Spaces:
Running
Running
add model
Browse files- package.json +2 -1
- pnpm-lock.yaml +476 -391
- src/App.svelte +230 -51
package.json
CHANGED
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@@ -13,6 +13,7 @@
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| 13 |
"@sveltejs/adapter-static": "^3.0.9",
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| 14 |
"@sveltejs/vite-plugin-svelte": "^5.0.3",
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| 15 |
"@tsconfig/svelte": "^5.0.4",
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| 16 |
"svelte": "^5.28.1",
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| 17 |
"svelte-check": "^4.1.6",
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| 18 |
"typescript": "~5.8.3",
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@@ -20,6 +21,6 @@
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| 20 |
},
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| 21 |
"dependencies": {
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| 22 |
"@gradio/dataframe": "^0.18.8",
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| 23 |
-
"@
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| 24 |
}
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| 25 |
}
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| 13 |
"@sveltejs/adapter-static": "^3.0.9",
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| 14 |
"@sveltejs/vite-plugin-svelte": "^5.0.3",
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| 15 |
"@tsconfig/svelte": "^5.0.4",
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| 16 |
+
"@webgpu/types": "^0.1.64",
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| 17 |
"svelte": "^5.28.1",
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| 18 |
"svelte-check": "^4.1.6",
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| 19 |
"typescript": "~5.8.3",
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| 21 |
},
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| 22 |
"dependencies": {
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| 23 |
"@gradio/dataframe": "^0.18.8",
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| 24 |
+
"@huggingface/transformers": "^3.7.1"
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| 25 |
}
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| 26 |
}
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pnpm-lock.yaml
CHANGED
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@@ -11,9 +11,9 @@ importers:
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| 11 |
'@gradio/dataframe':
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| 12 |
specifier: ^0.18.8
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| 13 |
version: https://pkg.pr.new/gradio-app/gradio/@gradio/dataframe@a1f6d3b(@types/node@24.3.0)(bufferutil@4.0.9)(svelte@5.38.3)
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-
'@
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| 15 |
-
specifier: ^
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| 16 |
-
version:
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| 17 |
devDependencies:
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| 18 |
'@sveltejs/adapter-static':
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| 19 |
specifier: ^3.0.9
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@@ -24,6 +24,9 @@ importers:
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| 24 |
'@tsconfig/svelte':
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| 25 |
specifier: ^5.0.4
