[feat] added transformers

package.json

@@ -19,6 +19,7 @@
     "@mlc-ai/web-tokenizers": "^0.1.0",
     "@tauri-apps/api": "1.4.0",
     "@types/marked": "^5.0.1",
+    "@xenova/transformers": "^2.5.0",
     "blueimp-md5": "^2.19.0",
     "body-parser": "^1.20.2",
     "buffer": "^6.0.3",

pnpm-lock.yaml

@@ -20,6 +20,9 @@ dependencies:
   '@types/marked':
     specifier: ^5.0.1
     version: 5.0.1
+  '@xenova/transformers':
+    specifier: ^2.5.0
+    version: 2.5.0
   blueimp-md5:
     specifier: ^2.19.0
     version: 2.19.0
@@ -540,6 +543,49 @@ packages:
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     dev: false
 
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+    dev: false
+
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+    dev: false
+
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+    dev: false
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+    dev: false
+
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+    dependencies:
+      '@protobufjs/aspromise': 1.1.2
+      '@protobufjs/inquire': 1.1.0
+    dev: false
+
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+    dev: false
+
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+    dev: false
+
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+    dev: false
+
+  /@protobufjs/utf8@1.1.0:
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+    dev: false
+
   /@rollup/plugin-virtual@3.0.1(rollup@3.26.3):
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     dev: true
 
+  /@types/long@4.0.2:
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+    dev: false
+
   /@types/marked@5.0.1:
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     dev: false
 
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-    dev: true
 
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@@ -935,6 +984,15 @@ packages:
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     dev: true
 
+  /@xenova/transformers@2.5.0:
+    resolution: {integrity: sha512-kea+9Gdno11/JTzsowo/b95t237UeBSj2Y6jdKZE131PaZWREeC8BMsSIB6kNLpHkwk+TVCAGtg6arCKFyJTbg==}
+    dependencies:
+      onnxruntime-web: 1.14.0
+      sharp: 0.32.4
+    optionalDependencies:
+      onnxruntime-node: 1.14.0
+    dev: false
+
   /abab@2.0.6:
     resolution: {integrity: sha512-j2afSsaIENvHZN2B8GOpF566vZ5WVk5opAiMTvWgaQT8DkbOqsTfvNAvHoRGU2zzP8cPoqys+xHTRDWW8L+/BA==}
     dev: false
@@ -1015,6 +1073,10 @@ packages:
     dependencies:
       dequal: 2.0.3
 
+  /b4a@1.6.4:
+    resolution: {integrity: sha512-fpWrvyVHEKyeEvbKZTVOeZF3VSKKWtJxFIxX/jaVPf+cLbGUSitjb49pHLqPV2BUNNZ0LcoeEGfE/YCpyDYHIw==}
+    dev: false
+
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     dev: true
@@ -1032,6 +1094,14 @@ packages:
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     dev: false
 
+  /bl@4.1.0:
+    resolution: {integrity: sha512-1W07cM9gS6DcLperZfFSj+bWLtaPGSOHWhPiGzXmvVJbRLdG82sH/Kn8EtW1VqWVA54AKf2h5k5BbnIbwF3h6w==}
+    dependencies:
+      buffer: 5.7.1
+      inherits: 2.0.4
+      readable-stream: 3.6.2
+    dev: false
+
   /blueimp-md5@2.19.0:
     resolution: {integrity: sha512-DRQrD6gJyy8FbiE4s+bDoXS9hiW3Vbx5uCdwvcCf3zLHL+Iv7LtGHLpr+GZV8rHG8tK766FGYBwRbu8pELTt+w==}
     dev: false
@@ -1109,6 +1179,13 @@ packages:
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     dev: true
 
+  /buffer@5.7.1:
+    resolution: {integrity: sha512-EHcyIPBQ4BSGlvjB16k5KgAJ27CIsHY/2JBmCRReo48y9rQ3MaUzWX3KVlBa4U7MyX02HdVj0K7C3WaB3ju7FQ==}
+    dependencies:
+      base64-js: 1.5.1
+      ieee754: 1.2.1
+    dev: false
+
   /buffer@6.0.3:
     resolution: {integrity: sha512-FTiCpNxtwiZZHEZbcbTIcZjERVICn9yq/pDFkTl95/AxzD1naBctN7YO68riM/gLSDY7sdrMby8hofADYuuqOA==}
     dependencies:
@@ -1157,6 +1234,10 @@ packages:
       fsevents: 2.3.2
     dev: true
 
