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import { useRef } from "react";
// @ts-ignore
import ArrowsHorizontal from "~icons/tabler/arrows-horizontal.jsx";
// @ts-ignore
import Help from "~icons/tabler/question-mark.jsx";
import Tooltip from "../../Tooltip";
import NodeGroupParameter from "./NodeGroupParameter";
const BOOLEAN = "<class 'bool'>";
const MODEL_TRAINING_INPUT_MAPPING =
"<class 'lynxkite_graph_analytics.ml_ops.ModelTrainingInputMapping'>";
const MODEL_INFERENCE_INPUT_MAPPING =
"<class 'lynxkite_graph_analytics.ml_ops.ModelInferenceInputMapping'>";
const MODEL_OUTPUT_MAPPING = "<class 'lynxkite_graph_analytics.ml_ops.ModelOutputMapping'>";
function ParamName({ name, doc }: { name: string; doc: string }) {
const help = doc && (
<Tooltip doc={doc} width={200}>
<Help />
</Tooltip>
);
return (
<div className="param-name-row">
<span className="param-name bg-base-200">{name.replace(/_/g, " ")}</span>
{help}
</div>
);
}
function Input({
value,
onChange,
inputRef,
}: {
value: string;
onChange: (value: string, options?: { delay: number }) => void;
inputRef?: React.Ref<HTMLInputElement>;
}) {
return (
<input
className="input input-bordered w-full"
ref={inputRef}
value={value ?? ""}
onChange={(evt) => onChange(evt.currentTarget.value, { delay: 2 })}
onBlur={(evt) => onChange(evt.currentTarget.value, { delay: 0 })}
onKeyDown={(evt) => evt.code === "Enter" && onChange(evt.currentTarget.value, { delay: 0 })}
/>
);
}
type Bindings = {
[key: string]: {
df: string;
column: string;
};
};
function getModelBindings(
data: any,
variant: "training input" | "inference input" | "output",
): string[] {
function bindingsOfModel(m: any): string[] {
switch (variant) {
case "training input":
return [...m.inputs, ...m.loss_inputs.filter((i: string) => !m.outputs.includes(i))];
case "inference input":
return m.inputs;
case "output":
return m.outputs;
}
}
const bindings = new Set<string>();
const inputs = data?.input_metadata?.value ?? data?.input_metadata ?? [];
for (const input of inputs) {
const other = input.other ?? {};
for (const e of Object.values(other) as any[]) {
if (e.type === "model") {
for (const b of bindingsOfModel(e.model)) {
bindings.add(b);
}
}
}
}
const list = [...bindings];
list.sort();
return list;
}
function parseJsonOrEmpty(json: string): object {
try {
const j = JSON.parse(json);
if (j !== null && typeof j === "object") {
return j;
}
} catch (e) {}
return {};
}
function ModelMapping({ value, onChange, data, variant }: any) {
const dfsRef = useRef({} as { [binding: string]: HTMLSelectElement | null });
const columnsRef = useRef(
{} as { [binding: string]: HTMLSelectElement | HTMLInputElement | null },
);
const v: any = parseJsonOrEmpty(value);
v.map ??= {};
const dfs: { [df: string]: string[] } = {};
const inputs = data?.input_metadata?.value ?? data?.input_metadata ?? [];
for (const input of inputs) {
if (!input.dataframes) continue;
const dataframes = input.dataframes as {
[df: string]: { columns: string[] };
};
for (const [df, { columns }] of Object.entries(dataframes)) {
dfs[df] = columns;
}
}
const bindings = getModelBindings(data, variant);
function getMap() {
const map: Bindings = {};
for (const binding of bindings) {
const df = dfsRef.current[binding]?.value ?? "";
const column = columnsRef.current[binding]?.value ?? "";
if (df.length || column.length) {
map[binding] = { df, column };
}
}
return map;
}
return (
<table className="model-mapping-param">
<tbody>
{bindings.length > 0 ? (
bindings.map((binding: string) => (
<tr key={binding}>
<td>{binding}</td>
<td>
<ArrowsHorizontal />
</td>
<td>
<select
className="select select-ghost"
value={v.map?.[binding]?.df}
ref={(el) => {
dfsRef.current[binding] = el;
}}
onChange={() => onChange(JSON.stringify({ map: getMap() }))}
>
<option key="" value="" />
{Object.keys(dfs).map((df: string) => (
<option key={df} value={df}>
{df}
</option>
))}
</select>
</td>
<td>
{variant === "output" ? (
<Input
inputRef={(el) => {
columnsRef.current[binding] = el;
}}
value={v.map?.[binding]?.column}
onChange={(column, options) => {
const map = getMap();
// At this point the <input> has not been updated yet. We use the value from the event.
