Add superseded/exploratory UniLoRA results

imagegen/unilora--flux2-klein-default-r=32-theta_d=500_000.json

@@ -0,0 +1,253 @@
+{
+  "run_info": {
+    "created_at": "2026-09-13T20:33:25+00:00",
+    "total_time": 1190.0579970149993,
+    "experiment_name": "unilora/flux2-klein-default",
+    "peft_branch": "update-beft-target-modules",
+    "peft_worktree_is_dirty": false,
+    "train_config": {
+      "model_id": "black-forest-labs/FLUX.2-klein-base-4B",
+      "dataset_id": "peft-internal-testing/cat-image-dataset",
+      "dataset_split": "train",
+      "dtype": "bfloat16",
+      "resolution": 512,
+      "batch_size": 2,
+      "batch_size_eval": 1,
+      "repeats": 1000,
+      "max_steps": 750,
+      "eval_steps": 100,
+      "compile": false,
+      "use_gc": true,
+      "seed": 0,
+      "grad_norm_clip": 1.0,
+      "optimizer_type": "AdamW",
+      "optimizer_kwargs": {
+        "lr": 0.0001,
+        "weight_decay": 0.0001
+      },
+      "lr_scheduler": null,
+      "use_amp": false,
+      "autocast_adapter_dtype": true,
+      "instance_prompts": [
+        "sks cat sitting on a chair in front of a box of chocolates",
+        "sks cat playing on the Steam Deck",
+        "sks cat wearing a necklace while sitting in a box on a sofa",
+        "a box with four donuts in front of sks cat",
+        "sks cat wearing a pink veil with flowers on it and a dagger made out of yellow cardboard",
+        "sks cat between two pillows, with one pillow showing a polar bear and the other a fox",
+        "sks cat with an espresso reading the newspaper",
+        "a close up of a hand petting sks cat on the head",
+        "sks cat opens a white door",
+        "sks cat with a VIP \"all access\" pass",
+        "sks cat in front of a monitor showing the video game \"RimWorld\"",
+        "sks cat reads a newspaper about cannabis",
+        "sks cat reading the newspaper with the title \"DIE BOX\"",
+        "sks cat being fed sushi",
+        "sks cat in front of a box of tomatoes",
+        "a gingerbread house in front of sks cat",
+        "sks cat is wearing a Wednesday Addams costume",
+        "sks cat looks skeptical as he reads a magazine depicting a black cat",
+        "sks cat wearing a striped scarf",
+        "sleepy sks cat lying in bed covered by a blue blanket"
+      ],
+      "image_column": "image",
+      "valid_size": 2,
+      "test_size": 4,
+      "num_inference_steps": 20,
+      "guidance_scale": 3.5,
+      "max_sequence_length": 512,
+      "text_encoder_out_layers": [
+        10,
+        20,
+        30
+      ],
+      "weighting_scheme": "none",
+      "logit_mean": 0.0,
+      "logit_std": 1.0,
+      "mode_scale": 1.29,
+      "dino_model_id": "facebook/dinov2-base",
+      "dino_image_size": 224,
+      "sample_image_prompts": [
+        "a photo of sks cat",
+        "a color drawing of sks cat",
+        "sks cat at the beach",
+        "a photo of sks dog",
+        "a photo of an orange cat"
+      ],
+      "drift_image_prompts": [
+        "a photo of cat",
+        "a color drawing of cat",
+        "cat sitting in a bathtub",
+        "cat looks into a mirror",
+        "a photo of cat next to a tree",
+        "the Mona Lisa but she looks angry",
+        "a dog holding a sign that says hello world",
+        "a photo of the Eiffel tower at night",
+        "an astronaut riding a horse",
+        "3d design concept of a chair that looks like an avocado"
+      ]
+    },
+    "peft_config": {
+      "task_type": null,
+      "peft_type": "UNILORA",
+      "auto_mapping": null,
+      "peft_version": "0.20.1.dev0@UNKNOWN",
+      "base_model_name_or_path": null,
+      "revision": null,
+      "inference_mode": false,
+      "r": 32,
+      "proj_seed": 0,
+      "theta_d_length": 500000,
+      "target_modules": [
+        "linear_out",
+        "add_q_proj",
+        "to_q",
+        "to_out.0",
+        "linear_in",
+        "add_v_proj",
+        "to_v",
+        "to_qkv_mlp_proj",
+        "to_add_out",
+        "to_k",
+        "add_k_proj"
+      ],
+      "unilora_dropout": 0.0,
+      "fan_in_fan_out": false,
+      "bias": "none",
+      "modules_to_save": null,
+      "init_theta_d_bound": 0.02,
+      "init_weights": true,
+      "save_indices": false,
+      "layers_to_transform": null,
+      "layers_pattern": null
+    },
