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<script lang="ts"> | |
import { getDocs } from '$lib/apis/documents'; | |
import { | |
getQuerySettings, | |
scanDocs, | |
updateQuerySettings, | |
resetVectorDB, | |
getEmbeddingConfig, | |
updateEmbeddingConfig, | |
getRerankingConfig, | |
updateRerankingConfig | |
} from '$lib/apis/rag'; | |
import { documents, models } from '$lib/stores'; | |
import { onMount, getContext } from 'svelte'; | |
import { toast } from 'svelte-sonner'; | |
const i18n = getContext('i18n'); | |
export let saveHandler: Function; | |
let scanDirLoading = false; | |
let updateEmbeddingModelLoading = false; | |
let updateRerankingModelLoading = false; | |
let showResetConfirm = false; | |
let embeddingEngine = ''; | |
let embeddingModel = ''; | |
let rerankingModel = ''; | |
let OpenAIKey = ''; | |
let OpenAIUrl = ''; | |
let querySettings = { | |
template: '', | |
r: 0.0, | |
k: 4, | |
hybrid: false | |
}; | |
const scanHandler = async () => { | |
scanDirLoading = true; | |
const res = await scanDocs(localStorage.token); | |
scanDirLoading = false; | |
if (res) { | |
await documents.set(await getDocs(localStorage.token)); | |
toast.success($i18n.t('Scan complete!')); | |
} | |
}; | |
const embeddingModelUpdateHandler = async () => { | |
if (embeddingEngine === '' && embeddingModel.split('/').length - 1 > 1) { | |
toast.error( | |
$i18n.t( | |
'Model filesystem path detected. Model shortname is required for update, cannot continue.' | |
) | |
); | |
return; | |
} | |
if (embeddingEngine === 'ollama' && embeddingModel === '') { | |
toast.error( | |
$i18n.t( | |
'Model filesystem path detected. Model shortname is required for update, cannot continue.' | |
) | |
); | |
return; | |
} | |
if (embeddingEngine === 'openai' && embeddingModel === '') { | |
toast.error( | |
$i18n.t( | |
'Model filesystem path detected. Model shortname is required for update, cannot continue.' | |
) | |
); | |
return; | |
} | |
if ((embeddingEngine === 'openai' && OpenAIKey === '') || OpenAIUrl === '') { | |
toast.error($i18n.t('OpenAI URL/Key required.')); | |
return; | |
} | |
console.log('Update embedding model attempt:', embeddingModel); | |
updateEmbeddingModelLoading = true; | |
const res = await updateEmbeddingConfig(localStorage.token, { | |
embedding_engine: embeddingEngine, | |
embedding_model: embeddingModel, | |
...(embeddingEngine === 'openai' | |
? { | |
openai_config: { | |
key: OpenAIKey, | |
url: OpenAIUrl | |
} | |
} | |
: {}) | |
}).catch(async (error) => { | |
toast.error(error); | |
await setEmbeddingConfig(); | |
return null; | |
}); | |
updateEmbeddingModelLoading = false; | |
if (res) { | |
console.log('embeddingModelUpdateHandler:', res); | |
if (res.status === true) { | |
toast.success($i18n.t('Embedding model set to "{{embedding_model}}"', res), { | |
duration: 1000 * 10 | |
}); | |
} | |
} | |
}; | |
const rerankingModelUpdateHandler = async () => { | |
console.log('Update reranking model attempt:', rerankingModel); | |
updateRerankingModelLoading = true; | |
const res = await updateRerankingConfig(localStorage.token, { | |
reranking_model: rerankingModel | |
}).catch(async (error) => { | |
toast.error(error); | |
await setRerankingConfig(); | |
return null; | |
}); | |
updateRerankingModelLoading = false; | |
