4379     | 0.87  | 13300 | 1754.6166       | -0.1093        | -0.2668          | 0.6635             | 0.1575          | -238.2886      | -242.9348    | -2.1600         | -2.3474       |
| 1796.4686     | 0.88  | 13400 | 1754.6705       | -0.1121        | -0.2687          | 0.6660             | 0.1565          | -238.4784      | -243.2174    | -2.1594         | -2.3468       |
| 1621.7527     | 0.88  | 13500 | 1753.5303       | -0.1157        | -0.2722          | 0.6640             | 0.1565          | -238.8311      | -243.5743    | -2.1593         | -2.3467       |
| 2175.7262     | 0.89  | 13600 | 1754.9380       | -0.1189        | -0.2747          | 0.6650             | 0.1558          | -239.0788      | -243.8902    | -2.1585         | -2.3458       |
| 2119.6848     | 0.9   | 13700 | 1754.2703       | -0.1205        | -0.2743          | 0.6655             | 0.1538          | -239.0397      | -244.0544    | -2.1569         | -2.3441       |
| 1448.3924     | 0.9   | 13800 | 1754.0623       | -0.1175        | -0.2731          | 0.6650             | 0.1556          | -238.9212      | -243.7544    | -2.1582         | -2.3455       |
| 1953.3191     | 0.91  | 13900 | 1754.0231       | -0.1157        | -0.2721          | 0.6650             | 0.1563          | -238.8184      | -243.5795    | -2.1588         | -2.3461       |
| 1684.251      | 0.92  | 14000 | 1754.7476       | -0.1146        | -0.2703          | 0.6635             | 0.1557          | -238.6375      | -243.4636    | -2.1591         | -2.3464       |
| 1545.3156     | 0.92  | 14100 | 1755.1064       | -0.1155        | -0.2712          | 0.6650             | 0.1557          | -238.7297      | -243.5513    | -2.1574         | -2.3446       |
| 1391.3224     | 0.93  | 14200 | 1756.5656       | -0.1138        | -0.2702          | 0.6615             | 0.1564          | -238.6280      | -243.3831    | -2.1568         | -2.3439       |
| 1588.1222     | 0.94  | 14300 | 1755.2308       | -0.1150        | -0.2712          | 0.6650             | 0.1561          | -238.7296      | -243.5083    | -2.1580         | -2.3452       |
| 1734.7881     | 0.94  | 14400 | 1755.4102       | -0.1145        | -0.2715          | 0.6660             | 0.1570          | -238.7584      | -243.4543    | -2.1571         | -2.3442       |
| 1655.0535     | 0.95  | 14500 | 1754.9426       | -0.1140        | -0.2711          | 0.6630             | 0.1571          | -238.7228      | -243.4064    | -2.1575         | -2.3447       |
| 1412.3269     | 0.96  | 14600 | 1756.2190       | -0.1147        | -0.2713          | 0.6655             | 0.1566          | -238.7402      | -243.4749    | -2.1581         | -2.3453       |
| 1504.9481     | 0.96  | 14700 | 1756.3967       | -0.1149        | -0.2713          | 0.6645             | 0.1564          | -238.7450      | -243.4981    | -2.1568         | -2.3440       |
| 1509.7718     | 0.97  | 14800 | 1755.3798       | -0.1147        | -0.2711          | 0.6625             | 0.1564          | -238.7248      | -243.4784    | -2.1576         | -2.3448       |
| 1881.0627     | 0.97  | 14900 | 1755.1472       | -0.1146        | -0.2710          | 0.6650             | 0.1564          | -238.7102      | -243.4660    | -2.1580         | -2.3452       |
| 1820.8113     | 0.98  | 15000 | 1754.8676       | -0.1146        | -0.2710          | 0.6660             | 0.1563          | -238.7073      | -243.4661    | -2.1581         | -2.3454       |
| 1512.1538     | 0.99  | 15100 | 1754.2145       | -0.1146        | -0.2709          | 0.6635             | 0.1563          | -238.7005      | -243.4615    | -2.1581         | -2.3453       |
| 1698.8312     | 0.99  | 15200 | 1755.1842       | -0.1146        | -0.2708          | 0.6630             | 0.1562          | -238.6915      | -243.4615    | -2.1577         | -2.3449       |


### Framework versions

- PEFT 0.7.1
- Transformers 4.36.2
- Pytorch 2.1.2+cu121
- Datasets 2.14.6
- Tokenizers 0.15.2