Add exploratory AdaMSS use_asa=True results (final_warmup=600 and final_warmup=1000)

#9
by Sergasgr - opened
imagegen/adamss--flux2-klein-default-asa-fw1000.json ADDED
@@ -0,0 +1,259 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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+ {
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+ "run_info": {
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+ "created_at": "2026-09-04T11:34:55+00:00",
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+ "total_time": 1331.9020854530027,
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+ "experiment_name": "adamss/flux2-klein-default-asa-fw1000",
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+ "peft_branch": "update-beft-target-modules",
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+ "peft_worktree_is_dirty": false,
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+ "train_config": {
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+ "model_id": "black-forest-labs/FLUX.2-klein-base-4B",
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+ "dataset_id": "peft-internal-testing/cat-image-dataset",
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+ "dataset_split": "train",
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+ "dtype": "bfloat16",
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+ "resolution": 512,
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+ "batch_size": 2,
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+ "batch_size_eval": 1,
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+ "repeats": 1000,
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+ "max_steps": 750,
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+ "eval_steps": 100,
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+ "compile": false,
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+ "use_gc": true,
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+ "seed": 0,
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+ "grad_norm_clip": 1.0,
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+ "optimizer_type": "AdamW",
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+ "optimizer_kwargs": {
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+ "lr": 0.0001,
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+ "weight_decay": 0.0001
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+ },
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+ "lr_scheduler": null,
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+ "use_amp": false,
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+ "autocast_adapter_dtype": true,
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+ "instance_prompts": [
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+ "sks cat sitting on a chair in front of a box of chocolates",
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+ "sks cat playing on the Steam Deck",
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+ "sks cat wearing a necklace while sitting in a box on a sofa",
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+ "a box with four donuts in front of sks cat",
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+ "sks cat wearing a pink veil with flowers on it and a dagger made out of yellow cardboard",
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+ "sks cat between two pillows, with one pillow showing a polar bear and the other a fox",
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+ "sks cat with an espresso reading the newspaper",
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+ "a close up of a hand petting sks cat on the head",
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+ "sks cat opens a white door",
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+ "sks cat with a VIP \"all access\" pass",
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+ "sks cat in front of a monitor showing the video game \"RimWorld\"",
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+ "sks cat reads a newspaper about cannabis",
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+ "sks cat reading the newspaper with the title \"DIE BOX\"",
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+ "sks cat being fed sushi",
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+ "sks cat in front of a box of tomatoes",
47
+ "a gingerbread house in front of sks cat",
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+ "sks cat is wearing a Wednesday Addams costume",
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+ "sks cat looks skeptical as he reads a magazine depicting a black cat",
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+ "sks cat wearing a striped scarf",
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+ "sleepy sks cat lying in bed covered by a blue blanket"
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+ ],
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+ "image_column": "image",
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+ "valid_size": 2,
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+ "test_size": 4,
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+ "num_inference_steps": 20,
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+ "guidance_scale": 3.5,
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+ "max_sequence_length": 512,
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+ "text_encoder_out_layers": [
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+ 10,
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+ 20,
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+ 30
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+ ],
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+ "weighting_scheme": "none",
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+ "logit_mean": 0.0,
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+ "logit_std": 1.0,
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+ "mode_scale": 1.29,
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+ "dino_model_id": "facebook/dinov2-base",
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+ "dino_image_size": 224,
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+ "sample_image_prompts": [
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+ "a photo of sks cat",
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+ "a color drawing of sks cat",
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+ "sks cat at the beach",
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+ "a photo of sks dog",
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+ "a photo of an orange cat"
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+ ],
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+ "drift_image_prompts": [
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+ "a photo of cat",
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+ "a color drawing of cat",
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+ "cat sitting in a bathtub",
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+ "cat looks into a mirror",
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+ "a photo of cat next to a tree",
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+ "the Mona Lisa but she looks angry",
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+ "a dog holding a sign that says hello world",
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+ "a photo of the Eiffel tower at night",
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+ "an astronaut riding a horse",
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+ "3d design concept of a chair that looks like an avocado"
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+ ]
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+ },
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+ "peft_config": {
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+ "task_type": null,
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+ "peft_type": "ADAMSS",
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+ "auto_mapping": null,
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+ "peft_version": "0.20.1.dev0@UNKNOWN",
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+ "base_model_name_or_path": null,
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+ "revision": null,
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+ "inference_mode": false,
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+ "r": 100,
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+ "num_subspaces": 10,
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+ "subspace_rank": 3,
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+ "target_modules": [
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+ "to_q",
