studio: add max steps and epochs toggle switch (#4296)
* feat: add Epochs toggle for Max Steps * refactor: dedupe max-steps/epochs toggle logic and fix input bug * fix(studio): max-steps input validation and prevSaveSteps seed in epochs mode --------- Co-authored-by: Roland Tannous <115670425+rolandtannous@users.noreply.github.com>
This commit is contained in:
Lee Jackson
GitHub
parent
b2dce8e3a8
commit
1e3aa4ff92
4 changed files with 322 additions and 165 deletions
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@ -23,7 +23,7 @@ import {
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TooltipTrigger,
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} from "@/components/ui/tooltip";
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import { CONTEXT_LENGTHS } from "@/config/training";
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import { useTrainingConfigStore } from "@/features/training";
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import { useMaxStepsEpochsToggle, useTrainingConfigStore } from "@/features/training";
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import { InformationCircleIcon } from "@hugeicons/core-free-icons";
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import { HugeiconsIcon } from "@hugeicons/react";
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import { useShallow } from "zustand/react/shallow";
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@ -35,6 +35,8 @@ export function HyperparametersStep() {
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setMaxSteps,
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epochs,
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setEpochs,
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saveSteps,
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setSaveSteps,
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contextLength,
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setContextLength,
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learningRate,
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@ -52,6 +54,8 @@ export function HyperparametersStep() {
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setMaxSteps: s.setMaxSteps,
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epochs: s.epochs,
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setEpochs: s.setEpochs,
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saveSteps: s.saveSteps,
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setSaveSteps: s.setSaveSteps,
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contextLength: s.contextLength,
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setContextLength: s.setContextLength,
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learningRate: s.learningRate,
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@ -67,6 +71,15 @@ export function HyperparametersStep() {
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const showLoraParams =
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trainingMethod === "lora" || trainingMethod === "qlora";
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const { useEpochs, toggleUseEpochs } = useMaxStepsEpochsToggle({
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maxSteps,
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epochs,
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saveSteps,
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setMaxSteps,
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setEpochs,
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setSaveSteps,
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});
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const maxStepsSliderMax = Math.max(500, maxSteps, 30);
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const epochsSliderMax = Math.max(10, epochs, 1);
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@ -75,52 +88,84 @@ export function HyperparametersStep() {
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<FieldSet>
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<FieldLegend variant="label">Training</FieldLegend>
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<div className="flex flex-col gap-4">
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<div className="flex items-center justify-between">
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<FieldLabel className="flex items-center gap-1.5 !text-sm text-muted-foreground">
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Max Steps
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<Tooltip>
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<TooltipTrigger asChild={true}>
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<button
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type="button"
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className="text-muted-foreground/50 hover:text-muted-foreground"
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>
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<HugeiconsIcon
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icon={InformationCircleIcon}
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className="size-3.5"
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/>
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</button>
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</TooltipTrigger>
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<TooltipContent>
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Override total steps. Set 0 to use epochs instead.{" "}
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<a
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href="https://unsloth.ai/docs/get-started/fine-tuning-llms-guide/lora-hyperparameters-guide"
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target="_blank"
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rel="noopener noreferrer"
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className="text-primary underline"
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>
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Read more
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</a>
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</TooltipContent>
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</Tooltip>
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</FieldLabel>
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<div className="flex items-center gap-3">
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<Slider
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value={[Math.min(maxStepsSliderMax, Math.max(0, maxSteps))]}
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onValueChange={([v]) => setMaxSteps(v)}
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min={0}
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max={maxStepsSliderMax}
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step={1}
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className="w-40"
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/>
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<input
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type="number"
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value={maxSteps}
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onChange={(e) => setMaxSteps(Number(e.target.value))}
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min={0}
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max={maxStepsSliderMax}
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step={1}
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className="w-16 text-right font-mono text-xs font-medium bg-muted/50 border border-border rounded-lg px-1.5 py-0.5 focus:outline-none focus:ring-1 focus:ring-primary/30 [&::-webkit-inner-spin-button]:appearance-none"
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/>
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<div
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key={useEpochs ? "epochs" : "steps"}
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className="flex flex-col gap-2 animate-in fade-in-1 slide-in-from-bottom-1 duration-200"
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>
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<div className="flex items-center justify-between">
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<FieldLabel className="flex items-center gap-1.5 !text-sm text-muted-foreground">
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{useEpochs ? "Epochs" : "Max Steps"}
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<Tooltip>
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<TooltipTrigger asChild={true}>
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<button
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type="button"
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className="text-muted-foreground/50 hover:text-muted-foreground"
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>
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<HugeiconsIcon
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icon={InformationCircleIcon}
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className="size-3.5"
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/>
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</button>
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</TooltipTrigger>
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<TooltipContent>
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{useEpochs
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? "Number of full passes over the dataset."