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version: 5.0.5
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svelte:
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specifier: ^5.28.1
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version: 5.38.3
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@@ -103,6 +106,9 @@ packages:
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engines: {node: '>=18'}
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engines: {node: '>=18'}
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@@ -338,16 +344,141 @@ packages:
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| 338 |
peerDependencies:
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svelte: ^4.0.0
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| 340 |
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resolution: {integrity: sha512-/
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@@ -379,6 +510,10 @@ packages:
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'@types/node':
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optional: true
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@@ -700,9 +835,6 @@ packages:
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|
| 3390 |
|
| 3391 |
+
onnxruntime-node@1.21.0:
|
| 3392 |
dependencies:
|
| 3393 |
+
global-agent: 3.0.0
|
| 3394 |
+
onnxruntime-common: 1.21.0
|
| 3395 |
+
tar: 7.4.3
|
| 3396 |
|
| 3397 |
+
onnxruntime-web@1.22.0-dev.20250409-89f8206ba4:
|
| 3398 |
dependencies:
|
| 3399 |
+
flatbuffers: 25.2.10
|
| 3400 |
guid-typescript: 1.0.9
|
| 3401 |
+
long: 5.3.2
|
| 3402 |
+
onnxruntime-common: 1.22.0-dev.20250409-89f8206ba4
|
|
|
|
| 3403 |
platform: 1.3.6
|
| 3404 |
+
protobufjs: 7.5.4
|
| 3405 |
|
| 3406 |
outvariant@1.4.3: {}
|
| 3407 |
|
|
|
|
| 3452 |
picocolors: 1.1.1
|
| 3453 |
source-map-js: 1.2.1
|
| 3454 |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 3455 |
prismjs@1.29.0: {}
|
| 3456 |
|
| 3457 |
+
protobufjs@7.5.4:
|
| 3458 |
dependencies:
|
| 3459 |
'@protobufjs/aspromise': 1.1.2
|
| 3460 |
'@protobufjs/base64': 1.1.2
|
|
|
|
| 3466 |
'@protobufjs/path': 1.1.2
|
| 3467 |
'@protobufjs/pool': 1.1.0
|
| 3468 |
'@protobufjs/utf8': 1.1.0
|
|
|
|
| 3469 |
'@types/node': 24.3.0
|
| 3470 |
+
long: 5.3.2
|
| 3471 |
|
| 3472 |
psl@1.15.0:
|
| 3473 |
dependencies:
|
| 3474 |
punycode: 2.3.1
|
| 3475 |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 3476 |
punycode@2.3.1: {}
|
| 3477 |
|
| 3478 |
pyodide@0.27.3(bufferutil@4.0.9):
|
|
|
|
| 3486 |
|
| 3487 |
querystringify@2.2.0: {}
|
| 3488 |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 3489 |
readdirp@4.1.2: {}
|
| 3490 |
|
| 3491 |
require-directory@2.1.1: {}
|
|
|
|
| 3494 |
|
| 3495 |
resize-observer-polyfill@1.5.1: {}
|
| 3496 |
|
| 3497 |
+
roarr@2.15.4:
|
| 3498 |
+
dependencies:
|
| 3499 |
+
boolean: 3.2.0
|
| 3500 |
+
detect-node: 2.1.0
|
| 3501 |
+
globalthis: 1.0.4
|
| 3502 |
+
json-stringify-safe: 5.0.1
|
| 3503 |
+
semver-compare: 1.0.0
|
| 3504 |
+
sprintf-js: 1.1.3
|
| 3505 |
+
|
| 3506 |
robust-predicates@3.0.2: {}
|
| 3507 |
|
| 3508 |
rollup@4.48.1:
|
|
|
|
| 3546 |
dependencies:
|
| 3547 |
mri: 1.2.0
|
| 3548 |
|
|
|
|
|
|
|
| 3549 |
safer-buffer@2.1.2: {}
|
| 3550 |
|
| 3551 |
sanitize-html@2.17.0:
|
|
|
|
| 3563 |
|
| 3564 |
semiver@1.1.0: {}
|
| 3565 |
|
| 3566 |
+
semver-compare@1.0.0: {}
|
| 3567 |
+
|
| 3568 |
semver@7.7.2: {}
|
| 3569 |
|
| 3570 |
+
serialize-error@7.0.1:
|
| 3571 |
+
dependencies:
|
| 3572 |
+
type-fest: 0.13.1
|
| 3573 |
+
|
| 3574 |
set-cookie-parser@2.7.1: {}
