diff --git a/Cargo.lock b/Cargo.lock
index fd6baab5..de54c536 100644
--- a/Cargo.lock
+++ b/Cargo.lock
@@ -120,7 +120,7 @@ checksum = "0ae92a5119aa49cdbcf6b9f893fe4e1d98b04ccbf82ee0584ad948a44a734dea"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.58",
+ "syn 2.0.60",
 ]
 
 [[package]]
@@ -159,7 +159,7 @@ checksum = "16e62a023e7c117e27523144c5d2459f4397fcc3cab0085af8e2224f643a0193"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.58",
+ "syn 2.0.60",
 ]
 
 [[package]]
@@ -170,7 +170,7 @@ checksum = "c6fa2087f2753a7da8cc1c0dbfcf89579dd57458e36769de5ac750b4671737ca"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.58",
+ "syn 2.0.60",
 ]
 
 [[package]]
@@ -449,9 +449,9 @@ checksum = "df8670b8c7b9dae1793364eafadf7239c40d669904660c5960d74cfd80b46a53"
 
 [[package]]
 name = "cc"
-version = "1.0.92"
+version = "1.0.94"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "2678b2e3449475e95b0aa6f9b506a28e61b3dc8996592b983695e8ebb58a8b41"
+checksum = "17f6e324229dc011159fcc089755d1e2e216a90d43a7dea6853ca740b84f35e7"
 dependencies = [
  "jobserver",
  "libc",
@@ -510,7 +510,7 @@ dependencies = [
  "heck 0.5.0",
  "proc-macro2",
  "quote",
- "syn 2.0.58",
+ "syn 2.0.60",
 ]
 
 [[package]]
@@ -665,9 +665,9 @@ dependencies = [
 
 [[package]]
 name = "darling"
-version = "0.14.4"
+version = "0.20.8"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "7b750cb3417fd1b327431a470f388520309479ab0bf5e323505daf0290cd3850"
+checksum = "54e36fcd13ed84ffdfda6f5be89b31287cbb80c439841fe69e04841435464391"
 dependencies = [
  "darling_core",
  "darling_macro",
@@ -675,27 +675,27 @@ dependencies = [
 
 [[package]]
 name = "darling_core"
-version = "0.14.4"
+version = "0.20.8"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "109c1ca6e6b7f82cc233a97004ea8ed7ca123a9af07a8230878fcfda9b158bf0"
+checksum = "9c2cf1c23a687a1feeb728783b993c4e1ad83d99f351801977dd809b48d0a70f"
 dependencies = [
  "fnv",
  "ident_case",
  "proc-macro2",
  "quote",
  "strsim 0.10.0",
- "syn 1.0.109",
+ "syn 2.0.60",
 ]
 
 [[package]]
 name = "darling_macro"
-version = "0.14.4"
+version = "0.20.8"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "a4aab4dbc9f7611d8b55048a3a16d2d010c2c8334e46304b40ac1cc14bf3b48e"
+checksum = "a668eda54683121533a393014d8692171709ff57a7d61f187b6e782719f8933f"
 dependencies = [
  "darling_core",
  "quote",
- "syn 1.0.109",
+ "syn 2.0.60",
 ]
 
 [[package]]
@@ -709,33 +709,33 @@ dependencies = [
 
 [[package]]
 name = "derive_builder"
-version = "0.12.0"
+version = "0.20.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "8d67778784b508018359cbc8696edb3db78160bab2c2a28ba7f56ef6932997f8"
+checksum = "0350b5cb0331628a5916d6c5c0b72e97393b8b6b03b47a9284f4e7f5a405ffd7"
 dependencies = [
  "derive_builder_macro",
 ]
 
 [[package]]
 name = "derive_builder_core"
-version = "0.12.0"
+version = "0.20.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "c11bdc11a0c47bc7d37d582b5285da6849c96681023680b906673c5707af7b0f"
+checksum = "d48cda787f839151732d396ac69e3473923d54312c070ee21e9effcaa8ca0b1d"
 dependencies = [
  "darling",
  "proc-macro2",
  "quote",
- "syn 1.0.109",
+ "syn 2.0.60",
 ]
 
 [[package]]
 name = "derive_builder_macro"
-version = "0.12.0"
+version = "0.20.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "ebcda35c7a396850a55ffeac740804b40ffec779b98fffbb1738f4033f0ee79e"
+checksum = "206868b8242f27cecce124c19fd88157fbd0dd334df2587f36417bafbc85097b"
 dependencies = [
  "derive_builder_core",
- "syn 1.0.109",
+ "syn 2.0.60",
 ]
 
 [[package]]
@@ -800,9 +800,9 @@ dependencies = [
 
 [[package]]
 name = "either"
-version = "1.10.0"
+version = "1.11.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "11157ac094ffbdde99aa67b23417ebdd801842852b500e395a45a9c0aac03e4a"
+checksum = "a47c1c47d2f5964e29c61246e81db715514cd532db6b5116a25ea3c03d6780a2"
 
 [[package]]
 name = "encode_unicode"
@@ -1018,7 +1018,7 @@ checksum = "87750cf4b7a4c0625b1529e4c543c2182106e4dedc60a2a6455e00d212c489ac"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.58",
+ "syn 2.0.60",
 ]
 
 [[package]]
@@ -1423,7 +1423,7 @@ checksum = "c34819042dc3d3971c46c2190835914dfbe0c3c13f61449b2997f4e9722dfa60"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.58",
+ "syn 2.0.60",
 ]
 
 [[package]]
@@ -1476,9 +1476,9 @@ checksum = "49f1f14873335454500d59611f1cf4a4b0f786f9ac11f4312a78e4cf2566695b"
 
 [[package]]
 name = "jobserver"
-version = "0.1.29"
+version = "0.1.30"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "f08474e32172238f2827bd160c67871cdb2801430f65c3979184dc362e3ca118"
+checksum = "685a7d121ee3f65ae4fddd72b25a04bb36b6af81bc0828f7d5434c0fe60fa3a2"
 dependencies = [
  "libc",
 ]
@@ -1703,7 +1703,7 @@ checksum = "38b4faf00617defe497754acde3024865bc143d44a86799b24e191ecff91354f"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.58",
+ "syn 2.0.60",
 ]
 
 [[package]]
@@ -1775,9 +1775,9 @@ dependencies = [
 
 [[package]]
 name = "monostate"
-version = "0.1.11"
+version = "0.1.12"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "878c2a1f1c70e5724fa28f101ca787b6a7e8ad5c5e4ae4ca3b0fa4a419fa9075"
+checksum = "a20fffcd8ca4c69d31e036a71abc400147b41f90895df4edcb36497a1f8af8bf"
 dependencies = [
  "monostate-impl",
  "serde",
@@ -1785,13 +1785,13 @@ dependencies = [
 
 [[package]]
 name = "monostate-impl"
-version = "0.1.11"
+version = "0.1.12"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "f686d68a09079e63b1d2c64aa305095887ce50565f00a922ebfaeeee0d9ba6ce"
+checksum = "bf307cbbbd777a9c10cec88ddafee572b3484caad5cce0c9236523c3803105a6"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.58",
+ "syn 2.0.60",
 ]
 
 [[package]]
@@ -1929,9 +1929,9 @@ dependencies = [
 
 [[package]]
 name = "num"
-version = "0.4.1"
+version = "0.4.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "b05180d69e3da0e530ba2a1dae5110317e49e3b7f3d41be227dc5f92e49ee7af"
+checksum = "3135b08af27d103b0a51f2ae0f8632117b7b185ccf931445affa8df530576a41"
 dependencies = [
  "num-bigint",
  "num-complex",
@@ -1981,7 +1981,7 @@ checksum = "ed3955f1a9c7c0c15e092f9c887db08b1fc683305fdf6eb6684f22555355e202"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.58",
+ "syn 2.0.60",
 ]
 
 [[package]]
@@ -2111,7 +2111,7 @@ checksum = "a948666b637a0f465e8564c73e89d4dde00d72d4d473cc972f390fc3dcee7d9c"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.58",
+ "syn 2.0.60",
 ]
 
 [[package]]
@@ -2327,7 +2327,7 @@ checksum = "2f38a4412a78282e09a2cf38d195ea5420d15ba0602cb375210efbc877243965"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.58",
+ "syn 2.0.60",
 ]
 
 [[package]]
@@ -2381,12 +2381,12 @@ checksum = "5b40af805b3121feab8a3c29f04d8ad262fa8e0561883e7653e024ae4479e6de"
 
 [[package]]
 name = "prettyplease"
-version = "0.2.17"
+version = "0.2.19"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "8d3928fb5db768cb86f891ff014f0144589297e3c6a1aba6ed7cecfdace270c7"
+checksum = "5ac2cf0f2e4f42b49f5ffd07dae8d746508ef7526c13940e5f524012ae6c6550"
 dependencies = [
  "proc-macro2",
- "syn 2.0.58",
+ "syn 2.0.60",
 ]
 
 [[package]]
@@ -2415,9 +2415,9 @@ dependencies = [
 
 [[package]]
 name = "proc-macro2"
-version = "1.0.79"
+version = "1.0.81"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "e835ff2298f5721608eb1a980ecaee1aef2c132bf95ecc026a11b7bf3c01c02e"
+checksum = "3d1597b0c024618f09a9c3b8655b7e430397a36d23fdafec26d6965e9eec3eba"
 dependencies = [
  "unicode-ident",
 ]
@@ -2438,7 +2438,7 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "8021cf59c8ec9c432cfc2526ac6b8aa508ecaf29cd415f271b8406c1b851c3fd"
 dependencies = [
  "quote",
- "syn 2.0.58",
+ "syn 2.0.60",
 ]
 
 [[package]]
@@ -2478,7 +2478,7 @@ dependencies = [
  "prost 0.12.4",
  "prost-types",
  "regex",
- "syn 2.0.58",
+ "syn 2.0.60",
  "tempfile",
 ]
 
@@ -2505,7 +2505,7 @@ dependencies = [
  "itertools 0.12.1",
  "proc-macro2",
  "quote",
- "syn 2.0.58",
+ "syn 2.0.60",
 ]
 
 [[package]]
@@ -2752,12 +2752,6 @@ version = "0.6.29"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "f162c6dd7b008981e4d40210aca20b4bd0f9b60ca9271061b07f78537722f2e1"
 
-[[package]]
-name = "regex-syntax"
-version = "0.7.5"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "dbb5fb1acd8a1a18b3dd5be62d25485eb770e05afb408a9627d14d451bae12da"
-
 [[package]]
 name = "regex-syntax"
 version = "0.8.3"
@@ -2864,7 +2858,7 @@ dependencies = [
  "quote",
  "rust-embed-utils",
  "shellexpand",
- "syn 2.0.58",
+ "syn 2.0.60",
  "walkdir",
 ]
 
@@ -3038,29 +3032,29 @@ dependencies = [
 
 [[package]]
 name = "serde"
-version = "1.0.197"
+version = "1.0.198"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "3fb1c873e1b9b056a4dc4c0c198b24c3ffa059243875552b2bd0933b1aee4ce2"
+checksum = "9846a40c979031340571da2545a4e5b7c4163bdae79b301d5f86d03979451fcc"
 dependencies = [
  "serde_derive",
 ]
 
 [[package]]
 name = "serde_derive"
-version = "1.0.197"
+version = "1.0.198"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "7eb0b34b42edc17f6b7cac84a52a1c5f0e1bb2227e997ca9011ea3dd34e8610b"
+checksum = "e88edab869b01783ba905e7d0153f9fc1a6505a96e4ad3018011eedb838566d9"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.58",
+ "syn 2.0.60",
 ]
 
 [[package]]
 name = "serde_json"
-version = "1.0.115"
+version = "1.0.116"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "12dc5c46daa8e9fdf4f5e71b6cf9a53f2487da0e86e55808e2d35539666497dd"
+checksum = "3e17db7126d17feb94eb3fad46bf1a96b034e8aacbc2e775fe81505f8b0b2813"
 dependencies = [
  "itoa",
  "ryu",
@@ -3270,7 +3264,7 @@ dependencies = [
  "proc-macro2",
  "quote",
  "rustversion",
- "syn 2.0.58",
+ "syn 2.0.60",
 ]
 
 [[package]]
@@ -3292,9 +3286,9 @@ dependencies = [
 
 [[package]]
 name = "syn"
-version = "2.0.58"
+version = "2.0.60"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "44cfb93f38070beee36b3fef7d4f5a16f27751d94b187b666a5cc5e9b0d30687"
+checksum = "909518bc7b1c9b779f1bbf07f2929d35af9f0f37e47c6e9ef7f9dddc1e1821f3"
 dependencies = [
  "proc-macro2",
  "quote",
@@ -3399,7 +3393,7 @@ dependencies = [
 
 [[package]]
 name = "text-generation-benchmark"
-version = "2.0.0"
+version = "2.0.1"
 dependencies = [
  "average",
  "clap",
@@ -3412,7 +3406,7 @@ dependencies = [
  "tabled",
  "text-generation-client",
  "thiserror",
- "tokenizers 0.14.1",
+ "tokenizers",
  "tokio",
  "tracing",
  "tracing-subscriber",
@@ -3420,7 +3414,7 @@ dependencies = [
 
 [[package]]
 name = "text-generation-client"
-version = "2.0.0"
+version = "2.0.1"
 dependencies = [
  "futures",
  "grpc-metadata",
@@ -3436,7 +3430,7 @@ dependencies = [
 
 [[package]]
 name = "text-generation-launcher"
-version = "2.0.0"
+version = "2.0.1"
 dependencies = [
  "clap",
  "ctrlc",
@@ -3454,7 +3448,7 @@ dependencies = [
 
 [[package]]
 name = "text-generation-router"
-version = "2.0.0"
+version = "2.0.1"
 dependencies = [
  "async-stream",
  "axum",
@@ -3482,7 +3476,7 @@ dependencies = [
  "serde_json",
  "text-generation-client",
  "thiserror",
- "tokenizers 0.15.2",
+ "tokenizers",
  "tokio",
  "tokio-stream",
  "tower-http",
@@ -3511,7 +3505,7 @@ checksum = "c61f3ba182994efc43764a46c018c347bc492c79f024e705f46567b418f6d4f7"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.58",
+ "syn 2.0.60",
 ]
 
 [[package]]
@@ -3585,46 +3579,11 @@ checksum = "1f3ccbac311fea05f86f61904b462b55fb3df8837a366dfc601a0161d0532f20"
 
 [[package]]
 name = "tokenizers"
-version = "0.14.1"
+version = "0.19.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "d9be88c795d8b9f9c4002b3a8f26a6d0876103a6f523b32ea3bac52d8560c17c"
+checksum = "e500fad1dd3af3d626327e6a3fe5050e664a6eaa4708b8ca92f1794aaf73e6fd"
 dependencies = [
  "aho-corasick",
- "clap",
- "derive_builder",
- "esaxx-rs",
- "getrandom",
- "hf-hub",
- "indicatif",
- "itertools 0.11.0",
- "lazy_static",
- "log",
- "macro_rules_attribute",
- "monostate",
- "onig",
- "paste",
- "rand",
- "rayon",
- "rayon-cond",
- "regex",
- "regex-syntax 0.7.5",
- "serde",
- "serde_json",
- "spm_precompiled",
- "thiserror",
- "unicode-normalization-alignments",
- "unicode-segmentation",
- "unicode_categories",
-]
-
-[[package]]
-name = "tokenizers"
-version = "0.15.2"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "3dd47962b0ba36e7fd33518fbf1754d136fd1474000162bbf2a8b5fcb2d3654d"
-dependencies = [
- "aho-corasick",
- "clap",
  "derive_builder",
  "esaxx-rs",
  "getrandom",
@@ -3688,7 +3647,7 @@ checksum = "5b8a1e28f2deaa14e508979454cb3a223b10b938b45af148bc0986de36f1923b"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.58",
+ "syn 2.0.60",
 ]
 
 [[package]]
@@ -3837,7 +3796,7 @@ dependencies = [
  "proc-macro2",
  "prost-build",
  "quote",
- "syn 2.0.58",
+ "syn 2.0.60",
 ]
 
 [[package]]
@@ -3910,7 +3869,7 @@ checksum = "34704c8d6ebcbc939824180af020566b01a7c01f80641264eba0999f6c2b6be7"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.58",
+ "syn 2.0.60",
 ]
 
 [[package]]
@@ -4151,7 +4110,7 @@ dependencies = [
  "proc-macro2",
  "quote",
  "regex",
- "syn 2.0.58",
+ "syn 2.0.60",
 ]
 
 [[package]]
@@ -4273,7 +4232,7 @@ dependencies = [
  "once_cell",
  "proc-macro2",
  "quote",
- "syn 2.0.58",
+ "syn 2.0.60",
  "wasm-bindgen-shared",
 ]
 
@@ -4307,7 +4266,7 @@ checksum = "e94f17b526d0a461a191c78ea52bbce64071ed5c04c9ffe424dcb38f74171bb7"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.58",
+ "syn 2.0.60",
  "wasm-bindgen-backend",
  "wasm-bindgen-shared",
 ]
@@ -4391,7 +4350,7 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "e48a53791691ab099e5e2ad123536d0fff50652600abaf43bbf952894110d0be"
 dependencies = [
  "windows-core",
- "windows-targets 0.52.4",
+ "windows-targets 0.52.5",
 ]
 
 [[package]]
@@ -4400,7 +4359,7 @@ version = "0.52.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "33ab640c8d7e35bf8ba19b884ba838ceb4fba93a4e8c65a9059d08afcfc683d9"
 dependencies = [
- "windows-targets 0.52.4",
+ "windows-targets 0.52.5",
 ]
 
 [[package]]
@@ -4427,7 +4386,7 @@ version = "0.52.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "282be5f36a8ce781fad8c8ae18fa3f9beff57ec1b52cb3de0789201425d9a33d"
 dependencies = [
- "windows-targets 0.52.4",
+ "windows-targets 0.52.5",
 ]
 
 [[package]]
@@ -4462,17 +4421,18 @@ dependencies = [
 
 [[package]]
 name = "windows-targets"
-version = "0.52.4"
+version = "0.52.5"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "7dd37b7e5ab9018759f893a1952c9420d060016fc19a472b4bb20d1bdd694d1b"
+checksum = "6f0713a46559409d202e70e28227288446bf7841d3211583a4b53e3f6d96e7eb"
 dependencies = [
- "windows_aarch64_gnullvm 0.52.4",
- "windows_aarch64_msvc 0.52.4",
- "windows_i686_gnu 0.52.4",
- "windows_i686_msvc 0.52.4",
- "windows_x86_64_gnu 0.52.4",
- "windows_x86_64_gnullvm 0.52.4",
- "windows_x86_64_msvc 0.52.4",
+ "windows_aarch64_gnullvm 0.52.5",
+ "windows_aarch64_msvc 0.52.5",
+ "windows_i686_gnu 0.52.5",
+ "windows_i686_gnullvm",
+ "windows_i686_msvc 0.52.5",
+ "windows_x86_64_gnu 0.52.5",
+ "windows_x86_64_gnullvm 0.52.5",
+ "windows_x86_64_msvc 0.52.5",
 ]
 
 [[package]]
@@ -4489,9 +4449,9 @@ checksum = "2b38e32f0abccf9987a4e3079dfb67dcd799fb61361e53e2882c3cbaf0d905d8"
 
 [[package]]
 name = "windows_aarch64_gnullvm"
-version = "0.52.4"
+version = "0.52.5"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "bcf46cf4c365c6f2d1cc93ce535f2c8b244591df96ceee75d8e83deb70a9cac9"
+checksum = "7088eed71e8b8dda258ecc8bac5fb1153c5cffaf2578fc8ff5d61e23578d3263"
 
 [[package]]
 name = "windows_aarch64_msvc"
@@ -4507,9 +4467,9 @@ checksum = "dc35310971f3b2dbbf3f0690a219f40e2d9afcf64f9ab7cc1be722937c26b4bc"
 
 [[package]]
 name = "windows_aarch64_msvc"
-version = "0.52.4"
+version = "0.52.5"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "da9f259dd3bcf6990b55bffd094c4f7235817ba4ceebde8e6d11cd0c5633b675"
+checksum = "9985fd1504e250c615ca5f281c3f7a6da76213ebd5ccc9561496568a2752afb6"
 
 [[package]]
 name = "windows_i686_gnu"
@@ -4525,9 +4485,15 @@ checksum = "a75915e7def60c94dcef72200b9a8e58e5091744960da64ec734a6c6e9b3743e"
 
 [[package]]
 name = "windows_i686_gnu"
-version = "0.52.4"
+version = "0.52.5"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "b474d8268f99e0995f25b9f095bc7434632601028cf86590aea5c8a5cb7801d3"
+checksum = "88ba073cf16d5372720ec942a8ccbf61626074c6d4dd2e745299726ce8b89670"
+
+[[package]]
+name = "windows_i686_gnullvm"
+version = "0.52.5"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "87f4261229030a858f36b459e748ae97545d6f1ec60e5e0d6a3d32e0dc232ee9"
 
 [[package]]
 name = "windows_i686_msvc"
@@ -4543,9 +4509,9 @@ checksum = "8f55c233f70c4b27f66c523580f78f1004e8b5a8b659e05a4eb49d4166cca406"
 
 [[package]]
 name = "windows_i686_msvc"
-version = "0.52.4"
+version = "0.52.5"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "1515e9a29e5bed743cb4415a9ecf5dfca648ce85ee42e15873c3cd8610ff8e02"
+checksum = "db3c2bf3d13d5b658be73463284eaf12830ac9a26a90c717b7f771dfe97487bf"
 
 [[package]]
 name = "windows_x86_64_gnu"
@@ -4561,9 +4527,9 @@ checksum = "53d40abd2583d23e4718fddf1ebec84dbff8381c07cae67ff7768bbf19c6718e"
 
 [[package]]
 name = "windows_x86_64_gnu"
-version = "0.52.4"
+version = "0.52.5"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "5eee091590e89cc02ad514ffe3ead9eb6b660aedca2183455434b93546371a03"
+checksum = "4e4246f76bdeff09eb48875a0fd3e2af6aada79d409d33011886d3e1581517d9"
 
