Files
risuai/src/lib/Playground/PlaygroundEmbedding.svelte

79 lines
2.8 KiB
Svelte

<script lang="ts">
import { language } from "src/lang";
import TextInput from "../UI/GUI/TextInput.svelte";
import OptionInput from "../UI/GUI/OptionInput.svelte";
import SelectInput from "../UI/GUI/SelectInput.svelte";
import Button from "../UI/GUI/Button.svelte";
import { HypaProcesser } from "src/ts/process/memory/hypamemory";
let query = $state("");
let model = $state("MiniLM");
let customEmbeddingUrl = $state("");
let data:string[] = $state([]);
let dataresult:[string, number][] = $state([]);
let running = $state(false);
const run = async () => {
if(running) return;
running = true;
const processer = new HypaProcesser(model as any, customEmbeddingUrl);
await processer.addText(data);
console.log(processer.vectors)
dataresult = await processer.similaritySearchScored(query);
running = false;
}
</script>
<h2 class="text-4xl text-textcolor my-6 font-black relative">{language.embedding}</h2>
<span class="text-textcolor text-lg">Model</span>
<SelectInput bind:value={model}>
<OptionInput value="MiniLM">MiniLM L6 v2 (CPU)</OptionInput>
<OptionInput value="nomic">Nomic Embed Text v1.5 (CPU)</OptionInput>
<OptionInput value="nomicGPU">Nomic Embed Text v1.5 (GPU)</OptionInput>
<OptionInput value="bgeSmallEn">BGE Small English (CPU)</OptionInput>
<OptionInput value="bgeSmallEnGPU">BGE Small English (GPU)</OptionInput>
<OptionInput value="bgem3">BGE Medium 3 (CPU)</OptionInput>
<OptionInput value="bgem3GPU">BGE Medium 3 (GPU)</OptionInput>
<OptionInput value="openai3small">OpenAI text-embedding-3-small</OptionInput>
<OptionInput value="openai3large">OpenAI text-embedding-3-large</OptionInput>
<OptionInput value="custom">Custom (OpenAI-compatible)</OptionInput>
</SelectInput>
{#if model === "custom"}
<span class="text-textcolor text-lg">Custom Server URL</span>
<TextInput bind:value={customEmbeddingUrl} size="lg" fullwidth />
{/if}
<span class="text-textcolor text-lg">Query</span>
<TextInput bind:value={query} size="lg" fullwidth />
<span class="text-textcolor text-lg mt-6">Data</span>
{#each data as item, i}
<TextInput bind:value={data[i]} size="lg" fullwidth marginBottom />
{/each}
<Button styled="outlined" onclick={() => {
data.push("");
data = data
}}>+</Button>
<span class="text-textcolor text-lg mt-6">Result</span>
{#if dataresult.length === 0}
<span class="text-textcolor2 text-lg">No result</span>
{/if}
{#each dataresult as [item, score]}
<div class="flex justify-between">
<span>{item}</span>
<span>{score.toFixed(2)}</span>
</div>
{/each}
<Button className="mt-6 flex justify-center" size="lg" onclick={() => {
run()
}}>
{#if running}
<div class="loadmove"></div>
{:else}
{language.run?.toLocaleUpperCase()}
{/if}
</Button>