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index a6344aac8c09253b3b630fb776ae94478aa0275b..5f910bd97d80719c9a212f7095407ad51af5c97d 100644
--- a/.gitattributes
+++ b/.gitattributes
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diff --git a/leoprint/.job_config.json b/leoprint/.job_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..8830cd8a097de64877c75e4cd82f59a10f1181e6
--- /dev/null
+++ b/leoprint/.job_config.json
@@ -0,0 +1,111 @@
+{
+  "job": "extension",
+  "config": {
+    "name": "leoprint",
+    "process": [
+      {
+        "type": "ui_trainer",
+        "training_folder": "/app/ai-toolkit/output",
+        "sqlite_db_path": "/app/ai-toolkit/aitk_db.db",
+        "device": "cuda",
+        "trigger_word": "$leoprint",
+        "performance_log_every": 10,
+        "network": {
+          "type": "lora",
+          "linear": 32,
+          "linear_alpha": 32,
+          "conv": 16,
+          "conv_alpha": 16,
+          "lokr_full_rank": true,
+          "lokr_factor": -1,
+          "network_kwargs": {
+            "ignore_if_contains": []
+          }
+        },
+        "save": {
+          "dtype": "bf16",
+          "save_every": 200,
+          "max_step_saves_to_keep": 12,
+          "save_format": "diffusers",
+          "push_to_hub": false
+        },
+        "datasets": [
+          {
+            "folder_path": "/app/ai-toolkit/datasets/leoprint",
+            "control_path": null,
+            "mask_path": null,
+            "mask_min_value": 0.1,
+            "default_caption": "$leoprint",
+            "caption_ext": "txt",
+            "caption_dropout_rate": 0.05,
+            "cache_latents_to_disk": false,
+            "is_reg": false,
+            "network_weight": 1,
+            "resolution": [
+              1024
+            ],
+            "controls": []
+          }
+        ],
+        "train": {
+          "batch_size": 2,
+          "bypass_guidance_embedding": false,
+          "steps": 2400,
+          "gradient_accumulation": 1,
+          "train_unet": true,
+          "train_text_encoder": false,
+          "gradient_checkpointing": true,
+          "noise_scheduler": "flowmatch",
+          "optimizer": "adamw8bit",
+          "timestep_type": "sigmoid",
+          "content_or_style": "balanced",
+          "optimizer_params": {
+            "weight_decay": 0.0001
+          },
+          "unload_text_encoder": false,
+          "lr": 0.00005,
+          "ema_config": {
+            "use_ema": false,
+            "ema_decay": 0.99
+          },
+          "dtype": "bf16",
+          "diff_output_preservation": false,
+          "diff_output_preservation_multiplier": 1,
+          "diff_output_preservation_class": "character"
+        },
+        "model": {
+          "name_or_path": "multimodalart/FLUX.1-dev2pro-full",
+          "quantize": true,
+          "quantize_te": true,
+          "arch": "flux",
+          "low_vram": false,
+          "model_kwargs": {}
+        },
+        "sample": {
+          "sampler": "flowmatch",
+          "sample_every": 200,
+          "width": 1024,
+          "height": 1024,
+          "prompts": [
+            "$leoprint sitting cross-legged on a floating iceberg, calm and thoughtful, the face facing left; vast frozen ocean and aurora borealis lighting the sky.",
+            "$leoprint painting a massive mural on a crumbling city wall, focused and intense, the face turned right; golden hour sunlight casting long shadows.",
+            "$leoprint surfing a towering wave during a storm, determined and fierce, the face facing forward; dark clouds and crashing water spray all around.",
+            "$leoprint curled up inside a cozy library nook, peaceful and content, the face turned down; warm candlelight flickering over stacks of ancient books.",
+            "$leoprint leaping between rooftops in a futuristic cityscape, alert and daring, the face angled slightly up; neon signs and rain slick streets glowing below."
+          ],
+          "neg": "",
+          "seed": 42,
+          "walk_seed": true,
+          "guidance_scale": 4,
+          "sample_steps": 25,
+          "num_frames": 1,
+          "fps": 1
+        }
+      }
+    ]
+  },
+  "meta": {
+    "name": "[name]",
+    "version": "1.0"
+  }
+}
\ No newline at end of file
diff --git a/leoprint/config.yaml b/leoprint/config.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..872349147c62edd2e8fbca98121a6a998a612893
--- /dev/null
+++ b/leoprint/config.yaml
@@ -0,0 +1,96 @@
+job: extension
+config:
+  name: leoprint
+  process:
+  - type: ui_trainer
+    training_folder: /app/ai-toolkit/output
+    sqlite_db_path: /app/ai-toolkit/aitk_db.db
+    device: cuda
+    trigger_word: $leoprint
+    performance_log_every: 10
+    network:
+      type: lora
+      linear: 32
+      linear_alpha: 32
+      conv: 16
+      conv_alpha: 16
+      lokr_full_rank: true
+      lokr_factor: -1
+      network_kwargs:
+        ignore_if_contains: []
+    save:
+      dtype: bf16
+      save_every: 200
+      max_step_saves_to_keep: 12
+      save_format: diffusers
+      push_to_hub: false
+    datasets:
+    - folder_path: /app/ai-toolkit/datasets/leoprint
+      control_path: null
+      mask_path: null
+      mask_min_value: 0.1
+      default_caption: $leoprint
+      caption_ext: txt
+      caption_dropout_rate: 0.05
+      cache_latents_to_disk: false
+      is_reg: false
+      network_weight: 1
+      resolution:
+      - 1024
+      controls: []
+    train:
+      batch_size: 2
+      bypass_guidance_embedding: false
+      steps: 2400
+      gradient_accumulation: 1
+      train_unet: true
+      train_text_encoder: false
+      gradient_checkpointing: true
+      noise_scheduler: flowmatch
+      optimizer: adamw8bit
+      timestep_type: sigmoid
+      content_or_style: balanced
+      optimizer_params:
+        weight_decay: 0.0001
+      unload_text_encoder: false
+      lr: 5.0e-05
+      ema_config:
+        use_ema: false
+        ema_decay: 0.99
+      dtype: bf16
+      diff_output_preservation: false
+      diff_output_preservation_multiplier: 1
+      diff_output_preservation_class: character
+    model:
+      name_or_path: multimodalart/FLUX.1-dev2pro-full
+      quantize: true
+      quantize_te: true
+      arch: flux
+      low_vram: false
+      model_kwargs: {}
+    sample:
+      sampler: flowmatch
+      sample_every: 200
+      width: 1024
+      height: 1024
+      prompts:
+      - $leoprint sitting cross-legged on a floating iceberg, calm and thoughtful,
+        the face facing left; vast frozen ocean and aurora borealis lighting the sky.
+      - $leoprint painting a massive mural on a crumbling city wall, focused and intense,
+        the face turned right; golden hour sunlight casting long shadows.
+      - $leoprint surfing a towering wave during a storm, determined and fierce, the
+        face facing forward; dark clouds and crashing water spray all around.
+      - $leoprint curled up inside a cozy library nook, peaceful and content, the
+        face turned down; warm candlelight flickering over stacks of ancient books.
+      - $leoprint leaping between rooftops in a futuristic cityscape, alert and daring,
+        the face angled slightly up; neon signs and rain slick streets glowing below.
+      neg: ''
+      seed: 42
+      walk_seed: true
+      guidance_scale: 4
+      sample_steps: 25
+      num_frames: 1
+      fps: 1
+meta:
+  name: leoprint
+  version: '1.0'
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diff --git a/leoprint/log.txt b/leoprint/log.txt
new file mode 100644
index 0000000000000000000000000000000000000000..8a66f946fdf9e68d21fa3f534ec15a89f5712dab
--- /dev/null
+++ b/leoprint/log.txt
@@ -0,0 +1,263 @@
+Running 1 job
+/usr/local/lib/python3.10/dist-packages/albumentations/__init__.py:13: UserWarning: A new version of Albumentations is available: 2.0.8 (you have 1.4.15). Upgrade using: pip install -U albumentations. To disable automatic update checks, set the environment variable NO_ALBUMENTATIONS_UPDATE to 1.
+  check_for_updates()
+/usr/local/lib/python3.10/dist-packages/albumentations/__init__.py:13: UserWarning: A new version of Albumentations is available: 2.0.8 (you have 1.4.15). Upgrade using: pip install -U albumentations. To disable automatic update checks, set the environment variable NO_ALBUMENTATIONS_UPDATE to 1.
+  check_for_updates()
+{
+    "type": "ui_trainer",
+    "training_folder": "/app/ai-toolkit/output",
+    "sqlite_db_path": "/app/ai-toolkit/aitk_db.db",
+    "device": "cuda",
+    "trigger_word": "$leoprint",
+    "performance_log_every": 10,
+    "network": {
+        "type": "lora",
+        "linear": 32,
+        "linear_alpha": 32,
+        "conv": 16,
+        "conv_alpha": 16,
+        "lokr_full_rank": true,
+        "lokr_factor": -1,
+        "network_kwargs": {
+            "ignore_if_contains": []
+        }
+    },
+    "save": {
+        "dtype": "bf16",
+        "save_every": 200,
+        "max_step_saves_to_keep": 12,
+        "save_format": "diffusers",
+        "push_to_hub": false
+    },
+    "datasets": [
+        {
+            "folder_path": "/app/ai-toolkit/datasets/leoprint",
+            "control_path": null,
+            "mask_path": null,
+            "mask_min_value": 0.1,
+            "default_caption": "$leoprint",
+            "caption_ext": "txt",
+            "caption_dropout_rate": 0.05,
+            "cache_latents_to_disk": false,
+            "is_reg": false,
+            "network_weight": 1,
+            "resolution": [
+                1024
+            ],
+            "controls": []
+        }
+    ],
+    "train": {
+        "batch_size": 2,
+        "bypass_guidance_embedding": false,
+        "steps": 2400,
+        "gradient_accumulation": 1,
+        "train_unet": true,
+        "train_text_encoder": false,
+        "gradient_checkpointing": true,
+        "noise_scheduler": "flowmatch",
+        "optimizer": "adamw8bit",
+        "timestep_type": "sigmoid",
+        "content_or_style": "balanced",
+        "optimizer_params": {
+            "weight_decay": 0.0001
+        },
+        "unload_text_encoder": false,
+        "lr": 5e-05,
+        "ema_config": {
+            "use_ema": false,
+            "ema_decay": 0.99
+        },
+        "dtype": "bf16",
+        "diff_output_preservation": false,
+        "diff_output_preservation_multiplier": 1,
+        "diff_output_preservation_class": "character"
+    },
+    "model": {
+        "name_or_path": "multimodalart/FLUX.1-dev2pro-full",
+        "quantize": true,
+        "quantize_te": true,
+        "arch": "flux",
+        "low_vram": false,
+        "model_kwargs": {}
+    },
+    "sample": {
+        "sampler": "flowmatch",
+        "sample_every": 200,
+        "width": 1024,
+        "height": 1024,
+        "prompts": [
+            "$leoprint sitting cross-legged on a floating iceberg, calm and thoughtful, the face facing left; vast frozen ocean and aurora borealis lighting the sky.",
+            "$leoprint painting a massive mural on a crumbling city wall, focused and intense, the face turned right; golden hour sunlight casting long shadows.",
+            "$leoprint surfing a towering wave during a storm, determined and fierce, the face facing forward; dark clouds and crashing water spray all around.",
+            "$leoprint curled up inside a cozy library nook, peaceful and content, the face turned down; warm candlelight flickering over stacks of ancient books.",
+            "$leoprint leaping between rooftops in a futuristic cityscape, alert and daring, the face angled slightly up; neon signs and rain slick streets glowing below."
