Add superseded/exploratory MonteCLoRA results
#13
by Sergasgr - opened
imagegen/lora--flux2-klein-monteclora--eps-2.5e-3.json
ADDED
|
@@ -0,0 +1,281 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"run_info": {
|
| 3 |
+
"created_at": "2026-09-23T16:33:57+00:00",
|
| 4 |
+
"total_time": 1366.5333634630006,
|
| 5 |
+
"experiment_name": "lora/flux2-klein-monteclora-eps2.5e-3",
|
| 6 |
+
"peft_branch": "add-bd-lora-image-gen",
|
| 7 |
+
"peft_worktree_is_dirty": true,
|
| 8 |
+
"train_config": {
|
| 9 |
+
"model_id": "black-forest-labs/FLUX.2-klein-base-4B",
|
| 10 |
+
"dataset_id": "peft-internal-testing/cat-image-dataset",
|
| 11 |
+
"dataset_split": "train",
|
| 12 |
+
"dtype": "bfloat16",
|
| 13 |
+
"resolution": 512,
|
| 14 |
+
"batch_size": 2,
|
| 15 |
+
"batch_size_eval": 1,
|
| 16 |
+
"repeats": 1000,
|
| 17 |
+
"max_steps": 750,
|
| 18 |
+
"eval_steps": 100,
|
| 19 |
+
"compile": false,
|
| 20 |
+
"use_gc": true,
|
| 21 |
+
"seed": 0,
|
| 22 |
+
"grad_norm_clip": 1.0,
|
| 23 |
+
"optimizer_type": "AdamW",
|
| 24 |
+
"optimizer_kwargs": {
|
| 25 |
+
"lr": 0.0001,
|
| 26 |
+
"weight_decay": 0.0001
|
| 27 |
+
},
|
| 28 |
+
"lr_scheduler": null,
|
| 29 |
+
"use_amp": false,
|
| 30 |
+
"autocast_adapter_dtype": true,
|
| 31 |
+
"instance_prompts": [
|
| 32 |
+
"sks cat sitting on a chair in front of a box of chocolates",
|
| 33 |
+
"sks cat playing on the Steam Deck",
|
| 34 |
+
"sks cat wearing a necklace while sitting in a box on a sofa",
|
| 35 |
+
"a box with four donuts in front of sks cat",
|
| 36 |
+
"sks cat wearing a pink veil with flowers on it and a dagger made out of yellow cardboard",
|
| 37 |
+
"sks cat between two pillows, with one pillow showing a polar bear and the other a fox",
|
| 38 |
+
"sks cat with an espresso reading the newspaper",
|
| 39 |
+
"a close up of a hand petting sks cat on the head",
|
| 40 |
+
"sks cat opens a white door",
|
| 41 |
+
"sks cat with a VIP \"all access\" pass",
|
| 42 |
+
"sks cat in front of a monitor showing the video game \"RimWorld\"",
|
| 43 |
+
"sks cat reads a newspaper about cannabis",
|
| 44 |
+
"sks cat reading the newspaper with the title \"DIE BOX\"",
|
| 45 |
+
"sks cat being fed sushi",
|
| 46 |
+
"sks cat in front of a box of tomatoes",
|
| 47 |
+
"a gingerbread house in front of sks cat",
|
| 48 |
+
"sks cat is wearing a Wednesday Addams costume",
|
| 49 |
+
"sks cat looks skeptical as he reads a magazine depicting a black cat",
|
| 50 |
+
"sks cat wearing a striped scarf",
|
| 51 |
+
"sleepy sks cat lying in bed covered by a blue blanket"
|
| 52 |
+
],
|
| 53 |
+
"image_column": "image",
|
| 54 |
+
"valid_size": 2,
|
| 55 |
+
"test_size": 4,
|
| 56 |
+
"num_inference_steps": 20,
|
| 57 |
+
"guidance_scale": 3.5,
|
| 58 |
+
"max_sequence_length": 512,
|
| 59 |
+
"text_encoder_out_layers": [
|
| 60 |
+
10,
|
| 61 |
+
20,
|
| 62 |
+
30
|
| 63 |
+
],
|
| 64 |
+
"weighting_scheme": "none",
|
| 65 |
+
"logit_mean": 0.0,
|
| 66 |
+
"logit_std": 1.0,
|
| 67 |
+
"mode_scale": 1.29,
|
| 68 |
+
"dino_model_id": "facebook/dinov2-base",
|
| 69 |
+
"dino_image_size": 224,
|
| 70 |
+
"sample_image_prompts": [
|
| 71 |
+
"a photo of sks cat",
|
| 72 |
+
"a color drawing of sks cat",
|
| 73 |
+
"sks cat at the beach",
|
| 74 |
+
"a photo of sks dog",
|
| 75 |
+
"a photo of an orange cat"
|
| 76 |
+
],
|
| 77 |
+
"drift_image_prompts": [
|
| 78 |
+
"a photo of cat",
|
| 79 |
+
"a color drawing of cat",