+    "error_msg": ""
+  },
+  "train_info": {
+    "accelerator_memory_reserved_avg": 10491911645,
+    "accelerator_memory_max": 10494148608,
+    "accelerator_memory_reserved_99th": 10494148608,
+    "train_time": 1076.922298178004,
+    "file_size": 2000136,
+    "num_trainable_params": 500000,
+    "num_total_params": 3876044576,
+    "status": "success",
+    "metrics": [
+      {
+        "step": 100,
+        "valid dino_similarity": 0.25329649448394775,
+        "train loss": 0.7932848334312439,
+        "train samples": 200,
+        "train time": 116.04351985895482,
+        "eval time": 14.100515526006347,
+        "mem allocated avg": 8775288064.0,
+        "mem reserved avg": 10477371392.0,
+        "elapsed time": 142.17970423799125
+      },
+      {
+        "step": 200,
+        "valid dino_similarity": 0.2726903557777405,
+        "train loss": 0.7865540981292725,
+        "train samples": 400,
+        "train time": 115.0871805230563,
+        "eval time": 13.997635038002045,
+        "mem allocated avg": 8775340288.0,
+        "mem reserved avg": 10494148608.0,
+        "elapsed time": 271.28077796699654
+      },
+      {
+        "step": 300,
+        "valid dino_similarity": 0.30799585580825806,
+        "train loss": 0.78528892993927,
+        "train samples": 600,
+        "train time": 112.46861018493655,
+        "eval time": 14.693316181001137,
+        "mem allocated avg": 8775391488.0,
+        "mem reserved avg": 10494148608.0,
+        "elapsed time": 398.45941293399665
+      },
+      {
+        "step": 400,
+        "valid dino_similarity": 0.31781455874443054,
+        "train loss": 0.795166552066803,
+        "train samples": 800,
+        "train time": 114.80802593201224,
+        "eval time": 13.954747212992515,
+        "mem allocated avg": 8775442688.0,
+        "mem reserved avg": 10494148608.0,
+        "elapsed time": 527.238295032992
+      },
+      {
+        "step": 500,
+        "valid dino_similarity": 0.35657405853271484,
+        "train loss": 0.7370046973228455,
+        "train samples": 1000,
+        "train time": 114.39678300809464,
+        "eval time": 13.978552194006625,
+        "mem allocated avg": 8775493888.0,
+        "mem reserved avg": 10494148608.0,
+        "elapsed time": 655.6294370840042
+      },
+      {
+        "step": 600,
+        "valid dino_similarity": 0.39983153343200684,
+        "train loss": 0.7847701907157898,
+        "train samples": 1200,
+        "train time": 113.99254136401578,
+        "eval time": 13.96827023300284,
+        "mem allocated avg": 8775545088.0,
+        "mem reserved avg": 10494148608.0,
+        "elapsed time": 783.6063146270026
+      },
+      {
+        "step": 700,
+        "valid dino_similarity": 0.5061349272727966,
+        "train loss": 0.7654011845588684,
+        "train samples": 1400,
+        "train time": 115.05065078797634,
+        "eval time": 14.26753141998779,
+        "mem allocated avg": 8775596288.0,
+        "mem reserved avg": 10494148608.0,
+        "elapsed time": 912.9400836050045
+      },
+      {
+        "step": 750,
+        "test dino_similarity": 0.44619564215342206,
+        "drift": 0.06627824902534485,
+        "train loss": 0.7657277584075928,
+        "train samples": 1500
+      }
+    ]
+  },
+  "meta_info": {
+    "model_info": {
+      "sha": "a3b4f4849157f664bdbc776fd7453c2783562f4d",
+      "created_at": "2026-01-14T13:42:28+00:00"
+    },
+    "dataset_info": {
+      "sha": "37df3244ae3aa36e85178b6cf946338137fc3068",
+      "created_at": "2026-03-09T15:31:26+00:00"
+    },
+    "package_info": {
+      "transformers-version": "5.16.0",
+      "transformers-commit-hash": null,
+      "peft-version": "0.20.1.dev0",
+      "peft-commit-hash": "9b9c9b2434add56161aa20cea5b19ec623b9377e",
+      "datasets-version": "5.0.1",
+      "datasets-commit-hash": null,
+      "diffusers-version": "0.40.0",
+      "diffusers-commit-hash": null,
+      "torch-version": "2.13.0+cu130",
+      "torch-commit-hash": null
+    },
+    "system_info": {
+      "system": "Linux",
+      "release": "7.0.0-31-generic",
+      "version": "#31~24.04.1-Ubuntu SMP PREEMPT_DYNAMIC Mon Aug 10 09:38:02 UTC 2",
+      "machine": "x86_64",
+      "processor": "x86_64",
+      "accelerator": "NVIDIA GeForce RTX 5070 Ti"
+    },
+    "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"