+  /chownr@1.1.4:
+    resolution: {integrity: sha512-jJ0bqzaylmJtVnNgzTeSOs8DPavpbYgEr/b0YL8/2GO3xJEhInFmhKMUnEJQjZumK7KXGFhUy89PrsJWlakBVg==}
+    dev: false
+
   /code-red@1.0.3:
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     dependencies:
@@ -1166,6 +1247,32 @@ packages:
       estree-walker: 3.0.3
       periscopic: 3.1.0
 
+  /color-convert@2.0.1:
+    resolution: {integrity: sha512-RRECPsj7iu/xb5oKYcsFHSppFNnsj/52OVTRKb4zP5onXwVF3zVmmToNcOfGC+CRDpfK/U584fMg38ZHCaElKQ==}
+    engines: {node: '>=7.0.0'}
+    dependencies:
+      color-name: 1.1.4
+    dev: false
+
+  /color-name@1.1.4:
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+    dev: false
+
+  /color-string@1.9.1:
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+    dependencies:
+      color-name: 1.1.4
+      simple-swizzle: 0.2.2
+    dev: false
+
+  /color@4.2.3:
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+    engines: {node: '>=12.5.0'}
+    dependencies:
+      color-convert: 2.0.1
+      color-string: 1.9.1
+    dev: false
+
   /combined-stream@1.0.8:
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     engines: {node: '>= 0.8'}
@@ -1305,6 +1412,18 @@ packages:
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     dev: false
 
+  /decompress-response@6.0.0:
+    resolution: {integrity: sha512-aW35yZM6Bb/4oJlZncMH2LCoZtJXTRxES17vE3hoRiowU2kWHaJKFkSBDnDR+cm9J+9QhXmREyIfv0pji9ejCQ==}
+    engines: {node: '>=10'}
+    dependencies:
+      mimic-response: 3.1.0
+    dev: false
+
+  /deep-extend@0.6.0:
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+    engines: {node: '>=4.0.0'}
+    dev: false
+
   /deepmerge@4.3.1:
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     engines: {node: '>=0.10.0'}
@@ -1341,6 +1460,11 @@ packages:
     engines: {node: '>=8'}
     dev: true
 
+  /detect-libc@2.0.2:
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+    engines: {node: '>=8'}
+    dev: false
+
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     dev: true
@@ -1400,6 +1524,12 @@ packages:
     engines: {node: '>= 0.8'}
     dev: false
 
+  /end-of-stream@1.4.4:
+    resolution: {integrity: sha512-+uw1inIHVPQoaVuHzRyXd21icM+cnt4CzD5rW+NC1wjOUSTOs+Te7FOv7AhN7vS9x/oIyhLP5PR1H+phQAHu5Q==}
+    dependencies:
+      once: 1.4.0
+    dev: false
+
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     engines: {node: '>=0.12'}
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     dev: false
 
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+    engines: {node: '>=6'}
+    dev: false
+
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     engines: {node: '>= 0.10.0'}
@@ -1516,6 +1651,10 @@ packages:
       - supports-color
     dev: false
 
+  /fast-fifo@1.3.0:
+    resolution: {integrity: sha512-IgfweLvEpwyA4WgiQe9Nx6VV2QkML2NkvZnk1oKnIzXgXdWxuhF7zw4DvLTPZJn6PIUneiAXPF24QmoEqHTjyw==}
+    dev: false
+
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     engines: {node: '>=8.6.0'}
@@ -1563,6 +1702,10 @@ packages:
       - supports-color
     dev: false
 
+  /flatbuffers@1.12.0:
+    resolution: {integrity: sha512-c7CZADjRcl6j0PlvFy0ZqXQ67qSEZfrVPynmnL+2zPc+NtMvrF8Y0QceMo7QqnSPc7+uWjUIAbvCQ5WIKlMVdQ==}
+    dev: false
+
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     engines: {node: '>= 6'}
@@ -1586,6 +1729,10 @@ packages:
     engines: {node: '>= 0.6'}
     dev: false
 
+  /fs-constants@1.0.0:
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+    dev: false
+
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     dev: true
@@ -1614,6 +1761,10 @@ packages:
     engines: {node: '>=10'}
     dev: true
 
+  /github-from-package@0.0.0:
+    resolution: {integrity: sha512-SyHy3T1v2NUXn29OsWdxmK6RwHD+vkj3v8en8AOBZ1wBQ/hCAQ5bAQTD02kW4W9tUp/3Qh6J8r9EvntiyCmOOw==}
+    dev: false
+
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     engines: {node: '>= 6'}
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     dev: true
 
+  /guid-typescript@1.0.9:
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+    dev: false
+
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@@ -1774,6 +1929,10 @@ packages:
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+  /ini@1.3.8:
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+    dev: false
+
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     dev: false
 
