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https://github.com/open-webui/open-webui
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feat: model capabilities
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@ -31,7 +31,6 @@ class ModelParams(BaseModel):
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# ModelMeta is a model for the data stored in the meta field of the Model table
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# It isn't currently used in the backend, but it's here as a reference
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class ModelMeta(BaseModel):
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profile_image_url: Optional[str] = "/favicon.png"
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@ -40,10 +39,7 @@ class ModelMeta(BaseModel):
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User-facing description of the model.
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"""
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vision_capable: Optional[bool] = None
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"""
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A flag indicating if the model is capable of vision and thus image inputs
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"""
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capabilities: Optional[dict] = None
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model_config = ConfigDict(extra="allow")
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@ -53,7 +53,11 @@
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export let messages = [];
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let speechRecognition;
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let visionCapableState = 'all';
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let visionCapableModels = [];
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$: visionCapableModels = [...(atSelectedModel ? [atSelectedModel] : selectedModels)].filter(
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(model) => $models.find((m) => m.id === model)?.info?.meta?.capabilities?.vision ?? true
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);
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$: if (prompt) {
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if (chatTextAreaElement) {
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@ -62,49 +66,6 @@
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}
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}
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// $: {
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// if (atSelectedModel || selectedModels) {
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// visionCapableState = checkModelsAreVisionCapable();
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// if (visionCapableState === 'none') {
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// // Remove all image files
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// const fileCount = files.length;
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// files = files.filter((file) => file.type != 'image');
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// if (files.length < fileCount) {
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// toast.warning($i18n.t('All selected models do not support image input, removed images'));
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// }
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// }
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// }
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// }
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const checkModelsAreVisionCapable = () => {
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let modelsToCheck = [];
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if (atSelectedModel !== undefined) {
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modelsToCheck = [atSelectedModel.id];
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} else {
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modelsToCheck = selectedModels;
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}
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if (modelsToCheck.length == 0 || modelsToCheck[0] == '') {
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return 'all';
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}
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let visionCapableCount = 0;
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for (const modelName of modelsToCheck) {
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const model = $models.find((m) => m.id === modelName);
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if (!model) {
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continue;
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}
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if (model.custom_info?.meta.vision_capable ?? true) {
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visionCapableCount++;
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}
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}
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if (visionCapableCount == modelsToCheck.length) {
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return 'all';
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} else if (visionCapableCount == 0) {
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return 'none';
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} else {
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return 'some';
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}
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};
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let mediaRecorder;
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let audioChunks = [];
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let isRecording = false;
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@ -404,8 +365,8 @@
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inputFiles.forEach((file) => {
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console.log(file, file.name.split('.').at(-1));
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if (['image/gif', 'image/webp', 'image/jpeg', 'image/png'].includes(file['type'])) {
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if (visionCapableState == 'none') {
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toast.error($i18n.t('Selected models do not support image inputs'));
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if (visionCapableModels.length === 0) {
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toast.error($i18n.t('Selected model(s) do not support image inputs'));
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return;
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}
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let reader = new FileReader();
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@ -600,8 +561,8 @@
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if (
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['image/gif', 'image/webp', 'image/jpeg', 'image/png'].includes(file['type'])
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) {
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if (visionCapableState === 'none') {
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toast.error($i18n.t('Selected models do not support image inputs'));
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if (visionCapableModels.length === 0) {
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toast.error($i18n.t('Selected model(s) do not support image inputs'));
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inputFiles = null;
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filesInputElement.value = '';
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return;
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@ -645,6 +606,7 @@
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dir={$settings?.chatDirection ?? 'LTR'}
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class=" flex flex-col relative w-full rounded-3xl px-1.5 bg-gray-50 dark:bg-gray-850 dark:text-gray-100"
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on:submit|preventDefault={() => {
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// check if selectedModels support image input
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submitPrompt(prompt, user);
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}}
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>
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@ -659,16 +621,20 @@
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alt="input"
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class=" h-16 w-16 rounded-xl object-cover"
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/>
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{#if visionCapableState === 'some'}
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{#if atSelectedModel ? visionCapableModels.length === 0 : selectedModels.length !== visionCapableModels.length}
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<Tooltip
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className=" absolute top-0 left-0"
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content={$i18n.t('A selected model does not support image input')}
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className=" absolute top-1 left-1"
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content={$i18n.t('{{ models }}', {
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models: [...(atSelectedModel ? [atSelectedModel] : selectedModels)]
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.filter((id) => !visionCapableModels.includes(id))
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.join(', ')
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})}
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>
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<svg
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xmlns="http://www.w3.org/2000/svg"
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viewBox="0 0 24 24"
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fill="currentColor"
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class="w-6 h-6 fill-yellow-300"
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class="size-4 fill-yellow-300"
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>
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<path
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fill-rule="evenodd"
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@ -31,7 +31,7 @@
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}
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</script>
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<div class=" space-y-3 text-xs">
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<div class=" space-y-1 text-xs">
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<div class=" py-0.5 w-full justify-between">
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<div class="flex w-full justify-between">
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<div class=" self-center text-xs font-medium">{$i18n.t('Seed')}</div>
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@ -29,6 +29,7 @@
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dispatch('change', _state);
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}
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}}
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type="button"
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>
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<div class="top-0 left-0 absolute w-full flex justify-center">
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{#if _state === 'checked'}
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@ -142,7 +142,7 @@