 [[package]]
 name = "windows_x86_64_gnullvm"
@@ -4579,9 +4545,9 @@ checksum = "0b7b52767868a23d5bab768e390dc5f5c55825b6d30b86c844ff2dc7414044cc"
 
 [[package]]
 name = "windows_x86_64_gnullvm"
-version = "0.52.4"
+version = "0.52.5"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "77ca79f2451b49fa9e2af39f0747fe999fcda4f5e241b2898624dca97a1f2177"
+checksum = "852298e482cd67c356ddd9570386e2862b5673c85bd5f88df9ab6802b334c596"
 
 [[package]]
 name = "windows_x86_64_msvc"
@@ -4597,9 +4563,9 @@ checksum = "ed94fce61571a4006852b7389a063ab983c02eb1bb37b47f8272ce92d06d9538"
 
 [[package]]
 name = "windows_x86_64_msvc"
-version = "0.52.4"
+version = "0.52.5"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "32b752e52a2da0ddfbdbcc6fceadfeede4c939ed16d13e648833a61dfb611ed8"
+checksum = "bec47e5bfd1bff0eeaf6d8b485cc1074891a197ab4225d504cb7a1ab88b02bf0"
 
 [[package]]
 name = "winnow"
@@ -4637,7 +4603,7 @@ checksum = "9ce1b18ccd8e73a9321186f97e46f9f04b778851177567b1975109d26a08d2a6"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.58",
+ "syn 2.0.60",
 ]
 
 [[package]]
diff --git a/Cargo.toml b/Cargo.toml
index ecb4878f..593fd950 100644
--- a/Cargo.toml
+++ b/Cargo.toml
@@ -9,11 +9,15 @@ members = [
 resolver = "2"
 
 [workspace.package]
-version = "2.0.0"
+version = "2.0.1"
 edition = "2021"
 authors = ["Olivier Dehaene"]
 homepage = "https://github.com/huggingface/text-generation-inference"
 
+[workspace.dependencies]
+tokenizers = { version = "0.19.1", features = ["http"] }
+hf-hub = { version = "0.3.1", features = ["tokio"] }
+
 [profile.release]
 debug = 1
 incremental = true
diff --git a/benchmark/Cargo.toml b/benchmark/Cargo.toml
index 40738c4d..756460e0 100644
--- a/benchmark/Cargo.toml
+++ b/benchmark/Cargo.toml
@@ -23,9 +23,9 @@ serde_json = "1.0"
 tabled = "0.14.0"
 text-generation-client = { path = "../router/client" }
 thiserror = "1.0.48"
-tokenizers = { version = "0.14.0", features = ["http"] }
+tokenizers = { workspace = true }
 tokio = { version = "1.32.0", features = ["rt", "rt-multi-thread", "parking_lot", "signal", "sync", "macros"] }
 tui = {package = "ratatui", version = "0.23", default-features = false, features = ["crossterm"]}
 tracing = "0.1.37"
 tracing-subscriber = { version = "0.3.17", features = ["json", "env-filter"] }
-hf-hub = "0.3.1"
+hf-hub = { workspace = true }
diff --git a/docs/openapi.json b/docs/openapi.json
index 34b030f2..2a387c2f 100644
--- a/docs/openapi.json
+++ b/docs/openapi.json
@@ -10,7 +10,7 @@
       "name": "Apache 2.0",
       "url": "https://www.apache.org/licenses/LICENSE-2.0"
     },
-    "version": "2.0.0"
+    "version": "2.0.1"
   },
   "paths": {
     "/": {
@@ -408,9 +408,14 @@
         },
         "responses": {
           "200": {
-            "description": "Generated Text",
+            "description": "Generated Chat Completion",
             "content": {
               "application/json": {
+                "schema": {
+                  "$ref": "#/components/schemas/ChatCompletion"
+                }
+              },
+              "text/event-stream": {
                 "schema": {
                   "$ref": "#/components/schemas/ChatCompletionChunk"
                 }
@@ -492,11 +497,16 @@
         },
         "responses": {
           "200": {
-            "description": "Generated Text",
+            "description": "Generated Chat Completion",
             "content": {
               "application/json": {
                 "schema": {
-                  "$ref": "#/components/schemas/ChatCompletionChunk"
+                  "$ref": "#/components/schemas/Completion"
+                }
+              },
+              "text/event-stream": {
+                "schema": {
+                  "$ref": "#/components/schemas/CompletionCompleteChunk"
                 }
               }
             }
@@ -930,7 +940,7 @@
           "tool_prompt": {
             "type": "string",
             "description": "A prompt to be appended before the tools",
-            "example": "\"Based on the conversation, please choose the most appropriate tool to use: \"",
+            "example": "\"You will be presented with a JSON schema representing a set of tools.\nIf the user request lacks of sufficient information to make a precise tool selection: Do not invent any tool's properties, instead notify with an error message.\n\nJSON Schema:\n\"",
             "nullable": true
           },
           "tools": {
@@ -1071,7 +1081,10 @@
             "example": "mistralai/Mistral-7B-Instruct-v0.2"
           },
           "prompt": {
-            "type": "string",
+            "type": "array",
+            "items": {
+              "type": "string"
+            },
             "description": "The prompt to generate completions for.",
             "example": "What is Deep Learning?"
           },
@@ -1234,17 +1247,17 @@
         "type": "object",
         "required": [
           "name",
-          "parameters"
+          "arguments"
         ],
         "properties": {
+          "arguments": {},
           "description": {
             "type": "string",
             "nullable": true
           },
           "name": {
             "type": "string"
-          },
-          "parameters": {}
+          }
         }
       },
       "GenerateParameters": {
@@ -1260,7 +1273,7 @@
           },
           "decoder_input_details": {
             "type": "boolean",
-            "default": "true"
+            "default": "false"
           },
           "details": {
             "type": "boolean",
@@ -1285,6 +1298,7 @@
                 "$ref": "#/components/schemas/GrammarType"
               }
             ],
+            "default": "null",
             "nullable": true
           },
           "max_new_tokens": {
@@ -1478,6 +1492,7 @@
           "max_batch_total_tokens",
           "max_waiting_tokens",
           "validation_workers",
+          "max_client_batch_size",
           "version"
         ],
         "properties": {
@@ -1503,6 +1518,11 @@
             "example": "2",
             "minimum": 0
           },
+          "max_client_batch_size": {
+            "type": "integer",
+            "example": "32",
+            "minimum": 0
+          },
           "max_concurrent_requests": {
             "type": "integer",
             "description": "Router Parameters",
diff --git a/docs/source/conceptual/guidance.md b/docs/source/conceptual/guidance.md
index 0a3bbd60..cecb3f03 100644
--- a/docs/source/conceptual/guidance.md
+++ b/docs/source/conceptual/guidance.md
@@ -1,8 +1,10 @@
 # Guidance
 
-Text Generation Inference (TGI) now supports [JSON and regex grammars](#grammar-and-constraints) and [tools and functions](#tools-and-functions) to help developer guide LLM responses to fit their needs.
+Text Generation Inference (TGI) now supports [JSON and regex grammars](#grammar-and-constraints) and [tools and functions](#tools-and-functions) to help developers guide LLM responses to fit their needs.
 
-These feature are available starting from version `1.4.3`. They are accessible via the [text_generation](https://pypi.org/project/text-generation/) library and is compatible with OpenAI's client libraries. The following guide will walk you through the new features and how to use them!
+These feature are available starting from version `1.4.3`. They are accessible via the [text_generation](https://pypi.org/project/text-generation/) library.  The tool support is compatible with OpenAI's client libraries. The following guide will walk you through the new features and how to use them!
+
+> The Grammar guidance support is currently only available in the TGI API due to lack of support in Open AI API.
 
 ## Quick Start
 
@@ -16,7 +18,7 @@ If you're not up to date, grab the latest version and let's get started!
 
 - [The Grammar Parameter](#the-grammar-parameter): Shape your AI's responses with precision.
 - [Constrain with Pydantic](#constrain-with-pydantic): Define a grammar using Pydantic models.
-- [JSON Schema Integration](#json-schema-integration): Fine grain control over your requests via JSON schema.
+- [JSON Schema Integration](#json-schema-integration): Fine-grained control over your requests via JSON schema.
 - [Using the client](#using-the-client): Use TGI's client libraries to shape the AI's responses.
 