+        ],
+        "neg": "",
+        "seed": 42,
+        "walk_seed": true,
+        "guidance_scale": 4,
+        "sample_steps": 25,
+        "num_frames": 1,
+        "fps": 1
+    }
+}
+Using EMA
+Using SQLite database at /app/ai-toolkit/aitk_db.db
+Job ID: "95bb0d57-008d-45ed-9819-94feed57880d"
+
+#############################################
+# Running job: leoprint
+#############################################
+
+
+Running  1 process
+Loading Flux model
+Loading transformer
+
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+
+Quantizing transformer
+Loading VAE
+Loading T5
+You set `add_prefix_space`. The tokenizer needs to be converted from the slow tokenizers
+You set `add_prefix_space`. The tokenizer needs to be converted from the slow tokenizers
+
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+
+Quantizing T5
+Loading CLIP
+Making pipe
+Preparing Model
+create LoRA network. base dim (rank): 32, alpha: 32
+neuron dropout: p=None, rank dropout: p=None, module dropout: p=None
+apply LoRA to Conv2d with kernel size (3,3). dim (rank): 16, alpha: 16
+create LoRA for Text Encoder: 0 modules.
+create LoRA for U-Net: 494 modules.
+enable LoRA for U-Net
+#### IMPORTANT RESUMING FROM /app/ai-toolkit/output/leoprint/leoprint.safetensors ####
+Loading from /app/ai-toolkit/output/leoprint/leoprint.safetensors
+Missing keys: []
+Found step 1000 in metadata, starting from there
+Loading optimizer state from /app/ai-toolkit/output/leoprint/optimizer.pt
+Updating optimizer LR from params
+Dataset: /app/ai-toolkit/datasets/leoprint
+  -  Preprocessing image dimensions
+
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+
+  -  Found 22 images
+Bucket sizes for /app/ai-toolkit/datasets/leoprint:
+1216x832: 16 files
+1024x1024: 6 files
+2 buckets made
+
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+
+
Generating Images:   0%|          | 0/5 [00:00<?, ?it/s]
Generating Images:   0%|          | 0/5 [00:00<?, ?it/s]
+
+
Generating Images:  20%|##        | 1/5 [00:14<00:57, 14.41s/it]
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+
+
Generating Images:  40%|####      | 2/5 [00:28<00:43, 14.39s/it]
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+
+
Generating Images:  60%|######    | 3/5 [00:43<00:28, 14.39s/it]
Generating Images:  60%|######    | 3/5 [00:43<00:28, 14.39s/it]
+
+
Generating Images:  80%|########  | 4/5 [00:57<00:14, 14.38s/it]
Generating Images:  80%|########  | 4/5 [00:57<00:14, 14.38s/it]
+
+
Generating Images: 100%|##########| 5/5 [01:11<00:00, 14.38s/it]
Generating Images: 100%|##########| 5/5 [01:11<00:00, 14.38s/it]
+
+
                                                                
                                                                
+Saving at step 1200
+Saved checkpoint to /app/ai-toolkit/output/leoprint/leoprint_000001200.safetensors
+Saved optimizer to /app/ai-toolkit/output/leoprint/optimizer.pt
+
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+
+
Generating Images:   0%|          | 0/5 [00:00<?, ?it/s]
Generating Images:   0%|          | 0/5 [00:00<?, ?it/s]
+
+
Generating Images:  20%|##        | 1/5 [00:14<00:57, 14.37s/it]
Generating Images:  20%|##        | 1/5 [00:14<00:57, 14.37s/it]
+
+
Generating Images:  40%|####      | 2/5 [00:28<00:43, 14.38s/it]
Generating Images:  40%|####      | 2/5 [00:28<00:43, 14.38s/it]
+
+
Generating Images:  60%|######    | 3/5 [00:43<00:28, 14.38s/it]
Generating Images:  60%|######    | 3/5 [00:43<00:28, 14.38s/it]
+
+
Generating Images:  80%|########  | 4/5 [00:57<00:14, 14.39s/it]
Generating Images:  80%|########  | 4/5 [00:57<00:14, 14.39s/it]
+
+
Generating Images: 100%|##########| 5/5 [01:11<00:00, 14.39s/it]
Generating Images: 100%|##########| 5/5 [01:11<00:00, 14.39s/it]
+
+
                                                                
                                                                
+Saving at step 1400
+Saved checkpoint to /app/ai-toolkit/output/leoprint/leoprint_000001400.safetensors
+Saved optimizer to /app/ai-toolkit/output/leoprint/optimizer.pt
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+
+
Generating Images:   0%|          | 0/5 [00:00<?, ?it/s]
Generating Images:   0%|          | 0/5 [00:00<?, ?it/s]
+
+
Generating Images:  20%|##        | 1/5 [00:14<00:57, 14.39s/it]
Generating Images:  20%|##        | 1/5 [00:14<00:57, 14.39s/it]
+
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Generating Images:  40%|####      | 2/5 [00:28<00:43, 14.39s/it]
Generating Images:  40%|####      | 2/5 [00:28<00:43, 14.39s/it]
+
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Generating Images:  60%|######    | 3/5 [00:43<00:28, 14.39s/it]
Generating Images:  60%|######    | 3/5 [00:43<00:28, 14.39s/it]
+
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Generating Images:  80%|########  | 4/5 [00:57<00:14, 14.39s/it]
Generating Images:  80%|########  | 4/5 [00:57<00:14, 14.39s/it]
+
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Generating Images: 100%|##########| 5/5 [01:11<00:00, 14.39s/it]
Generating Images: 100%|##########| 5/5 [01:11<00:00, 14.39s/it]
+
+
                                                                
                                                                
+Saving at step 1600
+Saved checkpoint to /app/ai-toolkit/output/leoprint/leoprint_000001600.safetensors
+Saved optimizer to /app/ai-toolkit/output/leoprint/optimizer.pt
+
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+
+
Generating Images:   0%|          | 0/5 [00:00<?, ?it/s]
Generating Images:   0%|          | 0/5 [00:00<?, ?it/s]
+
+
Generating Images:  20%|##        | 1/5 [00:14<00:57, 14.39s/it]
Generating Images:  20%|##        | 1/5 [00:14<00:57, 14.39s/it]
+
+
Generating Images:  40%|####      | 2/5 [00:28<00:43, 14.40s/it]
Generating Images:  40%|####      | 2/5 [00:28<00:43, 14.40s/it]
+
+
Generating Images:  60%|######    | 3/5 [00:43<00:28, 14.40s/it]
Generating Images:  60%|######    | 3/5 [00:43<00:28, 14.40s/it]
+
+
Generating Images:  80%|########  | 4/5 [00:57<00:14, 14.40s/it]
Generating Images:  80%|########  | 4/5 [00:57<00:14, 14.40s/it]
+
+
Generating Images: 100%|##########| 5/5 [01:12<00:00, 14.41s/it]
Generating Images: 100%|##########| 5/5 [01:12<00:00, 14.41s/it]
+
+
                                                                
                                                                
+Saving at step 1800
+Saved checkpoint to /app/ai-toolkit/output/leoprint/leoprint_000001800.safetensors
+Saved optimizer to /app/ai-toolkit/output/leoprint/optimizer.pt
+
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leoprint:  77%|#######7  | 1854/2400 [53:18<29:12,  3.21s/it, lr: 5.0e-05 loss: 3.270e-01]
leoprint:  77%|#######7  | 1854/2400 [53:18<29:12,  3.21s/it, lr: 5.0e-05 loss: 3.270e-01]
leoprint:  77%|#######7  | 1855/2400 [53:18<29:53,  3.29s/it, lr: 5.0e-05 loss: 3.270e-01]
leoprint:  77%|#######7  | 1855/2400 [53:18<29:53,  3.29s/it, lr: 5.0e-05 loss: 3.270e-01]
leoprint:  77%|#######7  | 1855/2400 [53:22<29:53,  3.29s/it, lr: 5.0e-05 loss: 3.413e-01]
leoprint:  77%|#######7  | 1855/2400 [53:22<29:53,  3.29s/it, lr: 5.0e-05 loss: 3.413e-01]
leoprint:  77%|#######7  | 1856/2400 [53:22<30:22,  3.35s/it, lr: 5.0e-05 loss: 3.413e-01]
leoprint:  77%|#######7  | 1856/2400 [53:22<30:22,  3.35s/it, lr: 5.0e-05 loss: 3.413e-01]
leoprint:  77%|#######7  | 1856/2400 [53:25<30:22,  3.35s/it, lr: 5.0e-05 loss: 3.696e-01]
leoprint:  77%|#######7  | 1856/2400 [53:25<30:22,  3.35s/it, lr: 5.0e-05 loss: 3.696e-01]
leoprint:  77%|#######7  | 1857/2400 [53:25<31:02,  3.43s/it, lr: 5.0e-05 loss: 3.696e-01]
leoprint:  77%|#######7  | 1857/2400 [53:25<31:02,  3.43s/it, lr: 5.0e-05 loss: 3.696e-01]
leoprint:  77%|#######7  | 1857/2400 [53:29<31:02,  3.43s/it, lr: 5.0e-05 loss: 2.860e-01]
leoprint:  77%|#######7  | 1857/2400 [53:29<31:02,  3.43s/it, lr: 5.0e-05 loss: 2.860e-01]
leoprint:  77%|#######7  | 1858/2400 [53:29<31:51,  3.53s/it, lr: 5.0e-05 loss: 2.860e-01]
