Add handler.py
Browse files- Pipfile +14 -0
- Pipfile.lock +802 -0
- __pycache__/handler.cpython-312.pyc +0 -0
- handler.py +31 -0
Pipfile
ADDED
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@@ -0,0 +1,14 @@
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[[source]]
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url = "https://pypi.org/simple"
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verify_ssl = true
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name = "pypi"
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[packages]
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transformers = "*"
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pillow = "*"
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torch = "*"
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[dev-packages]
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[requires]
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python_version = "3.12"
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Pipfile.lock
ADDED
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@@ -0,0 +1,802 @@
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|
| 1 |
+
{
|
| 2 |
+
"_meta": {
|
| 3 |
+
"hash": {
|
| 4 |
+
"sha256": "7a2624bd76968ab76a35343f263a0650cb105c90def7d0a508d9874eaa81f979"
|
| 5 |
+
},
|
| 6 |
+
"pipfile-spec": 6,
|
| 7 |
+
"requires": {
|
| 8 |
+
"python_version": "3.12"
|
| 9 |
+
},
|
| 10 |
+
"sources": [
|
| 11 |
+
{
|
| 12 |
+
"name": "pypi",
|
| 13 |
+
"url": "https://pypi.org/simple",
|
| 14 |
+
"verify_ssl": true
|
| 15 |
+
}
|
| 16 |
+
]
|
| 17 |
+
},
|
| 18 |
+
"default": {
|
| 19 |
+
"certifi": {
|
| 20 |
+
"hashes": [
|
| 21 |
+
"sha256:3cd43f1c6fa7dedc5899d69d3ad0398fd018ad1a17fba83ddaf78aa46c747516",
|
| 22 |
+
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"sha256:72791f9bb1ca78e3ae525d4782e85272c63faaef9940d92142aa3eb79f3407a3",
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"sha256:7ff898780a155ea053f5d934925f3902be2ed1f4d916461e1a93019cc7250837",
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"sha256:82c8b8063de6c0468f08e82c4e198763e7b97aabfe573fd4cf7b33930ca4df77",
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"sha256:85aa3ab4b03d5e99fdd31660872249df5e855334b6c333e0bc13032ff4469c4a",
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"sha256:89183e55fb86e61d848ff83753f64cded119f5d6e1f553d14ffee3700d0a4a49",
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"sha256:8a6298bde623725ca31c9035a04bf2ef63208d266acd2bed8c2cb7d2b7d53ce6",
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"sha256:8b01afb7193d47439f091cd8f070a1ced347ad0f9144952a30a41836902fe09e",
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"sha256:952078130b3d101e05ecfc7fc3640282d74ed26bcf691400f872563fca15ac97",
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"sha256:952b80dac1a6492170f8c2429bd11fcaa14377e097d12a1dbe0ef2fb2241e16c",
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"sha256:9620b78e0b2d52ef07b0d428323fb34e8ea1219c5eac98c2596311f20f1f9266",
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"sha256:9ed240c56b4403e22b9584ee37d87b8bfa14865134e3e1c3fb4b2c42fafd3256",
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"sha256:a179856d1caee06577220ebcfa332af046d576fb73454b8f4d4b0ba8324423ea",
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"sha256:a2b718f316b596f36e1dae097a7d5b91fc5b85e90bf08b01ff139bd8953b25af",
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"sha256:ac11016d0a04aa6487b1513a3a36e7bee7eec0e5d30057c9c0408067345c48d2",
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"sha256:ad57d59341710b94a7d9dbea13f5c1e7d76fd8d9bcd944a7a6ab0b0da6e0cc66",
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"sha256:b07c538ba956843833fee1190cf769c60dc62e1cf934ed50d77d5502194d63b1",
|