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+    dev: false
+
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     dev: false
 
+  /long@4.0.0:
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+    dev: false
+
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+    engines: {node: '>=10'}
+    dependencies:
+      yallist: 4.0.0
+    dev: false
+
   /lucide-svelte@0.260.0(svelte@4.1.0):
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     peerDependencies:
@@ -2061,6 +2235,11 @@ packages:
     engines: {node: '>=6'}
     dev: true
 
+  /mimic-response@3.1.0:
+    resolution: {integrity: sha512-z0yWI+4FDrrweS8Zmt4Ej5HdJmky15+L2e6Wgn3+iK5fWzb6T3fhNFq2+MeTRb064c6Wr4N/wv0DzQTjNzHNGQ==}
+    engines: {node: '>=10'}
+    dev: false
+
   /min-indent@1.0.1:
     resolution: {integrity: sha512-I9jwMn07Sy/IwOj3zVkVik2JTvgpaykDZEigL6Rx6N9LbMywwUSMtxET+7lVoDLLd3O3IXwJwvuuns8UB/HeAg==}
     engines: {node: '>=4'}
@@ -2074,7 +2253,10 @@ packages:
 
   /minimist@1.2.8:
     resolution: {integrity: sha512-2yyAR8qBkN3YuheJanUpWC5U3bb5osDywNB8RzDVlDwDHbocAJveqqj1u8+SVD7jkWT4yvsHCpWqqWqAxb0zCA==}
-    dev: true
+
+  /mkdirp-classic@0.5.3:
+    resolution: {integrity: sha512-gKLcREMhtuZRwRAfqP3RFW+TK4JqApVBtOIftVgjuABpAtpxhPGaDcfvbhNvD0B8iD1oUr/txX35NjcaY6Ns/A==}
+    dev: false
 
   /mkdirp@0.5.6:
     resolution: {integrity: sha512-FP+p8RB8OWpF3YZBCrP5gtADmtXApB5AMLn+vdyA+PyxCjrCs00mjyUozssO33cwDeT3wNGdLxJ5M//YqtHAJw==}
@@ -2170,11 +2352,26 @@ packages:
     hasBin: true
     dev: true
 
+  /napi-build-utils@1.0.2:
+    resolution: {integrity: sha512-ONmRUqK7zj7DWX0D9ADe03wbwOBZxNAfF20PlGfCWQcD3+/MakShIHrMqx9YwPTfxDdF1zLeL+RGZiR9kGMLdg==}
+    dev: false
+
   /negotiator@0.6.3:
     resolution: {integrity: sha512-+EUsqGPLsM+j/zdChZjsnX51g4XrHFOIXwfnCVPGlQk/k5giakcKsuxCObBRu6DSm9opw/O6slWbJdghQM4bBg==}
     engines: {node: '>= 0.6'}
     dev: false
 
+  /node-abi@3.45.0:
+    resolution: {integrity: sha512-iwXuFrMAcFVi/ZoZiqq8BzAdsLw9kxDfTC0HMyjXfSL/6CSDAGD5UmR7azrAgWV1zKYq7dUUMj4owusBWKLsiQ==}
+    engines: {node: '>=10'}
+    dependencies:
+      semver: 7.5.4
+    dev: false
+
+  /node-addon-api@6.1.0:
+    resolution: {integrity: sha512-+eawOlIgy680F0kBzPUNFhMZGtJ1YmqM6l4+Crf4IkImjYrO/mqPwRMh352g23uIaQKFItcQ64I7KMaJxHgAVA==}
+    dev: false
+
   /node-gyp-build-optional-packages@5.0.7:
     resolution: {integrity: sha512-YlCCc6Wffkx0kHkmam79GKvDQ6x+QZkMjFGrIMxgFNILFvGSbCp2fCBC55pGTT9gVaz8Na5CLmxt/urtzRv36w==}
     hasBin: true
@@ -2248,7 +2445,6 @@ packages:
     resolution: {integrity: sha512-lNaJgI+2Q5URQBkccEKHTQOPaXdUxnZZElQTZY0MFUAuaEqe1E+Nyvgdz/aIyNi6Z9MzO5dv1H8n58/GELp3+w==}
     dependencies:
       wrappy: 1.0.2
-    dev: true
 
   /onetime@5.1.2:
     resolution: {integrity: sha512-kbpaSSGJTWdAY5KPVeMOKXSrPtr8C8C7wodJbcsd51jRnmD+GZu8Y0VoU6Dm5Z4vWr0Ig/1NKuWRKf7j5aaYSg==}
@@ -2257,6 +2453,36 @@ packages:
       mimic-fn: 2.1.0
     dev: true
 
