Sunbird/translategemma-12b-ug40-lora

See axolotl config

axolotl version: 0.13.2

# Continued pretraining config for TranslateGemma 12B (LoRA)
#
# TranslateGemma is Gemma 3 fine-tuned for translation via SFT + RL.
# Same tokenizer and architecture as Gemma 3, so the pretraining data
# (plain text, no chat tokens) works directly.
#
# Uses LoRA for parameter-efficient continued pretraining, following
# the MaLA-500 approach (LoRA CPT for multilingual language adaptation).
# lora_target_linear applies LoRA to all linear layers including lm_head.
#
# Requires:
#   - Axolotl v0.13.2 (pip install axolotl==0.13.2)
#   - 2x A100 80GB (or any single GPU with >= 48GB)
#
# Usage:
#   axolotl train configs/pretrain/translategemma-12b.yml

base_model: google/translategemma-12b-it
model_type: Gemma3ForCausalLM
cls_model_config: Gemma3TextConfig

load_in_8bit: false
load_in_4bit: false
strict: false

# LoRA configuration
adapter: lora
lora_r: 64
lora_alpha: 128
lora_dropout: 0.05
lora_target_linear: true

datasets:
  - path: Sunbird/ug40-instructions
    name: pretraining_text
    split: train
    text_column: text
    type: completion

test_datasets:
  - path: Sunbird/ug40-instructions
    name: pretraining_text
    split: dev[:256]
    text_column: text
    type: completion

dataset_prepared_path: last_run_prepared
output_dir: ./outputs/translategemma-12b-pretrain

sequence_len: 1024
sample_packing: true
eval_sample_packing: false
pad_to_sequence_len: true

gradient_accumulation_steps: 4
micro_batch_size: 4
num_epochs: 2
optimizer: adamw_bnb_8bit
lr_scheduler: cosine
learning_rate: 2e-4

train_on_inputs:
group_by_length: false
bf16: auto
fp16: false
tf32: false

gradient_checkpointing: true
early_stopping_patience:
resume_from_checkpoint:
local_rank:
xformers_attention:
flash_attention: false
sdp_attention: true
eager_attention: false

loss_watchdog_threshold: 10.0
loss_watchdog_patience: 3

warmup_ratio: 0.01
eval_steps: 50
logging_steps: 1

save_steps: 100
save_total_limit: 2
debug:
deepspeed:
weight_decay: 0.01

mlflow_tracking_uri: https://mlflow.sunbird.ai
mlflow_experiment_name: ug40-pretraining
mlflow_run_name: translategemma-12b-lora-cpt

outputs/translategemma-12b-pretrain

This model is a fine-tuned version of google/translategemma-12b-it on the Sunbird/ug40-instructions dataset. It achieves the following results on the evaluation set:

• Loss: 3.9488
• Ppl: 51.8742
• Memory/max Active (gib): 35.15
• Memory/max Allocated (gib): 35.15
• Memory/device Reserved (gib): 42.11

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: 0.0002
• train_batch_size: 4
• eval_batch_size: 4
• seed: 42
• gradient_accumulation_steps: 4
• total_train_batch_size: 16
• optimizer: Use OptimizerNames.ADAMW_BNB with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
• lr_scheduler_type: cosine
• lr_scheduler_warmup_steps: 221
• training_steps: 22148

