End of training

README.md

@@ -8,6 +8,11 @@ tags:
 - text-to-image
 - diffusers
 - diffusers-training
+- stable-diffusion-xl
+- stable-diffusion-xl-diffusers
+- text-to-image
+- diffusers-training
+- diffusers
 inference: true
 ---
 

logs/text2image-fine-tune-sdxl/1727429261.9100592/events.out.tfevents.1727429261.datasec2.engr.uconn.edu.3816917.1

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logs/text2image-fine-tune-sdxl/1727429261.9116836/hparams.yml

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+adam_beta1: 0.9
+adam_beta2: 0.999
+adam_epsilon: 1.0e-08
+adam_weight_decay: 0.01
+allow_tf32: false
+cache_dir: null
+caption_column: text
+center_crop: true
+checkpointing_steps: 500
+checkpoints_total_limit: null
+dataloader_num_workers: 0
+dataset_config_name: null
+dataset_name: haorandai/Orange_Mammal_Mice_lr0.005_e0.1_1_with1constraints
+enable_npu_flash_attention: false
+enable_xformers_memory_efficient_attention: false
+gradient_accumulation_steps: 4
+gradient_checkpointing: true
+hub_model_id: null
+hub_token: null
+image_column: image
+learning_rate: 1.0e-05
+local_rank: 0
+logging_dir: logs
+lr_scheduler: constant
+lr_warmup_steps: 500
+max_grad_norm: 1.0
+max_train_samples: null
+max_train_steps: 200
+mixed_precision: fp16
+noise_offset: 0
+num_train_epochs: 200
+num_validation_images: 4
+output_dir: /scr/home/biw23007/haoran/finetune_xl_model_color_dir_1e-05_200_withconstraint/haorandai/Orange_Mammal_Mice_lr0.005_e0.1_1_with1constraints/
+prediction_type: null
+pretrained_model_name_or_path: stabilityai/stable-diffusion-xl-base-1.0
+pretrained_vae_model_name_or_path: null
+proportion_empty_prompts: 0
+push_to_hub: true
+random_flip: true
+report_to: tensorboard
+resolution: 512
+resume_from_checkpoint: null
+revision: null
+scale_lr: false
+seed: null
+snr_gamma: null
+timestep_bias_begin: 0
+timestep_bias_end: 1000
+timestep_bias_multiplier: 1.0
+timestep_bias_portion: 0.25
+timestep_bias_strategy: none
+train_batch_size: 1
+train_data_dir: null
+use_8bit_adam: false
+use_ema: true
+validation_epochs: 1
+validation_prompt: null
+variant: null

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model_index.json

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 {
-  "_class_name": "StableDiffusionPipeline",
+  "_class_name": "StableDiffusionXLPipeline",
   "_diffusers_version": "0.31.0.dev0",
-  "_name_or_path": "CompVis/stable-diffusion-v1-4",
+  "_name_or_path": "stabilityai/stable-diffusion-xl-base-1.0",
   "feature_extractor": [
-    "transformers",
-    "CLIPImageProcessor"
+    null,
+    null
   ],
+  "force_zeros_for_empty_prompt": true,
   "image_encoder": [
     null,
     null
   ],
-  "requires_safety_checker": true,
-  "safety_checker": [
-    "stable_diffusion",
-    "StableDiffusionSafetyChecker"
-  ],
   "scheduler": [
     "diffusers",
-    "PNDMScheduler"
+    "EulerDiscreteScheduler"
   ],
   "text_encoder": [
     "transformers",
     "CLIPTextModel"
   ],
+  "text_encoder_2": [
+    "transformers",
+    "CLIPTextModelWithProjection"
+  ],
   "tokenizer": [
     "transformers",
     "CLIPTokenizer"
   ],
+  "tokenizer_2": [
+    "transformers",
+    "CLIPTokenizer"
+  ],
   "unet": [
     "diffusers",
     "UNet2DConditionModel"

scheduler/scheduler_config.json

@@ -1,15 +1,23 @@
 {
-  "_class_name": "PNDMScheduler",
+  "_class_name": "EulerDiscreteScheduler",
   "_diffusers_version": "0.31.0.dev0",
   "beta_end": 0.012,
   "beta_schedule": "scaled_linear",
   "beta_start": 0.00085,
   "clip_sample": false,
+  "final_sigmas_type": "zero",
+  "interpolation_type": "linear",
   "num_train_timesteps": 1000,
   "prediction_type": "epsilon",
+  "rescale_betas_zero_snr": false,
+  "sample_max_value": 1.0,
   "set_alpha_to_one": false,
+  "sigma_max": null,
+  "sigma_min": null,
   "skip_prk_steps": true,
   "steps_offset": 1,
   "timestep_spacing": "leading",
-  "trained_betas": null
+  "timestep_type": "discrete",
+  "trained_betas": null,
+  "use_karras_sigmas": false
 }

