Add superseded/exploratory BEFT and HiRA results
#7
by Sergasgr - opened
imagegen/beft--flux2-klein-default-original.json
ADDED
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@@ -0,0 +1,243 @@
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| 1 |
+
{
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| 2 |
+
"run_info": {
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| 3 |
+
"created_at": "2026-08-25T17:27:12+00:00",
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| 4 |
+
"total_time": 1291.617277036,
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| 5 |
+
"experiment_name": "beft/flux2-klein-default",
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| 6 |
+
"peft_branch": "main",
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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 |
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"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 |
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"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,
|
| 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,
|
| 56 |
+
"num_inference_steps": 20,
|
| 57 |
+
"guidance_scale": 3.5,
|
| 58 |
+
"max_sequence_length": 512,
|
| 59 |
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"text_encoder_out_layers": [
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| 60 |
+
10,
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| 61 |
+
20,
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| 62 |
+
30
|
| 63 |
+
],
|
| 64 |
+
"weighting_scheme": "none",
|
| 65 |
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"logit_mean": 0.0,
|
| 66 |
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"logit_std": 1.0,
|
| 67 |
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"mode_scale": 1.29,
|
| 68 |
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"dino_model_id": "facebook/dinov2-base",
|
| 69 |
+
"dino_image_size": 224,
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| 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",
|
| 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": "BEFT",
|
| 93 |
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"auto_mapping": null,
|
| 94 |
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"peft_version": "0.20.1.dev0@UNKNOWN",
|
| 95 |
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"base_model_name_or_path": null,
|
| 96 |
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"revision": null,
|
| 97 |
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"inference_mode": false,
|
| 98 |
+
"target_modules": [
|
| 99 |
+
"add_v_proj",
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| 100 |
+
"add_q_proj",
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| 101 |
+
"to_out.0",
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| 102 |
+
"to_v",
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| 103 |
+
"add_k_proj",
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| 104 |
+
"to_qkv_mlp_proj",
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| 105 |
+
"to_add_out",
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| 106 |
+
"linear_in",
|
| 107 |
+
"linear_out",
|
| 108 |
+
"to_q",
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| 109 |
+
"to_k"
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| 110 |
+
],
|
| 111 |
+
"modules_to_save": null,
|
| 112 |
+
"init_weights": true
|
| 113 |
+
},
|
| 114 |
+
"error_msg": ""
|
| 115 |
+
},
|
| 116 |
+
"train_info": {
|
| 117 |
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"accelerator_memory_reserved_avg": 9808709855,
|
| 118 |
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"accelerator_memory_max": 9917431808,
|
| 119 |
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"accelerator_memory_reserved_99th": 9917431808,
|
| 120 |
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"train_time": 989.8287125469988,
|
| 121 |
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"file_size": 3574312,
|
| 122 |
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"num_trainable_params": 890880,
|
| 123 |
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"num_total_params": 3876435456,
|
| 124 |
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"status": "success",
|
| 125 |
+
"metrics": [
|
| 126 |
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{
|
| 127 |
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"step": 100,
|
| 128 |
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"valid dino_similarity": 0.28631722927093506,
|
| 129 |
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"train loss": 0.7756896615028381,
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| 130 |
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"train samples": 200,
|
| 131 |
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"train time": 101.27360424199651,
|
| 132 |
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"eval time": 12.660498277999977,
|
| 133 |
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"mem allocated avg": 8310605056.0,
|
| 134 |
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"mem reserved avg": 9917096263.68,
|
| 135 |
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"elapsed time": 139.87351126700014
|
| 136 |
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},
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| 137 |
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{
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| 138 |
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"step": 200,
|
| 139 |
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"valid dino_similarity": 0.37159696221351624,
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| 140 |
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| 141 |
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"train samples": 400,
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| 142 |
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| 143 |
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| 144 |
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| 146 |
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| 147 |
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| 148 |
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| 149 |
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| 150 |
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| 151 |
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| 158 |
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| 159 |
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| 160 |
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| 161 |
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| 180 |
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| 203 |
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| 204 |
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|
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|
| 206 |
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|
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"train samples": 1500
|
| 209 |
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}
|
| 210 |
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]
|
| 211 |
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},
|
| 212 |
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"meta_info": {
|
| 213 |
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"model_info": {
|
| 214 |
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"sha": "a3b4f4849157f664bdbc776fd7453c2783562f4d",
|
| 215 |
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"created_at": "2026-01-14T13:42:28+00:00"
|
| 216 |
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},
|
| 217 |
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"dataset_info": {
|
| 218 |
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"sha": "37df3244ae3aa36e85178b6cf946338137fc3068",
|
| 219 |
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"created_at": "2026-03-09T15:31:26+00:00"
|
| 220 |
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},
|
| 221 |
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"package_info": {
|
| 222 |
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"transformers-version": "5.15.1",
|
| 223 |
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|
| 224 |
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"peft-version": "0.20.1.dev0",
|
| 225 |
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"peft-commit-hash": "5d602fdbff04c33c1c4de55cda9d4ae1d7cb7e40",
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| 226 |
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"datasets-version": "5.0.1",
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| 227 |
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"datasets-commit-hash": null,
|
| 228 |
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"diffusers-version": "0.40.0",
|
| 229 |
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"diffusers-commit-hash": null,
|
| 230 |
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"torch-version": "2.13.0+cu130",
|
| 231 |
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"torch-commit-hash": null
|
| 232 |
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},
|
| 233 |
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"system_info": {
|
| 234 |
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"system": "Linux",
|
| 235 |
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"release": "7.0.0-30-generic",
|
| 236 |
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"version": "#30~24.04.1-Ubuntu SMP PREEMPT_DYNAMIC Fri Aug 7 13:27:52 UTC 2",
|
| 237 |
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"machine": "x86_64",
|
| 238 |
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"processor": "x86_64",
|
| 239 |
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"accelerator": "NVIDIA GeForce RTX 5070 Ti"
|
| 240 |
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},
|
| 241 |
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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"
|
| 242 |
+
}
|
| 243 |
+
}
|
imagegen/hira--flux2-klein-default-lr1e-4.json
ADDED
|
@@ -0,0 +1,250 @@
