diff --git a/Cargo.lock b/Cargo.lock
index 315667e..3e327fd 100644
--- a/Cargo.lock
+++ b/Cargo.lock
@@ -13,9 +13,9 @@ dependencies = [
 
 [[package]]
 name = "adler2"
-version = "2.0.0"
+version = "2.0.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "512761e0bb2578dd7380c6baaa0f4ce03e84f95e960231d1dec8bf4d7d6e2627"
+checksum = "320119579fcad9c21884f5c4861d16174d0e06250625266f50fe6898340abefa"
 
 [[package]]
 name = "aho-corasick"
@@ -62,9 +62,9 @@ dependencies = [
 
 [[package]]
 name = "anstream"
-version = "0.6.18"
+version = "0.6.20"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "8acc5369981196006228e28809f761875c0327210a891e941f4c683b3a99529b"
+checksum = "3ae563653d1938f79b1ab1b5e668c87c76a9930414574a6583a7b7e11a8e6192"
 dependencies = [
  "anstyle",
  "anstyle-parse",
@@ -77,44 +77,44 @@ dependencies = [
 
 [[package]]
 name = "anstyle"
-version = "1.0.10"
+version = "1.0.11"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "55cc3b69f167a1ef2e161439aa98aed94e6028e5f9a59be9a6ffb47aef1651f9"
+checksum = "862ed96ca487e809f1c8e5a8447f6ee2cf102f846893800b20cebdf541fc6bbd"
 
 [[package]]
 name = "anstyle-parse"
-version = "0.2.6"
+version = "0.2.7"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "3b2d16507662817a6a20a9ea92df6652ee4f94f914589377d69f3b21bc5798a9"
+checksum = "4e7644824f0aa2c7b9384579234ef10eb7efb6a0deb83f9630a49594dd9c15c2"
 dependencies = [
  "utf8parse",
 ]
 
 [[package]]
 name = "anstyle-query"
-version = "1.1.2"
+version = "1.1.4"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "79947af37f4177cfead1110013d678905c37501914fba0efea834c3fe9a8d60c"
+checksum = "9e231f6134f61b71076a3eab506c379d4f36122f2af15a9ff04415ea4c3339e2"
 dependencies = [
- "windows-sys 0.59.0",
+ "windows-sys 0.60.2",
 ]
 
 [[package]]
 name = "anstyle-wincon"
-version = "3.0.7"
+version = "3.0.10"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "ca3534e77181a9cc07539ad51f2141fe32f6c3ffd4df76db8ad92346b003ae4e"
+checksum = "3e0633414522a32ffaac8ac6cc8f748e090c5717661fddeea04219e2344f5f2a"
 dependencies = [
  "anstyle",
- "once_cell",
- "windows-sys 0.59.0",
+ "once_cell_polyfill",
+ "windows-sys 0.60.2",
 ]
 
 [[package]]
 name = "anyhow"
-version = "1.0.97"
+version = "1.0.98"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "dcfed56ad506cb2c684a14971b8861fdc3baaaae314b9e5f9bb532cbe3ba7a4f"
+checksum = "e16d2d3311acee920a9eb8d33b8cbc1787ce4a264e85f964c2404b969bdcd487"
 
 [[package]]
 name = "approx"
@@ -179,9 +179,9 @@ dependencies = [
 
 [[package]]
 name = "backtrace"
-version = "0.3.74"
+version = "0.3.75"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "8d82cb332cdfaed17ae235a638438ac4d4839913cc2af585c3c6746e8f8bee1a"
+checksum = "6806a6321ec58106fea15becdad98371e28d92ccbc7c8f1b3b6dd724fe8f1002"
 dependencies = [
  "addr2line",
  "cfg-if",
@@ -189,9 +189,21 @@ dependencies = [
  "miniz_oxide",
  "object",
  "rustc-demangle",
- "windows-targets",
+ "windows-targets 0.52.6",
 ]
 
+[[package]]
+name = "base64"
+version = "0.22.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "72b3254f16251a8381aa12e40e3c4d2f0199f8c6508fbecb9d91f575e0fbb8c6"
+
+[[package]]
+name = "base64ct"
+version = "1.8.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "55248b47b0caf0546f7988906588779981c43bb1bc9d0c44087278f80cdb44ba"
+
 [[package]]
 name = "bindgen"
 version = "0.70.1"
@@ -237,6 +249,15 @@ version = "2.6.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "6099cdc01846bc367c4e7dd630dc5966dccf36b652fae7a74e17b640411a91b2"
 
+[[package]]
+name = "block-buffer"
+version = "0.10.4"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "3078c7629b62d3f0439517fa394996acacc5cbc91c5a20d8c658e77abd503a71"
+dependencies = [
+ "generic-array",
+]
+
 [[package]]
 name = "bounding-box"
 version = "0.1.0"
@@ -265,9 +286,15 @@ checksum = "46c5e41b57b8bba42a04676d81cb89e9ee8e859a1a66f80a5a72e1cb76b34d43"
 
 [[package]]
 name = "bytemuck"
-version = "1.23.1"
+version = "1.23.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "5c76a5792e44e4abe34d3abf15636779261d45a7450612059293d1d2cfc63422"
+checksum = "3995eaeebcdf32f91f980d360f78732ddc061097ab4e39991ae7a6ace9194677"
+
+[[package]]
+name = "byteorder"
+version = "1.5.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "1fd0f2584146f6f2ef48085050886acf353beff7305ebd1ae69500e27c67f64b"
 
 [[package]]
 name = "byteorder-lite"
@@ -276,10 +303,16 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "8f1fe948ff07f4bd06c30984e69f5b4899c516a3ef74f34df92a2df2ab535495"
 
 [[package]]
-name = "cc"
-version = "1.2.27"
+name = "bytes"
+version = "1.10.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "d487aa071b5f64da6f19a3e848e3578944b726ee5a4854b82172f02aa876bfdc"
+checksum = "d71b6127be86fdcfddb610f7182ac57211d4b18a3e9c82eb2d17662f2227ad6a"
+
+[[package]]
+name = "cc"
+version = "1.2.32"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "2352e5597e9c544d5e6d9c95190d5d27738ade584fa8db0a16e130e5c2b5296e"
 dependencies = [
  "jobserver",
  "libc",
@@ -301,15 +334,15 @@ version = "0.15.8"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "d067ad48b8650848b989a59a86c6c36a995d02d2bf778d45c3c5d57bc2718f02"
 dependencies = [
- "smallvec",
+ "smallvec 1.15.1",
  "target-lexicon",
 ]
 
 [[package]]
 name = "cfg-if"
-version = "1.0.0"
+version = "1.0.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "baf1de4339761588bc0619e3cbc0120ee582ebb74b53b4efbf79117bd2da40fd"
+checksum = "9555578bc9e57714c812a1f84e4fc5b4d21fcb063490c624de019f7464c91268"
 
 [[package]]
 name = "chrono"
@@ -336,9 +369,9 @@ dependencies = [
 
 [[package]]
 name = "clap"
-version = "4.5.35"
+version = "4.5.43"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "d8aa86934b44c19c50f87cc2790e19f54f7a67aedb64101c2e1a2e5ecfb73944"
+checksum = "50fd97c9dc2399518aa331917ac6f274280ec5eb34e555dd291899745c48ec6f"
 dependencies = [
  "clap_builder",
  "clap_derive",
@@ -346,9 +379,9 @@ dependencies = [
 
 [[package]]
 name = "clap_builder"
-version = "4.5.35"
+version = "4.5.43"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "2414dbb2dd0695280da6ea9261e327479e9d37b0630f6b53ba2a11c60c679fd9"
+checksum = "c35b5830294e1fa0462034af85cc95225a4cb07092c088c55bda3147cfcd8f65"
 dependencies = [
  "anstream",
  "anstyle",
@@ -358,18 +391,18 @@ dependencies = [
 
 [[package]]
 name = "clap_complete"
-version = "4.5.47"
+version = "4.5.56"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "c06f5378ea264ad4f82bbc826628b5aad714a75abf6ece087e923010eb937fb6"
+checksum = "67e4efcbb5da11a92e8a609233aa1e8a7d91e38de0be865f016d14700d45a7fd"
 dependencies = [
  "clap",
 ]
 
 [[package]]
 name = "clap_derive"
-version = "4.5.32"
+version = "4.5.41"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "09176aae279615badda0765c0c0b3f6ed53f4709118af73cf4655d85d1530cd7"
+checksum = "ef4f52386a59ca4c860f7393bcf8abd8dfd91ecccc0f774635ff68e92eeef491"
 dependencies = [
  "heck",
  "proc-macro2",
@@ -379,9 +412,9 @@ dependencies = [
 
 [[package]]
 name = "clap_lex"
-version = "0.7.4"
+version = "0.7.5"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "f46ad14479a25103f283c0f10005961cf086d8dc42205bb44c46ac563475dca6"
+checksum = "b94f61472cee1439c0b966b47e3aca9ae07e45d070759512cd390ea2bebc6675"
 
 [[package]]
 name = "cmake"
@@ -405,9 +438,19 @@ checksum = "3d7b894f5411737b7867f4827955924d7c254fc9f4d91a6aad6b097804b1018b"
 
 [[package]]
 name = "colorchoice"
-version = "1.0.3"
+version = "1.0.4"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "5b63caa9aa9397e2d9480a9b13673856c78d8ac123288526c37d7839f2a86990"
+checksum = "b05b61dc5112cbb17e4b6cd61790d9845d13888356391624cbe7e41efeac1e75"
+
+[[package]]
+name = "core-foundation"
+version = "0.9.4"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "91e195e091a93c46f7102ec7818a2aa394e1e1771c3ab4825963fa03e45afb8f"
+dependencies = [
+ "core-foundation-sys",
+ "libc",
+]
 