text_encoder/config.json

@@ -1,5 +1,5 @@
 {
-  "_name_or_path": "CompVis/stable-diffusion-v1-4",
+  "_name_or_path": "/home/biw23007/.cache/huggingface/hub/models--stabilityai--stable-diffusion-xl-base-1.0/snapshots/462165984030d82259a11f4367a4eed129e94a7b/text_encoder",
   "architectures": [
     "CLIPTextModel"
   ],
@@ -18,7 +18,7 @@
   "num_attention_heads": 12,
   "num_hidden_layers": 12,
   "pad_token_id": 1,
-  "projection_dim": 512,
+  "projection_dim": 768,
   "torch_dtype": "float16",
   "transformers_version": "4.44.2",
   "vocab_size": 49408

text_encoder_2/config.json

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+  "architectures": [
+    "CLIPTextModelWithProjection"
+  ],
+  "attention_dropout": 0.0,
+  "bos_token_id": 0,
+  "dropout": 0.0,
+  "eos_token_id": 2,
+  "hidden_act": "gelu",
+  "hidden_size": 1280,
+  "initializer_factor": 1.0,
+  "initializer_range": 0.02,
+  "intermediate_size": 5120,
+  "layer_norm_eps": 1e-05,
+  "max_position_embeddings": 77,
+  "model_type": "clip_text_model",
+  "num_attention_heads": 20,
+  "num_hidden_layers": 32,
+  "pad_token_id": 1,
+  "projection_dim": 1280,
+  "torch_dtype": "float16",
+  "transformers_version": "4.44.2",
+  "vocab_size": 49408
+}

text_encoder_2/model.safetensors

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tokenizer_2/special_tokens_map.json

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+{
+  "bos_token": {
+    "content": "<|startoftext|>",
+    "lstrip": false,
+    "normalized": true,
+    "rstrip": false,
+    "single_word": false
+  },
+  "eos_token": {
+    "content": "<|endoftext|>",
+    "lstrip": false,
+    "normalized": true,
+    "rstrip": false,
+    "single_word": false
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+  "pad_token": "!",
+  "unk_token": {
+    "content": "<|endoftext|>",
+    "lstrip": false,
+    "normalized": true,
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+    "single_word": false
+  }
+}

tokenizer_2/tokenizer_config.json

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+  "add_prefix_space": false,
+  "added_tokens_decoder": {
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+      "normalized": false,
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+      "special": true
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+      "normalized": true,
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+      "special": true
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+  "bos_token": "<|startoftext|>",
+  "clean_up_tokenization_spaces": true,
+  "do_lower_case": true,
+  "eos_token": "<|endoftext|>",
+  "errors": "replace",
+  "model_max_length": 77,
+  "pad_token": "!",
+  "tokenizer_class": "CLIPTokenizer",
+  "unk_token": "<|endoftext|>"
+}

unet/config.json

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 {
   "_class_name": "UNet2DConditionModel",
   "_diffusers_version": "0.31.0.dev0",
-  "_name_or_path": "CompVis/stable-diffusion-v1-4",
+  "_name_or_path": "stabilityai/stable-diffusion-xl-base-1.0",
   "act_fn": "silu",
-  "addition_embed_type": null,
+  "addition_embed_type": "text_time",
   "addition_embed_type_num_heads": 64,
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-  "attention_head_dim": 8,
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+    10,
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   "attention_type": "default",
   "block_out_channels": [
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     640,
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     1280
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   "center_input_sample": false,
@@ -19,13 +22,12 @@
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   "conv_in_kernel": 3,
   "conv_out_kernel": 3,
-  "cross_attention_dim": 768,
+  "cross_attention_dim": 2048,
   "cross_attention_norm": null,
   "down_block_types": [
+    "DownBlock2D",
     "CrossAttnDownBlock2D",
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-    "CrossAttnDownBlock2D",
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   "out_channels": 4,
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   "resnet_skip_time_act": false,
   "resnet_time_scale_shift": "default",
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   "time_embedding_type": "positional",
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-  "upcast_attention": false,
-  "use_linear_projection": false
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+  "use_linear_projection": true
 }

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vae/config.json

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 {
   "_class_name": "AutoencoderKL",
   "_diffusers_version": "0.31.0.dev0",
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+  "_name_or_path": "stabilityai/stable-diffusion-xl-base-1.0",
   "act_fn": "silu",
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