leoprint:  77%|#######7  | 1858/2400 [53:29<31:51,  3.53s/it, lr: 5.0e-05 loss: 2.860e-01]
leoprint:  77%|#######7  | 1858/2400 [53:33<31:51,  3.53s/it, lr: 5.0e-05 loss: 2.440e-01]
leoprint:  77%|#######7  | 1858/2400 [53:33<31:51,  3.53s/it, lr: 5.0e-05 loss: 2.440e-01]
leoprint:  77%|#######7  | 1859/2400 [53:33<32:03,  3.56s/it, lr: 5.0e-05 loss: 2.440e-01]
leoprint:  77%|#######7  | 1859/2400 [53:33<32:03,  3.56s/it, lr: 5.0e-05 loss: 2.440e-01]
leoprint:  77%|#######7  | 1859/2400 [53:36<32:03,  3.56s/it, lr: 5.0e-05 loss: 3.194e-01]
leoprint:  77%|#######7  | 1859/2400 [53:36<32:03,  3.56s/it, lr: 5.0e-05 loss: 3.194e-01]
leoprint:  78%|#######7  | 1860/2400 [53:40<32:00,  3.56s/it, lr: 5.0e-05 loss: 3.053e-01]
leoprint:  78%|#######7  | 1860/2400 [53:40<32:00,  3.56s/it, lr: 5.0e-05 loss: 3.053e-01]
leoprint:  78%|#######7  | 1861/2400 [53:40<24:32,  2.73s/it, lr: 5.0e-05 loss: 3.053e-01]
leoprint:  78%|#######7  | 1861/2400 [53:40<24:32,  2.73s/it, lr: 5.0e-05 loss: 3.053e-01]
leoprint:  78%|#######7  | 1861/2400 [53:43<24:32,  2.73s/it, lr: 5.0e-05 loss: 2.026e-01]
leoprint:  78%|#######7  | 1861/2400 [53:43<24:32,  2.73s/it, lr: 5.0e-05 loss: 2.026e-01]
leoprint:  78%|#######7  | 1862/2400 [53:43<26:11,  2.92s/it, lr: 5.0e-05 loss: 2.026e-01]
leoprint:  78%|#######7  | 1862/2400 [53:43<26:11,  2.92s/it, lr: 5.0e-05 loss: 2.026e-01]
leoprint:  78%|#######7  | 1862/2400 [53:47<26:11,  2.92s/it, lr: 5.0e-05 loss: 2.259e-01]
leoprint:  78%|#######7  | 1862/2400 [53:47<26:11,  2.92s/it, lr: 5.0e-05 loss: 2.259e-01]
leoprint:  78%|#######7  | 1863/2400 [53:47<27:46,  3.10s/it, lr: 5.0e-05 loss: 2.259e-01]
leoprint:  78%|#######7  | 1863/2400 [53:47<27:46,  3.10s/it, lr: 5.0e-05 loss: 2.259e-01]
leoprint:  78%|#######7  | 1863/2400 [53:51<27:46,  3.10s/it, lr: 5.0e-05 loss: 2.759e-01]
leoprint:  78%|#######7  | 1863/2400 [53:51<27:46,  3.10s/it, lr: 5.0e-05 loss: 2.759e-01]
leoprint:  78%|#######7  | 1864/2400 [53:51<29:01,  3.25s/it, lr: 5.0e-05 loss: 2.759e-01]
leoprint:  78%|#######7  | 1864/2400 [53:51<29:01,  3.25s/it, lr: 5.0e-05 loss: 2.759e-01]
leoprint:  78%|#######7  | 1864/2400 [53:54<29:01,  3.25s/it, lr: 5.0e-05 loss: 3.212e-01]
leoprint:  78%|#######7  | 1864/2400 [53:54<29:01,  3.25s/it, lr: 5.0e-05 loss: 3.212e-01]
leoprint:  78%|#######7  | 1865/2400 [53:54<29:53,  3.35s/it, lr: 5.0e-05 loss: 3.212e-01]
leoprint:  78%|#######7  | 1865/2400 [53:54<29:53,  3.35s/it, lr: 5.0e-05 loss: 3.212e-01]
leoprint:  78%|#######7  | 1865/2400 [53:58<29:53,  3.35s/it, lr: 5.0e-05 loss: 3.266e-01]
leoprint:  78%|#######7  | 1865/2400 [53:58<29:53,  3.35s/it, lr: 5.0e-05 loss: 3.266e-01]
leoprint:  78%|#######7  | 1866/2400 [53:58<30:12,  3.39s/it, lr: 5.0e-05 loss: 3.266e-01]
leoprint:  78%|#######7  | 1866/2400 [53:58<30:12,  3.39s/it, lr: 5.0e-05 loss: 3.266e-01]
leoprint:  78%|#######7  | 1866/2400 [54:01<30:12,  3.39s/it, lr: 5.0e-05 loss: 2.835e-01]
leoprint:  78%|#######7  | 1866/2400 [54:01<30:12,  3.39s/it, lr: 5.0e-05 loss: 2.835e-01]
leoprint:  78%|#######7  | 1867/2400 [54:01<30:24,  3.42s/it, lr: 5.0e-05 loss: 2.835e-01]
leoprint:  78%|#######7  | 1867/2400 [54:01<30:24,  3.42s/it, lr: 5.0e-05 loss: 2.835e-01]
leoprint:  78%|#######7  | 1867/2400 [54:05<30:24,  3.42s/it, lr: 5.0e-05 loss: 3.566e-01]
leoprint:  78%|#######7  | 1867/2400 [54:05<30:24,  3.42s/it, lr: 5.0e-05 loss: 3.566e-01]
leoprint:  78%|#######7  | 1868/2400 [54:05<30:33,  3.45s/it, lr: 5.0e-05 loss: 3.566e-01]
leoprint:  78%|#######7  | 1868/2400 [54:05<30:33,  3.45s/it, lr: 5.0e-05 loss: 3.566e-01]
leoprint:  78%|#######7  | 1868/2400 [54:08<30:33,  3.45s/it, lr: 5.0e-05 loss: 2.794e-01]
leoprint:  78%|#######7  | 1868/2400 [54:08<30:33,  3.45s/it, lr: 5.0e-05 loss: 2.794e-01]
leoprint:  78%|#######7  | 1869/2400 [54:08<31:06,  3.51s/it, lr: 5.0e-05 loss: 2.794e-01]
leoprint:  78%|#######7  | 1869/2400 [54:08<31:06,  3.51s/it, lr: 5.0e-05 loss: 2.794e-01]
leoprint:  78%|#######7  | 1869/2400 [54:12<31:06,  3.51s/it, lr: 5.0e-05 loss: 3.018e-01]
leoprint:  78%|#######7  | 1869/2400 [54:12<31:06,  3.51s/it, lr: 5.0e-05 loss: 3.018e-01]
leoprint:  78%|#######7  | 1870/2400 [54:15<31:02,  3.51s/it, lr: 5.0e-05 loss: 3.052e-01]
leoprint:  78%|#######7  | 1870/2400 [54:15<31:02,  3.51s/it, lr: 5.0e-05 loss: 3.052e-01]
leoprint:  78%|#######7  | 1871/2400 [54:15<23:52,  2.71s/it, lr: 5.0e-05 loss: 3.052e-01]
leoprint:  78%|#######7  | 1871/2400 [54:15<23:52,  2.71s/it, lr: 5.0e-05 loss: 3.052e-01]
leoprint:  78%|#######7  | 1871/2400 [54:19<23:52,  2.71s/it, lr: 5.0e-05 loss: 2.788e-01]
leoprint:  78%|#######7  | 1871/2400 [54:19<23:52,  2.71s/it, lr: 5.0e-05 loss: 2.788e-01]
leoprint:  78%|#######8  | 1872/2400 [54:19<25:33,  2.90s/it, lr: 5.0e-05 loss: 2.788e-01]
leoprint:  78%|#######8  | 1872/2400 [54:19<25:33,  2.90s/it, lr: 5.0e-05 loss: 2.788e-01]
leoprint:  78%|#######8  | 1872/2400 [54:23<25:33,  2.90s/it, lr: 5.0e-05 loss: 2.026e-01]
leoprint:  78%|#######8  | 1872/2400 [54:23<25:33,  2.90s/it, lr: 5.0e-05 loss: 2.026e-01]
leoprint:  78%|#######8  | 1873/2400 [54:23<27:09,  3.09s/it, lr: 5.0e-05 loss: 2.026e-01]
leoprint:  78%|#######8  | 1873/2400 [54:23<27:09,  3.09s/it, lr: 5.0e-05 loss: 2.026e-01]
leoprint:  78%|#######8  | 1873/2400 [54:26<27:09,  3.09s/it, lr: 5.0e-05 loss: 3.897e-01]
leoprint:  78%|#######8  | 1873/2400 [54:26<27:09,  3.09s/it, lr: 5.0e-05 loss: 3.897e-01]
leoprint:  78%|#######8  | 1874/2400 [54:26<28:04,  3.20s/it, lr: 5.0e-05 loss: 3.897e-01]
leoprint:  78%|#######8  | 1874/2400 [54:26<28:04,  3.20s/it, lr: 5.0e-05 loss: 3.897e-01]
leoprint:  78%|#######8  | 1874/2400 [54:30<28:04,  3.20s/it, lr: 5.0e-05 loss: 3.096e-01]
leoprint:  78%|#######8  | 1874/2400 [54:30<28:04,  3.20s/it, lr: 5.0e-05 loss: 3.096e-01]
leoprint:  78%|#######8  | 1875/2400 [54:30<29:14,  3.34s/it, lr: 5.0e-05 loss: 3.096e-01]
leoprint:  78%|#######8  | 1875/2400 [54:30<29:14,  3.34s/it, lr: 5.0e-05 loss: 3.096e-01]
leoprint:  78%|#######8  | 1875/2400 [54:33<29:14,  3.34s/it, lr: 5.0e-05 loss: 2.870e-01]
leoprint:  78%|#######8  | 1875/2400 [54:33<29:14,  3.34s/it, lr: 5.0e-05 loss: 2.870e-01]
leoprint:  78%|#######8  | 1876/2400 [54:33<29:35,  3.39s/it, lr: 5.0e-05 loss: 2.870e-01]
leoprint:  78%|#######8  | 1876/2400 [54:33<29:35,  3.39s/it, lr: 5.0e-05 loss: 2.870e-01]
leoprint:  78%|#######8  | 1876/2400 [54:37<29:35,  3.39s/it, lr: 5.0e-05 loss: 4.076e-01]
leoprint:  78%|#######8  | 1876/2400 [54:37<29:35,  3.39s/it, lr: 5.0e-05 loss: 4.076e-01]
leoprint:  78%|#######8  | 1877/2400 [54:37<29:47,  3.42s/it, lr: 5.0e-05 loss: 4.076e-01]
leoprint:  78%|#######8  | 1877/2400 [54:37<29:47,  3.42s/it, lr: 5.0e-05 loss: 4.076e-01]
leoprint:  78%|#######8  | 1877/2400 [54:40<29:47,  3.42s/it, lr: 5.0e-05 loss: 2.449e-01]
leoprint:  78%|#######8  | 1877/2400 [54:40<29:47,  3.42s/it, lr: 5.0e-05 loss: 2.449e-01]
leoprint:  78%|#######8  | 1878/2400 [54:40<30:15,  3.48s/it, lr: 5.0e-05 loss: 2.449e-01]
leoprint:  78%|#######8  | 1878/2400 [54:40<30:15,  3.48s/it, lr: 5.0e-05 loss: 2.449e-01]
leoprint:  78%|#######8  | 1878/2400 [54:44<30:15,  3.48s/it, lr: 5.0e-05 loss: 2.237e-01]
leoprint:  78%|#######8  | 1878/2400 [54:44<30:15,  3.48s/it, lr: 5.0e-05 loss: 2.237e-01]
leoprint:  78%|#######8  | 1879/2400 [54:44<30:15,  3.48s/it, lr: 5.0e-05 loss: 2.237e-01]
leoprint:  78%|#######8  | 1879/2400 [54:44<30:15,  3.48s/it, lr: 5.0e-05 loss: 2.237e-01]
leoprint:  78%|#######8  | 1879/2400 [54:48<30:15,  3.48s/it, lr: 5.0e-05 loss: 2.696e-01]
leoprint:  78%|#######8  | 1879/2400 [54:48<30:15,  3.48s/it, lr: 5.0e-05 loss: 2.696e-01]
leoprint:  78%|#######8  | 1880/2400 [54:51<30:11,  3.48s/it, lr: 5.0e-05 loss: 3.173e-01]
leoprint:  78%|#######8  | 1880/2400 [54:51<30:11,  3.48s/it, lr: 5.0e-05 loss: 3.173e-01]
leoprint:  78%|#######8  | 1881/2400 [54:51<23:44,  2.74s/it, lr: 5.0e-05 loss: 3.173e-01]
leoprint:  78%|#######8  | 1881/2400 [54:51<23:44,  2.74s/it, lr: 5.0e-05 loss: 3.173e-01]
leoprint:  78%|#######8  | 1881/2400 [54:55<23:44,  2.74s/it, lr: 5.0e-05 loss: 2.800e-01]