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: "Override total optimizer steps."}{" "}
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<a
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href="https://unsloth.ai/docs/get-started/fine-tuning-llms-guide/lora-hyperparameters-guide"
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target="_blank"
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rel="noopener noreferrer"
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className="text-primary underline"
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>
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Read more
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</a>
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</TooltipContent>
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</Tooltip>
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</FieldLabel>
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<div className="flex items-center gap-3">
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<button
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type="button"
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onClick={toggleUseEpochs}
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className="text-xs text-primary underline cursor-pointer"
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>
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{useEpochs ? "Use Max Steps" : "Use Epochs"}
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</button>
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<Slider
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value={[
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useEpochs
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? Math.min(epochsSliderMax, Math.max(1, epochs))
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: Math.min(maxStepsSliderMax, Math.max(1, maxSteps)),
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]}
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onValueChange={([v]) =>
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useEpochs ? setEpochs(v) : setMaxSteps(v)
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}
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min={1}
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max={useEpochs ? epochsSliderMax : maxStepsSliderMax}
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step={1}
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className="w-40"
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/>
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<input
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type="number"
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value={useEpochs ? epochs : maxSteps}
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onChange={(e) => {
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const raw = e.target.value;
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if (raw === "") return;
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const value = Number(raw);
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if (!Number.isFinite(value) || value < 1) return;
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if (useEpochs) {
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setEpochs(value);
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} else {
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setMaxSteps(value);
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}
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}}
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min={1}
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max={useEpochs ? epochsSliderMax : maxStepsSliderMax}
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step={1}
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className="w-16 text-right font-mono text-xs font-medium bg-muted/50 border border-border rounded-lg px-1.5 py-0.5 focus:outline-none focus:ring-1 focus:ring-primary/30 [&::-webkit-inner-spin-button]:appearance-none"
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/>
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</div>
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</div>
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</div>
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@ -206,55 +251,6 @@ export function HyperparametersStep() {
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/>
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</div>
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<div className="flex items-center justify-between">
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<FieldLabel className="flex items-center gap-1.5 !text-sm text-muted-foreground">
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Epochs
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<Tooltip>
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<TooltipTrigger asChild={true}>
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<button
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type="button"
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className="text-muted-foreground/50 hover:text-muted-foreground"
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>
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<HugeiconsIcon
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icon={InformationCircleIcon}
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className="size-3.5"
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/>
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</button>
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</TooltipTrigger>
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<TooltipContent>
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Number of full passes over the dataset. Set 0 to run by max
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steps.{" "}
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<a
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href="https://unsloth.ai/docs/get-started/fine-tuning-llms-guide/lora-hyperparameters-guide"
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target="_blank"
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rel="noopener noreferrer"
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className="text-primary underline"
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>
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Read more
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</a>
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</TooltipContent>
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</Tooltip>
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</FieldLabel>
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<div className="flex items-center gap-3">
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<Slider
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value={[Math.min(epochsSliderMax, Math.max(0, epochs))]}
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onValueChange={([v]) => setEpochs(v)}
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min={0}
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max={epochsSliderMax}
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step={1}
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className="w-40"
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/>
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<input
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type="number"
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value={epochs}
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onChange={(e) => setEpochs(Number(e.target.value))}
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min={0}
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max={epochsSliderMax}
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step={1}
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className="w-12 text-right font-mono text-xs font-medium bg-muted/50 border border-border rounded-lg px-1.5 py-0.5 focus:outline-none focus:ring-1 focus:ring-primary/30 [&::-webkit-inner-spin-button]:appearance-none"
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/>
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</div>
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</div>
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</div>
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</FieldSet>
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@ -29,7 +29,7 @@ import {
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OPTIMIZER_OPTIONS,
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TARGET_MODULES,
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} from "@/config/training";
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import { useTrainingConfigStore } from "@/features/training";
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import { useMaxStepsEpochsToggle, useTrainingConfigStore } from "@/features/training";
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import type { GradientCheckpointing } from "@/types/training";
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import {
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ArrowDown01Icon,
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@ -120,6 +120,15 @@ export function ParamsSection(): ReactElement {
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const showVisionLora = store.isVisionModel && store.isDatasetImage === true;
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const [loraOpen, setLoraOpen] = useState(false);
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const [hyperOpen, setHyperOpen] = useState(false);
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const { useEpochs, toggleUseEpochs } = useMaxStepsEpochsToggle({
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maxSteps: store.maxSteps,
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epochs: store.epochs,
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saveSteps: store.saveSteps,
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setMaxSteps: store.setMaxSteps,
