ModelsLab/Pony: People'S Works V1-V6 - V2 Ani3.1

pony-people-s-works-v1-v6-v2-ani3-1

Text to Image Community ModelFree for Premium Users LLMs.txt

Base model: Animagine v3.1

batch size=12

dimension=32 conv_dim=8

alpha=16 conv_alpha=2

learning rate: U-net lr=6e-4 Te lr=2e-4

optimizer: AdamW

训练策略：

训练数据集：374张Cvitai上的pony v6图片，393张正则图片

训练总共21个epoch，每个epoch中重复5次训练图片、2次正则图片

使用了 cosine with restarts 调度器，第一个epoch（323步）作为预热；剩余的20个epoch分为5个循环，每个循环中有4个epoch（也就是说每个cycle里训练了20次训练图片）

每张图片训练了5+5×4×5=105次。

Training strategy:

Training dataset: 374 selected pony v6 pics from Civitai, 393 regularization images

Trained 21 epochs, each epoch repeated training training data 5 times and reg data 2 times.

Applied cosine with restarts scheduler, first 1 epoch (323 steps) for warmup and divided rest 20 epochs into 5 cycles, each cycle contained 4 epochs (training images were trained 20 times per cycle).

Trained 5+5×4×5=105 times for one pic totally.

API Playground API Documentation

API Endpoint URL

Base URL for all API requests to this endpoint.

https://modelslab.com/api/v6/images/text2img

API Authentication

Authentication requires a valid API key included in the request. Generate and manage your API keys from your developer dashboard. Include the key in the key parameter for all API requests.

Integration Examples

Production-ready code samples for API integration

{
  "prompt": "R3alisticF, hauntingly beautiful oriental necromancer, long flowing brown hair, bangs, darkly tanned skin, earrings, bone necklaces, dark eyeshadow, red lips, vibrant, front-laced transparent, filmy silk blouse, cleavage, holding skull, in a sandstone room lit by candles, High Detail, Perfect Composition, high contrast, silhouetted, chiascuro",
  "model_id": "boziorealvisxlv4",
  "lora_model": "pony-people-s-works-v1-v6-v2-ani3-1",
  "width": "1024",
  "height": "1024",
  "negative_prompt": "(worst quality:2), (low quality:2), (normal quality:2), (jpeg artifacts), (blurry), (duplicate), (morbid), (mutilated), (out of frame), (extra limbs), (bad anatomy), (disfigured), (deformed), (cross-eye), (glitch), (oversaturated), (overexposed), (underexposed), (bad proportions), (bad hands), (bad feet), (cloned face), (long neck), (missing arms), (missing legs), (extra fingers), (fused fingers), (poorly drawn hands), (poorly drawn face), (mutation), (deformed eyes), watermark, text, logo, signature, grainy, tiling, censored, nsfw, ugly, blurry eyes, noisy image, bad lighting, unnatural skin, asymmetry",
  "num_inference_steps": "31",
  "scheduler": "DPMSolverMultistepScheduler",
  "guidance_scale": "7.5",
  "enhance_prompt": false,
  "key": "YOUR_API_KEY"
}

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API Parameters

Technical specifications for API request parameters.

Field Name	Parameter	Technical Description
prompt	`prompt`	prompt help in image generation
Model	`model_id`	Enter model_id that can help in image generation
lora Model	`lora_model`	No description available
Width	`width`	width of the image
Height	`height`	height of the image
Negative Prompt	`negative_prompt`	Negative prompt help in avoid things that you do not want in image
Steps	`num_inference_steps`	Number of inference steps
Scheduler	`scheduler`	Sampling scheduler
Guidance Scale	`guidance_scale`	How closely to follow the prompt (1-10)
enhance_prompt	`enhance_prompt`	Automatically enhance the prompt