Training results

Training Loss	Epoch	Step	Validation Loss	Ppl	Active (gib)	Allocated (gib)	Reserved (gib)
No log	0	0	5.5503	257.3245	34.62	34.62	34.78
3.5617	0.0045	50	5.2159	184.1822	35.15	35.15	42.11
2.8027	0.0090	100	5.1067	165.118	35.15	35.15	42.07
2.7428	0.0135	150	5.0293	152.8233	35.15	35.15	42.15
2.4764	0.0181	200	4.9374	139.4033	35.15	35.15	42.07
2.3213	0.0226	250	4.8409	126.5882	35.15	35.15	42.07
2.3671	0.0271	300	4.8758	131.0786	35.15	35.15	42.07
2.226	0.0316	350	4.8295	125.1541	35.15	35.15	42.07
2.3946	0.0361	400	4.7830	119.4631	35.15	35.15	42.07
2.1495	0.0406	450	4.7811	119.2388	35.15	35.15	42.11
2.4975	0.0451	500	4.7700	117.9233	35.15	35.15	42.07
2.2017	0.0497	550	4.7763	118.6698	35.15	35.15	42.11
2.0825	0.0542	600	4.6973	109.6462	35.15	35.15	42.07
1.9977	0.0587	650	4.7074	110.7600	35.15	35.15	42.07
2.1722	0.0632	700	4.7610	116.8610	35.15	35.15	42.07
2.3084	0.0677	750	4.6393	103.4714	35.15	35.15	42.07
2.0632	0.0722	800	4.6398	103.5250	35.15	35.15	42.07
2.1737	0.0768	850	4.6588	105.5093	35.15	35.15	42.07
2.0681	0.0813	900	4.5835	97.8553	35.15	35.15	42.11
1.992	0.0858	950	4.6107	100.5575	35.15	35.15	42.11
2.0548	0.0903	1000	4.6340	102.9232	35.15	35.15	42.07
2.3881	0.0948	1050	4.6488	104.4590	35.15	35.15	42.07
1.9704	0.0993	1100	4.5786	97.3799	35.15	35.15	42.07
2.0768	0.1038	1150	4.5709	96.6344	35.15	35.15	42.07
1.9719	0.1084	1200	4.5705	96.5953	35.15	35.15	42.07
1.9921	0.1129	1250	4.5447	94.1352	35.15	35.15	42.07
1.9635	0.1174	1300	4.5413	93.8150	35.15	35.15	42.11
1.975	0.1219	1350	4.5382	93.5262	35.15	35.15	42.07
1.9082	0.1264	1400	4.5549	95.0963	35.15	35.15	42.07
1.7673	0.1309	1450	4.5462	94.2719	35.15	35.15	42.07
1.8757	0.1354	1500	4.5623	95.802	35.15	35.15	42.11
1.8257	0.1400	1550	4.5245	92.2520	35.15	35.15	42.07
1.8126	0.1445	1600	4.5253	92.3258	35.15	35.15	42.07
2.0003	0.1490	1650	4.5310	92.8508	35.15	35.15	42.11
1.8057	0.1535	1700	4.4580	86.316	35.15	35.15	42.11
1.9994	0.1580	1750	4.4838	88.5735	35.15	35.15	42.07
1.8345	0.1625	1800	4.4839	88.5828	35.15	35.15	42.07
1.7373	0.1671	1850	4.4445	85.1539	35.15	35.15	42.07
1.9392	0.1716	1900	4.4388	84.6723	35.15	35.15	42.11
1.8091	0.1761	1950	4.4509	85.7056	35.15	35.15	42.15
1.7339	0.1806	2000	4.4340	84.2647	35.15	35.15	42.15
1.8743	0.1851	2050	4.4453	85.2237	35.15	35.15	42.07
1.8912	0.1896	2100	4.4739	87.6959	35.15	35.15	42.07
1.889	0.1941	2150	4.4717	87.5089	35.15	35.15	42.07
2.0337	0.1987	2200	4.4471	85.3785	35.15	35.15	42.07
1.6816	0.2032	2250	4.4544	86.0036	35.15	35.15	42.11
1.923	0.2077	2300	4.4172	82.8649	35.15	35.15	42.15
1.7749	0.2122	2350	4.4560	86.1398	35.15	35.15	42.07
1.8438	0.2167	2400	4.4180	82.9270	35.15	35.15	42.11
2.0014	0.2212	2450	4.4393	84.7160	35.15	35.15	42.07
1.9562	0.2257	2500	4.3881	80.4910	35.15	35.15	42.07
1.9811	0.2303	2550	4.4073	82.0502	35.15	35.15	42.07
1.8729	0.2348	2600	4.4168	82.8295	35.15	35.15	42.15
1.8112	0.2393	2650	4.4101	82.2791	35.15	35.15	42.15
1.7273	0.2438	2700	4.3772	79.6130	35.15	35.15	42.11
1.8272	0.2483	2750	4.4123	82.4618	35.15	35.15	42.07
1.8715	0.2528	2800	4.3688	78.9497	35.15	35.15	42.07
1.8979	0.2574	2850	4.3480	77.3275	35.15	35.15	42.07
1.9699	0.2619	2900	4.3805	79.8741	35.15	35.15	42.07
1.7035	0.2664	2950	4.3904	80.6722	35.15	35.15	42.07
1.8755	0.2709	3000	4.3900	80.6385	35.15	35.15	42.11
1.8221	0.2754	3050	4.4040	81.7804	35.15	35.15	42.11
1.6378	0.2799	3100	4.3795	79.7987	35.15	35.15	42.07