 ### Tools and Functions
@@ -72,9 +74,9 @@ curl localhost:3000/generate \
 
 ```
 
-A grammar can be defined using Pydantic models, JSON schema, or regular expressions. The AI will then generate a response that conforms to the specified grammar.
+A grammar can be defined using Pydantic models, JSON schemas, or regular expressions. The AI will then generate a response that conforms to the specified grammar.
 
-> Note: A grammar must compile to a intermediate representation to constrain the output. Grammar compilation is a computationally expensive and may take a few seconds to complete on the first request. Subsequent requests will use the cached grammar and will be much faster.
+> Note: A grammar must compile to an intermediate representation to constrain the output. Grammar compilation is a computationally expensive and may take a few seconds to complete on the first request. Subsequent requests will use the cached grammar and will be much faster.
 
 ### Constrain with Pydantic
 
@@ -151,7 +153,7 @@ json_schema = {
 }
 
 data = {
-    "inputs": "[INST]convert to JSON: I saw a puppy a cat and a raccoon during my bike ride in the park [/INST]",
+    "inputs": "convert to JSON: I saw a puppy a cat and a raccoon during my bike ride in the park",
     "parameters": {
         "max_new_tokens": 200,
         "repetition_penalty": 1.3,
diff --git a/docs/source/conceptual/speculation.md b/docs/source/conceptual/speculation.md
index 071b7b68..79b1c82e 100644
--- a/docs/source/conceptual/speculation.md
+++ b/docs/source/conceptual/speculation.md
@@ -1,5 +1,6 @@
 ## Speculation
 
+
 Speculative decoding, assisted generation, Medusa, and others are a few different names for the same idea.
 The idea is to generate tokens *before* the large model actually runs, and only *check* if those tokens where valid.
 
@@ -36,7 +37,7 @@ In order to use medusa models in TGI, simply point to a medusa enabled model, an
 
 
 If you don't have a medusa model, or don't have the resource to fine-tune, you can try to use `n-gram`.
-Ngram works by trying to find in the previous sequence existing tokens that match, and use those as speculation.
+N-gram works by trying to find matching tokens in the previous sequence, and use those as speculation for generating new tokens. For example, if the tokens "np.mean" appear multiple times in the sequence, the model can speculate that the next continuation of the tokens "np." is probably also "mean".
 
 This is an extremely simple method, which works best for code, or highly repetitive text. This might not be beneficial, if the speculation misses too much.
 
diff --git a/docs/source/conceptual/streaming.md b/docs/source/conceptual/streaming.md
index 505a0d9e..71ec9b25 100644
--- a/docs/source/conceptual/streaming.md
+++ b/docs/source/conceptual/streaming.md
@@ -15,7 +15,7 @@ Token streaming is the mode in which the server returns the tokens one by one as
     />
 </div>
 
-With token streaming, the server can start returning the tokens one by one before having to generate the whole response. Users can have a sense of the generation's quality earlier than the end of the generation. This has different positive effects:
+With token streaming, the server can start returning the tokens one by one before having to generate the whole response. Users can have a sense of the generation's quality before the end of the generation. This has different positive effects:
 
 * Users can get results orders of magnitude earlier for extremely long queries.
 * Seeing something in progress allows users to stop the generation if it's not going in the direction they expect.
@@ -116,7 +116,7 @@ curl -N 127.0.0.1:8080/generate_stream \
 First, we need to install the `@huggingface/inference` library.
 `npm install @huggingface/inference`
 
-If you're using the free Inference API, you can use `HfInference`. If you're using inference endpoints, you can use `HfInferenceEndpoint`. Let's
+If you're using the free Inference API, you can use `HfInference`. If you're using inference endpoints, you can use `HfInferenceEndpoint`.
 
 We can create a `HfInferenceEndpoint` providing our endpoint URL and credential.
 
diff --git a/docs/source/index.md b/docs/source/index.md
index 8bf45dce..309442b1 100644
--- a/docs/source/index.md
+++ b/docs/source/index.md
@@ -18,8 +18,8 @@ Text Generation Inference implements many optimizations and features, such as:
 - Logits warper (temperature scaling, top-p, top-k, repetition penalty)
 - Stop sequences
 - Log probabilities
-- Custom Prompt Generation: Easily generate text by providing custom prompts to guide the model's output.
 - Fine-tuning Support: Utilize fine-tuned models for specific tasks to achieve higher accuracy and performance.
+- [Guidance](../conceptual/guidance): Enable function calling and tool-use by forcing the model to generate structured outputs based on your own predefined output schemas.
 
 Text Generation Inference is used in production by multiple projects, such as:
 
diff --git a/integration-tests/conftest.py b/integration-tests/conftest.py
index cf0f498d..ae3f977b 100644
--- a/integration-tests/conftest.py
+++ b/integration-tests/conftest.py
@@ -293,6 +293,7 @@ def launcher(event_loop):
         dtype: Optional[str] = None,
         revision: Optional[str] = None,
         max_input_length: Optional[int] = None,
+        max_batch_prefill_tokens: Optional[int] = None,
         max_total_tokens: Optional[int] = None,
     ):
         port = random.randint(8000, 10_000)
@@ -334,6 +335,9 @@ def launcher(event_loop):
         if max_input_length:
             args.append("--max-input-length")
             args.append(str(max_input_length))
+        if max_batch_prefill_tokens:
+            args.append("--max-batch-prefill-tokens")
+            args.append(str(max_batch_prefill_tokens))
         if max_total_tokens:
             args.append("--max-total-tokens")
             args.append(str(max_total_tokens))
@@ -371,6 +375,7 @@ def launcher(event_loop):
         dtype: Optional[str] = None,
         revision: Optional[str] = None,
         max_input_length: Optional[int] = None,
+        max_batch_prefill_tokens: Optional[int] = None,
         max_total_tokens: Optional[int] = None,
     ):
         port = random.randint(8000, 10_000)
@@ -395,6 +400,9 @@ def launcher(event_loop):
         if max_input_length:
             args.append("--max-input-length")
             args.append(str(max_input_length))
+        if max_batch_prefill_tokens:
+            args.append("--max-batch-prefill-tokens")
+            args.append(str(max_batch_prefill_tokens))
         if max_total_tokens:
             args.append("--max-total-tokens")
             args.append(str(max_total_tokens))
diff --git a/integration-tests/models/__snapshots__/test_chat_llama/test_flash_llama_simple.json b/integration-tests/models/__snapshots__/test_chat_llama/test_flash_llama_simple.json
index 0ff874f1..4cb548d2 100644
--- a/integration-tests/models/__snapshots__/test_chat_llama/test_flash_llama_simple.json
+++ b/integration-tests/models/__snapshots__/test_chat_llama/test_flash_llama_simple.json
@@ -17,7 +17,7 @@
   "id": "",
   "model": "TinyLlama/TinyLlama-1.1B-Chat-v1.0",
   "object": "text_completion",
-  "system_fingerprint": "2.0.0-native",
+  "system_fingerprint": "2.0.1-native",
   "usage": {
     "completion_tokens": 100,
     "prompt_tokens": 60,
diff --git a/integration-tests/models/__snapshots__/test_completion_prompts/test_flash_llama_completion_many_prompts.json b/integration-tests/models/__snapshots__/test_completion_prompts/test_flash_llama_completion_many_prompts.json
index 3fe0a482..99c33cf7 100644
--- a/integration-tests/models/__snapshots__/test_completion_prompts/test_flash_llama_completion_many_prompts.json
+++ b/integration-tests/models/__snapshots__/test_completion_prompts/test_flash_llama_completion_many_prompts.json
@@ -29,7 +29,7 @@
   "id": "",
   "model": "TinyLlama/TinyLlama-1.1B-Chat-v1.0",
   "object": "text_completion",
-  "system_fingerprint": "2.0.0-native",
+  "system_fingerprint": "2.0.1-native",
   "usage": {
     "completion_tokens": 36,
     "prompt_tokens": 8,
diff --git a/integration-tests/models/__snapshots__/test_completion_prompts/test_flash_llama_completion_many_prompts_stream.json b/integration-tests/models/__snapshots__/test_completion_prompts/test_flash_llama_completion_many_prompts_stream.json
index 702d48f4..d87071cf 100644
--- a/integration-tests/models/__snapshots__/test_completion_prompts/test_flash_llama_completion_many_prompts_stream.json
+++ b/integration-tests/models/__snapshots__/test_completion_prompts/test_flash_llama_completion_many_prompts_stream.json
@@ -12,7 +12,7 @@
     "id": "",
     "model": "TinyLlama/TinyLlama-1.1B-Chat-v1.0",
     "object": "text_completion",
-    "system_fingerprint": "2.0.0-native"
+    "system_fingerprint": "2.0.1-native"
   },
   {
     "choices": [
@@ -27,7 +27,7 @@
     "id": "",
     "model": "TinyLlama/TinyLlama-1.1B-Chat-v1.0",
     "object": "text_completion",
-    "system_fingerprint": "2.0.0-native"
+    "system_fingerprint": "2.0.1-native"
   },
   {
     "choices": [
@@ -42,7 +42,7 @@
     "id": "",
     "model": "TinyLlama/TinyLlama-1.1B-Chat-v1.0",
     "object": "text_completion",
-    "system_fingerprint": "2.0.0-native"
+    "system_fingerprint": "2.0.1-native"
   },
   {
     "choices": [
@@ -57,7 +57,7 @@
     "id": "",
     "model": "TinyLlama/TinyLlama-1.1B-Chat-v1.0",
     "object": "text_completion",
-    "system_fingerprint": "2.0.0-native"
+    "system_fingerprint": "2.0.1-native"
   },
   {
     "choices": [
@@ -72,7 +72,7 @@
     "id": "",
     "model": "TinyLlama/TinyLlama-1.1B-Chat-v1.0",
     "object": "text_completion",
-    "system_fingerprint": "2.0.0-native"
+    "system_fingerprint": "2.0.1-native"
   },
   {
     "choices": [
@@ -87,7 +87,7 @@
     "id": "",
     "model": "TinyLlama/TinyLlama-1.1B-Chat-v1.0",
     "object": "text_completion",
-    "system_fingerprint": "2.0.0-native"
+    "system_fingerprint": "2.0.1-native"
   },
   {
     "choices": [
@@ -102,7 +102,7 @@
     "id": "",
     "model": "TinyLlama/TinyLlama-1.1B-Chat-v1.0",
     "object": "text_completion",
-    "system_fingerprint": "2.0.0-native"
+    "system_fingerprint": "2.0.1-native"
   },
   {
     "choices": [
@@ -117,7 +117,7 @@
     "id": "",
     "model": "TinyLlama/TinyLlama-1.1B-Chat-v1.0",
     "object": "text_completion",
-    "system_fingerprint": "2.0.0-native"
+    "system_fingerprint": "2.0.1-native"
   },
   {
     "choices": [
@@ -132,7 +132,7 @@
     "id": "",
     "model": "TinyLlama/TinyLlama-1.1B-Chat-v1.0",
     "object": "text_completion",
-    "system_fingerprint": "2.0.0-native"
+    "system_fingerprint": "2.0.1-native"
   },
   {
     "choices": [
@@ -147,7 +147,7 @@
     "id": "",
     "model": "TinyLlama/TinyLlama-1.1B-Chat-v1.0",
     "object": "text_completion",
-    "system_fingerprint": "2.0.0-native"
+    "system_fingerprint": "2.0.1-native"
   },
   {
     "choices": [
@@ -162,7 +162,7 @@
     "id": "",
     "model": "TinyLlama/TinyLlama-1.1B-Chat-v1.0",
     "object": "text_completion",
-    "system_fingerprint": "2.0.0-native"
+    "system_fingerprint": "2.0.1-native"
   },
   {
     "choices": [
@@ -177,7 +177,7 @@
     "id": "",
     "model": "TinyLlama/TinyLlama-1.1B-Chat-v1.0",
     "object": "text_completion",
-    "system_fingerprint": "2.0.0-native"
+    "system_fingerprint": "2.0.1-native"
   },
   {
     "choices": [
@@ -192,7 +192,7 @@
     "id": "",
     "model": "TinyLlama/TinyLlama-1.1B-Chat-v1.0",
     "object": "text_completion",
-    "system_fingerprint": "2.0.0-native"
+    "system_fingerprint": "2.0.1-native"
   },
   {
     "choices": [
@@ -207,7 +207,7 @@
     "id": "",
     "model": "TinyLlama/TinyLlama-1.1B-Chat-v1.0",
     "object": "text_completion",
-    "system_fingerprint": "2.0.0-native"
+    "system_fingerprint": "2.0.1-native"
   },
   {
     "choices": [
@@ -222,7 +222,7 @@
     "id": "",
     "model": "TinyLlama/TinyLlama-1.1B-Chat-v1.0",
     "object": "text_completion",
-    "system_fingerprint": "2.0.0-native"
+    "system_fingerprint": "2.0.1-native"
   },
   {
     "choices": [
@@ -237,7 +237,7 @@
     "id": "",
     "model": "TinyLlama/TinyLlama-1.1B-Chat-v1.0",
     "object": "text_completion",
-    "system_fingerprint": "2.0.0-native"
+    "system_fingerprint": "2.0.1-native"
   },
   {
     "choices": [
@@ -252,7 +252,7 @@
     "id": "",
     "model": "TinyLlama/TinyLlama-1.1B-Chat-v1.0",
     "object": "text_completion",
-    "system_fingerprint": "2.0.0-native"
+    "system_fingerprint": "2.0.1-native"
   },
   {
     "choices": [
@@ -267,7 +267,7 @@
     "id": "",
     "model": "TinyLlama/TinyLlama-1.1B-Chat-v1.0",
     "object": "text_completion",
-    "system_fingerprint": "2.0.0-native"
+    "system_fingerprint": "2.0.1-native"
   },
   {
     "choices": [
@@ -282,7 +282,7 @@
     "id": "",
     "model": "TinyLlama/TinyLlama-1.1B-Chat-v1.0",
     "object": "text_completion",
-    "system_fingerprint": "2.0.0-native"
+    "system_fingerprint": "2.0.1-native"
   },
   {
     "choices": [
@@ -297,7 +297,7 @@
     "id": "",
     "model": "TinyLlama/TinyLlama-1.1B-Chat-v1.0",
     "object": "text_completion",
-    "system_fingerprint": "2.0.0-native"
+    "system_fingerprint": "2.0.1-native"
   },
   {
     "choices": [
@@ -312,7 +312,7 @@
     "id": "",
     "model": "TinyLlama/TinyLlama-1.1B-Chat-v1.0",
     "object": "text_completion",
-    "system_fingerprint": "2.0.0-native"
+    "system_fingerprint": "2.0.1-native"
   },
   {
     "choices": [
@@ -327,7 +327,7 @@
     "id": "",
     "model": "TinyLlama/TinyLlama-1.1B-Chat-v1.0",
     "object": "text_completion",
-    "system_fingerprint": "2.0.0-native"
+    "system_fingerprint": "2.0.1-native"
   },
   {
     "choices": [
@@ -342,7 +342,7 @@
     "id": "",
     "model": "TinyLlama/TinyLlama-1.1B-Chat-v1.0",
     "object": "text_completion",
-    "system_fingerprint": "2.0.0-native"
+    "system_fingerprint": "2.0.1-native"
   },
   {
     "choices": [
@@ -357,7 +357,7 @@
     "id": "",
     "model": "TinyLlama/TinyLlama-1.1B-Chat-v1.0",
     "object": "text_completion",
-    "system_fingerprint": "2.0.0-native"
+    "system_fingerprint": "2.0.1-native"
   },
   {
     "choices": [
@@ -372,7 +372,7 @@
     "id": "",
     "model": "TinyLlama/TinyLlama-1.1B-Chat-v1.0",
     "object": "text_completion",
-    "system_fingerprint": "2.0.0-native"
+    "system_fingerprint": "2.0.1-native"
   },
   {
     "choices": [
@@ -387,7 +387,7 @@
     "id": "",
     "model": "TinyLlama/TinyLlama-1.1B-Chat-v1.0",
     "object": "text_completion",
-    "system_fingerprint": "2.0.0-native"
+    "system_fingerprint": "2.0.1-native"
   },
   {
     "choices": [
@@ -402,7 +402,7 @@
     "id": "",
     "model": "TinyLlama/TinyLlama-1.1B-Chat-v1.0",
     "object": "text_completion",
-    "system_fingerprint": "2.0.0-native"
+    "system_fingerprint": "2.0.1-native"
   },
   {
     "choices": [
@@ -417,7 +417,7 @@
     "id": "",
     "model": "TinyLlama/TinyLlama-1.1B-Chat-v1.0",
     "object": "text_completion",
-    "system_fingerprint": "2.0.0-native"
+    "system_fingerprint": "2.0.1-native"
   },
   {
     "choices": [
@@ -432,7 +432,7 @@
     "id": "",
     "model": "TinyLlama/TinyLlama-1.1B-Chat-v1.0",
     "object": "text_completion",
-    "system_fingerprint": "2.0.0-native"
+    "system_fingerprint": "2.0.1-native"
   },
   {
     "choices": [
@@ -447,7 +447,7 @@
     "id": "",
     "model": "TinyLlama/TinyLlama-1.1B-Chat-v1.0",
     "object": "text_completion",
-    "system_fingerprint": "2.0.0-native"
+    "system_fingerprint": "2.0.1-native"
   },
   {
     "choices": [
@@ -462,7 +462,7 @@
     "id": "",
     "model": "TinyLlama/TinyLlama-1.1B-Chat-v1.0",
     "object": "text_completion",
-    "system_fingerprint": "2.0.0-native"
+    "system_fingerprint": "2.0.1-native"
   },
   {
     "choices": [
@@ -477,7 +477,7 @@
     "id": "",
     "model": "TinyLlama/TinyLlama-1.1B-Chat-v1.0",
     "object": "text_completion",
-    "system_fingerprint": "2.0.0-native"
+    "system_fingerprint": "2.0.1-native"
   },
   {
     "choices": [
@@ -492,7 +492,7 @@
     "id": "",
     "model": "TinyLlama/TinyLlama-1.1B-Chat-v1.0",
     "object": "text_completion",
-    "system_fingerprint": "2.0.0-native"
+    "system_fingerprint": "2.0.1-native"
   },
   {
     "choices": [
@@ -507,7 +507,7 @@
     "id": "",
     "model": "TinyLlama/TinyLlama-1.1B-Chat-v1.0",
     "object": "text_completion",
-    "system_fingerprint": "2.0.0-native"
+    "system_fingerprint": "2.0.1-native"
   },
   {
     "choices": [
@@ -522,7 +522,7 @@
     "id": "",
     "model": "TinyLlama/TinyLlama-1.1B-Chat-v1.0",
     "object": "text_completion",
-    "system_fingerprint": "2.0.0-native"
+    "system_fingerprint": "2.0.1-native"
   },
   {
     "choices": [
@@ -537,7 +537,7 @@
     "id": "",
     "model": "TinyLlama/TinyLlama-1.1B-Chat-v1.0",
     "object": "text_completion",
-    "system_fingerprint": "2.0.0-native"
+    "system_fingerprint": "2.0.1-native"
   },
   {
     "choices": [
@@ -552,7 +552,7 @@
     "id": "",
     "model": "TinyLlama/TinyLlama-1.1B-Chat-v1.0",
     "object": "text_completion",
-    "system_fingerprint": "2.0.0-native"
+    "system_fingerprint": "2.0.1-native"
   },
   {
     "choices": [
@@ -567,7 +567,7 @@
     "id": "",
     "model": "TinyLlama/TinyLlama-1.1B-Chat-v1.0",
     "object": "text_completion",
-    "system_fingerprint": "2.0.0-native"
+    "system_fingerprint": "2.0.1-native"
   },
   {
     "choices": [
@@ -582,7 +582,7 @@
     "id": "",
     "model": "TinyLlama/TinyLlama-1.1B-Chat-v1.0",
     "object": "text_completion",
-    "system_fingerprint": "2.0.0-native"
+    "system_fingerprint": "2.0.1-native"
   },
   {
     "choices": [
@@ -597,6 +597,6 @@
     "id": "",
     "model": "TinyLlama/TinyLlama-1.1B-Chat-v1.0",
     "object": "text_completion",
-    "system_fingerprint": "2.0.0-native"
+    "system_fingerprint": "2.0.1-native"
   }
 ]
diff --git a/integration-tests/models/__snapshots__/test_completion_prompts/test_flash_llama_completion_single_prompt.json b/integration-tests/models/__snapshots__/test_completion_prompts/test_flash_llama_completion_single_prompt.json
index 8b001a09..5aed4935 100644
--- a/integration-tests/models/__snapshots__/test_completion_prompts/test_flash_llama_completion_single_prompt.json
+++ b/integration-tests/models/__snapshots__/test_completion_prompts/test_flash_llama_completion_single_prompt.json
@@ -11,7 +11,7 @@
   "id": "",
   "model": "TinyLlama/TinyLlama-1.1B-Chat-v1.0",
   "object": "text_completion",
-  "system_fingerprint": "2.0.0-native",
+  "system_fingerprint": "2.0.1-native",
   "usage": {
     "completion_tokens": 5,
     "prompt_tokens": 6,
diff --git a/integration-tests/models/__snapshots__/test_idefics2/test_flash_idefics2_next_all_params.json b/integration-tests/models/__snapshots__/test_idefics2/test_flash_idefics2_next_all_params.json
new file mode 100644
index 00000000..45601505
--- /dev/null
+++ b/integration-tests/models/__snapshots__/test_idefics2/test_flash_idefics2_next_all_params.json
@@ -0,0 +1,89 @@
+{
+  "details": {
+    "best_of_sequences": null,
+    "finish_reason": "length",
+    "generated_tokens": 10,
+    "prefill": [
+      {
+        "id": 1,
+        "logprob": null,
+        "text": "<s>"
+      },
+      {
+        "id": 3735,
+        "logprob": -8.5625,
+        "text": "Test"
+      },
+      {
+        "id": 2159,
+        "logprob": -10.78125,
+        "text": "request"
+      }
+    ],
+    "seed": 0,
+    "tokens": [
+      {
+        "id": 288,
+        "logprob": -0.2854004,
+        "special": false,
+        "text": "ing"
+      },
+      {
+        "id": 264,
+        "logprob": -0.37573242,
+        "special": false,
+        "text": " a"
+      },
+      {
+        "id": 633,
+        "logprob": -0.09301758,
+        "special": false,
+        "text": " new"
+      },
+      {
+        "id": 4480,
+        "logprob": -0.3322754,
+        "special": false,
+        "text": " feature"
+      },
+      {
+        "id": 297,
+        "logprob": -0.8510742,
+        "special": false,
+        "text": " in"
+      },
+      {
+        "id": 272,
+        "logprob": -0.13464355,
+        "special": false,
+        "text": " the"
+      },
+      {
+        "id": 2039,
+        "logprob": 0.0,
+        "special": false,
+        "text": " game"
+      },
+      {
+        "id": 28723,
+        "logprob": -0.89990234,
+        "special": false,
+        "text": "."
+      },
+      {
+        "id": 13,
+        "logprob": 0.0,
+        "special": false,
+        "text": "\n"
+      },
+      {
+        "id": 13,
+        "logprob": 0.0,
+        "special": false,
+        "text": "\n"
+      }
+    ],
+    "top_tokens": null
+  },
+  "generated_text": "Test requesting a new feature in the game.\n\n"
+}
diff --git a/integration-tests/models/__snapshots__/test_idefics2/test_flash_idefics2_next_load.json b/integration-tests/models/__snapshots__/test_idefics2/test_flash_idefics2_next_load.json
new file mode 100644
index 00000000..4bc90896
--- /dev/null
+++ b/integration-tests/models/__snapshots__/test_idefics2/test_flash_idefics2_next_load.json
@@ -0,0 +1,7018 @@
+[
+  {
+    "details": {
+      "best_of_sequences": null,
+      "finish_reason": "length",
+      "generated_tokens": 10,
+      "prefill": [
+        {
+          "id": 1,
+          "logprob": null,
+          "text": "<s>"
+        },
+        {
+          "id": 1247,
+          "logprob": -5.2421875,
+          "text": "User"
+        },
+        {
+          "id": 28747,
+          "logprob": -6.9570312,
+          "text": ":"
+        },
+        {
+          "id": 32000,
+          "logprob": -16.234375,
+          "text": "<fake_token_around_image>"
+        },
+        {
+          "id": 32001,
+          "logprob": -18.96875,
+          "text": "<image>"
+        },
+        {
+          "id": 32001,
+          "logprob": -18.1875,
+          "text": "<image>"
+        },
+        {
+          "id": 32001,
+          "logprob": -19.484375,
+          "text": "<image>"
+        },
+        {
+          "id": 32001,
+          "logprob": -17.578125,
+          "text": "<image>"
+        },
+        {
+          "id": 32001,
+          "logprob": -16.8125,
+          "text": "<image>"
+        },
+        {
+          "id": 32001,
+          "logprob": -19.296875,
+          "text": "<image>"
+        },
+        {
+          "id": 32001,
+          "logprob": -20.234375,
+          "text": "<image>"
+        },
+        {
+          "id": 32001,
+          "logprob": -16.421875,
+          "text": "<image>"
+        },
+        {
+          "id": 32001,
+          "logprob": -19.828125,
+          "text": "<image>"
+        },
+        {