leoprint:  78%|#######8  | 1881/2400 [54:55<23:44,  2.74s/it, lr: 5.0e-05 loss: 2.800e-01]
leoprint:  78%|#######8  | 1882/2400 [54:55<25:18,  2.93s/it, lr: 5.0e-05 loss: 2.800e-01]
leoprint:  78%|#######8  | 1882/2400 [54:55<25:18,  2.93s/it, lr: 5.0e-05 loss: 2.800e-01]
leoprint:  78%|#######8  | 1882/2400 [54:58<25:18,  2.93s/it, lr: 5.0e-05 loss: 2.837e-01]
leoprint:  78%|#######8  | 1882/2400 [54:58<25:18,  2.93s/it, lr: 5.0e-05 loss: 2.837e-01]
leoprint:  78%|#######8  | 1883/2400 [54:58<26:32,  3.08s/it, lr: 5.0e-05 loss: 2.837e-01]
leoprint:  78%|#######8  | 1883/2400 [54:58<26:32,  3.08s/it, lr: 5.0e-05 loss: 2.837e-01]
leoprint:  78%|#######8  | 1883/2400 [55:02<26:32,  3.08s/it, lr: 5.0e-05 loss: 2.094e-01]
leoprint:  78%|#######8  | 1883/2400 [55:02<26:32,  3.08s/it, lr: 5.0e-05 loss: 2.094e-01]
leoprint:  78%|#######8  | 1884/2400 [55:02<27:45,  3.23s/it, lr: 5.0e-05 loss: 2.094e-01]
leoprint:  78%|#######8  | 1884/2400 [55:02<27:45,  3.23s/it, lr: 5.0e-05 loss: 2.094e-01]
leoprint:  78%|#######8  | 1884/2400 [55:05<27:45,  3.23s/it, lr: 5.0e-05 loss: 3.565e-01]
leoprint:  78%|#######8  | 1884/2400 [55:05<27:45,  3.23s/it, lr: 5.0e-05 loss: 3.565e-01]
leoprint:  79%|#######8  | 1885/2400 [55:05<28:20,  3.30s/it, lr: 5.0e-05 loss: 3.565e-01]
leoprint:  79%|#######8  | 1885/2400 [55:05<28:20,  3.30s/it, lr: 5.0e-05 loss: 3.565e-01]
leoprint:  79%|#######8  | 1885/2400 [55:09<28:20,  3.30s/it, lr: 5.0e-05 loss: 2.611e-01]
leoprint:  79%|#######8  | 1885/2400 [55:09<28:20,  3.30s/it, lr: 5.0e-05 loss: 2.611e-01]
leoprint:  79%|#######8  | 1886/2400 [55:09<28:46,  3.36s/it, lr: 5.0e-05 loss: 2.611e-01]
leoprint:  79%|#######8  | 1886/2400 [55:09<28:46,  3.36s/it, lr: 5.0e-05 loss: 2.611e-01]
leoprint:  79%|#######8  | 1886/2400 [55:12<28:46,  3.36s/it, lr: 5.0e-05 loss: 2.753e-01]
leoprint:  79%|#######8  | 1886/2400 [55:12<28:46,  3.36s/it, lr: 5.0e-05 loss: 2.753e-01]
leoprint:  79%|#######8  | 1887/2400 [55:13<29:23,  3.44s/it, lr: 5.0e-05 loss: 2.753e-01]
leoprint:  79%|#######8  | 1887/2400 [55:13<29:23,  3.44s/it, lr: 5.0e-05 loss: 2.753e-01]
leoprint:  79%|#######8  | 1887/2400 [55:16<29:23,  3.44s/it, lr: 5.0e-05 loss: 1.935e-01]
leoprint:  79%|#######8  | 1887/2400 [55:16<29:23,  3.44s/it, lr: 5.0e-05 loss: 1.935e-01]
leoprint:  79%|#######8  | 1888/2400 [55:16<29:47,  3.49s/it, lr: 5.0e-05 loss: 1.935e-01]
leoprint:  79%|#######8  | 1888/2400 [55:16<29:47,  3.49s/it, lr: 5.0e-05 loss: 1.935e-01]
leoprint:  79%|#######8  | 1888/2400 [55:20<29:47,  3.49s/it, lr: 5.0e-05 loss: 3.992e-01]
leoprint:  79%|#######8  | 1888/2400 [55:20<29:47,  3.49s/it, lr: 5.0e-05 loss: 3.992e-01]
leoprint:  79%|#######8  | 1889/2400 [55:20<29:45,  3.49s/it, lr: 5.0e-05 loss: 3.992e-01]
leoprint:  79%|#######8  | 1889/2400 [55:20<29:45,  3.49s/it, lr: 5.0e-05 loss: 3.992e-01]
leoprint:  79%|#######8  | 1889/2400 [55:23<29:45,  3.49s/it, lr: 5.0e-05 loss: 2.337e-01]
leoprint:  79%|#######8  | 1889/2400 [55:23<29:45,  3.49s/it, lr: 5.0e-05 loss: 2.337e-01]
leoprint:  79%|#######8  | 1890/2400 [55:27<29:42,  3.49s/it, lr: 5.0e-05 loss: 3.045e-01]
leoprint:  79%|#######8  | 1890/2400 [55:27<29:42,  3.49s/it, lr: 5.0e-05 loss: 3.045e-01]
leoprint:  79%|#######8  | 1891/2400 [55:27<22:53,  2.70s/it, lr: 5.0e-05 loss: 3.045e-01]
leoprint:  79%|#######8  | 1891/2400 [55:27<22:53,  2.70s/it, lr: 5.0e-05 loss: 3.045e-01]
leoprint:  79%|#######8  | 1891/2400 [55:31<22:53,  2.70s/it, lr: 5.0e-05 loss: 1.917e-01]
leoprint:  79%|#######8  | 1891/2400 [55:31<22:53,  2.70s/it, lr: 5.0e-05 loss: 1.917e-01]
leoprint:  79%|#######8  | 1892/2400 [55:31<25:06,  2.97s/it, lr: 5.0e-05 loss: 1.917e-01]
leoprint:  79%|#######8  | 1892/2400 [55:31<25:06,  2.97s/it, lr: 5.0e-05 loss: 1.917e-01]
leoprint:  79%|#######8  | 1892/2400 [55:34<25:06,  2.97s/it, lr: 5.0e-05 loss: 2.882e-01]
leoprint:  79%|#######8  | 1892/2400 [55:34<25:06,  2.97s/it, lr: 5.0e-05 loss: 2.882e-01]
leoprint:  79%|#######8  | 1893/2400 [55:34<26:13,  3.10s/it, lr: 5.0e-05 loss: 2.882e-01]
leoprint:  79%|#######8  | 1893/2400 [55:34<26:13,  3.10s/it, lr: 5.0e-05 loss: 2.882e-01]
leoprint:  79%|#######8  | 1893/2400 [55:38<26:13,  3.10s/it, lr: 5.0e-05 loss: 2.605e-01]
leoprint:  79%|#######8  | 1893/2400 [55:38<26:13,  3.10s/it, lr: 5.0e-05 loss: 2.605e-01]
leoprint:  79%|#######8  | 1894/2400 [55:38<27:04,  3.21s/it, lr: 5.0e-05 loss: 2.605e-01]
leoprint:  79%|#######8  | 1894/2400 [55:38<27:04,  3.21s/it, lr: 5.0e-05 loss: 2.605e-01]
leoprint:  79%|#######8  | 1894/2400 [55:41<27:04,  3.21s/it, lr: 5.0e-05 loss: 2.174e-01]
leoprint:  79%|#######8  | 1894/2400 [55:41<27:04,  3.21s/it, lr: 5.0e-05 loss: 2.174e-01]
leoprint:  79%|#######8  | 1895/2400 [55:41<27:59,  3.33s/it, lr: 5.0e-05 loss: 2.174e-01]
leoprint:  79%|#######8  | 1895/2400 [55:41<27:59,  3.33s/it, lr: 5.0e-05 loss: 2.174e-01]
leoprint:  79%|#######8  | 1895/2400 [55:45<27:59,  3.33s/it, lr: 5.0e-05 loss: 3.335e-01]
leoprint:  79%|#######8  | 1895/2400 [55:45<27:59,  3.33s/it, lr: 5.0e-05 loss: 3.335e-01]
leoprint:  79%|#######9  | 1896/2400 [55:45<28:22,  3.38s/it, lr: 5.0e-05 loss: 3.335e-01]
leoprint:  79%|#######9  | 1896/2400 [55:45<28:22,  3.38s/it, lr: 5.0e-05 loss: 3.335e-01]
leoprint:  79%|#######9  | 1896/2400 [55:48<28:22,  3.38s/it, lr: 5.0e-05 loss: 3.331e-01]
leoprint:  79%|#######9  | 1896/2400 [55:48<28:22,  3.38s/it, lr: 5.0e-05 loss: 3.331e-01]
leoprint:  79%|#######9  | 1897/2400 [55:48<28:37,  3.41s/it, lr: 5.0e-05 loss: 3.331e-01]
leoprint:  79%|#######9  | 1897/2400 [55:48<28:37,  3.41s/it, lr: 5.0e-05 loss: 3.331e-01]
leoprint:  79%|#######9  | 1897/2400 [55:52<28:37,  3.41s/it, lr: 5.0e-05 loss: 2.188e-01]
leoprint:  79%|#######9  | 1897/2400 [55:52<28:37,  3.41s/it, lr: 5.0e-05 loss: 2.188e-01]
leoprint:  79%|#######9  | 1898/2400 [55:52<29:00,  3.47s/it, lr: 5.0e-05 loss: 2.188e-01]
leoprint:  79%|#######9  | 1898/2400 [55:52<29:00,  3.47s/it, lr: 5.0e-05 loss: 2.188e-01]
leoprint:  79%|#######9  | 1898/2400 [55:55<29:00,  3.47s/it, lr: 5.0e-05 loss: 3.457e-01]
leoprint:  79%|#######9  | 1898/2400 [55:55<29:00,  3.47s/it, lr: 5.0e-05 loss: 3.457e-01]
leoprint:  79%|#######9  | 1899/2400 [55:55<29:02,  3.48s/it, lr: 5.0e-05 loss: 3.457e-01]
leoprint:  79%|#######9  | 1899/2400 [55:55<29:02,  3.48s/it, lr: 5.0e-05 loss: 3.457e-01]
leoprint:  79%|#######9  | 1899/2400 [55:59<29:02,  3.48s/it, lr: 5.0e-05 loss: 2.789e-01]
leoprint:  79%|#######9  | 1899/2400 [55:59<29:02,  3.48s/it, lr: 5.0e-05 loss: 2.789e-01]
leoprint:  79%|#######9  | 1900/2400 [56:02<28:59,  3.48s/it, lr: 5.0e-05 loss: 2.510e-01]
leoprint:  79%|#######9  | 1900/2400 [56:02<28:59,  3.48s/it, lr: 5.0e-05 loss: 2.510e-01]
leoprint:  79%|#######9  | 1901/2400 [56:02<22:21,  2.69s/it, lr: 5.0e-05 loss: 2.510e-01]
leoprint:  79%|#######9  | 1901/2400 [56:02<22:21,  2.69s/it, lr: 5.0e-05 loss: 2.510e-01]
leoprint:  79%|#######9  | 1901/2400 [56:06<22:21,  2.69s/it, lr: 5.0e-05 loss: 2.767e-01]
leoprint:  79%|#######9  | 1901/2400 [56:06<22:21,  2.69s/it, lr: 5.0e-05 loss: 2.767e-01]
leoprint:  79%|#######9  | 1902/2400 [56:06<23:58,  2.89s/it, lr: 5.0e-05 loss: 2.767e-01]
leoprint:  79%|#######9  | 1902/2400 [56:06<23:58,  2.89s/it, lr: 5.0e-05 loss: 2.767e-01]
leoprint:  79%|#######9  | 1902/2400 [56:10<23:58,  2.89s/it, lr: 5.0e-05 loss: 2.882e-01]
leoprint:  79%|#######9  | 1902/2400 [56:10<23:58,  2.89s/it, lr: 5.0e-05 loss: 2.882e-01]
leoprint:  79%|#######9  | 1903/2400 [56:10<25:15,  3.05s/it, lr: 5.0e-05 loss: 2.882e-01]
leoprint:  79%|#######9  | 1903/2400 [56:10<25:15,  3.05s/it, lr: 5.0e-05 loss: 2.882e-01]
leoprint:  79%|#######9  | 1903/2400 [56:13<25:15,  3.05s/it, lr: 5.0e-05 loss: 3.223e-01]
leoprint:  79%|#######9  | 1903/2400 [56:13<25:15,  3.05s/it, lr: 5.0e-05 loss: 3.223e-01]
leoprint:  79%|#######9  | 1904/2400 [56:13<26:46,  3.24s/it, lr: 5.0e-05 loss: 3.223e-01]
leoprint:  79%|#######9  | 1904/2400 [56:13<26:46,  3.24s/it, lr: 5.0e-05 loss: 3.223e-01]