|
| 80 |
+
"cat sitting in a bathtub",
|
| 81 |
+
"cat looks into a mirror",
|
| 82 |
+
"a photo of cat next to a tree",
|
| 83 |
+
"the Mona Lisa but she looks angry",
|
| 84 |
+
"a dog holding a sign that says hello world",
|
| 85 |
+
"a photo of the Eiffel tower at night",
|
| 86 |
+
"an astronaut riding a horse",
|
| 87 |
+
"3d design concept of a chair that looks like an avocado"
|
| 88 |
+
]
|
| 89 |
+
},
|
| 90 |
+
"peft_config": {
|
| 91 |
+
"task_type": null,
|
| 92 |
+
"peft_type": "LORA",
|
| 93 |
+
"auto_mapping": null,
|
| 94 |
+
"peft_version": "0.21.1.dev0@UNKNOWN",
|
| 95 |
+
"base_model_name_or_path": null,
|
| 96 |
+
"revision": null,
|
| 97 |
+
"inference_mode": false,
|
| 98 |
+
"r": 16,
|
| 99 |
+
"target_modules": [
|
| 100 |
+
"to_add_out",
|
| 101 |
+
"linear_in",
|
| 102 |
+
"to_out.0",
|
| 103 |
+
"add_v_proj",
|
| 104 |
+
"to_v",
|
| 105 |
+
"to_k",
|
| 106 |
+
"add_q_proj",
|
| 107 |
+
"linear_out",
|
| 108 |
+
"to_qkv_mlp_proj",
|
| 109 |
+
"to_q",
|
| 110 |
+
"add_k_proj"
|
| 111 |
+
],
|
| 112 |
+
"exclude_modules": null,
|
| 113 |
+
"lora_alpha": 32,
|
| 114 |
+
"lora_dropout": 0.0,
|
| 115 |
+
"fan_in_fan_out": false,
|
| 116 |
+
"bias": "none",
|
| 117 |
+
"use_rslora": false,
|
| 118 |
+
"modules_to_save": null,
|
| 119 |
+
"init_lora_weights": true,
|
| 120 |
+
"layers_to_transform": null,
|
| 121 |
+
"layers_pattern": null,
|
| 122 |
+
"rank_pattern": {},
|
| 123 |
+
"alpha_pattern": {},
|
| 124 |
+
"megatron_config": null,
|
| 125 |
+
"megatron_core": "megatron.core",
|
| 126 |
+
"trainable_token_indices": null,
|
| 127 |
+
"loftq_config": {},
|
| 128 |
+
"eva_config": null,
|
| 129 |
+
"corda_config": null,
|
| 130 |
+
"lora_ga_config": null,
|
| 131 |
+
"use_dora": false,
|
| 132 |
+
"velora_config": null,
|
| 133 |
+
"alora_invocation_tokens": null,
|
| 134 |
+
"use_qalora": false,
|
| 135 |
+
"qalora_group_size": 16,
|
| 136 |
+
"monteclora_config": {
|
| 137 |
+
"num_samples": 2,
|
| 138 |
+
"use_entropy": true,
|
| 139 |
+
"dirichlet_prior": 1.0,
|
| 140 |
+
"sample_scaler": 0.0025,
|
| 141 |
+
"kl_loss_weight": 1e-05,
|
| 142 |
+
"buffer_size": 150
|
| 143 |
+
},
|
| 144 |
+
"layer_replication": null,
|
| 145 |
+
"lora_bias": false,
|
| 146 |
+
"target_parameters": null,
|
| 147 |
+
"use_bdlora": null,
|
| 148 |
+
"arrow_config": null,
|
| 149 |
+
"kasa_config": null,
|
| 150 |
+
"ensure_weight_tying": false
|
| 151 |
+
},
|
| 152 |
+
"error_msg": ""
|
| 153 |
+
},
|
| 154 |
+
"train_info": {
|
| 155 |
+
"accelerator_memory_reserved_avg": 13433281970,
|
| 156 |
+
"accelerator_memory_max": 13604225024,
|
| 157 |
+
"accelerator_memory_reserved_99th": 13604225024,
|
| 158 |
+
"train_time": 1251.0582495519957,
|
| 159 |
+
"file_size": 76840128,
|
| 160 |
+
"num_trainable_params": 19170720,
|
| 161 |
+
"num_total_params": 3894715296,
|
| 162 |
+
"status": "success",
|
| 163 |
+
"metrics": [
|
| 164 |
+
{
|
| 165 |
+
"step": 100,
|
| 166 |
+
"valid dino_similarity": 0.4155472218990326,
|
| 167 |
+
"train loss": 0.7685149908065796,
|
| 168 |
+
"train samples": 200,
|
| 169 |
+
"train time": 136.75547894000374,
|
| 170 |
+
"eval time": 14.4282035060005,
|
| 171 |
+
"mem allocated avg": 11558350080.0,
|
| 172 |
+
"mem reserved avg": 13241417728.0,
|
| 173 |
+
"elapsed time": 168.49256615000013
|
| 174 |
+
},
|
| 175 |
+
{
|
| 176 |
+
"step": 200,
|
| 177 |
+
"valid dino_similarity": 0.6585649251937866,
|
| 178 |
+
