Add superseded/exploratory TinyLoRA results
#14
by Sergasgr - opened
- imagegen/tinylora--flux2-klein-default--r2-u64-lr1e-4.json +254 -0
- imagegen/tinylora--flux2-klein-default-r2-u13-tied-lr1e-4.json +254 -0
- imagegen/tinylora--flux2-klein-default-r2-u64-lr1e-2.json +254 -0
- imagegen/tinylora--flux2-klein-default-r2-u64-lr1e-3.json +254 -0
- imagegen/tinylora--flux2-klein-default-r8-u64-lr1e-4.json +254 -0
imagegen/tinylora--flux2-klein-default--r2-u64-lr1e-4.json
ADDED
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@@ -0,0 +1,254 @@
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| 1 |
+
{
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| 2 |
+
"run_info": {
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| 3 |
+
"created_at": "2026-09-29T21:39:47+00:00",
|
| 4 |
+
"total_time": 1207.86714794,
|
| 5 |
+
"experiment_name": "tinylora/flux2-klein-default",
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| 6 |
+
"peft_branch": "fix-loha-lokr-lntuning-test-bugs",
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| 7 |
+
"peft_worktree_is_dirty": false,
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| 8 |
+
"train_config": {
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| 9 |
+
"model_id": "black-forest-labs/FLUX.2-klein-base-4B",
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| 10 |
+
"dataset_id": "peft-internal-testing/cat-image-dataset",
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| 11 |
+
"dataset_split": "train",
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| 12 |
+
"dtype": "bfloat16",
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| 13 |
+
"resolution": 512,
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| 14 |
+
"batch_size": 2,
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| 15 |
+
"batch_size_eval": 1,
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| 16 |
+
"repeats": 1000,
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| 17 |
+
"max_steps": 750,
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| 18 |
+
"eval_steps": 100,
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| 19 |
+
"compile": false,
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| 20 |
+
"use_gc": true,
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| 21 |
+
"seed": 0,
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| 22 |
+
"grad_norm_clip": 1.0,
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| 23 |
+
"optimizer_type": "AdamW",
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| 24 |
+
"optimizer_kwargs": {
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| 25 |
+
"lr": 0.0001,
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| 26 |
+
"weight_decay": 0.0001
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| 27 |
+
},
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| 28 |
+
"lr_scheduler": null,
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| 29 |
+
"use_amp": false,
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| 30 |
+
"autocast_adapter_dtype": true,
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| 31 |
+
"instance_prompts": [
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| 32 |
+
"sks cat sitting on a chair in front of a box of chocolates",
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| 33 |
+
"sks cat playing on the Steam Deck",
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| 34 |
+
"sks cat wearing a necklace while sitting in a box on a sofa",
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| 35 |
+
"a box with four donuts in front of sks cat",
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| 36 |
+
"sks cat wearing a pink veil with flowers on it and a dagger made out of yellow cardboard",
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| 37 |
+
"sks cat between two pillows, with one pillow showing a polar bear and the other a fox",
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| 38 |
+
"sks cat with an espresso reading the newspaper",
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| 39 |
+
"a close up of a hand petting sks cat on the head",
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| 40 |
+
"sks cat opens a white door",
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| 41 |
+
"sks cat with a VIP \"all access\" pass",
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| 42 |
+
"sks cat in front of a monitor showing the video game \"RimWorld\"",
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| 43 |
+
"sks cat reads a newspaper about cannabis",
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| 44 |
+
"sks cat reading the newspaper with the title \"DIE BOX\"",
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| 45 |
+
"sks cat being fed sushi",
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| 46 |
+
"sks cat in front of a box of tomatoes",
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| 47 |
+
"a gingerbread house in front of sks cat",
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| 48 |
+
"sks cat is wearing a Wednesday Addams costume",
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| 49 |
+
"sks cat looks skeptical as he reads a magazine depicting a black cat",
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| 50 |
+
"sks cat wearing a striped scarf",
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| 51 |
+
"sleepy sks cat lying in bed covered by a blue blanket"
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| 52 |
+
],
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| 53 |
+
"image_column": "image",
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| 54 |
+
"valid_size": 2,
|
| 55 |
+
"test_size": 4,
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| 56 |
+
"num_inference_steps": 20,
|
| 57 |
+
"guidance_scale": 3.5,
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| 58 |
+
"max_sequence_length": 512,
|
| 59 |
+
"text_encoder_out_layers": [
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| 60 |
+
10,
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| 61 |
+
20,
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| 62 |
+
30
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| 63 |
+
],
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| 64 |
+
"weighting_scheme": "none",
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| 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",
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| 72 |
+
"a color drawing of sks cat",
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| 73 |
+
"sks cat at the beach",
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| 74 |
+
"a photo of sks dog",