leoprint:  79%|#######9  | 1904/2400 [56:17<26:46,  3.24s/it, lr: 5.0e-05 loss: 3.285e-01]
leoprint:  79%|#######9  | 1904/2400 [56:17<26:46,  3.24s/it, lr: 5.0e-05 loss: 3.285e-01]
leoprint:  79%|#######9  | 1905/2400 [56:17<27:19,  3.31s/it, lr: 5.0e-05 loss: 3.285e-01]
leoprint:  79%|#######9  | 1905/2400 [56:17<27:19,  3.31s/it, lr: 5.0e-05 loss: 3.285e-01]
leoprint:  79%|#######9  | 1905/2400 [56:20<27:19,  3.31s/it, lr: 5.0e-05 loss: 2.530e-01]
leoprint:  79%|#######9  | 1905/2400 [56:20<27:19,  3.31s/it, lr: 5.0e-05 loss: 2.530e-01]
leoprint:  79%|#######9  | 1906/2400 [56:20<27:43,  3.37s/it, lr: 5.0e-05 loss: 2.530e-01]
leoprint:  79%|#######9  | 1906/2400 [56:20<27:43,  3.37s/it, lr: 5.0e-05 loss: 2.530e-01]
leoprint:  79%|#######9  | 1906/2400 [56:24<27:43,  3.37s/it, lr: 5.0e-05 loss: 2.953e-01]
leoprint:  79%|#######9  | 1906/2400 [56:24<27:43,  3.37s/it, lr: 5.0e-05 loss: 2.953e-01]
leoprint:  79%|#######9  | 1907/2400 [56:24<27:58,  3.40s/it, lr: 5.0e-05 loss: 2.953e-01]
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leoprint:  79%|#######9  | 1907/2400 [56:27<27:58,  3.40s/it, lr: 5.0e-05 loss: 2.314e-01]
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leoprint:  80%|#######9  | 1908/2400 [56:27<28:09,  3.43s/it, lr: 5.0e-05 loss: 2.314e-01]
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leoprint:  80%|#######9  | 1908/2400 [56:31<28:09,  3.43s/it, lr: 5.0e-05 loss: 2.950e-01]
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leoprint:  80%|#######9  | 1909/2400 [56:31<28:32,  3.49s/it, lr: 5.0e-05 loss: 2.950e-01]
leoprint:  80%|#######9  | 1909/2400 [56:31<28:32,  3.49s/it, lr: 5.0e-05 loss: 2.950e-01]
leoprint:  80%|#######9  | 1909/2400 [56:35<28:32,  3.49s/it, lr: 5.0e-05 loss: 2.352e-01]
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leoprint:  80%|#######9  | 1910/2400 [56:38<28:29,  3.49s/it, lr: 5.0e-05 loss: 3.685e-01]
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leoprint:  80%|#######9  | 1911/2400 [56:38<21:57,  2.69s/it, lr: 5.0e-05 loss: 3.685e-01]
leoprint:  80%|#######9  | 1911/2400 [56:38<21:57,  2.69s/it, lr: 5.0e-05 loss: 3.685e-01]
leoprint:  80%|#######9  | 1911/2400 [56:42<21:57,  2.69s/it, lr: 5.0e-05 loss: 2.917e-01]
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leoprint:  80%|#######9  | 1912/2400 [56:42<23:46,  2.92s/it, lr: 5.0e-05 loss: 2.917e-01]
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leoprint:  80%|#######9  | 1913/2400 [56:45<24:57,  3.08s/it, lr: 5.0e-05 loss: 2.136e-01]
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leoprint:  80%|#######9  | 1913/2400 [56:49<24:57,  3.08s/it, lr: 5.0e-05 loss: 2.674e-01]
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leoprint:  80%|#######9  | 1914/2400 [56:49<26:07,  3.22s/it, lr: 5.0e-05 loss: 2.674e-01]
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leoprint:  80%|#######9  | 1919/2400 [57:10<27:52,  3.48s/it, lr: 5.0e-05 loss: 2.396e-01]
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leoprint:  80%|########  | 1920/2400 [57:14<27:48,  3.48s/it, lr: 5.0e-05 loss: 3.305e-01]
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leoprint:  82%|########2 | 1971/2400 [1:00:16<19:18,  2.70s/it, lr: 5.0e-05 loss: 2.371e-01]
leoprint:  82%|########2 | 1971/2400 [1:00:16<19:18,  2.70s/it, lr: 5.0e-05 loss: 2.371e-01]
leoprint:  82%|########2 | 1972/2400 [1:00:16<20:53,  2.93s/it, lr: 5.0e-05 loss: 2.371e-01]
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leoprint:  82%|########2 | 1972/2400 [1:00:20<20:53,  2.93s/it, lr: 5.0e-05 loss: 3.602e-01]
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leoprint:  82%|########2 | 1973/2400 [1:00:20<22:21,  3.14s/it, lr: 5.0e-05 loss: 3.602e-01]
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leoprint:  82%|########2 | 1974/2400 [1:00:23<23:00,  3.24s/it, lr: 5.0e-05 loss: 2.888e-01]
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leoprint:  82%|########2 | 1974/2400 [1:00:27<23:00,  3.24s/it, lr: 5.0e-05 loss: 2.802e-01]
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leoprint:  82%|########2 | 1975/2400 [1:00:27<23:29,  3.32s/it, lr: 5.0e-05 loss: 2.802e-01]
leoprint:  82%|########2 | 1975/2400 [1:00:27<23:29,  3.32s/it, lr: 5.0e-05 loss: 2.802e-01]
leoprint:  82%|########2 | 1975/2400 [1:00:30<23:29,  3.32s/it, lr: 5.0e-05 loss: 2.273e-01]
leoprint:  82%|########2 | 1975/2400 [1:00:30<23:29,  3.32s/it, lr: 5.0e-05 loss: 2.273e-01]
leoprint:  82%|########2 | 1976/2400 [1:00:30<23:48,  3.37s/it, lr: 5.0e-05 loss: 2.273e-01]
leoprint:  82%|########2 | 1976/2400 [1:00:30<23:48,  3.37s/it, lr: 5.0e-05 loss: 2.273e-01]
leoprint:  82%|########2 | 1976/2400 [1:00:34<23:48,  3.37s/it, lr: 5.0e-05 loss: 3.161e-01]
leoprint:  82%|########2 | 1976/2400 [1:00:34<23:48,  3.37s/it, lr: 5.0e-05 loss: 3.161e-01]
leoprint:  82%|########2 | 1977/2400 [1:00:34<24:17,  3.45s/it, lr: 5.0e-05 loss: 3.161e-01]
leoprint:  82%|########2 | 1977/2400 [1:00:34<24:17,  3.45s/it, lr: 5.0e-05 loss: 3.161e-01]
leoprint:  82%|########2 | 1977/2400 [1:00:38<24:17,  3.45s/it, lr: 5.0e-05 loss: 2.726e-01]
leoprint:  82%|########2 | 1977/2400 [1:00:38<24:17,  3.45s/it, lr: 5.0e-05 loss: 2.726e-01]
leoprint:  82%|########2 | 1978/2400 [1:00:38<24:22,  3.47s/it, lr: 5.0e-05 loss: 2.726e-01]
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leoprint:  82%|########2 | 1978/2400 [1:00:41<24:22,  3.47s/it, lr: 5.0e-05 loss: 2.559e-01]
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leoprint:  82%|########2 | 1979/2400 [1:00:41<24:57,  3.56s/it, lr: 5.0e-05 loss: 2.559e-01]
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leoprint:  82%|########2 | 1979/2400 [1:00:45<24:57,  3.56s/it, lr: 5.0e-05 loss: 2.899e-01]
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leoprint:  82%|########2 | 1980/2400 [1:00:49<24:54,  3.56s/it, lr: 5.0e-05 loss: 2.584e-01]
leoprint:  82%|########2 | 1980/2400 [1:00:49<24:54,  3.56s/it, lr: 5.0e-05 loss: 2.584e-01]
leoprint:  83%|########2 | 1981/2400 [1:00:49<19:16,  2.76s/it, lr: 5.0e-05 loss: 2.584e-01]
leoprint:  83%|########2 | 1981/2400 [1:00:49<19:16,  2.76s/it, lr: 5.0e-05 loss: 2.584e-01]
leoprint:  83%|########2 | 1981/2400 [1:00:52<19:16,  2.76s/it, lr: 5.0e-05 loss: 3.429e-01]
leoprint:  83%|########2 | 1981/2400 [1:00:52<19:16,  2.76s/it, lr: 5.0e-05 loss: 3.429e-01]
leoprint:  83%|########2 | 1982/2400 [1:00:52<20:30,  2.94s/it, lr: 5.0e-05 loss: 3.429e-01]
leoprint:  83%|########2 | 1982/2400 [1:00:52<20:30,  2.94s/it, lr: 5.0e-05 loss: 3.429e-01]
leoprint:  83%|########2 | 1982/2400 [1:00:56<20:30,  2.94s/it, lr: 5.0e-05 loss: 1.926e-01]
leoprint:  83%|########2 | 1982/2400 [1:00:56<20:30,  2.94s/it, lr: 5.0e-05 loss: 1.926e-01]
leoprint:  83%|########2 | 1983/2400 [1:00:56<21:44,  3.13s/it, lr: 5.0e-05 loss: 1.926e-01]
leoprint:  83%|########2 | 1983/2400 [1:00:56<21:44,  3.13s/it, lr: 5.0e-05 loss: 1.926e-01]
leoprint:  83%|########2 | 1983/2400 [1:00:59<21:44,  3.13s/it, lr: 5.0e-05 loss: 3.301e-01]
leoprint:  83%|########2 | 1983/2400 [1:00:59<21:44,  3.13s/it, lr: 5.0e-05 loss: 3.301e-01]
leoprint:  83%|########2 | 1984/2400 [1:00:59<22:32,  3.25s/it, lr: 5.0e-05 loss: 3.301e-01]
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leoprint:  83%|########2 | 1984/2400 [1:01:03<22:32,  3.25s/it, lr: 5.0e-05 loss: 1.954e-01]
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leoprint:  83%|########2 | 1985/2400 [1:01:06<23:13,  3.36s/it, lr: 5.0e-05 loss: 3.672e-01]
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leoprint:  83%|########2 | 1986/2400 [1:01:06<23:27,  3.40s/it, lr: 5.0e-05 loss: 3.672e-01]
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leoprint:  83%|########2 | 1986/2400 [1:01:10<23:27,  3.40s/it, lr: 5.0e-05 loss: 2.952e-01]
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leoprint:  83%|########2 | 1987/2400 [1:01:13<23:37,  3.43s/it, lr: 5.0e-05 loss: 4.158e-01]
leoprint:  83%|########2 | 1987/2400 [1:01:13<23:37,  3.43s/it, lr: 5.0e-05 loss: 4.158e-01]