+  }
+}

imagegen/unilora--flux2-klein-default-r=4-theta_d=100_000.json

@@ -0,0 +1,253 @@
+{
+  "run_info": {
+    "created_at": "2026-09-13T18:53:36+00:00",
+    "total_time": 1157.4886254290032,
+    "experiment_name": "unilora/flux2-klein-default",
+    "peft_branch": "update-beft-target-modules",
+    "peft_worktree_is_dirty": false,
+    "train_config": {
+      "model_id": "black-forest-labs/FLUX.2-klein-base-4B",
+      "dataset_id": "peft-internal-testing/cat-image-dataset",
+      "dataset_split": "train",
+      "dtype": "bfloat16",
+      "resolution": 512,
+      "batch_size": 2,
+      "batch_size_eval": 1,
+      "repeats": 1000,
+      "max_steps": 750,
+      "eval_steps": 100,
+      "compile": false,
+      "use_gc": true,
+      "seed": 0,
+      "grad_norm_clip": 1.0,
+      "optimizer_type": "AdamW",
+      "optimizer_kwargs": {
+        "lr": 0.0001,
+        "weight_decay": 0.0001
+      },
+      "lr_scheduler": null,
+      "use_amp": false,
+      "autocast_adapter_dtype": true,
+      "instance_prompts": [
+        "sks cat sitting on a chair in front of a box of chocolates",
+        "sks cat playing on the Steam Deck",
+        "sks cat wearing a necklace while sitting in a box on a sofa",
+        "a box with four donuts in front of sks cat",
+        "sks cat wearing a pink veil with flowers on it and a dagger made out of yellow cardboard",
+        "sks cat between two pillows, with one pillow showing a polar bear and the other a fox",
+        "sks cat with an espresso reading the newspaper",
+        "a close up of a hand petting sks cat on the head",
+        "sks cat opens a white door",
+        "sks cat with a VIP \"all access\" pass",
+        "sks cat in front of a monitor showing the video game \"RimWorld\"",
+        "sks cat reads a newspaper about cannabis",
+        "sks cat reading the newspaper with the title \"DIE BOX\"",
+        "sks cat being fed sushi",
+        "sks cat in front of a box of tomatoes",
+        "a gingerbread house in front of sks cat",
+        "sks cat is wearing a Wednesday Addams costume",
+        "sks cat looks skeptical as he reads a magazine depicting a black cat",
+        "sks cat wearing a striped scarf",
+        "sleepy sks cat lying in bed covered by a blue blanket"
+      ],
+      "image_column": "image",
+      "valid_size": 2,
+      "test_size": 4,
+      "num_inference_steps": 20,
+      "guidance_scale": 3.5,
+      "max_sequence_length": 512,
+      "text_encoder_out_layers": [
+        10,
+        20,
+        30
+      ],
+      "weighting_scheme": "none",
+      "logit_mean": 0.0,
+      "logit_std": 1.0,
+      "mode_scale": 1.29,
+      "dino_model_id": "facebook/dinov2-base",
+      "dino_image_size": 224,
+      "sample_image_prompts": [
+        "a photo of sks cat",
+        "a color drawing of sks cat",
+        "sks cat at the beach",
+        "a photo of sks dog",
+        "a photo of an orange cat"
+      ],
+      "drift_image_prompts": [
+        "a photo of cat",
+        "a color drawing of cat",
+        "cat sitting in a bathtub",
+        "cat looks into a mirror",
+        "a photo of cat next to a tree",
+        "the Mona Lisa but she looks angry",
+        "a dog holding a sign that says hello world",
+        "a photo of the Eiffel tower at night",
+        "an astronaut riding a horse",
+        "3d design concept of a chair that looks like an avocado"
+      ]
+    },
+    "peft_config": {
+      "task_type": null,
+      "peft_type": "UNILORA",
+      "auto_mapping": null,
+      "peft_version": "0.20.1.dev0@UNKNOWN",
+      "base_model_name_or_path": null,
+      "revision": null,
+      "inference_mode": false,
+      "r": 4,
+      "proj_seed": 0,
+      "theta_d_length": 100000,
+      "target_modules": [
+        "linear_out",
+        "to_k",
+        "to_out.0",
+        "linear_in",
+        "add_q_proj",
+        "to_q",
+        "to_add_out",
+        "add_k_proj",
+        "add_v_proj",
+        "to_qkv_mlp_proj",
+        "to_v"
+      ],
+      "unilora_dropout": 0.0,
+      "fan_in_fan_out": false,
+      "bias": "none",
+      "modules_to_save": null,
+      "init_theta_d_bound": 0.02,
+      "init_weights": true,
+      "save_indices": false,
+      "layers_to_transform": null,
+      "layers_pattern": null
+    },
