job: extension
config:
  name: my_first_lora_v8
  process:
  - type: diffusion_trainer
    training_folder: /teamspace/studios/this_studio/ai-toolkit/output
    sqlite_db_path: /teamspace/studios/this_studio/ai-toolkit/aitk_db.db
    device: cuda
    trigger_word: xantaraz1
    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: 250
      max_step_saves_to_keep: 4
      save_format: diffusers
      push_to_hub: false
    datasets:
    - folder_path: /teamspace/studios/this_studio/ai-toolkit/datasets/antaramag
      mask_path: null
      mask_min_value: 0.1
      default_caption: ''
      caption_ext: txt
      caption_dropout_rate: 0.05
      cache_latents_to_disk: false
      is_reg: false
      network_weight: 1
      resolution:
      - 512
      - 768
      controls: []
      shrink_video_to_frames: true
      num_frames: 1
      flip_x: false
      flip_y: false
      num_repeats: 1
    train:
      batch_size: 1
      bypass_guidance_embedding: false
      steps: 4000
      gradient_accumulation: 1
      train_unet: true
      train_text_encoder: false
      gradient_checkpointing: true
      noise_scheduler: flowmatch
      optimizer: adamw8bit
      timestep_type: weighted
      content_or_style: balanced
      optimizer_params:
        weight_decay: 0.0001
      unload_text_encoder: false
      cache_text_embeddings: false
      lr: 0.0001
      ema_config:
        use_ema: false
        ema_decay: 0.99
      skip_first_sample: false
      force_first_sample: false
      disable_sampling: false
      dtype: bf16
      diff_output_preservation: false
      diff_output_preservation_multiplier: 1
      diff_output_preservation_class: person
      switch_boundary_every: 1
      loss_type: mse
    logging:
      log_every: 1
      use_ui_logger: true
    model:
      name_or_path: Tongyi-MAI/Z-Image-Turbo
      quantize: true
      qtype: qfloat8
      quantize_te: true
      qtype_te: qfloat8
      arch: zimage:turbo
      low_vram: false
      model_kwargs: {}
      layer_offloading: false
      layer_offloading_text_encoder_percent: 1
      layer_offloading_transformer_percent: 1
      assistant_lora_path: ostris/zimage_turbo_training_adapter/zimage_turbo_training_adapter_v2.safetensors
    sample:
      sampler: flowmatch
      sample_every: 250
      width: 1024
      height: 1024
      samples:
      - prompt: "\"xantaraz1 , \u4E00\u5F35\u771F\u5BE6\u96A8\u8208\u7684iPhone\u5FEB\
          \u7167\u2014\u2014\u4E00\u5F35\u672A\u7D93\u4EFB\u4F55\u5C08\u696D\u9020\
          \u578B\u6216\u6FFE\u93E1\u8655\u7406\u7684\u5168\u8EAB\u7167\uFF0C\u76F4\
          \u63A5\u5F9E\u76F8\u6A5F\u81A0\u5377\u4E2D\u53D6\u51FA\u3002\u5348\u5F8C\