 [[package]]
 name = "core-foundation-sys"
@@ -416,10 +459,19 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "773648b94d0e5d620f64f280777445740e61fe701025087ec8b57f45c791888b"
 
 [[package]]
-name = "crc32fast"
-version = "1.4.2"
+name = "cpufeatures"
+version = "0.2.17"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "a97769d94ddab943e4510d138150169a2758b5ef3eb191a9ee688de3e23ef7b3"
+checksum = "59ed5838eebb26a2bb2e58f6d5b5316989ae9d08bab10e0e6d103e656d1b0280"
+dependencies = [
+ "libc",
+]
+
+[[package]]
+name = "crc32fast"
+version = "1.5.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "9481c1c90cbf2ac953f07c8d4a58aa3945c425b7185c9154d67a65e4230da511"
 dependencies = [
  "cfg-if",
 ]
@@ -455,6 +507,16 @@ version = "0.2.4"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "460fbee9c2c2f33933d720630a6a0bac33ba7053db5344fac858d4b8952d77d5"
 
+[[package]]
+name = "crypto-common"
+version = "0.1.6"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "1bfb12502f3fc46cca1bb51ac28df9d618d813cdc3d2f25b9fe775a34af26bb3"
+dependencies = [
+ "generic-array",
+ "typenum",
+]
+
 [[package]]
 name = "csv"
 version = "1.3.1"
@@ -476,6 +538,16 @@ dependencies = [
  "memchr",
 ]
 
+[[package]]
+name = "der"
+version = "0.7.10"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "e7c1832837b905bbfb5101e07cc24c8deddf52f93225eee6ead5f4d63d53ddcb"
+dependencies = [
+ "pem-rfc7468",
+ "zeroize",
+]
+
 [[package]]
 name = "deranged"
 version = "0.4.0"
@@ -505,6 +577,7 @@ dependencies = [
  "ndarray-image",
  "ndarray-resize",
  "ordered-float",
+ "ort",
  "rusqlite",
  "tap",
  "thiserror 2.0.12",
@@ -522,6 +595,16 @@ dependencies = [
  "nu-ansi-term 0.50.1",
 ]
 
+[[package]]
+name = "digest"
+version = "0.10.7"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "9ed9a281f7bc9b7576e61468ba615a66a5c8cfdff42420a70aa82701a3b1e292"
+dependencies = [
+ "block-buffer",
+ "crypto-common",
+]
+
 [[package]]
 name = "displaydoc"
 version = "0.2.5"
@@ -580,6 +663,16 @@ version = "1.0.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "877a4ace8713b0bcf2a4e7eec82529c029f1d0619886d18145fea96c3ffe5c0f"
 
+[[package]]
+name = "errno"
+version = "0.3.13"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "778e2ac28f6c47af28e4907f13ffd1e1ddbd400980a9abd7c8df189bf578a5ad"
+dependencies = [
+ "libc",
+ "windows-sys 0.60.2",
+]
+
 [[package]]
 name = "error-stack"
 version = "0.5.0"
@@ -601,7 +694,7 @@ dependencies = [
  "lebe",
  "miniz_oxide",
  "rayon-core",
- "smallvec",
+ "smallvec 1.15.1",
  "zune-inflate",
 ]
 
@@ -619,9 +712,9 @@ checksum = "7360491ce676a36bf9bb3c56c1aa791658183a54d2744120f27285738d90465a"
 
 [[package]]
 name = "fast_image_resize"
-version = "5.2.0"
+version = "5.2.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "65b170c19bafa740b919227a619d8b958fbc9fb5899b9af68bd075c3b3284fc0"
+checksum = "a489605b43d09f8bd53b390ef1feb1610e34527456f6b9407263027b80a97b44"
 dependencies = [
  "cfg-if",
  "document-features",
@@ -629,6 +722,12 @@ dependencies = [
  "thiserror 1.0.69",
 ]
 
+[[package]]
+name = "fastrand"
+version = "2.3.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "37909eebbb50d72f9059c3b6d82c0463f2ff062c9e95845c43a6c9c0355411be"
+
 [[package]]
 name = "fdeflate"
 version = "0.3.7"
@@ -638,6 +737,18 @@ dependencies = [
  "simd-adler32",
 ]
 
+[[package]]
+name = "filetime"
+version = "0.2.25"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "35c0522e981e68cbfa8c3f978441a5f34b30b96e146b33cd3359176b50fe8586"
+dependencies = [
+ "cfg-if",
+ "libc",
+ "libredox",
+ "windows-sys 0.59.0",
+]
+
 [[package]]
 name = "flate2"
 version = "1.1.2"
@@ -658,12 +769,33 @@ dependencies = [
  "spin",
 ]
 
+[[package]]
+name = "fnv"
+version = "1.0.7"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "3f9eec918d3f24069decb9af1554cad7c880e2da24a9afd88aca000531ab82c1"
+
 [[package]]
 name = "foldhash"
 version = "0.1.5"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "d9c4f5dac5e15c24eb999c26181a6ca40b39fe946cbe4c263c7209467bc83af2"
 
+[[package]]
+name = "foreign-types"
+version = "0.3.2"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "f6f339eb8adc052cd2ca78910fda869aefa38d22d5cb648e6485e4d3fc06f3b1"
+dependencies = [
+ "foreign-types-shared",
+]
+
+[[package]]
+name = "foreign-types-shared"
+version = "0.1.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "00b0228411908ca8685dba7fc2cdd70ec9990a6e753e89b6ac91a84c40fbaf4b"
+
 [[package]]
 name = "form_urlencoded"
 version = "1.2.1"
@@ -679,6 +811,16 @@ version = "1.3.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "42703706b716c37f96a77aea830392ad231f44c9e9a67872fa5548707e11b11c"
 
+[[package]]
+name = "generic-array"
+version = "0.14.7"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "85649ca51fd72272d7821adaf274ad91c288277713d9c18820d8499a7ff69e9a"
+dependencies = [
+ "typenum",
+ "version_check",
+]
+
 [[package]]
 name = "getrandom"
 version = "0.2.16"
@@ -720,6 +862,102 @@ version = "0.31.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "07e28edb80900c19c28f1072f2e8aeca7fa06b23cd4169cefe1af5aa3260783f"
 
+[[package]]
+name = "glam"
+version = "0.14.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "333928d5eb103c5d4050533cec0384302db6be8ef7d3cebd30ec6a35350353da"
+
+[[package]]
+name = "glam"
+version = "0.15.2"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "3abb554f8ee44336b72d522e0a7fe86a29e09f839a36022fa869a7dfe941a54b"
+
+[[package]]
+name = "glam"
+version = "0.16.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "4126c0479ccf7e8664c36a2d719f5f2c140fbb4f9090008098d2c291fa5b3f16"
+
+[[package]]
+name = "glam"
+version = "0.17.3"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "e01732b97afd8508eee3333a541b9f7610f454bb818669e66e90f5f57c93a776"
+
+[[package]]
+name = "glam"
+version = "0.18.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "525a3e490ba77b8e326fb67d4b44b4bd2f920f44d4cc73ccec50adc68e3bee34"
+
+[[package]]
+name = "glam"
+version = "0.19.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "2b8509e6791516e81c1a630d0bd7fbac36d2fa8712a9da8662e716b52d5051ca"
+
+[[package]]
+name = "glam"
+version = "0.20.5"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "f43e957e744be03f5801a55472f593d43fabdebf25a4585db250f04d86b1675f"
+
+[[package]]
+name = "glam"
+version = "0.21.3"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "518faa5064866338b013ff9b2350dc318e14cc4fcd6cb8206d7e7c9886c98815"
+
+[[package]]
+name = "glam"
+version = "0.22.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "12f597d56c1bd55a811a1be189459e8fad2bbc272616375602443bdfb37fa774"
+
+[[package]]
+name = "glam"
+version = "0.23.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "8e4afd9ad95555081e109fe1d21f2a30c691b5f0919c67dfa690a2e1eb6bd51c"
+
+[[package]]
+name = "glam"
+version = "0.24.2"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "b5418c17512bdf42730f9032c74e1ae39afc408745ebb2acf72fbc4691c17945"
+
+[[package]]
+name = "glam"
+version = "0.25.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "151665d9be52f9bb40fc7966565d39666f2d1e69233571b71b87791c7e0528b3"
+
+[[package]]
+name = "glam"
+version = "0.27.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "9e05e7e6723e3455f4818c7b26e855439f7546cf617ef669d1adedb8669e5cb9"
+
+[[package]]
+name = "glam"
+version = "0.28.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "779ae4bf7e8421cf91c0b3b64e7e8b40b862fba4d393f59150042de7c4965a94"
+
+[[package]]
+name = "glam"
+version = "0.29.3"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "8babf46d4c1c9d92deac9f7be466f76dfc4482b6452fc5024b5e8daf6ffeb3ee"
+
+[[package]]
+name = "glam"
+version = "0.30.5"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "f2d1aab06663bdce00d6ca5e5ed586ec8d18033a771906c993a1e3755b368d85"
+
 [[package]]
 name = "glob"
 version = "0.3.2"
@@ -738,9 +976,9 @@ dependencies = [
 
 [[package]]
 name = "hashbrown"
-version = "0.15.4"
+version = "0.15.5"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "5971ac85611da7067dbfcabef3c70ebb5606018acd9e2a3903a0da507521e0d5"
+checksum = "9229cfe53dfd69f0609a49f65461bd93001ea1ef889cd5529dd176593f5338a1"
 dependencies = [
  "foldhash",
 ]
@@ -760,6 +998,23 @@ version = "0.5.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "2304e00983f87ffb38b55b444b5e3b60a884b5d30c0fca7d82fe33449bbe55ea"
 