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"sha256:b279ab506ec4445166ac476fb4d3cc383accde1ea152998509a94d82547c8e2a",
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"sha256:b2edbc75744235eea94d595a8b70fe279dd42f3296f76d5a86dde1d46e35f574",
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"sha256:b342d2ce8fc8d00f376af068e3274e2e8649562e3bc6ae4a67784ded6b99428d",
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"sha256:b4399b59d1af5645bcee2072a463318114c39b8547437a7c2d6a186a1b5a0e2d",
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"sha256:b4c89aa46c269e4e70c4d4f9d6bc644fcc39bb409cb2a81227923404dd6f5227",
|
| 700 |
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"sha256:b70bfbe3a82d3e3fb2a5e9b22a39f8d1740c96c68b6ace0086b39074f08ab89a",
|
| 701 |
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"sha256:b82931fa619dbad979c0ee8e54dd5278acc418209cc897e42fac041f5366d626",
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"sha256:bac0b0eb952412b0b196ca7a40e7dce4ed6f6926489313414010f2e6b9ec2adf",
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"sha256:bb9dfe7dae85bc6119d705a76dc068c062b8b575abe3595e3c6276480e67e3f1",
|
| 704 |
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"sha256:bcd266ae85c3d39df2f7e7d0e07f6c41a55e9a3123bb11f854412952deacd828",
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"sha256:bea6f9947e9419c2fda21ae6c32871e3d398cba549b93f4a65a2d369662d9403",
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"sha256:c27b99889bd58b7e301468c0838c5ed75e60c66df0d4db80c08f43462f82e0d3",
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| 707 |
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"sha256:c2a0d47a89b48d7daa241e004e71fb5a50533718897a4cd6235cb846d511a478",
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"sha256:c5c2ff13d157afe413bf7e25789879dd463e5a4abfb529a2d8f8473d8042e28f",
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"sha256:c85cf76561fbd01e0d9ea2d1cbe711a65400092bc52b5242b16cfd22e51f0c58",
|
| 710 |
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"sha256:ca407133536f19bdec44b3da117ef0d12e43f6d4b56ac4c765f37eca501c7bda",
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"sha256:cbf001afbbed111a79ca47d75941e9e5361297a87d186cbfc11ed45e30b5daba",
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"sha256:ce05fde79d2bc2e46ac08aacbc142bead21614d937aac950be88dc79f9db9022",
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| 713 |
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"sha256:d16ff18907f4909dca9b076b9c2d899114dd6abceeb074eca0c93e2353f943aa",
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| 714 |
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"sha256:d26194ef6c13302f446d39972aaa36a1dda6450bc8949f5eb4c27f51191375bd",
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"sha256:d8c5d59d7b59885eab559d5bc082b2985555a54cda04dda4c65528d90ad252ad",
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"sha256:d924204a3dbe50b75630bd16f821ebda6a5f729928df30f582fb5aade90c818a",
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"sha256:dadc509cc8a9fe460bd274c0e16ac4184d0958117cf026e0ea8b32b438171594",
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"sha256:dd26e3afe8a7b61422df3176e06664503d3f5973b94f45d5c45987e1cb711876",
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| 719 |
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"sha256:ddf672ed719b4ed82b51499100f5417d7d9f6fb05a65e232249268f35de5ed14",
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"sha256:dfedf31824ca4915b511b03441784ff640378191918264268e6923da48104acc",
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"sha256:e28cab1582e0eec38b1f38c1c1fb2e56bce5dc180acb1724574fc5f47da2a4fe",
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"sha256:e742d76ad84acbdb1a8e4694f915fe59ff6edc381c97d6dfdd054954e3478ad4",
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| 723 |