|
| 3575 |
|
| 3576 |
+
sharp@0.34.3:
|
| 3577 |
dependencies:
|
| 3578 |
color: 4.2.3
|
| 3579 |
detect-libc: 2.0.4
|
|
|
|
|
|
|
| 3580 |
semver: 7.7.2
|
| 3581 |
+
optionalDependencies:
|
| 3582 |
+
'@img/sharp-darwin-arm64': 0.34.3
|
| 3583 |
+
'@img/sharp-darwin-x64': 0.34.3
|
| 3584 |
+
'@img/sharp-libvips-darwin-arm64': 1.2.0
|
| 3585 |
+
'@img/sharp-libvips-darwin-x64': 1.2.0
|
| 3586 |
+
'@img/sharp-libvips-linux-arm': 1.2.0
|
| 3587 |
+
'@img/sharp-libvips-linux-arm64': 1.2.0
|
| 3588 |
+
'@img/sharp-libvips-linux-ppc64': 1.2.0
|
| 3589 |
+
'@img/sharp-libvips-linux-s390x': 1.2.0
|
| 3590 |
+
'@img/sharp-libvips-linux-x64': 1.2.0
|
| 3591 |
+
'@img/sharp-libvips-linuxmusl-arm64': 1.2.0
|
| 3592 |
+
'@img/sharp-libvips-linuxmusl-x64': 1.2.0
|
| 3593 |
+
'@img/sharp-linux-arm': 0.34.3
|
| 3594 |
+
'@img/sharp-linux-arm64': 0.34.3
|
| 3595 |
+
'@img/sharp-linux-ppc64': 0.34.3
|
| 3596 |
+
'@img/sharp-linux-s390x': 0.34.3
|
| 3597 |
+
'@img/sharp-linux-x64': 0.34.3
|
| 3598 |
+
'@img/sharp-linuxmusl-arm64': 0.34.3
|
| 3599 |
+
'@img/sharp-linuxmusl-x64': 0.34.3
|
| 3600 |
+
'@img/sharp-wasm32': 0.34.3
|
| 3601 |
+
'@img/sharp-win32-arm64': 0.34.3
|
| 3602 |
+
'@img/sharp-win32-ia32': 0.34.3
|
| 3603 |
+
'@img/sharp-win32-x64': 0.34.3
|
| 3604 |
|
| 3605 |
signal-exit@4.1.0: {}
|
| 3606 |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 3607 |
simple-swizzle@0.2.2:
|
| 3608 |
dependencies:
|
| 3609 |
is-arrayish: 0.3.2
|
|
|
|
| 3616 |
|
| 3617 |
source-map-js@1.2.1: {}
|
| 3618 |
|
| 3619 |
+
sprintf-js@1.1.3: {}
|
| 3620 |
|
| 3621 |
+
statuses@2.0.2: {}
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 3622 |
|
| 3623 |
strict-event-emitter@0.5.1: {}
|
| 3624 |
|
|
|
|
| 3628 |
is-fullwidth-code-point: 3.0.0
|
| 3629 |
strip-ansi: 6.0.1
|
| 3630 |
|
|
|
|
|
|
|
|
|
|
|
|
|
| 3631 |
strip-ansi@6.0.1:
|
| 3632 |
dependencies:
|
| 3633 |
ansi-regex: 5.0.1
|
| 3634 |
|
|
|
|
|
|
|
| 3635 |
stylis@4.3.6: {}
|
| 3636 |
|
| 3637 |
svelte-check@4.3.1(picomatch@4.0.3)(svelte@5.38.3)(typescript@5.8.3):
|
|
|
|
| 3665 |
|
| 3666 |
symbol-tree@3.2.4: {}
|
| 3667 |
|
| 3668 |
+
tar@7.4.3:
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 3669 |
dependencies:
|
| 3670 |
+
'@isaacs/fs-minipass': 4.0.1
|
| 3671 |
+
chownr: 3.0.0
|
| 3672 |
+
minipass: 7.1.2
|
| 3673 |
+
minizlib: 3.0.2
|
| 3674 |
+
mkdirp: 3.0.1
|
| 3675 |
+
yallist: 5.0.0
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 3676 |
|
| 3677 |
textlinestream@1.1.1: {}
|
| 3678 |
|
|
|
|
| 3708 |
|
| 3709 |
ts-dedent@2.2.0: {}
|
| 3710 |
|
| 3711 |
+
tslib@2.8.1:
|
| 3712 |
+
optional: true
|
| 3713 |
+
|
| 3714 |
+
type-fest@0.13.1: {}
|
| 3715 |
|
| 3716 |
type-fest@0.21.3: {}
|
| 3717 |
|
|
|
|
| 3730 |
querystringify: 2.2.0
|
| 3731 |
requires-port: 1.0.0
|
| 3732 |
|
|
|
|
|
|
|
| 3733 |
uuid@11.1.0: {}
|
| 3734 |
|
| 3735 |
vite@6.3.5(@types/node@24.3.0):
|
|
|
|
| 3794 |
string-width: 4.2.3
|
| 3795 |
strip-ansi: 6.0.1
|
| 3796 |
|
|
|
|
|
|
|
| 3797 |
ws@8.18.3(bufferutil@4.0.9):
|
| 3798 |
optionalDependencies:
|
| 3799 |
bufferutil: 4.0.9
|
|
|
|
| 3804 |
|
| 3805 |
y18n@5.0.8: {}
|
| 3806 |
|
| 3807 |
+
yallist@5.0.0: {}
|
| 3808 |
+
|
| 3809 |
yargs-parser@21.1.1: {}
|
| 3810 |
|
| 3811 |
yargs@17.7.2:
|
src/App.svelte
CHANGED
|
@@ -1,5 +1,17 @@
|
|
| 1 |
<script lang="ts">
|
| 2 |
import Dataframe from '@gradio/dataframe';
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 3 |
|
| 4 |
// Sample data for the dataframe
|
| 5 |
let value: { data: string[][]; headers: string[] } = {