+          "id": 32001,
+          "logprob": -23.25,
+          "text": "<image>"
+        },
+        {
+          "id": 32001,
+          "logprob": -19.421875,
+          "text": "<image>"
+        },
+        {
+          "id": 32001,
+          "logprob": -15.28125,
+          "text": "<image>"
+        },
+        {
+          "id": 32001,
+          "logprob": -17.734375,
+          "text": "<image>"
+        },
+        {
+          "id": 32001,
+          "logprob": -20.34375,
+          "text": "<image>"
+        },
+        {
+          "id": 32001,
+          "logprob": -21.296875,
+          "text": "<image>"
+        },
+        {
+          "id": 32001,
+          "logprob": -21.015625,
+          "text": "<image>"
+        },
+        {
+          "id": 32001,
+          "logprob": -20.421875,
+          "text": "<image>"
+        },
+        {
+          "id": 32001,
+          "logprob": -16.015625,
+          "text": "<image>"
+        },
+        {
+          "id": 32001,
+          "logprob": -19.0625,
+          "text": "<image>"
+        },
+        {
+          "id": 32001,
+          "logprob": -22.765625,
+          "text": "<image>"
+        },
+        {
+          "id": 32001,
+          "logprob": -23.625,
+          "text": "<image>"
+        },
+        {
+          "id": 32001,
+          "logprob": -20.40625,
+          "text": "<image>"
+        },
+        {
+          "id": 32001,
+          "logprob": -20.421875,
+          "text": "<image>"
+        },
+        {
+          "id": 32001,
+          "logprob": -20.84375,
+          "text": "<image>"
+        },
+        {
+          "id": 32001,
+          "logprob": -16.5,
+          "text": "<image>"
+        },
+        {
+          "id": 32001,
+          "logprob": -19.984375,
+          "text": "<image>"
+        },
+        {
+          "id": 32001,
+          "logprob": -18.21875,
+          "text": "<image>"
+        },
+        {
+          "id": 32001,
+          "logprob": -23.59375,
+          "text": "<image>"
+        },
+        {
+          "id": 32001,
+          "logprob": -21.203125,
+          "text": "<image>"
+        },
+        {
+          "id": 32001,
+          "logprob": -17.359375,
+          "text": "<image>"
+        },
+        {
+          "id": 32001,
+          "logprob": -16.53125,
+          "text": "<image>"
+        },
+        {
+          "id": 32001,
+          "logprob": -18.984375,
+          "text": "<image>"
+        },
+        {
+          "id": 32001,
+          "logprob": -21.78125,
+          "text": "<image>"
+        },
+        {
+          "id": 32001,
+          "logprob": -19.328125,
+          "text": "<image>"
+        },
+        {
+          "id": 32001,
+          "logprob": -18.0,
+          "text": "<image>"
+        },
+        {
+          "id": 32001,
+          "logprob": -18.828125,
+          "text": "<image>"
+        },
+        {
+          "id": 32001,
+          "logprob": -17.9375,
+          "text": "<image>"
+        },
+        {
+          "id": 32001,
+          "logprob": -19.1875,
+          "text": "<image>"
+        },
+        {
+          "id": 32001,
+          "logprob": -18.640625,
+          "text": "<image>"
+        },
+        {
+          "id": 32001,
+          "logprob": -20.125,
+          "text": "<image>"
+        },
+        {
+          "id": 32001,
+          "logprob": -19.4375,
+          "text": "<image>"
+        },
+        {
+          "id": 32001,
+          "logprob": -14.8828125,
+          "text": "<image>"
+        },
+        {
+          "id": 32001,
+          "logprob": -18.453125,
+          "text": "<image>"
+        },
+        {
+          "id": 32001,
+          "logprob": -23.21875,
+          "text": "<image>"
+        },
+        {
+          "id": 32001,
+          "logprob": -17.4375,
+          "text": "<image>"
+        },
+        {
+          "id": 32001,
+          "logprob": -23.671875,
+          "text": "<image>"
+        },
+        {
+          "id": 32001,
+          "logprob": -23.015625,
+          "text": "<image>"
+        },
+        {
+          "id": 32001,
+          "logprob": -19.75,
+          "text": "<image>"
+        },
+        {
+          "id": 32001,
+          "logprob": -17.078125,
+          "text": "<image>"
+        },
+        {
+          "id": 32001,
+          "logprob": -17.640625,
+          "text": "<image>"
+        },
+        {
+          "id": 32001,
+          "logprob": -17.046875,
+          "text": "<image>"
+        },
+        {
+          "id": 32001,
+          "logprob": -18.40625,
+          "text": "<image>"
+        },
+        {
+          "id": 32001,
+          "logprob": -20.578125,
+          "text": "<image>"
+        },
+        {
+          "id": 32001,
+          "logprob": -18.34375,
+          "text": "<image>"
+        },
+        {
+          "id": 32001,
+          "logprob": -17.140625,
+          "text": "<image>"
+        },
+        {
+          "id": 32001,
+          "logprob": -18.671875,
+          "text": "<image>"
+        },
+        {
+          "id": 32001,
+          "logprob": -18.875,
+          "text": "<image>"
+        },
+        {
+          "id": 32001,
+          "logprob": -16.0,
+          "text": "<image>"
+        },
+        {
+          "id": 32001,
+          "logprob": -18.1875,
+          "text": "<image>"
+        },
+        {
+          "id": 32001,
+          "logprob": -18.84375,
+          "text": "<image>"
+        },
+        {
+          "id": 32001,
+          "logprob": -20.15625,
+          "text": "<image>"
+        },
+        {
+          "id": 32001,
+          "logprob": -18.96875,
+          "text": "<image>"
+        },
+        {
+          "id": 32001,
+          "logprob": -18.71875,
+          "text": "<image>"
+        },
+        {
+          "id": 32001,
+          "logprob": -17.9375,
+          "text": "<image>"
+        },
+        {
+          "id": 32001,
+          "logprob": -17.921875,
+          "text": "<image>"
+        },
+        {
+          "id": 32001,
+          "logprob": -19.125,
+          "text": "<image>"
+        },
+        {
+          "id": 32001,
+          "logprob": -20.296875,
+          "text": "<image>"
+        },
+        {
+          "id": 32001,
+          "logprob": -17.25,
+          "text": "<image>"
+        },
+        {
+          "id": 32001,
+          "logprob": -17.96875,
+          "text": "<image>"
+        },
+        {
+          "id": 32001,
+          "logprob": -19.546875,
+          "text": "<image>"
+        },
+        {
+          "id": 32001,
+          "logprob": -19.921875,
+          "text": "<image>"
+        },
+        {
+          "id": 32001,
+          "logprob": -16.3125,
+          "text": "<image>"
+        },
+        {
+          "id": 32001,
+          "logprob": -19.546875,
+          "text": "<image>"
+        },
+        {
+          "id": 32001,
+          "logprob": -20.1875,
+          "text": "<image>"
+        },
+        {
+          "id": 32001,
+          "logprob": -20.953125,
+          "text": "<image>"
+        },
+        {
+          "id": 32001,
+          "logprob": -15.828125,
+          "text": "<image>"
+        },
+        {
+          "id": 32001,
+          "logprob": -16.375,
+          "text": "<image>"
+        },
+        {
+          "id": 32001,
+          "logprob": -20.171875,
+          "text": "<image>"
+        },
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+        },
+        {
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+        },
+        {
+          "id": 32001,
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+          "text": "<image>"
+        },
+        {
+          "id": 32000,
+          "logprob": -2.0429688,
+          "text": "<fake_token_around_image>"
+        },
+        {
+          "id": 12018,
+          "logprob": -12.03125,
+          "text": "Write"
+        },
+        {
+          "id": 528,
+          "logprob": -10.25,
+          "text": "me"
+        },
+        {
+          "id": 264,
+          "logprob": -0.10437012,
+          "text": "a"
+        },
+        {
+          "id": 2485,
+          "logprob": -4.578125,
+          "text": "short"
+        },
+        {
+          "id": 2838,
+          "logprob": -0.22924805,
+          "text": "story"
+        },
+        {
+          "id": 32002,
+          "logprob": -10.84375,
+          "text": "<end_of_utterance>"
+        },
+        {
+          "id": 259,
+          "logprob": -20.171875,
+          "text": " "
+        },
+        {
+          "id": 13,
+          "logprob": -8.765625,
+          "text": "\n"
+        },
+        {
+          "id": 7226,
+          "logprob": -10.4140625,
+          "text": "Ass"
+        },
+        {
+          "id": 11143,
+          "logprob": -13.640625,
+          "text": "istant"
+        },
+        {
+          "id": 28747,
+          "logprob": -0.005744934,
+          "text": ":"
+        }
+      ],
+      "seed": null,
+      "tokens": [
+        {
+          "id": 330,
+          "logprob": -0.12976074,
+          "special": false,
+          "text": " A"
+        },
+        {
+          "id": 13088,
+          "logprob": -0.66308594,
+          "special": false,
+          "text": " chicken"
+        },
+        {
+          "id": 349,
+          "logprob": -0.29541016,
+          "special": false,
+          "text": " is"
+        },
+        {
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+          "logprob": -0.05996704,
+          "special": false,
+          "text": " sitting"
+        },
+        {
+          "id": 356,
+          "logprob": -0.27075195,
+          "special": false,
+          "text": " on"
+        },
+        {
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+          "logprob": -0.14160156,
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+          "text": " a"
+        },
+        {
+          "id": 17972,
+          "logprob": -0.040863037,
+          "special": false,
+          "text": " pile"
+        },
+        {
+          "id": 302,
+          "logprob": -0.00027036667,
+          "special": false,
+          "text": " of"
+        },
+        {
+          "id": 2445,
+          "logprob": -0.093322754,
+          "special": false,
+          "text": " money"
+        },
+        {
+          "id": 28723,
+          "logprob": -0.006931305,
+          "special": false,
+          "text": "."
+        }
+      ],
+      "top_tokens": null
+    },
+    "generated_text": " A chicken is sitting on a pile of money."
+  }
+]
diff --git a/integration-tests/models/__snapshots__/test_idefics2/test_flash_idefics2_next_simple.json b/integration-tests/models/__snapshots__/test_idefics2/test_flash_idefics2_next_simple.json
new file mode 100644
index 00000000..a3b18d0a
--- /dev/null
+++ b/integration-tests/models/__snapshots__/test_idefics2/test_flash_idefics2_next_simple.json
@@ -0,0 +1,73 @@
+{
+  "details": {
+    "best_of_sequences": null,
+    "finish_reason": "length",
+    "generated_tokens": 10,
+    "prefill": [],
+    "seed": null,
+    "tokens": [
+      {
+        "id": 330,
+        "logprob": -0.13000488,
+        "special": false,
+        "text": " A"
+      },
+      {
+        "id": 13088,
+        "logprob": -0.6713867,
+        "special": false,
+        "text": " chicken"
+      },
+      {
+        "id": 349,
+        "logprob": -0.2980957,
+        "special": false,
+        "text": " is"
+      },
+      {
+        "id": 6398,
+        "logprob": -0.060638428,
+        "special": false,
+        "text": " sitting"
+      },
+      {
+        "id": 356,
+        "logprob": -0.27319336,
+        "special": false,
+        "text": " on"
+      },
+      {
+        "id": 264,
+        "logprob": -0.140625,
+        "special": false,
+        "text": " a"
+      },
+      {
+        "id": 17972,
+        "logprob": -0.040405273,
+        "special": false,
+        "text": " pile"
+      },
+      {
+        "id": 302,
+        "logprob": -0.0002708435,
+        "special": false,
+        "text": " of"
+      },
+      {
+        "id": 2445,
+        "logprob": -0.095336914,
+        "special": false,
+        "text": " money"
+      },
+      {
+        "id": 28723,
+        "logprob": -0.0068359375,
+        "special": false,
+        "text": "."
+      }
+    ],
+    "top_tokens": null
+  },
+  "generated_text": " A chicken is sitting on a pile of money."
+}
diff --git a/integration-tests/models/__snapshots__/test_llava_next/test_flash_llava_next_load.json b/integration-tests/models/__snapshots__/test_llava_next/test_flash_llava_next_load.json
index 76b0154c..2007c0f2 100644
--- a/integration-tests/models/__snapshots__/test_llava_next/test_flash_llava_next_load.json
+++ b/integration-tests/models/__snapshots__/test_llava_next/test_flash_llava_next_load.json
@@ -27,12 +27,12 @@
         },
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           "id": 32000,
-          "logprob": -10.6875,
+          "logprob": -10.671875,
           "text": "<image>"
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+          "logprob": -15.7109375,
           "text": "<image>"
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@@ -42,127 +42,12 @@
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           "text": "<image>"
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-          "logprob": -10.4296875,
+          "logprob": -10.1328125,
           "text": "<image>"
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         {
@@ -172,242 +57,32 @@
         },
         {
           "id": 32000,
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           "text": "<image>"
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           "id": 32000,
-          "logprob": -12.0859375,
+          "logprob": -12.09375,
           "text": "<image>"
         },
         {
@@ -58764,47 +58764,47 @@
         },
         {
           "id": 32000,
-          "logprob": -15.5625,
+          "logprob": -15.59375,
           "text": "<image>"
         },
         {
           "id": 32000,
-          "logprob": -11.6875,
+          "logprob": -11.671875,
           "text": "<image>"
         },
         {
           "id": 32000,
-          "logprob": -12.34375,
+          "logprob": -12.3515625,
           "text": "<image>"
         },
         {
           "id": 32000,
-          "logprob": -14.8828125,
+          "logprob": -14.90625,
           "text": "<image>"
         },
         {
           "id": 32000,
-          "logprob": -12.625,
+          "logprob": -12.609375,
           "text": "<image>"
         },
         {
           "id": 32000,
-          "logprob": -14.6640625,
+          "logprob": -14.671875,
           "text": "<image>"
         },
         {
           "id": 32000,
-          "logprob": -15.3515625,
+          "logprob": -15.34375,
           "text": "<image>"
         },
         {
           "id": 32000,
-          "logprob": -15.203125,
+          "logprob": -15.2265625,
           "text": "<image>"
         },
         {
           "id": 32000,
-          "logprob": -11.7734375,
+          "logprob": -11.78125,
           "text": "<image>"
         },
         {
@@ -58814,122 +58814,17 @@
         },
         {
           "id": 32000,
-          "logprob": -12.0546875,
+          "logprob": -12.0390625,
           "text": "<image>"
         },
         {
           "id": 32000,
-          "logprob": -11.7890625,
+          "logprob": -11.796875,
           "text": "<image>"
         },
         {
           "id": 32000,
-          "logprob": -12.0078125,
-          "text": "<image>"
-        },
-        {
-          "id": 32000,
-          "logprob": -12.8515625,
-          "text": "<image>"
-        },
-        {
-          "id": 32000,
-          "logprob": -16.796875,
-          "text": "<image>"
-        },
-        {
-          "id": 32000,
-          "logprob": -12.734375,
-          "text": "<image>"
-        },
-        {
-          "id": 32000,
-          "logprob": -12.453125,
-          "text": "<image>"
-        },
-        {
-          "id": 32000,
-          "logprob": -13.3828125,
-          "text": "<image>"
-        },
-        {
-          "id": 32000,
-          "logprob": -13.0390625,
-          "text": "<image>"
-        },
-        {
-          "id": 32000,
-          "logprob": -11.890625,
-          "text": "<image>"
-        },
-        {
-          "id": 32000,
-          "logprob": -11.4453125,
-          "text": "<image>"
-        },
-        {
-          "id": 32000,
-          "logprob": -12.7265625,
-          "text": "<image>"
-        },
-        {
-          "id": 32000,
-          "logprob": -11.84375,
-          "text": "<image>"
-        },
-        {
-          "id": 32000,
-          "logprob": -11.28125,
-          "text": "<image>"
-        },
-        {
-          "id": 32000,
-          "logprob": -14.734375,
-          "text": "<image>"
-        },
-        {
-          "id": 32000,
-          "logprob": -14.3515625,
-          "text": "<image>"
-        },
-        {
-          "id": 32000,
-          "logprob": -12.015625,
-          "text": "<image>"
-        },
-        {
-          "id": 32000,
-          "logprob": -13.5703125,
-          "text": "<image>"
-        },
-        {
-          "id": 32000,
-          "logprob": -13.796875,
-          "text": "<image>"
-        },
-        {
-          "id": 32000,
-          "logprob": -11.3203125,
-          "text": "<image>"
-        },
-        {
-          "id": 32000,
-          "logprob": -11.984375,
-          "text": "<image>"
-        },
-        {
-          "id": 32000,
-          "logprob": -13.3984375,
-          "text": "<image>"
-        },
-        {
-          "id": 32000,
-          "logprob": -12.8984375,
-          "text": "<image>"
-        },
-        {
-          "id": 32000,
-          "logprob": -14.34375,
+          "logprob": -12.03125,
           "text": "<image>"
         },
         {
@@ -58939,27 +58834,132 @@
         },
         {
           "id": 32000,
-          "logprob": -13.8203125,
+          "logprob": -16.515625,
           "text": "<image>"
         },
         {
           "id": 32000,
-          "logprob": -13.34375,
+          "logprob": -12.7734375,
           "text": "<image>"
         },
         {
           "id": 32000,
-          "logprob": -13.1328125,
+          "logprob": -12.4609375,
           "text": "<image>"
         },
         {
           "id": 32000,
-          "logprob": -11.9453125,
+          "logprob": -13.3984375,
           "text": "<image>"
         },
         {
           "id": 32000,
-          "logprob": -15.1484375,
+          "logprob": -13.171875,
+          "text": "<image>"
+        },
+        {
+          "id": 32000,
+          "logprob": -11.8828125,
+          "text": "<image>"
+        },
+        {
+          "id": 32000,
+          "logprob": -11.4375,
+          "text": "<image>"
+        },
+        {
+          "id": 32000,
+          "logprob": -12.734375,
+          "text": "<image>"
+        },
+        {
+          "id": 32000,
+          "logprob": -11.828125,
+          "text": "<image>"
+        },
+        {
+          "id": 32000,
+          "logprob": -11.2734375,
+          "text": "<image>"
+        },
+        {
+          "id": 32000,
+          "logprob": -14.734375,
+          "text": "<image>"
+        },
+        {
+          "id": 32000,
+          "logprob": -14.3984375,
+          "text": "<image>"
+        },
+        {
+          "id": 32000,
+          "logprob": -12.0078125,
+          "text": "<image>"
+        },
+        {
+          "id": 32000,
+          "logprob": -13.578125,
+          "text": "<image>"
+        },
+        {
+          "id": 32000,
+          "logprob": -13.578125,
+          "text": "<image>"
+        },
+        {
+          "id": 32000,
+          "logprob": -11.3359375,
+          "text": "<image>"
+        },
+        {
+          "id": 32000,
+          "logprob": -11.984375,
+          "text": "<image>"
+        },
+        {
+          "id": 32000,
+          "logprob": -13.421875,
+          "text": "<image>"
+        },
+        {
+          "id": 32000,
+          "logprob": -12.9140625,
+          "text": "<image>"
+        },
+        {
+          "id": 32000,
+          "logprob": -14.34375,
+          "text": "<image>"
+        },
+        {
+          "id": 32000,
+          "logprob": -12.8828125,
+          "text": "<image>"
+        },
+        {
+          "id": 32000,
+          "logprob": -13.890625,
+          "text": "<image>"
+        },
+        {
+          "id": 32000,
+          "logprob": -13.3203125,
+          "text": "<image>"
+        },
+        {
+          "id": 32000,
+          "logprob": -13.2109375,
+          "text": "<image>"
+        },
+        {
+          "id": 32000,
+          "logprob": -11.9765625,
+          "text": "<image>"
+        },
+        {
+          "id": 32000,
+          "logprob": -15.140625,
           "text": "<image>"
         },
         {
@@ -58974,12 +58974,12 @@
         },
         {
           "id": 32000,
-          "logprob": -14.421875,
+          "logprob": -14.40625,
           "text": "<image>"
         },
         {
           "id": 32000,
-          "logprob": -12.03125,
+          "logprob": -12.046875,
           "text": "<image>"
         },
         {
@@ -58989,52 +58989,52 @@
         },
         {
           "id": 32000,
-          "logprob": -13.546875,
+          "logprob": -13.5078125,
           "text": "<image>"
         },
         {
           "id": 32000,
-          "logprob": -11.7109375,
+          "logprob": -11.734375,
           "text": "<image>"
         },
         {
           "id": 32000,
-          "logprob": -13.3828125,
+          "logprob": -13.390625,
           "text": "<image>"
         },
         {
           "id": 32000,
-          "logprob": -17.28125,
+          "logprob": -17.3125,
           "text": "<image>"
         },
         {
           "id": 32000,
-          "logprob": -12.59375,
+          "logprob": -12.5234375,
           "text": "<image>"
         },
         {
           "id": 32000,
-          "logprob": -17.59375,
+          "logprob": -17.625,
           "text": "<image>"
         },
         {
           "id": 32000,
-          "logprob": -11.9453125,
+          "logprob": -11.9296875,
           "text": "<image>"
         },
         {
           "id": 32000,
-          "logprob": -12.7109375,
+          "logprob": -12.71875,
           "text": "<image>"
         },
         {
           "id": 32000,
-          "logprob": -15.9375,