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"sha256:e83a31c9cf181a0a3ef0abad2b5f6b43399faf5da7e696196ddd110d332519ee",
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| 724 |
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"sha256:e8d1ed93beda54bbd6131a2cb363a576eac746d5c26ba5b7556bc6f964425594",
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| 725 |
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"sha256:e8ff5b90eabdcdaa19af697885f70fe0b714ce16709cf43d4952f1f85299e73a",
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| 726 |
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"sha256:ec11802450a2487cdf0e634b750a04cbdc1c4d066b97d94ce7dd2cb51ebb325b",
|
| 727 |
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"sha256:ecb2651956eea2aa0a2d099434134b1b68f1c31f9a5084d6d53f08ed43d45ff2",
|
| 728 |
+
"sha256:ed69af290c2b65169f0ba9034d1dc39a5db9459b32f1dd8b5f3f32a3fcf06eab",
|
| 729 |
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"sha256:eddd5783a4a6309ce23432353cdb36220e25cbb779bfa9122320666508b44b88",
|
| 730 |
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"sha256:ee59e6680ed0fdbe6b724cf38bd70400a0c1dd623b07ac729087270caeac88e3",
|
| 731 |
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"sha256:f03727225feaf340ceeb7e00604825addef622d551cbd46b7b775ac834c1e1c4",
|
| 732 |
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"sha256:f3bbb7a0c5fcb692950b041ae11067ac54826204318922da754f908d95619fbc",
|
| 733 |
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"sha256:f8a9c828277133af13f3859d1b6bf1c3cb6e9e1637df0e45312e6b7c2e622b1f",
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| 734 |
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"sha256:f97660f6c43efd3e0bfd3f2e3e5615bf215680bad6ee3d469df6454b8c6e8256",
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"sha256:f9939ca7e58c2758c01b40324a59c034ce0cebad18e0d4563a9b1beab3018243"
|
| 736 |
+
],
|
| 737 |
+
"markers": "python_version >= '3.7'",
|
| 738 |
+
"version": "==0.19.1"
|
| 739 |
+
},
|
| 740 |
+
"torch": {
|
| 741 |
+
"hashes": [
|
| 742 |
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"sha256:07e9ba746832b8d069cacb45f312cadd8ad02b81ea527ec9766c0e7404bb3feb",
|
| 743 |
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"sha256:224259821fe3e4c6f7edf1528e4fe4ac779c77addaa74215eb0b63a5c474d66c",
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"sha256:2bb5af780c55be68fe100feb0528d2edebace1d55cb2e351de735809ba7391eb",
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| 745 |
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"sha256:32b05fe0d1ada7f69c9f86c14ff69b0ef1957a5a54199bacba63d22d8fab720b",
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| 746 |
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"sha256:3c333dc2ebc189561514eda06e81df22bf8fb64e2384746b2cb9f04f96d1d4c8",
|
| 747 |
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"sha256:3d7a7f7ef21a7520510553dc3938b0c57c116a7daee20736a9e25cbc0e832bdc",
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| 748 |
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"sha256:462d1c07dbf6bb5d9d2f3316fee73a24f3d12cd8dacf681ad46ef6418f7f6626",
|
| 749 |
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"sha256:4777f6cefa0c2b5fa87223c213e7b6f417cf254a45e5829be4ccd1b2a4ee1011",
|
| 750 |
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"sha256:490cc3d917d1fe0bd027057dfe9941dc1d6d8e3cae76140f5dd9a7e5bc7130ab",
|
| 751 |
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"sha256:5802530783bd465fe66c2df99123c9a54be06da118fbd785a25ab0a88123758a",
|
| 752 |
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"sha256:605a25b23944be5ab7c3467e843580e1d888b8066e5aaf17ff7bf9cc30001cc3",
|
| 753 |
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"sha256:7c09a94362778428484bcf995f6004b04952106aee0ef45ff0b4bab484f5498d",
|
| 754 |