1.7471	0.2844	3150	4.3939	80.9570	35.15	35.15	42.07
1.6421	0.2890	3200	4.3586	78.1466	35.15	35.15	42.07
2.0323	0.2935	3250	4.3589	78.1746	35.15	35.15	42.07
1.806	0.2980	3300	4.3466	77.2186	35.15	35.15	42.07
1.8093	0.3025	3350	4.3486	77.3700	35.15	35.15	42.07
1.7007	0.3070	3400	4.3539	77.7836	35.15	35.15	42.07
1.6612	0.3115	3450	4.3225	75.3736	35.15	35.15	42.07
1.704	0.3160	3500	4.4098	82.2564	35.15	35.15	42.15
1.9149	0.3206	3550	4.3582	78.1147	35.15	35.15	42.15
1.8832	0.3251	3600	4.3321	76.1063	35.15	35.15	42.07
1.6929	0.3296	3650	4.3753	79.4670	35.15	35.15	42.11
1.7206	0.3341	3700	4.3748	79.4211	35.15	35.15	42.07
1.7692	0.3386	3750	4.3318	76.0833	35.15	35.15	42.07
1.8555	0.3431	3800	4.3264	75.6704	35.15	35.15	42.07
1.7308	0.3477	3850	4.3236	75.4562	35.15	35.15	42.07
1.6671	0.3522	3900	4.3734	79.3123	35.15	35.15	42.07
1.6962	0.3567	3950	4.3289	75.8619	35.15	35.15	42.07
1.7914	0.3612	4000	4.3130	74.6638	35.15	35.15	42.07
1.6952	0.3657	4050	4.2967	73.4541	35.15	35.15	42.07
1.7865	0.3702	4100	4.3210	75.2606	35.15	35.15	42.07
1.8493	0.3747	4150	4.3133	74.6853	35.15	35.15	42.07
1.8915	0.3793	4200	4.2759	71.9439	35.15	35.15	42.11
1.7681	0.3838	4250	4.2656	71.2060	35.15	35.15	42.11
1.7355	0.3883	4300	4.2797	72.2167	35.15	35.15	42.07
1.7176	0.3928	4350	4.2707	71.5703	35.15	35.15	42.11
1.9453	0.3973	4400	4.2834	72.4839	35.15	35.15	42.15
1.7712	0.4018	4450	4.3229	75.4056	35.15	35.15	42.07
1.7943	0.4063	4500	4.2832	72.4730	35.15	35.15	42.07
1.8265	0.4109	4550	4.2599	70.8049	35.15	35.15	42.07
1.7078	0.4154	4600	4.2714	71.6194	35.15	35.15	42.07
1.5589	0.4199	4650	4.2934	73.2171	35.15	35.15	42.07
1.8999	0.4244	4700	4.2524	70.2764	35.15	35.15	42.15
1.7833	0.4289	4750	4.2989	73.6155	35.15	35.15	42.07
1.864	0.4334	4800	4.2464	69.8527	35.15	35.15	42.11
1.9181	0.4380	4850	4.2512	70.1919	35.15	35.15	42.07
1.6998	0.4425	4900	4.2453	69.7790	35.15	35.15	42.07
1.8053	0.4470	4950	4.2306	68.7601	35.15	35.15	42.07
1.5442	0.4515	5000	4.2631	71.0285	35.15	35.15	42.07
1.6695	0.4560	5050	4.2873	72.7704	35.15	35.15	42.07
1.7393	0.4605	5100	4.2528	70.3031	35.15	35.15	42.07
1.7966	0.4650	5150	4.2956	73.3767	35.15	35.15	42.15
1.7114	0.4696	5200	4.2643	71.1155	35.15	35.15	42.15
1.605	0.4741	5250	4.2800	72.2378	35.15	35.15	42.07
1.7624	0.4786	5300	4.2317	68.8333	35.15	35.15	42.07
1.7785	0.4831	5350	4.2417	69.5294	35.15	35.15	42.07
1.9738	0.4876	5400	4.2001	66.6944	35.15	35.15	42.15
1.7262	0.4921	5450	4.2609	70.8757	35.15	35.15	42.15
1.7276	0.4966	5500	4.2474	69.9211	35.15	35.15	42.07
1.7112	0.5012	5550	4.2593	70.7571	35.15	35.15	42.07
1.5335	0.5057	5600	4.1984	66.5794	35.15	35.15	42.11
1.7193	0.5102	5650	4.1976	66.5252	35.15	35.15	42.07
1.7488	0.5147	5700	4.2195	67.9998	35.15	35.15	42.07
1.77	0.5192	5750	4.2112	67.4353	35.15	35.15	42.07
1.6304	0.5237	5800	4.2183	67.9149	35.15	35.15	42.07
1.6974	0.5283	5850	4.1991	66.6277	35.15	35.15	42.07
1.7687	0.5328	5900	4.2169	67.8198	35.15	35.15	42.07
1.7971	0.5373	5950	4.2593	70.7569	35.15	35.15	42.11
1.7028	0.5418	6000	4.2476	69.9381	35.15	35.15	42.07
1.9187	0.5463	6050	4.2287	68.6279	35.15	35.15	42.07
1.7527	0.5508	6100	4.1918	66.1385	35.15	35.15	42.07
1.8243	0.5553	6150	4.2143	67.6502	35.15	35.15	42.07
1.7181	0.5599	6200	4.1941	66.2963	35.15	35.15	42.11
1.6457	0.5644	6250	4.2360	69.1313	35.15	35.15	42.07
1.6266	0.5689	6300	4.2126	67.5344	35.15	35.15	42.07
