End of training

README.md

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+---
+base_model: karel-ml6/pix2pix
+library_name: diffusers
+license: creativeml-openrail-m
+inference: true
+tags:
+- stable-diffusion
+- stable-diffusion-diffusers
+- text-to-image
+- instruct-pix2pix
+- diffusers
+- diffusers-training
+- lora
+---
+
+<!-- This model card has been generated automatically according to the information the training script had access to. You
+should probably proofread and complete it, then remove this comment. -->
+
+
+# LoRA text2image fine-tuning - karel-ml6/indu
+These are LoRA adaption weights for karel-ml6/pix2pix. The weights were fine-tuned on the None dataset. You can find some example images in the following. 
+
+
+
+
+## Intended uses & limitations
+
+#### How to use
+
+```python
+# TODO: add an example code snippet for running this diffusion pipeline
+```
+
+#### Limitations and bias
+
+[TODO: provide examples of latent issues and potential remediations]
+
+## Training details
+
+[TODO: describe the data used to train the model]

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checkpoint-10/unet/config.json

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+{
+  "_class_name": "UNet2DConditionModel",
+  "_diffusers_version": "0.32.2",
+  "_name_or_path": "karel-ml6/pix2pix",
+  "act_fn": "silu",
+  "addition_embed_type": null,
+  "addition_embed_type_num_heads": 64,
+  "addition_time_embed_dim": null,
+  "attention_head_dim": [
+    5,
+    10,
+    20,
+    20
+  ],
+  "attention_type": "default",
+  "block_out_channels": [
+    320,
+    640,
+    1280,
+    1280
+  ],
+  "center_input_sample": false,
+  "class_embed_type": null,
+  "class_embeddings_concat": false,
+  "conv_in_kernel": 3,
+  "conv_out_kernel": 3,
+  "cross_attention_dim": 1024,
+  "cross_attention_norm": null,
+  "down_block_types": [
+    "CrossAttnDownBlock2D",
+    "CrossAttnDownBlock2D",
+    "CrossAttnDownBlock2D",
+    "DownBlock2D"
+  ],
+  "downsample_padding": 1,
+  "dropout": 0.0,
+  "dual_cross_attention": false,
+  "encoder_hid_dim": null,
+  "encoder_hid_dim_type": null,
+  "flip_sin_to_cos": true,
+  "freq_shift": 0,
+  "in_channels": 8,
+  "layers_per_block": 2,
+  "mid_block_only_cross_attention": null,
+  "mid_block_scale_factor": 1,
+  "mid_block_type": "UNetMidBlock2DCrossAttn",
+  "norm_eps": 1e-05,
+  "norm_num_groups": 32,
+  "num_attention_heads": null,
+  "num_class_embeds": null,
+  "only_cross_attention": false,
+  "out_channels": 4,
+  "projection_class_embeddings_input_dim": null,
+  "resnet_out_scale_factor": 1.0,
+  "resnet_skip_time_act": false,
+  "resnet_time_scale_shift": "default",
+  "reverse_transformer_layers_per_block": null,
+  "sample_size": 96,
+  "time_cond_proj_dim": null,
+  "time_embedding_act_fn": null,
+  "time_embedding_dim": null,
+  "time_embedding_type": "positional",
+  "timestep_post_act": null,
+  "transformer_layers_per_block": 1,
+  "up_block_types": [
+    "UpBlock2D",
+    "CrossAttnUpBlock2D",
+    "CrossAttnUpBlock2D",
+    "CrossAttnUpBlock2D"
+  ],
+  "upcast_attention": false,
+  "use_linear_projection": true
+}

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logs/instruct-pix2pix/1741687275.9271808/hparams.yml

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+adam_beta2: 0.999
+adam_epsilon: 1.0e-08
+adam_weight_decay: 0.01
+allow_tf32: false
+cache_dir: null
+center_crop: false
+checkpointing_steps: 2
+checkpoints_total_limit: 1
+conditioning_dropout_prob: null
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+dataset_name: null
+edit_prompt_column: edit_prompt
+edited_image_column: edited_image
+enable_xformers_memory_efficient_attention: true
+gradient_accumulation_steps: 4
+gradient_checkpointing: true
+hub_model_id: null
+hub_token: null
+learning_rate: 5.0e-05
+local_rank: -1
+logging_dir: logs
+lr_scheduler: constant
+lr_warmup_steps: 0
+max_grad_norm: 1.0
+max_train_samples: null
+max_train_steps: 10
+mixed_precision: null
+non_ema_revision: null
+num_train_epochs: 10
+num_validation_images: 4
+original_image_column: input_image
+output_dir: instructPix2Pix-indu
+pretrained_model_name_or_path: timbrooks/instruct-pix2pix
+push_to_hub: false
+random_flip: true
+rank: 4
+report_to: tensorboard
+resolution: 256
+resume_from_checkpoint: null
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+scale_lr: false
+seed: 42
+train_batch_size: 2
+train_data_dir: data_indu.hf
+use_8bit_adam: false
+use_ema: false
+val_image_url: https://ml6-test-brent-lora.notebook.eu-west-1.sagemaker.aws/lab/tree/image.jpg
+validation_epochs: 1
+validation_prompt: Add industrial style furniture to the room
+variant: null

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+adam_weight_decay: 0.01
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+center_crop: false
+checkpointing_steps: 2
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+conditioning_dropout_prob: null
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+dataset_config_name: null
+dataset_name: null
+edit_prompt_column: edit_prompt
+edited_image_column: edited_image
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+gradient_accumulation_steps: 4
+gradient_checkpointing: true
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+hub_token: null
+learning_rate: 5.0e-05
+local_rank: -1
+logging_dir: logs
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+max_grad_norm: 1.0
+max_train_samples: null
+max_train_steps: 10
+mixed_precision: null
+non_ema_revision: null
+num_train_epochs: 10
+num_validation_images: 4
+original_image_column: input_image
+output_dir: instructPix2Pix-indu
+pretrained_model_name_or_path: timbrooks/instruct-pix2pix
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+rank: 4
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