"train loss": 0.7496388554573059,
|
| 179 |
+
"train samples": 400,
|
| 180 |
+
"train time": 134.73640495700965,
|
| 181 |
+
"eval time": 14.416874095000821,
|
| 182 |
+
"mem allocated avg": 11558402304.0,
|
| 183 |
+
"mem reserved avg": 13436452864.0,
|
| 184 |
+
"elapsed time": 317.6642484749991
|
| 185 |
+
},
|
| 186 |
+
{
|
| 187 |
+
"step": 300,
|
| 188 |
+
"valid dino_similarity": 0.6874549388885498,
|
| 189 |
+
"train loss": 0.7622843980789185,
|
| 190 |
+
"train samples": 600,
|
| 191 |
+
"train time": 134.96400095300123,
|
| 192 |
+
"eval time": 14.413873385999977,
|
| 193 |
+
"mem allocated avg": 11558453504.0,
|
| 194 |
+
"mem reserved avg": 13557039104.0,
|
| 195 |
+
"elapsed time": 467.06704741700014
|
| 196 |
+
},
|
| 197 |
+
{
|
| 198 |
+
"step": 400,
|
| 199 |
+
"valid dino_similarity": 0.705180823802948,
|
| 200 |
+
"train loss": 0.7465572357177734,
|
| 201 |
+
"train samples": 800,
|
| 202 |
+
"train time": 137.6200152859965,
|
| 203 |
+
"eval time": 14.402644868001516,
|
| 204 |
+
"mem allocated avg": 11558504704.0,
|
| 205 |
+
"mem reserved avg": 13421982515.2,
|
| 206 |
+
"elapsed time": 619.1152704590004
|
| 207 |
+
},
|
| 208 |
+
{
|
| 209 |
+
"step": 500,
|
| 210 |
+
"valid dino_similarity": 0.4648399353027344,
|
| 211 |
+
"train loss": 0.7341358661651611,
|
| 212 |
+
"train samples": 1000,
|
| 213 |
+
"train time": 134.87768175599376,
|
| 214 |
+
"eval time": 14.378977571999712,
|
| 215 |
+
"mem allocated avg": 11558555904.0,
|
| 216 |
+
"mem reserved avg": 13497417072.64,
|
| 217 |
+
"elapsed time": 768.3957472549992
|
| 218 |
+
},
|
| 219 |
+
{
|
| 220 |
+
"step": 600,
|
| 221 |
+
"valid dino_similarity": 0.7296367883682251,
|
| 222 |
+
"train loss": 0.7473776340484619,
|
| 223 |
+
"train samples": 1200,
|
| 224 |
+
"train time": 135.10391073499522,
|
| 225 |
+
"eval time": 14.37624322100055,
|
| 226 |
+
"mem allocated avg": 11558607104.0,
|
| 227 |
+
"mem reserved avg": 13490328698.88,
|
| 228 |
+
"elapsed time": 917.8931468869996
|
| 229 |
+
},
|
| 230 |
+
{
|
| 231 |
+
"step": 700,
|
| 232 |
+
"valid dino_similarity": 0.7487540245056152,
|
| 233 |
+
"train loss": 0.7358522415161133,
|
| 234 |
+
"train samples": 1400,
|
| 235 |
+
"train time": 137.53270940699986,
|
| 236 |
+
"eval time": 14.424970574000326,
|
| 237 |
+
"mem allocated avg": 11558658304.0,
|
| 238 |
+
"mem reserved avg": 13438445158.4,
|
| 239 |
+
"elapsed time": 1069.8687774999999
|
| 240 |
+
},
|
| 241 |
+
{
|
| 242 |
+
"step": 750,
|
| 243 |
+
"test dino_similarity": 0.6784228881200155,
|
| 244 |
+
"drift": 0.26896238327026367,
|
| 245 |
+
"train loss": 0.7337879538536072,
|
| 246 |
+
"train samples": 1500
|
| 247 |
+
}
|
| 248 |
+
]
|
| 249 |
+
},
|
| 250 |
+
"meta_info": {
|
| 251 |
+
"model_info": {
|
| 252 |
+
"sha": "a3b4f4849157f664bdbc776fd7453c2783562f4d",
|
| 253 |
+
"created_at": "2026-01-14T13:42:28+00:00"
|
| 254 |
+
},
|
| 255 |
+
"dataset_info": {
|
| 256 |
+
"sha": "37df3244ae3aa36e85178b6cf946338137fc3068",
|
| 257 |
+
"created_at": "2026-03-09T15:31:26+00:00"
|
| 258 |
+
},
|
| 259 |
+
"package_info": {
|
| 260 |
+
"transformers-version": "5.16.0",
|
| 261 |
+
"transformers-commit-hash": null,
|
| 262 |
+
"peft-version": "0.21.1.dev0",
|
| 263 |
+
"peft-commit-hash": "51f0a9124366694e4012e6aeef8b486096e87440",
|
| 264 |
+
"datasets-version": "5.0.1",
|
| 265 |
+
"datasets-commit-hash": null,
|
| 266 |
+
"diffusers-version": "0.40.0",
|
| 267 |