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setEpochs: store.setEpochs,
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setSaveSteps: store.setSaveSteps,
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});
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const maxStepsSliderMax = Math.max(500, store.maxSteps, 30);
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const epochsSliderMax = Math.max(20, store.epochs, 1);
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@ -133,56 +142,92 @@ export function ParamsSection(): ReactElement {
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className="md:min-h-[470px]"
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>
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<div className="flex flex-col gap-4">
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{/* Max Steps */}
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{/* Max Steps / Epochs */}
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<div className="flex flex-col gap-2">
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<div className="flex items-center justify-between">
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<span className="flex items-center gap-1.5 text-xs font-medium text-muted-foreground">
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Max Steps
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<Tooltip>
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<TooltipTrigger asChild={true}>
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<button
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type="button"
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className="text-foreground/70 hover:text-foreground"
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>
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<HugeiconsIcon
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icon={InformationCircleIcon}
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className="size-3"
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/>
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</button>
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</TooltipTrigger>
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<TooltipContent>
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Override total steps. Set 0 to use epochs instead.{" "}
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<a
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href="https://unsloth.ai/docs/get-started/fine-tuning-llms-guide/lora-hyperparameters-guide"
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target="_blank"
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rel="noopener noreferrer"
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className="text-primary underline"
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>
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Read more
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</a>
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</TooltipContent>
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</Tooltip>
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</span>
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<input
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type="number"
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value={store.maxSteps}
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onChange={(e) => store.setMaxSteps(Number(e.target.value))}
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min={0}
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max={maxStepsSliderMax}
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<div
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key={useEpochs ? "epochs" : "steps"}
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className="flex flex-col gap-2 animate-in fade-in-0 slide-in-from-bottom-1 duration-200"
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>
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<div className="flex items-center justify-between">
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<span className="flex items-center gap-1.5 text-xs font-medium text-muted-foreground">
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{useEpochs ? "Epochs" : "Max Steps"}
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<Tooltip>
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<TooltipTrigger asChild={true}>
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<button
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type="button"
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className="text-foreground/70 hover:text-foreground"
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>
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<HugeiconsIcon
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icon={InformationCircleIcon}
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className="size-3"
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/>
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</button>
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</TooltipTrigger>
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<TooltipContent>
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{useEpochs
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? "Number of full passes over the dataset."
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: "Override total optimizer steps."}{" "}
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<a
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href="https://unsloth.ai/docs/get-started/fine-tuning-llms-guide/lora-hyperparameters-guide"
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target="_blank"
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rel="noopener noreferrer"
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className="text-primary underline"
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>
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Read more
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</a>
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</TooltipContent>
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</Tooltip>
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</span>
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<div className="flex items-center gap-3">
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<button
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type="button"
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onClick={toggleUseEpochs}
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className="text-xs text-primary underline cursor-pointer"
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>
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{useEpochs ? "Use Max Steps" : "Use Epochs"}
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</button>
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<input
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type="number"
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value={useEpochs ? store.epochs : store.maxSteps}
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onChange={(e) => {
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const raw = e.target.value;
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if (raw === "") return;
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const value = Number(raw);
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if (!Number.isFinite(value) || value < 1) return;
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if (useEpochs) {
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store.setEpochs(value);
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} else {
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store.setMaxSteps(value);
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}
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}}
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min={1}
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max={useEpochs ? epochsSliderMax : maxStepsSliderMax}
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step={1}
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className="w-16 text-right font-mono text-xs font-medium bg-muted/50 border border-border rounded-lg px-1.5 py-0.5 focus:outline-none focus:ring-1 focus:ring-primary/30 [&::-webkit-inner-spin-button]:appearance-none"
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/>
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</div>
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</div>
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<Slider
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value={[
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useEpochs
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? Math.min(epochsSliderMax, Math.max(1, store.epochs))
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: Math.min(maxStepsSliderMax, Math.max(1, store.maxSteps)),
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]}
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onValueChange={([v]) =>
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useEpochs ? store.setEpochs(v) : store.setMaxSteps(v)
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}
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min={1}
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max={useEpochs ? epochsSliderMax : maxStepsSliderMax}
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step={1}
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className="w-16 text-right font-mono text-xs font-medium bg-muted/50 border border-border rounded-lg px-1.5 py-0.5 focus:outline-none focus:ring-1 focus:ring-primary/30 [&::-webkit-inner-spin-button]:appearance-none"
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/>
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<p className="text-[10px] text-muted-foreground">
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{useEpochs
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? "Each epoch is one full pass over your dataset."