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"sha256:a486c0b1976a118805fc7c9641d02df7afbb0c21e6b555d3bb985c9f9601b61a",
|
| 755 |
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"sha256:a7dd4ed388ad1f3d502bf09453d5fe596c7b121de7e0cfaca1e2017782e9bbac",
|
| 756 |
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"sha256:aaa872abde9a3d4f91580f6396d54888620f4a0b92e3976a6034759df4b961ad",
|
| 757 |
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"sha256:b2ec81b61bb094ea4a9dee1cd3f7b76a44555375719ad29f05c0ca8ef596ad39",
|
| 758 |
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"sha256:bee0bd33dc58aa8fc8a7527876e9b9a0e812ad08122054a5bff2ce5abf005b10",
|
| 759 |
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"sha256:e5fdccbf6f1334b2203a61a0e03821d5845f1421defe311dabeae2fc8fbeac2d",
|
| 760 |
+
"sha256:f2357eb0965583a0954d6f9ad005bba0091f956aef879822274b1bcdb11bd308",
|
| 761 |
+
"sha256:ff60bf7ce3de1d43ad3f6969983f321a31f0a45df3690921720bcad6a8596cc4"
|
| 762 |
+
],
|
| 763 |
+
"index": "pypi",
|
| 764 |
+
"markers": "python_full_version >= '3.8.0'",
|
| 765 |
+
"version": "==2.3.1"
|
| 766 |
+
},
|
| 767 |
+
"tqdm": {
|
| 768 |
+
"hashes": [
|
| 769 |
+
"sha256:b75ca56b413b030bc3f00af51fd2c1a1a5eac6a0c1cca83cbb37a5c52abce644",
|
| 770 |
+
"sha256:e4d936c9de8727928f3be6079590e97d9abfe8d39a590be678eb5919ffc186bb"
|
| 771 |
+
],
|
| 772 |
+
"markers": "python_version >= '3.7'",
|
| 773 |
+
"version": "==4.66.4"
|
| 774 |
+
},
|
| 775 |
+
"transformers": {
|
| 776 |
+
"hashes": [
|
| 777 |
+
"sha256:05555d20e43f808de1ef211ab64803cdb513170cef70d29a888b589caebefc67",
|
| 778 |
+
"sha256:80a4db216533d573e9cc7388646c31ed9480918feb7c55eb211249cb23567f87"
|
| 779 |
+
],
|
| 780 |
+
"index": "pypi",
|
| 781 |
+
"markers": "python_full_version >= '3.8.0'",
|
| 782 |
+
"version": "==4.41.2"
|
| 783 |
+
},
|
| 784 |
+
"typing-extensions": {
|
| 785 |
+
"hashes": [
|
| 786 |
+
"sha256:04e5ca0351e0f3f85c6853954072df659d0d13fac324d0072316b67d7794700d",
|
| 787 |
+
"sha256:1a7ead55c7e559dd4dee8856e3a88b41225abfe1ce8df57b7c13915fe121ffb8"
|
| 788 |
+
],
|
| 789 |
+
"markers": "python_version >= '3.8'",
|
| 790 |
+
"version": "==4.12.2"
|
| 791 |
+
},
|
| 792 |
+
"urllib3": {
|
| 793 |
+
"hashes": [
|
| 794 |
+
"sha256:450b20ec296a467077128bff42b73080516e71b56ff59a60a02bef2232c4fa9d",
|
| 795 |
+
"sha256:d0570876c61ab9e520d776c38acbbb5b05a776d3f9ff98a5c8fd5162a444cf19"
|
| 796 |
+
],
|
| 797 |
+
"markers": "python_version >= '3.8'",
|
| 798 |
+
"version": "==2.2.1"
|
| 799 |
+
}
|
| 800 |
+
},
|
| 801 |
+
"develop": {}
|
| 802 |
+
}
|
__pycache__/handler.cpython-312.pyc
ADDED
|
Binary file (1.59 kB). View file
|
|
|
handler.py
ADDED
|
@@ -0,0 +1,31 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
from typing import Any, Dict, List
|
| 2 |
+
from transformers import Idefics2Processor, Idefics2Model
|
| 3 |
+
|
| 4 |
+
|
| 5 |
+
class EndpointHandler:
|
| 6 |
+
def __init__(self, path=""):
|
| 7 |
+
# Preload all the elements you are going to need at inference.
|
| 8 |
+
self.processor = Idefics2Processor.from_pretrained(path)
|
| 9 |
+
self.model = Idefics2Model.from_pretrained(path)
|
| 10 |
+
|
| 11 |
+
def __call__(self, data: Dict[str, Any]) -> List[Dict[str, Any]]:
|
| 12 |
+
"""
|
| 13 |
+
data args:
|
| 14 |
+
inputs (:obj: `str` | `PIL.Image` | `np.array`)
|
| 15 |
+
kwargs
|
| 16 |
+
Return:
|
| 17 |
+
A :obj:`list` | `dict`: will be serialized and returned
|
| 18 |
+
"""
|
| 19 |
+
image = data.pop("inputs", data)
|
| 20 |
+
|
| 21 |
+
# process image
|
| 22 |
+
output = self.processor(images=image, return_tensors="pt")
|
| 23 |
+
generated_ids = self.model.generate(**output)
|
| 24 |
+
|
| 25 |
+
# run prediction
|
| 26 |
+
generated_text = self.processor.batch_decode(
|
| 27 |
+
generated_ids, skip_special_tokens=True
|
| 28 |
+
)
|
| 29 |
+
|
| 30 |
+
# decode output
|
| 31 |
+
print(generated_text)
|