+  /onnx-proto@4.0.4:
+    resolution: {integrity: sha512-aldMOB3HRoo6q/phyB6QRQxSt895HNNw82BNyZ2CMh4bjeKv7g/c+VpAFtJuEMVfYLMbRx61hbuqnKceLeDcDA==}
+    dependencies:
+      protobufjs: 6.11.3
+    dev: false
+
+  /onnxruntime-common@1.14.0:
+    resolution: {integrity: sha512-3LJpegM2iMNRX2wUmtYfeX/ytfOzNwAWKSq1HbRrKc9+uqG/FsEA0bbKZl1btQeZaXhC26l44NWpNUeXPII7Ew==}
+    dev: false
+
+  /onnxruntime-node@1.14.0:
+    resolution: {integrity: sha512-5ba7TWomIV/9b6NH/1x/8QEeowsb+jBEvFzU6z0T4mNsFwdPqXeFUM7uxC6QeSRkEbWu3qEB0VMjrvzN/0S9+w==}
+    os: [win32, darwin, linux]
+    requiresBuild: true
+    dependencies:
+      onnxruntime-common: 1.14.0
+    dev: false
+    optional: true
+
+  /onnxruntime-web@1.14.0:
+    resolution: {integrity: sha512-Kcqf43UMfW8mCydVGcX9OMXI2VN17c0p6XvR7IPSZzBf/6lteBzXHvcEVWDPmCKuGombl997HgLqj91F11DzXw==}
+    dependencies:
+      flatbuffers: 1.12.0
+      guid-typescript: 1.0.9
+      long: 4.0.0
+      onnx-proto: 4.0.4
+      onnxruntime-common: 1.14.0
+      platform: 1.3.6
+    dev: false
+
   /p-event@4.2.0:
     resolution: {integrity: sha512-KXatOjCRXXkSePPb1Nbi0p0m+gQAwdlbhi4wQKJPI1HsMQS9g+Sqp2o+QHziPr7eYJyOZet836KoHEVM1mwOrQ==}
     engines: {node: '>=8'}
@@ -2338,6 +2564,10 @@ packages:
     engines: {node: '>= 6'}
     dev: true
 
+  /platform@1.3.6:
+    resolution: {integrity: sha512-fnWVljUchTro6RiCFvCXBbNhJc2NijN7oIQxbwsyL0buWJPG85v81ehlHI9fXrJsMNgTofEoWIQeClKpgxFLrg==}
+    dev: false
+
   /png-chunk-text@1.0.0:
     resolution: {integrity: sha512-DEROKU3SkkLGWNMzru3xPVgxyd48UGuMSZvioErCure6yhOc/pRH2ZV+SEn7nmaf7WNf3NdIpH+UTrRdKyq9Lw==}
     dev: false
@@ -2438,6 +2668,45 @@ packages:
       source-map-js: 1.0.2
     dev: true
 
+  /prebuild-install@7.1.1:
+    resolution: {integrity: sha512-jAXscXWMcCK8GgCoHOfIr0ODh5ai8mj63L2nWrjuAgXE6tDyYGnx4/8o/rCgU+B4JSyZBKbeZqzhtwtC3ovxjw==}
+    engines: {node: '>=10'}
+    hasBin: true
+    dependencies:
+      detect-libc: 2.0.2
+      expand-template: 2.0.3
+      github-from-package: 0.0.0
+      minimist: 1.2.8
+      mkdirp-classic: 0.5.3
+      napi-build-utils: 1.0.2
+      node-abi: 3.45.0
+      pump: 3.0.0
+      rc: 1.2.8
+      simple-get: 4.0.1
+      tar-fs: 2.1.1
+      tunnel-agent: 0.6.0
+    dev: false
+
+  /protobufjs@6.11.3:
+    resolution: {integrity: sha512-xL96WDdCZYdU7Slin569tFX712BxsxslWwAfAhCYjQKGTq7dAU91Lomy6nLLhh/dyGhk/YH4TwTSRxTzhuHyZg==}
+    hasBin: true
+    requiresBuild: true
+    dependencies:
+      '@protobufjs/aspromise': 1.1.2
+      '@protobufjs/base64': 1.1.2
+      '@protobufjs/codegen': 2.0.4
+      '@protobufjs/eventemitter': 1.1.0
+      '@protobufjs/fetch': 1.1.0
+      '@protobufjs/float': 1.0.2
+      '@protobufjs/inquire': 1.1.0
+      '@protobufjs/path': 1.1.2
+      '@protobufjs/pool': 1.1.0
+      '@protobufjs/utf8': 1.1.0
+      '@types/long': 4.0.2
+      '@types/node': 18.16.19
+      long: 4.0.0
+    dev: false
+
   /proxy-addr@2.0.7:
     resolution: {integrity: sha512-llQsMLSUDUPT44jdrU/O37qlnifitDP+ZwrmmZcoSKyLKvtZxpyV0n2/bD/N4tBAAZ/gJEdZU7KMraoK1+XYAg==}
     engines: {node: '>= 0.10'}
@@ -2450,6 +2719,13 @@ packages:
     resolution: {integrity: sha512-E/ZsdU4HLs/68gYzgGTkMicWTLPdAftJLfJFlLUAAKZGkStNU72sZjT66SnMDVOfOWY/YAoiD7Jxa9iHvngcag==}
     dev: false
 
