Instructions to use AlephFunk/jev-qwen with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- PEFT
How to use AlephFunk/jev-qwen with PEFT:
Task type is invalid.
- Notebooks
- Google Colab
- Kaggle
Publish adapters/v1c_lr3_s0
Browse files
adapters/v1c_lr3_s0/adapter_config.json
ADDED
|
@@ -0,0 +1,57 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"alora_invocation_tokens": null,
|
| 3 |
+
"alpha_pattern": {},
|
| 4 |
+
"arrow_config": null,
|
| 5 |
+
"auto_mapping": {
|
| 6 |
+
"base_model_class": "Qwen3_5ForCausalLM",
|
| 7 |
+
"parent_library": "transformers.models.qwen3_5.modeling_qwen3_5"
|
| 8 |
+
},
|
| 9 |
+
"base_model_name_or_path": "Qwen/Qwen3.5-4B-Base",
|
| 10 |
+
"bias": "none",
|
| 11 |
+
"corda_config": null,
|
| 12 |
+
"ensure_weight_tying": false,
|
| 13 |
+
"eva_config": null,
|
| 14 |
+
"exclude_modules": null,
|
| 15 |
+
"fan_in_fan_out": false,
|
| 16 |
+
"inference_mode": true,
|
| 17 |
+
"init_lora_weights": true,
|
| 18 |
+
"kasa_config": null,
|
| 19 |
+
"layer_replication": null,
|
| 20 |
+
"layers_pattern": null,
|
| 21 |
+
"layers_to_transform": null,
|
| 22 |
+
"loftq_config": {},
|
| 23 |
+
"lora_alpha": 32,
|
| 24 |
+
"lora_bias": false,
|
| 25 |
+
"lora_dropout": 0.05,
|
| 26 |
+
"lora_ga_config": null,
|
| 27 |
+
"megatron_config": null,
|
| 28 |
+
"megatron_core": "megatron.core",
|
| 29 |
+
"modules_to_save": null,
|
| 30 |
+
"monteclora_config": null,
|
| 31 |
+
"peft_type": "LORA",
|
| 32 |
+
"peft_version": "0.21.1",
|
| 33 |
+
"qalora_group_size": 16,
|
| 34 |
+
"r": 16,
|
| 35 |
+
"rank_pattern": {},
|
| 36 |
+
"revision": null,
|
| 37 |
+
"target_modules": [
|
| 38 |
+
"o_proj",
|
| 39 |
+
"k_proj",
|
| 40 |
+
"v_proj",
|
| 41 |
+
"q_proj",
|
| 42 |
+
"in_proj_z",
|
| 43 |
+
"in_proj_qkv",
|
| 44 |
+
"down_proj",
|
| 45 |
+
"up_proj",
|
| 46 |
+
"gate_proj",
|
| 47 |
+
"out_proj"
|
| 48 |
+
],
|
| 49 |
+
"target_parameters": null,
|
| 50 |
+
"task_type": null,
|
| 51 |
+
"trainable_token_indices": null,
|
| 52 |
+
"use_bdlora": null,
|
| 53 |
+
"use_dora": false,
|
| 54 |
+
"use_qalora": false,
|
| 55 |
+
"use_rslora": false,
|
| 56 |
+
"velora_config": null
|
| 57 |
+
}
|
adapters/v1c_lr3_s0/adapter_model.safetensors
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:7574079f78cabd0f3f8e87c593818b88942688792c29ebafd3a3142ad47e1578
|
| 3 |
+
size 121951008
|
adapters/v1c_lr3_s0/train_record.json
ADDED
|
@@ -0,0 +1,203 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"name": "v1c_lr3",
|
| 3 |
+
"seed": 0,
|
| 4 |
+
"created_utc": "2026-10-04T16:41:05Z",
|
| 5 |
+
"git": {
|
| 6 |
+
"commit": "f5297292d801bf25fc32b5a12039d17caf5bf23f",
|
| 7 |
+
"dirty": false
|
| 8 |
+
},
|
| 9 |
+
"config": {
|
| 10 |
+
"name": "v1c_lr3",
|
| 11 |
+
"variant": "configs/variants/v0_baseline.yaml",
|
| 12 |
+
"seed": 0,
|
| 13 |
+
"data": {
|
| 14 |
+
"prompt_suite": "evals/suites/dev.yaml",
|
| 15 |
+
"exclude_suites": [
|
| 16 |
+