+          "logprob": -15.9140625,
           "text": "<image>"
         },
         {
           "id": 32000,
-          "logprob": -16.625,
+          "logprob": -16.65625,
           "text": "<image>"
         },
         {
@@ -59044,27 +59044,27 @@
         },
         {
           "id": 2418,
-          "logprob": -19.078125,
+          "logprob": -19.0625,
           "text": "Can"
         },
         {
           "id": 368,
-          "logprob": -0.19665527,
+          "logprob": -0.19726562,
           "text": "you"
         },
         {
           "id": 1912,
-          "logprob": -1.5009766,
+          "logprob": -1.4990234,
           "text": "tell"
         },
         {
           "id": 528,
-          "logprob": -0.31054688,
+          "logprob": -0.31152344,
           "text": "me"
         },
         {
           "id": 264,
-          "logprob": -2.6269531,
+          "logprob": -2.6367188,
           "text": "a"
         },
         {
@@ -59074,12 +59074,12 @@
         },
         {
           "id": 2485,
-          "logprob": -0.99365234,
+          "logprob": -0.9941406,
           "text": "short"
         },
         {
           "id": 2838,
-          "logprob": -0.45996094,
+          "logprob": -0.46118164,
           "text": "story"
         },
         {
@@ -59089,22 +59089,22 @@
         },
         {
           "id": 356,
-          "logprob": -0.029006958,
+          "logprob": -0.029129028,
           "text": "on"
         },
         {
           "id": 272,
-          "logprob": -0.9897461,
+          "logprob": -0.9902344,
           "text": "the"
         },
         {
           "id": 3469,
-          "logprob": -0.29125977,
+          "logprob": -0.29052734,
           "text": "image"
         },
         {
           "id": 28804,
-          "logprob": -0.43017578,
+          "logprob": -0.43188477,
           "text": "?"
         }
       ],
@@ -59112,13 +59112,13 @@
       "tokens": [
         {
           "id": 13,
-          "logprob": -0.007446289,
+          "logprob": -0.0076828003,
           "special": false,
           "text": "\n"
         },
         {
           "id": 13,
-          "logprob": -0.20129395,
+          "logprob": -0.19958496,
           "special": false,
           "text": "\n"
         },
@@ -59130,43 +59130,43 @@
         },
         {
           "id": 3714,
-          "logprob": -0.20825195,
+          "logprob": -0.20861816,
           "special": false,
           "text": " upon"
         },
         {
           "id": 264,
-          "logprob": -0.0017786026,
+          "logprob": -0.0017719269,
           "special": false,
           "text": " a"
         },
         {
           "id": 727,
-          "logprob": -0.011955261,
+          "logprob": -0.011749268,
           "special": false,
           "text": " time"
         },
         {
           "id": 28725,
-          "logprob": -0.17297363,
+          "logprob": -0.17529297,
           "special": false,
           "text": ","
         },
         {
           "id": 736,
-          "logprob": -0.91015625,
+          "logprob": -0.9086914,
           "special": false,
           "text": " there"
         },
         {
           "id": 403,
-          "logprob": -0.05758667,
+          "logprob": -0.056732178,
           "special": false,
           "text": " was"
         },
         {
           "id": 264,
-          "logprob": -0.009544373,
+          "logprob": -0.00970459,
           "special": false,
           "text": " a"
         }
diff --git a/integration-tests/models/__snapshots__/test_tools_llama/test_flash_llama_grammar_tools.json b/integration-tests/models/__snapshots__/test_tools_llama/test_flash_llama_grammar_tools.json
index 45f8ca99..a4c34a10 100644
--- a/integration-tests/models/__snapshots__/test_tools_llama/test_flash_llama_grammar_tools.json
+++ b/integration-tests/models/__snapshots__/test_tools_llama/test_flash_llama_grammar_tools.json
@@ -30,7 +30,7 @@
   "id": "",
   "model": "TinyLlama/TinyLlama-1.1B-Chat-v1.0",
   "object": "text_completion",
-  "system_fingerprint": "2.0.0-native",
+  "system_fingerprint": "2.0.1-native",
   "usage": {
     "completion_tokens": 37,
     "prompt_tokens": 524,
diff --git a/integration-tests/models/__snapshots__/test_tools_llama/test_flash_llama_grammar_tools_auto.json b/integration-tests/models/__snapshots__/test_tools_llama/test_flash_llama_grammar_tools_auto.json
index e0ed0947..04bcdc4e 100644
--- a/integration-tests/models/__snapshots__/test_tools_llama/test_flash_llama_grammar_tools_auto.json
+++ b/integration-tests/models/__snapshots__/test_tools_llama/test_flash_llama_grammar_tools_auto.json
@@ -30,7 +30,7 @@
   "id": "",
   "model": "TinyLlama/TinyLlama-1.1B-Chat-v1.0",
   "object": "text_completion",
-  "system_fingerprint": "2.0.0-native",
+  "system_fingerprint": "2.0.1-native",
   "usage": {
     "completion_tokens": 37,
     "prompt_tokens": 524,
diff --git a/integration-tests/models/__snapshots__/test_tools_llama/test_flash_llama_grammar_tools_choice.json b/integration-tests/models/__snapshots__/test_tools_llama/test_flash_llama_grammar_tools_choice.json
index b70c2d6f..603c90af 100644
--- a/integration-tests/models/__snapshots__/test_tools_llama/test_flash_llama_grammar_tools_choice.json
+++ b/integration-tests/models/__snapshots__/test_tools_llama/test_flash_llama_grammar_tools_choice.json
@@ -30,7 +30,7 @@
   "id": "",
   "model": "TinyLlama/TinyLlama-1.1B-Chat-v1.0",
   "object": "text_completion",
-  "system_fingerprint": "2.0.0-native",
+  "system_fingerprint": "2.0.1-native",
   "usage": {
     "completion_tokens": 48,
     "prompt_tokens": 320,
diff --git a/integration-tests/models/__snapshots__/test_tools_llama/test_flash_llama_grammar_tools_stream.json b/integration-tests/models/__snapshots__/test_tools_llama/test_flash_llama_grammar_tools_stream.json
index 6787b39b..f72a5d38 100644
--- a/integration-tests/models/__snapshots__/test_tools_llama/test_flash_llama_grammar_tools_stream.json
+++ b/integration-tests/models/__snapshots__/test_tools_llama/test_flash_llama_grammar_tools_stream.json
@@ -23,5 +23,5 @@
   "id": "",
   "model": "TinyLlama/TinyLlama-1.1B-Chat-v1.0",
   "object": "text_completion",
-  "system_fingerprint": "2.0.0-native"
+  "system_fingerprint": "2.0.1-native"
 }
diff --git a/integration-tests/models/test_idefics2.py b/integration-tests/models/test_idefics2.py
new file mode 100644
index 00000000..d34cce34
--- /dev/null
+++ b/integration-tests/models/test_idefics2.py
@@ -0,0 +1,81 @@
+import pytest
+import base64
+
+
+# TODO fix the server parsser to count inline image tokens correctly
+def get_chicken():
+    with open("integration-tests/images/chicken_on_money.png", "rb") as image_file:
+        encoded_string = base64.b64encode(image_file.read())
+    return f"data:image/png;base64,{encoded_string.decode('utf-8')}"
+
+
+@pytest.fixture(scope="module")
+def flash_idefics2_next_handle(launcher):
+    with launcher(
+        "HuggingFaceM4/idefics2-8b",
+    ) as handle:
+        yield handle
+
+
+@pytest.fixture(scope="module")
+async def flash_idefics2_next(flash_idefics2_next_handle):
+    await flash_idefics2_next_handle.health(300)
+    return flash_idefics2_next_handle.client
+
+
+@pytest.mark.asyncio
+@pytest.mark.private
+async def test_flash_idefics2_next_simple(flash_idefics2_next, response_snapshot):
+    chicken = get_chicken()
+    response = await flash_idefics2_next.generate(
+        f"User:![]({chicken})Write me a short story<end_of_utterance> \nAssistant:",
+        max_new_tokens=10,
+    )
+    assert (
+        response.generated_text == " A chicken is sitting on a pile of money."
+    ), f"{repr(response.generated_text)}"
+    assert response.details.generated_tokens == 10
+    assert response == response_snapshot
+
+
+@pytest.mark.asyncio
+@pytest.mark.private
+async def test_flash_idefics2_next_all_params(flash_idefics2_next, response_snapshot):
+    response = await flash_idefics2_next.generate(
+        "Test request",
+        max_new_tokens=10,
+        repetition_penalty=1.2,
+        return_full_text=True,
+        stop_sequences=["test"],
+        temperature=0.5,
+        top_p=0.9,
+        top_k=10,
+        truncate=5,
+        typical_p=0.9,
+        watermark=True,
+        decoder_input_details=True,
+        seed=0,
+    )
+
+    assert response.details.generated_tokens == 10
+    assert response == response_snapshot
+
+
+@pytest.mark.asyncio
+@pytest.mark.private
+async def test_flash_idefics2_next_load(
+    flash_idefics2_next, generate_load, response_snapshot
+):
+    chicken = get_chicken()
+    responses = await generate_load(
+        flash_idefics2_next,
+        f"User:![]({chicken})Write me a short story<end_of_utterance> \nAssistant:",
+        max_new_tokens=10,
+        n=4,
+    )
+    generated_texts = [r.generated_text for r in responses]
+    assert generated_texts[0] == " A chicken is sitting on a pile of money."
+    assert len(generated_texts) == 4
+    assert all([r.generated_text == generated_texts[0] for r in responses])
+
+    assert responses == response_snapshot
diff --git a/integration-tests/pyproject.toml b/integration-tests/pyproject.toml
index 6923ff23..88e9761a 100644
--- a/integration-tests/pyproject.toml
+++ b/integration-tests/pyproject.toml
@@ -1,6 +1,6 @@
 [tool.poetry]
 name = "text-generation-integration-tests"
-version = "2.0.0"
+version = "2.0.1"
 description = "Text Generation Inference integration tests"
 authors = ["Nicolas Patry <nicolas@huggingface.co>"]
 
diff --git a/load_tests/common.js b/load_tests/common.js
index 06d2506f..80728214 100644
--- a/load_tests/common.js
+++ b/load_tests/common.js
@@ -1,71 +1,94 @@
-import { check, randomSeed } from 'k6';
+import { check } from 'k6';
+import { scenario } from 'k6/execution';
 import http from 'k6/http';
 import { Trend, Counter } from 'k6/metrics';
-import { randomItem } from 'https://jslib.k6.io/k6-utils/1.2.0/index.js';
 
-const seed = 0;
-
-const host = __ENV.HOST || '127.0.0.1:8000';
+const host = __ENV.HOST;
+const model_id = __ENV.MODEL_ID;
 const timePerToken = new Trend('time_per_token', true);
 const tokens = new Counter('tokens');
 const new_tokens = new Counter('new_tokens');
 const input_tokens = new Counter('input_tokens');
+const max_new_tokens = 50;
 
-randomSeed(seed);
 // const shareGPT = JSON.parse(open("ShareGPT_V3_unfiltered_cleaned_split.json"))
 const shareGPT = JSON.parse(open("small.json"))
 
 
-export function get_options(reference_latency_ms){
+export function get_options() {
     return {
         thresholds: {
             http_req_failed: ['rate==0'],
-            time_per_token: [{
-                threshold: `p(50)<${5 * reference_latency_ms}`,
-                abortOnFail: true,
-                delayAbortEval: '10s'
-            }],
+            // time_per_token: [{
+            //     threshold: `p(50)<${5 * reference_latency_ms}`,
+            //     abortOnFail: true,
+            //     delayAbortEval: '10s'
+            // }],
         },
         scenarios: {
-            load_test: {
+            single_user: {
                 executor: 'constant-arrival-rate',
                 duration: '60s',
-                preAllocatedVUs: 10,
-                rate: 10,
+                preAllocatedVUs: 1,
+                rate: 1,
                 timeUnit: '1s',
             },
+            // load_test: {
+            //     executor: 'constant-arrival-rate',
+            //     duration: '60s',
+            //     preAllocatedVUs: 100,
+            //     rate: 1,
+            //     timeUnit: '1s',
+            // },
+            // breakpoint: {
+            //     executor: 'ramping-arrival-rate', //Assure load increase if the system slows
+            //     preAllocatedVUs: 1000,
+            //     stages: [
+            //         { duration: '60s', target: 100 }, // just slowly ramp-up to a HUGE load
+            //     ],
+            // },
+            // throughput: {
+            //     executor: 'shared-iterations',
+            //     vus: 100,
+            //     iterations: 200,
+            //     maxDuration: '40s',
+            // },
         },
     };
 }
 
+function generate_payload(gpt, max_new_tokens) {
+    const input = gpt["conversations"][0]["value"];
+    return { "messages": [{ "role": "user", "content": input }], "temperature": 0, "model": `${model_id}`, "max_tokens": max_new_tokens }
+}
 
-export function run(host, generate_payload, max_new_tokens) {
-    const headers = {'Content-Type': 'application/json'};
-    const query = randomItem(shareGPT);
-    const payload = JSON.stringify(generate_payload(query));
-    const res = http.post(`http://${host}/generate`, payload, {
+export const options = get_options();
+
+export default function run() {
+    const headers = { 'Content-Type': 'application/json' };
+    const query = shareGPT[scenario.iterationInTest % shareGPT.length];
+    const payload = JSON.stringify(generate_payload(query, max_new_tokens));
+    const res = http.post(`http://${host}/v1/chat/completions`, payload, {
         headers,
     });
-    if(res.status >= 400 && res.status < 500){
+    if (res.status >= 400 && res.status < 500) {
         return;
     }
 
 
     check(res, {
-        'Post status is 200': (r) => res.status === 200,
+        'Post status is 200': (res) => res.status === 200,
     });
     const duration = res.timings.duration;
 
     if (res.status === 200) {
         const body = res.json();
-        const n_tokens = body.details.tokens.length;
-        const latency_ms_per_token = duration / n_tokens;
+        const completion_tokens = body.usage.completion_tokens;
+        const latency_ms_per_token = duration / completion_tokens;
         timePerToken.add(latency_ms_per_token);
-        const latency_in_s = latency_ms_per_token / 1000;
-        const individual_throughput = 1 / latency_in_s;
-        const _input_tokens = body.details.prefill.length;
-        tokens.add(n_tokens + _input_tokens);
-        input_tokens.add(_input_tokens);
-        new_tokens.add(n_tokens);
+        const prompt_tokens = body.usage.prompt_tokens;
+        input_tokens.add(prompt_tokens);
+        new_tokens.add(completion_tokens);
+        tokens.add(completion_tokens + prompt_tokens);
     }
 }
diff --git a/load_tests/tgi.js b/load_tests/tgi.js
deleted file mode 100644
index 6c559a9f..00000000
--- a/load_tests/tgi.js
+++ /dev/null
@@ -1,17 +0,0 @@
-import { get_options, run } from "./common.js";
-
-const reference_latency_ms = 70;
-const host = __ENV.HOST || '127.0.0.1:8000';
-const max_new_tokens = 50;
-
-
-function generate_payload(gpt){
-    const input = gpt["conversations"][0]["value"];
-    return {"inputs": input, "parameters": {"max_new_tokens": max_new_tokens, "decoder_input_details": true}}
-}
-
-export const options = get_options(reference_latency_ms);
-
-export default function(){
-    run(host, generate_payload, max_new_tokens);
-}
diff --git a/load_tests/vllm.js b/load_tests/vllm.js
deleted file mode 100644
index 1edc039a..00000000
--- a/load_tests/vllm.js
+++ /dev/null
@@ -1,17 +0,0 @@
-import { get_options, run } from "./common.js";
-
-const reference_latency_ms = 22;
-const host = __ENV.HOST || '127.0.0.1:8000';
-const max_new_tokens = 50;
-
-
-function generate_payload(gpt){
-    const input = gpt["conversations"][0]["value"];
-    return {"prompt": input, "temperature": 0.5, "ignore_eos": true}
-}
-
-export const options = get_options(reference_latency_ms);
-
-export default function(){
-    run(host, generate_payload, max_new_tokens);
-}
diff --git a/router/Cargo.toml b/router/Cargo.toml
index 582bbdfb..d164183e 100644
--- a/router/Cargo.toml
+++ b/router/Cargo.toml
@@ -21,7 +21,7 @@ axum-tracing-opentelemetry = "0.14.1"
 text-generation-client = { path = "client" }
 clap = { version = "4.4.5", features = ["derive", "env"] }
 futures = "0.3.28"
-hf-hub = { version = "0.3.0", features = ["tokio"] }
+hf-hub = { workspace = true }
 jsonschema = { version = "0.17.1", features = ["draft202012"] }
 metrics = "0.21.1"
 metrics-exporter-prometheus = { version = "0.12.1", features = [] }
@@ -33,7 +33,7 @@ reqwest = { version = "0.11.20", features = [] }
 serde = "1.0.188"
 serde_json = "1.0.107"
 thiserror = "1.0.48"
-tokenizers = { version = "0.15.1", features = ["http"] }
+tokenizers = { workspace = true}
 tokio = { version = "1.32.0", features = ["rt", "rt-multi-thread", "parking_lot", "signal", "sync"] }
 tokio-stream = "0.1.14"
 tower-http = { version = "0.4.4", features = ["cors"] }
diff --git a/router/client/src/client.rs b/router/client/src/client.rs
index ae926139..e8035106 100644
--- a/router/client/src/client.rs
+++ b/router/client/src/client.rs
@@ -114,8 +114,12 @@ impl Client {
             let truncate = min(max_input_length, max_prefill_tokens - n_tokens);
 
             let mut inputs = String::new();
-            inputs.push_str("![](data:image/jpeg;base64,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");
             inputs.push_str(&"_test ".to_string().repeat(max_input_length as usize));
+            if n_tokens == 0 {
+                // 1 request is enough to test vision heads.
+                // Sending images on other queries messes up easily with truncation.
+                inputs.push_str("![](data:image/jpeg;base64,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)");
+            }
 
             requests.push(Request {
                 id: 0,
diff --git a/router/src/config.rs b/router/src/config.rs
index 9b5a2404..88cde69a 100644
--- a/router/src/config.rs
+++ b/router/src/config.rs
@@ -57,6 +57,31 @@ fn select_best_resolution(
     best_fit.unwrap_or((original_height, original_width))
 }
 
+fn get_unpadded_features(
+    height: usize,
+    width: usize,
+    npatches: usize,
+    num_patch_height: usize,
+    num_patch_width: usize,
+) -> (usize, usize) {
+    let current_height = npatches * num_patch_height;
+    let current_width = npatches * num_patch_width;
+
+    let aspect_ratio: f64 = width as f64 / height as f64;
+    let current_aspect_ratio: f64 = current_width as f64 / current_height as f64;
+    let (current_height, current_width) = if aspect_ratio > current_aspect_ratio {
+        let new_height = (height * current_width) / width;
+        (new_height, current_width)
+    } else {
+        let new_width = (width * current_height) / height;
+        (current_height, new_width)
+    };
+
+    let unpadded_features = current_height * current_width;
+    let newline_features = current_height;
+    (unpadded_features, newline_features)
+}
+
 impl LlavaNext {
     pub fn get_number_of_features(&self, height: usize, width: usize) -> usize {
         let image_size = self.vision_config.image_size;
@@ -65,11 +90,9 @@ impl LlavaNext {
         let npatches = image_size / patch_size;
         let (num_patch_height, num_patch_width) =
             get_anyres_image_grid_shape(height, width, &self.image_grid_pinpoints, image_size);
-        // Ceil
-        let height_of_patch = (height * npatches + width - 1) / width;
-        let unpadded_features = npatches * height_of_patch * num_patch_height * num_patch_width;
-        // They are only added after width
-        let newline_features = height_of_patch * num_patch_width;
+
+        let (unpadded_features, newline_features) =
+            get_unpadded_features(height, width, npatches, num_patch_height, num_patch_width);
         // The base patch covers the entire image
         let base_features = npatches.pow(2);
         unpadded_features + newline_features + base_features
@@ -84,6 +107,17 @@ pub struct ClipVisionModel {
     patch_size: usize,
 }
 
+#[derive(Clone, Debug, Serialize, Deserialize)]
+#[serde(tag = "model_type")]
+#[serde(rename_all = "snake_case")]
+pub struct Idefics2 {}
+
+impl Idefics2 {
+    pub fn get_number_of_features(&self, _height: usize, _width: usize) -> usize {
+        320
+    }
+}
+
 #[derive(Clone, Debug, Serialize, Deserialize)]
 #[serde(tag = "model_type")]
 #[serde(rename_all = "snake_case")]
@@ -92,6 +126,7 @@ pub enum Config {
     ClipVisionModel(ClipVisionModel),
     Mistral,
     Idefics,
+    Idefics2(Idefics2),
     Ssm,
     GptBigcode,
     Santacoder,
@@ -146,13 +181,17 @@ mod test {
             ],
         };
 
+        let slots = config.get_number_of_features(20, 20);
+        assert_eq!(slots, 1176);
         let slots = config.get_number_of_features(640, 640);
         assert_eq!(slots, 2928);
         let slots = config.get_number_of_features(480, 640);
         assert_eq!(slots, 2340);
         let slots = config.get_number_of_features(899, 1024);
-        assert_eq!(slots, 2732);
+        assert_eq!(slots, 2634);
         let slots = config.get_number_of_features(1024, 899);
-        assert_eq!(slots, 3320);
+        assert_eq!(slots, 2640);
+        let slots = config.get_number_of_features(1067, 1600);
+        assert_eq!(slots, 2144);
     }
 }
diff --git a/router/src/lib.rs b/router/src/lib.rs
index 2395e3e2..9b9097f6 100644
--- a/router/src/lib.rs
+++ b/router/src/lib.rs
@@ -73,9 +73,9 @@ pub struct HubTokenizerConfig {
 }
 
 impl HubTokenizerConfig {
-    pub fn from_file(filename: &std::path::Path) -> Self {
-        let content = std::fs::read_to_string(filename).unwrap();
-        serde_json::from_str(&content).unwrap_or_default()
+    pub fn from_file<P: AsRef<std::path::Path>>(filename: P) -> Option<Self> {
+        let content = std::fs::read_to_string(filename).ok()?;
+        serde_json::from_str(&content).ok()
     }
 }
 
@@ -116,6 +116,7 @@ mod token_serde {
                     ))
                 }
             }
+            Value::Null => Ok(None),
             _ => Err(de::Error::custom("invalid token format")),
         }
     }
@@ -168,9 +169,12 @@ pub struct Info {
 
 #[derive(Clone, Debug, Deserialize, ToSchema, Default)]
 pub(crate) struct GenerateParameters {
+    /// Generate best_of sequences and return the one if the highest token logprobs.
     #[serde(default)]
     #[schema(exclusive_minimum = 0, nullable = true, default = "null", example = 1)]
     pub best_of: Option<usize>,
+
+    /// The value used to module the logits distribution.
     #[serde(default)]
     #[schema(
         exclusive_minimum = 0.0,
@@ -179,6 +183,9 @@ pub(crate) struct GenerateParameters {
         example = 0.5
     )]
     pub temperature: Option<f32>,
+
+    /// The parameter for repetition penalty. 1.0 means no penalty.
+    /// See [this paper](https://arxiv.org/pdf/1909.05858.pdf) for more details.
     #[serde(default)]
     #[schema(
         exclusive_minimum = 0.0,
@@ -187,6 +194,10 @@ pub(crate) struct GenerateParameters {
         example = 1.03
     )]
     pub repetition_penalty: Option<f32>,
+
+    /// The parameter for frequency penalty. 1.0 means no penalty
