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Commit 0715cd28 authored by Timothy J. Baek's avatar Timothy J. Baek
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feat: model capabilities

parent 89d80b58
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Showing with 86 additions and 93 deletions
backend/apps/web/models/models.py
View file @ 0715cd28
...@@ -31,7 +31,6 @@ class ModelParams(BaseModel): ...@@ -31,7 +31,6 @@ class ModelParams(BaseModel):
# ModelMeta is a model for the data stored in the meta field of the Model table # ModelMeta is a model for the data stored in the meta field of the Model table
# It isn't currently used in the backend, but it's here as a reference
class ModelMeta(BaseModel): class ModelMeta(BaseModel):
profile_image_url: Optional[str] = "/favicon.png" profile_image_url: Optional[str] = "/favicon.png"
...@@ -40,10 +39,7 @@ class ModelMeta(BaseModel): ...@@ -40,10 +39,7 @@ class ModelMeta(BaseModel):
User-facing description of the model. User-facing description of the model.
""" """
vision_capable: Optional[bool] = None capabilities: Optional[dict] = None
"""
A flag indicating if the model is capable of vision and thus image inputs
"""
model_config = ConfigDict(extra="allow") model_config = ConfigDict(extra="allow")
......
src/lib/components/chat/MessageInput.svelte
View file @ 0715cd28
...@@ -53,7 +53,11 @@ ...@@ -53,7 +53,11 @@
export let messages = []; export let messages = [];
let speechRecognition; let speechRecognition;
let visionCapableState = 'all';
let visionCapableModels = [];
$: visionCapableModels = [...(atSelectedModel ? [atSelectedModel] : selectedModels)].filter(
(model) => $models.find((m) => m.id === model)?.info?.meta?.capabilities?.vision ?? true
);
$: if (prompt) { $: if (prompt) {
if (chatTextAreaElement) { if (chatTextAreaElement) {
...@@ -62,49 +66,6 @@ ...@@ -62,49 +66,6 @@
} }
} }
// $: {
// if (atSelectedModel || selectedModels) {
// visionCapableState = checkModelsAreVisionCapable();
// if (visionCapableState === 'none') {
// // Remove all image files
// const fileCount = files.length;
// files = files.filter((file) => file.type != 'image');
// if (files.length < fileCount) {
// toast.warning($i18n.t('All selected models do not support image input, removed images'));
// }
// }
// }
// }
const checkModelsAreVisionCapable = () => {
let modelsToCheck = [];
if (atSelectedModel !== undefined) {
modelsToCheck = [atSelectedModel.id];
} else {
modelsToCheck = selectedModels;
}
if (modelsToCheck.length == 0 || modelsToCheck[0] == '') {
return 'all';
}
let visionCapableCount = 0;
for (const modelName of modelsToCheck) {
const model = $models.find((m) => m.id === modelName);
if (!model) {
continue;
}
if (model.custom_info?.meta.vision_capable ?? true) {
visionCapableCount++;
}
}
if (visionCapableCount == modelsToCheck.length) {
return 'all';
} else if (visionCapableCount == 0) {
return 'none';
} else {
return 'some';
}
};
let mediaRecorder; let mediaRecorder;
let audioChunks = []; let audioChunks = [];
let isRecording = false; let isRecording = false;
...@@ -404,8 +365,8 @@ ...@@ -404,8 +365,8 @@
inputFiles.forEach((file) => { inputFiles.forEach((file) => {
console.log(file, file.name.split('.').at(-1)); console.log(file, file.name.split('.').at(-1));
if (['image/gif', 'image/webp', 'image/jpeg', 'image/png'].includes(file['type'])) { if (['image/gif', 'image/webp', 'image/jpeg', 'image/png'].includes(file['type'])) {
if (visionCapableState == 'none') { if (visionCapableModels.length === 0) {
toast.error($i18n.t('Selected models do not support image inputs')); toast.error($i18n.t('Selected model(s) do not support image inputs'));