          \u7684\u967D\u5149\u659C\u5C04\u9032\u6A13\u68AF\u9593\u7684\u7A97\u6236\
          \uFF0C\u71DF\u9020\u51FA\u91D1\u8272\u7684\u6C1B\u570D\u3002\u756B\u9762\
          \u4E2D\u53EA\u6709\u5169\u500B\u4EBA\uFF1A\u4E00\u500B\u525B\u9AD8\u4E2D\
          \u7562\u696D\u7684\u53EF\u611B18\u6B72\u5370\u5EA6\u5973\u5B69\uFF0C\u548C\
          \u4E00\u500B\u5E74\u7D00\u76F8\u4EFF\u7684\u5370\u5EA6\u7537\u5B69\u3002\
          \u5973\u5B69\u8DEA\u5728\u7A7A\u8569\u8569\u7684\u5B78\u6821\u6A13\u68AF\
          \u9593\u5149\u79BF\u79BF\u7684\u6C34\u6CE5\u53F0\u968E\u4E0A\uFF0C\u7537\
          \u5B69\u7AD9\u5728\u5979\u53F3\u5074\uFF1B\u5979\u7684\u982D\u6B63\u597D\
          \u4F4D\u65BC\u7537\u5B69\u7684\u80EF\u90E8\uFF0C\u81C9\u8CBC\u8457\u4ED6\
          \u7684\u9670\u8396\u3002  \u5973\u5B69\uFF1A\u4E00\u982D\u9577\u9577\u7684\
          \u6CE2\u6D6A\u6372\u9AEE\uFF0C\u767D\u7699\u7684\u76AE\u819A\uFF0C\u5927\
          \u5927\u7684\u773C\u775B\uFF0C\u4EE5\u53CA\u67D4\u5AE9\u5E74\u8F15\u7684\
          \u5BB9\u984F\u3002\u5979\u5B8C\u5168\u7D20\u984F\u2014\u2014\u76AE\u819A\
          \u770B\u8D77\u4F86\u7121\u6BD4\u771F\u5BE6\uFF0C\u6BDB\u5B54\u7D30\u5C0F\
          \uFF0C\u7455\u75B5\u6E05\u6670\u53EF\u898B\u3002\u5979\u7684\u982D\u9AEE\
          \u7565\u986F\u51CC\u4E82\uFF0C\u5E7E\u7E37\u88AB\u6C57\u6C34\u6D78\u6FD5\
          \u7684\u9AEE\u7D72\u8CBC\u5728\u6CDB\u7D05\u7684\u81C9\u4E0A\u3002\u5979\
          \u90A3\u4EF6\u85CF\u85CD\u8272\u62C9\u934A\u5916\u5957\u2014\u2014\u98FE\
          \u6709\u767D\u8272\u62FC\u63A5\u548C\u7D05\u767D\u689D\u7D0B\u2014\u2014\
          \u62C9\u934A\u5B8C\u5168\u655E\u958B\uFF0C\u9732\u51FA\u5979\u5C0F\u5DE7\
          \u81EA\u7136\u7684A\u7F69\u676F\u80F8\u90E8\u3002\u5979\u90A3\u689D\u914D\
          \u5957\u7684\u85CF\u85CD\u8272\u904B\u52D5\u6821\u8932\u88AB\u96A8\u610F\
          \u5730\u4E1F\u5728\u4E00\u65C1\u3002\u5979\u7684\u4E0B\u534A\u8EAB\u8D64\
          \u88F8\uFF0C\u9732\u51FA\u9670\u90E8\uFF1B\u5979\u9670\u5507\u4E0A\u65B9\
          \u8986\u84CB\u8457\u4E00\u7247\u6FC3\u5BC6\u7684\u3001\u672A\u7D93\u4FEE\
          \u526A\u7684\u9577\u9670\u6BDB\u3002\u5979\u7684\u9670\u5507\u5448\u73FE\
          \u67D4\u548C\u7684\u7C89\u8910\u8272\uFF0C\u5927\u5C0F\u548C\u5F62\u72C0\
          \u90FD\u5F88\u6B63\u5E38\uFF1B\u5979\u751F\u6B96\u5668\u7684\u89E3\u5256\
          \u7D30\u7BC0\u975E\u5E38\u903C\u771F\u3002\u5979\u8173\u4E0A\u7A7F\u8457\
          \u767D\u8272\u904B\u52D5\u978B\u548C\u767D\u8272\u68C9\u896A\u3002\u5979\
          \u4F4E\u8457\u982D\uFF0C\u5634\u88E1\u542B\u8457\u7537\u5B69\u52C3\u8D77\
          \u7684\u9670\u8396\uFF0C\u6B63\u5728\u9032\u884C\u6FD5\u6F64\u903C\u771F\