if (res) { | |
console.log('rerankingModelUpdateHandler:', res); | |
if (res.status === true) { | |
if (rerankingModel === '') { | |
toast.success($i18n.t('Reranking model disabled', res), { | |
duration: 1000 * 10 | |
}); | |
} else { | |
toast.success($i18n.t('Reranking model set to "{{reranking_model}}"', res), { | |
duration: 1000 * 10 | |
}); | |
} | |
} | |
} | |
}; | |
const submitHandler = async () => { | |
embeddingModelUpdateHandler(); | |
if (querySettings.hybrid) { | |
rerankingModelUpdateHandler(); | |
} | |
}; | |
const setEmbeddingConfig = async () => { | |
const embeddingConfig = await getEmbeddingConfig(localStorage.token); | |
if (embeddingConfig) { | |
embeddingEngine = embeddingConfig.embedding_engine; | |
embeddingModel = embeddingConfig.embedding_model; | |
OpenAIKey = embeddingConfig.openai_config.key; | |
OpenAIUrl = embeddingConfig.openai_config.url; | |
} | |
}; | |
const setRerankingConfig = async () => { | |
const rerankingConfig = await getRerankingConfig(localStorage.token); | |
if (rerankingConfig) { | |
rerankingModel = rerankingConfig.reranking_model; | |
} | |
}; | |
const toggleHybridSearch = async () => { | |
querySettings.hybrid = !querySettings.hybrid; | |
querySettings = await updateQuerySettings(localStorage.token, querySettings); | |
}; | |
onMount(async () => { | |
await setEmbeddingConfig(); | |
await setRerankingConfig(); | |
querySettings = await getQuerySettings(localStorage.token); | |
}); | |
</script> | |
<form | |
class="flex flex-col h-full justify-between space-y-3 text-sm" | |
on:submit|preventDefault={() => { | |
submitHandler(); | |
saveHandler(); | |
}} | |
> | |
<div class=" space-y-2.5 pr-1.5 overflow-y-scroll max-h-[28rem]"> | |
<div class="flex flex-col gap-0.5"> | |
<div class=" mb-0.5 text-sm font-medium">{$i18n.t('General Settings')}</div> | |
<div class=" flex w-full justify-between"> | |
<div class=" self-center text-xs font-medium"> | |
{$i18n.t('Scan for documents from {{path}}', { path: 'DOCS_DIR (/data/docs)' })} | |
</div> | |
<button | |
class=" self-center text-xs p-1 px-3 bg-gray-100 dark:bg-gray-800 dark:hover:bg-gray-700 rounded-lg flex flex-row space-x-1 items-center {scanDirLoading | |
? ' cursor-not-allowed' | |
: ''}" | |
on:click={() => { | |
scanHandler(); | |
console.log('check'); | |
}} | |
type="button" | |
disabled={scanDirLoading} | |
> | |
<div class="self-center font-medium">{$i18n.t('Scan')}</div> | |
{#if scanDirLoading} | |
<div class="ml-3 self-center"> | |
<svg | |
class=" w-3 h-3" | |
viewBox="0 0 24 24" | |
fill="currentColor" | |
xmlns="http://www.w3.org/2000/svg" | |
><style> | |
.spinner_ajPY { | |
transform-origin: center; | |
animation: spinner_AtaB 0.75s infinite linear; | |
} | |
@keyframes spinner_AtaB { | |
100% { | |
transform: rotate(360deg); | |
} | |
} | |
</style><path | |
d="M12,1A11,11,0,1,0,23,12,11,11,0,0,0,12,1Zm0,19a8,8,0,1,1,8-8A8,8,0,0,1,12,20Z" | |
opacity=".25" | |
/><path | |
d="M10.14,1.16a11,11,0,0,0-9,8.92A1.59,1.59,0,0,0,2.46,12,1.52,1.52,0,0,0,4.11,10.7a8,8,0,0,1,6.66-6.61A1.42,1.42,0,0,0,12,2.69h0A1.57,1.57,0,0,0,10.14,1.16Z" | |
class="spinner_ajPY" | |
/></svg | |
> | |
</div> | |
{/if} | |
</button> | |
</div> | |
<div class=" flex w-full justify-between"> | |