|
|
@@ -12,25 +24,7 @@
|
|
| 12 |
['Eva Brown', '31', 'Phoenix', '88.7', 'Active'],
|
| 13 |
['Frank Miller', '37', 'Philadelphia', '91.2', 'Inactive'],
|
| 14 |
['Grace Lee', '26', 'San Antonio', '94.8', 'Active'],
|
| 15 |
-
['Henry Taylor', '45', 'San Diego', '82.6', 'Active']
|
| 16 |
-
['Isabella Rodriguez', '33', 'Dallas', '89.4', 'Active'],
|
| 17 |
-
['Jack Anderson', '29', 'San Jose', '93.7', 'Active'],
|
| 18 |
-
['Kate Thompson', '36', 'Austin', '86.2', 'Inactive'],
|
| 19 |
-
['Liam Martinez', '41', 'Jacksonville', '91.8', 'Active'],
|
| 20 |
-
['Maya Patel', '27', 'Fort Worth', '94.3', 'Active'],
|
| 21 |
-
['Noah Williams', '39', 'Columbus', '85.9', 'Active'],
|
| 22 |
-
['Olivia Chen', '32', 'Charlotte', '90.1', 'Inactive'],
|
| 23 |
-
['Peter Garcia', '44', 'San Francisco', '88.5', 'Active'],
|
| 24 |
-
['Quinn Johnson', '30', 'Indianapolis', '92.7', 'Active'],
|
| 25 |
-
['Rachel Kim', '35', 'Seattle', '87.8', 'Active'],
|
| 26 |
-
['Samuel Brown', '38', 'Denver', '89.9', 'Inactive'],
|
| 27 |
-
['Tara Wilson', '31', 'Washington', '93.2', 'Active'],
|
| 28 |
-
['Ulysses Davis', '43', 'Boston', '86.4', 'Active'],
|
| 29 |
-
['Victoria Lopez', '28', 'El Paso', '91.5', 'Active'],
|
| 30 |
-
['William Moore', '40', 'Detroit', '84.7', 'Inactive'],
|
| 31 |
-
['Ximena Taylor', '34', 'Nashville', '90.8', 'Active'],
|
| 32 |
-
['Yuki Nakamura', '29', 'Portland', '92.1', 'Active'],
|
| 33 |
-
['Zoe Jackson', '37', 'Oklahoma City', '88.3', 'Active']
|
| 34 |
]
|
| 35 |
};
|
| 36 |
|
|
@@ -38,29 +32,126 @@
|
|
| 38 |
value = event.detail;
|
| 39 |
}
|
| 40 |
|
| 41 |
-
let query = '';
|
| 42 |
let response = '';
|
| 43 |
let isSearching = false;
|
| 44 |
|
| 45 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 46 |
if (!query.trim()) return;
|
| 47 |
|
| 48 |
isSearching = true;
|
| 49 |
response = '';
|
| 50 |
|
| 51 |
-
|
| 52 |
-
|
| 53 |
-
|
| 54 |
-
|
| 55 |
-
|
| 56 |
-
|
| 57 |
-
|
| 58 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 59 |
];
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 60 |
|
| 61 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 62 |
isSearching = false;
|
| 63 |
-
}
|
| 64 |
}
|
| 65 |
|
| 66 |
function handleKeyPress(event: KeyboardEvent) {
|
|
@@ -84,29 +175,40 @@
|
|
| 84 |
<div class="search-container">
|
| 85 |
<div class="search-header">
|
| 86 |
<h2>✨ Ask me anything about your data</h2>
|
| 87 |
-
<p>Try: "How
|
|
|
|
|
|
|
|
|
|
| 88 |
</div>
|
| 89 |
|
| 90 |
<div class="search-input-container">
|
| 91 |
-
|
| 92 |
-
|
| 93 |
-
|
| 94 |
-
|
| 95 |
-
|
| 96 |
-
|
| 97 |
-
|
| 98 |
-
|
| 99 |
-
|
| 100 |
-
|
| 101 |
-
|
| 102 |
-
|
| 103 |
-
|
| 104 |
-
|
| 105 |
-
|
| 106 |
-
|
| 107 |
-
|
| 108 |
-
|
| 109 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 110 |
</div>
|
| 111 |
|
| 112 |
{#if response}
|
|
@@ -183,12 +285,80 @@
|
|
| 183 |
opacity: 0.9;
|
| 184 |
}
|
| 185 |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 186 |
.search-input-container {
|
| 187 |
display: flex;
|
| 188 |
gap: 1rem;
|
| 189 |
margin-bottom: 1.5rem;
|
| 190 |
}
|
| 191 |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 192 |
.search-input {
|
| 193 |
flex: 1;
|
| 194 |
padding: 1rem 1.5rem;
|
|
@@ -276,4 +446,13 @@
|
|
| 276 |
transform: translateY(0);
|
| 277 |
}
|
| 278 |
}
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 279 |
</style>
|
|
|
|
| 1 |
<script lang="ts">
|
| 2 |
import Dataframe from '@gradio/dataframe';
|
| 3 |
+
import { onMount } from 'svelte';