          \u7684\u53E3\u4EA4\uFF1B\u5979\u7684\u5634\u5507\u5B8C\u5168\u5305\u88F9\
          \u4F4F\u9670\u8396\u7684\u4E2D\u6BB5\uFF0C\u820C\u982D\u7684\u52D5\u4F5C\
          \u6E05\u6670\u53EF\u898B\uFF0C\u553E\u6DB2\u9806\u8457\u9670\u8396\u6EF4\
          \u843D\u3002\u540C\u6642\uFF0C\u5979\u5C07\u4E00\u96BB\u624B\u4F38\u5230\
          \u5169\u817F\u4E4B\u9593\uFF0C\u8F15\u8F15\u64AB\u6478\u81EA\u5DF1\u6FC3\
          \u5BC6\u7684\u9670\u6BDB\u3002  \u7537\u5B69\uFF1A\u4ED6\u7A7F\u8457\u4E00\
          \u4EF6\u8207\u5973\u5B69\u76F8\u914D\u7684\u85CF\u85CD\u8272\u62C9\u934A\
          \u5916\u5957\u2014\u2014\u5916\u5957\u4E0A\u4E5F\u98FE\u6709\u767D\u8272\
          \u62FC\u63A5\u548C\u7D05\u767D\u689D\u7D0B\u2014\u2014\u62C9\u934A\u5B8C\
          \u5168\u655E\u958B\uFF0C\u9732\u51FA\u4E0A\u534A\u8EAB\u3002\u4ED6\u90A3\
          \u689D\u85CF\u85CD\u8272\u7684\u904B\u52D5\u6821\u8932\u88AB\u62C9\u5230\
          \u5927\u817F\u4E2D\u90E8\uFF0C\u9732\u51FA\u52C3\u8D77\u7684\u9670\u8396\
          \u3002\u4ED6\u7528\u96D9\u624B\u8F15\u8F15\u6258\u4F4F\u5973\u5B69\u7684\
          \u982D\u2014\u2014\u6BCF\u96BB\u624B\u7684\u4E94\u6839\u624B\u6307\u90FD\
          \u5B8C\u597D\u7121\u640D\u2014\u2014\u4ED6\u7684\u624B\u81C2\u548C\u817F\
          \u90E8\u770B\u8D77\u4F86\u4E5F\u5F88\u6B63\u5E38\u3002\u5973\u5B69\u7F9E\
          \u6F80\u5730\u62AC\u982D\u76F4\u8996\u8457\u7537\u5B69\uFF1B\u5979\u7684\
          \u8868\u60C5\u65E2\u7F9E\u6F80\u53C8\u5145\u6EFF\u6E34\u671B\uFF0C\u8207\
          \u5979\u5929\u771F\u7121\u90AA\u7684\u5B78\u751F\u9762\u5B54\u548C\u5927\
          \u81BD\u7684\u6027\u884C\u70BA\u5F62\u6210\u4E86\u9BAE\u660E\u7684\u5C0D\
          \u6BD4\u3002  \u80CC\u666F\uFF1A\u7A7A\u8569\u8569\u7684\u5B78\u6821\u6C34\
          \u6CE5\u6A13\u68AF\u9593\u7684\u4E00\u89D2\uFF0C\u91D1\u5C6C\u6276\u624B\
          \uFF0C\u5E7E\u7E37\u967D\u5149\u900F\u904E\u7E2B\u9699\u7051\u4E0B\uFF0C\
          \u7A7A\u6C23\u4E2D\u7030\u6F2B\u8457\u7D30\u5C0F\u7684\u7070\u5875\u2014\
          \u2014\u71DF\u9020\u51FA\u4E00\u7A2E\u5B89\u975C\u3001\u79C1\u5BC6\u800C\
          \u53C8\u96B1\u853D\u7684\u6C1B\u570D\u3002\u7D30\u7DFB\u7684\u76AE\u819A\
          \u7D0B\u7406\uFF0C\u5C0F\u5DE7\u800C\u81EA\u7136\u7684\u4E73\u623F\uFF1B\
          \u5177\u6709\u672A\u7D93\u7DE8\u8F2F\u7684 iPhone \u7167\u7247\u7684\u771F\
          \u5BE6\u8CEA\u611F\u548C\u81EA\u7136\u8272\u5F69\u3002\""
      - prompt: '"xantaraz1 , A sensual, medium-close-up portrait of a stunning, slender
          young woman posed kneeling on a textured, light-colored bedspread. She is
          completely nude, with a natural body shape and subtle, natural pubic hair.