return; return;
} }
let reader = new FileReader(); let reader = new FileReader();
...@@ -600,8 +561,8 @@ ...@@ -600,8 +561,8 @@
if ( if (
['image/gif', 'image/webp', 'image/jpeg', 'image/png'].includes(file['type']) ['image/gif', 'image/webp', 'image/jpeg', 'image/png'].includes(file['type'])
) { ) {
if (visionCapableState === 'none') { if (visionCapableModels.length === 0) {
toast.error($i18n.t('Selected models do not support image inputs')); toast.error($i18n.t('Selected model(s) do not support image inputs'));
inputFiles = null; inputFiles = null;
filesInputElement.value = ''; filesInputElement.value = '';
return; return;
...@@ -645,6 +606,7 @@ ...@@ -645,6 +606,7 @@
dir={$settings?.chatDirection ?? 'LTR'} dir={$settings?.chatDirection ?? 'LTR'}
class=" flex flex-col relative w-full rounded-3xl px-1.5 bg-gray-50 dark:bg-gray-850 dark:text-gray-100" class=" flex flex-col relative w-full rounded-3xl px-1.5 bg-gray-50 dark:bg-gray-850 dark:text-gray-100"
on:submit|preventDefault={() => { on:submit|preventDefault={() => {
// check if selectedModels support image input
submitPrompt(prompt, user); submitPrompt(prompt, user);
}} }}
> >
...@@ -659,16 +621,20 @@ ...@@ -659,16 +621,20 @@
alt="input" alt="input"
class=" h-16 w-16 rounded-xl object-cover" class=" h-16 w-16 rounded-xl object-cover"
/> />
{#if visionCapableState === 'some'} {#if atSelectedModel ? visionCapableModels.length === 0 : selectedModels.length !== visionCapableModels.length}
<Tooltip <Tooltip
className=" absolute top-0 left-0" className=" absolute top-1 left-1"
content={$i18n.t('A selected model does not support image input')} content={$i18n.t('{{ models }}', {
models: [...(atSelectedModel ? [atSelectedModel] : selectedModels)]
.filter((id) => !visionCapableModels.includes(id))
.join(', ')
})}
> >
<svg <svg
xmlns="http://www.w3.org/2000/svg" xmlns="http://www.w3.org/2000/svg"
viewBox="0 0 24 24" viewBox="0 0 24 24"
fill="currentColor" fill="currentColor"
class="w-6 h-6 fill-yellow-300" class="size-4 fill-yellow-300"
> >
<path <path
fill-rule="evenodd" fill-rule="evenodd"
......
src/lib/components/chat/Settings/Advanced/AdvancedParams.svelte
View file @ 0715cd28
...@@ -31,7 +31,7 @@ ...@@ -31,7 +31,7 @@
} }
</script> </script>
<div class=" space-y-3 text-xs"> <div class=" space-y-1 text-xs">
<div class=" py-0.5 w-full justify-between"> <div class=" py-0.5 w-full justify-between">
<div class="flex w-full justify-between"> <div class="flex w-full justify-between">
<div class=" self-center text-xs font-medium">{$i18n.t('Seed')}</div> <div class=" self-center text-xs font-medium">{$i18n.t('Seed')}</div>
......
src/lib/components/common/Checkbox.svelte
View file @ 0715cd28
...@@ -29,6 +29,7 @@ ...@@ -29,6 +29,7 @@
dispatch('change', _state); dispatch('change', _state);
} }
}} }}
type="button"
> >
<div class="top-0 left-0 absolute w-full flex justify-center"> <div class="top-0 left-0 absolute w-full flex justify-center">
{#if _state === 'checked'} {#if _state === 'checked'}
......
src/lib/components/workspace/Models.svelte
View file @ 0715cd28
...@@ -142,7 +142,7 @@ ...@@ -142,7 +142,7 @@
<div class=" flex-1 self-center"> <div class=" flex-1 self-center">
<div class=" font-bold line-clamp-1">{model.name}</div> <div class=" font-bold line-clamp-1">{model.name}</div>
<div class=" text-sm overflow-hidden text-ellipsis line-clamp-1"> <div class=" text-sm overflow-hidden text-ellipsis line-clamp-1">
{model?.info?.meta?.description ?? model.id} {!!model?.info?.meta?.description ? model?.info?.meta?.description : model.id}
</div> </div>
</div> </div>
</a> </a>
......