1.6598	0.5734	6350	4.2153	67.7119	35.15	35.15	42.07
1.583	0.5779	6400	4.2134	67.5884	35.15	35.15	42.07
1.7049	0.5824	6450	4.2224	68.1990	35.15	35.15	42.07
1.6521	0.5869	6500	4.2387	69.3199	35.15	35.15	42.07
1.5827	0.5915	6550	4.2321	68.8607	35.15	35.15	42.07
1.5619	0.5960	6600	4.2019	66.8159	35.15	35.15	42.07
1.7104	0.6005	6650	4.1938	66.2714	35.15	35.15	42.07
1.7658	0.6050	6700	4.2092	67.2993	35.15	35.15	42.07
1.8447	0.6095	6750	4.2211	68.1105	35.15	35.15	42.07
1.744	0.6140	6800	4.1555	63.7847	35.15	35.15	42.07
1.6369	0.6186	6850	4.1887	65.9344	35.15	35.15	42.07
1.7109	0.6231	6900	4.1898	66.0095	35.15	35.15	42.15
1.6325	0.6276	6950	4.1737	64.9567	35.15	35.15	42.15
1.5851	0.6321	7000	4.1960	66.4173	35.15	35.15	42.07
1.9882	0.6366	7050	4.1785	65.2666	35.15	35.15	42.07
1.799	0.6411	7100	4.1753	65.0565	35.15	35.15	42.11
1.5448	0.6456	7150	4.1724	64.8685	35.15	35.15	42.07
1.6043	0.6502	7200	4.1694	64.6771	35.15	35.15	42.11
1.5993	0.6547	7250	4.1521	63.5663	35.15	35.15	42.07
1.8326	0.6592	7300	4.1558	63.8019	35.15	35.15	42.11
1.8941	0.6637	7350	4.1366	62.5898	35.15	35.15	42.07
1.785	0.6682	7400	4.1481	63.3128	35.15	35.15	42.11
1.5667	0.6727	7450	4.1372	62.6249	35.15	35.15	42.07
1.7361	0.6772	7500	4.1225	61.7108	35.15	35.15	42.11
1.7767	0.6818	7550	4.1465	63.2131	35.15	35.15	42.07
1.5784	0.6863	7600	4.1216	61.6569	35.15	35.15	42.15
1.6569	0.6908	7650	4.1563	63.8364	35.15	35.15	42.07
1.5921	0.6953	7700	4.1171	61.3802	35.15	35.15	42.07
1.6445	0.6998	7750	4.1352	62.5008	35.15	35.15	42.15
1.6138	0.7043	7800	4.1137	61.1729	35.15	35.15	42.15
1.605	0.7089	7850	4.1332	62.3790	35.15	35.15	42.07
1.6128	0.7134	7900	4.1248	61.8541	35.15	35.15	42.11
1.6385	0.7179	7950	4.1269	61.9876	35.15	35.15	42.11
1.5835	0.7224	8000	4.1423	62.9501	35.15	35.15	42.07
1.7108	0.7269	8050	4.1338	62.4157	35.15	35.15	42.07
1.5592	0.7314	8100	4.1599	64.0661	35.15	35.15	42.07
1.9167	0.7359	8150	4.1394	62.7654	35.15	35.15	42.11
1.6579	0.7405	8200	4.1292	62.1265	35.15	35.15	42.07
1.6644	0.7450	8250	4.0960	60.0967	35.15	35.15	42.07
1.5885	0.7495	8300	4.1132	61.1398	35.15	35.15	42.07
1.6984	0.7540	8350	4.1201	61.5626	35.15	35.15	42.07
1.7481	0.7585	8400	4.1268	61.9766	35.15	35.15	42.07
1.8169	0.7630	8450	4.0883	59.6379	35.15	35.15	42.11
1.7106	0.7675	8500	4.1119	61.0596	35.15	35.15	42.07
1.9153	0.7721	8550	4.1056	60.6790	35.15	35.15	42.07
1.7755	0.7766	8600	4.1171	61.3807	35.15	35.15	42.07
1.6108	0.7811	8650	4.1030	60.5222	35.15	35.15	42.11
1.7907	0.7856	8700	4.0991	60.2884	35.15	35.15	42.15
1.7245	0.7901	8750	4.1035	60.5548	35.15	35.15	42.11
1.5403	0.7946	8800	4.0767	58.9509	35.15	35.15	42.07
1.662	0.7992	8850	4.1030	60.5196	35.15	35.15	42.07
1.6132	0.8037	8900	4.0842	59.3932	35.15	35.15	42.07
1.6935	0.8082	8950	4.1241	61.8107	35.15	35.15	42.07
1.6511	0.8127	9000	4.1021	60.4681	35.15	35.15	42.07
1.5814	0.8172	9050	4.0913	59.8160	35.15	35.15	42.07
1.7432	0.8217	9100	4.1011	60.4042	35.15	35.15	42.07
1.527	0.8262	9150	4.1020	60.4591	35.15	35.15	42.07
1.7083	0.8308	9200	4.0957	60.0835	35.15	35.15	42.07
1.7396	0.8353	9250	4.0999	60.3338	35.15	35.15	42.11
1.7378	0.8398	9300	4.1051	60.6459	35.15	35.15	42.07
1.5489	0.8443	9350	4.0860	59.4994	35.15	35.15	42.15
1.4558	0.8488	9400	4.0927	59.9014	35.15	35.15	42.07
1.5967	0.8533	9450	4.0714	58.6390	35.15	35.15	42.07
1.8308	0.8578	9500	4.0659	58.3174	35.15	35.15	42.07
1.5062	0.8624	9550	4.0616	58.0649	35.15	35.15	42.07