const df = dfsRef.current[binding]?.value ?? "";
map[binding] ??= { df, column };
map[binding].column = column;
onChange(JSON.stringify({ map }), options);
}}
/>
) : (
<select
className="select select-ghost"
value={v.map?.[binding]?.column}
ref={(el) => {
columnsRef.current[binding] = el;
}}
onChange={() => onChange(JSON.stringify({ map: getMap() }))}
>
<option key="" value="" />
{dfs[v.map?.[binding]?.df]?.map((col: string) => (
<option key={col} value={col}>
{col}
</option>
))}
</select>
)}
</td>
</tr>
))
) : (
<tr>
<td>no bindings</td>
</tr>
)}
</tbody>
</table>
);
}
interface NodeParameterProps {
name: string;
value: any;
meta: any;
data: any;
setParam: (name: string, value: any, options: UpdateOptions) => void;
}
export type UpdateOptions = { delay?: number };
function findDocs(docs: any, parameter: string) {
for (const sec of docs) {
if (sec.kind === "parameters") {
for (const p of sec.value) {
if (p.name === parameter) {
return p.description;
}
}
}
}
}
export default function NodeParameter({ name, value, meta, data, setParam }: NodeParameterProps) {
const doc = findDocs(data.meta?.value?.doc ?? [], name);
function onChange(value: any, opts?: UpdateOptions) {
setParam(meta.name, value, opts || {});
}
return meta?.type?.format === "collapsed" ? (
<label className="param">
<ParamName name={name} doc={doc} />
<button className="collapsed-param">⋯</button>
</label>
) : meta?.type?.format === "textarea" ? (
<label className="param">
<ParamName name={name} doc={doc} />
<textarea
className="textarea textarea-bordered w-full"
rows={6}
value={value}
onChange={(evt) => onChange(evt.currentTarget.value, { delay: 2 })}
onBlur={(evt) => onChange(evt.currentTarget.value, { delay: 0 })}
/>
</label>
) : meta?.type === "group" ? (
<NodeGroupParameter meta={meta} data={data} setParam={setParam} />
) : meta?.type?.enum ? (
<label className="param">
<ParamName name={name} doc={doc} />
<select
className="select select-bordered w-full"
value={value || meta.type.enum[0]}
onChange={(evt) => onChange(evt.currentTarget.value)}
>
{meta.type.enum.map((option: string) => (
<option key={option} value={option}>
{option}
</option>
))}
</select>
</label>
) : meta?.type?.type === BOOLEAN ? (
<div className="form-control">
<label className="label cursor-pointer">
{name.replace(/_/g, " ")}
<input
className="checkbox"
type="checkbox"
checked={value}
onChange={(evt) => onChange(evt.currentTarget.checked)}
/>
</label>
</div>
) : meta?.type?.type === MODEL_TRAINING_INPUT_MAPPING ? (
<label className="param">
<ParamName name={name} doc={doc} />
<ModelMapping value={value} data={data} variant="training input" onChange={onChange} />
</label>
) : meta?.type?.type === MODEL_INFERENCE_INPUT_MAPPING ? (
<label className="param">
<ParamName name={name} doc={doc} />
<ModelMapping value={value} data={data} variant="inference input" onChange={onChange} />
</label>
) : meta?.type?.type === MODEL_OUTPUT_MAPPING ? (
<label className="param">
<ParamName name={name} doc={doc} />
<ModelMapping value={value} data={data} variant="output" onChange={onChange} />
</label>
) : (
<label className="param">
<ParamName name={name} doc={doc} />
<Input value={value} onChange={onChange} />
</label>
);
}
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