+
"diffusers-commit-hash": null,
|
| 268 |
+
"torch-version": "2.13.0+cu130",
|
| 269 |
+
"torch-commit-hash": null
|
| 270 |
+
},
|
| 271 |
+
"system_info": {
|
| 272 |
+
"system": "Linux",
|
| 273 |
+
"release": "7.0.0-31-generic",
|
| 274 |
+
"version": "#31~24.04.1-Ubuntu SMP PREEMPT_DYNAMIC Mon Aug 10 09:38:02 UTC 2",
|
| 275 |
+
"machine": "x86_64",
|
| 276 |
+
"processor": "x86_64",
|
| 277 |
+
"accelerator": "NVIDIA GeForce RTX 5070 Ti"
|
| 278 |
+
},
|
| 279 |
+
"pytorch_info": "PyTorch built with:\n - GCC 13.3\n - C++ Version: 202002\n - Intel(R) oneAPI Math Kernel Library Version 2024.2-Product Build 20240605 for Intel(R) 64 architecture applications\n - Intel(R) MKL-DNN v3.12.0 (Git Hash 80afa71049cd69a3df32adcccb623b12cd7baa22)\n - OpenMP 201511 (a.k.a. OpenMP 4.5)\n - LAPACK is enabled (usually provided by MKL)\n - NNPACK is enabled\n - CPU capability usage: AVX2\n - CUDA Runtime 13.0\n - NVCC architecture flags: -gencode;arch=compute_75,code=sm_75;-gencode;arch=compute_80,code=sm_80;-gencode;arch=compute_86,code=sm_86;-gencode;arch=compute_90,code=sm_90;-gencode;arch=compute_100,code=sm_100;-gencode;arch=compute_120,code=sm_120\n - CuDNN 92.0 (built against CUDA 13.2)\n - Magma 2.6.1\n - Build settings: BLAS_INFO=mkl, BUILD_TYPE=Release, COMMIT_SHA=cf30153c4c131c8164ee7798e5022d810682e2cb, CUDA_FLAGS= -DLIBCUDACXX_ENABLE_SIMPLIFIED_COMPLEX_OPERATIONS -Xfatbin -compress-all -DONNX_NAMESPACE=onnx_torch -gencode arch=compute_75,code=sm_75 -gencode arch=compute_80,code=sm_80 -gencode arch=compute_86,code=sm_86 -gencode arch=compute_90,code=sm_90 -gencode arch=compute_100,code=sm_100 -gencode arch=compute_120,code=sm_120 -Xcudafe --diag_suppress=cc_clobber_ignored,--diag_suppress=field_without_dll_interface,--diag_suppress=base_class_has_different_dll_interface,--diag_suppress=dll_interface_conflict_none_assumed,--diag_suppress=dll_interface_conflict_dllexport_assumed,--diag_suppress=bad_friend_decl --expt-relaxed-constexpr --expt-extended-lambda -Xfatbin -compress-all --threads 2 -compress-mode=size -Wno-deprecated-gpu-targets --expt-extended-lambda -DCUB_WRAPPED_NAMESPACE=at_cuda_detail -DDISABLE_CUSPARSE_DEPRECATED -DCUDA_HAS_FP16=1 -D__CUDA_NO_HALF_OPERATORS__ -D__CUDA_NO_HALF_CONVERSIONS__ -D__CUDA_NO_HALF2_OPERATORS__ -D__CUDA_NO_BFLOAT16_CONVERSIONS__ -DC10_NODEPRECATED, CUDA_VERSION=13.0, CUDNN_VERSION=9.20.0, CXX_COMPILER=/opt/rh/gcc-toolset-13/root/usr/bin/c++, CXX_FLAGS= -fvisibility-inlines-hidden -DUSE_PTHREADPOOL -DNDEBUG -DUSE_KINETO -DHAS_CUPTI -DUSE_FBGEMM -DUSE_MSLK -DUSE_PYTORCH_QNNPACK -DSYMBOLICATE_MOBILE_DEBUG_HANDLE -O2 -fPIC -DC10_NODEPRECATED -Wall -Wextra -Werror=return-type -Werror=non-virtual-dtor -Werror=range-loop-construct -Werror=bool-operation -Wnarrowing -Wno-missing-field-initializers -Wno-unknown-pragmas -Wno-unused-parameter -Wno-strict-overflow -Wno-strict-aliasing -Wno-stringop-overflow -Wsuggest-override -Wno-psabi -Wno-error=old-style-cast -faligned-new -Wno-maybe-uninitialized -fno-math-errno -fno-trapping-math -Werror=format -Wno-dangling-reference -Wno-error=dangling-reference -Wno-stringop-overflow, LAPACK_INFO=mkl, PERF_WITH_AVX=1, PERF_WITH_AVX2=1, TORCH_VERSION=2.13.0, USE_CUDA=1, USE_CUDNN=ON, USE_CUSPARSELT=1, USE_GFLAGS=OFF, USE_GLOG=OFF, USE_GLOO=ON, USE_MKL=ON, USE_MKLDNN=ON, USE_MPI=OFF, USE_NCCL=ON, USE_NNPACK=ON, USE_OPENMP=ON, USE_ROCM=OFF, USE_ROCM_KERNEL_ASSERT=OFF, USE_XCCL=OFF, USE_XPU=OFF, \n"