1.7656	0.8669	9600	4.0659	58.3196	35.15	35.15	42.07
1.6961	0.8714	9650	4.0867	59.5419	35.15	35.15	42.07
1.4949	0.8759	9700	4.0923	59.8770	35.15	35.15	42.07
1.5763	0.8804	9750	4.0684	58.4660	35.15	35.15	42.07
1.4879	0.8849	9800	4.0759	58.9008	35.15	35.15	42.07
1.8592	0.8895	9850	4.0398	56.8140	35.15	35.15	42.07
1.5697	0.8940	9900	4.0555	57.7112	35.15	35.15	42.07
1.4858	0.8985	9950	4.0592	57.9252	35.15	35.15	42.07
1.6462	0.9030	10000	4.0717	58.6538	35.15	35.15	42.11
1.513	0.9075	10050	4.0793	59.1038	35.15	35.15	42.07
1.6506	0.9120	10100	4.0679	58.4357	35.15	35.15	42.11
1.4328	0.9165	10150	4.0585	57.8890	35.15	35.15	42.07
1.4302	0.9211	10200	4.0539	57.6226	35.15	35.15	42.11
1.7099	0.9256	10250	4.0422	56.9490	35.15	35.15	42.07
1.7561	0.9301	10300	4.0753	58.8673	35.15	35.15	42.07
1.8218	0.9346	10350	4.0834	59.3498	35.15	35.15	42.11
1.6288	0.9391	10400	4.0534	57.5937	35.15	35.15	42.07
1.8145	0.9436	10450	4.0356	56.5782	35.15	35.15	42.07
1.6398	0.9481	10500	4.0394	56.7936	35.15	35.15	42.07
1.3962	0.9527	10550	4.0571	57.8060	35.15	35.15	42.11
1.5282	0.9572	10600	4.0283	56.1679	35.15	35.15	42.07
1.7443	0.9617	10650	4.0552	57.6977	35.15	35.15	42.07
1.3788	0.9662	10700	4.0398	56.8162	35.15	35.15	42.07
1.517	0.9707	10750	4.0498	57.3840	35.15	35.15	42.07
1.6647	0.9752	10800	4.0516	57.4877	35.15	35.15	42.07
1.6697	0.9798	10850	4.0291	56.2109	35.15	35.15	42.07
1.667	0.9843	10900	4.0297	56.2417	35.15	35.15	42.07
1.3668	0.9888	10950	4.0331	56.4340	35.15	35.15	42.07
1.6721	0.9933	11000	4.0097	55.1314	35.15	35.15	42.07
1.5818	0.9978	11050	4.0119	55.2537	35.15	35.15	42.07
1.349	1.0023	11100	4.0678	58.4281	35.15	35.15	42.07
1.3433	1.0068	11150	4.0366	56.6311	35.15	35.15	42.07
1.3953	1.0113	11200	4.0480	57.284	35.15	35.15	42.07
1.5887	1.0158	11250	4.0410	56.8853	35.15	35.15	42.15
1.4165	1.0203	11300	4.0654	58.2866	35.15	35.15	42.07
1.4719	1.0248	11350	4.0688	58.4845	35.15	35.15	42.07
1.4382	1.0293	11400	4.0621	58.0978	35.15	35.15	42.11
1.2521	1.0339	11450	4.0616	58.0677	35.15	35.15	42.07
1.4348	1.0384	11500	4.0596	57.9534	35.15	35.15	42.07
1.379	1.0429	11550	4.0341	56.4928	35.15	35.15	42.07
1.4736	1.0474	11600	4.0530	57.5679	35.15	35.15	42.07
1.4057	1.0519	11650	4.0411	56.8870	35.15	35.15	42.07
1.545	1.0564	11700	4.0350	56.5419	35.15	35.15	42.07
1.3988	1.0610	11750	4.0324	56.3941	35.15	35.15	42.11
1.4037	1.0655	11800	4.0318	56.3595	35.15	35.15	42.07
1.9072	1.0700	11850	4.0490	57.3412	35.15	35.15	42.07
1.5299	1.0745	11900	4.0262	56.0449	35.15	35.15	42.07
1.5471	1.0790	11950	4.0361	56.6057	35.15	35.15	42.07
1.3823	1.0835	12000	4.0456	57.1428	35.15	35.15	42.11
1.399	1.0880	12050	4.0417	56.9214	35.15	35.15	42.07
1.4342	1.0926	12100	4.0300	56.2592	35.15	35.15	42.15
1.5188	1.0971	12150	4.0422	56.9527	35.15	35.15	42.07
1.4799	1.1016	12200	4.0376	56.6925	35.15	35.15	42.07
1.3584	1.1061	12250	4.0409	56.8772	35.15	35.15	42.11
1.5428	1.1106	12300	4.0485	57.3130	35.15	35.15	42.11
1.3804	1.1151	12350	4.0290	56.2036	35.15	35.15	42.11
1.5079	1.1196	12400	4.0549	57.6791	35.15	35.15	42.07
1.3807	1.1242	12450	4.0616	58.0688	35.15	35.15	42.11
1.566	1.1287	12500	4.0498	57.3877	35.15	35.15	42.07
1.421	1.1332	12550	4.0414	56.9043	35.15	35.15	42.07
1.648	1.1377	12600	4.0485	57.3120	35.15	35.15	42.11
1.466	1.1422	12650	4.0222	55.8264	35.15	35.15	42.15
1.5311	1.1467	12700	4.0170	55.5348	35.15	35.15	42.07