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: "Limits training to a fixed number of optimizer steps."}
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</p>
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</div>
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<Slider
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value={[Math.min(maxStepsSliderMax, Math.max(0, store.maxSteps))]}
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onValueChange={([v]) => store.setMaxSteps(v)}
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min={0}
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max={maxStepsSliderMax}
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step={1}
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/>
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<p className="text-[10px] text-muted-foreground">
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Total optimizer steps. Use 0 to run by epochs.
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</p>
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</div>
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{/* Context length */}
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@ -681,28 +726,30 @@ export function ParamsSection(): ReactElement {
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max={100}
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step={1}
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/>
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<SliderRow
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label="Epochs"
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tooltip={
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<>
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Number of full passes over the dataset. Set 0 to run by
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max steps.{" "}
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<a
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href="https://unsloth.ai/docs/get-started/fine-tuning-llms-guide/lora-hyperparameters-guide"
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target="_blank"
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rel="noopener noreferrer"
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className="text-primary underline"
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>
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Read more
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</a>
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</>
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}
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value={store.epochs}
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onChange={store.setEpochs}
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min={0}
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max={epochsSliderMax}
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step={1}
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/>
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{!useEpochs && (
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<SliderRow
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label="Epochs"
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tooltip={
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<>
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Number of full passes over the dataset. Set 0 to run by
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max steps.{" "}
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<a
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href="https://unsloth.ai/docs/get-started/fine-tuning-llms-guide/lora-hyperparameters-guide"
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target="_blank"
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rel="noopener noreferrer"
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className="text-primary underline"
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>
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Read more
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</a>
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</>
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}
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value={store.epochs}
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onChange={store.setEpochs}
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min={0}
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max={epochsSliderMax}
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step={1}
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/>
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)}
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<Row
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label="Save Steps"
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tooltip={
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@ -0,0 +1,113 @@
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// SPDX-License-Identifier: AGPL-3.0-only
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// Copyright 2026-present the Unsloth AI Inc. team. All rights reserved. See /studio/LICENSE.AGPL-3.0
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import { useCallback, useEffect, useState } from "react";
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|
||||
const PREV_MAX_STEPS_KEY = "unsloth_prev_max_steps";
|
||||
const PREV_SAVE_STEPS_KEY = "unsloth_prev_save_steps";
|
||||
const DEFAULT_MAX_STEPS = 30;
|
||||
const DEFAULT_EPOCHS = 3;
|
||||
|
||||
function readStoredNumber(key: string, fallback: number): number {
|
||||
if (typeof window === "undefined") return fallback;
|
||||
try {
|
||||
const value = window.localStorage.getItem(key);
|
||||
if (value === null) return fallback;
|
||||
const parsed = Number(value);
|
||||
return Number.isFinite(parsed) ? parsed : fallback;
|
||||
} catch {
|
||||
return fallback;
|
||||
}
|
||||
}
|
||||
|
||||
function writeStoredNumber(key: string, value: number): void {
|
||||
if (typeof window === "undefined") return;
|
||||
try {
|
||||
window.localStorage.setItem(key, String(value));
|
||||
} catch {
|
||||
// Best effort only; ignore storage errors in restricted environments.