+    "error_msg": ""
+  },
+  "train_info": {
+    "accelerator_memory_reserved_avg": 10062895863,
+    "accelerator_memory_max": 10066329600,
+    "accelerator_memory_reserved_99th": 10066329600,
+    "train_time": 1050.4985003270122,
+    "file_size": 400128,
+    "num_trainable_params": 100000,
+    "num_total_params": 3875644576,
+    "status": "success",
+    "metrics": [
+      {
+        "step": 100,
+        "valid dino_similarity": 0.25683262944221497,
+        "train loss": 0.8007791042327881,
+        "train samples": 200,
+        "train time": 109.95851704203233,
+        "eval time": 13.761389043997042,
+        "mem allocated avg": 8355460352.0,
+        "mem reserved avg": 10040891146.24,
+        "elapsed time": 142.41951868998876
+      },
+      {
+        "step": 200,
+        "valid dino_similarity": 0.2791632413864136,
+        "train loss": 0.7878963351249695,
+        "train samples": 400,
+        "train time": 109.99077017592208,
+        "eval time": 13.69659968999622,
+        "mem allocated avg": 8355512576.0,
+        "mem reserved avg": 10066203770.88,
+        "elapsed time": 266.1228627550008
+      },
+      {
+        "step": 300,
+        "valid dino_similarity": 0.27072465419769287,
+        "train loss": 0.7838775515556335,
+        "train samples": 600,
+        "train time": 109.96781885108794,
+        "eval time": 13.73008525899786,
+        "mem allocated avg": 8355563776.0,
+        "mem reserved avg": 10066329600.0,
+        "elapsed time": 389.837080872996
+      },
+      {
+        "step": 400,
+        "valid dino_similarity": 0.2809266746044159,
+        "train loss": 0.7779439091682434,
+        "train samples": 800,
+        "train time": 110.05043706001015,
+        "eval time": 13.69810300199606,
+        "mem allocated avg": 8355614976.0,
+        "mem reserved avg": 10066245713.92,
+        "elapsed time": 513.6014235779876
+      },
+      {
+        "step": 500,
+        "valid dino_similarity": 0.31231454014778137,
+        "train loss": 0.7720934748649597,
+        "train samples": 1000,
+        "train time": 109.98924841714324,
+        "eval time": 13.711388159004855,
+        "mem allocated avg": 8355666176.0,
+        "mem reserved avg": 10066329600.0,
+        "elapsed time": 637.3184842240007
+      },
+      {
+        "step": 600,
+        "valid dino_similarity": 0.28479981422424316,
+        "train loss": 0.7710939645767212,
+        "train samples": 1200,
+        "train time": 109.9948480190651,
+        "eval time": 13.713401967994287,
+        "mem allocated avg": 8355717376.0,
+        "mem reserved avg": 10066329600.0,
+        "elapsed time": 761.0429060839961
+      },
+      {
+        "step": 700,
+        "valid dino_similarity": 0.28503069281578064,
+        "train loss": 0.7473787665367126,
+        "train samples": 1400,
+        "train time": 110.00703078789229,
+        "eval time": 13.722283864990459,
+        "mem allocated avg": 8355768576.0,
+        "mem reserved avg": 10066287656.96,
+        "elapsed time": 884.788869800992
+      },
+      {
+        "step": 750,
+        "test dino_similarity": 0.3912429213523865,
+        "drift": 0.0383458137512207,
+        "train loss": 0.7635822892189026,
+        "train samples": 1500
+      }
+    ]
+  },
+  "meta_info": {
+    "model_info": {
+      "sha": "a3b4f4849157f664bdbc776fd7453c2783562f4d",
+      "created_at": "2026-01-14T13:42:28+00:00"
+    },
+    "dataset_info": {
+      "sha": "37df3244ae3aa36e85178b6cf946338137fc3068",
+      "created_at": "2026-03-09T15:31:26+00:00"
+    },
+    "package_info": {
+      "transformers-version": "5.16.0",
+      "transformers-commit-hash": null,
+      "peft-version": "0.20.1.dev0",
+      "peft-commit-hash": "9b9c9b2434add56161aa20cea5b19ec623b9377e",
+      "datasets-version": "5.0.1",
+      "datasets-commit-hash": null,
+      "diffusers-version": "0.40.0",
+      "diffusers-commit-hash": null,
+      "torch-version": "2.13.0+cu130",
+      "torch-commit-hash": null
+    },
+    "system_info": {
+      "system": "Linux",
+      "release": "7.0.0-31-generic",
+      "version": "#31~24.04.1-Ubuntu SMP PREEMPT_DYNAMIC Mon Aug 10 09:38:02 UTC 2",
+      "machine": "x86_64",
+      "processor": "x86_64",
+      "accelerator": "NVIDIA GeForce RTX 5070 Ti"
+    },
+    "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"