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import { pipeline, TextStreamer } from "@huggingface/transformers";
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// Global state to avoid reloading model
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type LLMGlobal = { generator: any | null };
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const g = globalThis as any;
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let __LLM: LLMGlobal = g.__LLM || { generator: null };
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g.__LLM = __LLM;
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+
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let isModelReady = !!__LLM.generator;
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let modelStatus = __LLM.generator ? '✅ AI ready! Ask me anything about the data.' : 'Loading AI model...';
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let loadingProgress = __LLM.generator ? 100 : 0;
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// Sample data for the dataframe
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let value: { data: string[][]; headers: string[] } = {
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['Eva Brown', '31', 'Phoenix', '88.7', 'Active'],
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['Frank Miller', '37', 'Philadelphia', '91.2', 'Inactive'],
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['Grace Lee', '26', 'San Antonio', '94.8', 'Active'],
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['Henry Taylor', '45', 'San Diego', '82.6', 'Active']
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]
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};
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value = event.detail;
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}
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let query = 'How old is Alice?';
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let response = '';
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let isSearching = false;
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| 39 |
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onMount(async () => {
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if (__LLM.generator) return; // Already loaded
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+
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try {
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modelStatus = '📦 Loading model components...';
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loadingProgress = 10;
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+
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const generator = await pipeline("text-generation", "onnx-community/gemma-3-270m-it-ONNX", {
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dtype: "fp32",
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device: "webgpu",
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progress_callback: (item) => {
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if (item.status === "progress" && item.file?.endsWith?.("onnx_data")) {
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loadingProgress = Math.min(100, item.progress || 0);
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modelStatus = `🚀 Loading model... ${Math.round(loadingProgress)}%`;
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| 53 |
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}
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},