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<div class=" flex-1 self-center">
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<div class=" font-bold line-clamp-1">{model.name}</div>
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<div class=" text-sm overflow-hidden text-ellipsis line-clamp-1">
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{model?.info?.meta?.description ?? model.id}
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{!!model?.info?.meta?.description ? model?.info?.meta?.description : model.id}
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</div>
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</div>
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</a>
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@ -9,6 +9,7 @@
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import { getModels } from '$lib/apis';
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import AdvancedParams from '$lib/components/chat/Settings/Advanced/AdvancedParams.svelte';
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import Checkbox from '$lib/components/common/Checkbox.svelte';
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const i18n = getContext('i18n');
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@ -48,6 +49,10 @@
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let params = {};
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let capabilities = {
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vision: false
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};
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$: if (name) {
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id = name.replace(/\s+/g, '-').toLowerCase();
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}
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@ -57,6 +62,7 @@
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info.id = id;
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info.name = name;
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info.meta.capabilities = capabilities;
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if ($models.find((m) => m.id === info.id)) {
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toast.error(
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@ -298,14 +304,13 @@
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</div>
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<div class="my-2">
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<div class=" text-sm font-semibold mb-2">{$i18n.t('Description')}*</div>
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<div class=" text-sm font-semibold mb-2">{$i18n.t('Description')}</div>
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<div>
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<input
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class="px-3 py-1.5 text-sm w-full bg-transparent border dark:border-gray-600 outline-none rounded-lg"
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placeholder={$i18n.t('Add a short description about what this model does')}
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bind:value={info.meta.description}
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required
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/>
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</div>
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</div>
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@ -329,7 +334,7 @@
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</div>
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<div class="flex w-full justify-between">
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<div class=" self-center text-sm font-semibold">
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<div class=" self-center text-xs font-semibold">
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{$i18n.t('Advanced Params')}
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</div>
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@ -422,6 +427,28 @@
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</div>
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</div>
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<div class="my-2">
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<div class="flex w-full justify-between">
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<div class=" self-center text-sm font-semibold">{$i18n.t('Capabilities')}</div>
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</div>
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<div class="flex flex-col">
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{#each Object.keys(capabilities) as capability}
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<div class=" flex items-center gap-2">
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<Checkbox
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state={capabilities[capability] ? 'checked' : 'unchecked'}
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on:change={(e) => {
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capabilities[capability] = e.detail === 'checked';
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}}
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/>
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<div class=" py-1.5 text-sm w-full capitalize">
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{$i18n.t(capability)}
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</div>
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</div>
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{/each}
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</div>
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</div>
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<div class="my-2 text-gray-500">
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<div class="flex w-full justify-between mb-2">
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<div class=" self-center text-sm font-semibold">{$i18n.t('JSON Preview')}</div>
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@ -12,6 +12,7 @@
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import AdvancedParams from '$lib/components/chat/Settings/Advanced/AdvancedParams.svelte';
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import { getModels } from '$lib/apis';
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import Checkbox from '$lib/components/common/Checkbox.svelte';
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const i18n = getContext('i18n');
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@ -53,11 +54,16 @@
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let params = {};
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let capabilities = {
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vision: true
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};
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const updateHandler = async () => {
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loading = true;
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info.id = id;
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info.name = name;
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info.meta.capabilities = capabilities;
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const res = await updateModelById(localStorage.token, info.id, info);
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@ -98,6 +104,10 @@
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info.base_model_id = `${info.base_model_id}:latest`;
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}
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if (model?.info?.meta?.capabilities) {
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capabilities = { ...capabilities, ...model?.info?.meta?.capabilities };
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}
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console.log(model);
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} else {
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goto('/workspace/models');
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@ -291,14 +301,13 @@
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{/if}
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<div class="my-2">
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<div class=" text-sm font-semibold mb-2">{$i18n.t('Description')}*</div>
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<div class=" text-sm font-semibold mb-2">{$i18n.t('Description')}</div>
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<div>
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<input
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class="px-3 py-1.5 text-sm w-full bg-transparent border dark:border-gray-600 outline-none rounded-lg"
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placeholder={$i18n.t('Add a short description about what this model does')}
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bind:value={info.meta.description}
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required
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/>
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</div>
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</div>
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@ -324,7 +333,7 @@
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</div>
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<div class="flex w-full justify-between">
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<div class=" self-center text-sm font-semibold">
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<div class=" self-center text-xs font-semibold">
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{$i18n.t('Advanced Params')}
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</div>
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@ -417,6 +426,28 @@
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</div>
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</div>
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<div class="my-2">
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<div class="flex w-full justify-between">
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<div class=" self-center text-sm font-semibold">{$i18n.t('Capabilities')}</div>
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</div>
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<div class="flex flex-col">
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{#each Object.keys(capabilities) as capability}
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<div class=" flex items-center gap-2">
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<Checkbox
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state={capabilities[capability] ? 'checked' : 'unchecked'}
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on:change={(e) => {
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capabilities[capability] = e.detail === 'checked';
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}}
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/>
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<div class=" py-1.5 text-sm w-full capitalize">
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{$i18n.t(capability)}
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</div>
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</div>
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{/each}
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</div>
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</div>
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<div class="my-2 text-gray-500">
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<div class="flex w-full justify-between mb-2">
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<div class=" self-center text-sm font-semibold">{$i18n.t('JSON Preview')}</div>
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