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| 75 |
+
"a photo of an orange cat"
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| 76 |
+
],
|
| 77 |
+
"drift_image_prompts": [
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| 78 |
+
"a photo of cat",
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| 79 |
+
"a color drawing of cat",
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| 80 |
+
"cat sitting in a bathtub",
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| 81 |
+
"cat looks into a mirror",
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| 82 |
+
"a photo of cat next to a tree",
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| 83 |
+
"the Mona Lisa but she looks angry",
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| 84 |
+
"a dog holding a sign that says hello world",
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| 85 |
+
"a photo of the Eiffel tower at night",
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| 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": "TINYLORA",
|
| 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": 2,
|
| 99 |
+
"u": 64,
|
| 100 |
+
"weight_tying": 0.0,
|
| 101 |
+
"projection_seed": 42,
|
| 102 |
+
"save_projection": true,
|
| 103 |
+
"init_v_bound": 0.02,
|
| 104 |
+
"target_modules": [
|
| 105 |
+
"to_q",
|
| 106 |
+
"add_k_proj",
|
| 107 |
+
"to_out.0",
|
| 108 |
+
"to_add_out",
|
| 109 |
+
"linear_in",
|
| 110 |
+
"add_q_proj",
|
| 111 |
+
"add_v_proj",
|
| 112 |
+
"to_qkv_mlp_proj",
|
| 113 |
+
"to_k",
|
| 114 |
+
"linear_out",
|
| 115 |
+
"to_v"
|
| 116 |
+
],
|
| 117 |
+
"tinylora_dropout": 0.0,
|
| 118 |
+
"fan_in_fan_out": false,
|
| 119 |
+
"bias": "none",
|
| 120 |
+
"modules_to_save": null,
|
| 121 |
+
"init_weights": true,
|
| 122 |
+
"layers_to_transform": null,
|
| 123 |
+
"layers_pattern": null
|
| 124 |
+
},
|
| 125 |
+
"error_msg": ""
|
| 126 |
+
},
|
| 127 |
+
"train_info": {
|
| 128 |
+
"accelerator_memory_reserved_avg": 10012452367,
|
| 129 |
+
"accelerator_memory_max": 10015997952,
|
| 130 |
+
"accelerator_memory_reserved_99th": 10015997952,
|
| 131 |
+
"train_time": 1020.4155520380004,
|
| 132 |
+
"file_size": 9726648,
|
| 133 |
+
"num_trainable_params": 5120,
|
| 134 |
+
"num_total_params": 3875549696,
|
| 135 |
+
"status": "success",
|
| 136 |
+
"metrics": [
|
| 137 |
+
{
|
| 138 |
+
"step": 100,
|
| 139 |
+
"valid dino_similarity": 0.2900758683681488,
|
| 140 |
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"train loss": 0.7630403637886047,
|
| 141 |
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"train samples": 200,
|
| 142 |
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"train time": 107.01123964100043,
|
| 143 |
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"eval time": 13.649788168999976,
|
| 144 |
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"mem allocated avg": 8306181376.0,
|
| 145 |
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"mem reserved avg": 9989972295.68,
|
| 146 |
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"elapsed time": 133.383126555
|
| 147 |
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},
|
| 148 |
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{
|
| 149 |
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"step": 200,
|
| 150 |
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"valid dino_similarity": 0.3169853687286377,
|
| 151 |
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"train loss": 0.7804366946220398,
|
| 152 |
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"train samples": 400,
|
| 153 |
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"train time": 107.16058794900027,
|
| 154 |
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|
| 155 |
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|
| 156 |
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|
| 157 |
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"elapsed time": 254.1513835359999
|
| 158 |
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|
| 159 |
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{
|
| 160 |
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"step": 300,
|
| 161 |
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"valid dino_similarity": 0.2938070297241211,
|
| 162 |
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|
| 163 |
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"train samples": 600,
|
| 164 |
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|
| 165 |
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| 166 |
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| 167 |
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| 168 |
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"elapsed time": 375.05089244199996
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| 169 |
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| 170 |
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| 171 |
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|
| 172 |
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"valid dino_similarity": 0.287616491317749,
|
| 173 |
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"train loss": 0.7708707451820374,
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| 174 |
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"train samples": 800,
|
| 175 |
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| 176 |
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| 179 |
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| 180 |
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| 181 |
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| 182 |
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|
| 183 |
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|
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|
| 213 |
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|
| 214 |
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{
|
| 215 |
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|
| 216 |
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|
| 217 |
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|
| 218 |
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"train loss": 0.7841091156005859,
|
| 219 |
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"train samples": 1500
|
| 220 |
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}
|
| 221 |
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]
|
| 222 |
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},
|
| 223 |
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"meta_info": {
|
| 224 |
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"model_info": {
|
| 225 |
