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gunnybd01
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PSmoothQloraR2

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train · 7 rows

Model_name stringclasses 7 values	Train_size int64 50.8k 50.8k	Test_size int64 12.7k 12.7k	arg dict	lora listlengths 4 7	Parameters int64 1.69B 4.29B	Trainable_parameters int64 94.4M 264M	r int64 64 128	Memory Allocation stringclasses 7 values	Training Time stringclasses 7 values	accuracy float64 0.9 0.91	f1_macro float64 0.9 0.91	f1_weighted float64 0.9 0.91	precision float64 0.9 0.91	recall float64 0.9 0.91
Alibaba-NLP/E2Rank-4B	50,775	12,652	{ "adafactor": false, "adam_beta1": 0.9, "adam_beta2": 0.999, "adam_epsilon": 1e-8, "bf16": false, "fp16": false, "fp16_opt_level": "O1", "gradient_accumulation_steps": 4, "half_precision_backend": "auto", "label_smoothing_factor": 0.2, "learning_rate": 0.00005, "lr_scheduler_type": "linear", "max_grad_norm": 1, "max_steps": -1, "n_gpu": 1, "num_train_epochs": 1, "optim": "paged_adamw_8bit", "optim_args": "Not have", "per_device_eval_batch_size": 8, "per_device_train_batch_size": 8, "warmup_ratio": 0, "warmup_steps": 5, "weight_decay": 0.01 }	[ "down_proj", "gate_proj", "k_proj", "o_proj", "q_proj", "up_proj", "v_proj" ]	4,286,092,288	264,274,432	128	5208.92	7097.79	0.910844	0.907476	0.911042	0.908422	0.906834
Qwen/Qwen3-Embedding-4B	50,775	12,652	{ "adafactor": false, "adam_beta1": 0.9, "adam_beta2": 0.999, "adam_epsilon": 1e-8, "bf16": false, "fp16": false, "fp16_opt_level": "O1", "gradient_accumulation_steps": 4, "half_precision_backend": "auto", "label_smoothing_factor": 0.2, "learning_rate": 0.00005, "lr_scheduler_type": "linear", "max_grad_norm": 1, "max_steps": -1, "n_gpu": 1, "num_train_epochs": 1, "optim": "paged_adamw_8bit", "optim_args": "Not have", "per_device_eval_batch_size": 8, "per_device_train_batch_size": 8, "warmup_ratio": 0, "warmup_steps": 5, "weight_decay": 0.01 }	[ "down_proj", "gate_proj", "o_proj", "up_proj" ]	4,222,381,056	200,573,440	128	4325.11	6767.74	0.912267	0.908388	0.912472	0.908774	0.90825
Qwen/Qwen2-1.5B	50,775	12,652	{ "adafactor": false, "adam_beta1": 0.9, "adam_beta2": 0.999, "adam_epsilon": 1e-8, "bf16": false, "fp16": false, "fp16_opt_level": "O1", "gradient_accumulation_steps": 4, "half_precision_backend": "auto", "label_smoothing_factor": 0.2, "learning_rate": 0.00005, "lr_scheduler_type": "linear", "max_grad_norm": 1, "max_steps": -1, "n_gpu": 1, "num_train_epochs": 1, "optim": "paged_adamw_8bit", "optim_args": "Not have", "per_device_eval_batch_size": 8, "per_device_train_batch_size": 8, "warmup_ratio": 0, "warmup_steps": 5, "weight_decay": 0.01 }	[ "down_proj", "gate_proj", "k_proj", "o_proj", "q_proj", "up_proj", "v_proj" ]	1,691,026,944	147,738,112	128	573.14	2794.84	0.910686	0.906588	0.910831	0.90773	0.905693
