wehub-resource-sync
302 lines
7.0 KiB
JSON
302 lines
7.0 KiB
JSON
{
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"cmd": "sft",
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"requirements":{
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"gpu": "1",
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"ddp": "1"
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},
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"eval_requirements": {
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"gpu": "1"
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},
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"eval_dataset": ["ceval", "gsm8k", "arc"],
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"args": {
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"model": "Qwen/Qwen-7B-Chat",
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"dataset": "iic/ms_agent",
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"per_device_train_batch_size": 1,
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"max_length": 2048,
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"loss_scale": "react",
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"gradient_accumulation_steps": 16,
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"learning_rate": 5e-5,
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"attn_impl": "flash_attn",
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"eval_steps": 2000,
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"save_steps": 2000,
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"num_train_epochs": 2,
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"gradient_checkpointing": true,
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"weight_decay": 0.01,
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"warmup_ratio": 0.03,
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"save_total_limit": 2,
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"logging_steps": 10
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},
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"experiment": [
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{
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"name": "lora",
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"args": {
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"tuner_type": "lora",
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"lora_rank": 8,
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"lora_alpha": 32
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}
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},
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{
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"name": "lora+packing",
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"args": {
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"tuner_type": "lora",
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"lora_rank": 8,
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"lora_alpha": 32,
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"packing": true,
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"eval_steps": 200,
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"save_steps": 200
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}
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},
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{
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"name": "lora+packing+ddp",
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"requirements":{
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"gpu": "2",
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"ddp": "2"
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},
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"args": {
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"tuner_type": "lora",
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"lora_rank": 8,
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"lora_alpha": 32,
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"packing": true,
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"eval_steps": 100,
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"save_steps": 100
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}
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},
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{
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"name": "lora+packing+lazytokenize",
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"args": {
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"tuner_type": "lora",
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"lora_rank": 8,
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"lora_alpha": 32,
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"packing": true,
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"lazy_tokenize": true,
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"eval_steps": 200,
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"save_steps": 200
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}
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},
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{
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"name": "lora+",
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"args": {
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"tuner_type": "lora",
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"lora_rank": 8,
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"lora_alpha": 32,
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"lorap_lr_ratio": 16.0
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}
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},
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{
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"name": "rslora",
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"args": {
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"tuner_type": "lora",
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"lora_rank": 8,
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"lora_alpha": 32,
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"use_rslora": true
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}
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},
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{
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"name": "dora",
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"args": {
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"tuner_type": "lora",
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"lora_rank": 8,
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"lora_alpha": 32,
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"use_dora": true
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}
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},
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{
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"name": "lora+neftune",
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"args": {
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"tuner_type": "lora",
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"lora_rank": 8,
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"lora_alpha": 32,
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"neftune_noise_alpha": 15.0
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}
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},
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{
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"name": "llamapro",
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"args": {
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"tuner_type": "llamapro",
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"llamapro_num_new_blocks": "4"
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}
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},
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{
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"name": "full",
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"requirements":{
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"gpu": "1",
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"ddp": "1"
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},
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"args": {
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"tuner_type": "full"
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}
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},
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{
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"name": "reft",
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"requirements":{
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"gpu": "1",
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"ddp": "1"
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},
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"args": {
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"tuner_type": "reft",
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"gradient_checkpointing": "false",
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"loss_scale": "default"
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}
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},
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{
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"name": "full+galore128+quantize",
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"requirements":{
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"gpu": "1",
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"ddp": "1"
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},
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"args": {
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"tuner_type": "full",
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"use_galore": "true",
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"galore_rank": "128",
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"galore_update_proj_gap": "200",
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"galore_optim_per_parameter": "false",
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"galore_with_embedding": "false",
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"galore_quantization": "true"
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}
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},
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{
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"name": "full+galore128+quantize+proj_quant",
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"requirements":{
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"gpu": "1",
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"ddp": "1"
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},
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"args": {
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"tuner_type": "full",
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"use_galore": "true",
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"galore_rank": "128",
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"galore_update_proj_gap": "200",
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"galore_optim_per_parameter": "false",
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"galore_with_embedding": "false",
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"galore_quantization": "true",
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"galore_proj_quant": "true"
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}
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},
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{
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"name": "full+galore128",
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"requirements":{
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"gpu": "1",
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"ddp": "1"
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},
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"args": {
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"tuner_type": "full",
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"use_galore": "true",
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"galore_rank": "128",
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"galore_update_proj_gap": "200",
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"galore_optim_per_parameter": "false",
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"galore_with_embedding": "false"
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}
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},
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{
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"name": "full+galore64",
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"requirements":{
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"gpu": "1",
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"ddp": "1"
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},
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"args": {
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"tuner_type": "full",
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"use_galore": "true",
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"galore_rank": "64",
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"galore_update_proj_gap": "200",
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"galore_optim_per_parameter": "false",
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"galore_with_embedding": "false"
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}
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},
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{
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"name": "full+galore32",
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"requirements":{
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"gpu": "1",
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"ddp": "1"
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},
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"args": {
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"tuner_type": "full",
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"use_galore": "true",
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"galore_rank": "32",
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"galore_update_proj_gap": "200",
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"galore_optim_per_parameter": "false",
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"galore_with_embedding": "false"
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}
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},
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{
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"name": "full+galore_emb",
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"requirements":{
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"gpu": "1",
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"ddp": "1"
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},
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"args": {
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"tuner_type": "full",
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"use_galore": "true",
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"galore_rank": "128",
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"galore_update_proj_gap": "200",
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"galore_optim_per_parameter": "false",
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"galore_with_embedding": "true"
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}
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},
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{
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"name": "full+galore_perparam",
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"requirements":{
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"gpu": "1",
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"ddp": "1"
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},
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"args": {
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"tuner_type": "full",
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"use_galore": "true",
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"galore_rank": "128",
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"galore_update_proj_gap": "200",
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"galore_optim_per_parameter": "true",
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"galore_with_embedding": "false"
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}
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},
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{
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"name": "adalora",
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"args": {
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"tuner_type": "adalora",
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"lora_rank": 8,
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"lora_alpha": 32
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}
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},
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{
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"name": "adapter",
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"args": {
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"tuner_type": "adapter"
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}
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},
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{
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"name": "full+lisa_2",
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"info": "lisa 2layers + full",
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"args": {
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"tuner_type": "full",
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"lisa_activated_layers": 2,
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"lisa_step_interval": 20
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}
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},
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{
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"name": "full+lisa_4",
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"info": "lisa 4layers + full",
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"args": {
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"tuner_type": "full",
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"lisa_activated_layers": 4,
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"lisa_step_interval": 20
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}
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},
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{
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"name": "unsloth+lora+q4",
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"info": "unsloth lora quantization bit 4",
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"args": {
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"tuner_type": "lora",
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"tuner_backend": "unsloth",
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"quantization_bit": 4,
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"model": "LLM-Research/Meta-Llama-3-8B-Instruct"
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}
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},
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{
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"name": "unsloth+full",
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"info": "unsloth full",
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"args": {
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"tuner_type": "full",
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"tuner_backend": "unsloth",
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"model_type": "LLM-Research/Meta-Llama-3-8B-Instruct"
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}
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}
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]
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}
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