"evals/suites/smoke.yaml",
|
| 17 |
+
"evals/suites/dev.yaml"
|
| 18 |
+
],
|
| 19 |
+
"tasks": null,
|
| 20 |
+
"difficulties": [
|
| 21 |
+
1,
|
| 22 |
+
2,
|
| 23 |
+
3
|
| 24 |
+
],
|
| 25 |
+
"n_per_difficulty": 100,
|
| 26 |
+
"n_val_per_difficulty": 4,
|
| 27 |
+
"formats": [
|
| 28 |
+
"choice",
|
| 29 |
+
"generate",
|
| 30 |
+
"generate_cot"
|
| 31 |
+
]
|
| 32 |
+
},
|
| 33 |
+
"lora": {
|
| 34 |
+
"r": 16,
|
| 35 |
+
"alpha": 32,
|
| 36 |
+
"dropout": 0.05,
|
| 37 |
+
"target_modules": [
|
| 38 |
+
"q_proj",
|
| 39 |
+
"k_proj",
|
| 40 |
+
"v_proj",
|
| 41 |
+
"o_proj",
|
| 42 |
+
"in_proj_qkv",
|
| 43 |
+
"in_proj_z",
|
| 44 |
+
"out_proj",
|
| 45 |
+
"gate_proj",
|
| 46 |
+
"up_proj",
|
| 47 |
+
"down_proj"
|
| 48 |
+
],
|
| 49 |
+
"layers_to_transform": null
|
| 50 |
+
},
|
| 51 |
+
"loss": {
|
| 52 |
+
"choice": "brier"
|
| 53 |
+
},
|
| 54 |
+
"optim": {
|
| 55 |
+
"lr": 0.0003,
|
| 56 |
+
"warmup_steps": 20,
|
| 57 |
+
"min_lr_ratio": 0.1,
|
| 58 |
+
"grad_accum": 8,
|
| 59 |
+
"epochs": 1,
|
| 60 |
+
"max_grad_norm": 1.0,
|
| 61 |
+
"weight_decay": 0.0
|
| 62 |
+
},
|
| 63 |
+
"gradient_checkpointing": true,
|
| 64 |
+
"eval_every": 50,
|
| 65 |
+
"save_every": 25,
|
| 66 |
+
"max_steps": null
|
| 67 |
+
},
|
| 68 |
+
"config_sha256": "ec164ef749ce35aee851bc7aaedeba9b0793cc3e94712956f272276fb83ee3f0",
|
| 69 |
+
"variant": {
|
| 70 |
+
"name": "v0_baseline",
|
| 71 |
+
"driver": "stock",
|
| 72 |
+
"loop": null,
|
| 73 |
+
"halting": null,
|
| 74 |
+
"adapter": null
|
| 75 |
+
},
|
| 76 |
+
"model": {
|
| 77 |
+
"id": "Qwen/Qwen3.5-4B-Base",
|
| 78 |
+
"revision_requested": "1001bb4d826a52d1f399e183466143f4da7b741b",
|
| 79 |
+
"revision_resolved": null,
|
| 80 |
+
"class": "Qwen3_5ForCausalLM",
|
| 81 |
+
"dtype": "bfloat16",
|
| 82 |
+
"load_in_4bit": false,
|
| 83 |
+
"cuda_memory_fraction": 0.7,
|
| 84 |
+
"unexpected_keys_dropped": 0,
|
| 85 |
+
"n_params_text_stack": 4236225536,
|
| 86 |
+
"num_layers": 32,
|
| 87 |
+
"layer_types": [
|
| 88 |
+
"linear_attention",
|
| 89 |
+
"linear_attention",
|
| 90 |
+
"linear_attention",
|
| 91 |
+
"full_attention",
|
| 92 |
+
"linear_attention",
|
| 93 |
+
"linear_attention",
|
| 94 |
+
"linear_attention",
|
| 95 |
+
"full_attention",
|
| 96 |
+
"linear_attention",
|
| 97 |
+
"linear_attention",
|
| 98 |
+
"linear_attention",
|
| 99 |
+
"full_attention",
|
| 100 |
+
"linear_attention",
|
| 101 |
+
"linear_attention",
|
| 102 |
+
"linear_attention",
|
| 103 |
+
"full_attention",
|
| 104 |
+
"linear_attention",
|
| 105 |
+
"linear_attention",
|
| 106 |
+
"linear_attention",
|
| 107 |
+
"full_attention",
|
| 108 |
+
"linear_attention",
|
| 109 |
+
"linear_attention",
|
| 110 |
+
"linear_attention",
|
| 111 |
+
"full_attention",
|
| 112 |
+
"linear_attention",
|
| 113 |
+
"linear_attention",
|
| 114 |
+
"linear_attention",
|
| 115 |
+
"full_attention",
|
| 116 |
+
"linear_attention",
|
| 117 |
+
"linear_attention",
|