+  /pump@3.0.0:
+    resolution: {integrity: sha512-LwZy+p3SFs1Pytd/jYct4wpv49HiYCqd9Rlc5ZVdk0V+8Yzv6jR5Blk3TRmPL1ft69TxP0IMZGJ+WPFU2BFhww==}
+    dependencies:
+      end-of-stream: 1.4.4
+      once: 1.4.0
+    dev: false
+
   /punycode@2.3.0:
     resolution: {integrity: sha512-rRV+zQD8tVFys26lAGR9WUuS4iUAngJScM+ZRSKtvl5tKeZ2t5bvdNFdNHBW9FWR4guGHlgmsZ1G7BSm2wTbuA==}
     engines: {node: '>=6'}
@@ -2470,6 +2746,10 @@ packages:
     resolution: {integrity: sha512-NuaNSa6flKT5JaSYQzJok04JzTL1CA6aGhv5rfLW3PgqA+M2ChpZQnAC8h8i4ZFkBS8X5RqkDBHA7r4hej3K9A==}
     dev: true
 
+  /queue-tick@1.0.1:
+    resolution: {integrity: sha512-kJt5qhMxoszgU/62PLP1CJytzd2NKetjSRnyuj31fDd3Rlcz3fzlFdFLD1SItunPwyqEOkca6GbV612BWfaBag==}
+    dev: false
+
   /range-parser@1.2.1:
     resolution: {integrity: sha512-Hrgsx+orqoygnmhFbKaHE6c296J+HTAQXoxEF6gNupROmmGJRoyzfG3ccAveqCBrwr/2yxQ5BVd/GTl5agOwSg==}
     engines: {node: '>= 0.6'}
@@ -2495,12 +2775,31 @@ packages:
       unpipe: 1.0.0
     dev: false
 
+  /rc@1.2.8:
+    resolution: {integrity: sha512-y3bGgqKj3QBdxLbLkomlohkvsA8gdAiUQlSBJnBhfn+BPxg4bc62d8TcBW15wavDfgexCgccckhcZvywyQYPOw==}
+    hasBin: true
+    dependencies:
+      deep-extend: 0.6.0
+      ini: 1.3.8
+      minimist: 1.2.8
+      strip-json-comments: 2.0.1
+    dev: false
+
   /read-cache@1.0.0:
     resolution: {integrity: sha512-Owdv/Ft7IjOgm/i0xvNDZ1LrRANRfew4b2prF3OWMQLxLfu3bS8FVhCsrSCMK4lR56Y9ya+AThoTpDCTxCmpRA==}
     dependencies:
       pify: 2.3.0
     dev: true
 
+  /readable-stream@3.6.2:
+    resolution: {integrity: sha512-9u/sniCrY3D5WdsERHzHE4G2YCXqoG5FTHUiCC4SIbr6XcLZBY05ya9EKjYek9O5xOAwjGq+1JdGBAS7Q9ScoA==}
+    engines: {node: '>= 6'}
+    dependencies:
+      inherits: 2.0.4
+      string_decoder: 1.3.0
+      util-deprecate: 1.0.2
+    dev: false
+
   /readdirp@3.6.0:
     resolution: {integrity: sha512-hOS089on8RduqdbhvQ5Z37A0ESjsqz6qnRcffsMU3495FuTdqSm+7bhJ29JvIOsBDEEnan5DPu9t3To9VRlMzA==}
     engines: {node: '>=8.10.0'}
@@ -2586,6 +2885,14 @@ packages:
       xmlchars: 2.2.0
     dev: false
 