|
| 280 |
+
}
|
| 281 |
+
}
|
imagegen/lora--flux2-klein-monteclora--no-coop.json
ADDED
|
@@ -0,0 +1,281 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"run_info": {
|
| 3 |
+
"created_at": "2026-09-23T16:58:11+00:00",
|
| 4 |
+
"total_time": 1363.2142013249995,
|
| 5 |
+
"experiment_name": "lora/flux2-klein-monteclora-no-coop",
|
| 6 |
+
"peft_branch": "add-bd-lora-image-gen",
|
| 7 |
+
"peft_worktree_is_dirty": true,
|
| 8 |
+
"train_config": {
|
| 9 |
+
"model_id": "black-forest-labs/FLUX.2-klein-base-4B",
|
| 10 |
+
"dataset_id": "peft-internal-testing/cat-image-dataset",
|
| 11 |
+
"dataset_split": "train",
|
| 12 |
+
"dtype": "bfloat16",
|
| 13 |
+
"resolution": 512,
|
| 14 |
+
"batch_size": 2,
|
| 15 |
+
"batch_size_eval": 1,
|
| 16 |
+
"repeats": 1000,
|
| 17 |
+
"max_steps": 750,
|
| 18 |
+
"eval_steps": 100,
|
| 19 |
+
"compile": false,
|
| 20 |
+
"use_gc": true,
|
| 21 |
+
"seed": 0,
|
| 22 |
+
"grad_norm_clip": 1.0,
|
| 23 |
+
"optimizer_type": "AdamW",
|
| 24 |
+
"optimizer_kwargs": {
|
| 25 |
+
"lr": 0.0001,
|
| 26 |
+
"weight_decay": 0.0001
|
| 27 |
+
},
|
| 28 |
+
"lr_scheduler": null,
|
| 29 |
+
"use_amp": false,
|
| 30 |
+
"autocast_adapter_dtype": true,
|
| 31 |
+
"instance_prompts": [
|
| 32 |
+
"sks cat sitting on a chair in front of a box of chocolates",
|
| 33 |
+
"sks cat playing on the Steam Deck",
|
| 34 |
+
"sks cat wearing a necklace while sitting in a box on a sofa",
|
| 35 |
+
"a box with four donuts in front of sks cat",
|
| 36 |
+
"sks cat wearing a pink veil with flowers on it and a dagger made out of yellow cardboard",
|
| 37 |
+
"sks cat between two pillows, with one pillow showing a polar bear and the other a fox",
|
| 38 |
+
"sks cat with an espresso reading the newspaper",
|
| 39 |
+
"a close up of a hand petting sks cat on the head",
|
| 40 |
+
"sks cat opens a white door",
|
| 41 |
+
"sks cat with a VIP \"all access\" pass",
|
| 42 |
+
"sks cat in front of a monitor showing the video game \"RimWorld\"",
|
| 43 |
+
"sks cat reads a newspaper about cannabis",
|
| 44 |
+
"sks cat reading the newspaper with the title \"DIE BOX\"",
|
| 45 |
+
"sks cat being fed sushi",
|
| 46 |
+
"sks cat in front of a box of tomatoes",
|
| 47 |
+
"a gingerbread house in front of sks cat",
|
| 48 |
+
"sks cat is wearing a Wednesday Addams costume",
|
| 49 |
+
"sks cat looks skeptical as he reads a magazine depicting a black cat",
|
| 50 |
+
"sks cat wearing a striped scarf",
|
| 51 |
+
"sleepy sks cat lying in bed covered by a blue blanket"
|
| 52 |
+
],
|
| 53 |
+
"image_column": "image",
|
| 54 |
+
"valid_size": 2,
|
| 55 |
+
"test_size": 4,
|
| 56 |
+
"num_inference_steps": 20,
|
| 57 |
+
"guidance_scale": 3.5,
|
| 58 |
+
"max_sequence_length": 512,
|
| 59 |
+
"text_encoder_out_layers": [
|
| 60 |
+
10,
|
| 61 |
+
20,
|
| 62 |
+
30
|
| 63 |
+
],
|
| 64 |
+
"weighting_scheme": "none",
|
| 65 |
+
"logit_mean": 0.0,
|
| 66 |
+
"logit_std": 1.0,
|
| 67 |
+
"mode_scale": 1.29,
|
| 68 |
+
"dino_model_id": "facebook/dinov2-base",
|
| 69 |
+
"dino_image_size": 224,
|
| 70 |
+
"sample_image_prompts": [
|
| 71 |
+
"a photo of sks cat",
|
| 72 |
+
"a color drawing of sks cat",
|
| 73 |
+
"sks cat at the beach",
|
| 74 |
+
"a photo of sks dog",
|
| 75 |
+
"a photo of an orange cat"
|
| 76 |
+
],
|
| 77 |
+
"drift_image_prompts": [
|
| 78 |
+
"a photo of cat",
|
| 79 |
+
"a color drawing of cat",
|
| 80 |
+
"cat sitting in a bathtub",