<div class=" self-center text-xs font-medium">{$i18n.t('Embedding Model Engine')}</div> | |
<div class="flex items-center relative"> | |
<select | |
class="dark:bg-gray-900 w-fit pr-8 rounded px-2 p-1 text-xs bg-transparent outline-none text-right" | |
bind:value={embeddingEngine} | |
placeholder="Select an embedding model engine" | |
on:change={(e) => { | |
if (e.target.value === 'ollama') { | |
embeddingModel = ''; | |
} else if (e.target.value === 'openai') { | |
embeddingModel = 'text-embedding-3-small'; | |
} else if (e.target.value === '') { | |
embeddingModel = 'sentence-transformers/all-MiniLM-L6-v2'; | |
} | |
}} | |
> | |
<option value="">{$i18n.t('Default (SentenceTransformers)')}</option> | |
<option value="ollama">{$i18n.t('Ollama')}</option> | |
<option value="openai">{$i18n.t('OpenAI')}</option> | |
</select> | |
</div> | |
</div> | |
{#if embeddingEngine === 'openai'} | |
<div class="my-0.5 flex gap-2"> | |
<input | |
class="w-full rounded-lg py-2 px-4 text-sm dark:text-gray-300 dark:bg-gray-850 outline-none" | |
placeholder={$i18n.t('API Base URL')} | |
bind:value={OpenAIUrl} | |
required | |
/> | |
<input | |
class="w-full rounded-lg py-2 px-4 text-sm dark:text-gray-300 dark:bg-gray-850 outline-none" | |
placeholder={$i18n.t('API Key')} | |
bind:value={OpenAIKey} | |
required | |
/> | |
</div> | |
{/if} | |
<div class=" flex w-full justify-between"> | |
<div class=" self-center text-xs font-medium">{$i18n.t('Hybrid Search')}</div> | |
<button | |
class="p-1 px-3 text-xs flex rounded transition" | |
on:click={() => { | |
toggleHybridSearch(); | |
}} | |
type="button" | |
> | |
{#if querySettings.hybrid === true} | |
<span class="ml-2 self-center">{$i18n.t('On')}</span> | |
{:else} | |
<span class="ml-2 self-center">{$i18n.t('Off')}</span> | |
{/if} | |
</button> | |
</div> | |
</div> | |
<hr class=" dark:border-gray-700 my-1" /> | |
<div class="space-y-2" /> | |
<div> | |
<div class=" mb-2 text-sm font-medium">{$i18n.t('Embedding Model')}</div> | |
{#if embeddingEngine === 'ollama'} | |
<div class="flex w-full"> | |
<div class="flex-1 mr-2"> | |
<select | |
class="w-full rounded-lg py-2 px-4 text-sm dark:text-gray-300 dark:bg-gray-850 outline-none" | |
bind:value={embeddingModel} | |
placeholder={$i18n.t('Select a model')} | |
required | |
> | |
{#if !embeddingModel} | |
<option value="" disabled selected>{$i18n.t('Select a model')}</option> | |
{/if} | |
{#each $models.filter((m) => m.id && !m.external) as model} | |
<option value={model.name} class="bg-gray-100 dark:bg-gray-700" | |
>{model.name + ' (' + (model.size / 1024 ** 3).toFixed(1) + ' GB)'}</option | |
> | |
{/each} | |
</select> | |
</div> | |
</div> | |
{:else} | |
<div class="flex w-full"> | |
<div class="flex-1 mr-2"> | |
<input | |
class="w-full rounded-lg py-2 px-4 text-sm dark:text-gray-300 dark:bg-gray-850 outline-none" | |
placeholder={$i18n.t('Set embedding model (e.g. {{model}})', { | |
model: embeddingModel.slice(-40) | |
})} | |
bind:value={embeddingModel} | |
/> | |
</div> | |
{#if embeddingEngine === ''} | |
<button | |
class="px-2.5 bg-gray-100 hover:bg-gray-200 text-gray-800 dark:bg-gray-850 dark:hover:bg-gray-800 dark:text-gray-100 rounded-lg transition" | |
on:click={() => { | |
embeddingModelUpdateHandler(); | |
}} | |
disabled={updateEmbeddingModelLoading} | |
> | |