1.393	1.1513	12750	4.0320	56.3749	35.15	35.15	42.07
1.5639	1.1558	12800	4.0351	56.5480	35.15	35.15	42.15
1.4669	1.1603	12850	4.0346	56.5224	35.15	35.15	42.07
1.5151	1.1648	12900	4.0114	55.2237	35.15	35.15	42.07
1.6203	1.1693	12950	4.0194	55.6700	35.15	35.15	42.07
1.4549	1.1738	13000	4.0199	55.6972	35.15	35.15	42.07
1.5562	1.1783	13050	4.0439	57.0512	35.15	35.15	42.07
1.5211	1.1829	13100	4.0205	55.729	35.15	35.15	42.15
1.4577	1.1874	13150	4.0298	56.2521	35.15	35.15	42.07
1.5098	1.1919	13200	4.0137	55.3520	35.15	35.15	42.07
1.2118	1.1964	13250	4.0235	55.8955	35.15	35.15	42.07
1.5155	1.2009	13300	4.0187	55.6277	35.15	35.15	42.15
1.3797	1.2054	13350	4.0027	54.7440	35.15	35.15	42.07
1.7536	1.2099	13400	3.9981	54.4923	35.15	35.15	42.07
1.5732	1.2145	13450	3.9904	54.0784	35.15	35.15	42.07
1.4279	1.2190	13500	3.9925	54.1900	35.15	35.15	42.07
1.5099	1.2235	13550	4.0151	55.4299	35.15	35.15	42.07
1.4414	1.2280	13600	4.0003	54.6130	35.15	35.15	42.07
1.7437	1.2325	13650	4.0091	55.0989	35.15	35.15	42.07
1.4015	1.2370	13700	4.0118	55.2488	35.15	35.15	42.11
1.3707	1.2416	13750	4.0102	55.1563	35.15	35.15	42.07
1.4402	1.2461	13800	4.0093	55.1107	35.15	35.15	42.07
1.3619	1.2506	13850	4.0088	55.0834	35.15	35.15	42.07
1.5979	1.2551	13900	4.0030	54.7595	35.15	35.15	42.07
1.6445	1.2596	13950	4.0037	54.7983	35.15	35.15	42.15
1.5069	1.2641	14000	4.0074	55.0027	35.15	35.15	42.11
1.5562	1.2686	14050	4.0056	54.9021	35.15	35.15	42.07
1.3316	1.2732	14100	4.0035	54.7880	35.15	35.15	42.15
1.4906	1.2777	14150	3.9969	54.4286	35.15	35.15	42.07
1.6446	1.2822	14200	3.9894	54.0208	35.15	35.15	42.07
1.5575	1.2867	14250	4.0007	54.6359	35.15	35.15	42.11
1.3729	1.2912	14300	3.9940	54.2702	35.15	35.15	42.11
1.4736	1.2957	14350	3.9855	53.8106	35.15	35.15	42.11
1.6285	1.3002	14400	4.0050	54.8720	35.15	35.15	42.07
1.5027	1.3048	14450	4.0157	55.4634	35.15	35.15	42.07
1.5291	1.3093	14500	3.9944	54.2934	35.15	35.15	42.11
1.3464	1.3138	14550	3.9901	54.0590	35.15	35.15	42.07
1.4708	1.3183	14600	3.9826	53.6586	35.15	35.15	42.07
1.5467	1.3228	14650	3.9854	53.8063	35.15	35.15	42.07
1.5048	1.3273	14700	3.9948	54.3135	35.15	35.15	42.11
1.3408	1.3319	14750	3.9955	54.3520	35.15	35.15	42.07
1.5785	1.3364	14800	3.9756	53.2834	35.15	35.15	42.07
1.4843	1.3409	14850	3.9856	53.8154	35.15	35.15	42.07
1.4024	1.3454	14900	3.9809	53.5634	35.15	35.15	42.07
1.5508	1.3499	14950	3.9843	53.7450	35.15	35.15	42.07
1.3853	1.3544	15000	3.9889	53.9964	35.15	35.15	42.07
1.3754	1.3589	15050	3.9754	53.2702	35.15	35.15	42.07
1.3548	1.3635	15100	3.9857	53.8242	35.15	35.15	42.07
1.6952	1.3680	15150	3.9847	53.7717	35.15	35.15	42.07
1.345	1.3725	15200	3.9875	53.9198	35.15	35.15	42.07
1.4546	1.3770	15250	3.9866	53.8712	35.15	35.15	42.07
1.4567	1.3815	15300	3.9855	53.8111	35.15	35.15	42.07
1.3382	1.3860	15350	3.9943	54.2861	35.15	35.15	42.07
1.5385	1.3905	15400	3.9868	53.8801	35.15	35.15	42.07
1.5039	1.3951	15450	3.9967	54.4194	35.15	35.15	42.11
1.3992	1.3996	15500	3.9964	54.4029	35.15	35.15	42.07
1.4015	1.4041	15550	3.9826	53.6557	35.15	35.15	42.07
1.4977	1.4086	15600	3.9760	53.3046	35.15	35.15	42.11
1.4591	1.4131	15650	3.9823	53.6396	35.15	35.15	42.07
1.4299	1.4176	15700	3.9868	53.8822	35.15	35.15	42.07
1.4006	1.4222	15750	3.9844	53.7534	35.15	35.15	42.11
1.2978	1.4267	15800	3.9912	54.1188	35.15	35.15	42.07
1.4031	1.4312	15850	3.9966	54.4145	35.15	35.15	42.07
1.4527	1.4357	15900	3.9826	53.6590	35.15	35.15	42.07