+[[package]]
+name = "http"
+version = "1.3.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "f4a85d31aea989eead29a3aaf9e1115a180df8282431156e533de47660892565"
+dependencies = [
+ "bytes",
+ "fnv",
+ "itoa",
+]
+
+[[package]]
+name = "httparse"
+version = "1.10.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "6dbf3de79e51f3d586ab4cb9d5c3e2c14aa28ed23d180cf89b4df0454a69cc87"
+
 [[package]]
 name = "iana-time-zone"
 version = "0.1.63"
@@ -821,7 +1076,7 @@ dependencies = [
  "icu_normalizer_data",
  "icu_properties",
  "icu_provider",
- "smallvec",
+ "smallvec 1.15.1",
  "zerovec",
 ]
 
@@ -877,7 +1132,7 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "686f825264d630750a544639377bae737628043f20d38bbc029e8f29ea968a7e"
 dependencies = [
  "idna_adapter",
- "smallvec",
+ "smallvec 1.15.1",
  "utf8_iter",
 ]
 
@@ -951,6 +1206,17 @@ dependencies = [
  "syn",
 ]
 
+[[package]]
+name = "io-uring"
+version = "0.7.9"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "d93587f37623a1a17d94ef2bc9ada592f5465fe7732084ab7beefabe5c77c0c4"
+dependencies = [
+ "bitflags 2.9.1",
+ "cfg-if",
+ "libc",
+]
+
 [[package]]
 name = "is_terminal_polyfill"
 version = "1.70.1"
@@ -1054,9 +1320,9 @@ checksum = "03087c2bad5e1034e8cace5926dec053fb3790248370865f5117a7d0213354c8"
 
 [[package]]
 name = "libc"
-version = "0.2.171"
+version = "0.2.174"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "c19937216e9d3aa9956d9bb8dfc0b0c8beb6058fc4f7a4dc4d850edf86a237d6"
+checksum = "1171693293099992e19cddea4e8b849964e9846f4acee11b3948bcc337be8776"
 
 [[package]]
 name = "libfuzzer-sys"
@@ -1075,7 +1341,18 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "07033963ba89ebaf1584d767badaa2e8fcec21aedea6b8c0346d487d49c28667"
 dependencies = [
  "cfg-if",
- "windows-targets",
+ "windows-targets 0.53.3",
+]
+
+[[package]]
+name = "libredox"
+version = "0.1.9"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "391290121bad3d37fbddad76d8f5d1c1c314cfc646d143d7e07a3086ddff0ce3"
+dependencies = [
+ "bitflags 2.9.1",
+ "libc",
+ "redox_syscall",
 ]
 
 [[package]]
@@ -1088,6 +1365,12 @@ dependencies = [
  "vcpkg",
 ]
 
+[[package]]
+name = "linux-raw-sys"
+version = "0.9.4"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "cd945864f07fe9f5371a27ad7b52a172b4b499999f1d97574c9fa68373937e12"
+
 [[package]]
 name = "litemap"
 version = "0.8.0"
@@ -1096,9 +1379,9 @@ checksum = "241eaef5fd12c88705a01fc1066c48c4b36e0dd4377dcdc7ec3942cea7a69956"
 
 [[package]]
 name = "litrs"
-version = "0.4.1"
+version = "0.4.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "b4ce301924b7887e9d637144fdade93f9dfff9b60981d4ac161db09720d39aa5"
+checksum = "f5e54036fe321fd421e10d732f155734c4e4afd610dd556d9a82833ab3ee0bed"
 
 [[package]]
 name = "lock_api"
@@ -1156,9 +1439,9 @@ dependencies = [
 
 [[package]]
 name = "memchr"
-version = "2.7.4"
+version = "2.7.5"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "78ca9ab1a0babb1e7d5695e3530886289c18cf2f87ec19a575a0abdce112e3a3"
+checksum = "32a282da65faaf38286cf3be983213fcf1d2e2a58700e808f83f4ea9a4804bc0"
 
 [[package]]
 name = "minimal-lexical"
@@ -1168,14 +1451,25 @@ checksum = "68354c5c6bd36d73ff3feceb05efa59b6acb7626617f4962be322a825e61f79a"
 
 [[package]]
 name = "miniz_oxide"
-version = "0.8.7"
+version = "0.8.9"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "ff70ce3e48ae43fa075863cef62e8b43b71a4f2382229920e0df362592919430"
+checksum = "1fa76a2c86f704bdb222d66965fb3d63269ce38518b83cb0575fca855ebb6316"
 dependencies = [
  "adler2",
  "simd-adler32",
 ]
 
+[[package]]
+name = "mio"
+version = "1.0.4"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "78bed444cc8a2160f01cbcf811ef18cac863ad68ae8ca62092e8db51d51c761c"
+dependencies = [
+ "libc",
+ "wasi 0.11.1+wasi-snapshot-preview1",
+ "windows-sys 0.59.0",
+]
+
 [[package]]
 name = "mnn"
 version = "0.2.0"
@@ -1192,7 +1486,7 @@ dependencies = [
 [[package]]
 name = "mnn-bridge"
 version = "0.1.0"
-source = "git+https://github.com/uttarayan21/mnn-rs?branch=restructure-tensor-type#6ce7bfda5a030afaca64f72d2e3040a9a3ae6b02"
+source = "git+https://github.com/uttarayan21/mnn-rs?branch=restructure-tensor-type#390c1bad0a4f719520bdb105e389b18982ee12a5"
 dependencies = [
  "error-stack",
  "mnn",
@@ -1202,7 +1496,7 @@ dependencies = [
 [[package]]
 name = "mnn-sync"
 version = "0.1.0"
-source = "git+https://github.com/uttarayan21/mnn-rs?branch=restructure-tensor-type#6ce7bfda5a030afaca64f72d2e3040a9a3ae6b02"
+source = "git+https://github.com/uttarayan21/mnn-rs?branch=restructure-tensor-type#390c1bad0a4f719520bdb105e389b18982ee12a5"
 dependencies = [
  "error-stack",
  "flume",
@@ -1231,13 +1525,28 @@ dependencies = [
 
 [[package]]
 name = "nalgebra"
-version = "0.33.2"
+version = "0.34.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "26aecdf64b707efd1310e3544d709c5c0ac61c13756046aaaba41be5c4f66a3b"
+checksum = "9cd59afb6639828b33677758314a4a1a745c15c02bc597095b851c8fd915cf49"
 dependencies = [
  "approx",
+ "glam 0.14.0",
+ "glam 0.15.2",
+ "glam 0.16.0",
+ "glam 0.17.3",
+ "glam 0.18.0",
+ "glam 0.19.0",
+ "glam 0.20.5",
+ "glam 0.21.3",
+ "glam 0.22.0",
+ "glam 0.23.0",
+ "glam 0.24.2",
+ "glam 0.25.0",
+ "glam 0.27.0",
+ "glam 0.28.0",
+ "glam 0.29.3",
+ "glam 0.30.5",
  "matrixmultiply",
- "nalgebra-macros",
  "num-complex",
  "num-rational",
  "num-traits",
@@ -1245,17 +1554,6 @@ dependencies = [
  "typenum",
 ]
 
-[[package]]
-name = "nalgebra-macros"
-version = "0.2.2"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "254a5372af8fc138e36684761d3c0cdb758a4410e938babcff1c860ce14ddbfc"
-dependencies = [
- "proc-macro2",
- "quote",
- "syn",
-]
-
 [[package]]
 name = "nanorand"
 version = "0.7.0"
@@ -1265,6 +1563,23 @@ dependencies = [
  "getrandom 0.2.16",
 ]
 
+[[package]]
+name = "native-tls"
+version = "0.2.14"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "87de3442987e9dbec73158d5c715e7ad9072fda936bb03d19d7fa10e00520f0e"
+dependencies = [
+ "libc",
+ "log",
+ "openssl",
+ "openssl-probe",
+ "openssl-sys",
+ "schannel",
+ "security-framework",
+ "security-framework-sys",
+ "tempfile",
+]
+
 [[package]]
 name = "ndarray"
 version = "0.16.1"
@@ -1446,12 +1761,62 @@ version = "1.21.3"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "42f5e15c9953c5e4ccceeb2e7382a716482c34515315f7b03532b8b4e8393d2d"
 
+[[package]]
+name = "once_cell_polyfill"
+version = "1.70.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "a4895175b425cb1f87721b59f0f286c2092bd4af812243672510e1ac53e2e0ad"
+
 [[package]]
 name = "oneshot"
 version = "0.1.11"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "b4ce411919553d3f9fa53a0880544cda985a112117a0444d5ff1e870a893d6ea"
 
+[[package]]
+name = "openssl"
+version = "0.10.73"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "8505734d46c8ab1e19a1dce3aef597ad87dcb4c37e7188231769bd6bd51cebf8"
+dependencies = [
+ "bitflags 2.9.1",
+ "cfg-if",
+ "foreign-types",
+ "libc",
+ "once_cell",
+ "openssl-macros",
+ "openssl-sys",
+]
+
+[[package]]
+name = "openssl-macros"
+version = "0.1.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "a948666b637a0f465e8564c73e89d4dde00d72d4d473cc972f390fc3dcee7d9c"
+dependencies = [
+ "proc-macro2",
+ "quote",
+ "syn",
+]
+
+[[package]]
+name = "openssl-probe"
+version = "0.1.6"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "d05e27ee213611ffe7d6348b942e8f942b37114c00cc03cec254295a4a17852e"
+
+[[package]]
+name = "openssl-sys"
+version = "0.9.109"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "90096e2e47630d78b7d1c20952dc621f957103f8bc2c8359ec81290d75238571"
+dependencies = [
+ "cc",
+ "libc",
+ "pkg-config",
+ "vcpkg",
+]
+
 [[package]]
 name = "ordered-float"
 version = "5.0.0"
@@ -1461,6 +1826,31 @@ dependencies = [
  "num-traits",
 ]
 