+  }
+}

imagegen/unilora--flux2-klein-default-r=4-theta_d=250_000.json

@@ -0,0 +1,253 @@
+{
+  "run_info": {
+    "created_at": "2026-09-13T19:17:47+00:00",
+    "total_time": 1154.5131101860025,
+    "experiment_name": "unilora/flux2-klein-default",
+    "peft_branch": "update-beft-target-modules",
+    "peft_worktree_is_dirty": false,
+    "train_config": {
+      "model_id": "black-forest-labs/FLUX.2-klein-base-4B",
+      "dataset_id": "peft-internal-testing/cat-image-dataset",
+      "dataset_split": "train",
+      "dtype": "bfloat16",
+      "resolution": 512,
+      "batch_size": 2,
+      "batch_size_eval": 1,
+      "repeats": 1000,
+      "max_steps": 750,
+      "eval_steps": 100,
+      "compile": false,
+      "use_gc": true,
+      "seed": 0,
+      "grad_norm_clip": 1.0,
+      "optimizer_type": "AdamW",
+      "optimizer_kwargs": {
+        "lr": 0.0001,
+        "weight_decay": 0.0001
+      },
+      "lr_scheduler": null,
+      "use_amp": false,
+      "autocast_adapter_dtype": true,
+      "instance_prompts": [
+        "sks cat sitting on a chair in front of a box of chocolates",
+        "sks cat playing on the Steam Deck",
+        "sks cat wearing a necklace while sitting in a box on a sofa",
+        "a box with four donuts in front of sks cat",
+        "sks cat wearing a pink veil with flowers on it and a dagger made out of yellow cardboard",
+        "sks cat between two pillows, with one pillow showing a polar bear and the other a fox",
+        "sks cat with an espresso reading the newspaper",
+        "a close up of a hand petting sks cat on the head",
+        "sks cat opens a white door",
+        "sks cat with a VIP \"all access\" pass",
+        "sks cat in front of a monitor showing the video game \"RimWorld\"",
+        "sks cat reads a newspaper about cannabis",
+        "sks cat reading the newspaper with the title \"DIE BOX\"",
+        "sks cat being fed sushi",
+        "sks cat in front of a box of tomatoes",
+        "a gingerbread house in front of sks cat",
+        "sks cat is wearing a Wednesday Addams costume",
+        "sks cat looks skeptical as he reads a magazine depicting a black cat",
+        "sks cat wearing a striped scarf",
+        "sleepy sks cat lying in bed covered by a blue blanket"
+      ],
+      "image_column": "image",
+      "valid_size": 2,
+      "test_size": 4,
+      "num_inference_steps": 20,
+      "guidance_scale": 3.5,
+      "max_sequence_length": 512,
+      "text_encoder_out_layers": [
+        10,
+        20,
+        30
+      ],
+      "weighting_scheme": "none",
+      "logit_mean": 0.0,
+      "logit_std": 1.0,
+      "mode_scale": 1.29,
+      "dino_model_id": "facebook/dinov2-base",
+      "dino_image_size": 224,
+      "sample_image_prompts": [
+        "a photo of sks cat",
+        "a color drawing of sks cat",
+        "sks cat at the beach",
+        "a photo of sks dog",
+        "a photo of an orange cat"
+      ],
+      "drift_image_prompts": [
+        "a photo of cat",
+        "a color drawing of cat",
+        "cat sitting in a bathtub",
+        "cat looks into a mirror",
+        "a photo of cat next to a tree",
+        "the Mona Lisa but she looks angry",
+        "a dog holding a sign that says hello world",
+        "a photo of the Eiffel tower at night",
+        "an astronaut riding a horse",
+        "3d design concept of a chair that looks like an avocado"
+      ]
+    },
+    "peft_config": {
+      "task_type": null,
+      "peft_type": "UNILORA",
+      "auto_mapping": null,
+      "peft_version": "0.20.1.dev0@UNKNOWN",
+      "base_model_name_or_path": null,
+      "revision": null,
+      "inference_mode": false,
+      "r": 4,
+      "proj_seed": 0,
+      "theta_d_length": 250000,
+      "target_modules": [
+        "to_v",
+        "to_k",
+        "linear_out",
+        "to_qkv_mlp_proj",
+        "to_out.0",
+        "linear_in",
+        "add_v_proj",
+        "add_k_proj",
+        "to_q",
+        "to_add_out",
+        "add_q_proj"
+      ],
+      "unilora_dropout": 0.0,
+      "fan_in_fan_out": false,
+      "bias": "none",
+      "modules_to_save": null,
+      "init_theta_d_bound": 0.02,
+      "init_weights": true,
+      "save_indices": false,
+      "layers_to_transform": null,
+      "layers_pattern": null
+    },
+    "error_msg": ""