facebook/opt-2.7b	50,775	12,652	{ "adafactor": false, "adam_beta1": 0.9, "adam_beta2": 0.999, "adam_epsilon": 1e-8, "bf16": false, "fp16": false, "fp16_opt_level": "O1", "gradient_accumulation_steps": 4, "half_precision_backend": "auto", "label_smoothing_factor": 0.2, "learning_rate": 0.00005, "lr_scheduler_type": "linear", "max_grad_norm": 1, "max_steps": -1, "n_gpu": 1, "num_train_epochs": 1, "optim": "paged_adamw_8bit", "optim_args": "Not have", "per_device_eval_batch_size": 8, "per_device_train_batch_size": 8, "warmup_ratio": 0, "warmup_steps": 5, "weight_decay": 0.01 }	[ "fc1", "fc2", "k_proj", "out_proj", "q_proj", "v_proj" ]	2,746,017,280	94,405,120	64	2805.8	4480.94	0.904205	0.9002	0.904393	0.900754	0.899893
Qwen/Qwen2.5-3B-Instruct	50,775	12,652	{ "adafactor": false, "adam_beta1": 0.9, "adam_beta2": 0.999, "adam_epsilon": 1e-8, "bf16": false, "fp16": false, "fp16_opt_level": "O1", "gradient_accumulation_steps": 4, "half_precision_backend": "auto", "label_smoothing_factor": 0.2, "learning_rate": 0.00005, "lr_scheduler_type": "linear", "max_grad_norm": 1, "max_steps": -1, "n_gpu": 1, "num_train_epochs": 1, "optim": "paged_adamw_8bit", "optim_args": "Not have", "per_device_eval_batch_size": 8, "per_device_train_batch_size": 8, "warmup_ratio": 0, "warmup_steps": 5, "weight_decay": 0.01 }	[ "down_proj", "gate_proj", "o_proj", "up_proj" ]	3,284,797,440	199,387,136	128	2835.45	5284.51	0.912978	0.908867	0.913174	0.909321	0.908684
tiiuae/Falcon3-3B-Base	50,775	12,652	{ "adafactor": false, "adam_beta1": 0.9, "adam_beta2": 0.999, "adam_epsilon": 1e-8, "bf16": false, "fp16": false, "fp16_opt_level": "O1", "gradient_accumulation_steps": 4, "half_precision_backend": "auto", "label_smoothing_factor": 0.2, "learning_rate": 0.00005, "lr_scheduler_type": "linear", "max_grad_norm": 1, "max_steps": -1, "n_gpu": 1, "num_train_epochs": 1, "optim": "paged_adamw_8bit", "optim_args": "Not have", "per_device_eval_batch_size": 8, "per_device_train_batch_size": 8, "warmup_ratio": 0, "warmup_steps": 5, "weight_decay": 0.01 }	[ "down_proj", "gate_proj", "o_proj", "up_proj" ]	2,946,192,384	121,150,464	128	1024.36	4325.07	0.900806	0.896464	0.901023	0.897479	0.895749
Qwen/Qwen3-1.7B	50,775	12,652	{ "adafactor": false, "adam_beta1": 0.9, "adam_beta2": 0.999, "adam_epsilon": 1e-8, "bf16": false, "fp16": false, "fp16_opt_level": "O1", "gradient_accumulation_steps": 4, "half_precision_backend": "auto", "label_smoothing_factor": 0.2, "learning_rate": 0.00005, "lr_scheduler_type": "linear", "max_grad_norm": 1, "max_steps": -1, "n_gpu": 1, "num_train_epochs": 1, "optim": "paged_adamw_8bit", "optim_args": "Not have", "per_device_eval_batch_size": 8, "per_device_train_batch_size": 8, "warmup_ratio": 0, "warmup_steps": 5, "weight_decay": 0.01 }	[ "down_proj", "gate_proj", "k_proj", "o_proj", "q_proj", "up_proj", "v_proj" ]	1,859,542,016	139,487,232	128	2621.76	2824.05	0.90539	0.900859	0.905622	0.90165	0.900382

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