+[[package]]
+name = "ort"
+version = "2.0.0-rc.10"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "1fa7e49bd669d32d7bc2a15ec540a527e7764aec722a45467814005725bcd721"
+dependencies = [
+ "ndarray",
+ "ort-sys",
+ "smallvec 2.0.0-alpha.10",
+ "tracing",
+]
+
+[[package]]
+name = "ort-sys"
+version = "2.0.0-rc.10"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "e2aba9f5c7c479925205799216e7e5d07cc1d4fa76ea8058c60a9a30f6a4e890"
+dependencies = [
+ "flate2",
+ "pkg-config",
+ "sha2",
+ "tar",
+ "ureq",
+]
+
 [[package]]
 name = "overload"
 version = "0.1.1"
@@ -1473,6 +1863,15 @@ version = "1.0.15"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "57c0d7b74b563b49d38dae00a0c37d4d6de9b432382b2892f0574ddcae73fd0a"
 
+[[package]]
+name = "pem-rfc7468"
+version = "0.7.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "88b39c9bfcfc231068454382784bb460aae594343fb030d46e9f50a645418412"
+dependencies = [
+ "base64ct",
+]
+
 [[package]]
 name = "percent-encoding"
 version = "2.3.1"
@@ -1545,9 +1944,9 @@ dependencies = [
 
 [[package]]
 name = "prettyplease"
-version = "0.2.34"
+version = "0.2.36"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "6837b9e10d61f45f987d50808f83d1ee3d206c66acf650c3e4ae2e1f6ddedf55"
+checksum = "ff24dfcda44452b9816fff4cd4227e1bb73ff5a2f1bc1105aa92fb8565ce44d2"
 dependencies = [
  "proc-macro2",
  "syn",
@@ -1555,9 +1954,9 @@ dependencies = [
 
 [[package]]
 name = "proc-macro2"
-version = "1.0.94"
+version = "1.0.95"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "a31971752e70b8b2686d7e46ec17fb38dad4051d94024c88df49b667caea9c84"
+checksum = "02b3e5e68a3a1a02aad3ec490a98007cbc13c37cbe84a3cd7b8e406d76e7f778"
 dependencies = [
  "unicode-ident",
 ]
@@ -1717,6 +2116,15 @@ dependencies = [
  "crossbeam-utils",
 ]
 
+[[package]]
+name = "redox_syscall"
+version = "0.5.17"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "5407465600fb0548f1442edf71dd20683c6ed326200ace4b1ef0763521bb3b77"
+dependencies = [
+ "bitflags 2.9.1",
+]
+
 [[package]]
 name = "regex"
 version = "1.11.1"
@@ -1763,9 +2171,9 @@ checksum = "2b15c43186be67a4fd63bee50d0303afffcef381492ebe2c5d87f324e1b8815c"
 
 [[package]]
 name = "rgb"
-version = "0.8.50"
+version = "0.8.52"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "57397d16646700483b67d2dd6511d79318f9d057fdbd21a4066aeac8b41d310a"
+checksum = "0c6a884d2998352bb4daf0183589aec883f16a6da1f4dde84d8e2e9a5409a1ce"
 
 [[package]]
 name = "rusqlite"
@@ -1782,7 +2190,7 @@ dependencies = [
  "jiff",
  "libsqlite3-sys",
  "serde_json",
- "smallvec",
+ "smallvec 1.15.1",
  "time",
  "url",
  "uuid",
@@ -1790,9 +2198,9 @@ dependencies = [
 
 [[package]]
 name = "rustc-demangle"
-version = "0.1.24"
+version = "0.1.26"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "719b953e2095829ee67db738b3bfa9fa368c94900df327b3f07fe6e794d2fe1f"
+checksum = "56f7d92ca342cea22a06f2121d944b4fd82af56988c270852495420f961d4ace"
 
 [[package]]
 name = "rustc-hash"
@@ -1809,6 +2217,37 @@ dependencies = [
  "semver",
 ]
 
+[[package]]
+name = "rustix"
+version = "1.0.8"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "11181fbabf243db407ef8df94a6ce0b2f9a733bd8be4ad02b4eda9602296cac8"
+dependencies = [
+ "bitflags 2.9.1",
+ "errno",
+ "libc",
+ "linux-raw-sys",
+ "windows-sys 0.60.2",
+]
+
+[[package]]
+name = "rustls-pemfile"
+version = "2.2.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "dce314e5fee3f39953d46bb63bb8a46d40c2f8fb7cc5a3b6cab2bde9721d6e50"
+dependencies = [
+ "rustls-pki-types",
+]
+
+[[package]]
+name = "rustls-pki-types"
+version = "1.12.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "229a4a4c221013e7e1f1a043678c5cc39fe5171437c88fb47151a21e6f5b5c79"
+dependencies = [
+ "zeroize",
+]
+
 [[package]]
 name = "rustversion"
 version = "1.0.21"
@@ -1830,12 +2269,44 @@ dependencies = [
  "bytemuck",
 ]
 
+[[package]]
+name = "schannel"
+version = "0.1.27"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "1f29ebaa345f945cec9fbbc532eb307f0fdad8161f281b6369539c8d84876b3d"
+dependencies = [
+ "windows-sys 0.59.0",
+]
+
 [[package]]
 name = "scopeguard"
 version = "1.2.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "94143f37725109f92c262ed2cf5e59bce7498c01bcc1502d7b9afe439a4e9f49"
 
+[[package]]
+name = "security-framework"
+version = "2.11.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "897b2245f0b511c87893af39b033e5ca9cce68824c4d7e7630b5a1d339658d02"
+dependencies = [
+ "bitflags 2.9.1",
+ "core-foundation",
+ "core-foundation-sys",
+ "libc",
+ "security-framework-sys",
+]
+
+[[package]]
+name = "security-framework-sys"
+version = "2.14.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "49db231d56a190491cb4aeda9527f1ad45345af50b0851622a7adb8c03b01c32"
+dependencies = [
+ "core-foundation-sys",
+ "libc",
+]
+
 [[package]]
 name = "semver"
 version = "1.0.26"
@@ -1864,9 +2335,9 @@ dependencies = [
 
 [[package]]
 name = "serde_json"
-version = "1.0.140"
+version = "1.0.142"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "20068b6e96dc6c9bd23e01df8827e6c7e1f2fddd43c21810382803c136b99373"
+checksum = "030fedb782600dcbd6f02d479bf0d817ac3bb40d644745b769d6a96bc3afc5a7"
 dependencies = [
  "itoa",
  "memchr",
@@ -1883,6 +2354,17 @@ dependencies = [
  "serde",
 ]
 
+[[package]]
+name = "sha2"
+version = "0.10.9"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "a7507d819769d01a365ab707794a4084392c824f54a7a6a7862f8c3d0892b283"
+dependencies = [
+ "cfg-if",
+ "cpufeatures",
+ "digest",
+]
+
 [[package]]
 name = "sharded-slab"
 version = "0.1.7"
@@ -1927,10 +2409,33 @@ dependencies = [
 ]
 
 [[package]]
-name = "smallvec"
-version = "1.15.0"
+name = "slab"
+version = "0.4.11"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "8917285742e9f3e1683f0a9c4e6b57960b7314d0b08d30d1ecd426713ee2eee9"
+checksum = "7a2ae44ef20feb57a68b23d846850f861394c2e02dc425a50098ae8c90267589"
+
+[[package]]
+name = "smallvec"
+version = "1.15.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "67b1b7a3b5fe4f1376887184045fcf45c69e92af734b7aaddc05fb777b6fbd03"
+
+[[package]]
+name = "smallvec"
+version = "2.0.0-alpha.10"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "51d44cfb396c3caf6fbfd0ab422af02631b69ddd96d2eff0b0f0724f9024051b"
+
+[[package]]
+name = "socks"
+version = "0.3.4"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "f0c3dbbd9ae980613c6dd8e28a9407b50509d3803b57624d5dfe8315218cd58b"
+dependencies = [
+ "byteorder",
+ "libc",
+ "winapi",
+]
 
 [[package]]
 name = "spin"
@@ -1955,9 +2460,9 @@ checksum = "7da8b5736845d9f2fcb837ea5d9e2628564b3b043a70948a3f0b778838c5fb4f"
 
 [[package]]
 name = "syn"
-version = "2.0.100"
+version = "2.0.104"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "b09a44accad81e1ba1cd74a32461ba89dee89095ba17b32f5d03683b1b1fc2a0"
+checksum = "17b6f705963418cdb9927482fa304bc562ece2fdd4f616084c50b7023b435a40"
 dependencies = [
  "proc-macro2",
  "quote",
@@ -1994,12 +2499,36 @@ version = "1.0.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "55937e1799185b12863d447f42597ed69d9928686b8d88a1df17376a097d8369"
 
+[[package]]
+name = "tar"
+version = "0.4.44"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "1d863878d212c87a19c1a610eb53bb01fe12951c0501cf5a0d65f724914a667a"
+dependencies = [
+ "filetime",
+ "libc",
+ "xattr",
+]
+
 [[package]]
 name = "target-lexicon"
 version = "0.12.16"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "61c41af27dd6d1e27b1b16b489db798443478cef1f06a660c96db617ba5de3b1"
 