+  /semver@7.5.4:
+    resolution: {integrity: sha512-1bCSESV6Pv+i21Hvpxp3Dx+pSD8lIPt8uVjRrxAUt/nbswYc+tK6Y2btiULjd4+fnq15PX+nqQDC7Oft7WkwcA==}
+    engines: {node: '>=10'}
+    hasBin: true
+    dependencies:
+      lru-cache: 6.0.0
+    dev: false
+
   /send@0.18.0:
     resolution: {integrity: sha512-qqWzuOjSFOuqPjFe4NOsMLafToQQwBSOEpS+FwEt3A2V3vKubTquT3vmLTQpFgMXp8AlFWFuP1qKaJZOtPpVXg==}
     engines: {node: '>= 0.8.0'}
@@ -2623,6 +2930,21 @@ packages:
     resolution: {integrity: sha512-E5LDX7Wrp85Kil5bhZv46j8jOeboKq5JMmYM3gVGdGH8xFpPWXUMsNrlODCrkoxMEeNi/XZIwuRvY4XNwYMJpw==}
     dev: false
 
+  /sharp@0.32.4:
+    resolution: {integrity: sha512-exUnZewqVZC6UXqXuQ8fyJJv0M968feBi04jb9GcUHrWtkRoAKnbJt8IfwT4NJs7FskArbJ14JAFGVuooszoGg==}
+    engines: {node: '>=14.15.0'}
+    requiresBuild: true
+    dependencies:
+      color: 4.2.3
+      detect-libc: 2.0.2
+      node-addon-api: 6.1.0
+      prebuild-install: 7.1.1
+      semver: 7.5.4
+      simple-get: 4.0.1
+      tar-fs: 3.0.4
+      tunnel-agent: 0.6.0
+    dev: false
+
   /shebang-command@2.0.0:
     resolution: {integrity: sha512-kHxr2zZpYtdmrN1qDjrrX/Z1rR1kG8Dx+gkpK1G4eXmvXswmcE1hTWBWYUzlraYw1/yZp6YuDY77YtvbN0dmDA==}
     engines: {node: '>=8'}
@@ -2654,6 +2976,24 @@ packages:
     resolution: {integrity: sha512-wnD2ZE+l+SPC/uoS0vXeE9L1+0wuaMqKlfz9AMUo38JsyLSBWSFcHR1Rri62LZc12vLr1gb3jl7iwQhgwpAbGQ==}
     dev: true
 
+  /simple-concat@1.0.1:
+    resolution: {integrity: sha512-cSFtAPtRhljv69IK0hTVZQ+OfE9nePi/rtJmw5UjHeVyVroEqJXP1sFztKUy1qU+xvz3u/sfYJLa947b7nAN2Q==}
+    dev: false
+
+  /simple-get@4.0.1:
+    resolution: {integrity: sha512-brv7p5WgH0jmQJr1ZDDfKDOSeWWg+OVypG99A/5vYGPqJ6pxiaHLy8nxtFjBA7oMa01ebA9gfh1uMCFqOuXxvA==}
+    dependencies:
+      decompress-response: 6.0.0
+      once: 1.4.0
+      simple-concat: 1.0.1
+    dev: false
+
+  /simple-swizzle@0.2.2:
+    resolution: {integrity: sha512-JA//kQgZtbuY83m+xT+tXJkmJncGMTFT+C+g2h2R9uxkYIrE2yy9sgmcLhCnw57/WSD+Eh3J97FPEDFnbXnDUg==}
+    dependencies:
+      is-arrayish: 0.3.2
+    dev: false
+
   /sliced@1.0.1:
     resolution: {integrity: sha512-VZBmZP8WU3sMOZm1bdgTadsQbcscK0UM8oKxKVBs4XAhUo2Xxzm/OFMGBkPusxw9xL3Uy8LrzEqGqJhclsr0yA==}
     dev: false
@@ -2681,6 +3021,19 @@ packages:
     engines: {node: '>= 0.8'}
     dev: false
 
+  /streamx@2.15.0:
+    resolution: {integrity: sha512-HcxY6ncGjjklGs1xsP1aR71INYcsXFJet5CU1CHqihQ2J5nOsbd4OjgjHO42w/4QNv9gZb3BueV+Vxok5pLEXg==}
+    dependencies:
+      fast-fifo: 1.3.0
+      queue-tick: 1.0.1
+    dev: false
+
+  /string_decoder@1.3.0:
+    resolution: {integrity: sha512-hkRX8U1WjJFd8LsDJ2yQ/wWWxaopEsABU1XfkM8A+j0+85JAGppt16cr1Whg6KIbb4okU6Mql6BOj+uup/wKeA==}
+    dependencies:
+      safe-buffer: 5.2.1
+    dev: false
+
   /strip-final-newline@2.0.0:
     resolution: {integrity: sha512-BrpvfNAE3dcvq7ll3xVumzjKjZQ5tI1sEUIKr3Uoks0XUl45St3FlatVqef9prk4jRDzhW6WZg+3bk93y6pLjA==}
     engines: {node: '>=6'}
@@ -2693,6 +3046,11 @@ packages:
       min-indent: 1.0.1
     dev: true
 