|
| 81 |
+
"cat looks into a mirror",
|
| 82 |
+
"a photo of cat next to a tree",
|
| 83 |
+
"the Mona Lisa but she looks angry",
|
| 84 |
+
"a dog holding a sign that says hello world",
|
| 85 |
+
"a photo of the Eiffel tower at night",
|
| 86 |
+
"an astronaut riding a horse",
|
| 87 |
+
"3d design concept of a chair that looks like an avocado"
|
| 88 |
+
]
|
| 89 |
+
},
|
| 90 |
+
"peft_config": {
|
| 91 |
+
"task_type": null,
|
| 92 |
+
"peft_type": "LORA",
|
| 93 |
+
"auto_mapping": null,
|
| 94 |
+
"peft_version": "0.21.1.dev0@UNKNOWN",
|
| 95 |
+
"base_model_name_or_path": null,
|
| 96 |
+
"revision": null,
|
| 97 |
+
"inference_mode": false,
|
| 98 |
+
"r": 16,
|
| 99 |
+
"target_modules": [
|
| 100 |
+
"to_add_out",
|
| 101 |
+
"add_v_proj",
|
| 102 |
+
"to_qkv_mlp_proj",
|
| 103 |
+
"linear_out",
|
| 104 |
+
"linear_in",
|
| 105 |
+
"add_k_proj",
|
| 106 |
+
"to_v",
|
| 107 |
+
"to_q",
|
| 108 |
+
"add_q_proj",
|
| 109 |
+
"to_k",
|
| 110 |
+
"to_out.0"
|
| 111 |
+
],
|
| 112 |
+
"exclude_modules": null,
|
| 113 |
+
"lora_alpha": 32,
|
| 114 |
+
"lora_dropout": 0.0,
|
| 115 |
+
"fan_in_fan_out": false,
|
| 116 |
+
"bias": "none",
|
| 117 |
+
"use_rslora": false,
|
| 118 |
+
"modules_to_save": null,
|
| 119 |
+
"init_lora_weights": true,
|
| 120 |
+
"layers_to_transform": null,
|
| 121 |
+
"layers_pattern": null,
|
| 122 |
+
"rank_pattern": {},
|
| 123 |
+
"alpha_pattern": {},
|
| 124 |
+
"megatron_config": null,
|
| 125 |
+
"megatron_core": "megatron.core",
|
| 126 |
+
"trainable_token_indices": null,
|
| 127 |
+
"loftq_config": {},
|
| 128 |
+
"eva_config": null,
|
| 129 |
+
"corda_config": null,
|
| 130 |
+
"lora_ga_config": null,
|
| 131 |
+
"use_dora": false,
|
| 132 |
+
"velora_config": null,
|
| 133 |
+
"alora_invocation_tokens": null,
|
| 134 |
+
"use_qalora": false,
|
| 135 |
+
"qalora_group_size": 16,
|
| 136 |
+
"monteclora_config": {
|
| 137 |
+
"num_samples": 2,
|
| 138 |
+
"use_entropy": false,
|
| 139 |
+
"dirichlet_prior": 1.0,
|
| 140 |
+
"sample_scaler": 0.005,
|
| 141 |
+
"kl_loss_weight": 1e-05,
|
| 142 |
+
"buffer_size": 150
|
| 143 |
+
},
|
| 144 |
+
"layer_replication": null,
|
| 145 |
+
"lora_bias": false,
|
| 146 |
+
"target_parameters": null,
|
| 147 |
+
"use_bdlora": null,
|
| 148 |
+
"arrow_config": null,
|
| 149 |
+
"kasa_config": null,
|
| 150 |
+
"ensure_weight_tying": false
|
| 151 |
+
},
|
| 152 |
+
"error_msg": ""
|
| 153 |
+
},
|
| 154 |
+
"train_info": {
|
| 155 |
+
"accelerator_memory_reserved_avg": 13433281970,
|
| 156 |
+
"accelerator_memory_max": 13604225024,
|
| 157 |
+
"accelerator_memory_reserved_99th": 13604225024,
|
| 158 |
+
"train_time": 1239.681389827003,
|
| 159 |
+
"file_size": 76840128,
|
| 160 |
+
"num_trainable_params": 19170720,
|
| 161 |
+
"num_total_params": 3894715296,
|
| 162 |
+
"status": "success",
|
| 163 |
+
"metrics": [
|
| 164 |
+
{
|
| 165 |
+
"step": 100,
|
| 166 |
+
"valid dino_similarity": 0.6199418306350708,
|
| 167 |
+
"train loss": 0.769393265247345,
|
| 168 |
+
"train samples": 200,
|
| 169 |
+
"train time": 134.65654390699274,
|
| 170 |
+
"eval time": 14.430484391999926,
|
| 171 |
+
"mem allocated avg": 11558350080.0,
|
| 172 |
+
"mem reserved avg": 13241417728.0,
|
| 173 |
+
"elapsed time": 159.78976574700027
|
| 174 |
+
},
|
| 175 |
+
{
|
| 176 |
+
"step": 200,
|
| 177 |
+
"valid dino_similarity": 0.6923468112945557,
|
| 178 |
+
"train loss": 0.7520979642868042,
|