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leoprint:  83%|########2 | 1988/2400 [1:01:17<23:43,  3.46s/it, lr: 5.0e-05 loss: 2.877e-01]
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leoprint:  83%|########2 | 1989/2400 [1:01:21<23:46,  3.47s/it, lr: 5.0e-05 loss: 3.800e-01]
leoprint:  83%|########2 | 1989/2400 [1:01:21<23:46,  3.47s/it, lr: 5.0e-05 loss: 3.800e-01]
leoprint:  83%|########2 | 1990/2400 [1:01:24<23:42,  3.47s/it, lr: 5.0e-05 loss: 3.026e-01]
leoprint:  83%|########2 | 1990/2400 [1:01:24<23:42,  3.47s/it, lr: 5.0e-05 loss: 3.026e-01]
leoprint:  83%|########2 | 1991/2400 [1:01:24<18:17,  2.68s/it, lr: 5.0e-05 loss: 3.026e-01]
leoprint:  83%|########2 | 1991/2400 [1:01:24<18:17,  2.68s/it, lr: 5.0e-05 loss: 3.026e-01]
leoprint:  83%|########2 | 1991/2400 [1:01:28<18:17,  2.68s/it, lr: 5.0e-05 loss: 3.021e-01]
leoprint:  83%|########2 | 1991/2400 [1:01:28<18:17,  2.68s/it, lr: 5.0e-05 loss: 3.021e-01]
leoprint:  83%|########2 | 1992/2400 [1:01:28<19:37,  2.89s/it, lr: 5.0e-05 loss: 3.021e-01]
leoprint:  83%|########2 | 1992/2400 [1:01:28<19:37,  2.89s/it, lr: 5.0e-05 loss: 3.021e-01]
leoprint:  83%|########2 | 1992/2400 [1:01:31<19:37,  2.89s/it, lr: 5.0e-05 loss: 2.284e-01]
leoprint:  83%|########2 | 1992/2400 [1:01:31<19:37,  2.89s/it, lr: 5.0e-05 loss: 2.284e-01]
leoprint:  83%|########3 | 1993/2400 [1:01:31<20:52,  3.08s/it, lr: 5.0e-05 loss: 2.284e-01]
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leoprint:  83%|########3 | 1993/2400 [1:01:35<20:52,  3.08s/it, lr: 5.0e-05 loss: 3.648e-01]
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leoprint:  83%|########3 | 1994/2400 [1:01:38<21:36,  3.19s/it, lr: 5.0e-05 loss: 2.661e-01]
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leoprint:  83%|########3 | 1995/2400 [1:01:42<22:22,  3.31s/it, lr: 5.0e-05 loss: 3.636e-01]
leoprint:  83%|########3 | 1995/2400 [1:01:42<22:22,  3.31s/it, lr: 5.0e-05 loss: 3.636e-01]
leoprint:  83%|########3 | 1996/2400 [1:01:42<22:58,  3.41s/it, lr: 5.0e-05 loss: 3.636e-01]
leoprint:  83%|########3 | 1996/2400 [1:01:42<22:58,  3.41s/it, lr: 5.0e-05 loss: 3.636e-01]
leoprint:  83%|########3 | 1996/2400 [1:01:46<22:58,  3.41s/it, lr: 5.0e-05 loss: 2.820e-01]
leoprint:  83%|########3 | 1996/2400 [1:01:46<22:58,  3.41s/it, lr: 5.0e-05 loss: 2.820e-01]
leoprint:  83%|########3 | 1997/2400 [1:01:46<23:06,  3.44s/it, lr: 5.0e-05 loss: 2.820e-01]
leoprint:  83%|########3 | 1997/2400 [1:01:46<23:06,  3.44s/it, lr: 5.0e-05 loss: 2.820e-01]
leoprint:  83%|########3 | 1997/2400 [1:01:49<23:06,  3.44s/it, lr: 5.0e-05 loss: 2.615e-01]
leoprint:  83%|########3 | 1997/2400 [1:01:49<23:06,  3.44s/it, lr: 5.0e-05 loss: 2.615e-01]
leoprint:  83%|########3 | 1998/2400 [1:01:49<23:25,  3.50s/it, lr: 5.0e-05 loss: 2.615e-01]
leoprint:  83%|########3 | 1998/2400 [1:01:49<23:25,  3.50s/it, lr: 5.0e-05 loss: 2.615e-01]
leoprint:  83%|########3 | 1998/2400 [1:01:53<23:25,  3.50s/it, lr: 5.0e-05 loss: 2.903e-01]
leoprint:  83%|########3 | 1998/2400 [1:01:53<23:25,  3.50s/it, lr: 5.0e-05 loss: 2.903e-01]
leoprint:  83%|########3 | 1999/2400 [1:01:53<23:22,  3.50s/it, lr: 5.0e-05 loss: 2.903e-01]
leoprint:  83%|########3 | 1999/2400 [1:01:53<23:22,  3.50s/it, lr: 5.0e-05 loss: 2.903e-01]
leoprint:  83%|########3 | 1999/2400 [1:01:56<23:22,  3.50s/it, lr: 5.0e-05 loss: 2.444e-01]
leoprint:  83%|########3 | 1999/2400 [1:01:56<23:22,  3.50s/it, lr: 5.0e-05 loss: 2.444e-01]
+
+
Generating Images:   0%|          | 0/5 [00:00<?, ?it/s]
Generating Images:   0%|          | 0/5 [00:00<?, ?it/s]
+
+
Generating Images:  20%|##        | 1/5 [00:14<00:57, 14.39s/it]
Generating Images:  20%|##        | 1/5 [00:14<00:57, 14.39s/it]
+
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Generating Images:  40%|####      | 2/5 [00:28<00:43, 14.40s/it]
Generating Images:  40%|####      | 2/5 [00:28<00:43, 14.40s/it]
+
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Generating Images:  60%|######    | 3/5 [00:43<00:28, 14.41s/it]
Generating Images:  60%|######    | 3/5 [00:43<00:28, 14.41s/it]
+
+
Generating Images:  80%|########  | 4/5 [00:57<00:14, 14.42s/it]
Generating Images:  80%|########  | 4/5 [00:57<00:14, 14.42s/it]
+
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Generating Images: 100%|##########| 5/5 [01:12<00:00, 14.42s/it]
Generating Images: 100%|##########| 5/5 [01:12<00:00, 14.42s/it]
+
+
                                                                
                                                                
+Saving at step 2000
+Saved checkpoint to /app/ai-toolkit/output/leoprint/leoprint_000002000.safetensors
+Saved optimizer to /app/ai-toolkit/output/leoprint/optimizer.pt
+
leoprint:  83%|########3 | 2000/2400 [1:02:00<23:18,  3.50s/it, lr: 5.0e-05 loss: 3.398e-01]
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leoprint:  84%|########3 | 2005/2400 [1:02:18<21:37,  3.29s/it, lr: 5.0e-05 loss: 2.271e-01]
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leoprint:  84%|########3 | 2006/2400 [1:02:18<22:18,  3.40s/it, lr: 5.0e-05 loss: 2.271e-01]
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leoprint:  84%|########3 | 2006/2400 [1:02:21<22:18,  3.40s/it, lr: 5.0e-05 loss: 2.981e-01]
leoprint:  84%|########3 | 2006/2400 [1:02:21<22:18,  3.40s/it, lr: 5.0e-05 loss: 2.981e-01]
leoprint:  84%|########3 | 2007/2400 [1:02:21<22:42,  3.47s/it, lr: 5.0e-05 loss: 2.981e-01]
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leoprint:  84%|########3 | 2007/2400 [1:02:25<22:42,  3.47s/it, lr: 5.0e-05 loss: 2.659e-01]
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leoprint:  84%|########3 | 2008/2400 [1:02:28<22:44,  3.48s/it, lr: 5.0e-05 loss: 3.144e-01]
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leoprint:  84%|########3 | 2009/2400 [1:02:33<22:43,  3.49s/it, lr: 5.0e-05 loss: 3.367e-01]
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leoprint:  84%|########3 | 2010/2400 [1:02:37<22:40,  3.49s/it, lr: 5.0e-05 loss: 2.018e-01]
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leoprint:  84%|########3 | 2011/2400 [1:02:37<17:37,  2.72s/it, lr: 5.0e-05 loss: 2.018e-01]
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leoprint:  84%|########3 | 2012/2400 [1:02:40<19:12,  2.97s/it, lr: 5.0e-05 loss: 2.536e-01]
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leoprint:  84%|########3 | 2013/2400 [1:02:44<20:14,  3.14s/it, lr: 5.0e-05 loss: 2.781e-01]
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leoprint:  84%|########3 | 2013/2400 [1:02:48<20:14,  3.14s/it, lr: 5.0e-05 loss: 2.670e-01]
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leoprint:  84%|########3 | 2014/2400 [1:02:48<20:50,  3.24s/it, lr: 5.0e-05 loss: 2.670e-01]
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leoprint:  84%|########3 | 2014/2400 [1:02:51<20:50,  3.24s/it, lr: 5.0e-05 loss: 3.077e-01]
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leoprint:  84%|########3 | 2015/2400 [1:02:51<21:15,  3.31s/it, lr: 5.0e-05 loss: 3.077e-01]
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leoprint:  84%|########3 | 2015/2400 [1:02:55<21:15,  3.31s/it, lr: 5.0e-05 loss: 3.702e-01]
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leoprint:  84%|########4 | 2016/2400 [1:02:55<21:33,  3.37s/it, lr: 5.0e-05 loss: 3.702e-01]
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leoprint:  84%|########4 | 2016/2400 [1:02:58<21:33,  3.37s/it, lr: 5.0e-05 loss: 2.767e-01]
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leoprint:  84%|########4 | 2017/2400 [1:02:58<21:45,  3.41s/it, lr: 5.0e-05 loss: 2.767e-01]
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leoprint:  84%|########4 | 2017/2400 [1:03:02<21:45,  3.41s/it, lr: 5.0e-05 loss: 2.663e-01]
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leoprint:  84%|########4 | 2018/2400 [1:03:02<22:20,  3.51s/it, lr: 5.0e-05 loss: 2.663e-01]
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leoprint:  84%|########4 | 2018/2400 [1:03:05<22:20,  3.51s/it, lr: 5.0e-05 loss: 2.306e-01]
