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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'