| 179 |
+
"train samples": 400,
|
| 180 |
+
"train time": 134.753199038998,
|
| 181 |
+
"eval time": 14.41106009899886,
|
| 182 |
+
"mem allocated avg": 11558402304.0,
|
| 183 |
+
"mem reserved avg": 13436452864.0,
|
| 184 |
+
"elapsed time": 308.97113277100107
|
| 185 |
+
},
|
| 186 |
+
{
|
| 187 |
+
"step": 300,
|
| 188 |
+
"valid dino_similarity": 0.7458566427230835,
|
| 189 |
+
"train loss": 0.7675377726554871,
|
| 190 |
+
"train samples": 600,
|
| 191 |
+
"train time": 134.93847619500957,
|
| 192 |
+
"eval time": 14.41531183099869,
|
| 193 |
+
"mem allocated avg": 11558453504.0,
|
| 194 |
+
"mem reserved avg": 13557039104.0,
|
| 195 |
+
"elapsed time": 458.3425728689999
|
| 196 |
+
},
|
| 197 |
+
{
|
| 198 |
+
"step": 400,
|
| 199 |
+
"valid dino_similarity": 0.6868031620979309,
|
| 200 |
+
"train loss": 0.7522869110107422,
|
| 201 |
+
"train samples": 800,
|
| 202 |
+
"train time": 137.62724527499267,
|
| 203 |
+
"eval time": 14.411383546999787,
|
| 204 |
+
"mem allocated avg": 11558504704.0,
|
| 205 |
+
"mem reserved avg": 13421982515.2,
|
| 206 |
+
"elapsed time": 610.3989329360011
|
| 207 |
+
},
|
| 208 |
+
{
|
| 209 |
+
"step": 500,
|
| 210 |
+
"valid dino_similarity": 0.5612921714782715,
|
| 211 |
+
"train loss": 0.7406296133995056,
|
| 212 |
+
"train samples": 1000,
|
| 213 |
+
"train time": 134.98270737200437,
|
| 214 |
+
"eval time": 14.384255233999284,
|
| 215 |
+
"mem allocated avg": 11558555904.0,
|
| 216 |
+
"mem reserved avg": 13497417072.64,
|
| 217 |
+
"elapsed time": 759.7836112200002
|
| 218 |
+
},
|
| 219 |
+
{
|
| 220 |
+
"step": 600,
|
| 221 |
+
"valid dino_similarity": 0.7031165957450867,
|
| 222 |
+
"train loss": 0.754619836807251,
|
| 223 |
+
"train samples": 1200,
|
| 224 |
+
"train time": 135.09228307401463,
|
| 225 |
+
"eval time": 14.373763265000889,
|
| 226 |
+
"mem allocated avg": 11558607104.0,
|
| 227 |
+
"mem reserved avg": 13490328698.88,
|
| 228 |
+
"elapsed time": 909.2677898689999
|
| 229 |
+
},
|
| 230 |
+
{
|
| 231 |
+
"step": 700,
|
| 232 |
+
"valid dino_similarity": 0.5980947017669678,
|
| 233 |
+
"train loss": 0.7451736330986023,
|
| 234 |
+
"train samples": 1400,
|
| 235 |
+
"train time": 137.5080714459982,
|
| 236 |
+
"eval time": 14.40982415200051,
|
| 237 |
+
"mem allocated avg": 11558658304.0,
|
| 238 |
+
"mem reserved avg": 13438445158.4,
|
| 239 |
+
"elapsed time": 1061.2039797100006
|
| 240 |
+
},
|
| 241 |
+
{
|
| 242 |
+
"step": 750,
|
| 243 |
+
"test dino_similarity": 0.678026040395101,
|
| 244 |
+
"drift": 0.2615441828966141,
|
| 245 |
+
"train loss": 0.7436673045158386,
|
| 246 |
+
"train samples": 1500
|
| 247 |
+
}
|
| 248 |
+
]
|
| 249 |
+
},
|
| 250 |
+
"meta_info": {
|
| 251 |
+
"model_info": {
|
| 252 |
+
"sha": "a3b4f4849157f664bdbc776fd7453c2783562f4d",
|
| 253 |
+
"created_at": "2026-01-14T13:42:28+00:00"
|
| 254 |
+
},
|
| 255 |
+
"dataset_info": {
|
| 256 |
+
"sha": "37df3244ae3aa36e85178b6cf946338137fc3068",
|
| 257 |
+
"created_at": "2026-03-09T15:31:26+00:00"
|
| 258 |
+
},
|
| 259 |
+
"package_info": {
|
| 260 |
+
"transformers-version": "5.16.0",
|
| 261 |
+
"transformers-commit-hash": null,
|
| 262 |
+
"peft-version": "0.21.1.dev0",
|
| 263 |
+
"peft-commit-hash": "51f0a9124366694e4012e6aeef8b486096e87440",
|
| 264 |
+
"datasets-version": "5.0.1",
|
| 265 |
+
"datasets-commit-hash": null,
|
| 266 |
+
"diffusers-version": "0.40.0",
|
| 267 |
+
"diffusers-commit-hash": null,
|
| 268 |