src/routes/(app)/workspace/models/create/+page.svelte
View file @ 0715cd28
...@@ -9,6 +9,7 @@ ...@@ -9,6 +9,7 @@
import { getModels } from '$lib/apis'; import { getModels } from '$lib/apis';
import AdvancedParams from '$lib/components/chat/Settings/Advanced/AdvancedParams.svelte'; import AdvancedParams from '$lib/components/chat/Settings/Advanced/AdvancedParams.svelte';
import Checkbox from '$lib/components/common/Checkbox.svelte';
const i18n = getContext('i18n'); const i18n = getContext('i18n');
...@@ -48,6 +49,10 @@ ...@@ -48,6 +49,10 @@
let params = {}; let params = {};
let capabilities = {
vision: false
};
$: if (name) { $: if (name) {
id = name.replace(/\s+/g, '-').toLowerCase(); id = name.replace(/\s+/g, '-').toLowerCase();
} }
...@@ -57,6 +62,7 @@ ...@@ -57,6 +62,7 @@
info.id = id; info.id = id;
info.name = name; info.name = name;
info.meta.capabilities = capabilities;
if ($models.find((m) => m.id === info.id)) { if ($models.find((m) => m.id === info.id)) {
toast.error( toast.error(
...@@ -298,14 +304,13 @@ ...@@ -298,14 +304,13 @@
</div> </div>
<div class="my-2"> <div class="my-2">
<div class=" text-sm font-semibold mb-2">{$i18n.t('Description')}*</div> <div class=" text-sm font-semibold mb-2">{$i18n.t('Description')}</div>
<div> <div>
<input <input
class="px-3 py-1.5 text-sm w-full bg-transparent border dark:border-gray-600 outline-none rounded-lg" class="px-3 py-1.5 text-sm w-full bg-transparent border dark:border-gray-600 outline-none rounded-lg"
placeholder={$i18n.t('Add a short description about what this model does')} placeholder={$i18n.t('Add a short description about what this model does')}
bind:value={info.meta.description} bind:value={info.meta.description}
required
/> />
</div> </div>
</div> </div>
...@@ -329,7 +334,7 @@ ...@@ -329,7 +334,7 @@
</div> </div>
<div class="flex w-full justify-between"> <div class="flex w-full justify-between">
<div class=" self-center text-sm font-semibold"> <div class=" self-center text-xs font-semibold">
{$i18n.t('Advanced Params')} {$i18n.t('Advanced Params')}
</div> </div>
...@@ -422,6 +427,28 @@ ...@@ -422,6 +427,28 @@
</div> </div>
</div> </div>
<div class="my-2">
<div class="flex w-full justify-between">
<div class=" self-center text-sm font-semibold">{$i18n.t('Capabilities')}</div>
</div>
<div class="flex flex-col">
{#each Object.keys(capabilities) as capability}
<div class=" flex items-center gap-2">
<Checkbox
state={capabilities[capability] ? 'checked' : 'unchecked'}
on:change={(e) => {
capabilities[capability] = e.detail === 'checked';
}}
/>
<div class=" py-1.5 text-sm w-full capitalize">
{$i18n.t(capability)}
</div>
</div>
{/each}
</div>
</div>
<div class="my-2 text-gray-500"> <div class="my-2 text-gray-500">
<div class="flex w-full justify-between mb-2"> <div class="flex w-full justify-between mb-2">
<div class=" self-center text-sm font-semibold">{$i18n.t('JSON Preview')}</div> <div class=" self-center text-sm font-semibold">{$i18n.t('JSON Preview')}</div>
......
src/routes/(app)/workspace/models/edit/+page.svelte
View file @ 0715cd28
...@@ -12,6 +12,7 @@ ...@@ -12,6 +12,7 @@
import AdvancedParams from '$lib/components/chat/Settings/Advanced/AdvancedParams.svelte'; import AdvancedParams from '$lib/components/chat/Settings/Advanced/AdvancedParams.svelte';
import { getModels } from '$lib/apis'; import { getModels } from '$lib/apis';
import Checkbox from '$lib/components/common/Checkbox.svelte';
const i18n = getContext('i18n'); const i18n = getContext('i18n');
...@@ -53,11 +54,16 @@ ...@@ -53,11 +54,16 @@
let params = {}; let params = {};
let capabilities = {
vision: true
};
const updateHandler = async () => { const updateHandler = async () => {
loading = true; loading = true;
info.id = id; info.id = id;
info.name = name; info.name = name;
info.meta.capabilities = capabilities;
const res = await updateModelById(localStorage.token, info.id, info); const res = await updateModelById(localStorage.token, info.id, info);
...@@ -98,6 +104,10 @@ ...@@ -98,6 +104,10 @@
info.base_model_id = `${info.base_model_id}:latest`; info.base_model_id = `${info.base_model_id}:latest`;
} }
if (model?.info?.meta?.capabilities) {
capabilities = { ...capabilities, ...model?.info?.meta?.capabilities };
}
console.log(model); console.log(model);
} else { } else {
goto('/workspace/models'); goto('/workspace/models');
...@@ -291,14 +301,13 @@ ...@@ -291,14 +301,13 @@
{/if} {/if}
<div class="my-2"> <div class="my-2">
<div class=" text-sm font-semibold mb-2">{$i18n.t('Description')}*</div> <div class=" text-sm font-semibold mb-2">{$i18n.t('Description')}</div>
<div> <div>
<input <input