leoprint:  84%|########4 | 2018/2400 [1:03:05<22:20,  3.51s/it, lr: 5.0e-05 loss: 2.306e-01]
leoprint:  84%|########4 | 2019/2400 [1:03:05<22:29,  3.54s/it, lr: 5.0e-05 loss: 2.306e-01]
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leoprint:  84%|########4 | 2019/2400 [1:03:09<22:29,  3.54s/it, lr: 5.0e-05 loss: 3.798e-01]
leoprint:  84%|########4 | 2019/2400 [1:03:09<22:29,  3.54s/it, lr: 5.0e-05 loss: 3.798e-01]
leoprint:  84%|########4 | 2020/2400 [1:03:12<22:26,  3.54s/it, lr: 5.0e-05 loss: 3.715e-01]
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leoprint:  84%|########4 | 2021/2400 [1:03:12<17:12,  2.72s/it, lr: 5.0e-05 loss: 3.715e-01]
leoprint:  84%|########4 | 2021/2400 [1:03:12<17:12,  2.72s/it, lr: 5.0e-05 loss: 3.715e-01]
leoprint:  84%|########4 | 2021/2400 [1:03:16<17:12,  2.72s/it, lr: 5.0e-05 loss: 2.605e-01]
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leoprint:  84%|########4 | 2022/2400 [1:03:16<18:22,  2.92s/it, lr: 5.0e-05 loss: 2.605e-01]
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+
+
Generating Images:   0%|          | 0/5 [00:00<?, ?it/s]
Generating Images:   0%|          | 0/5 [00:00<?, ?it/s]
+
+
Generating Images:  20%|##        | 1/5 [00:14<00:57, 14.42s/it]
Generating Images:  20%|##        | 1/5 [00:14<00:57, 14.42s/it]
+
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Generating Images:  40%|####      | 2/5 [00:28<00:43, 14.43s/it]
Generating Images:  40%|####      | 2/5 [00:28<00:43, 14.43s/it]
+
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Generating Images:  60%|######    | 3/5 [00:43<00:28, 14.42s/it]
Generating Images:  60%|######    | 3/5 [00:43<00:28, 14.42s/it]
+
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Generating Images:  80%|########  | 4/5 [00:57<00:14, 14.43s/it]
Generating Images:  80%|########  | 4/5 [00:57<00:14, 14.43s/it]
+
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Generating Images: 100%|##########| 5/5 [01:12<00:00, 14.43s/it]
Generating Images: 100%|##########| 5/5 [01:12<00:00, 14.43s/it]
+
+
                                                                
                                                                
+Saving at step 2200
+Saved checkpoint to /app/ai-toolkit/output/leoprint/leoprint_000002200.safetensors
+Saved optimizer to /app/ai-toolkit/output/leoprint/optimizer.pt
+
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+
+
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+Saved checkpoint to /app/ai-toolkit/output/leoprint/leoprint.safetensors
+Saved optimizer to /app/ai-toolkit/output/leoprint/optimizer.pt
diff --git a/leoprint/logs/0_log.txt b/leoprint/logs/0_log.txt
new file mode 100644
index 0000000000000000000000000000000000000000..7c130ac520787b32d3a3f53484b0746a005c1575
--- /dev/null
+++ b/leoprint/logs/0_log.txt
@@ -0,0 +1,222 @@
+Running 1 job
+/usr/local/lib/python3.10/dist-packages/albumentations/__init__.py:13: UserWarning: A new version of Albumentations is available: 2.0.8 (you have 1.4.15). Upgrade using: pip install -U albumentations. To disable automatic update checks, set the environment variable NO_ALBUMENTATIONS_UPDATE to 1.
+  check_for_updates()
+/usr/local/lib/python3.10/dist-packages/albumentations/__init__.py:13: UserWarning: A new version of Albumentations is available: 2.0.8 (you have 1.4.15). Upgrade using: pip install -U albumentations. To disable automatic update checks, set the environment variable NO_ALBUMENTATIONS_UPDATE to 1.
+  check_for_updates()
+{
+    "type": "ui_trainer",
+    "training_folder": "/app/ai-toolkit/output",
+    "sqlite_db_path": "/app/ai-toolkit/aitk_db.db",
+    "device": "cuda",
+    "trigger_word": "$drftfx",
+    "performance_log_every": 10,
+    "network": {
+        "type": "lora",
+        "linear": 32,
+        "linear_alpha": 32,
+        "conv": 16,
+        "conv_alpha": 16,
+        "lokr_full_rank": true,
+        "lokr_factor": -1,
+        "network_kwargs": {
+            "ignore_if_contains": []
+        }
+    },
+    "save": {
+        "dtype": "bf16",
+        "save_every": 200,
+        "max_step_saves_to_keep": 12,
+        "save_format": "diffusers",
+        "push_to_hub": false
+    },
+    "datasets": [
+        {
+            "folder_path": "/app/ai-toolkit/datasets/leoprint",
+            "control_path": null,
+            "mask_path": null,
+            "mask_min_value": 0.1,
+            "default_caption": "$leoprint",
+            "caption_ext": "txt",
+            "caption_dropout_rate": 0.05,
+            "cache_latents_to_disk": false,
+            "is_reg": false,
+            "network_weight": 1,
+            "resolution": [
+                1024
+            ],
+            "controls": []
+        }
+    ],
+    "train": {
+        "batch_size": 2,
+        "bypass_guidance_embedding": false,
+        "steps": 1000,
+        "gradient_accumulation": 1,
+        "train_unet": true,
+        "train_text_encoder": false,
+        "gradient_checkpointing": true,
+        "noise_scheduler": "flowmatch",
+        "optimizer": "adamw8bit",
+        "timestep_type": "sigmoid",
+        "content_or_style": "balanced",
+        "optimizer_params": {
+            "weight_decay": 0.0001
+        },
+        "unload_text_encoder": false,
+        "lr": 5e-05,
+        "ema_config": {
+            "use_ema": false,
+            "ema_decay": 0.99
+        },
+        "dtype": "bf16",
+        "diff_output_preservation": false,
+        "diff_output_preservation_multiplier": 1,
+        "diff_output_preservation_class": "character"
+    },
+    "model": {
+        "name_or_path": "multimodalart/FLUX.1-dev2pro-full",
+        "quantize": true,
+        "quantize_te": true,
+        "arch": "flux",
+        "low_vram": false,
+        "model_kwargs": {}
+    },
+    "sample": {
+        "sampler": "flowmatch",
+        "sample_every": 200,
+        "width": 1024,
+        "height": 1024,
+        "prompts": [
+            "$leoprint sitting cross-legged on a floating iceberg, calm and thoughtful, the face facing left; vast frozen ocean and aurora borealis lighting the sky.",
+            "$leoprint painting a massive mural on a crumbling city wall, focused and intense, the face turned right; golden hour sunlight casting long shadows.",
+            "$leoprint surfing a towering wave during a storm, determined and fierce, the face facing forward; dark clouds and crashing water spray all around.",
+            "$leoprint curled up inside a cozy library nook, peaceful and content, the face turned down; warm candlelight flickering over stacks of ancient books.",
+            "$leoprint leaping between rooftops in a futuristic cityscape, alert and daring, the face angled slightly up; neon signs and rain slick streets glowing below."
+        ],
+        "neg": "",
+        "seed": 0,
+        "walk_seed": true,
+        "guidance_scale": 3.5,
+        "sample_steps": 25,
+        "num_frames": 1,
+        "fps": 1
+    }
+}
+Using EMA
+Using SQLite database at /app/ai-toolkit/aitk_db.db
+Job ID: "95bb0d57-008d-45ed-9819-94feed57880d"
+
+#############################################
+# Running job: leoprint
+#############################################
+
+
+Running  1 process
+Loading Flux model
+Loading transformer
+
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+
+Quantizing transformer
+Loading VAE
+Loading T5
+You set `add_prefix_space`. The tokenizer needs to be converted from the slow tokenizers
+You set `add_prefix_space`. The tokenizer needs to be converted from the slow tokenizers
+
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+
+Quantizing T5
+Loading CLIP
+Making pipe
+Preparing Model
+create LoRA network. base dim (rank): 32, alpha: 32
+neuron dropout: p=None, rank dropout: p=None, module dropout: p=None
+apply LoRA to Conv2d with kernel size (3,3). dim (rank): 16, alpha: 16
+create LoRA for Text Encoder: 0 modules.
+create LoRA for U-Net: 494 modules.