+
"torch-version": "2.13.0+cu130",
|
| 269 |
+
"torch-commit-hash": null
|
| 270 |
+
},
|
| 271 |
+
"system_info": {
|
| 272 |
+
"system": "Linux",
|
| 273 |
+
"release": "7.0.0-31-generic",
|
| 274 |
+
"version": "#31~24.04.1-Ubuntu SMP PREEMPT_DYNAMIC Mon Aug 10 09:38:02 UTC 2",
|
| 275 |
+
"machine": "x86_64",
|
| 276 |
+
"processor": "x86_64",
|
| 277 |
+
"accelerator": "NVIDIA GeForce RTX 5070 Ti"
|
| 278 |
+
},
|
| 279 |
+
"pytorch_info": "PyTorch built with:\n - GCC 13.3\n - C++ Version: 202002\n - Intel(R) oneAPI Math Kernel Library Version 2024.2-Product Build 20240605 for Intel(R) 64 architecture applications\n - Intel(R) MKL-DNN v3.12.0 (Git Hash 80afa71049cd69a3df32adcccb623b12cd7baa22)\n - OpenMP 201511 (a.k.a. OpenMP 4.5)\n - LAPACK is enabled (usually provided by MKL)\n - NNPACK is enabled\n - CPU capability usage: AVX2\n - CUDA Runtime 13.0\n - NVCC architecture flags: -gencode;arch=compute_75,code=sm_75;-gencode;arch=compute_80,code=sm_80;-gencode;arch=compute_86,code=sm_86;-gencode;arch=compute_90,code=sm_90;-gencode;arch=compute_100,code=sm_100;-gencode;arch=compute_120,code=sm_120\n - CuDNN 92.0 (built against CUDA 13.2)\n - Magma 2.6.1\n - Build settings: BLAS_INFO=mkl, BUILD_TYPE=Release, COMMIT_SHA=cf30153c4c131c8164ee7798e5022d810682e2cb, CUDA_FLAGS= -DLIBCUDACXX_ENABLE_SIMPLIFIED_COMPLEX_OPERATIONS -Xfatbin -compress-all -DONNX_NAMESPACE=onnx_torch -gencode arch=compute_75,code=sm_75 -gencode arch=compute_80,code=sm_80 -gencode arch=compute_86,code=sm_86 -gencode arch=compute_90,code=sm_90 -gencode arch=compute_100,code=sm_100 -gencode arch=compute_120,code=sm_120 -Xcudafe --diag_suppress=cc_clobber_ignored,--diag_suppress=field_without_dll_interface,--diag_suppress=base_class_has_different_dll_interface,--diag_suppress=dll_interface_conflict_none_assumed,--diag_suppress=dll_interface_conflict_dllexport_assumed,--diag_suppress=bad_friend_decl --expt-relaxed-constexpr --expt-extended-lambda -Xfatbin -compress-all --threads 2 -compress-mode=size -Wno-deprecated-gpu-targets --expt-extended-lambda -DCUB_WRAPPED_NAMESPACE=at_cuda_detail -DDISABLE_CUSPARSE_DEPRECATED -DCUDA_HAS_FP16=1 -D__CUDA_NO_HALF_OPERATORS__ -D__CUDA_NO_HALF_CONVERSIONS__ -D__CUDA_NO_HALF2_OPERATORS__ -D__CUDA_NO_BFLOAT16_CONVERSIONS__ -DC10_NODEPRECATED, CUDA_VERSION=13.0, CUDNN_VERSION=9.20.0, CXX_COMPILER=/opt/rh/gcc-toolset-13/root/usr/bin/c++, CXX_FLAGS= -fvisibility-inlines-hidden -DUSE_PTHREADPOOL -DNDEBUG -DUSE_KINETO -DHAS_CUPTI -DUSE_FBGEMM -DUSE_MSLK -DUSE_PYTORCH_QNNPACK -DSYMBOLICATE_MOBILE_DEBUG_HANDLE -O2 -fPIC -DC10_NODEPRECATED -Wall -Wextra -Werror=return-type -Werror=non-virtual-dtor -Werror=range-loop-construct -Werror=bool-operation -Wnarrowing -Wno-missing-field-initializers -Wno-unknown-pragmas -Wno-unused-parameter -Wno-strict-overflow -Wno-strict-aliasing -Wno-stringop-overflow -Wsuggest-override -Wno-psabi -Wno-error=old-style-cast -faligned-new -Wno-maybe-uninitialized -fno-math-errno -fno-trapping-math -Werror=format -Wno-dangling-reference -Wno-error=dangling-reference -Wno-stringop-overflow, LAPACK_INFO=mkl, PERF_WITH_AVX=1, PERF_WITH_AVX2=1, TORCH_VERSION=2.13.0, USE_CUDA=1, USE_CUDNN=ON, USE_CUSPARSELT=1, USE_GFLAGS=OFF, USE_GLOG=OFF, USE_GLOO=ON, USE_MKL=ON, USE_MKLDNN=ON, USE_MPI=OFF, USE_NCCL=ON, USE_NNPACK=ON, USE_OPENMP=ON, USE_ROCM=OFF, USE_ROCM_KERNEL_ASSERT=OFF, USE_XCCL=OFF, USE_XPU=OFF, \n"
|
| 280 |
+
}
|
| 281 |
+
}
|