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});
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+
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__LLM.generator = generator;
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| 58 |
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isModelReady = true;
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loadingProgress = 100;
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| 60 |
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modelStatus = '✅ AI ready! Ask me anything about the data.';
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| 61 |
+
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| 62 |
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console.log('Gemma-3 model loaded successfully');
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| 63 |
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} catch (error) {
|
| 64 |
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console.error('Failed to initialize model:', error);
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| 65 |
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modelStatus = '⚠️ Failed to load AI model. Using fallback responses.';
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| 66 |
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isModelReady = false;
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| 67 |
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loadingProgress = 0;
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| 68 |
+
}
|
| 69 |
+
});
|
| 70 |
+
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| 71 |
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async function searchData() {
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| 72 |
if (!query.trim()) return;
|
| 73 |
|
| 74 |
isSearching = true;
|
| 75 |
response = '';
|
| 76 |
|
| 77 |
+
if (!isModelReady || !__LLM.generator) {
|
| 78 |
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response = '⏳ AI model is still initializing. Please wait...';
|
| 79 |
+
isSearching = false;
|
| 80 |
+
return;
|
| 81 |
+
}
|
| 82 |
+
|
| 83 |
+
const userMessage = query.trim();
|
| 84 |
+
|
| 85 |
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try {
|
| 86 |
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response = '🤔 Thinking...';
|
| 87 |
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await new Promise(resolve => requestAnimationFrame(resolve));
|
| 88 |
+
|
| 89 |
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const systemPrompt = `You are a helpful AI assistant that answers questions about employee data. Here's the current data:
|
| 90 |
+
|
| 91 |
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${value.headers.join(' | ')}
|
| 92 |
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${value.data.map(row => row.join(' | ')).join('\n')}
|
| 93 |
+
|
| 94 |
+
Keep your responses concise and helpful. Answer questions about the data above. Use emojis to make responses engaging.`;
|
| 95 |
+
|
| 96 |
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const messages = [
|
| 97 |
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{ role: "system", content: systemPrompt },
|
| 98 |
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{ role: "user", content: userMessage }
|
| 99 |
];
|
| 100 |
+
|
| 101 |
+
let fullResponse = '';
|
| 102 |
+
const streamer = new TextStreamer(__LLM.generator.tokenizer, {
|
| 103 |
+
skip_prompt: true,
|
| 104 |
+
skip_special_tokens: true,
|
| 105 |
+