+enable LoRA for U-Net
+Dataset: /app/ai-toolkit/datasets/leoprint
+  -  Preprocessing image dimensions
+
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+
+  -  Found 22 images
+Bucket sizes for /app/ai-toolkit/datasets/leoprint:
+1216x832: 16 files
+1024x1024: 6 files
+2 buckets made
+Generating baseline samples before training
+
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leoprint:   8%|8         | 83/1000 [04:57<46:35,  3.05s/it, lr: 5.0e-05 loss: 2.208e-01]
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leoprint:   8%|8         | 83/1000 [05:01<46:35,  3.05s/it, lr: 5.0e-05 loss: 3.393e-01]
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leoprint:   8%|8         | 84/1000 [05:01<48:20,  3.17s/it, lr: 5.0e-05 loss: 3.393e-01]
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leoprint:   8%|8         | 85/1000 [05:04<50:24,  3.31s/it, lr: 5.0e-05 loss: 2.745e-01]
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leoprint:   9%|8         | 86/1000 [05:08<51:08,  3.36s/it, lr: 5.0e-05 loss: 3.232e-01]
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leoprint:   9%|8         | 86/1000 [05:12<51:08,  3.36s/it, lr: 5.0e-05 loss: 2.694e-01]
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leoprint:   9%|8         | 89/1000 [05:22<52:35,  3.46s/it, lr: 5.0e-05 loss: 2.483e-01]
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leoprint:   9%|9         | 90/1000 [05:26<52:31,  3.46s/it, lr: 5.0e-05 loss: 2.687e-01]
leoprint:   9%|9         | 90/1000 [05:26<52:31,  3.46s/it, lr: 5.0e-05 loss: 2.687e-01]
leoprint:   9%|9         | 91/1000 [05:26<41:41,  2.75s/it, lr: 5.0e-05 loss: 2.687e-01]
leoprint:   9%|9         | 91/1000 [05:26<41:41,  2.75s/it, lr: 5.0e-05 loss: 2.687e-01]
leoprint:   9%|9         | 91/1000 [05:30<41:41,  2.75s/it, lr: 5.0e-05 loss: 2.878e-01]
leoprint:   9%|9         | 91/1000 [05:30<41:41,  2.75s/it, lr: 5.0e-05 loss: 2.878e-01]
leoprint:   9%|9         | 92/1000 [05:30<44:50,  2.96s/it, lr: 5.0e-05 loss: 2.878e-01]
leoprint:   9%|9         | 92/1000 [05:30<44:50,  2.96s/it, lr: 5.0e-05 loss: 2.878e-01]
leoprint:   9%|9         | 92/1000 [05:33<44:50,  2.96s/it, lr: 5.0e-05 loss: 4.361e-01]
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leoprint:   9%|9         | 94/1000 [05:40<48:23,  3.21s/it, lr: 5.0e-05 loss: 2.094e-01]
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leoprint:  10%|9         | 95/1000 [05:40<49:30,  3.28s/it, lr: 5.0e-05 loss: 2.094e-01]
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leoprint:  10%|9         | 95/1000 [05:44<49:30,  3.28s/it, lr: 5.0e-05 loss: 2.474e-01]
leoprint:  10%|9         | 96/1000 [05:44<50:38,  3.36s/it, lr: 5.0e-05 loss: 2.474e-01]
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leoprint:  10%|9         | 96/1000 [05:47<50:38,  3.36s/it, lr: 5.0e-05 loss: 2.547e-01]
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leoprint:  10%|#         | 100/1000 [06:01<51:40,  3.44s/it, lr: 5.0e-05 loss: 3.087e-01]
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+
+
Generating Images:   0%|          | 0/5 [00:00<?, ?it/s]
Generating Images:   0%|          | 0/5 [00:00<?, ?it/s]
+
+
Generating Images:  20%|##        | 1/5 [00:14<00:57, 14.30s/it]
Generating Images:  20%|##        | 1/5 [00:14<00:57, 14.30s/it]
+
+
Generating Images:  40%|####      | 2/5 [00:28<00:42, 14.32s/it]
Generating Images:  40%|####      | 2/5 [00:28<00:42, 14.32s/it]
+
+
Generating Images:  60%|######    | 3/5 [00:42<00:28, 14.32s/it]
Generating Images:  60%|######    | 3/5 [00:42<00:28, 14.32s/it]
+
+
Generating Images:  80%|########  | 4/5 [00:57<00:14, 14.32s/it]
Generating Images:  80%|########  | 4/5 [00:57<00:14, 14.32s/it]
+
+
Generating Images: 100%|##########| 5/5 [01:11<00:00, 14.32s/it]
Generating Images: 100%|##########| 5/5 [01:11<00:00, 14.32s/it]
+
+
                                                                
                                                                
+Saving at step 200
+Saved checkpoint to /app/ai-toolkit/output/leoprint/leoprint_000000200.safetensors
+Saved optimizer to /app/ai-toolkit/output/leoprint/optimizer.pt
+
leoprint:  20%|##        | 200/1000 [11:57<46:41,  3.50s/it, lr: 5.0e-05 loss: 3.408e-01]
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leoprint:  20%|##        | 203/1000 [12:07<40:42,  3.06s/it, lr: 5.0e-05 loss: 3.504e-01]
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leoprint:  20%|##        | 204/1000 [12:11<42:09,  3.18s/it, lr: 5.0e-05 loss: 3.437e-01]
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leoprint:  20%|##        | 205/1000 [12:14<43:14,  3.26s/it, lr: 5.0e-05 loss: 3.264e-01]
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leoprint:  21%|##        | 206/1000 [12:18<44:43,  3.38s/it, lr: 5.0e-05 loss: 3.671e-01]
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leoprint:  21%|##        | 207/1000 [12:21<45:04,  3.41s/it, lr: 5.0e-05 loss: 2.433e-01]
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leoprint:  21%|##        | 208/1000 [12:25<45:44,  3.47s/it, lr: 5.0e-05 loss: 3.251e-01]
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leoprint:  21%|##        | 209/1000 [12:30<45:47,  3.47s/it, lr: 5.0e-05 loss: 3.503e-01]
leoprint:  21%|##        | 209/1000 [12:30<45:47,  3.47s/it, lr: 5.0e-05 loss: 3.503e-01]
leoprint:  21%|##1       | 210/1000 [12:34<45:43,  3.47s/it, lr: 5.0e-05 loss: 3.183e-01]
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leoprint:  21%|##1       | 212/1000 [12:41<38:31,  2.93s/it, lr: 5.0e-05 loss: 2.407e-01]
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leoprint:  21%|##1       | 213/1000 [12:45<40:22,  3.08s/it, lr: 5.0e-05 loss: 3.112e-01]
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leoprint:  21%|##1       | 214/1000 [12:45<42:13,  3.22s/it, lr: 5.0e-05 loss: 3.112e-01]
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leoprint:  21%|##1       | 214/1000 [12:48<42:13,  3.22s/it, lr: 5.0e-05 loss: 2.152e-01]
leoprint:  21%|##1       | 214/1000 [12:48<42:13,  3.22s/it, lr: 5.0e-05 loss: 2.152e-01]
leoprint:  22%|##1       | 215/1000 [12:48<43:08,  3.30s/it, lr: 5.0e-05 loss: 2.152e-01]
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leoprint:  22%|##1       | 215/1000 [12:52<43:08,  3.30s/it, lr: 5.0e-05 loss: 3.382e-01]
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leoprint:  22%|##1       | 216/1000 [12:55<43:47,  3.35s/it, lr: 5.0e-05 loss: 2.653e-01]
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leoprint:  22%|##1       | 218/1000 [13:02<45:22,  3.48s/it, lr: 5.0e-05 loss: 2.635e-01]
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leoprint:  22%|##2       | 220/1000 [13:09<45:42,  3.52s/it, lr: 5.0e-05 loss: 2.370e-01]
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leoprint:  22%|##2       | 221/1000 [13:09<35:07,  2.71s/it, lr: 5.0e-05 loss: 2.370e-01]
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leoprint:  22%|##2       | 221/1000 [13:13<35:07,  2.71s/it, lr: 5.0e-05 loss: 3.835e-01]
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leoprint:  22%|##2       | 222/1000 [13:13<37:33,  2.90s/it, lr: 5.0e-05 loss: 3.835e-01]
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leoprint:  22%|##2       | 222/1000 [13:17<37:33,  2.90s/it, lr: 5.0e-05 loss: 3.655e-01]
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leoprint:  22%|##2       | 223/1000 [13:20<39:59,  3.09s/it, lr: 5.0e-05 loss: 3.146e-01]
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leoprint:  22%|##2       | 224/1000 [13:20<41:46,  3.23s/it, lr: 5.0e-05 loss: 3.146e-01]
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leoprint:  22%|##2       | 224/1000 [13:24<41:46,  3.23s/it, lr: 5.0e-05 loss: 2.894e-01]
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leoprint:  22%|##2       | 225/1000 [13:27<43:03,  3.33s/it, lr: 5.0e-05 loss: 2.587e-01]
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leoprint:  23%|##2       | 226/1000 [13:27<43:35,  3.38s/it, lr: 5.0e-05 loss: 2.587e-01]
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leoprint:  23%|##2       | 226/1000 [13:31<43:35,  3.38s/it, lr: 5.0e-05 loss: 2.940e-01]
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leoprint:  24%|##4       | 240/1000 [14:21<43:57,  3.47s/it, lr: 5.0e-05 loss: 4.039e-01]
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+
+
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Generating Images:   0%|          | 0/5 [00:00<?, ?it/s]
+
+
Generating Images:  20%|##        | 1/5 [00:14<00:57, 14.30s/it]
Generating Images:  20%|##        | 1/5 [00:14<00:57, 14.30s/it]
+
+
Generating Images:  40%|####      | 2/5 [00:28<00:42, 14.32s/it]
Generating Images:  40%|####      | 2/5 [00:28<00:42, 14.32s/it]
+
+
Generating Images:  60%|######    | 3/5 [00:42<00:28, 14.31s/it]
Generating Images:  60%|######    | 3/5 [00:42<00:28, 14.31s/it]
+
+
Generating Images:  80%|########  | 4/5 [00:57<00:14, 14.32s/it]
Generating Images:  80%|########  | 4/5 [00:57<00:14, 14.32s/it]
+
+
Generating Images: 100%|##########| 5/5 [01:11<00:00, 14.32s/it]
Generating Images: 100%|##########| 5/5 [01:11<00:00, 14.32s/it]
+
+
                                                                
                                                                
+Saving at step 400
+Saved checkpoint to /app/ai-toolkit/output/leoprint/leoprint_000000400.safetensors
+Saved optimizer to /app/ai-toolkit/output/leoprint/optimizer.pt
+
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leoprint:  60%|#####9    | 599/1000 [35:38<23:18,  3.49s/it, lr: 5.0e-05 loss: 2.662e-01]
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+
+
Generating Images:   0%|          | 0/5 [00:00<?, ?it/s]
Generating Images:   0%|          | 0/5 [00:00<?, ?it/s]
+
+
Generating Images:  20%|##        | 1/5 [00:14<00:57, 14.30s/it]
Generating Images:  20%|##        | 1/5 [00:14<00:57, 14.30s/it]
+
+
Generating Images:  40%|####      | 2/5 [00:28<00:42, 14.32s/it]
Generating Images:  40%|####      | 2/5 [00:28<00:42, 14.32s/it]
+
+
Generating Images:  60%|######    | 3/5 [00:42<00:28, 14.31s/it]
Generating Images:  60%|######    | 3/5 [00:42<00:28, 14.31s/it]
+
+
Generating Images:  80%|########  | 4/5 [00:57<00:14, 14.31s/it]
Generating Images:  80%|########  | 4/5 [00:57<00:14, 14.31s/it]
+
+
Generating Images: 100%|##########| 5/5 [01:11<00:00, 14.32s/it]
Generating Images: 100%|##########| 5/5 [01:11<00:00, 14.32s/it]
+
+
                                                                
                                                                
+Saving at step 600
+Saved checkpoint to /app/ai-toolkit/output/leoprint/leoprint_000000600.safetensors
+Saved optimizer to /app/ai-toolkit/output/leoprint/optimizer.pt
+
leoprint:  60%|######    | 600/1000 [35:42<23:15,  3.49s/it, lr: 5.0e-05 loss: 3.883e-01]
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+
+
Generating Images:   0%|          | 0/5 [00:00<?, ?it/s]
Generating Images:   0%|          | 0/5 [00:00<?, ?it/s]
+
+
Generating Images:  20%|##        | 1/5 [00:14<00:57, 14.29s/it]
Generating Images:  20%|##        | 1/5 [00:14<00:57, 14.29s/it]
+
+
Generating Images:  40%|####      | 2/5 [00:28<00:42, 14.31s/it]
Generating Images:  40%|####      | 2/5 [00:28<00:42, 14.31s/it]
+
+
Generating Images:  60%|######    | 3/5 [00:42<00:28, 14.31s/it]
Generating Images:  60%|######    | 3/5 [00:42<00:28, 14.31s/it]
+
+
Generating Images:  80%|########  | 4/5 [00:57<00:14, 14.31s/it]
Generating Images:  80%|########  | 4/5 [00:57<00:14, 14.31s/it]
+
+
Generating Images: 100%|##########| 5/5 [01:11<00:00, 14.31s/it]
Generating Images: 100%|##########| 5/5 [01:11<00:00, 14.31s/it]
+
+
                                                                
                                                                
+Saving at step 800
+Saved checkpoint to /app/ai-toolkit/output/leoprint/leoprint_000000800.safetensors
+Saved optimizer to /app/ai-toolkit/output/leoprint/optimizer.pt
+
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+
+
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+Saved checkpoint to /app/ai-toolkit/output/leoprint/leoprint.safetensors
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