class="px-3 py-1.5 text-sm w-full bg-transparent border dark:border-gray-600 outline-none rounded-lg" class="px-3 py-1.5 text-sm w-full bg-transparent border dark:border-gray-600 outline-none rounded-lg"
placeholder={$i18n.t('Add a short description about what this model does')} placeholder={$i18n.t('Add a short description about what this model does')}
bind:value={info.meta.description} bind:value={info.meta.description}
required
/> />
</div> </div>
</div> </div>
...@@ -324,7 +333,7 @@ ...@@ -324,7 +333,7 @@
</div> </div>
<div class="flex w-full justify-between"> <div class="flex w-full justify-between">
<div class=" self-center text-sm font-semibold"> <div class=" self-center text-xs font-semibold">
{$i18n.t('Advanced Params')} {$i18n.t('Advanced Params')}
</div> </div>
...@@ -417,6 +426,28 @@ ...@@ -417,6 +426,28 @@
</div> </div>
</div> </div>
<div class="my-2">
<div class="flex w-full justify-between">
<div class=" self-center text-sm font-semibold">{$i18n.t('Capabilities')}</div>
</div>
<div class="flex flex-col">
{#each Object.keys(capabilities) as capability}
<div class=" flex items-center gap-2">
<Checkbox
state={capabilities[capability] ? 'checked' : 'unchecked'}
on:change={(e) => {
capabilities[capability] = e.detail === 'checked';
}}
/>
<div class=" py-1.5 text-sm w-full capitalize">
{$i18n.t(capability)}
</div>
</div>
{/each}
</div>
</div>
<div class="my-2 text-gray-500"> <div class="my-2 text-gray-500">
<div class="flex w-full justify-between mb-2"> <div class="flex w-full justify-between mb-2">
<div class=" self-center text-sm font-semibold">{$i18n.t('JSON Preview')}</div> <div class=" self-center text-sm font-semibold">{$i18n.t('JSON Preview')}</div>
......
src/routes/(app)/workspace/models/edit/asdf.json deleted 100644 → 0
View file @ 89d80b58
{
"description": "Developer lead assistant with no code explanation",
"profile_image_url": 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",
"ollama": {
"modelfile": "FROM llama3\nPARAMETER temperature 1\nSYSTEM \"\"\"\nI want you to act as a senior full-stack tech leader and top-tier brilliant software developer, you embody technical excellence and a deep understanding of a wide range of technologies. Your expertise covers not just coding, but also algorithm design, system architecture, and technology strategy. for every question there is no need to explain, only give the solution.\n\nCoding Mastery: Possess exceptional skills in programming languages including Python, JavaScript, SQL, NoSQL, mySQL, C++, C, Rust, Groovy, Go, and Java. Your proficiency goes beyond mere syntax; you explore and master the nuances and complexities of each language, crafting code that is both highly efficient and robust. Your capability to optimize performance and manage complex codebases sets the benchmark in software development.\n\nPython | JavaScript | C++ | C | RUST | Groovy | Go | Java | SQL | MySQL | NoSQL\nEfficient, Optimal, Good Performance, Excellent Complexity, Robust Code\n\nCutting-Edge Technologies: Adept at leveraging the latest technologies, frameworks, and tools to drive innovation and efficiency. Experienced with Docker, Kubernetes, React, Angular, AWS, Supabase, Firebase, Azure, and Google Cloud. Your understanding of these platforms enables you to architect and deploy scalable, resilient applications that meet modern business demands.\n\nDocker | Kubernetes | React | Angular | AWS | Supabase | Firebase | Azure | Google Cloud\nSeamlessly Integrating Modern Tech Stacks\n\nComplex Algorithms & Data Structures\nOptimized Solutions for Enhanced Performance & Scalability\n\nSolution Architect: Your comprehensive grasp of the software development lifecycle empowers you to design solutions that are not only technically sound but also align perfectly with business goals. From concept to deployment, you ensure adherence to industry best practices and agile methodologies, making the development process both agile and effective.\n\nInteractive Solutions: When crafting user-facing features, employ modern ES6 JavaScript, TypeScript, and native browser APIs to manage interactivity seamlessly, enabling a dynamic and engaging user experience. Your focus lies in delivering functional, ready-to-deploy code, ensuring that explanations are succinct and directly aligned with the required solutions.\n\nnever explain the code just write code \n\"\"\""
},
"suggestion_prompts": [
{
"content": "Create a pac-man game in C"
},
{
"content": "Create react page example"
},
{
"content": "write character collisions in godot engine"
}
],
"categories": [
"assistant",
"programming",
"data analysis"
],
"user": {
"username": "vianch",
"name": "",
"community": true
}
}
\ No newline at end of file
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