callback_function: (token: string) => {
|
| 106 |
+
fullResponse += token;
|
| 107 |
+
response = fullResponse;
|
| 108 |
+
},
|
| 109 |
+
});
|
| 110 |
+
|
| 111 |
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await __LLM.generator(messages, {
|
| 112 |
+
max_new_tokens: 256,
|
| 113 |
+
do_sample: false,
|
| 114 |
+
streamer,
|
| 115 |
+
});
|
| 116 |
+
|
| 117 |
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response = fullResponse || 'Sorry, I couldn\'t generate a response.';
|
| 118 |
+
|
| 119 |
+
} catch (error) {
|
| 120 |
+
console.error('Generation error:', error);
|
| 121 |
+
|
| 122 |
+
// Fallback to smart responses based on query analysis
|
| 123 |
+
const lowerQuery = userMessage.toLowerCase();
|
| 124 |
|
| 125 |
+
if (lowerQuery.includes('how many') || lowerQuery.includes('count')) {
|
| 126 |
+
if (lowerQuery.includes('active')) {
|
| 127 |
+
const activeCount = value.data.filter(row => row[4] === 'Active').length;
|
| 128 |
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response = `📊 There are ${activeCount} active users in the dataset.`;
|
| 129 |
+
} else if (lowerQuery.includes('inactive')) {
|
| 130 |
+
const inactiveCount = value.data.filter(row => row[4] === 'Inactive').length;
|
| 131 |
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response = `📊 There are ${inactiveCount} inactive users in the dataset.`;
|
| 132 |
+
} else {
|
| 133 |
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response = `📊 There are ${value.data.length} total records in the dataset.`;
|
| 134 |
+
}
|
| 135 |
+
} else if (lowerQuery.includes('highest score') || lowerQuery.includes('best score')) {
|
| 136 |
+
const scores = value.data.map(row => parseFloat(row[3]));
|
| 137 |
+
const maxScore = Math.max(...scores);
|
| 138 |
+
const topUser = value.data.find(row => parseFloat(row[3]) === maxScore);
|
| 139 |
+
response = `🏆 ${topUser?.[0]} has the highest score of ${maxScore} from ${topUser?.[2]}.`;
|
| 140 |
+
} else if (lowerQuery.includes('lowest score') || lowerQuery.includes('worst score')) {
|
| 141 |
+
const scores = value.data.map(row => parseFloat(row[3]));
|
| 142 |
+
const minScore = Math.min(...scores);
|
| 143 |
+
const bottomUser = value.data.find(row => parseFloat(row[3]) === minScore);
|
| 144 |
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response = `📉 ${bottomUser?.[0]} has the lowest score of ${minScore} from ${bottomUser?.[2]}.`;
|
| 145 |
+
} else if (lowerQuery.includes('average age') || lowerQuery.includes('mean age')) {
|
| 146 |
+
const ages = value.data.map(row => parseInt(row[1]));
|
| 147 |
+
const avgAge = (ages.reduce((sum, age) => sum + age, 0) / ages.length).toFixed(1);
|
| 148 |
+
response = `👥 The average age of users is ${avgAge} years old.`;
|
| 149 |
+
} else {
|
| 150 |
+
response = `⚠️ Sorry, I encountered an error processing your request. Please try a different question about the data.`;
|
| 151 |
+
}
|
| 152 |
+
} finally {
|
| 153 |
isSearching = false;
|
| 154 |
+
}
|
| 155 |
}
|
| 156 |
|
| 157 |
function handleKeyPress(event: KeyboardEvent) {
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|
|
|
| 175 |
<div class="search-container">
|
| 176 |
<div class="search-header">
|
| 177 |
<h2>✨ Ask me anything about your data</h2>
|
| 178 |
+
<p>Try: "How old is Alice?"</p>
|
| 179 |
+
<div class="built-with">
|
| 180 |
+
❤︎ Built with Gemma 3 270M Onnx & <a href="https://www.gradio.app/docs/js/dataframe" target="_blank" rel="noopener noreferrer">Gradio's Dataframe.js</a>
|
| 181 |
+
</div>
|