+  /strip-json-comments@2.0.1:
+    resolution: {integrity: sha512-4gB8na07fecVVkOI6Rs4e7T6NOTki5EmL7TUduTs6bu3EdnSycntVJ4re8kgZA+wx9IueI2Y11bfbgwtzuE0KQ==}
+    engines: {node: '>=0.10.0'}
+    dev: false
+
   /sucrase@3.34.0:
     resolution: {integrity: sha512-70/LQEZ07TEcxiU2dz51FKaE6hCTWC6vr7FOk3Gr0U60C3shtAN+H+BFr9XlYe5xqf3RA8nrc+VIwzCfnxuXJw==}
     engines: {node: '>=8'}
@@ -2849,6 +3207,42 @@ packages:
       - ts-node
     dev: true
 
+  /tar-fs@2.1.1:
+    resolution: {integrity: sha512-V0r2Y9scmbDRLCNex/+hYzvp/zyYjvFbHPNgVTKfQvVrb6guiE/fxP+XblDNR011utopbkex2nM4dHNV6GDsng==}
+    dependencies:
+      chownr: 1.1.4
+      mkdirp-classic: 0.5.3
+      pump: 3.0.0
+      tar-stream: 2.2.0
+    dev: false
+
+  /tar-fs@3.0.4:
+    resolution: {integrity: sha512-5AFQU8b9qLfZCX9zp2duONhPmZv0hGYiBPJsyUdqMjzq/mqVpy/rEUSeHk1+YitmxugaptgBh5oDGU3VsAJq4w==}
+    dependencies:
+      mkdirp-classic: 0.5.3
+      pump: 3.0.0
+      tar-stream: 3.1.6
+    dev: false
+
+  /tar-stream@2.2.0:
+    resolution: {integrity: sha512-ujeqbceABgwMZxEJnk2HDY2DlnUZ+9oEcb1KzTVfYHio0UE6dG71n60d8D2I4qNvleWrrXpmjpt7vZeF1LnMZQ==}
+    engines: {node: '>=6'}
+    dependencies:
+      bl: 4.1.0
+      end-of-stream: 1.4.4
+      fs-constants: 1.0.0
+      inherits: 2.0.4
+      readable-stream: 3.6.2
+    dev: false
+
+  /tar-stream@3.1.6:
+    resolution: {integrity: sha512-B/UyjYwPpMBv+PaFSWAmtYjwdrlEaZQEhMIBFNC5oEG8lpiW8XjcSdmEaClj28ArfKScKHs2nshz3k2le6crsg==}
+    dependencies:
+      b4a: 1.6.4
+      fast-fifo: 1.3.0
+      streamx: 2.15.0
+    dev: false
+
   /thenify-all@1.6.0:
     resolution: {integrity: sha512-RNxQH/qI8/t3thXJDwcstUO4zeqo64+Uy/+sNVRBx4Xn2OX+OZ9oP+iJnNFqplFra2ZUVeKCSa2oVWi3T4uVmA==}
     engines: {node: '>=0.8'}
@@ -2909,6 +3303,12 @@ packages:
     resolution: {integrity: sha512-7At1WUettjcSRHXCyYtTselblcHl9PJFFVKiCAy/bY97+BPZXSQ2wbq0P9s8tK2G7dFQfNnlJnPAiArVBVBsfA==}
     dev: true
 
+  /tunnel-agent@0.6.0:
+    resolution: {integrity: sha512-McnNiV1l8RYeY8tBgEpuodCC1mLUdbSN+CYBL7kJsJNInOP8UjDDEwdk6Mw60vdLLrr5NHKZhMAOSrR2NZuQ+w==}
+    dependencies:
+      safe-buffer: 5.2.1
+    dev: false
+
   /type-is@1.6.18:
     resolution: {integrity: sha512-TkRKr9sUTxEH8MdfuCSP7VizJyzRNMjj2J2do2Jr3Kym598JVdEksuzPQCnlFPW4ky9Q+iA+ma9BGm06XQBy8g==}
     engines: {node: '>= 0.6'}
@@ -2953,7 +3353,6 @@ packages:
 