+[[package]]
+name = "tempfile"
+version = "3.20.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "e8a64e3985349f2441a1a9ef0b853f869006c3855f2cda6862a94d26ebb9d6a1"
+dependencies = [
+ "fastrand",
+ "getrandom 0.3.3",
+ "once_cell",
+ "rustix",
+ "windows-sys 0.59.0",
+]
+
 [[package]]
 name = "thiserror"
 version = "1.0.69"
@@ -2042,12 +2571,11 @@ dependencies = [
 
 [[package]]
 name = "thread_local"
-version = "1.1.8"
+version = "1.1.9"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "8b9ef9bad013ada3808854ceac7b46812a6465ba368859a37e2100283d2d719c"
+checksum = "f60246a4944f24f6e018aa17cdeffb7818b76356965d03b07d6a9886e8962185"
 dependencies = [
  "cfg-if",
- "once_cell",
 ]
 
 [[package]]
@@ -2104,12 +2632,16 @@ dependencies = [
 
 [[package]]
 name = "tokio"
-version = "1.44.2"
+version = "1.47.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "e6b88822cbe49de4185e3a4cbf8321dd487cf5fe0c5c65695fef6346371e9c48"
+checksum = "89e49afdadebb872d3145a5638b59eb0691ea23e46ca484037cfab3b76b95038"
 dependencies = [
  "backtrace",
+ "io-uring",
+ "libc",
+ "mio",
  "pin-project-lite",
+ "slab",
 ]
 
 [[package]]
@@ -2159,9 +2691,9 @@ dependencies = [
 
 [[package]]
 name = "tracing-attributes"
-version = "0.1.28"
+version = "0.1.30"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "395ae124c09f9e6918a2310af6038fba074bcf474ac352496d5910dd59a2226d"
+checksum = "81383ab64e72a7a8b8e13130c49e3dab29def6d0c7d76a03087b3cf71c5c6903"
 dependencies = [
  "proc-macro2",
  "quote",
@@ -2170,9 +2702,9 @@ dependencies = [
 
 [[package]]
 name = "tracing-core"
-version = "0.1.33"
+version = "0.1.34"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "e672c95779cf947c5311f83787af4fa8fffd12fb27e4993211a84bdfd9610f9c"
+checksum = "b9d12581f227e93f094d3af2ae690a574abb8a2b9b7a96e7cfe9647b2b617678"
 dependencies = [
  "once_cell",
  "valuable",
@@ -2200,7 +2732,7 @@ dependencies = [
  "once_cell",
  "regex",
  "sharded-slab",
- "smallvec",
+ "smallvec 1.15.1",
  "thread_local",
  "tracing",
  "tracing-core",
@@ -2225,6 +2757,37 @@ version = "0.1.14"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "7dd6e30e90baa6f72411720665d41d89b9a3d039dc45b8faea1ddd07f617f6af"
 
+[[package]]
+name = "ureq"
+version = "3.0.12"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "9f0fde9bc91026e381155f8c67cb354bcd35260b2f4a29bcc84639f762760c39"
+dependencies = [
+ "base64",
+ "der",
+ "log",
+ "native-tls",
+ "percent-encoding",
+ "rustls-pemfile",
+ "rustls-pki-types",
+ "socks",
+ "ureq-proto",
+ "utf-8",
+ "webpki-root-certs 0.26.11",
+]
+
+[[package]]
+name = "ureq-proto"
+version = "0.4.2"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "59db78ad1923f2b1be62b6da81fe80b173605ca0d57f85da2e005382adf693f7"
+dependencies = [
+ "base64",
+ "http",
+ "httparse",
+ "log",
+]
+
 [[package]]
 name = "url"
 version = "2.5.4"
@@ -2236,6 +2799,12 @@ dependencies = [
  "percent-encoding",
 ]
 
+[[package]]
+name = "utf-8"
+version = "0.7.6"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "09cc8ee72d2a9becf2f2febe0205bbed8fc6615b7cb429ad062dc7b7ddd036a9"
+
 [[package]]
 name = "utf8_iter"
 version = "1.0.4"
@@ -2287,6 +2856,12 @@ version = "0.2.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "852e951cb7832cb45cb1169900d19760cfa39b82bc0ea9c0e5a14ae88411c98b"
 
+[[package]]
+name = "version_check"
+version = "0.9.5"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "0b928f33d975fc6ad9f86c8f283853ad26bdd5b10b7f1542aa2fa15e2289105a"
+
 [[package]]
 name = "wasi"
 version = "0.11.1+wasi-snapshot-preview1"
@@ -2360,6 +2935,24 @@ dependencies = [
  "unicode-ident",
 ]
 
+[[package]]
+name = "webpki-root-certs"
+version = "0.26.11"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "75c7f0ef91146ebfb530314f5f1d24528d7f0767efbfd31dce919275413e393e"
+dependencies = [
+ "webpki-root-certs 1.0.2",
+]
+
+[[package]]
+name = "webpki-root-certs"
+version = "1.0.2"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "4e4ffd8df1c57e87c325000a3d6ef93db75279dc3a231125aac571650f22b12a"
+dependencies = [
+ "rustls-pki-types",
+]
+
 [[package]]
 name = "weezl"
 version = "0.1.10"
@@ -2463,7 +3056,7 @@ version = "0.52.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "282be5f36a8ce781fad8c8ae18fa3f9beff57ec1b52cb3de0789201425d9a33d"
 dependencies = [
- "windows-targets",
+ "windows-targets 0.52.6",
 ]
 
 [[package]]
@@ -2472,7 +3065,16 @@ version = "0.59.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "1e38bc4d79ed67fd075bcc251a1c39b32a1776bbe92e5bef1f0bf1f8c531853b"
 dependencies = [
- "windows-targets",
+ "windows-targets 0.52.6",
+]
+
+[[package]]
+name = "windows-sys"
+version = "0.60.2"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "f2f500e4d28234f72040990ec9d39e3a6b950f9f22d3dba18416c35882612bcb"
+dependencies = [
+ "windows-targets 0.53.3",
 ]
 
 [[package]]
@@ -2481,14 +3083,31 @@ version = "0.52.6"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "9b724f72796e036ab90c1021d4780d4d3d648aca59e491e6b98e725b84e99973"
 dependencies = [
- "windows_aarch64_gnullvm",
- "windows_aarch64_msvc",
- "windows_i686_gnu",
- "windows_i686_gnullvm",
- "windows_i686_msvc",
- "windows_x86_64_gnu",
- "windows_x86_64_gnullvm",
- "windows_x86_64_msvc",
+ "windows_aarch64_gnullvm 0.52.6",
+ "windows_aarch64_msvc 0.52.6",
+ "windows_i686_gnu 0.52.6",
+ "windows_i686_gnullvm 0.52.6",
+ "windows_i686_msvc 0.52.6",
+ "windows_x86_64_gnu 0.52.6",
+ "windows_x86_64_gnullvm 0.52.6",
+ "windows_x86_64_msvc 0.52.6",
+]
+
+[[package]]
+name = "windows-targets"
+version = "0.53.3"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "d5fe6031c4041849d7c496a8ded650796e7b6ecc19df1a431c1a363342e5dc91"
+dependencies = [
+ "windows-link",
+ "windows_aarch64_gnullvm 0.53.0",
+ "windows_aarch64_msvc 0.53.0",
+ "windows_i686_gnu 0.53.0",
+ "windows_i686_gnullvm 0.53.0",
+ "windows_i686_msvc 0.53.0",
+ "windows_x86_64_gnu 0.53.0",
+ "windows_x86_64_gnullvm 0.53.0",
+ "windows_x86_64_msvc 0.53.0",
 ]
 
 [[package]]
@@ -2497,42 +3116,84 @@ version = "0.52.6"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "32a4622180e7a0ec044bb555404c800bc9fd9ec262ec147edd5989ccd0c02cd3"
 
+[[package]]
+name = "windows_aarch64_gnullvm"
+version = "0.53.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "86b8d5f90ddd19cb4a147a5fa63ca848db3df085e25fee3cc10b39b6eebae764"
+
 [[package]]
 name = "windows_aarch64_msvc"
 version = "0.52.6"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "09ec2a7bb152e2252b53fa7803150007879548bc709c039df7627cabbd05d469"
 
+[[package]]
+name = "windows_aarch64_msvc"
+version = "0.53.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "c7651a1f62a11b8cbd5e0d42526e55f2c99886c77e007179efff86c2b137e66c"
+
 [[package]]
 name = "windows_i686_gnu"
 version = "0.52.6"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "8e9b5ad5ab802e97eb8e295ac6720e509ee4c243f69d781394014ebfe8bbfa0b"
 
+[[package]]
+name = "windows_i686_gnu"
+version = "0.53.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "c1dc67659d35f387f5f6c479dc4e28f1d4bb90ddd1a5d3da2e5d97b42d6272c3"
+
 [[package]]
 name = "windows_i686_gnullvm"
 version = "0.52.6"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "0eee52d38c090b3caa76c563b86c3a4bd71ef1a819287c19d586d7334ae8ed66"
 
+[[package]]
+name = "windows_i686_gnullvm"
+version = "0.53.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "9ce6ccbdedbf6d6354471319e781c0dfef054c81fbc7cf83f338a4296c0cae11"
+
 [[package]]
 name = "windows_i686_msvc"
 version = "0.52.6"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "240948bc05c5e7c6dabba28bf89d89ffce3e303022809e73deaefe4f6ec56c66"
 
+[[package]]
+name = "windows_i686_msvc"
+version = "0.53.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "581fee95406bb13382d2f65cd4a908ca7b1e4c2f1917f143ba16efe98a589b5d"
+
 [[package]]
 name = "windows_x86_64_gnu"
 version = "0.52.6"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "147a5c80aabfbf0c7d901cb5895d1de30ef2907eb21fbbab29ca94c5b08b1a78"
 