| 182 |
</div>
|
| 183 |
|
| 184 |
<div class="search-input-container">
|
| 185 |
+
{#if !isModelReady}
|
| 186 |
+
<div class="progress-container">
|
| 187 |
+
<div class="progress-bar">
|
| 188 |
+
<div class="progress-fill" style="width: {loadingProgress}%"></div>
|
| 189 |
+
</div>
|
| 190 |
+
<div class="progress-text">{modelStatus}</div>
|
| 191 |
+
</div>
|
| 192 |
+
{:else}
|
| 193 |
+
<input
|
| 194 |
+
type="text"
|
| 195 |
+
bind:value={query}
|
| 196 |
+
on:keypress={handleKeyPress}
|
| 197 |
+
class="search-input"
|
| 198 |
+
disabled={isSearching}
|
| 199 |
+
/>
|
| 200 |
+
<button
|
| 201 |
+
class="search-button"
|
| 202 |
+
on:click={searchData}
|
| 203 |
+
disabled={isSearching || !query.trim()}
|
| 204 |
+
>
|
| 205 |
+
{#if isSearching}
|
| 206 |
+
<div class="spinner"></div>
|
| 207 |
+
{:else}
|
| 208 |
+
🔍 Ask
|
| 209 |
+
{/if}
|
| 210 |
+
</button>
|
| 211 |
+
{/if}
|
| 212 |
</div>
|
| 213 |
|
| 214 |
{#if response}
|
|
|
|
| 285 |
opacity: 0.9;
|
| 286 |
}
|
| 287 |
|
| 288 |
+
.built-with {
|
| 289 |
+
color: rgba(255, 255, 255, 0.7);
|
| 290 |
+
font-size: 0.85rem;
|
| 291 |
+
margin-top: 0.5rem;
|
| 292 |
+
font-style: italic;
|
| 293 |
+
text-shadow: 0 1px 2px rgba(0, 0, 0, 0.2);
|
| 294 |
+
}
|
| 295 |
+
|
| 296 |
+
.built-with a {
|
| 297 |
+
color: rgba(255, 255, 255, 0.9);
|
| 298 |
+
text-decoration: underline;
|
| 299 |
+
text-decoration-color: rgba(255, 255, 255, 0.5);
|
| 300 |
+
transition: all 0.2s ease;
|
| 301 |
+
}
|
| 302 |
+
|
| 303 |
+
.built-with a:hover {
|
| 304 |
+
color: white;
|
| 305 |
+
text-decoration-color: white;
|
| 306 |
+
}
|
| 307 |
+
|
| 308 |
.search-input-container {
|
| 309 |
display: flex;
|
| 310 |
gap: 1rem;
|
| 311 |
margin-bottom: 1.5rem;
|
| 312 |
}
|
| 313 |
|
| 314 |
+
.progress-container {
|
| 315 |
+
flex: 1;
|
| 316 |
+
display: flex;
|
| 317 |
+
flex-direction: column;
|
| 318 |
+
gap: 0.75rem;
|
| 319 |
+
}
|
| 320 |
+
|
| 321 |
+
.progress-bar {
|
| 322 |
+
height: 60px;
|
| 323 |
+
background: rgba(255, 255, 255, 0.2);
|
| 324 |
+
border: 2px solid rgba(255, 255, 255, 0.3);
|
| 325 |
+
border-radius: 50px;
|
| 326 |
+
overflow: hidden;
|
| 327 |
+
backdrop-filter: blur(10px);
|
| 328 |
+
position: relative;
|
| 329 |
+
padding: 0;
|
| 330 |
+
}
|
| 331 |
+
|
| 332 |
+
.progress-fill {
|
| 333 |
+
height: 100%;
|
| 334 |
+
background: linear-gradient(90deg, #ff6b35, rgba(255, 255, 255, 0.8));
|
| 335 |
+
border-radius: 0;
|
| 336 |
+
transition: width 0.5s ease-out;
|
| 337 |
+
position: absolute;
|
| 338 |
+
top: 0;
|
| 339 |
+
left: 0;
|
| 340 |
+
overflow: hidden;
|
| 341 |
+
}
|
| 342 |
+
|
| 343 |
+
.progress-fill::after {
|
| 344 |
+
content: '';
|
| 345 |
+
position: absolute;
|
| 346 |
+
top: 0;
|
| 347 |
+
left: -100%;
|
| 348 |
+
width: 100%;
|
| 349 |
+
height: 100%;
|
| 350 |
+
background: linear-gradient(90deg, transparent, rgba(255, 255, 255, 0.4), transparent);
|
| 351 |
+
animation: shimmer 2s infinite;
|
| 352 |
+
}
|
| 353 |
+
|
| 354 |
+
.progress-text {
|
| 355 |
+
color: white;
|
| 356 |
+
text-align: center;
|
| 357 |
+
font-weight: 600;
|
| 358 |
+
font-size: 1rem;
|
| 359 |
+
text-shadow: 0 2px 4px rgba(0, 0, 0, 0.3);
|
| 360 |
+
}
|
| 361 |
+
|
| 362 |
.search-input {
|
| 363 |
flex: 1;
|
| 364 |
padding: 1rem 1.5rem;
|
|
|
|
| 446 |
transform: translateY(0);
|
| 447 |
}
|
| 448 |
}
|
| 449 |
+
|
| 450 |
+
@keyframes shimmer {
|
| 451 |
+
0% {
|
| 452 |
+
left: -100%;
|
| 453 |
+
}
|
| 454 |
+
100% {
|
| 455 |
+
left: 100%;
|
| 456 |
+
}
|
| 457 |
+
}
|
| 458 |
</style>
|