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+ "linear_in",
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+ "to_out.0",
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+ "add_q_proj",
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+ "to_v",
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+ "to_k",
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+ "add_k_proj",
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+ "linear_out",
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+ "to_add_out",
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+ "to_qkv_mlp_proj",
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+ "add_v_proj"
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+ ],
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+ "init_weights": "orthogonal",
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+ "modules_to_save": null,
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+ "layers_to_transform": null,
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+ "layers_pattern": null,
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+ "use_asa": true,
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+ "asa_target_subspaces": 50,
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+ "init_warmup": 50,
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+ "final_warmup": 1000,
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+ "mask_interval": 100,
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+ "asa_importance_beta": 0.85,
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+ "asa_uncertainty_beta": 0.85,
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+ "asa_schedule_exponent": 3.0,
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+ "use_dynamic_rank": false,
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+ "svd_threshold": 0.1,
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+ "random_seed": 0
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+ },
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+ "error_msg": ""
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+ },
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+ "train_info": {
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+ "accelerator_memory_reserved_avg": 10079466160,
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+ "accelerator_memory_max": 10211033088,
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+ "accelerator_memory_reserved_99th": 10211033088,
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+ "train_time": 1202.7792067730115,
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+ "file_size": 134729904,
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+ "num_trainable_params": 2905054,
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+ "num_total_params": 3878449630,
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+ "status": "success",
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+ "metrics": [
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+ "step": 100,
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+ "valid dino_similarity": 0.493701696395874,
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+ "train loss": 0.7601029872894287,
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+ "train samples": 200,
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+ "mem allocated avg": 8529590860.8,
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+ {
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+ "step": 750,
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+ "test dino_similarity": 0.6784045298894247,
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+ },
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+ "meta_info": {
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+ "model_info": {
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+ "sha": "a3b4f4849157f664bdbc776fd7453c2783562f4d",
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+ "created_at": "2026-01-14T13:42:28+00:00"
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+ },
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+ "dataset_info": {
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+ "sha": "37df3244ae3aa36e85178b6cf946338137fc3068",
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+ "created_at": "2026-03-09T15:31:26+00:00"
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+ },
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+ "package_info": {
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+ "transformers-version": "5.16.0",
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+ "transformers-commit-hash": null,
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+ "peft-version": "0.20.1.dev0",
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+ "peft-commit-hash": "9b9c9b2434add56161aa20cea5b19ec623b9377e",
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+ "datasets-version": "5.0.1",
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+ "datasets-commit-hash": null,
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+ "diffusers-version": "0.40.0",
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+ "torch-version": "2.13.0+cu130",
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+ "torch-commit-hash": null
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+ },
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+ "system_info": {
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+ "system": "Linux",
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+ "release": "7.0.0-30-generic",
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+ "version": "#30~24.04.1-Ubuntu SMP PREEMPT_DYNAMIC Fri Aug 7 13:27:52 UTC 2",
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+ "machine": "x86_64",
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+ "processor": "x86_64",
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+ "accelerator": "NVIDIA GeForce RTX 5070 Ti"
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+ },
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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"
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+ }
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+ }
imagegen/adamss--flux2-klein-default-asa-fw600.json ADDED
@@ -0,0 +1,259 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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+ {
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+ "run_info": {
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+ "created_at": "2026-09-04T11:06:58+00:00",
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+ "total_time": 1318.4292299009976,
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+ "experiment_name": "adamss/flux2-klein-default-asa",
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+ "peft_branch": "update-beft-target-modules",
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+ "peft_worktree_is_dirty": false,
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+ "train_config": {
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+ "model_id": "black-forest-labs/FLUX.2-klein-base-4B",
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+ "dataset_id": "peft-internal-testing/cat-image-dataset",
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+ "dataset_split": "train",
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+ "dtype": "bfloat16",
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+ "resolution": 512,
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+ "batch_size": 2,
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+ "batch_size_eval": 1,
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+ "repeats": 1000,
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+ "max_steps": 750,
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+ "eval_steps": 100,
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+ "compile": false,
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+ "use_gc": true,
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+ "seed": 0,
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+ "grad_norm_clip": 1.0,
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+ "optimizer_type": "AdamW",
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+ "optimizer_kwargs": {
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+ "lr": 0.0001,
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+ "weight_decay": 0.0001
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+ },
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+ "lr_scheduler": null,
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+ "use_amp": false,