{#if updateEmbeddingModelLoading} | |
<div class="self-center"> | |
<svg | |
class=" w-4 h-4" | |
viewBox="0 0 24 24" | |
fill="currentColor" | |
xmlns="http://www.w3.org/2000/svg" | |
><style> | |
.spinner_ajPY { | |
transform-origin: center; | |
animation: spinner_AtaB 0.75s infinite linear; | |
} | |
@keyframes spinner_AtaB { | |
100% { | |
transform: rotate(360deg); | |
} | |
} | |
</style><path | |
d="M12,1A11,11,0,1,0,23,12,11,11,0,0,0,12,1Zm0,19a8,8,0,1,1,8-8A8,8,0,0,1,12,20Z" | |
opacity=".25" | |
/><path | |
d="M10.14,1.16a11,11,0,0,0-9,8.92A1.59,1.59,0,0,0,2.46,12,1.52,1.52,0,0,0,4.11,10.7a8,8,0,0,1,6.66-6.61A1.42,1.42,0,0,0,12,2.69h0A1.57,1.57,0,0,0,10.14,1.16Z" | |
class="spinner_ajPY" | |
/></svg | |
> | |
</div> | |
{:else} | |
<svg | |
xmlns="http://www.w3.org/2000/svg" | |
viewBox="0 0 16 16" | |
fill="currentColor" | |
class="w-4 h-4" | |
> | |
<path | |
d="M8.75 2.75a.75.75 0 0 0-1.5 0v5.69L5.03 6.22a.75.75 0 0 0-1.06 1.06l3.5 3.5a.75.75 0 0 0 1.06 0l3.5-3.5a.75.75 0 0 0-1.06-1.06L8.75 8.44V2.75Z" | |
/> | |
<path | |
d="M3.5 9.75a.75.75 0 0 0-1.5 0v1.5A2.75 2.75 0 0 0 4.75 14h6.5A2.75 2.75 0 0 0 14 11.25v-1.5a.75.75 0 0 0-1.5 0v1.5c0 .69-.56 1.25-1.25 1.25h-6.5c-.69 0-1.25-.56-1.25-1.25v-1.5Z" | |
/> | |
</svg> | |
{/if} | |
</button> | |
{/if} | |
</div> | |
{/if} | |
<div class="mt-2 mb-1 text-xs text-gray-400 dark:text-gray-500"> | |
{$i18n.t( | |
'Warning: If you update or change your embedding model, you will need to re-import all documents.' | |
)} | |
</div> | |
{#if querySettings.hybrid === true} | |
<div class=" "> | |
<div class=" mb-2 text-sm font-medium">{$i18n.t('Reranking Model')}</div> | |
<div class="flex w-full"> | |
<div class="flex-1 mr-2"> | |
<input | |
class="w-full rounded-lg py-2 px-4 text-sm dark:text-gray-300 dark:bg-gray-850 outline-none" | |
placeholder={$i18n.t('Set reranking model (e.g. {{model}})', { | |
model: 'BAAI/bge-reranker-v2-m3' | |
})} | |
bind:value={rerankingModel} | |
/> | |
</div> | |
<button | |
class="px-2.5 bg-gray-100 hover:bg-gray-200 text-gray-800 dark:bg-gray-850 dark:hover:bg-gray-800 dark:text-gray-100 rounded-lg transition" | |
on:click={() => { | |
rerankingModelUpdateHandler(); | |
}} | |
disabled={updateRerankingModelLoading} | |
> | |
{#if updateRerankingModelLoading} | |
<div class="self-center"> | |
<svg | |
class=" w-4 h-4" | |
viewBox="0 0 24 24" | |
fill="currentColor" | |
xmlns="http://www.w3.org/2000/svg" | |
><style> | |
.spinner_ajPY { | |
transform-origin: center; | |
animation: spinner_AtaB 0.75s infinite linear; | |
} | |
@keyframes spinner_AtaB { | |
100% { | |
transform: rotate(360deg); | |
} | |
} | |
</style><path | |
d="M12,1A11,11,0,1,0,23,12,11,11,0,0,0,12,1Zm0,19a8,8,0,1,1,8-8A8,8,0,0,1,12,20Z" | |
opacity=".25" | |
/><path | |
d="M10.14,1.16a11,11,0,0,0-9,8.92A1.59,1.59,0,0,0,2.46,12,1.52,1.52,0,0,0,4.11,10.7a8,8,0,0,1,6.66-6.61A1.42,1.42,0,0,0,12,2.69h0A1.57,1.57,0,0,0,10.14,1.16Z" | |
class="spinner_ajPY" | |
/></svg | |
> | |
</div> | |
{:else} | |
<svg | |
xmlns="http://www.w3.org/2000/svg" | |
viewBox="0 0 16 16" | |
fill="currentColor" | |
class="w-4 h-4" | |
> | |
<path | |
d="M8.75 2.75a.75.75 0 0 0-1.5 0v5.69L5.03 6.22a.75.75 0 0 0-1.06 1.06l3.5 3.5a.75.75 0 0 0 1.06 0l3.5-3.5a.75.75 0 0 0-1.06-1.06L8.75 8.44V2.75Z" | |
/> | |
<path | |