+    /// Penalize new tokens based on their existing frequency in the text so far,
+    /// decreasing the model's likelihood to repeat the same line verbatim.
     #[serde(default)]
     #[schema(
         exclusive_minimum = -2.0,
@@ -195,9 +206,13 @@ pub(crate) struct GenerateParameters {
         example = 0.1
     )]
     pub frequency_penalty: Option<f32>,
+
+    /// The number of highest probability vocabulary tokens to keep for top-k-filtering.
     #[serde(default)]
     #[schema(exclusive_minimum = 0, nullable = true, default = "null", example = 10)]
     pub top_k: Option<i32>,
+
+    /// Top-p value for nucleus sampling.
     #[serde(default)]
     #[schema(
         exclusive_minimum = 0.0,
@@ -207,6 +222,9 @@ pub(crate) struct GenerateParameters {
         example = 0.95
     )]
     pub top_p: Option<f32>,
+
+    /// Typical Decoding mass
+    /// See [Typical Decoding for Natural Language Generation](https://arxiv.org/abs/2202.00666) for more information.
     #[serde(default)]
     #[schema(
         exclusive_minimum = 0.0,
@@ -216,30 +234,48 @@ pub(crate) struct GenerateParameters {
         example = 0.95
     )]
     pub typical_p: Option<f32>,
+
+    /// Activate logits sampling.
     #[serde(default)]
     #[schema(default = "false", example = true)]
     pub do_sample: bool,
+
+    /// Maximum number of tokens to generate.
     #[serde(default = "default_max_new_tokens")]
     #[schema(nullable = true, default = "100", example = "20")]
     pub max_new_tokens: Option<u32>,
+
+    /// Whether to prepend the prompt to the generated text
     #[serde(default)]
     #[schema(nullable = true, default = "null", example = false)]
     pub return_full_text: Option<bool>,
+
+    /// Stop generating tokens if a member of `stop` is generated.
     #[serde(default)]
     #[schema(inline, max_items = 4, example = json ! (["photographer"]))]
     pub stop: Vec<String>,
+
+    /// Truncate inputs tokens to the given size.
     #[serde(default)]
     #[schema(nullable = true, default = "null", example = "null")]
     pub truncate: Option<usize>,
+
+    /// Watermarking with [A Watermark for Large Language Models](https://arxiv.org/abs/2301.10226).
     #[serde(default)]
     #[schema(default = "false", example = true)]
     pub watermark: bool,
+
+    /// Whether to return generation details.
     #[serde(default)]
     #[schema(default = "true")]
     pub details: bool,
+
+    /// Whether to return decoder input token logprobs and ids.
     #[serde(default)]
-    #[schema(default = "true")]
+    #[schema(default = "false")]
     pub decoder_input_details: bool,
+
+    /// Random sampling seed.
     #[serde(default)]
     #[schema(
         exclusive_minimum = 0,
@@ -248,10 +284,15 @@ pub(crate) struct GenerateParameters {
         example = "null"
     )]
     pub seed: Option<u64>,
+
+    /// The number of highest probability vocabulary tokens to keep for top-n-filtering.
     #[serde(default)]
     #[schema(exclusive_minimum = 0, nullable = true, default = "null", example = 5)]
     pub top_n_tokens: Option<u32>,
+
+    /// Grammar constraints for the generation.
     #[serde(default)]
+    #[schema(nullable = true, default = "null", example = "null")]
     pub grammar: Option<GrammarType>,
 }
 
@@ -548,7 +589,9 @@ pub(crate) struct ChatCompletionChoice {
 #[derive(Clone, Debug, Deserialize, Serialize, ToSchema)]
 pub(crate) struct ChatCompletionDelta {
     #[schema(example = "user")]
-    pub role: String,
+    // TODO Modify this to a true enum.
+    #[serde(default, skip_serializing_if = "Option::is_none")]
+    pub role: Option<String>,
     #[serde(default, skip_serializing_if = "Option::is_none")]
     #[schema(example = "What is Deep Learning?")]
     pub content: Option<String>,
@@ -582,6 +625,31 @@ impl ChatCompletionChunk {
         logprobs: Option<ChatCompletionLogprobs>,
         finish_reason: Option<String>,
     ) -> Self {
+        let delta = match (delta, tool_calls) {
+            (Some(delta), _) => ChatCompletionDelta {
+                role: Some("assistant".to_string()),
+                content: Some(delta),
+                tool_calls: None,
+            },
+            (None, Some(tool_calls)) => ChatCompletionDelta {
+                role: Some("assistant".to_string()),
+                content: None,
+                tool_calls: Some(DeltaToolCall {
+                    index: 0,
+                    id: String::new(),
+                    r#type: "function".to_string(),
+                    function: Function {
+                        name: None,
+                        arguments: tool_calls[0].to_string(),
+                    },
+                }),
+            },
+            (None, None) => ChatCompletionDelta {
+                role: None,
+                content: None,
+                tool_calls: None,
+            },
+        };
         Self {
             id: String::new(),
             object: "text_completion".to_string(),
@@ -590,19 +658,7 @@ impl ChatCompletionChunk {
             system_fingerprint,
             choices: vec![ChatCompletionChoice {
                 index: 0,
-                delta: ChatCompletionDelta {
-                    role: "assistant".to_string(),
-                    content: delta,
-                    tool_calls: tool_calls.map(|tc| DeltaToolCall {
-                        index: 0,
-                        id: String::new(),
-                        r#type: "function".to_string(),
-                        function: Function {
-                            name: None,
-                            arguments: tc[0].to_string(),
-                        },
-                    }),
-                },
+                delta,
                 logprobs,
                 finish_reason,
             }],
diff --git a/router/src/main.rs b/router/src/main.rs
index b77117a1..63347b78 100644
--- a/router/src/main.rs
+++ b/router/src/main.rs
@@ -1,7 +1,7 @@
 use axum::http::HeaderValue;
 use clap::Parser;
 use hf_hub::api::tokio::{Api, ApiBuilder, ApiRepo};
-use hf_hub::{Repo, RepoType};
+use hf_hub::{Cache, Repo, RepoType};
 use opentelemetry::sdk::propagation::TraceContextPropagator;
 use opentelemetry::sdk::trace;
 use opentelemetry::sdk::trace::Sampler;
@@ -11,7 +11,7 @@ use opentelemetry_otlp::WithExportConfig;
 use std::fs::File;
 use std::io::BufReader;
 use std::net::{IpAddr, Ipv4Addr, SocketAddr};
-use std::path::Path;
+use std::path::{Path, PathBuf};
 use text_generation_client::{ClientError, ShardedClient};
 use text_generation_router::config::Config;
 use text_generation_router::{server, HubModelInfo, HubTokenizerConfig};
@@ -162,7 +162,6 @@ async fn main() -> Result<(), RouterError> {
     // Tokenizer instance
     // This will only be used to validate payloads
     let local_path = Path::new(&tokenizer_name);
-    let local_model = local_path.exists() && local_path.is_dir();
 
     // Shared API builder initialization
     let api_builder = || {
@@ -181,109 +180,113 @@ async fn main() -> Result<(), RouterError> {
     let use_api = revision.is_some() || !local_path.exists() || !local_path.is_dir();
 
     // Initialize API if needed
+    #[derive(Clone)]
+    enum Type {
+        Api(Api),
+        Cache(Cache),
+        None,
+    }
     let api = if use_api {
-        tracing::info!("Using the Hugging Face API");
-        match api_builder().build() {
-            Ok(api) => Some(api),
-            Err(_) => {
-                tracing::warn!("Unable to build the Hugging Face API");
-                None
+        if std::env::var("HF_HUB_OFFLINE") == Ok("1".to_string()) {
+            let cache = Cache::default();
+            tracing::warn!("Offline mode active using cache defaults");
+            Type::Cache(cache)
+        } else {
+            tracing::info!("Using the Hugging Face API");
+            match api_builder().build() {
+                Ok(api) => Type::Api(api),
+                Err(_) => {
+                    tracing::warn!("Unable to build the Hugging Face API");
+                    Type::None
+                }
             }
         }
     } else {
-        None
+        Type::None
     };
 
     // Load tokenizer and model info
-    let (tokenizer, model_info, config) = if local_model {
-        let tokenizer = Tokenizer::from_file(local_path.join("tokenizer.json")).ok();
-        let model_info = HubModelInfo {
-            model_id: tokenizer_name.to_string(),
-            sha: None,
-            pipeline_tag: None,
-        };
-        let config: Option<Config> = std::fs::read_to_string(local_path.join("config.json"))
-            .ok()
-            .as_ref()
-            .and_then(|c| serde_json::from_str(c).ok());
+    let (tokenizer_filename, config_filename, tokenizer_config_filename, model_info) = match api {
+        Type::None => (
+            Some(local_path.join("tokenizer.json")),
+            Some(local_path.join("config.json")),
+            Some(local_path.join("tokenizer_config.json")),
+            None,
+        ),
+        Type::Api(api) => {
+            let api_repo = api.repo(Repo::with_revision(
+                tokenizer_name.to_string(),
+                RepoType::Model,
+                revision.clone().unwrap_or_else(|| "main".to_string()),
+            ));
 
-        (tokenizer, model_info, config)
-    } else if let Some(api) = api.clone() {
-        let api_repo = api.repo(Repo::with_revision(
-            tokenizer_name.to_string(),
-            RepoType::Model,
-            revision.clone().unwrap_or_else(|| "main".to_string()),
-        ));
+            let tokenizer_filename = match api_repo.get("tokenizer.json").await {
+                Ok(tokenizer_filename) => Some(tokenizer_filename),
+                Err(_) => get_base_tokenizer(&api, &api_repo).await,
+            };
+            let config_filename = api_repo.get("config.json").await.ok();
+            let tokenizer_config_filename = api_repo.get("tokenizer_config.json").await.ok();
 
-        let tokenizer = match api_repo.get("tokenizer.json").await {
-            Ok(tokenizer_filename) => Tokenizer::from_file(tokenizer_filename).ok(),
-            Err(_) => get_base_tokenizer(&api, &api_repo).await,
-        };
-
-        let config: Option<Config> = api_repo.get("config.json").await.ok().and_then(|filename| {
-            std::fs::read_to_string(filename)
-                .ok()
-                .as_ref()
-                .and_then(|c| {
-                    let config: Result<Config, _> = serde_json::from_str(c);
-                    if let Err(err) = &config {
-                        tracing::warn!("Could not parse config {err:?}");
-                    }
-                    config.ok()
-                })
-        });
-
-        let model_info = get_model_info(&api_repo).await.unwrap_or_else(|| {
-            tracing::warn!("Could not retrieve model info from the Hugging Face hub.");
-            HubModelInfo {
-                model_id: tokenizer_name.to_string(),
-                sha: None,
-                pipeline_tag: None,
-            }
-        });
-
-        (tokenizer, model_info, config)
-    } else {
-        // No API and no local model
-        return Err(RouterError::ArgumentValidation(
-            "No local model found and no revision specified".to_string(),
-        ));
-    };
-
-    tracing::info!("Using config {config:?}");
-
-    // Load tokenizer config if found locally, or check if we can get it from the API if needed
-    let tokenizer_config = if let Some(path) = tokenizer_config_path {
-        tracing::info!("Using local tokenizer config from user specified path");
-        HubTokenizerConfig::from_file(&std::path::PathBuf::from(path))
-    } else if local_model {
-        tracing::info!("Using local tokenizer config");
-        HubTokenizerConfig::from_file(&local_path.join("tokenizer_config.json"))
-    } else {
-        match api {
-            Some(api) => {
-                tracing::info!("Using the Hugging Face API to retrieve tokenizer config");
-                let repo = Repo::with_revision(
-                    tokenizer_name.to_string(),
-                    RepoType::Model,
-                    revision.unwrap_or("main".to_string()),
-                );
-                get_tokenizer_config(&api.repo(repo))
-                    .await
-                    .unwrap_or_else(|| {
-                        tracing::warn!(
-                            "Could not retrieve tokenizer config from the Hugging Face hub."
-                        );
-                        HubTokenizerConfig::default()
-                    })
-            }
-            None => {
-                tracing::warn!("Could not find tokenizer config locally and no API specified");
-                HubTokenizerConfig::default()
-            }
+            let model_info = if let Some(model_info) = get_model_info(&api_repo).await {
+                Some(model_info)
+            } else {
+                tracing::warn!("Could not retrieve model info from the Hugging Face hub.");
+                None
+            };
+            (
+                tokenizer_filename,
+                config_filename,
+                tokenizer_config_filename,
+                model_info,
+            )
+        }
+        Type::Cache(cache) => {
+            let repo = cache.repo(Repo::with_revision(
+                tokenizer_name.to_string(),
+                RepoType::Model,
+                revision.clone().unwrap_or_else(|| "main".to_string()),
+            ));
+            (
+                repo.get("tokenizer.json"),
+                repo.get("config.json"),
+                repo.get("tokenizer_config.json"),
+                None,
+            )
         }
     };
+    let tokenizer: Option<Tokenizer> =
+        tokenizer_filename.and_then(|filename| Tokenizer::from_file(filename).ok());
+    let config: Option<Config> = config_filename.and_then(|filename| {
+        std::fs::read_to_string(filename)
+            .ok()
+            .as_ref()
+            .and_then(|c| {
+                let config: Result<Config, _> = serde_json::from_str(c);
+                if let Err(err) = &config {
+                    tracing::warn!("Could not parse config {err:?}");
+                }
+                config.ok()
+            })
+    });
+    let model_info = model_info.unwrap_or_else(|| HubModelInfo {
+        model_id: tokenizer_name.to_string(),
+        sha: None,
+        pipeline_tag: None,
+    });
 
+    // Read the JSON contents of the file as an instance of 'HubTokenizerConfig'.
+    let tokenizer_config: Option<HubTokenizerConfig> = if let Some(filename) = tokenizer_config_path
+    {
+        HubTokenizerConfig::from_file(filename)
+    } else {
+        tokenizer_config_filename.and_then(HubTokenizerConfig::from_file)
+    };
+    let tokenizer_config = tokenizer_config.unwrap_or_else(|| {
+        tracing::warn!("Could not find tokenizer config locally and no API specified");
+        HubTokenizerConfig::default()
+    });
+
+    tracing::info!("Using config {config:?}");
     if tokenizer.is_none() {
         tracing::warn!("Could not find a fast tokenizer implementation for {tokenizer_name}");
         tracing::warn!("Rust input length validation and truncation is disabled");
@@ -480,7 +483,7 @@ pub async fn get_model_info(api: &ApiRepo) -> Option<HubModelInfo> {
 }
 
 /// get base tokenizer
-pub async fn get_base_tokenizer(api: &Api, api_repo: &ApiRepo) -> Option<Tokenizer> {
+pub async fn get_base_tokenizer(api: &Api, api_repo: &ApiRepo) -> Option<PathBuf> {
     let config_filename = api_repo.get("config.json").await.ok()?;
 
     // Open the file in read-only mode with buffer.
@@ -497,8 +500,7 @@ pub async fn get_base_tokenizer(api: &Api, api_repo: &ApiRepo) -> Option<Tokeniz
             "main".to_string(),
         ));
 
-        let tokenizer_filename = api_base_repo.get("tokenizer.json").await.ok()?;
-        Tokenizer::from_file(tokenizer_filename).ok()
+        api_base_repo.get("tokenizer.json").await.ok()
     } else {
         None
     }
diff --git a/router/src/server.rs b/router/src/server.rs
index 302a4753..8657b779 100644
--- a/router/src/server.rs
+++ b/router/src/server.rs
@@ -1000,6 +1000,7 @@ async fn chat_completions(
         tools,
         tool_choice,
         tool_prompt,
+        temperature,
         ..
     } = req;
 
@@ -1008,6 +1009,11 @@ async fn chat_completions(
     let logprobs = logprobs.unwrap_or(false);
     let tool_prompt = tool_prompt.unwrap_or_default();
     let stop = stop.unwrap_or_default();
+    // enable greedy only when temperature is 0
+    let (do_sample, temperature) = match temperature {
+        Some(temperature) if temperature == 0.0 => (false, None),
+        other => (true, other),
+    };
 
     // extract tool grammar if present
     let tool_grammar = match ToolGrammar::apply(tools, tool_choice) {
@@ -1054,13 +1060,13 @@ async fn chat_completions(
         inputs: inputs.to_string(),
         parameters: GenerateParameters {
             best_of: None,
-            temperature: req.temperature,
+            temperature,
             repetition_penalty,
             frequency_penalty: req.frequency_penalty,
             top_k: None,
             top_p: req.top_p,
             typical_p: None,
-            do_sample: true,
+            do_sample,
             max_new_tokens,
             return_full_text: None,
             stop,
@@ -1097,7 +1103,13 @@ async fn chat_completions(
             let (content, tool_calls) = if tool_grammar.is_some() {
                 (None, Some(vec![stream_token.token.text]))
             } else {
-                (Some(stream_token.token.text), None)
+                let content = if !stream_token.token.special {
+                    Some(stream_token.token.text)
+                } else {
+                    None
+                };
+
+                (content, None)
             };
 
             event
diff --git a/router/src/validation.rs b/router/src/validation.rs
index 2029c7e0..be4bef00 100644
--- a/router/src/validation.rs
+++ b/router/src/validation.rs
@@ -540,7 +540,57 @@ fn prepare_input(
             inputs = modified_inputs;
             tokenizer_query
         }
-        Some(Config::Idefics) => RE.replace_all(&inputs, "<image>").into(),
+        Some(Config::Idefics2(config)) => {
+            let mut modified_inputs = String::with_capacity(inputs.len());
+            let mut tokenizer_query = String::with_capacity(inputs.len());
+            let mut start = 0;
+            for chunk in RE.find_iter(&inputs) {
+                let chunk_start = chunk.start();
+                let chunk_end = chunk.end();
+                if chunk_start != start {
+                    modified_inputs.push_str(&inputs[start..chunk_start]);
+                    tokenizer_query.push_str(&inputs[start..chunk_start]);
+                }
+                let (image_uri, height, width) = fetch_image(&inputs[chunk_start..chunk_end])?;
+                let slots = config.get_number_of_features(height, width);
+                tokenizer_query.push_str("<fake_token_around_image>");
+                tokenizer_query.push_str(&"<image>".repeat(slots));
+                tokenizer_query.push_str("<fake_token_around_image>");
+
+                modified_inputs.push_str(&image_uri);
+                start = chunk_end;
+            }
+            if start != inputs.len() - 1 {
+                modified_inputs.push_str(&inputs[start..]);
+                tokenizer_query.push_str(&inputs[start..]);
+            }
+            inputs = modified_inputs;
+            tokenizer_query
+        }
+        Some(Config::Idefics) => {
+            let mut modified_inputs = String::with_capacity(inputs.len());
+            let mut tokenizer_query = String::with_capacity(inputs.len());
+            let mut start = 0;
+            for chunk in RE.find_iter(&inputs) {
+                let chunk_start = chunk.start();
+                let chunk_end = chunk.end();
+                if chunk_start != start {
+                    modified_inputs.push_str(&inputs[start..chunk_start]);
+                    tokenizer_query.push_str(&inputs[start..chunk_start]);
+                }
+                let (image_uri, _height, _width) = fetch_image(&inputs[chunk_start..chunk_end])?;
+                let slots = 1;
+                tokenizer_query.push_str(&"<image>".repeat(slots));
+                modified_inputs.push_str(&image_uri);
+                start = chunk_end;
+            }
+            if start != inputs.len() - 1 {
+                modified_inputs.push_str(&inputs[start..]);
+                tokenizer_query.push_str(&inputs[start..]);
+            }
+            inputs = modified_inputs;
+            tokenizer_query
+        }
         _ => inputs.clone(),
     };
 
diff --git a/server/poetry.lock b/server/poetry.lock
index f6768565..aea9c4c2 100644
--- a/server/poetry.lock
+++ b/server/poetry.lock
@@ -1,14 +1,14 @@
-# This file is automatically @generated by Poetry 1.7.1 and should not be changed by hand.
+# This file is automatically @generated by Poetry 1.6.1 and should not be changed by hand.
 
 [[package]]
 name = "accelerate"
-version = "0.29.1"
+version = "0.29.3"
 description = "Accelerate"
 optional = true
 python-versions = ">=3.8.0"
 files = [
-    {file = "accelerate-0.29.1-py3-none-any.whl", hash = "sha256:7eda0c8bc62bc59129103310f1272a0fb7b3ebc55fc8920cfe1c102db30aca58"},
-    {file = "accelerate-0.29.1.tar.gz", hash = "sha256:d1d0e5a591177891812fd6d1bc843af191e1192c80e5180258f52fefcb653a9f"},
+    {file = "accelerate-0.29.3-py3-none-any.whl", hash = "sha256:99d633d4b6126817c5e554487406748be95c8d1d1e659dd2fd60657e35f532dd"},
+    {file = "accelerate-0.29.3.tar.gz", hash = "sha256:1a5a845b06b24b41736b219b2b20fd021ca5dff4070a252445fd6de736e347ac"},
 ]
 
 [package.dependencies]
@@ -32,87 +32,87 @@ testing = ["bitsandbytes", "datasets", "deepspeed", "evaluate", "parameterized",
 
 [[package]]
 name = "aiohttp"
-version = "3.9.3"
+version = "3.9.5"
 description = "Async http client/server framework (asyncio)"
 optional = true
 python-versions = ">=3.8"
 files = [
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-    {file = "aiohttp-3.9.3-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:1f5cd333fcf7590a18334c90f8c9147c837a6ec8a178e88d90a9b96ea03194cc"},
-    {file = "aiohttp-3.9.3-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:82e6aa28dd46374f72093eda8bcd142f7771ee1eb9d1e223ff0fa7177a96b4a5"},
-    {file = "aiohttp-3.9.3-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:f56455b0c2c7cc3b0c584815264461d07b177f903a04481dfc33e08a89f0c26b"},
-    {file = "aiohttp-3.9.3-cp310-cp310-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:bca77a198bb6e69795ef2f09a5f4c12758487f83f33d63acde5f0d4919815768"},
