|
|
|
using System.Diagnostics.CodeAnalysis;
|
|
|
|
using System.Text.Json.Serialization;
|
|
|
|
using System.Text.RegularExpressions;
|
|
|
|
using StabilityMatrix.Core.Models.Api.Comfy;
|
|
|
|
|
|
|
|
namespace StabilityMatrix.Core.Models;
|
|
|
|
|
|
|
|
[JsonSerializable(typeof(GenerationParameters))]
|
|
|
|
public partial record GenerationParameters
|
|
|
|
{
|
|
|
|
public string? PositivePrompt { get; set; }
|
|
|
|
public string? NegativePrompt { get; set; }
|
|
|
|
public int Steps { get; set; }
|
|
|
|
public string? Sampler { get; set; }
|
|
|
|
public double CfgScale { get; set; }
|
|
|
|
public ulong Seed { get; set; }
|
|
|
|
public int Height { get; set; }
|
|
|
|
public int Width { get; set; }
|
|
|
|
public string? ModelHash { get; set; }
|
|
|
|
public string? ModelName { get; set; }
|
|
|
|
|
|
|
|
public static bool TryParse(
|
|
|
|
string? text,
|
|
|
|
[NotNullWhen(true)] out GenerationParameters? generationParameters
|
|
|
|
)
|
|
|
|
{
|
|
|
|
if (string.IsNullOrWhiteSpace(text))
|
|
|
|
{
|
|
|
|
generationParameters = null;
|
|
|
|
return false;
|
|
|
|
}
|
|
|
|
|
|
|
|
var lines = text.Split('\n');
|
|
|
|
|
|
|
|
if (lines.LastOrDefault() is not { } lastLine)
|
|
|
|
{
|
|
|
|
generationParameters = null;
|
|
|
|
return false;
|
|
|
|
}
|
|
|
|
|
|
|
|
if (lastLine.StartsWith("Steps:") != true)
|
|
|
|
{
|
|
|
|
lines = text.Split("\r\n");
|
|
|
|
lastLine = lines.LastOrDefault() ?? string.Empty;
|
|
|
|
|
|
|
|
if (lastLine.StartsWith("Steps:") != true)
|
|
|
|
{
|
|
|
|
generationParameters = null;
|
|
|
|
return false;
|
|
|
|
}
|
|
|
|
}
|
|
|
|
|
|
|
|
// Join lines before last line, split at 'Negative prompt: '
|
|
|
|
var joinedLines = string.Join("\n", lines[..^1]);
|
|
|
|
|
|
|
|
var splitFirstPart = joinedLines.Split("Negative prompt: ");
|
|
|
|
if (splitFirstPart.Length != 2)
|
|
|
|
{
|
|
|
|
generationParameters = null;
|
|
|
|
return false;
|
|
|
|
}
|
|
|
|
|
|
|
|
var positivePrompt = splitFirstPart[0];
|
|
|
|
var negativePrompt = splitFirstPart[1];
|
|
|
|
|
|
|
|
// Parse last line
|
|
|
|
var match = ParseLastLineRegex().Match(lastLine);
|
|
|
|
if (!match.Success)
|
|
|
|
{
|
|
|
|
generationParameters = null;
|
|
|
|
return false;
|
|
|
|
}
|
|
|
|
|
|
|
|
generationParameters = new GenerationParameters
|
|
|
|
{
|
|
|
|
PositivePrompt = positivePrompt,
|
|
|
|
NegativePrompt = negativePrompt,
|
|
|
|
Steps = int.Parse(match.Groups["Steps"].Value),
|
|
|
|
Sampler = match.Groups["Sampler"].Value,
|
|
|
|
CfgScale = double.Parse(match.Groups["CfgScale"].Value),
|
|
|
|
Seed = ulong.Parse(match.Groups["Seed"].Value),
|
|
|
|
Height = int.Parse(match.Groups["Height"].Value),
|
|
|
|
Width = int.Parse(match.Groups["Width"].Value),
|
|
|
|
ModelHash = match.Groups["ModelHash"].Value,
|
|
|
|
ModelName = match.Groups["ModelName"].Value,
|
|
|
|
};
|
|
|
|
|
|
|
|
return true;
|
|
|
|
}
|
|
|
|
|
|
|
|
/// <summary>
|
|
|
|
/// Converts current <see cref="Sampler"/> string to <see cref="ComfySampler"/> and <see cref="ComfyScheduler"/>.