d="M3.5 9.75a.75.75 0 0 0-1.5 0v1.5A2.75 2.75 0 0 0 4.75 14h6.5A2.75 2.75 0 0 0 14 11.25v-1.5a.75.75 0 0 0-1.5 0v1.5c0 .69-.56 1.25-1.25 1.25h-6.5c-.69 0-1.25-.56-1.25-1.25v-1.5Z" | |
/> | |
</svg> | |
{/if} | |
</button> | |
</div> | |
</div> | |
{/if} | |
</div> | |
<hr class=" dark:border-gray-700" /> | |
{#if showResetConfirm} | |
<div class="flex justify-between rounded-md items-center py-2 px-3.5 w-full transition"> | |
<div class="flex items-center space-x-3"> | |
<svg | |
xmlns="http://www.w3.org/2000/svg" | |
viewBox="0 0 16 16" | |
fill="currentColor" | |
class="w-4 h-4" | |
> | |
<path d="M2 3a1 1 0 0 1 1-1h10a1 1 0 0 1 1 1v1a1 1 0 0 1-1 1H3a1 1 0 0 1-1-1V3Z" /> | |
<path | |
fill-rule="evenodd" | |
d="M13 6H3v6a2 2 0 0 0 2 2h6a2 2 0 0 0 2-2V6ZM5.72 7.47a.75.75 0 0 1 1.06 0L8 8.69l1.22-1.22a.75.75 0 1 1 1.06 1.06L9.06 9.75l1.22 1.22a.75.75 0 1 1-1.06 1.06L8 10.81l-1.22 1.22a.75.75 0 0 1-1.06-1.06l1.22-1.22-1.22-1.22a.75.75 0 0 1 0-1.06Z" | |
clip-rule="evenodd" | |
/> | |
</svg> | |
<span>{$i18n.t('Are you sure?')}</span> | |
</div> | |
<div class="flex space-x-1.5 items-center"> | |
<button | |
class="hover:text-white transition" | |
on:click={() => { | |
const res = resetVectorDB(localStorage.token).catch((error) => { | |
toast.error(error); | |
return null; | |
}); | |
if (res) { | |
toast.success($i18n.t('Success')); | |
} | |
showResetConfirm = false; | |
}} | |
> | |
<svg | |
xmlns="http://www.w3.org/2000/svg" | |
viewBox="0 0 20 20" | |
fill="currentColor" | |
class="w-4 h-4" | |
> | |
<path | |
fill-rule="evenodd" | |
d="M16.704 4.153a.75.75 0 01.143 1.052l-8 10.5a.75.75 0 01-1.127.075l-4.5-4.5a.75.75 0 011.06-1.06l3.894 3.893 7.48-9.817a.75.75 0 011.05-.143z" | |
clip-rule="evenodd" | |
/> | |
</svg> | |
</button> | |
<button | |
class="hover:text-white transition" | |
on:click={() => { | |
showResetConfirm = false; | |
}} | |
> | |
<svg | |
xmlns="http://www.w3.org/2000/svg" | |
viewBox="0 0 20 20" | |
fill="currentColor" | |
class="w-4 h-4" | |
> | |
<path | |
d="M6.28 5.22a.75.75 0 00-1.06 1.06L8.94 10l-3.72 3.72a.75.75 0 101.06 1.06L10 11.06l3.72 3.72a.75.75 0 101.06-1.06L11.06 10l3.72-3.72a.75.75 0 00-1.06-1.06L10 8.94 6.28 5.22z" | |
/> | |
</svg> | |
</button> | |
</div> | |
</div> | |
{:else} | |
<button | |
class=" flex rounded-md py-2 px-3.5 w-full hover:bg-gray-200 dark:hover:bg-gray-800 transition" | |
on:click={() => { | |
showResetConfirm = true; | |
}} | |
> | |
<div class=" self-center mr-3"> | |
<svg | |
xmlns="http://www.w3.org/2000/svg" | |
viewBox="0 0 16 16" | |
fill="currentColor" | |
class="w-4 h-4" | |
> | |
<path | |
fill-rule="evenodd" | |
d="M3.5 2A1.5 1.5 0 0 0 2 3.5v9A1.5 1.5 0 0 0 3.5 14h9a1.5 1.5 0 0 0 1.5-1.5v-7A1.5 1.5 0 0 0 12.5 4H9.621a1.5 1.5 0 0 1-1.06-.44L7.439 2.44A1.5 1.5 0 0 0 6.38 2H3.5Zm6.75 7.75a.75.75 0 0 0 0-1.5h-4.5a.75.75 0 0 0 0 1.5h4.5Z" | |
clip-rule="evenodd" | |
/> | |
</svg> | |
</div> | |
<div class=" self-center text-sm font-medium">{$i18n.t('Reset Vector Storage')}</div> | |
</button> | |
{/if} | |
</div> | |
<div class="flex justify-end pt-3 text-sm font-medium"> | |
<button | |
class=" px-4 py-2 bg-emerald-700 hover:bg-emerald-800 text-gray-100 transition rounded-lg" | |
type="submit" | |
> | |
{$i18n.t('Save')} | |
</button> | |
</div> | |
</form> | |