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 [package.dependencies]
@@ -194,13 +194,13 @@ files = [
 
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+version = "0.43.1"
 description = "k-bit optimizers and matrix multiplication routines."
 optional = true
 python-versions = "*"
 files = [
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 [package.dependencies]
@@ -471,13 +471,13 @@ test = ["pytest (>=6)"]
 
 [[package]]
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+version = "3.13.4"
 description = "A platform independent file lock."
 optional = false
 python-versions = ">=3.8"
 files = [
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 [package.extras]
@@ -915,13 +915,13 @@ typing = ["types-PyYAML", "types-requests", "types-simplejson", "types-toml", "t
 
 [[package]]
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-version = "3.6"
+version = "3.7"
 description = "Internationalized Domain Names in Applications (IDNA)"
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 python-versions = ">=3.5"
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 [[package]]
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 [[package]]
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 [[package]]
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 [package.dependencies]
 numpy = [
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-    {version = ">=1.23.2,<2", markers = "python_version == \"3.11\""},
-    {version = ">=1.26.0,<2", markers = "python_version >= \"3.12\""},
+    {version = ">=1.22.4", markers = "python_version < \"3.11\""},
+    {version = ">=1.23.2", markers = "python_version == \"3.11\""},
+    {version = ">=1.26.0", markers = "python_version >= \"3.12\""},
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+version = "2.7.0"
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 typing-extensions = ">=4.6.1"
 
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 ]
 
 [package.dependencies]
-huggingface_hub = ">=0.16.4,<1.0"
+huggingface-hub = ">=0.16.4,<1.0"
 
 [package.extras]
 dev = ["tokenizers[testing]"]
-docs = ["setuptools_rust", "sphinx", "sphinx_rtd_theme"]
-testing = ["black (==22.3)", "datasets", "numpy", "pytest", "requests"]
+docs = ["setuptools-rust", "sphinx", "sphinx-rtd-theme"]
+testing = ["black (==22.3)", "datasets", "numpy", "pytest", "requests", "ruff"]
 
 [[package]]
 name = "tomli"
@@ -3001,13 +2980,13 @@ telegram = ["requests"]
 
 [[package]]
 name = "transformers"
-version = "4.39.3"
+version = "4.40.0"
 description = "State-of-the-art Machine Learning for JAX, PyTorch and TensorFlow"
 optional = false
 python-versions = ">=3.8.0"
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-    {file = "transformers-4.39.3.tar.gz", hash = "sha256:2586e5ff4150f122716fc40f5530e92871befc051848fbe82600969c535b762d"},
+    {file = "transformers-4.40.0-py3-none-any.whl", hash = "sha256:92797ec3368ed4476a053529a4039a12ad09167d9e371981dda4afb4bdf590ac"},
+    {file = "transformers-4.40.0.tar.gz", hash = "sha256:fdb01dfe6a492bd34e3fa2aefffa470b1d8a2341db47a932f83ed33839d96b03"},
 ]
 
 [package.dependencies]
@@ -3019,21 +2998,21 @@ pyyaml = ">=5.1"
 regex = "!=2019.12.17"
 requests = "*"
 safetensors = ">=0.4.1"
-tokenizers = ">=0.14,<0.19"
+tokenizers = ">=0.19,<0.20"
 tqdm = ">=4.27"
 
 [package.extras]
 accelerate = ["accelerate (>=0.21.0)"]
 agents = ["Pillow (>=10.0.1,<=15.0)", "accelerate (>=0.21.0)", "datasets (!=2.5.0)", "diffusers", "opencv-python", "sentencepiece (>=0.1.91,!=0.1.92)", "torch"]
-all = ["Pillow (>=10.0.1,<=15.0)", "accelerate (>=0.21.0)", "av (==9.2.0)", "codecarbon (==1.2.0)", "decord (==0.6.0)", "flax (>=0.4.1,<=0.7.0)", "jax (>=0.4.1,<=0.4.13)", "jaxlib (>=0.4.1,<=0.4.13)", "kenlm", "keras-nlp (>=0.3.1)", "librosa", "onnxconverter-common", "optax (>=0.0.8,<=0.1.4)", "optuna", "phonemizer", "protobuf", "pyctcdecode (>=0.4.0)", "ray[tune] (>=2.7.0)", "sentencepiece (>=0.1.91,!=0.1.92)", "sigopt", "tensorflow (>=2.6,<2.16)", "tensorflow-text (<2.16)", "tf2onnx", "timm", "tokenizers (>=0.14,<0.19)", "torch", "torchaudio", "torchvision"]
+all = ["Pillow (>=10.0.1,<=15.0)", "accelerate (>=0.21.0)", "av (==9.2.0)", "codecarbon (==1.2.0)", "decord (==0.6.0)", "flax (>=0.4.1,<=0.7.0)", "jax (>=0.4.1,<=0.4.13)", "jaxlib (>=0.4.1,<=0.4.13)", "kenlm", "keras-nlp (>=0.3.1)", "librosa", "onnxconverter-common", "optax (>=0.0.8,<=0.1.4)", "optuna", "phonemizer", "protobuf", "pyctcdecode (>=0.4.0)", "ray[tune] (>=2.7.0)", "sentencepiece (>=0.1.91,!=0.1.92)", "sigopt", "tensorflow (>=2.6,<2.16)", "tensorflow-text (<2.16)", "tf2onnx", "timm", "tokenizers (>=0.19,<0.20)", "torch", "torchaudio", "torchvision"]
 audio = ["kenlm", "librosa", "phonemizer", "pyctcdecode (>=0.4.0)"]
 codecarbon = ["codecarbon (==1.2.0)"]
 deepspeed = ["accelerate (>=0.21.0)", "deepspeed (>=0.9.3)"]
 deepspeed-testing = ["GitPython (<3.1.19)", "accelerate (>=0.21.0)", "beautifulsoup4", "cookiecutter (==1.7.3)", "datasets (!=2.5.0)", "deepspeed (>=0.9.3)", "dill (<0.3.5)", "evaluate (>=0.2.0)", "faiss-cpu", "hf-doc-builder (>=0.3.0)", "nltk", "optuna", "parameterized", "protobuf", "psutil", "pydantic", "pytest (>=7.2.0,<8.0.0)", "pytest-timeout", "pytest-xdist", "rjieba", "rouge-score (!=0.0.7,!=0.0.8,!=0.1,!=0.1.1)", "ruff (==0.1.5)", "sacrebleu (>=1.4.12,<2.0.0)", "sacremoses", "sentencepiece (>=0.1.91,!=0.1.92)", "tensorboard", "timeout-decorator"]
-dev = ["GitPython (<3.1.19)", "Pillow (>=10.0.1,<=15.0)", "accelerate (>=0.21.0)", "av (==9.2.0)", "beautifulsoup4", "codecarbon (==1.2.0)", "cookiecutter (==1.7.3)", "datasets (!=2.5.0)", "decord (==0.6.0)", "dill (<0.3.5)", "evaluate (>=0.2.0)", "faiss-cpu", "flax (>=0.4.1,<=0.7.0)", "fugashi (>=1.0)", "hf-doc-builder", "hf-doc-builder (>=0.3.0)", "ipadic (>=1.0.0,<2.0)", "isort (>=5.5.4)", "jax (>=0.4.1,<=0.4.13)", "jaxlib (>=0.4.1,<=0.4.13)", "kenlm", "keras-nlp (>=0.3.1)", "librosa", "nltk", "onnxconverter-common", "optax (>=0.0.8,<=0.1.4)", "optuna", "parameterized", "phonemizer", "protobuf", "psutil", "pyctcdecode (>=0.4.0)", "pydantic", "pytest (>=7.2.0,<8.0.0)", "pytest-timeout", "pytest-xdist", "ray[tune] (>=2.7.0)", "rhoknp (>=1.1.0,<1.3.1)", "rjieba", "rouge-score (!=0.0.7,!=0.0.8,!=0.1,!=0.1.1)", "ruff (==0.1.5)", "sacrebleu (>=1.4.12,<2.0.0)", "sacremoses", "scikit-learn", "sentencepiece (>=0.1.91,!=0.1.92)", "sigopt", "sudachidict-core (>=20220729)", "sudachipy (>=0.6.6)", "tensorboard", "tensorflow (>=2.6,<2.16)", "tensorflow-text (<2.16)", "tf2onnx", "timeout-decorator", "timm", "tokenizers (>=0.14,<0.19)", "torch", "torchaudio", "torchvision", "unidic (>=1.0.2)", "unidic-lite (>=1.0.7)", "urllib3 (<2.0.0)"]
-dev-tensorflow = ["GitPython (<3.1.19)", "Pillow (>=10.0.1,<=15.0)", "beautifulsoup4", "cookiecutter (==1.7.3)", "datasets (!=2.5.0)", "dill (<0.3.5)", "evaluate (>=0.2.0)", "faiss-cpu", "hf-doc-builder", "hf-doc-builder (>=0.3.0)", "isort (>=5.5.4)", "kenlm", "keras-nlp (>=0.3.1)", "librosa", "nltk", "onnxconverter-common", "onnxruntime (>=1.4.0)", "onnxruntime-tools (>=1.4.2)", "parameterized", "phonemizer", "protobuf", "psutil", "pyctcdecode (>=0.4.0)", "pydantic", "pytest (>=7.2.0,<8.0.0)", "pytest-timeout", "pytest-xdist", "rjieba", "rouge-score (!=0.0.7,!=0.0.8,!=0.1,!=0.1.1)", "ruff (==0.1.5)", "sacrebleu (>=1.4.12,<2.0.0)", "sacremoses", "scikit-learn", "sentencepiece (>=0.1.91,!=0.1.92)", "tensorboard", "tensorflow (>=2.6,<2.16)", "tensorflow-text (<2.16)", "tf2onnx", "timeout-decorator", "tokenizers (>=0.14,<0.19)", "urllib3 (<2.0.0)"]
-dev-torch = ["GitPython (<3.1.19)", "Pillow (>=10.0.1,<=15.0)", "accelerate (>=0.21.0)", "beautifulsoup4", "codecarbon (==1.2.0)", "cookiecutter (==1.7.3)", "datasets (!=2.5.0)", "dill (<0.3.5)", "evaluate (>=0.2.0)", "faiss-cpu", "fugashi (>=1.0)", "hf-doc-builder", "hf-doc-builder (>=0.3.0)", "ipadic (>=1.0.0,<2.0)", "isort (>=5.5.4)", "kenlm", "librosa", "nltk", "onnxruntime (>=1.4.0)", "onnxruntime-tools (>=1.4.2)", "optuna", "parameterized", "phonemizer", "protobuf", "psutil", "pyctcdecode (>=0.4.0)", "pydantic", "pytest (>=7.2.0,<8.0.0)", "pytest-timeout", "pytest-xdist", "ray[tune] (>=2.7.0)", "rhoknp (>=1.1.0,<1.3.1)", "rjieba", "rouge-score (!=0.0.7,!=0.0.8,!=0.1,!=0.1.1)", "ruff (==0.1.5)", "sacrebleu (>=1.4.12,<2.0.0)", "sacremoses", "scikit-learn", "sentencepiece (>=0.1.91,!=0.1.92)", "sigopt", "sudachidict-core (>=20220729)", "sudachipy (>=0.6.6)", "tensorboard", "timeout-decorator", "timm", "tokenizers (>=0.14,<0.19)", "torch", "torchaudio", "torchvision", "unidic (>=1.0.2)", "unidic-lite (>=1.0.7)", "urllib3 (<2.0.0)"]
-docs = ["Pillow (>=10.0.1,<=15.0)", "accelerate (>=0.21.0)", "av (==9.2.0)", "codecarbon (==1.2.0)", "decord (==0.6.0)", "flax (>=0.4.1,<=0.7.0)", "hf-doc-builder", "jax (>=0.4.1,<=0.4.13)", "jaxlib (>=0.4.1,<=0.4.13)", "kenlm", "keras-nlp (>=0.3.1)", "librosa", "onnxconverter-common", "optax (>=0.0.8,<=0.1.4)", "optuna", "phonemizer", "protobuf", "pyctcdecode (>=0.4.0)", "ray[tune] (>=2.7.0)", "sentencepiece (>=0.1.91,!=0.1.92)", "sigopt", "tensorflow (>=2.6,<2.16)", "tensorflow-text (<2.16)", "tf2onnx", "timm", "tokenizers (>=0.14,<0.19)", "torch", "torchaudio", "torchvision"]
+dev = ["GitPython (<3.1.19)", "Pillow (>=10.0.1,<=15.0)", "accelerate (>=0.21.0)", "av (==9.2.0)", "beautifulsoup4", "codecarbon (==1.2.0)", "cookiecutter (==1.7.3)", "datasets (!=2.5.0)", "decord (==0.6.0)", "dill (<0.3.5)", "evaluate (>=0.2.0)", "faiss-cpu", "flax (>=0.4.1,<=0.7.0)", "fugashi (>=1.0)", "hf-doc-builder", "hf-doc-builder (>=0.3.0)", "ipadic (>=1.0.0,<2.0)", "isort (>=5.5.4)", "jax (>=0.4.1,<=0.4.13)", "jaxlib (>=0.4.1,<=0.4.13)", "kenlm", "keras-nlp (>=0.3.1)", "librosa", "nltk", "onnxconverter-common", "optax (>=0.0.8,<=0.1.4)", "optuna", "parameterized", "phonemizer", "protobuf", "psutil", "pyctcdecode (>=0.4.0)", "pydantic", "pytest (>=7.2.0,<8.0.0)", "pytest-timeout", "pytest-xdist", "ray[tune] (>=2.7.0)", "rhoknp (>=1.1.0,<1.3.1)", "rjieba", "rouge-score (!=0.0.7,!=0.0.8,!=0.1,!=0.1.1)", "ruff (==0.1.5)", "sacrebleu (>=1.4.12,<2.0.0)", "sacremoses", "scikit-learn", "sentencepiece (>=0.1.91,!=0.1.92)", "sigopt", "sudachidict-core (>=20220729)", "sudachipy (>=0.6.6)", "tensorboard", "tensorflow (>=2.6,<2.16)", "tensorflow-text (<2.16)", "tf2onnx", "timeout-decorator", "timm", "tokenizers (>=0.19,<0.20)", "torch", "torchaudio", "torchvision", "unidic (>=1.0.2)", "unidic-lite (>=1.0.7)", "urllib3 (<2.0.0)"]
+dev-tensorflow = ["GitPython (<3.1.19)", "Pillow (>=10.0.1,<=15.0)", "beautifulsoup4", "cookiecutter (==1.7.3)", "datasets (!=2.5.0)", "dill (<0.3.5)", "evaluate (>=0.2.0)", "faiss-cpu", "hf-doc-builder", "hf-doc-builder (>=0.3.0)", "isort (>=5.5.4)", "kenlm", "keras-nlp (>=0.3.1)", "librosa", "nltk", "onnxconverter-common", "onnxruntime (>=1.4.0)", "onnxruntime-tools (>=1.4.2)", "parameterized", "phonemizer", "protobuf", "psutil", "pyctcdecode (>=0.4.0)", "pydantic", "pytest (>=7.2.0,<8.0.0)", "pytest-timeout", "pytest-xdist", "rjieba", "rouge-score (!=0.0.7,!=0.0.8,!=0.1,!=0.1.1)", "ruff (==0.1.5)", "sacrebleu (>=1.4.12,<2.0.0)", "sacremoses", "scikit-learn", "sentencepiece (>=0.1.91,!=0.1.92)", "tensorboard", "tensorflow (>=2.6,<2.16)", "tensorflow-text (<2.16)", "tf2onnx", "timeout-decorator", "tokenizers (>=0.19,<0.20)", "urllib3 (<2.0.0)"]
+dev-torch = ["GitPython (<3.1.19)", "Pillow (>=10.0.1,<=15.0)", "accelerate (>=0.21.0)", "beautifulsoup4", "codecarbon (==1.2.0)", "cookiecutter (==1.7.3)", "datasets (!=2.5.0)", "dill (<0.3.5)", "evaluate (>=0.2.0)", "faiss-cpu", "fugashi (>=1.0)", "hf-doc-builder", "hf-doc-builder (>=0.3.0)", "ipadic (>=1.0.0,<2.0)", "isort (>=5.5.4)", "kenlm", "librosa", "nltk", "onnxruntime (>=1.4.0)", "onnxruntime-tools (>=1.4.2)", "optuna", "parameterized", "phonemizer", "protobuf", "psutil", "pyctcdecode (>=0.4.0)", "pydantic", "pytest (>=7.2.0,<8.0.0)", "pytest-timeout", "pytest-xdist", "ray[tune] (>=2.7.0)", "rhoknp (>=1.1.0,<1.3.1)", "rjieba", "rouge-score (!=0.0.7,!=0.0.8,!=0.1,!=0.1.1)", "ruff (==0.1.5)", "sacrebleu (>=1.4.12,<2.0.0)", "sacremoses", "scikit-learn", "sentencepiece (>=0.1.91,!=0.1.92)", "sigopt", "sudachidict-core (>=20220729)", "sudachipy (>=0.6.6)", "tensorboard", "timeout-decorator", "timm", "tokenizers (>=0.19,<0.20)", "torch", "torchaudio", "torchvision", "unidic (>=1.0.2)", "unidic-lite (>=1.0.7)", "urllib3 (<2.0.0)"]
+docs = ["Pillow (>=10.0.1,<=15.0)", "accelerate (>=0.21.0)", "av (==9.2.0)", "codecarbon (==1.2.0)", "decord (==0.6.0)", "flax (>=0.4.1,<=0.7.0)", "hf-doc-builder", "jax (>=0.4.1,<=0.4.13)", "jaxlib (>=0.4.1,<=0.4.13)", "kenlm", "keras-nlp (>=0.3.1)", "librosa", "onnxconverter-common", "optax (>=0.0.8,<=0.1.4)", "optuna", "phonemizer", "protobuf", "pyctcdecode (>=0.4.0)", "ray[tune] (>=2.7.0)", "sentencepiece (>=0.1.91,!=0.1.92)", "sigopt", "tensorflow (>=2.6,<2.16)", "tensorflow-text (<2.16)", "tf2onnx", "timm", "tokenizers (>=0.19,<0.20)", "torch", "torchaudio", "torchvision"]
 docs-specific = ["hf-doc-builder"]
 flax = ["flax (>=0.4.1,<=0.7.0)", "jax (>=0.4.1,<=0.4.13)", "jaxlib (>=0.4.1,<=0.4.13)", "optax (>=0.0.8,<=0.1.4)"]
 flax-speech = ["kenlm", "librosa", "phonemizer", "pyctcdecode (>=0.4.0)"]
@@ -3054,16 +3033,16 @@ serving = ["fastapi", "pydantic", "starlette", "uvicorn"]
 sigopt = ["sigopt"]
 sklearn = ["scikit-learn"]
 speech = ["kenlm", "librosa", "phonemizer", "pyctcdecode (>=0.4.0)", "torchaudio"]
-testing = ["GitPython (<3.1.19)", "beautifulsoup4", "cookiecutter (==1.7.3)", "datasets (!=2.5.0)", "dill (<0.3.5)", "evaluate (>=0.2.0)", "faiss-cpu", "hf-doc-builder (>=0.3.0)", "nltk", "parameterized", "protobuf", "psutil", "pydantic", "pytest (>=7.2.0,<8.0.0)", "pytest-timeout", "pytest-xdist", "rjieba", "rouge-score (!=0.0.7,!=0.0.8,!=0.1,!=0.1.1)", "ruff (==0.1.5)", "sacrebleu (>=1.4.12,<2.0.0)", "sacremoses", "tensorboard", "timeout-decorator"]
+testing = ["GitPython (<3.1.19)", "beautifulsoup4", "cookiecutter (==1.7.3)", "datasets (!=2.5.0)", "dill (<0.3.5)", "evaluate (>=0.2.0)", "faiss-cpu", "hf-doc-builder (>=0.3.0)", "nltk", "parameterized", "protobuf", "psutil", "pydantic", "pytest (>=7.2.0,<8.0.0)", "pytest-timeout", "pytest-xdist", "rjieba", "rouge-score (!=0.0.7,!=0.0.8,!=0.1,!=0.1.1)", "ruff (==0.1.5)", "sacrebleu (>=1.4.12,<2.0.0)", "sacremoses", "sentencepiece (>=0.1.91,!=0.1.92)", "tensorboard", "timeout-decorator"]
 tf = ["keras-nlp (>=0.3.1)", "onnxconverter-common", "tensorflow (>=2.6,<2.16)", "tensorflow-text (<2.16)", "tf2onnx"]
 tf-cpu = ["keras-nlp (>=0.3.1)", "onnxconverter-common", "tensorflow-cpu (>=2.6,<2.16)", "tensorflow-text (<2.16)", "tf2onnx"]
 tf-speech = ["kenlm", "librosa", "phonemizer", "pyctcdecode (>=0.4.0)"]
 timm = ["timm"]
-tokenizers = ["tokenizers (>=0.14,<0.19)"]
+tokenizers = ["tokenizers (>=0.19,<0.20)"]
 torch = ["accelerate (>=0.21.0)", "torch"]
 torch-speech = ["kenlm", "librosa", "phonemizer", "pyctcdecode (>=0.4.0)", "torchaudio"]
 torch-vision = ["Pillow (>=10.0.1,<=15.0)", "torchvision"]
-torchhub = ["filelock", "huggingface-hub (>=0.19.3,<1.0)", "importlib-metadata", "numpy (>=1.17)", "packaging (>=20.0)", "protobuf", "regex (!=2019.12.17)", "requests", "sentencepiece (>=0.1.91,!=0.1.92)", "tokenizers (>=0.14,<0.19)", "torch", "tqdm (>=4.27)"]
+torchhub = ["filelock", "huggingface-hub (>=0.19.3,<1.0)", "importlib-metadata", "numpy (>=1.17)", "packaging (>=20.0)", "protobuf", "regex (!=2019.12.17)", "requests", "sentencepiece (>=0.1.91,!=0.1.92)", "tokenizers (>=0.19,<0.20)", "torch", "tqdm (>=4.27)"]
 video = ["av (==9.2.0)", "decord (==0.6.0)"]
 vision = ["Pillow (>=10.0.1,<=15.0)"]
 
@@ -3473,4 +3452,4 @@ torch = ["torch"]
 [metadata]
 lock-version = "2.0"
 python-versions = ">=3.9,<3.13"
-content-hash = "2bbb3d5acafe4bd1a616106ad3956058078a1f54c9a906a0065ee474f5af407d"
+content-hash = "438514f5cf9978fbd39b910596634e6ec4a6191d10026dafbb026808eb63c70b"
diff --git a/server/pyproject.toml b/server/pyproject.toml
index e7c576a8..23dc5eee 100644
--- a/server/pyproject.toml
+++ b/server/pyproject.toml
@@ -1,6 +1,6 @@
 [tool.poetry]
 name = "text-generation-server"
-version = "2.0.0"
+version = "2.0.1"
 description = "Text Generation Inference Python gRPC Server"
 authors = ["Olivier Dehaene <olivier@huggingface.co>"]
 
@@ -24,9 +24,9 @@ opentelemetry-exporter-otlp = "^1.15.0"
 opentelemetry-instrumentation-grpc = "^0.36b0"
 hf-transfer = "^0.1.2"
 sentencepiece = "^0.1.97"
-tokenizers = "^0.15.0"
+tokenizers = "^0.19.1"
 huggingface-hub = "^0.19.3"
-transformers = "^4.39"
+transformers = "^4.40"
 einops = "^0.6.1"
 texttable = { version = "^1.6.7", optional = true }
 datasets = { version = "^2.14.0", optional = true }
diff --git a/server/requirements_cuda.txt b/server/requirements_cuda.txt
index 6ad5235a..5cd03130 100644
--- a/server/requirements_cuda.txt
+++ b/server/requirements_cuda.txt
@@ -5,7 +5,7 @@ click==8.1.7 ; python_version >= "3.9" and python_version < "3.13"
 colorama==0.4.6 ; python_version >= "3.9" and python_version < "3.13" and (sys_platform == "win32" or platform_system == "Windows")
 deprecated==1.2.14 ; python_version >= "3.9" and python_version < "3.13"
 einops==0.6.1 ; python_version >= "3.9" and python_version < "3.13"
-filelock==3.13.3 ; python_version >= "3.9" and python_version < "3.13"
+filelock==3.13.4 ; python_version >= "3.9" and python_version < "3.13"
 fsspec==2024.2.0 ; python_version >= "3.9" and python_version < "3.13"
 googleapis-common-protos==1.63.0 ; python_version >= "3.9" and python_version < "3.13"
 grpc-interceptor==0.15.4 ; python_version >= "3.9" and python_version < "3.13"
@@ -14,7 +14,7 @@ grpcio-status==1.62.1 ; python_version >= "3.9" and python_version < "3.13"
 grpcio==1.62.1 ; python_version >= "3.9" and python_version < "3.13"
 hf-transfer==0.1.6 ; python_version >= "3.9" and python_version < "3.13"
 huggingface-hub==0.19.4 ; python_version >= "3.9" and python_version < "3.13"
-idna==3.6 ; python_version >= "3.9" and python_version < "3.13"
+idna==3.7 ; python_version >= "3.9" and python_version < "3.13"
 loguru==0.6.0 ; python_version >= "3.9" and python_version < "3.13"
 numpy==1.26.4 ; python_version >= "3.9" and python_version < "3.13"
 opentelemetry-api==1.15.0 ; python_version >= "3.9" and python_version < "3.13"
@@ -30,15 +30,15 @@ packaging==24.0 ; python_version >= "3.9" and python_version < "3.13"
 pillow==10.3.0 ; python_version >= "3.9" and python_version < "3.13"
 protobuf==4.25.3 ; python_version >= "3.9" and python_version < "3.13"
 pyyaml==6.0.1 ; python_version >= "3.9" and python_version < "3.13"
-regex==2023.12.25 ; python_version >= "3.9" and python_version < "3.13"
+regex==2024.4.16 ; python_version >= "3.9" and python_version < "3.13"
 requests==2.31.0 ; python_version >= "3.9" and python_version < "3.13"
-safetensors==0.4.2 ; python_version >= "3.9" and python_version < "3.13"
+safetensors==0.4.3 ; python_version >= "3.9" and python_version < "3.13"
 scipy==1.13.0 ; python_version >= "3.9" and python_version < "3.13"
 sentencepiece==0.1.99 ; python_version >= "3.9" and python_version < "3.13"
-setuptools==69.2.0 ; python_version >= "3.9" and python_version < "3.13"
-tokenizers==0.15.2 ; python_version >= "3.9" and python_version < "3.13"
+setuptools==69.5.1 ; python_version >= "3.9" and python_version < "3.13"
+tokenizers==0.19.1 ; python_version >= "3.9" and python_version < "3.13"
 tqdm==4.66.2 ; python_version >= "3.9" and python_version < "3.13"
-transformers==4.39.3 ; python_version >= "3.9" and python_version < "3.13"
+transformers==4.40.0 ; python_version >= "3.9" and python_version < "3.13"
 typer==0.6.1 ; python_version >= "3.9" and python_version < "3.13"
 typing-extensions==4.11.0 ; python_version >= "3.9" and python_version < "3.13"
 urllib3==2.2.1 ; python_version >= "3.9" and python_version < "3.13"
diff --git a/server/requirements_rocm.txt b/server/requirements_rocm.txt
index 6ad5235a..5cd03130 100644
--- a/server/requirements_rocm.txt
+++ b/server/requirements_rocm.txt
@@ -5,7 +5,7 @@ click==8.1.7 ; python_version >= "3.9" and python_version < "3.13"
 colorama==0.4.6 ; python_version >= "3.9" and python_version < "3.13" and (sys_platform == "win32" or platform_system == "Windows")
 deprecated==1.2.14 ; python_version >= "3.9" and python_version < "3.13"
 einops==0.6.1 ; python_version >= "3.9" and python_version < "3.13"
-filelock==3.13.3 ; python_version >= "3.9" and python_version < "3.13"
+filelock==3.13.4 ; python_version >= "3.9" and python_version < "3.13"
 fsspec==2024.2.0 ; python_version >= "3.9" and python_version < "3.13"
 googleapis-common-protos==1.63.0 ; python_version >= "3.9" and python_version < "3.13"
 grpc-interceptor==0.15.4 ; python_version >= "3.9" and python_version < "3.13"
@@ -14,7 +14,7 @@ grpcio-status==1.62.1 ; python_version >= "3.9" and python_version < "3.13"
 grpcio==1.62.1 ; python_version >= "3.9" and python_version < "3.13"
 hf-transfer==0.1.6 ; python_version >= "3.9" and python_version < "3.13"
 huggingface-hub==0.19.4 ; python_version >= "3.9" and python_version < "3.13"
-idna==3.6 ; python_version >= "3.9" and python_version < "3.13"
+idna==3.7 ; python_version >= "3.9" and python_version < "3.13"
 loguru==0.6.0 ; python_version >= "3.9" and python_version < "3.13"
 numpy==1.26.4 ; python_version >= "3.9" and python_version < "3.13"
 opentelemetry-api==1.15.0 ; python_version >= "3.9" and python_version < "3.13"
@@ -30,15 +30,15 @@ packaging==24.0 ; python_version >= "3.9" and python_version < "3.13"
 pillow==10.3.0 ; python_version >= "3.9" and python_version < "3.13"
 protobuf==4.25.3 ; python_version >= "3.9" and python_version < "3.13"
 pyyaml==6.0.1 ; python_version >= "3.9" and python_version < "3.13"
-regex==2023.12.25 ; python_version >= "3.9" and python_version < "3.13"
+regex==2024.4.16 ; python_version >= "3.9" and python_version < "3.13"
 requests==2.31.0 ; python_version >= "3.9" and python_version < "3.13"
-safetensors==0.4.2 ; python_version >= "3.9" and python_version < "3.13"
+safetensors==0.4.3 ; python_version >= "3.9" and python_version < "3.13"
 scipy==1.13.0 ; python_version >= "3.9" and python_version < "3.13"
 sentencepiece==0.1.99 ; python_version >= "3.9" and python_version < "3.13"
-setuptools==69.2.0 ; python_version >= "3.9" and python_version < "3.13"
-tokenizers==0.15.2 ; python_version >= "3.9" and python_version < "3.13"
+setuptools==69.5.1 ; python_version >= "3.9" and python_version < "3.13"
+tokenizers==0.19.1 ; python_version >= "3.9" and python_version < "3.13"
 tqdm==4.66.2 ; python_version >= "3.9" and python_version < "3.13"
-transformers==4.39.3 ; python_version >= "3.9" and python_version < "3.13"
+transformers==4.40.0 ; python_version >= "3.9" and python_version < "3.13"
 typer==0.6.1 ; python_version >= "3.9" and python_version < "3.13"
 typing-extensions==4.11.0 ; python_version >= "3.9" and python_version < "3.13"
 urllib3==2.2.1 ; python_version >= "3.9" and python_version < "3.13"