|
||||
}
|
||||
}
|
||||
|
||||
function normalizePrevMaxSteps(value: number): number {
|
||||
return Number.isFinite(value) && value > 0 ? value : DEFAULT_MAX_STEPS;
|
||||
}
|
||||
|
||||
function normalizePrevSaveSteps(value: number): number {
|
||||
return Number.isFinite(value) && value >= 0 ? value : 0;
|
||||
}
|
||||
|
||||
type UseMaxStepsEpochsToggleParams = {
|
||||
maxSteps: number;
|
||||
epochs: number;
|
||||
saveSteps: number;
|
||||
setMaxSteps: (value: number) => void;
|
||||
setEpochs: (value: number) => void;
|
||||
setSaveSteps: (value: number) => void;
|
||||
defaultEpochs?: number;
|
||||
};
|
||||
|
||||
type UseMaxStepsEpochsToggleResult = {
|
||||
useEpochs: boolean;
|
||||
toggleUseEpochs: () => void;
|
||||
};
|
||||
|
||||
export function useMaxStepsEpochsToggle({
|
||||
maxSteps,
|
||||
epochs,
|
||||
saveSteps,
|
||||
setMaxSteps,
|
||||
setEpochs,
|
||||
setSaveSteps,
|
||||
defaultEpochs = DEFAULT_EPOCHS,
|
||||
}: UseMaxStepsEpochsToggleParams): UseMaxStepsEpochsToggleResult {
|
||||
const useEpochs = maxSteps === 0;
|
||||
const [prevMaxSteps, setPrevMaxSteps] = useState(() =>
|
||||
normalizePrevMaxSteps(readStoredNumber(PREV_MAX_STEPS_KEY, DEFAULT_MAX_STEPS)),
|
||||
);
|
||||
const [prevSaveSteps, setPrevSaveSteps] = useState(() => {
|
||||
if (maxSteps === 0 && saveSteps > 0) {
|
||||
return normalizePrevSaveSteps(saveSteps);
|
||||
}
|
||||
return normalizePrevSaveSteps(readStoredNumber(PREV_SAVE_STEPS_KEY, 0));
|
||||
});
|
||||
|
||||
useEffect(() => {
|
||||
if (maxSteps > 0) {
|
||||
const normalized = normalizePrevMaxSteps(maxSteps);
|
||||
setPrevMaxSteps(normalized);
|
||||
writeStoredNumber(PREV_MAX_STEPS_KEY, normalized);
|
||||
}
|
||||
}, [maxSteps]);
|
||||
|
||||
useEffect(() => {
|
||||
if (!useEpochs) {
|
||||
const normalized = normalizePrevSaveSteps(saveSteps);
|
||||
setPrevSaveSteps(normalized);
|
||||
writeStoredNumber(PREV_SAVE_STEPS_KEY, normalized);
|
||||
}
|
||||
}, [saveSteps, useEpochs]);
|
||||
|
||||
const toggleUseEpochs = useCallback(() => {
|
||||
if (useEpochs) {
|
||||
setMaxSteps(normalizePrevMaxSteps(prevMaxSteps));
|
||||
setSaveSteps(normalizePrevSaveSteps(prevSaveSteps));
|
||||
return;
|
||||
}
|
||||
|
||||
setMaxSteps(0);
|
||||
setEpochs(epochs || defaultEpochs);
|
||||
setSaveSteps(0);
|
||||
}, [
|
||||
defaultEpochs,
|
||||
epochs,
|
||||
prevMaxSteps,
|
||||
prevSaveSteps,
|
||||
setEpochs,
|
||||
setMaxSteps,
|
||||
setSaveSteps,
|
||||
useEpochs,
|
||||
]);
|
||||
|
||||
return { useEpochs, toggleUseEpochs };
|
||||
}
|
||||
|
|
@ -8,6 +8,7 @@ export {
|
|||
} from "./stores/training-runtime-store";
|
||||
export { useTrainingActions } from "./hooks/use-training-actions";
|
||||
export { useTrainingRuntimeLifecycle } from "./hooks/use-training-runtime-lifecycle";
|
||||
export { useMaxStepsEpochsToggle } from "./hooks/use-max-steps-epochs-toggle";
|
||||
export { HfDatasetSubsetSplitSelectors } from "./components/hf-dataset-subset-split-selectors";
|
||||
export { useDatasetPreviewDialogStore } from "./stores/dataset-preview-dialog-store";
|
||||
export { uploadTrainingDataset } from "./api/datasets-api";
|
||||
|
|
|
|||
Loading…
Add table
Add a link
Reference in a new issue