+  },
+  "train_info": {
+    "accelerator_memory_reserved_avg": 10065062920,
+    "accelerator_memory_max": 10068426752,
+    "accelerator_memory_reserved_99th": 10068426752,
+    "train_time": 1044.8054926440236,
+    "file_size": 1000136,
+    "num_trainable_params": 250000,
+    "num_total_params": 3875794576,
+    "status": "success",
+    "metrics": [
+      {
+        "step": 100,
+        "valid dino_similarity": 0.2675657868385315,
+        "train loss": 0.81740802526474,
+        "train samples": 200,
+        "train time": 109.89797665491642,
+        "eval time": 13.762135594006395,
+        "mem allocated avg": 8357860608.0,
+        "mem reserved avg": 10043198013.44,
+        "elapsed time": 137.7200424120092
+      },
+      {
+        "step": 200,
+        "valid dino_similarity": 0.2622429430484772,
+        "train loss": 0.7699492573738098,
+        "train samples": 400,
+        "train time": 110.0336759229831,
+        "eval time": 13.717262460995698,
+        "mem allocated avg": 8357912832.0,
+        "mem reserved avg": 10068426752.0,
+        "elapsed time": 261.48704066000937
+      },
+      {
+        "step": 300,
+        "valid dino_similarity": 0.26586443185806274,
+        "train loss": 0.7652101516723633,
+        "train samples": 600,
+        "train time": 109.98026944301091,
+        "eval time": 13.723263899999438,
+        "mem allocated avg": 8357964032.0,
+        "mem reserved avg": 10068426752.0,
+        "elapsed time": 385.2063166500011
+      },
+      {
+        "step": 400,
+        "valid dino_similarity": 0.3033224642276764,
+        "train loss": 0.7941860556602478,
+        "train samples": 800,
+        "train time": 110.09514963401307,
+        "eval time": 13.696610237995628,
+        "mem allocated avg": 8358015232.0,
+        "mem reserved avg": 10068426752.0,
+        "elapsed time": 509.0138088500098
+      },
+      {
+        "step": 500,
+        "valid dino_similarity": 0.29930371046066284,
+        "train loss": 0.799938976764679,
+        "train samples": 1000,
+        "train time": 110.16639352001948,
+        "eval time": 13.717190646988456,
+        "mem allocated avg": 8358066432.0,
+        "mem reserved avg": 10068426752.0,
+        "elapsed time": 632.9137033100124
+      },
+      {
+        "step": 600,
+        "valid dino_similarity": 0.3074483871459961,
+        "train loss": 0.7744129300117493,
+        "train samples": 1200,
+        "train time": 110.04523075695033,
+        "eval time": 13.700482569998712,
+        "mem allocated avg": 8358117632.0,
+        "mem reserved avg": 10068426752.0,
+        "elapsed time": 756.6756259850081
+      },
+      {
+        "step": 700,
+        "valid dino_similarity": 0.3200255334377289,
+        "train loss": 0.7811830639839172,
+        "train samples": 1400,
+        "train time": 110.027642375906,
+        "eval time": 13.707978410995565,
+        "mem allocated avg": 8358168832.0,
+        "mem reserved avg": 10068426752.0,
+        "elapsed time": 880.4277480300079
+      },
+      {
+        "step": 750,
+        "test dino_similarity": 0.4393770694732666,
+        "drift": 0.057233959436416626,
+        "train loss": 0.7706434726715088,
+        "train samples": 1500
+      }
+    ]
+  },
+  "meta_info": {
+    "model_info": {
+      "sha": "a3b4f4849157f664bdbc776fd7453c2783562f4d",
+      "created_at": "2026-01-14T13:42:28+00:00"
+    },
+    "dataset_info": {
+      "sha": "37df3244ae3aa36e85178b6cf946338137fc3068",
+      "created_at": "2026-03-09T15:31:26+00:00"
+    },
+    "package_info": {
+      "transformers-version": "5.16.0",
+      "transformers-commit-hash": null,
+      "peft-version": "0.20.1.dev0",
+      "peft-commit-hash": "9b9c9b2434add56161aa20cea5b19ec623b9377e",
+      "datasets-version": "5.0.1",
+      "datasets-commit-hash": null,
+      "diffusers-version": "0.40.0",
+      "diffusers-commit-hash": null,
+      "torch-version": "2.13.0+cu130",
+      "torch-commit-hash": null
+    },
+    "system_info": {
+      "system": "Linux",
+      "release": "7.0.0-31-generic",
+      "version": "#31~24.04.1-Ubuntu SMP PREEMPT_DYNAMIC Mon Aug 10 09:38:02 UTC 2",
+      "machine": "x86_64",
+      "processor": "x86_64",
+      "accelerator": "NVIDIA GeForce RTX 5070 Ti"
+    },
+    "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"