+[[package]]
+name = "windows_x86_64_gnu"
+version = "0.53.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "2e55b5ac9ea33f2fc1716d1742db15574fd6fc8dadc51caab1c16a3d3b4190ba"
+
 [[package]]
 name = "windows_x86_64_gnullvm"
 version = "0.52.6"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "24d5b23dc417412679681396f2b49f3de8c1473deb516bd34410872eff51ed0d"
 
+[[package]]
+name = "windows_x86_64_gnullvm"
+version = "0.53.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "0a6e035dd0599267ce1ee132e51c27dd29437f63325753051e71dd9e42406c57"
+
 [[package]]
 name = "windows_x86_64_msvc"
 version = "0.52.6"
@@ -2540,10 +3201,16 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "589f6da84c646204747d1270a2a5661ea66ed1cced2631d546fdfb155959f9ec"
 
 [[package]]
-name = "winnow"
-version = "0.7.11"
+name = "windows_x86_64_msvc"
+version = "0.53.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "74c7b26e3480b707944fc872477815d29a8e429d2f93a1ce000f5fa84a15cbcd"
+checksum = "271414315aff87387382ec3d271b52d7ae78726f5d44ac98b4f4030c91880486"
+
+[[package]]
+name = "winnow"
+version = "0.7.12"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "f3edebf492c8125044983378ecb5766203ad3b4c2f7a922bd7dd207f6d443e95"
 dependencies = [
  "memchr",
 ]
@@ -2563,6 +3230,16 @@ version = "0.6.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "ea2f10b9bb0928dfb1b42b65e1f9e36f7f54dbdf08457afefb38afcdec4fa2bb"
 
+[[package]]
+name = "xattr"
+version = "1.5.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "af3a19837351dc82ba89f8a125e22a3c475f05aba604acc023d62b2739ae2909"
+dependencies = [
+ "libc",
+ "rustix",
+]
+
 [[package]]
 name = "yansi-term"
 version = "0.1.2"
@@ -2637,6 +3314,12 @@ dependencies = [
  "synstructure",
 ]
 
+[[package]]
+name = "zeroize"
+version = "1.8.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "ced3678a2879b30306d323f4542626697a464a97c0a07c9aebf7ebca65cd4dde"
+
 [[package]]
 name = "zerotrie"
 version = "0.2.2"
@@ -2650,9 +3333,9 @@ dependencies = [
 
 [[package]]
 name = "zerovec"
-version = "0.11.2"
+version = "0.11.4"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "4a05eb080e015ba39cc9e23bbe5e7fb04d5fb040350f99f34e338d5fdd294428"
+checksum = "e7aa2bd55086f1ab526693ecbe444205da57e25f4489879da80635a46d90e73b"
 dependencies = [
  "yoke",
  "zerofrom",
@@ -2687,9 +3370,9 @@ dependencies = [
 
 [[package]]
 name = "zune-jpeg"
-version = "0.4.19"
+version = "0.4.20"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "2c9e525af0a6a658e031e95f14b7f889976b74a11ba0eca5a5fc9ac8a1c43a6a"
+checksum = "fc1f7e205ce79eb2da3cd71c5f55f3589785cb7c79f6a03d1c8d1491bda5d089"
 dependencies = [
  "zune-core",
 ]
diff --git a/Cargo.toml b/Cargo.toml
index ad37394..ccea3d8 100644
--- a/Cargo.toml
+++ b/Cargo.toml
@@ -22,6 +22,7 @@ mnn-bridge = { git = "https://github.com/uttarayan21/mnn-rs", version = "0.1.0",
 mnn-sync = { git = "https://github.com/uttarayan21/mnn-rs", version = "0.1.0", features = [
     "tracing",
 ], branch = "restructure-tensor-type" }
+nalgebra = { version = "0.34.0", default-features = false, features = ["std"] }
 
 [package]
 name = "detector"
@@ -35,7 +36,7 @@ clap_complete = "4.5"
 error-stack = "0.5"
 fast_image_resize = "5.2.0"
 image = "0.25.6"
-nalgebra = "0.33.2"
+nalgebra = { workspace = true }
 ndarray = "0.16.1"
 ndarray-image = { workspace = true }
 ndarray-resize = { workspace = true }
@@ -52,6 +53,7 @@ bounding-box = { version = "0.1.0", path = "bounding-box" }
 color = "0.3.1"
 itertools = "0.14.0"
 ordered-float = "5.0.0"
+ort = "2.0.0-rc.10"
 
 [profile.release]
 debug = true
diff --git a/Makefile.toml b/Makefile.toml
new file mode 100644
index 0000000..3d185a3
--- /dev/null
+++ b/Makefile.toml
@@ -0,0 +1,27 @@
+[tasks.convert_facenet]
+command = "MNNConvert"
+args = [
+    "-f",
+    "ONNX",
+    "--modelFile",
+    "models/facenet.onnx",
+    "--MNNModel",
+    "models/facenet.mnn",
+    "--fp16",
+    "--bizCode",
+    "MNN",
+]
+
+[tasks.convert_retinaface]
+command = "MNNConvert"
+args = [
+    "-f",
+    "ONNX",
+    "--modelFile",
+    "models/retinaface.onnx",
+    "--MNNModel",
+    "models/retinaface.mnn",
+    "--fp16",
+    "--bizCode",
+    "MNN",
+]
diff --git a/bounding-box/Cargo.toml b/bounding-box/Cargo.toml
index 3169ed9..9900d8d 100644
--- a/bounding-box/Cargo.toml
+++ b/bounding-box/Cargo.toml
@@ -6,7 +6,7 @@ edition = "2024"
 [dependencies]
 color = "0.3.1"
 itertools = "0.14.0"
-nalgebra = "0.33.2"
+nalgebra = { workspace = true }
 ndarray = { version = "0.16.1", optional = true }
 num = "0.4.3"
 ordered-float = "5.0.0"
diff --git a/facenet.mnn b/facenet.mnn
new file mode 100644
index 0000000..75f56e2
Binary files /dev/null and b/facenet.mnn differ
diff --git a/flake.nix b/flake.nix
index 9aae400..3126f96 100644
--- a/flake.nix
+++ b/flake.nix
@@ -27,20 +27,22 @@
     };
   };
 
-  outputs = {
-    self,
-    crane,
-    flake-utils,
-    nixpkgs,
-    rust-overlay,
-    advisory-db,
-    nix-github-actions,
-    mnn-overlay,
-    mnn-src,
-    ...
-  }:
+  outputs =
+    {
+      self,
+      crane,
+      flake-utils,
+      nixpkgs,
+      rust-overlay,
+      advisory-db,
+      nix-github-actions,
+      mnn-overlay,
+      mnn-src,
+      ...
+    }:
     flake-utils.lib.eachDefaultSystem (
-      system: let
+      system:
+      let
         pkgs = import nixpkgs {
           inherit system;
           overlays = [
@@ -61,118 +63,148 @@
 
         stableToolchain = pkgs.rust-bin.stable.latest.default;
         stableToolchainWithLLvmTools = stableToolchain.override {
-          extensions = ["rust-src" "llvm-tools"];
+          extensions = [
+            "rust-src"
+            "llvm-tools"
+          ];
         };
         stableToolchainWithRustAnalyzer = stableToolchain.override {
-          extensions = ["rust-src" "rust-analyzer"];
+          extensions = [
+            "rust-src"
+            "rust-analyzer"
+          ];
         };
         craneLib = (crane.mkLib pkgs).overrideToolchain stableToolchain;
         craneLibLLvmTools = (crane.mkLib pkgs).overrideToolchain stableToolchainWithLLvmTools;
 