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+ "autocast_adapter_dtype": true,
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+ "instance_prompts": [
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+ "sks cat sitting on a chair in front of a box of chocolates",
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+ "sks cat playing on the Steam Deck",
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+ "sks cat wearing a necklace while sitting in a box on a sofa",
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+ "a box with four donuts in front of sks cat",
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+ "sks cat wearing a pink veil with flowers on it and a dagger made out of yellow cardboard",
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+ "sks cat between two pillows, with one pillow showing a polar bear and the other a fox",
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+ "sks cat with an espresso reading the newspaper",
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+ "a close up of a hand petting sks cat on the head",
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+ "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\"",
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+ "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",
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+ "sks cat looks skeptical as he reads a magazine depicting a black cat",
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+ "sks cat wearing a striped scarf",
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+ "sleepy sks cat lying in bed covered by a blue blanket"
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+ ],
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+ "image_column": "image",
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+ "valid_size": 2,
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+ "test_size": 4,
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+ "num_inference_steps": 20,
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+ "guidance_scale": 3.5,
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+ "max_sequence_length": 512,
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+ "text_encoder_out_layers": [
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+ 10,
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+ 20,
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+ 30
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+ ],
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+ "weighting_scheme": "none",
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+ "logit_mean": 0.0,
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+ "logit_std": 1.0,
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+ "mode_scale": 1.29,
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+ "dino_model_id": "facebook/dinov2-base",
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+ "dino_image_size": 224,
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+ "sample_image_prompts": [
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+ "a photo of sks cat",
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+ "a color drawing of sks cat",
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+ "sks cat at the beach",
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+ "a photo of sks dog",
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+ "a photo of an orange cat"
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+ ],
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+ "drift_image_prompts": [
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+ "a photo of cat",
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+ "a color drawing of cat",
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+ "cat sitting in a bathtub",
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+ "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",
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+ "a photo of the Eiffel tower at night",
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+ "an astronaut riding a horse",
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+ "3d design concept of a chair that looks like an avocado"
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+ ]
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+ },
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+ "peft_config": {
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+ "task_type": null,
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+ "peft_type": "ADAMSS",
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+ "auto_mapping": null,
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+ "peft_version": "0.20.1.dev0@UNKNOWN",
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+ "base_model_name_or_path": null,
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+ "revision": null,
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+ "inference_mode": false,
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+ "r": 100,
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+ "num_subspaces": 10,
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+ "subspace_rank": 3,
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+ "target_modules": [
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+ "to_k",
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+ "to_v",
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+ "linear_in",
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+ "to_add_out",
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+ "to_q",
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+ "linear_out",
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+ "to_out.0",
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+ "to_qkv_mlp_proj",
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+ "add_v_proj",
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+ "add_k_proj",
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+ "add_q_proj"
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+ ],
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+ "init_weights": "orthogonal",
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+ "modules_to_save": null,
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+ "layers_to_transform": null,
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+ "layers_pattern": null,
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+ "use_asa": true,
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+ "asa_target_subspaces": 50,
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+ "init_warmup": 50,
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+ "final_warmup": 600,
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+ "mask_interval": 100,
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+ "asa_importance_beta": 0.85,
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+ "asa_uncertainty_beta": 0.85,
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+ "asa_schedule_exponent": 3.0,
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+ "use_dynamic_rank": false,
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+ "svd_threshold": 0.1,
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+ "random_seed": 0
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+ },
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+ "error_msg": ""
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+ },
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+ "train_info": {
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+ "accelerator_memory_reserved_avg": 10077078203,
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+ "accelerator_memory_max": 10211033088,
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+ "accelerator_memory_reserved_99th": 10211033088,
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+ "train_time": 1184.6238291599875,
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+ "file_size": 134729904,
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+ "num_trainable_params": 2905054,
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+ "num_total_params": 3878449630,
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+ "status": "success",
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+ "metrics": [
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+ {
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+ "step": 100,
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+ "valid dino_similarity": 0.49410736560821533,
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+ "train loss": 0.7601852416992188,
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+ "train samples": 200,
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