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"sha": "a3b4f4849157f664bdbc776fd7453c2783562f4d",
|
| 226 |
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"created_at": "2026-01-14T13:42:28+00:00"
|
| 227 |
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},
|
| 228 |
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"dataset_info": {
|
| 229 |
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"sha": "37df3244ae3aa36e85178b6cf946338137fc3068",
|
| 230 |
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"created_at": "2026-03-09T15:31:26+00:00"
|
| 231 |
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},
|
| 232 |
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"package_info": {
|
| 233 |
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"transformers-version": "5.16.0",
|
| 234 |
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|
| 235 |
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"peft-version": "0.21.1.dev0",
|
| 236 |
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"peft-commit-hash": "75698d13c5ffc6f8543775bdcc237ec548c03a72",
|
| 237 |
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"datasets-version": "5.0.1",
|
| 238 |
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"datasets-commit-hash": null,
|
| 239 |
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"diffusers-version": "0.40.0",
|
| 240 |
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"diffusers-commit-hash": null,
|
| 241 |
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"torch-version": "2.13.0+cu130",
|
| 242 |
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"torch-commit-hash": null
|
| 243 |
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},
|
| 244 |
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"system_info": {
|
| 245 |
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"system": "Linux",
|
| 246 |
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"release": "7.0.0-34-generic",
|
| 247 |
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"version": "#34~24.04.1-Ubuntu SMP PREEMPT_DYNAMIC Fri Sep 4 15:38:29 UTC 2",
|
| 248 |
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"machine": "x86_64",
|
| 249 |
+
"processor": "x86_64",
|
| 250 |
+
"accelerator": "NVIDIA GeForce RTX 5070 Ti"
|
| 251 |
+
},
|
| 252 |
+
"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"
|
| 253 |
+
}
|
| 254 |
+
}
|
imagegen/tinylora--flux2-klein-default-r2-u13-tied-lr1e-4.json
ADDED
|
@@ -0,0 +1,254 @@
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|
| 1 |
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{
|
| 2 |
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"run_info": {
|
| 3 |
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"created_at": "2026-09-30T11:13:21+00:00",
|
| 4 |
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| 5 |
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| 6 |
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"peft_branch": "fix-loha-lokr-lntuning-test-bugs",
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| 7 |
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| 8 |
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|
| 9 |
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| 10 |
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|
| 11 |
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| 12 |
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|
| 13 |
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| 14 |
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| 16 |
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| 17 |
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| 18 |
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|
| 19 |
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| 20 |
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|
| 21 |
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| 22 |
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| 23 |
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| 24 |
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|
| 25 |
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|
| 26 |
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|
| 27 |
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},
|
| 28 |
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"lr_scheduler": null,
|
| 29 |
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"use_amp": false,
|
| 30 |
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"autocast_adapter_dtype": true,
|
| 31 |
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"instance_prompts": [
|
| 32 |
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"sks cat sitting on a chair in front of a box of chocolates",
|
| 33 |
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|
| 34 |
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"sks cat wearing a necklace while sitting in a box on a sofa",
|
| 35 |
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|
| 36 |
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|
| 37 |
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|
| 38 |
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|
| 39 |
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"a close up of a hand petting sks cat on the head",
|
| 40 |
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|
| 41 |
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"sks cat with a VIP \"all access\" pass",
|
| 42 |
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"sks cat in front of a monitor showing the video game \"RimWorld\"",
|
| 43 |
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|
| 44 |
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"sks cat reading the newspaper with the title \"DIE BOX\"",
|
| 45 |
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"sks cat being fed sushi",
|
| 46 |
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"sks cat in front of a box of tomatoes",
|
| 47 |
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|
| 48 |
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"sks cat is wearing a Wednesday Addams costume",
|
| 49 |
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"sks cat looks skeptical as he reads a magazine depicting a black cat",
|
| 50 |
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"sks cat wearing a striped scarf",
|
| 51 |
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"sleepy sks cat lying in bed covered by a blue blanket"
|
| 52 |
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],
|
| 53 |
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"image_column": "image",
|
| 54 |