|
|
|
|
/// </summary>
|
|
|
|
/// <returns></returns>
|
|
|
|
public (ComfySampler sampler, ComfyScheduler scheduler)? GetComfySamplers()
|
|
|
|
{
|
|
|
|
if (Sampler is not { } source)
|
|
|
|
return null;
|
|
|
|
|
|
|
|
var scheduler = source switch
|
|
|
|
{
|
|
|
|
_ when source.Contains("Karras") => ComfyScheduler.Karras,
|
|
|
|
_ when source.Contains("Exponential") => ComfyScheduler.Exponential,
|
|
|
|
_ => ComfyScheduler.Normal,
|
|
|
|
};
|
|
|
|
|
|
|
|
var sampler = source switch
|
|
|
|
{
|
|
|
|
"LMS" => ComfySampler.LMS,
|
|
|
|
"DDIM" => ComfySampler.DDIM,
|
|
|
|
"UniPC" => ComfySampler.UniPC,
|
|
|
|
"DPM fast" => ComfySampler.DpmFast,
|
|
|
|
"DPM adaptive" => ComfySampler.DpmAdaptive,
|
|
|
|
"Heun" => ComfySampler.Heun,
|
|
|
|
_ when source.StartsWith("DPM2 a") => ComfySampler.Dpm2Ancestral,
|
|
|
|
_ when source.StartsWith("DPM2") => ComfySampler.Dpm2,
|
|
|
|
_ when source.StartsWith("DPM++ 2M SDE") => ComfySampler.Dpmpp2MSde,
|
|
|
|
_ when source.StartsWith("DPM++ 2M") => ComfySampler.Dpmpp2M,
|
|
|
|
_ when source.StartsWith("DPM++ 3M SDE") => ComfySampler.Dpmpp3MSde,
|
|
|
|
_ when source.StartsWith("DPM++ 3M") => ComfySampler.Dpmpp3M,
|
|
|
|
_ when source.StartsWith("DPM++ SDE") => ComfySampler.DpmppSde,
|
|
|
|
_ when source.StartsWith("DPM++ 2S a") => ComfySampler.Dpmpp2SAncestral,
|
|
|
|
_ => default
|
|
|
|
};
|
|
|
|
|
|
|
|
return (sampler, scheduler);
|
|
|
|
}
|
|
|
|
|
|
|
|
/// <summary>
|
|
|
|
/// Return a sample parameters for UI preview
|
|
|
|
/// </summary>
|
|
|
|
public static GenerationParameters GetSample()
|
|
|
|
{
|
|
|
|
return new GenerationParameters
|
|
|
|
{
|
|
|
|
PositivePrompt = "(cat:1.2), by artist, detailed, [shaded]",
|
|
|
|
NegativePrompt = "blurry, jpg artifacts",
|
|
|
|
Steps = 30,
|
|
|
|
CfgScale = 7,
|
|
|
|
Width = 640,
|
|
|
|
Height = 896,
|
|
|
|
Seed = 124825529,
|
|
|
|
ModelName = "ExampleMix7",
|
|
|
|
ModelHash = "b899d188a1ac7356bfb9399b2277d5b21712aa360f8f9514fba6fcce021baff7",
|
|
|
|
Sampler = "DPM++ 2M Karras"
|
|
|
|
};
|
|
|
|
}
|
|
|
|
|
|
|
|
// Example: Steps: 30, Sampler: DPM++ 2M Karras, CFG scale: 7, Seed: 2216407431, Size: 640x896, Model hash: eb2h052f91, Model: anime_v1
|
|
|
|
[GeneratedRegex(
|
|
|
|
"""^Steps: (?<Steps>\d+), Sampler: (?<Sampler>.+?), CFG scale: (?<CfgScale>\d+(\.\d+)?), Seed: (?<Seed>\d+), Size: (?<Width>\d+)x(?<Height>\d+), Model hash: (?<ModelHash>.+?), Model: (?<ModelName>.+)$"""
|
|
|
|
)]
|
|
|
|
private static partial Regex ParseLastLineRegex();
|
|
|
|
}
|