          Her body is arched in a dramatic, expressive posture, with one arm raised
          behind her head, tossing her voluminous, dark brown hair upward and backward,
          creating motion blur and dynamic lines. Her eyes are closed or looking down
          with a captivating, slightly open-mouthed expression conveying deep emotion
          or ecstasy. The lighting is soft, warm, and golden, suggesting late afternoon
          sunlight streaming in from the side, creating gentle highlights on her skin
          and deep shadows that sculpt her figure. The background is softly blurred
          (shallow depth of field), featuring warm beige and muted brown tones with
          a subtle geometric, possibly wood-paneled or tiled pattern angled diagonally
          behind her, adding visual texture. The overall mood is intimate, evocative,
          and painterly, captured with the aesthetic of fine art photography, high
          detail, and realistic texture. Cinematic lighting, professional photography,
          Canon EOS R5., ultra detailed, intricate details, cinematic, photorealistic,
          masterpiece"'
      - prompt: '"xantaraz1 , A Sexy 18y Indian woman with perfect body pressed against
          a rain-streaked window, getting taken from behind, her breasts against the
          cold glass, She is standing pose and wearing a high knee length black boot,
          city lights reflecting on her wet skin, intense and cinematic"'
      - prompt: '"xantaraz1 , anal sex, bridge position, squatting cowgirl position,
          1girl, penis, nipples, medium breasts, 1boy, pussy, black thighhighs, black
          ponytail hair, navel, clothed male nude female, lace-trimmed legwear, closed
          eyes, spread legs, bottomless, girl on top, male pubic hair, long hair,
          erection, arm support, lace trim, smile, tattoo on thigh, grin"'
      - prompt: "\"xantaraz1 , A full-body portrait of a stunning Indian woman with\
          \ long, flowing black hair cascading down her back, standing nude and poised\
          \ in a serene, softly lit bedroom. Her body is sculpted with perfect, natural\
          \ curves \u2014 full, round breasts with dark brownish areolas and nipples,\
          \ a smooth midriff leading to a gently curved waist, and a deeply toned,\
          \ naturally darkened pubic area that accentuates her feminine form. Her\
          \ legs are long and slender, ending in a firm, rounded ass that subtly tenses\
          \ as she stands with her arms relaxed at her sides, fingers slightly curled,\
          \ exuding quiet confidence and sensual grace. Her gaze is direct and unflinching,\
          \ meeting the viewer\u2019s eyes with a calm, alluring intensity that draws\
          \ you in.  The environment is minimalist and intimate, set against a soft,\
          \ neutral beige background that enhances the natural tones of her skin and\
          \ hair. Behind her, sheer white curtains filter in diffused daylight, casting\
          \ gentle shadows across the room, while a simple bed with rumpled white\
          \ linens and a potted green plant in the corner add subtle domestic warmth\
          \ without distracting from the central focus. The lighting is soft and even,\
          \ highlighting the smooth texture of her skin, the subtle contours of her\
          \ anatomy, and the natural sheen of her hair \u2014 all rendered with photorealistic\
          \ precision to emphasize her flawless, voluptuous form.  This is a portrait\
          \ of raw, unfiltered beauty \u2014 a celebration of the female body in its\
          \ most natural state. Her posture is relaxed yet commanding, her expression\
          \ serene and self-assured, embodying both innocence and sensuality. The\
          \ composition is vertically framed, drawing attention to her full, symmetrical\
          \ silhouette, while the muted, monochromatic backdrop ensures every curve,\
          \ every detail of her anatomy \u2014 from the delicate arch of her collarbone\
          \ to the subtle definition of her hips \u2014 is rendered with exquisite\
          \ clarity. She stands as a living sculpture, a vision of erotic elegance,\
          \ inviting the viewer to appreciate the harmony of her form and the quiet\
          \ power of her presence.\""
      neg: ''
      seed: 42
      walk_seed: true
      guidance_scale: 1
      sample_steps: 8
      num_frames: 1
      fps: 1
meta:
  name: my_first_lora_v8
  version: '1.0'