1.4845	1.4402	15950	3.9820	53.6251	35.15	35.15	42.07
1.4397	1.4447	16000	3.9765	53.3317	35.15	35.15	42.07
1.5271	1.4492	16050	3.9822	53.6370	35.15	35.15	42.07
1.4201	1.4538	16100	3.9810	53.5692	35.15	35.15	42.07
1.3952	1.4583	16150	3.9815	53.5980	35.15	35.15	42.07
1.3138	1.4628	16200	3.9612	52.5218	35.15	35.15	42.11
1.4477	1.4673	16250	3.9847	53.7710	35.15	35.15	42.07
1.4031	1.4718	16300	3.9758	53.2901	35.15	35.15	42.07
1.3318	1.4763	16350	3.9874	53.9135	35.15	35.15	42.11
1.397	1.4808	16400	3.9862	53.8526	35.15	35.15	42.07
1.3368	1.4854	16450	3.9716	53.0667	35.15	35.15	42.07
1.5265	1.4899	16500	3.9740	53.1954	35.15	35.15	42.11
1.4988	1.4944	16550	3.9791	53.4707	35.15	35.15	42.11
1.4081	1.4989	16600	3.9696	52.9635	35.15	35.15	42.11
1.4909	1.5034	16650	3.9711	53.0444	35.15	35.15	42.11
1.5869	1.5079	16700	3.9639	52.6604	35.15	35.15	42.11
1.2324	1.5125	16750	3.9721	53.0982	35.15	35.15	42.07
1.6514	1.5170	16800	3.9710	53.0361	35.15	35.15	42.07
1.5016	1.5215	16850	3.9661	52.7767	35.15	35.15	42.07
1.433	1.5260	16900	3.9706	53.0179	35.15	35.15	42.11
1.2589	1.5305	16950	3.9681	52.8825	35.15	35.15	42.07
1.4003	1.5350	17000	3.9634	52.6354	35.15	35.15	42.07
1.4044	1.5395	17050	3.9597	52.4420	35.15	35.15	42.07
1.4473	1.5441	17100	3.9570	52.2993	35.15	35.15	42.11
1.5024	1.5486	17150	3.9660	52.7708	35.15	35.15	42.07
1.6956	1.5531	17200	3.9624	52.581	35.15	35.15	42.07
1.2975	1.5576	17250	3.9660	52.7739	35.15	35.15	42.11
1.4223	1.5621	17300	3.9704	53.0059	35.15	35.15	42.15
1.5549	1.5666	17350	3.9725	53.1163	35.15	35.15	42.11
1.3389	1.5711	17400	3.9722	53.1036	35.15	35.15	42.07
1.2365	1.5757	17450	3.9714	53.0590	35.15	35.15	42.11
1.3006	1.5802	17500	3.9666	52.8055	35.15	35.15	42.07
1.4813	1.5847	17550	3.9647	52.7048	35.15	35.15	42.07
1.4085	1.5892	17600	3.9647	52.7052	35.15	35.15	42.07
1.3395	1.5937	17650	3.9599	52.4539	35.15	35.15	42.07
1.4475	1.5982	17700	3.9512	51.9975	35.15	35.15	42.07
1.251	1.6027	17750	3.9590	52.4047	35.15	35.15	42.07
1.2422	1.6073	17800	3.9513	52.0036	35.15	35.15	42.11
1.3598	1.6118	17850	3.9536	52.1244	35.15	35.15	42.15
1.4818	1.6163	17900	3.9517	52.0252	35.15	35.15	42.11
1.6584	1.6208	17950	3.9621	52.5653	35.15	35.15	42.15
1.5615	1.6253	18000	3.9563	52.2614	35.15	35.15	42.11
1.3877	1.6298	18050	3.9521	52.0445	35.15	35.15	42.07
1.4424	1.6344	18100	3.9582	52.3607	35.15	35.15	42.07
1.3904	1.6389	18150	3.9547	52.1794	35.15	35.15	42.07
1.5236	1.6434	18200	3.9539	52.1409	35.15	35.15	42.07
1.3757	1.6479	18250	3.9527	52.0737	35.15	35.15	42.15
1.5384	1.6524	18300	3.9492	51.8959	35.15	35.15	42.07
1.5591	1.6569	18350	3.9500	51.9375	35.15	35.15	42.07
1.4566	1.6614	18400	3.9544	52.1625	35.15	35.15	42.07
1.5902	1.6660	18450	3.9598	52.4458	35.15	35.15	42.15
1.4769	1.6705	18500	3.9523	52.0556	35.15	35.15	42.07
1.3465	1.6750	18550	3.9549	52.1891	35.15	35.15	42.07
1.4284	1.6795	18600	3.9502	51.9439	35.15	35.15	42.07
1.2386	1.6840	18650	3.9500	51.9339	35.15	35.15	42.07
1.3907	1.6885	18700	3.9517	52.0214	35.15	35.15	42.07
1.6026	1.6930	18750	3.9565	52.2738	35.15	35.15	42.15
1.3784	1.6976	18800	3.9542	52.1529	35.15	35.15	42.07
1.2238	1.7021	18850	3.9531	52.0987	35.15	35.15	42.11
1.346	1.7066	18900	3.9520	52.0418	35.15	35.15	42.07
1.2769	1.7111	18950	3.9533	52.1085	35.15	35.15	42.15
1.3996	1.7156	19000	3.9499	51.9281	35.15	35.15	42.07
1.6653	1.7201	19050	3.9542	52.1557	35.15	35.15	42.07
