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README.md

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+---
+tags:
+- text-to-image
+- flux
+- lora
+- diffusers
+- template:sd-lora
+- ai-toolkit
+widget:
+-   text: photo-realistic. wide angle view, An elderly monk with bald head and a long
+        white beard playing a flute in a tranquil waterfall setting. relaxing face,
+        plays a traditional wooden flute near his mouth, both hand placed on the flute
+        and separated, bright the man face with natural light. He is wearing traditional
+        yellow Taoist robes and is meditating on the mountain path. The background
+        is a waterfall over a jungle, wide view. High Detail, Beautiful scenary, realistic
+        light, soft light, realistic photography, taken by Sony a7300.
+    output:
+        url: samples/1726633834116__000005000_0.jpg
+-   text: woman, female, outdoor, nature, forest, waterfall, serene, peaceful, musical
+        instrument, handpan, long hair, wavy, floral dress, goddess-like, ethereal,
+        sitting, golden hour, sunlight, water reflection, green tones, romantic, portrait,
+        delicate, tranquil, magic realism, fantasy-like, flowy dress, wreath, ivy,
+        idyllic, artistic, soft lighting, warm hues, bohemian, dreamy atmosphere,
+        natural makeup, ambient light, harmonious, calm.
+    output:
+        url: samples/1726633845402__000005000_1.jpg
+-   text: A young woman with soft, delicate features is shown sleeping calmly on a
+        white pillow, wrapped in cozy blankets, wide view. The gentle blue hue of
+        moonlight illuminates her serene face through the window beside her, casting
+        a soft glow over the room. Her hair flows loosely on the pillow, adding to
+        the tranquil mood. Outside the window, the deep blue night sky sets a calming,
+        dreamlike atmosphere.
+    output:
+        url: samples/1726633856660__000005000_2.jpg
+base_model: black-forest-labs/FLUX.1-dev
+
+license: other
+license_name: flux-1-dev-non-commercial-license
+license_link: https://huggingface.co/black-forest-labs/FLUX.1-dev/blob/main/LICENSE.md
+---
+
+# human_training
+Model trained with [AI Toolkit by Ostris](https://github.com/ostris/ai-toolkit)
+<Gallery />
+
+## Trigger words
+
+No trigger words defined.
+
+## Download model and use it with ComfyUI, AUTOMATIC1111, SD.Next, Invoke AI, etc.
+
+Weights for this model are available in Safetensors format.
+
+[Download](/None/tree/main) them in the Files & versions tab.
+
+## Use it with the [🧨 diffusers library](https://github.com/huggingface/diffusers)
+
+```py
+from diffusers import AutoPipelineForText2Image
+import torch
+
+pipeline = AutoPipelineForText2Image.from_pretrained('black-forest-labs/FLUX.1-dev', torch_dtype=torch.bfloat16).to('cuda')
+pipeline.load_lora_weights('None', weight_name='human_training')
+image = pipeline('photo-realistic. wide angle view, An elderly monk with bald head and a long white beard playing a flute in a tranquil waterfall setting. relaxing face, plays a traditional wooden flute near his mouth, both hand placed on the flute and separated, bright the man face with natural light. He is wearing traditional yellow Taoist robes and is meditating on the mountain path. The background is a waterfall over a jungle, wide view. High Detail, Beautiful scenary, realistic light, soft light, realistic photography, taken by Sony a7300.').images[0]
+image.save("my_image.png")
+```
+
+For more details, including weighting, merging and fusing LoRAs, check the [documentation on loading LoRAs in diffusers](https://huggingface.co/docs/diffusers/main/en/using-diffusers/loading_adapters)
+

config.yaml

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+job: extension
+config:
+  name: human_training
+  process:
+  - type: sd_trainer
+    training_folder: output
+    device: cuda:0
+    network:
+      type: lora
+      linear: 32
+      linear_alpha: 16
+    save:
+      dtype: float16
+      save_every: 1000
+      max_step_saves_to_keep: 5
+      push_to_hub: true
+    hf_repo_id: linhqyy/human-hig-v4
+    hf_private: false
+    datasets:
+    - folder_path: /workspace/human_training
+      caption_ext: txt
+      caption_dropout_rate: 0.05
+      shuffle_tokens: false
+      cache_latents_to_disk: true
+      resolution:
+      - 512
+      - 768
+      - 1024
+    train:
+      batch_size: 1
+      steps: 5000
+      gradient_accumulation_steps: 1
+      train_unet: true
+      train_text_encoder: false
+      gradient_checkpointing: true
+      noise_scheduler: flowmatch
+      optimizer: adamw8bit
+      lr: 0.0001
+      ema_config:
+        use_ema: true
+        ema_decay: 0.99
+      dtype: bf16
+    model:
+      name_or_path: black-forest-labs/FLUX.1-dev
+      is_flux: true
+      quantize: false
+    sample:
+      sampler: flowmatch
+      sample_every: 500
+      width: 1024
+      height: 1024
+      prompts:
+      - photo-realistic. wide angle view, An elderly monk with bald head and a long
+        white beard playing a flute in a tranquil waterfall setting. relaxing face,
+        plays a traditional wooden flute near his mouth, both hand placed on the flute
+        and separated, bright the man face with natural light. He is wearing traditional
+        yellow Taoist robes and is meditating on the mountain path. The background
+        is a waterfall over a jungle, wide view. High Detail, Beautiful scenary, realistic
+        light, soft light, realistic photography, taken by Sony a7300.
+      - woman, female, outdoor, nature, forest, waterfall, serene, peaceful, musical
+        instrument, handpan, long hair, wavy, floral dress, goddess-like, ethereal,
+        sitting, golden hour, sunlight, water reflection, green tones, romantic, portrait,
+        delicate, tranquil, magic realism, fantasy-like, flowy dress, wreath, ivy,
+        idyllic, artistic, soft lighting, warm hues, bohemian, dreamy atmosphere,
+        natural makeup, ambient light, harmonious, calm.
+      - A young woman with soft, delicate features is shown sleeping calmly on a white
+        pillow, wrapped in cozy blankets, wide view. The gentle blue hue of moonlight
+        illuminates her serene face through the window beside her, casting a soft
+        glow over the room. Her hair flows loosely on the pillow, adding to the tranquil
+        mood. Outside the window, the deep blue night sky sets a calming, dreamlike
+        atmosphere.
+      neg: ''
+      seed: 42
+      walk_seed: true
+      guidance_scale: 4
+      sample_steps: 20
+meta:
+  name: human_training
+  version: '1.0'

human_training.safetensors

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human_training_000001000.safetensors

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human_training_000002000.safetensors

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human_training_000004000.safetensors

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optimizer.pt

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