+  }
+}

imagegen/unilora--flux2-klein-default-r=4-theta_d=750_000.json

@@ -0,0 +1,253 @@
+{
+  "run_info": {
+    "created_at": "2026-09-13T20:12:04+00:00",
+    "total_time": 1150.3495911780046,
+    "experiment_name": "unilora/flux2-klein-default",
+    "peft_branch": "update-beft-target-modules",
+    "peft_worktree_is_dirty": false,
+    "train_config": {
+      "model_id": "black-forest-labs/FLUX.2-klein-base-4B",
+      "dataset_id": "peft-internal-testing/cat-image-dataset",
+      "dataset_split": "train",
+      "dtype": "bfloat16",
+      "resolution": 512,
+      "batch_size": 2,
+      "batch_size_eval": 1,
+      "repeats": 1000,
+      "max_steps": 750,
+      "eval_steps": 100,
+      "compile": false,
+      "use_gc": true,
+      "seed": 0,
+      "grad_norm_clip": 1.0,
+      "optimizer_type": "AdamW",
+      "optimizer_kwargs": {
+        "lr": 0.0001,
+        "weight_decay": 0.0001
+      },
+      "lr_scheduler": null,
+      "use_amp": false,
+      "autocast_adapter_dtype": true,
+      "instance_prompts": [
+        "sks cat sitting on a chair in front of a box of chocolates",
+        "sks cat playing on the Steam Deck",
+        "sks cat wearing a necklace while sitting in a box on a sofa",
+        "a box with four donuts in front of sks cat",
+        "sks cat wearing a pink veil with flowers on it and a dagger made out of yellow cardboard",
+        "sks cat between two pillows, with one pillow showing a polar bear and the other a fox",
+        "sks cat with an espresso reading the newspaper",
+        "a close up of a hand petting sks cat on the head",
+        "sks cat opens a white door",
+        "sks cat with a VIP \"all access\" pass",
+        "sks cat in front of a monitor showing the video game \"RimWorld\"",
+        "sks cat reads a newspaper about cannabis",
+        "sks cat reading the newspaper with the title \"DIE BOX\"",
+        "sks cat being fed sushi",
+        "sks cat in front of a box of tomatoes",
+        "a gingerbread house in front of sks cat",
+        "sks cat is wearing a Wednesday Addams costume",
+        "sks cat looks skeptical as he reads a magazine depicting a black cat",
+        "sks cat wearing a striped scarf",
+        "sleepy sks cat lying in bed covered by a blue blanket"
+      ],
+      "image_column": "image",
+      "valid_size": 2,
+      "test_size": 4,
+      "num_inference_steps": 20,
+      "guidance_scale": 3.5,
+      "max_sequence_length": 512,
+      "text_encoder_out_layers": [
+        10,
+        20,
+        30
+      ],
+      "weighting_scheme": "none",
+      "logit_mean": 0.0,
+      "logit_std": 1.0,
+      "mode_scale": 1.29,
+      "dino_model_id": "facebook/dinov2-base",
+      "dino_image_size": 224,
+      "sample_image_prompts": [
+        "a photo of sks cat",
+        "a color drawing of sks cat",
+        "sks cat at the beach",
+        "a photo of sks dog",
+        "a photo of an orange cat"
+      ],
+      "drift_image_prompts": [
+        "a photo of cat",
+        "a color drawing of cat",
+        "cat sitting in a bathtub",
+        "cat looks into a mirror",
+        "a photo of cat next to a tree",
+        "the Mona Lisa but she looks angry",
+        "a dog holding a sign that says hello world",
+        "a photo of the Eiffel tower at night",
+        "an astronaut riding a horse",
+        "3d design concept of a chair that looks like an avocado"
+      ]
+    },
+    "peft_config": {
+      "task_type": null,
+      "peft_type": "UNILORA",
+      "auto_mapping": null,
+      "peft_version": "0.20.1.dev0@UNKNOWN",
+      "base_model_name_or_path": null,
+      "revision": null,
+      "inference_mode": false,
+      "r": 4,
+      "proj_seed": 0,
+      "theta_d_length": 750000,
+      "target_modules": [
+        "to_add_out",
+        "add_q_proj",
+        "to_q",
+        "add_v_proj",
+        "to_v",
+        "to_out.0",
+        "add_k_proj",
+        "to_qkv_mlp_proj",
+        "linear_out",
+        "to_k",
+        "linear_in"
+      ],
+      "unilora_dropout": 0.0,
+      "fan_in_fan_out": false,
+      "bias": "none",
+      "modules_to_save": null,
+      "init_theta_d_bound": 0.02,
+      "init_weights": true,
+      "save_indices": false,
+      "layers_to_transform": null,
+      "layers_pattern": null
+    },
+    "error_msg": ""
+  },