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|
| 1 |
+
{
|
| 2 |
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"run_info": {
|
| 3 |
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"created_at": "2026-08-30T14:32:40+00:00",
|
| 4 |
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| 5 |
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| 6 |
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| 7 |
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"peft_worktree_is_dirty": true,
|
| 8 |
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"train_config": {
|
| 9 |
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"model_id": "black-forest-labs/FLUX.2-klein-base-4B",
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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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| 15 |
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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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"seed": 0,
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| 22 |
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| 23 |
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"optimizer_type": "AdamW",
|
| 24 |
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|
| 25 |
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"lr": 0.0001,
|
| 26 |
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"weight_decay": 0.0001
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| 27 |
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},
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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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"sks cat playing on the Steam Deck",
|
| 34 |
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"sks cat wearing a necklace while sitting in a box on a sofa",
|
| 35 |
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"a box with four donuts in front of sks cat",
|
| 36 |
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"sks cat wearing a pink veil with flowers on it and a dagger made out of yellow cardboard",
|
| 37 |
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"sks cat between two pillows, with one pillow showing a polar bear and the other a fox",
|
| 38 |
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"sks cat with an espresso reading the newspaper",
|
| 39 |
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"a close up of a hand petting sks cat on the head",
|
| 40 |
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"sks cat opens a white door",
|
| 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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"sks cat reads a newspaper about cannabis",
|
| 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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"a gingerbread house in front of sks cat",
|
| 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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"test_size": 4,
|
| 56 |
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"num_inference_steps": 20,
|
| 57 |
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"guidance_scale": 3.5,
|
| 58 |
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"max_sequence_length": 512,
|
| 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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"logit_mean": 0.0,
|
| 66 |
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| 67 |
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"mode_scale": 1.29,
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| 68 |
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"dino_model_id": "facebook/dinov2-base",
|
| 69 |
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"dino_image_size": 224,
|
| 70 |
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"sample_image_prompts": [
|
| 71 |
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"a photo of sks cat",
|
| 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",
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| 75 |
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| 76 |
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],
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| 77 |
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|
| 78 |
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"a photo of cat",
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| 79 |
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"a color drawing of cat",
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| 80 |
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"cat sitting in a bathtub",
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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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"an astronaut riding a horse",
|
| 87 |
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"3d design concept of a chair that looks like an avocado"
|
| 88 |
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]
|
| 89 |
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},
|
| 90 |
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|
| 91 |
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"task_type": null,
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| 92 |
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|
| 93 |
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| 94 |
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| 95 |
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| 96 |
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| 97 |
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| 98 |
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"r": 32,
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| 99 |
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| 100 |
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"to_v",
|
| 101 |
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"to_out.0",
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| 102 |
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"to_k",
|
| 103 |
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"to_add_out",
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| 104 |
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"linear_out",
|
| 105 |
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"linear_in",
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| 106 |
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"to_q",
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| 107 |
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"to_qkv_mlp_proj",
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| 108 |
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"add_k_proj",
|
| 109 |
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"add_q_proj",
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| 110 |
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"add_v_proj"
|
| 111 |
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],
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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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| 117 |
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| 118 |
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| 119 |
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| 120 |
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| 121 |
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| 122 |
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| 123 |
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| 132 |
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| 227 |
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|
| 249 |
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}
|
| 250 |
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}
|
imagegen/hira--flux2-klein-lr-tuned-1.53e-4.json
ADDED
|
@@ -0,0 +1,250 @@
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|
| 1 |
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{
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| 2 |
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| 3 |
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| 24 |
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},
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"autocast_adapter_dtype": true,
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| 31 |
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"instance_prompts": [
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| 32 |
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"sks cat sitting on a chair in front of a box of chocolates",
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| 33 |
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"sks cat playing on the Steam Deck",
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| 34 |
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"sks cat wearing a necklace while sitting in a box on a sofa",
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| 35 |
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| 39 |
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| 40 |
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| 41 |
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| 42 |
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| 44 |
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| 45 |
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| 48 |
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| 49 |
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| 50 |
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"sks cat wearing a striped scarf",
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| 52 |
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],
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| 53 |
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"image_column": "image",
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| 71 |
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"a photo of sks cat",
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| 72 |
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