-        src = let
-          filterBySuffix = path: exts: lib.any (ext: lib.hasSuffix ext path) exts;
-          sourceFilters = path: type: (craneLib.filterCargoSources path type) || filterBySuffix path [".c" ".h" ".hpp" ".cpp" ".cc"];
-        in
+        src =
+          let
+            filterBySuffix = path: exts: lib.any (ext: lib.hasSuffix ext path) exts;
+            sourceFilters =
+              path: type:
+              (craneLib.filterCargoSources path type)
+              || filterBySuffix path [
+                ".c"
+                ".h"
+                ".hpp"
+                ".cpp"
+                ".cc"
+              ];
+          in
           lib.cleanSourceWith {
             filter = sourceFilters;
             src = ./.;
           };
-        commonArgs =
-          {
-            inherit src;
-            pname = name;
-            stdenv = pkgs.clangStdenv;
-            doCheck = false;
-            LIBCLANG_PATH = "${pkgs.llvmPackages.libclang.lib}/lib";
-            # nativeBuildInputs = with pkgs; [
-            #   cmake
-            #   llvmPackages.libclang.lib
-            # ];
-            buildInputs = with pkgs;
-              []
-              ++ (lib.optionals pkgs.stdenv.isDarwin [
-                libiconv
-                apple-sdk_13
-              ]);
-          }
-          // (lib.optionalAttrs pkgs.stdenv.isLinux {
-            # BINDGEN_EXTRA_CLANG_ARGS = "-I${pkgs.llvmPackages.libclang.lib}/lib/clang/18/include";
-          });
+        commonArgs = {
+          inherit src;
+          pname = name;
+          stdenv = pkgs.clangStdenv;
+          doCheck = false;
+          LIBCLANG_PATH = "${pkgs.llvmPackages.libclang.lib}/lib";
+          # nativeBuildInputs = with pkgs; [
+          #   cmake
+          #   llvmPackages.libclang.lib
+          # ];
+          buildInputs =
+            with pkgs;
+            [ ]
+            ++ (lib.optionals pkgs.stdenv.isDarwin [
+              libiconv
+              apple-sdk_13
+            ]);
+        }
+        // (lib.optionalAttrs pkgs.stdenv.isLinux {
+          # BINDGEN_EXTRA_CLANG_ARGS = "-I${pkgs.llvmPackages.libclang.lib}/lib/clang/18/include";
+        });
         cargoArtifacts = craneLib.buildPackage commonArgs;
-      in {
-        checks =
-          {
-            "${name}-clippy" = craneLib.cargoClippy (commonArgs
-              // {
-                inherit cargoArtifacts;
-                cargoClippyExtraArgs = "--all-targets -- --deny warnings";
-              });
-            "${name}-docs" = craneLib.cargoDoc (commonArgs // {inherit cargoArtifacts;});
-            "${name}-fmt" = craneLib.cargoFmt {inherit src;};
-            "${name}-toml-fmt" = craneLib.taploFmt {
-              src = pkgs.lib.sources.sourceFilesBySuffices src [".toml"];
-            };
-            # Audit dependencies
-            "${name}-audit" = craneLib.cargoAudit {
-              inherit src advisory-db;
-            };
-
-            # Audit licenses
-            "${name}-deny" = craneLib.cargoDeny {
-              inherit src;
-            };
-            "${name}-nextest" = craneLib.cargoNextest (commonArgs
-              // {
-                inherit cargoArtifacts;
-                partitions = 1;
-                partitionType = "count";
-              });
-          }
-          // lib.optionalAttrs (!pkgs.stdenv.isDarwin) {
-            "${name}-llvm-cov" = craneLibLLvmTools.cargoLlvmCov (commonArgs // {inherit cargoArtifacts;});
+      in
+      {
+        checks = {
+          "${name}-clippy" = craneLib.cargoClippy (
+            commonArgs
+            // {
+              inherit cargoArtifacts;
+              cargoClippyExtraArgs = "--all-targets -- --deny warnings";
+            }
+          );
+          "${name}-docs" = craneLib.cargoDoc (commonArgs // { inherit cargoArtifacts; });
+          "${name}-fmt" = craneLib.cargoFmt { inherit src; };
+          "${name}-toml-fmt" = craneLib.taploFmt {
+            src = pkgs.lib.sources.sourceFilesBySuffices src [ ".toml" ];
+          };
+          # Audit dependencies
+          "${name}-audit" = craneLib.cargoAudit {
+            inherit src advisory-db;
           };
 
-        packages = let
-          pkg = craneLib.buildPackage (commonArgs
-            // {inherit cargoArtifacts;}
+          # Audit licenses
+          "${name}-deny" = craneLib.cargoDeny {
+            inherit src;
+          };
+          "${name}-nextest" = craneLib.cargoNextest (
+            commonArgs
             // {
-              nativeBuildInputs = with pkgs; [
-                installShellFiles
-              ];
-              postInstall = ''
-                installShellCompletion --cmd ${name} \
-                  --bash <($out/bin/${name} completions bash) \
-                  --fish <($out/bin/${name} completions fish) \
-                  --zsh <($out/bin/${name} completions zsh)
-              '';
-            });
-        in {
-          "${name}" = pkg;
-          default = pkg;
+              inherit cargoArtifacts;
+              partitions = 1;
+              partitionType = "count";
+            }
+          );
+        }
+        // lib.optionalAttrs (!pkgs.stdenv.isDarwin) {
+          "${name}-llvm-cov" = craneLibLLvmTools.cargoLlvmCov (commonArgs // { inherit cargoArtifacts; });
         };
 
+        packages =
+          let
+            pkg = craneLib.buildPackage (
+              commonArgs
+              // {
+                inherit cargoArtifacts;
+              }
+              // {
+                nativeBuildInputs = with pkgs; [
+                  installShellFiles
+                ];
+                postInstall = ''
+                  installShellCompletion --cmd ${name} \
+                    --bash <($out/bin/${name} completions bash) \
+                    --fish <($out/bin/${name} completions fish) \
+                    --zsh <($out/bin/${name} completions zsh)
+                '';
+              }
+            );
+          in
+          {
+            "${name}" = pkg;
+            default = pkg;
+          };
+
         devShells = {
-          default = pkgs.mkShell.override {stdenv = pkgs.clangStdenv;} (commonArgs
+          default = pkgs.mkShell.override { stdenv = pkgs.clangStdenv; } (
+            commonArgs
             // {
               LLDB_DEBUGSERVER_PATH = "/Applications/Xcode.app/Contents/SharedFrameworks/LLDB.framework/Versions/A/Resources/debugserver";
-              packages = with pkgs;
+              packages =
+                with pkgs;
                 [
                   stableToolchainWithRustAnalyzer
                   cargo-nextest
                   cargo-deny
                   cmake
                   mnn
+                  cargo-make
                 ]
                 ++ (lib.optionals pkgs.stdenv.isDarwin [
                   apple-sdk_13
                 ]);
-            });
+            }
+          );
         };
       }
     )
     // {
       githubActions = nix-github-actions.lib.mkGithubMatrix {
-        checks = nixpkgs.lib.getAttrs ["x86_64-linux"] self.checks;
+        checks = nixpkgs.lib.getAttrs [ "x86_64-linux" ] self.checks;
       };
     };
 }
diff --git a/src/cli.rs b/src/cli.rs
index bb0227a..c6665ab 100644
--- a/src/cli.rs
+++ b/src/cli.rs
@@ -48,6 +48,8 @@ pub struct Detect {
     pub model_type: Models,
     #[clap(short, long)]
     pub output: Option<PathBuf>,
+    #[clap(short, long, default_value = "cpu")]
+    pub forward_type: mnn::ForwardType,
     #[clap(short, long, default_value_t = 0.8)]
     pub threshold: f32,
     #[clap(short, long, default_value_t = 0.3)]
diff --git a/src/facedet/retinaface.rs b/src/facedet/retinaface.rs
index 856b9ad..174a9c3 100644
--- a/src/facedet/retinaface.rs
+++ b/src/facedet/retinaface.rs
@@ -246,7 +246,56 @@ impl FaceDetectionModelOutput {
     }
 }
 
+pub struct FaceDetectionBuilder {
+    schedule_config: Option<mnn::ScheduleConfig>,
+    backend_config: Option<mnn::BackendConfig>,
+    model: mnn::Interpreter,
+}
+
+impl FaceDetectionBuilder {
+    pub fn new(model: impl AsRef<[u8]>) -> Result<Self> {
+        Ok(Self {
+            schedule_config: None,
+            backend_config: None,
+            model: mnn::Interpreter::from_bytes(model.as_ref())
+                .map_err(|e| e.into_inner())
+                .change_context(Error)
+                .attach_printable("Failed to load model from bytes")?,
+        })
+    }
+
+    pub fn with_forward_type(mut self, forward_type: mnn::ForwardType) -> Self {
+        self.schedule_config
+            .get_or_insert_default()
+            .set_type(forward_type);
+        self
+    }
+
+    pub fn with_schedule_config(mut self, config: mnn::ScheduleConfig) -> Self {
+        self.schedule_config = Some(config);
+        self
+    }
+
+    pub fn with_backend_config(mut self, config: mnn::BackendConfig) -> Self {
+        self.backend_config = Some(config);
+        self
+    }
+
+    pub fn build(self) -> Result<FaceDetection> {
+        let model = self.model;
+        let sc = self.schedule_config.unwrap_or_default();
+        let handle = mnn_sync::SessionHandle::new(model, sc)
+            .change_context(Error)
+            .attach_printable("Failed to create session handle")?;
+        Ok(FaceDetection { handle })
+    }
+}
+
 impl FaceDetection {
+    pub fn builder<T: AsRef<[u8]>>()
+    -> fn(T) -> std::result::Result<FaceDetectionBuilder, Report<Error>> {
+        FaceDetectionBuilder::new
+    }
     pub fn new(path: impl AsRef<Path>) -> Result<Self> {
         let model = std::fs::read(path)
             .change_context(Error)
@@ -267,7 +316,7 @@ impl FaceDetection {
             .attach_printable("Failed to set cache file")?;
         let bc = mnn::BackendConfig::default().with_memory_mode(mnn::MemoryMode::High);
         let sc = mnn::ScheduleConfig::new()
-            .with_type(mnn::ForwardType::CPU)
+            .with_type(mnn::ForwardType::Metal)
             .with_backend_config(bc);
         tracing::info!("Creating session handle for face detection model");
         let handle = mnn_sync::SessionHandle::new(model, sc)
diff --git a/src/faceembed/facenet.rs b/src/faceembed/facenet.rs
index 5abae7a..5ef3233 100644
--- a/src/faceembed/facenet.rs
+++ b/src/faceembed/facenet.rs
@@ -2,11 +2,57 @@ use crate::errors::*;
 use mnn_bridge::ndarray::*;
 use ndarray::{Array1, Array2, ArrayView3, ArrayView4};
 use std::path::Path;
+mod mnn_impl;
+mod ort_impl;
 