| 118 |
+
"linear_attention",
|
| 119 |
+
"full_attention"
|
| 120 |
+
],
|
| 121 |
+
"trainable_params": 30474240
|
| 122 |
+
},
|
| 123 |
+
"data": {
|
| 124 |
+
"prompt_suite": "evals/suites/dev.yaml",
|
| 125 |
+
"exclude_suites": [
|
| 126 |
+
"evals/suites/smoke.yaml",
|
| 127 |
+
"evals/suites/dev.yaml"
|
| 128 |
+
],
|
| 129 |
+
"n_eval_questions_excluded": 1040,
|
| 130 |
+
"eval_seed": 0,
|
| 131 |
+
"tasks": [
|
| 132 |
+
"arith_chain",
|
| 133 |
+
"var_trace",
|
| 134 |
+
"order_chain",
|
| 135 |
+
"bool_eval",
|
| 136 |
+
"tool_select",
|
| 137 |
+
"graph_hops",
|
| 138 |
+
"relation_hops",
|
| 139 |
+
"auth_gate"
|
| 140 |
+
],
|
| 141 |
+
"difficulties": [
|
| 142 |
+
1,
|
| 143 |
+
2,
|
| 144 |
+
3
|
| 145 |
+
],
|
| 146 |
+
"n_train": 2400,
|
| 147 |
+
"n_val": 96,
|
| 148 |
+
"formats": {
|
| 149 |
+
"choice": 800,
|
| 150 |
+
"generate": 800,
|
| 151 |
+
"generate_cot": 800
|
| 152 |
+
},
|
| 153 |
+
"generator_version": 2,
|
| 154 |
+
"train_sha256": "29fe59b78733455dd7ed205fd2153b0e77a25b890a5c370aa9d4bc3c52985f15",
|
| 155 |
+
"val_sha256": "a08c1914670d167429ab61dbc95ca49d6719e4db64570361b6f89313b8da5d1a",
|
| 156 |
+
"max_train_tokens": 747
|
| 157 |
+
},
|
| 158 |
+
"steps": 300,
|
| 159 |
+
"final": {
|
| 160 |
+
"step": 300,
|
| 161 |
+
"lr": 3.000849733811542e-05,
|
| 162 |
+
"grad_norm": 0.7101063132286072,
|
| 163 |
+
"seconds": 5.4864637999853585,
|
| 164 |
+
"loss": 0.24189678643104173,
|
| 165 |
+
"loss_generate_cot": 0.01477617834780176,
|
| 166 |
+
"loss_generate": 2.5987004846683703e-05,
|
| 167 |
+
"loss_choice": 0.6253478636840933,
|
| 168 |
+
"train_choice_accuracy": 0.6666666666666666,
|
| 169 |
+
"peak_vram_mb": 9074.12451171875,
|
| 170 |
+
"val_ce_choice": 0.5306850480023968,
|
| 171 |
+
"val_ce_generate": 0.26481228468394136,
|
| 172 |
+
"val_ce_generate_cot": 0.014353581114988856,
|
| 173 |
+
"val_choice_accuracy": 0.8125
|
| 174 |
+
},
|
| 175 |
+
"hardware": {
|
| 176 |
+
"platform": "Windows-11-10.0.26200-SP0",
|
| 177 |
+
"python": "3.12.10",
|
| 178 |
+
"cpu": "AMD64 Family 26 Model 36 Stepping 0, AuthenticAMD",
|
| 179 |
+
"cpu_count": 20,
|
| 180 |
+
"packages": {
|
| 181 |
+
"torch": "2.11.0+cu128",
|
| 182 |
+
"transformers": "5.17.0",
|
| 183 |
+
"peft": "0.21.1",
|
| 184 |
+
"accelerate": "1.15.0",
|
| 185 |
+
"bitsandbytes": "0.50.2",
|
| 186 |
+
"safetensors": "0.8.0",
|
| 187 |
+
"tokenizers": "0.23.2"
|
| 188 |
+
},
|
| 189 |
+
"gpu": {
|
| 190 |
+
"name": "NVIDIA GeForce RTX 5080 Laptop GPU",
|
| 191 |
+
"memory_total_mib": 16303,
|
| 192 |
+
"memory_used_mib": 10478,
|
| 193 |
+
"utilization_pct": 82,
|
| 194 |
+
"driver_version": "572.76"
|
| 195 |
+
},
|
| 196 |
+
"ram_total_gb": 31.1,
|
| 197 |
+
"ram_available_gb": 8.7,
|
| 198 |
+
"torch_cuda_available": true,
|
| 199 |
+
"torch_cuda_version": "12.8"
|
| 200 |
+
},
|
| 201 |
+
"wall_time_s": 1760.346753300022,
|
| 202 |
+
"adapter": "adapter"
|
| 203 |
+
}
|