+  "train_info": {
+    "accelerator_memory_reserved_avg": 10060664493,
+    "accelerator_memory_max": 10064232448,
+    "accelerator_memory_reserved_99th": 10064232448,
+    "train_time": 1044.0307134619943,
+    "file_size": 3000136,
+    "num_trainable_params": 750000,
+    "num_total_params": 3876294576,
+    "status": "success",
+    "metrics": [
+      {
+        "step": 100,
+        "valid dino_similarity": 0.2767622768878937,
+        "train loss": 0.7664206624031067,
+        "train samples": 200,
+        "train time": 109.9909582620021,
+        "eval time": 13.780035231000511,
+        "mem allocated avg": 8366150912.0,
+        "mem reserved avg": 10038898851.84,
+        "elapsed time": 136.71614852799394
+      },
+      {
+        "step": 200,
+        "valid dino_similarity": 0.32215750217437744,
+        "train loss": 0.7766641974449158,
+        "train samples": 400,
+        "train time": 110.05459355801577,
+        "eval time": 13.673808873994858,
+        "mem allocated avg": 8366203136.0,
+        "mem reserved avg": 10064148561.92,
+        "elapsed time": 260.46011027198983
+      },
+      {
+        "step": 300,
+        "valid dino_similarity": 0.4145948886871338,
+        "train loss": 0.7471242547035217,
+        "train samples": 600,
+        "train time": 110.11117825903057,
+        "eval time": 13.67568404400663,
+        "mem allocated avg": 8366254336.0,
+        "mem reserved avg": 10064106618.88,
+        "elapsed time": 384.26281329499034
+      },
+      {
+        "step": 400,
+        "valid dino_similarity": 0.5654762983322144,
+        "train loss": 0.7619150280952454,
+        "train samples": 800,
+        "train time": 110.05566776398337,
+        "eval time": 13.743999434998841,
+        "mem allocated avg": 8366305536.0,
+        "mem reserved avg": 10064190504.96,
+        "elapsed time": 508.07769855299557
+      },
+      {
+        "step": 500,
+        "valid dino_similarity": 0.5338166952133179,
+        "train loss": 0.7777866721153259,
+        "train samples": 1000,
+        "train time": 110.08197724685306,
+        "eval time": 13.694299456008594,
+        "mem allocated avg": 8366356736.0,
+        "mem reserved avg": 10064148561.92,
+        "elapsed time": 631.8695861390006
+      },
+      {
+        "step": 600,
+        "valid dino_similarity": 0.665524959564209,
+        "train loss": 0.7639923691749573,
+        "train samples": 1200,
+        "train time": 109.97996674693422,
+        "eval time": 13.716493316998822,
+        "mem allocated avg": 8366407936.0,
+        "mem reserved avg": 10064232448.0,
+        "elapsed time": 755.5822125330014
+      },
+      {
+        "step": 700,
+        "valid dino_similarity": 0.7164543271064758,
+        "train loss": 0.7426678538322449,
+        "train samples": 1400,
+        "train time": 110.4914737049694,
+        "eval time": 13.679438588995254,
+        "mem allocated avg": 8366459136.0,
+        "mem reserved avg": 10064190504.96,
+        "elapsed time": 879.7690320749971
+      },
+      {
+        "step": 750,
+        "test dino_similarity": 0.6597374081611633,
+        "drift": 0.23590636253356934,
+        "train loss": 0.7448760867118835,
+        "train samples": 1500
+      }
+    ]
+  },
+  "meta_info": {
+    "model_info": {
+      "sha": "a3b4f4849157f664bdbc776fd7453c2783562f4d",
+      "created_at": "2026-01-14T13:42:28+00:00"
+    },
+    "dataset_info": {
+      "sha": "37df3244ae3aa36e85178b6cf946338137fc3068",
+      "created_at": "2026-03-09T15:31:26+00:00"
+    },
+    "package_info": {
+      "transformers-version": "5.16.0",
+      "transformers-commit-hash": null,
+      "peft-version": "0.20.1.dev0",
+      "peft-commit-hash": "9b9c9b2434add56161aa20cea5b19ec623b9377e",
+      "datasets-version": "5.0.1",
+      "datasets-commit-hash": null,
+      "diffusers-version": "0.40.0",
+      "diffusers-commit-hash": null,
+      "torch-version": "2.13.0+cu130",
+      "torch-commit-hash": null
+    },
+    "system_info": {
+      "system": "Linux",
+      "release": "7.0.0-31-generic",
+      "version": "#31~24.04.1-Ubuntu SMP PREEMPT_DYNAMIC Mon Aug 10 09:38:02 UTC 2",
+      "machine": "x86_64",
+      "processor": "x86_64",
+      "accelerator": "NVIDIA GeForce RTX 5070 Ti"
+    },
+    "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"
+  }
+}