 #[derive(Debug)]
 pub struct EmbeddingGenerator {
     handle: mnn_sync::SessionHandle,
 }
+pub struct EmbeddingGeneratorBuilder {
+    schedule_config: Option<mnn::ScheduleConfig>,
+    backend_config: Option<mnn::BackendConfig>,
+    model: mnn::Interpreter,
+}
+
+impl EmbeddingGeneratorBuilder {
+    pub fn new(model: impl AsRef<[u8]>) -> Result<Self> {
+        Ok(Self {
+            schedule_config: None,
+            backend_config: None,
+            model: mnn::Interpreter::from_bytes(model.as_ref())
+                .map_err(|e| e.into_inner())
+                .change_context(Error)
+                .attach_printable("Failed to load model from bytes")?,
+        })
+    }
+
+    pub fn with_forward_type(mut self, forward_type: mnn::ForwardType) -> Self {
+        self.schedule_config
+            .get_or_insert_default()
+            .set_type(forward_type);
+        self
+    }
+
+    pub fn with_schedule_config(mut self, config: mnn::ScheduleConfig) -> Self {
+        self.schedule_config = Some(config);
+        self
+    }
+
+    pub fn with_backend_config(mut self, config: mnn::BackendConfig) -> Self {
+        self.backend_config = Some(config);
+        self
+    }
+
+    pub fn build(self) -> Result<EmbeddingGenerator> {
+        let model = self.model;
+        let sc = self.schedule_config.unwrap_or_default();
+        let handle = mnn_sync::SessionHandle::new(model, sc)
+            .change_context(Error)
+            .attach_printable("Failed to create session handle")?;
+        Ok(EmbeddingGenerator { handle })
+    }
+}
 
 impl EmbeddingGenerator {
     const INPUT_NAME: &'static str = "serving_default_input_6:0";
@@ -18,6 +64,11 @@ impl EmbeddingGenerator {
         Self::new_from_bytes(&model)
     }
 
+    pub fn builder<T: AsRef<[u8]>>()
+    -> fn(T) -> std::result::Result<EmbeddingGeneratorBuilder, Report<Error>> {
+        EmbeddingGeneratorBuilder::new
+    }
+
     pub fn new_from_bytes(model: &[u8]) -> Result<Self> {
         tracing::info!("Loading face embedding model from bytes");
         let mut model = mnn::Interpreter::from_bytes(model)
@@ -57,16 +108,24 @@ impl EmbeddingGenerator {
                 tracing::trace!("Image Tensor shape: {:?}", tensor.shape());
                 let (intptr, session) = sr.both_mut();
                 tracing::trace!("Copying input tensor to host");
-                unsafe {
+                let needs_resize = unsafe {
                     let mut input = intptr.input_unresized::<f32>(session, Self::INPUT_NAME)?;
                     tracing::trace!("Input shape: {:?}", input.shape());
                     if *input.shape() != shape {
                         tracing::trace!("Resizing input tensor to shape: {:?}", shape);
                         // input.resize(shape);
                         intptr.resize_tensor(input.view_mut(), shape);
+                        true
+                    } else {
+                        false
                     }
+                };
+                if needs_resize {
+                    tracing::trace!("Resized input tensor to shape: {:?}", shape);
+                    let now = std::time::Instant::now();
+                    intptr.resize_session(session);
+                    tracing::trace!("Session resized in {:?}", now.elapsed());
                 }
-                intptr.resize_session(session);
                 let mut input = intptr.input::<f32>(session, Self::INPUT_NAME)?;
                 tracing::trace!("Input shape: {:?}", input.shape());
                 input.copy_from_host_tensor(tensor.view())?;
diff --git a/src/faceembed/facenet/mnn_impl.rs b/src/faceembed/facenet/mnn_impl.rs
new file mode 100644
index 0000000..8b13789
--- /dev/null
+++ b/src/faceembed/facenet/mnn_impl.rs
@@ -0,0 +1 @@
+
diff --git a/src/faceembed/facenet/ort_impl.rs b/src/faceembed/facenet/ort_impl.rs
new file mode 100644
index 0000000..bcc5a90
--- /dev/null
+++ b/src/faceembed/facenet/ort_impl.rs
@@ -0,0 +1,65 @@
+use crate::errors::{Result, *};
+use ndarray::*;
+use ort::*;
+use std::path::Path;
+
+#[derive(Debug)]
+pub struct EmbeddingGenerator {
+    handle: ort::session::Session,
+}
+
+// impl EmbeddingGeneratorBuilder {
+//     pub fn new(model: impl AsRef<[u8]>) -> Result<Self> {
+//         Ok(Self {
+//             schedule_config: None,
+//             backend_config: None,
+//             model: mnn::Interpreter::from_bytes(model.as_ref())
+//                 .map_err(|e| e.into_inner())
+//                 .change_context(Error)
+//                 .attach_printable("Failed to load model from bytes")?,
+//         })
+//     }
+//
+//     pub fn with_forward_type(mut self, forward_type: mnn::ForwardType) -> Self {
+//         self.schedule_config
+//             .get_or_insert_default()
+//             .set_type(forward_type);
+//         self
+//     }
+//
+//     pub fn with_schedule_config(mut self, config: mnn::ScheduleConfig) -> Self {
+//         self.schedule_config = Some(config);
+//         self
+//     }
+//
+//     pub fn with_backend_config(mut self, config: mnn::BackendConfig) -> Self {
+//         self.backend_config = Some(config);
+//         self
+//     }
+//
+//     pub fn build(self) -> Result<EmbeddingGenerator> {
+//         let model = self.model;
+//         let sc = self.schedule_config.unwrap_or_default();
+//         let handle = mnn_sync::SessionHandle::new(model, sc)
+//             .change_context(Error)
+//             .attach_printable("Failed to create session handle")?;
+//         Ok(EmbeddingGenerator { handle })
+//     }
+// }
+
+impl EmbeddingGenerator {
+    const INPUT_NAME: &'static str = "serving_default_input_6:0";
+    const OUTPUT_NAME: &'static str = "StatefulPartitionedCall:0";
+    pub fn new(path: impl AsRef<Path>) -> Result<Self> {
+        let model = std::fs::read(path)
+            .change_context(Error)
+            .attach_printable("Failed to read model file")?;
+        Self::new_from_bytes(&model)
+    }
+
+    pub fn new_from_bytes(model: impl AsRef<[u8]>) -> Result<Self> {
+        todo!()
+    }
+
+    // pub fn run_models(&self, face: ArrayView4<u8>) -> Result<Array2<f32>> {}
+}
diff --git a/src/main.rs b/src/main.rs
index d06626c..1f8150f 100644
--- a/src/main.rs
+++ b/src/main.rs
@@ -4,10 +4,12 @@ use bounding_box::roi::MultiRoi;
 use detector::{facedet::retinaface::FaceDetectionConfig, faceembed};
 use errors::*;
 use fast_image_resize::ResizeOptions;
-use nalgebra::zero;
+use ndarray::*;
 use ndarray_image::*;
+use ndarray_resize::NdFir;
 const RETINAFACE_MODEL: &[u8] = include_bytes!("../models/retinaface.mnn");
 const FACENET_MODEL: &[u8] = include_bytes!("../models/facenet.mnn");
+const CHUNK_SIZE: usize = 8;
 pub fn main() -> Result<()> {
     tracing_subscriber::fmt()
         .with_env_filter("trace")
@@ -19,10 +21,16 @@ pub fn main() -> Result<()> {
     match args.cmd {
         cli::SubCommand::Detect(detect) => {
             use detector::facedet;
-            let retinaface = facedet::retinaface::FaceDetection::new_from_bytes(RETINAFACE_MODEL)
+            let retinaface = facedet::retinaface::FaceDetection::builder()(RETINAFACE_MODEL)
+                .change_context(Error)?
+                .with_forward_type(detect.forward_type)
+                .build()
                 .change_context(errors::Error)
                 .attach_printable("Failed to create face detection model")?;
-            let facenet = faceembed::facenet::EmbeddingGenerator::new_from_bytes(FACENET_MODEL)
+            let facenet = faceembed::facenet::EmbeddingGenerator::builder()(FACENET_MODEL)
+                .change_context(Error)?
+                .with_forward_type(detect.forward_type)
+                .build()
                 .change_context(errors::Error)
                 .attach_printable("Failed to create face embedding model")?;
             let image = image::open(detect.image).change_context(Error)?;
@@ -45,8 +53,6 @@ pub fn main() -> Result<()> {
                 use bounding_box::draw::*;
                 array.draw(bbox, color::palette::css::GREEN_YELLOW.to_rgba8(), 1);
             }
-            use ndarray::{Array2, Array3, Array4, Axis};
-            use ndarray_resize::NdFir;
             let face_rois = array
                 .view()
                 .multi_roi(&output.bbox)
@@ -68,21 +74,19 @@ pub fn main() -> Result<()> {
                 .collect::<Result<Vec<_>>>()?;
             let face_roi_views = face_rois.iter().map(|roi| roi.view()).collect::<Vec<_>>();
 
+            let chunk_size = CHUNK_SIZE;
             let embeddings = face_roi_views
-                .chunks(8)
+                .chunks(chunk_size)
                 .map(|chunk| {
                     tracing::info!("Processing chunk of size: {}", chunk.len());
 
                     if chunk.len() < 8 {
                         tracing::warn!("Chunk size is less than 8, padding with zeros");
                         let zeros = Array3::zeros((512, 512, 3));
-                        let padded: Vec<ndarray::ArrayView3<'_, u8>> = chunk
-                            .iter()
-                            .cloned()
-                            .chain(core::iter::repeat(zeros.view()))
-                            .take(8)
-                            .collect();
-                        let face_rois: Array4<u8> = ndarray::stack(Axis(0), padded.as_slice())
+                        let zero_array = core::iter::repeat(zeros.view())
+                            .take(chunk_size)
+                            .collect::<Vec<_>>();
+                        let face_rois: Array4<u8> = ndarray::stack(Axis(0), zero_array.as_slice())
                             .change_context(errors::Error)
                             .attach_printable("Failed to stack rois together")?;
                         let output = facenet.run_models(face_rois.view()).change_context(Error)?;