1.5287	1.7247	19100	3.9547	52.1816	35.15	35.15	42.07
1.4687	1.7292	19150	3.9570	52.2992	35.15	35.15	42.07
1.3733	1.7337	19200	3.9551	52.2028	35.15	35.15	42.07
1.2637	1.7382	19250	3.9545	52.1670	35.15	35.15	42.07
1.4101	1.7427	19300	3.9504	51.9577	35.15	35.15	42.07
1.619	1.7472	19350	3.9448	51.6680	35.15	35.15	42.07
1.5084	1.7517	19400	3.9406	51.4486	35.15	35.15	42.07
1.4807	1.7563	19450	3.9450	51.6745	35.15	35.15	42.07
1.364	1.7608	19500	3.9472	51.7904	35.15	35.15	42.11
1.5272	1.7653	19550	3.9484	51.8503	35.15	35.15	42.07
1.2968	1.7698	19600	3.9483	51.8495	35.15	35.15	42.11
1.4084	1.7743	19650	3.9488	51.8752	35.15	35.15	42.07
1.3793	1.7788	19700	3.9478	51.8220	35.15	35.15	42.11
1.2198	1.7833	19750	3.9511	51.9950	35.15	35.15	42.07
1.6341	1.7879	19800	3.9495	51.9120	35.15	35.15	42.07
1.4008	1.7924	19850	3.9499	51.9284	35.15	35.15	42.15
1.2783	1.7969	19900	3.9481	51.8349	35.15	35.15	42.07
1.4135	1.8014	19950	3.9524	52.0613	35.15	35.15	42.07
1.2385	1.8059	20000	3.9555	52.2211	35.15	35.15	42.07
1.4618	1.8104	20050	3.9536	52.1206	35.15	35.15	42.07
1.4534	1.8150	20100	3.9553	52.2096	35.15	35.15	42.07
1.3215	1.8195	20150	3.9529	52.0847	35.15	35.15	42.07
1.2763	1.8240	20200	3.9502	51.9456	35.15	35.15	42.07
1.416	1.8285	20250	3.9519	52.0320	35.15	35.15	42.07
1.4918	1.8330	20300	3.9512	51.9977	35.15	35.15	42.07
1.5151	1.8375	20350	3.9509	51.9827	35.15	35.15	42.15
1.4899	1.8420	20400	3.9485	51.8587	35.15	35.15	42.07
1.4232	1.8466	20450	3.9504	51.9543	35.15	35.15	42.15
1.3304	1.8511	20500	3.9521	52.0431	35.15	35.15	42.11
1.4278	1.8556	20550	3.9505	51.9616	35.15	35.15	42.07
1.3533	1.8601	20600	3.9492	51.8929	35.15	35.15	42.07
1.3533	1.8646	20650	3.9508	51.9778	35.15	35.15	42.11
1.4097	1.8691	20700	3.9513	52.0051	35.15	35.15	42.07
1.2833	1.8736	20750	3.9512	51.9958	35.15	35.15	42.11
1.4683	1.8782	20800	3.9488	51.8729	35.15	35.15	42.07
1.5952	1.8827	20850	3.9481	51.8373	35.15	35.15	42.07
1.3602	1.8872	20900	3.9475	51.8043	35.15	35.15	42.07
1.4215	1.8917	20950	3.9486	51.8611	35.15	35.15	42.15
1.307	1.8962	21000	3.9492	51.8951	35.15	35.15	42.07
1.779	1.9007	21050	3.9487	51.8680	35.15	35.15	42.07
1.3704	1.9053	21100	3.9481	51.8357	35.15	35.15	42.07
1.4318	1.9098	21150	3.9490	51.8826	35.15	35.15	42.07
1.5043	1.9143	21200	3.9488	51.8713	35.15	35.15	42.15
1.3212	1.9188	21250	3.9487	51.8674	35.15	35.15	42.07
1.6014	1.9233	21300	3.9481	51.8386	35.15	35.15	42.07
1.4291	1.9278	21350	3.9490	51.8850	35.15	35.15	42.07
1.381	1.9323	21400	3.9487	51.8678	35.15	35.15	42.07
1.4124	1.9369	21450	3.9492	51.8921	35.15	35.15	42.15
1.4569	1.9414	21500	3.9491	51.8871	35.15	35.15	42.07
1.4362	1.9459	21550	3.9487	51.8701	35.15	35.15	42.11
1.3464	1.9504	21600	3.9491	51.8863	35.15	35.15	42.07
1.3904	1.9549	21650	3.9486	51.8635	35.15	35.15	42.07
1.2324	1.9594	21700	3.9488	51.8715	35.15	35.15	42.07
1.4577	1.9639	21750	3.9484	51.8519	35.15	35.15	42.07
1.2031	1.9685	21800	3.9487	51.8671	35.15	35.15	42.07
1.3759	1.9730	21850	3.9488	51.8737	35.15	35.15	42.07
1.4811	1.9775	21900	3.9487	51.8690	35.15	35.15	42.07
1.421	1.9820	21950	3.9492	51.8962	35.15	35.15	42.07
1.3799	1.9865	22000	3.9485	51.8580	35.15	35.15	42.07
1.4001	1.9910	22050	3.9490	51.8816	35.15	35.15	42.07
1.3246	1.9956	22100	3.9488	51.8742	35.15	35.15	42.11

Framework versions

• PEFT 0.18.1
• Transformers 4.57.6
• Pytorch 2.10.0+cu128
• Datasets 4.5.0
• Tokenizers 0.22.2