   /util-deprecate@1.0.2:
     resolution: {integrity: sha512-EPD5q1uXyFxJpCrLnCc1nHnq3gOa6DZBocAIiI2TaSCA7VCJ1UJDMagCzIkXNsUYfD1daK//LTEQ8xiIbrHtcw==}
-    dev: true
 
   /utils-merge@1.0.1:
     resolution: {integrity: sha512-pMZTvIkT1d+TFGvDOqodOclx0QWkkgi6Tdoa8gC8ffGAAqz9pzPTZWAybbsHHoED/ztMtkv/VoYTYyShUn81hA==}
@@ -3092,7 +3491,6 @@ packages:
 
   /wrappy@1.0.2:
     resolution: {integrity: sha512-l4Sp/DRseor9wL6EvV2+TuQn63dMkPjZ/sp9XkghTEbV9KlPS1xUsZ3u7/IQO4wxtcFB4bgpQPRcR3QCvezPcQ==}
-    dev: true
 
   /ws@8.13.0:
     resolution: {integrity: sha512-x9vcZYTrFPC7aSIbj7sRCYo7L/Xb8Iy+pW0ng0wt2vCJv7M9HOMy0UoN3rr+IFC7hb7vXoqS+P9ktyLLLhO+LA==}
@@ -3116,6 +3514,10 @@ packages:
     resolution: {integrity: sha512-JZnDKK8B0RCDw84FNdDAIpZK+JuJw+s7Lz8nksI7SIuU3UXJJslUthsi+uWBUYOwPFwW7W7PRLRfUKpxjtjFCw==}
     dev: false
 
+  /yallist@4.0.0:
+    resolution: {integrity: sha512-3wdGidZyq5PB084XLES5TpOSRA3wjXAlIWMhum2kRcv/41Sn2emQ0dycQW4uZXLejwKvg6EsvbdlVL+FYEct7A==}
+    dev: false
+
   /yaml@2.3.1:
     resolution: {integrity: sha512-2eHWfjaoXgTBC2jNM1LRef62VQa0umtvRiDSk6HSzW7RvS5YtkabJrwYLLEKWBc8a5U2PTSCs+dJjUTJdlHsWQ==}
     engines: {node: '>= 14'}

src/ts/process/embedding/transformers.ts

@@ -0,0 +1,57 @@
+import type { Pipeline, PretrainedOptions } from '@xenova/transformers';
+import { DataBase } from 'src/ts/storage/database';
+import { get } from 'svelte/store';
+
+let pipeline: (task: string, model?: string, { quantized, progress_callback, config, cache_dir, local_files_only, revision, }?: PretrainedOptions) => Promise<Pipeline> = null
+
+async function loadTransformer() {
+    if(!pipeline){
+        const transformersLib = await import('@xenova/transformers')
+        pipeline = transformersLib.pipeline
+    }
+}
+type TransformersBodyType = {
+    max_new_tokens: number,
+    do_sample: boolean,
+    temperature: number,
+    top_p: number,
+    typical_p: number,
+    repetition_penalty: number,
+    encoder_repetition_penalty: number,
+    top_k: number,
+    min_length: number,
+    no_repeat_ngram_size: number,
+    num_beams: number,
+    penalty_alpha: number,
+    length_penalty: number,
+    early_stopping: boolean,
+    truncation_length: number,
+    ban_eos_token: boolean,
+    stopping_strings: number,
+    seed: number,
+    add_bos_token: boolean,
+}
+
+
+export const runTransformers = async (baseText:string, model:string,bodyTemplate:TransformersBodyType) => {
+    await loadTransformer()
+    let text = baseText
+    let generator = await pipeline('text-generation', model);
+    let output = await generator(text, bodyTemplate);
+    return output
+}
+
+export const runSummarizer = async (text: string) => {
+    await loadTransformer()
+    let classifier = await pipeline("summarization", "Xenova/bart-large-cnn")
+    const v:{summary_text:string}[] = await classifier(text)
+    return v
+}
+
+export const runEmbedding = async (text: string):Promise<Float32Array> => {
+    await loadTransformer()
+    let extractor = await pipeline('feature-extraction', 'Xenova/all-MiniLM-L6-v2');
+    let result = await extractor(text, { pooling: 'mean', normalize: true });
+    return result?.data ?? null;
+
+}

src/ts/process/scripts.ts

@@ -140,10 +140,6 @@ export function processScriptFull(char:character|groupChat, data:string, mode:Sc
                 }
             }
             else{
-                if(randomness.test(data)){
-                    const list = data.split('|||')
-                    data = list[Math.floor(Math.random()*list.length)];
-                }
                 data = data.replace(reg, outScript)
             }
         }