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"valid_size": 2,
|
| 55 |
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|
| 56 |
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| 57 |
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|
| 58 |
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|
| 59 |
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"text_encoder_out_layers": [
|
| 60 |
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|
| 61 |
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20,
|
| 62 |
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30
|
| 63 |
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],
|
| 64 |
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"weighting_scheme": "none",
|
| 65 |
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| 66 |
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| 67 |
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| 68 |
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"dino_model_id": "facebook/dinov2-base",
|
| 69 |
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|
| 70 |
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|
| 71 |
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|
| 72 |
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"a color drawing of sks cat",
|
| 73 |
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"sks cat at the beach",
|
| 74 |
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"a photo of sks dog",
|
| 75 |
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|
| 76 |
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],
|
| 77 |
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|
| 78 |
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| 79 |
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| 80 |
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| 81 |
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| 82 |
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| 83 |
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|
| 84 |
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|
| 85 |
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|
| 86 |
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|
| 87 |
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| 88 |
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]
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| 89 |
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},
|
| 90 |
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| 91 |
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| 92 |
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| 93 |
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| 95 |
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| 97 |
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| 98 |
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"r": 2,
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| 99 |
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| 100 |
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| 101 |
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| 102 |
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| 103 |
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| 104 |
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| 105 |
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| 106 |
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| 107 |
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| 108 |
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| 109 |
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| 110 |
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| 111 |
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| 112 |
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| 113 |
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| 114 |
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| 115 |
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| 116 |
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],
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| 117 |
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| 119 |
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| 125 |
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| 126 |
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| 231 |
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"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"
|
| 253 |
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}
|
| 254 |
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}
|
imagegen/tinylora--flux2-klein-default-r2-u64-lr1e-2.json
ADDED
|
@@ -0,0 +1,254 @@
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|
| 1 |
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{
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| 2 |
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| 31 |
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|
| 32 |
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| 33 |
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| 34 |
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| 35 |
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| 39 |
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| 42 |
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| 43 |
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| 44 |
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| 48 |
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| 49 |
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|
| 50 |
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| 52 |
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],
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| 70 |
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| 72 |
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| 74 |
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| 253 |
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}
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| 254 |
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}
|
imagegen/tinylora--flux2-klein-default-r2-u64-lr1e-3.json
ADDED
|
@@ -0,0 +1,254 @@
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| 1 |
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{
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|
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| 33 |
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imagegen/tinylora--flux2-klein-default-r8-u64-lr1e-4.json
ADDED
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@@ -0,0 +1,254 @@
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| 1 |
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