diff --git a/server/text_generation_server/models/__init__.py b/server/text_generation_server/models/__init__.py
index 06792b0d..b52765d7 100644
--- a/server/text_generation_server/models/__init__.py
+++ b/server/text_generation_server/models/__init__.py
@@ -68,6 +68,7 @@ try:
     )
     from text_generation_server.models.idefics import IDEFICSSharded
     from text_generation_server.models.llava_next import LlavaNext
+    from text_generation_server.models.idefics2 import Idefics2
     from text_generation_server.models.flash_mistral import FlashMistral
     from text_generation_server.models.flash_mixtral import FlashMixtral
     from text_generation_server.models.flash_phi import FlashPhi
@@ -327,7 +328,7 @@ def get_model(
                 trust_remote_code=trust_remote_code,
             )
 
-    elif model_type == "llama" or model_type == "baichuan":
+    elif model_type == "llama" or model_type == "baichuan" or model_type == "phi3":
         if FLASH_ATTENTION:
             return FlashLlama(
                 model_id,
@@ -579,6 +580,18 @@ def get_model(
             )
         else:
             raise NotImplementedError(FLASH_ATT_ERROR_MESSAGE.format("Idefics"))
+    if model_type == "idefics2":
+        if FLASH_ATTENTION:
+            return Idefics2(
+                model_id,
+                revision,
+                quantize=quantize,
+                use_medusa=use_medusa,
+                dtype=dtype,
+                trust_remote_code=trust_remote_code,
+            )
+        else:
+            raise NotImplementedError(FLASH_ATT_ERROR_MESSAGE.format("Idefics"))
 
     if model_type == "llava_next":
         if FLASH_ATTENTION:
diff --git a/server/text_generation_server/models/custom_modeling/flash_llama_modeling.py b/server/text_generation_server/models/custom_modeling/flash_llama_modeling.py
index 313db503..4cc9da8b 100644
--- a/server/text_generation_server/models/custom_modeling/flash_llama_modeling.py
+++ b/server/text_generation_server/models/custom_modeling/flash_llama_modeling.py
@@ -45,58 +45,6 @@ if IS_ROCM_SYSTEM:
         raise ImportError(f"Could not load `vllm._custom_C`. Full error: {e}")
 
 
-class LlamaConfig(PretrainedConfig):
-    def __init__(
-        self,
-        vocab_size=32000,
-        hidden_size=4096,
-        intermediate_size=11008,
-        num_hidden_layers=32,
-        num_attention_heads=32,
-        num_key_value_heads=None,
-        hidden_act="silu",
-        max_position_embeddings=2048,
-        initializer_range=0.02,
-        rms_norm_eps=1e-6,
-        use_cache=True,
-        pad_token_id=0,
-        bos_token_id=1,
-        eos_token_id=2,
-        pretraining_tp=1,
-        tie_word_embeddings=False,
-        rope_scaling=None,
-        rope_theta=10000.0,
-        **kwargs,
-    ):
-        self.vocab_size = vocab_size
-        self.max_position_embeddings = max_position_embeddings
-        self.hidden_size = hidden_size
-        self.intermediate_size = intermediate_size
-        self.num_hidden_layers = num_hidden_layers
-        self.num_attention_heads = num_attention_heads
-
-        # for backward compatibility
-        if num_key_value_heads is None:
-            num_key_value_heads = num_attention_heads
-
-        self.num_key_value_heads = num_key_value_heads
-        self.hidden_act = hidden_act
-        self.initializer_range = initializer_range
-        self.rms_norm_eps = rms_norm_eps
-        self.pretraining_tp = pretraining_tp
-        self.use_cache = use_cache
-        self.rope_scaling = rope_scaling
-        self.rope_theta = rope_theta
-
-        super().__init__(
-            pad_token_id=pad_token_id,
-            bos_token_id=bos_token_id,
-            eos_token_id=eos_token_id,
-            tie_word_embeddings=tie_word_embeddings,
-            **kwargs,
-        )
-
-
 def load_attention(config, prefix, weights):
     if config.num_attention_heads != config.num_key_value_heads:
         return _load_gqa(config, prefix, weights)
@@ -108,6 +56,13 @@ def load_attention(config, prefix, weights):
                 weights=weights,
                 bias=False,
             )
+        elif config.model_type == "phi3":
+            return TensorParallelColumnLinear.load_qkv(
+                config,
+                prefix=f"{prefix}.qkv_proj",
+                weights=weights,
+                bias=False,
+            )
         else:
             return TensorParallelColumnLinear.load_multi(
                 config,
@@ -265,13 +220,21 @@ class LlamaMLP(nn.Module):
             )
         )
         # Fuse gate and up proj
-        self.gate_up_proj = TensorParallelColumnLinear.load_multi(
-            config,
-            prefixes=[f"{prefix}.gate_proj", f"{prefix}.up_proj"],
-            weights=weights,
-            dim=0,
-            bias=False,
-        )
+        if config.model_type == "phi3":
+            self.gate_up_proj = TensorParallelColumnLinear.load_gate_up(
+                config,
+                prefix=f"{prefix}.gate_up_proj",
+                weights=weights,
+                bias=False,
+            )
+        else:
+            self.gate_up_proj = TensorParallelColumnLinear.load_multi(
+                config,
+                prefixes=[f"{prefix}.gate_proj", f"{prefix}.up_proj"],
+                weights=weights,
+                dim=0,
+                bias=False,
+            )
         self.down_proj = TensorParallelRowLinear.load(
             config,
             prefix=f"{prefix}.down_proj",
diff --git a/server/text_generation_server/models/custom_modeling/flash_mistral_modeling.py b/server/text_generation_server/models/custom_modeling/flash_mistral_modeling.py
index ffaa0c32..c2445cda 100644
--- a/server/text_generation_server/models/custom_modeling/flash_mistral_modeling.py
+++ b/server/text_generation_server/models/custom_modeling/flash_mistral_modeling.py
@@ -409,23 +409,29 @@ class MistralModel(torch.nn.Module):
 
 
 class FlashMistralForCausalLM(torch.nn.Module):
-    def __init__(self, prefix, config, weights):
+    def __init__(self, prefix, config, weights, name=None):
+        if name is None:
+            name = "model"
         super().__init__()
-
         self.embed_tokens = TensorParallelEmbedding(
             prefix=(
-                "model.embed_tokens" if not prefix else f"{prefix}.model.embed_tokens"
+                f"{name}.embed_tokens"
+                if not prefix
+                else f"{prefix}.{name}.embed_tokens"
             ),
             weights=weights,
         )
         self.model = MistralModel(
-            prefix="model" if not prefix else f"{prefix}.model",
+            prefix=name if not prefix else f"{prefix}.{name}",
             config=config,
             weights=weights,
         )
         self.lm_head = SpeculativeHead.load(
             config,
-            prefix="lm_head" if not prefix else f"{prefix}.lm_head",
+            # TODO dirty hack for idefics2.
+            prefix=(
+                "lm_head" if not prefix or name != "model" else f"{prefix}.lm_head"
+            ),
             weights=weights,
         )
         self.max_past = config.sliding_window
diff --git a/server/text_generation_server/models/custom_modeling/idefics2.py b/server/text_generation_server/models/custom_modeling/idefics2.py
new file mode 100644
index 00000000..cb2ee7db
--- /dev/null
+++ b/server/text_generation_server/models/custom_modeling/idefics2.py
@@ -0,0 +1,829 @@
+# coding=utf-8
+# Copyright 2024 the HuggingFace Inc. team. All rights reserved.
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+""" PyTorch Idefics2 model."""
+
+from typing import List, Optional, Tuple, Union
+
+import torch
+import torch.utils.checkpoint
+from torch import nn
+import math
+
+from transformers.activations import ACT2FN
+from transformers.image_processing_utils import select_best_resolution
+from text_generation_server.models.custom_modeling.vlm import (
+    load_text_model,
+    load_vision_model,
+)
+from transformers.modeling_attn_mask_utils import _prepare_4d_attention_mask
+
+from text_generation_server.utils.layers import (
+    TensorParallelColumnLinear,
+    TensorParallelEmbedding,
+    TensorParallelRowLinear,
+)
+
+
+def repeat_kv(hidden_states: torch.Tensor, n_rep: int) -> torch.Tensor:
+    """
+    This is the equivalent of torch.repeat_interleave(x, dim=1, repeats=n_rep). The hidden states go from (batch,
+    num_key_value_heads, seqlen, head_dim) to (batch, num_attention_heads, seqlen, head_dim)
+    """
+    batch, num_key_value_heads, slen, head_dim = hidden_states.shape
+    if n_rep == 1:
+        return hidden_states
+    hidden_states = hidden_states[:, :, None, :, :].expand(
+        batch, num_key_value_heads, n_rep, slen, head_dim
+    )
+    return hidden_states.reshape(batch, num_key_value_heads * n_rep, slen, head_dim)
+
+
+class Idefics2VisionEmbeddings(nn.Module):
+    """
+    This is a modified version of `siglip.modelign_siglip.SiglipVisionEmbeddings` to enable images of variable
+    resolution.
+
+    The modifications are adapted from [Patch n' Pack: NaViT, a Vision Transformer for any Aspect Ratio and Resolution](https://arxiv.org/abs/2307.06304)
+    which allows treating images in their native aspect ratio and without the need to resize them to the same
+    fixed size. In particular, we start from the original pre-trained SigLIP model
+    (which uses images of fixed-size square images) and adapt it by training on images of variable resolutions.
+    """
+
+    def __init__(self, prefix, config, weights):
+        super().__init__()
+        self.embed_dim = config.hidden_size
+        self.image_size = config.image_size
+        self.patch_size = config.patch_size
+
+        self.patch_embedding = nn.Conv2d(
+            in_channels=config.num_channels,
+            out_channels=self.embed_dim,
+            kernel_size=self.patch_size,
+            stride=self.patch_size,
+            padding="valid",
+        )
+        self.patch_embedding.weight = nn.Parameter(
+            weights.get_tensor(f"{prefix}.patch_embedding.weight"), requires_grad=False
+        )
+        self.patch_embedding.bias = nn.Parameter(
+            weights.get_tensor(f"{prefix}.patch_embedding.bias"), requires_grad=False
+        )
+
+        self.num_patches_per_side = self.image_size // self.patch_size
+        self.num_patches = self.num_patches_per_side**2
+        self.num_positions = self.num_patches
+        self.position_embedding = TensorParallelEmbedding(
+            prefix=f"{prefix}.position_embedding", weights=weights
+        )
+
+    def forward(
+        self, pixel_values: torch.FloatTensor, patch_attention_mask: torch.BoolTensor
+    ) -> torch.Tensor:
+        batch_size, _, max_im_h, max_im_w = pixel_values.shape
+
+        patch_embeds = self.patch_embedding(pixel_values)
+        embeddings = patch_embeds.flatten(2).transpose(1, 2)
+
+        max_nb_patches_h, max_nb_patches_w = (
+            max_im_h // self.patch_size,
+            max_im_w // self.patch_size,
+        )
+        boundaries = torch.arange(
+            1 / self.num_patches_per_side, 1.0, 1 / self.num_patches_per_side
+        )
+        position_ids = torch.full(
+            size=(batch_size, max_nb_patches_h * max_nb_patches_w), fill_value=0
+        )
+
+        for batch_idx, p_attn_mask in enumerate(patch_attention_mask):
+            nb_patches_h = p_attn_mask[:, 0].sum()
+            nb_patches_w = p_attn_mask[0].sum()
+
+            fractional_coords_h = torch.arange(0, 1 - 1e-6, 1 / nb_patches_h)
+            fractional_coords_w = torch.arange(0, 1 - 1e-6, 1 / nb_patches_w)
+
+            bucket_coords_h = torch.bucketize(
+                fractional_coords_h, boundaries, right=True
+            )
+            bucket_coords_w = torch.bucketize(
+                fractional_coords_w, boundaries, right=True
+            )
+
+            pos_ids = (
+                bucket_coords_h[:, None] * self.num_patches_per_side + bucket_coords_w
+            ).flatten()
+            position_ids[batch_idx][p_attn_mask.view(-1).cpu()] = pos_ids
+
+        position_ids = position_ids.to(self.position_embedding.weight.device)
+        embeddings = embeddings + self.position_embedding(position_ids)
+        return embeddings
+
+
+class Idefics2VisionAttention(nn.Module):
+    def __init__(self, prefix, config, weights):
+        super().__init__()
+        self.config = config
+        self.embed_dim = config.hidden_size
+        self.num_heads = config.num_attention_heads
+        self.head_size = self.embed_dim // self.num_heads
+        if self.head_size * self.num_heads != self.embed_dim:
+            raise ValueError(
+                f"embed_dim must be divisible by num_heads (got `embed_dim`: {self.embed_dim} and `num_heads`:"
+                f" {self.num_heads})."
+            )
+        self.scale = self.head_size**-0.5
+        self.dropout = config.attention_dropout
+
+        self.num_heads = self.num_heads // weights.process_group.size()
+        self.embed_dim = self.embed_dim // weights.process_group.size()
+
+        self.qkv = TensorParallelColumnLinear.load_multi(
+            config,
+            prefixes=[f"{prefix}.q_proj", f"{prefix}.k_proj", f"{prefix}.v_proj"],
+            dim=0,
+            weights=weights,
+            bias=True,
+        )
+        self.out_proj = TensorParallelRowLinear.load(
+            config=config, prefix=f"{prefix}.out_proj", weights=weights, bias=True
+        )
+        self.is_causal = False
+
+    def forward(
+        self,
+        hidden_states: torch.Tensor,
+        attention_mask: Optional[torch.Tensor] = None,
+    ) -> torch.Tensor:
+        batch_size, q_len, _ = hidden_states.size()
+
+        qkv = self.qkv(hidden_states)
+        query_states, key_states, value_states = qkv.split(
+            [
+                self.head_size * self.num_heads,
+                self.head_size * self.num_heads,
+                self.head_size * self.num_heads,
+            ],
+            dim=2,
+        )
+
+        query_states = query_states.view(
+            batch_size, q_len, self.num_heads, self.head_size
+        ).transpose(1, 2)
+        key_states = key_states.view(
+            batch_size, q_len, self.num_heads, self.head_size
+        ).transpose(1, 2)
+        value_states = value_states.view(
+            batch_size, q_len, self.num_heads, self.head_size
+        ).transpose(1, 2)
+
+        k_v_seq_len = key_states.shape[-2]
+        attn_weights = (
+            torch.matmul(query_states, key_states.transpose(2, 3)) * self.scale
+        )
+
+        if attn_weights.size() != (batch_size, self.num_heads, q_len, k_v_seq_len):
+            raise ValueError(
+                f"Attention weights should be of size {(batch_size, self.num_heads, q_len, k_v_seq_len)}, but is"
+                f" {attn_weights.size()}"
+            )
+
+        if attention_mask is not None:
+            if attention_mask.size() != (batch_size, 1, q_len, k_v_seq_len):
+                raise ValueError(
+                    f"Attention mask should be of size {(batch_size, 1, q_len, k_v_seq_len)}, but is {attention_mask.size()}"
+                )
+            attn_weights = attn_weights + attention_mask
+
+        # upcast attention to fp32
+        attn_weights = nn.functional.softmax(
+            attn_weights, dim=-1, dtype=torch.float32
+        ).to(query_states.dtype)
+        attn_weights = nn.functional.dropout(
+            attn_weights, p=self.dropout, training=self.training
+        )
+        attn_output = torch.matmul(attn_weights, value_states)
+
+        if attn_output.size() != (batch_size, self.num_heads, q_len, self.head_size):
+            raise ValueError(
+                f"`attn_output` should be of size {(batch_size, self.num_heads, q_len, self.head_size)}, but is"
+                f" {attn_output.size()}"
+            )
+
+        attn_output = attn_output.transpose(1, 2).contiguous()
+        attn_output = attn_output.reshape(batch_size, q_len, self.embed_dim)
+
+        attn_output = self.out_proj(attn_output)
+
+        return attn_output
+
+
+class Idefics2VisionMLP(nn.Module):
+    def __init__(self, prefix, config, weights):
+        super().__init__()
+        self.config = config
+        self.activation_fn = ACT2FN[config.hidden_act]
+        self.fc1 = TensorParallelColumnLinear.load(
+            prefix=f"{prefix}.fc1", config=config, weights=weights, bias=True
+        )
+        self.fc2 = TensorParallelRowLinear.load(
+            prefix=f"{prefix}.fc2", config=config, weights=weights, bias=True
+        )
+
+    def forward(self, hidden_states: torch.Tensor) -> torch.Tensor:
+        hidden_states = self.fc1(hidden_states)
+        hidden_states = self.activation_fn(hidden_states)
+        hidden_states = self.fc2(hidden_states)
+        return hidden_states
+
+
+class Idefics2EncoderLayer(nn.Module):
+    def __init__(self, prefix, config, weights):
+        super().__init__()
+        self.embed_dim = config.hidden_size
+        self.self_attn = Idefics2VisionAttention(
+            prefix=f"{prefix}.self_attn", config=config, weights=weights
+        )
+        self.layer_norm1 = nn.LayerNorm.load(
+            prefix=f"{prefix}.layer_norm1", eps=config.layer_norm_eps, weights=weights
+        )
+        self.layer_norm2 = nn.LayerNorm.load(
+            prefix=f"{prefix}.layer_norm2", eps=config.layer_norm_eps, weights=weights
+        )
+        self.mlp = Idefics2VisionMLP(
+            prefix=f"{prefix}.mlp", config=config, weights=weights
+        )
+
+    # Copied from transformers.models.siglip.modeling_siglip.SiglipEncoderLayer.forward
+    def forward(
+        self,
+        hidden_states: torch.Tensor,
+        attention_mask: torch.Tensor,
+    ) -> torch.Tensor:
+        residual = hidden_states
+
+        hidden_states = self.layer_norm1(hidden_states)
+        hidden_states = self.self_attn(
+            hidden_states=hidden_states,
+            attention_mask=attention_mask,
+        )
+        hidden_states = residual + hidden_states
+
+        residual = hidden_states
+        hidden_states = self.layer_norm2(hidden_states)
+        hidden_states = self.mlp(hidden_states)
+        hidden_states = residual + hidden_states
+
+        return hidden_states
+
+
+class Idefics2Encoder(nn.Module):
+    def __init__(self, prefix, config, weights):
+        super().__init__()
+        self.config = config
+        self.layers = nn.ModuleList(
+            [
+                Idefics2EncoderLayer(
+                    prefix=f"{prefix}.layers.{i}", config=config, weights=weights
+                )
+                for i in range(config.num_hidden_layers)
+            ]
+        )
+
+    # Ignore copy
+    def forward(
+        self,
+        inputs_embeds,
+        attention_mask: Optional[torch.Tensor] = None,
+    ):
+        hidden_states = inputs_embeds
+        for encoder_layer in self.layers:
+            hidden_states = encoder_layer(
+                hidden_states,
+                attention_mask,
+            )
+        return hidden_states
+
+
+class Idefics2VisionTransformer(nn.Module):
+    def __init__(self, prefix, config, weights):
+        super().__init__()
+        self.config = config
+        self.embeddings = Idefics2VisionEmbeddings(
+            prefix=f"{prefix}.embeddings", config=config, weights=weights
+        )
+        self.encoder = Idefics2Encoder(
+            prefix=f"{prefix}.encoder", config=config, weights=weights
+        )
+        self.post_layernorm = nn.LayerNorm.load(
+            prefix=f"{prefix}.post_layernorm",
+            weights=weights,
+            eps=config.layer_norm_eps,
+        )
+
+    def forward(
+        self,
+        pixel_values,
+        patch_attention_mask: Optional[torch.BoolTensor] = None,
+    ):
+        batch_size = pixel_values.size(0)
+        if patch_attention_mask is None:
+            patch_size = self.config.patch_size
+            patch_attention_mask = torch.ones(
+                (
+                    batch_size,
+                    pixel_values.size(2) // patch_size,
+                    pixel_values.size(3) // patch_size,
+                )
+            )
+            patch_attention_mask = patch_attention_mask.to(
+                dtype=torch.bool, device=pixel_values.device
+            )
+
+        hidden_states = self.embeddings(
+            pixel_values=pixel_values, patch_attention_mask=patch_attention_mask
+        )
+
+        patch_attention_mask = patch_attention_mask.view(batch_size, -1)
+        # The call to `_upad_input` in `_flash_attention_forward` is expensive
+        # So when the `patch_attention_mask` is full of 1s (i.e. attending to the whole sequence),
+        # avoiding passing the attention_mask, which is equivalent to attending to the full sequence
+        if not torch.any(~patch_attention_mask):
+            patch_attention_mask = None
+        else:
+            patch_attention_mask = _prepare_4d_attention_mask(
+                patch_attention_mask, hidden_states.dtype
+            )
+
+        encoder_outputs = self.encoder(
+            inputs_embeds=hidden_states,
+            attention_mask=patch_attention_mask,
+        )
+
+        last_hidden_state = encoder_outputs
+        last_hidden_state = self.post_layernorm(last_hidden_state)
+
+        return last_hidden_state
+
+
+class Idefics2MLP(nn.Module):
+    def __init__(self, prefix, config, weights):
+        super().__init__()
+        act = config.text_config.hidden_act
+        self.act = (
+            ACT2FN[act]
+            if "gelu" not in act
+            else lambda x: torch.nn.functional.gelu(
+                x,
+                approximate=(
+                    "tanh" if act in ["gelu_fast", "gelu_pytorch_tanh"] else "none"
+                ),
+            )
+        )
+        self.gate_up_proj = TensorParallelColumnLinear.load_multi(
+            config,
+            prefixes=[f"{prefix}.gate_proj", f"{prefix}.up_proj"],
+            weights=weights,
+            dim=0,
+            bias=False,
+        )
+        self.down_proj = TensorParallelRowLinear.load(
+            config,
+            prefix=f"{prefix}.down_proj",
+            weights=weights,
+            bias=False,
+        )
+
+    def forward(self, hidden_states):
+        start_shape = hidden_states.shape[:-1]
+        gate_up_states = self.gate_up_proj(hidden_states)
+        intermediate_size = gate_up_states.shape[-1] // 2
+        gate_up_states = gate_up_states.view(-1, 2, intermediate_size)
+        return self.down_proj(
+            self.act(gate_up_states[:, 0]) * gate_up_states[:, 1]
+        ).view(*start_shape, -1)
+
+
+class Idefics2RMSNorm(nn.Module):
+    def __init__(self, prefix, weights, eps):
+        """
+        Idefics2RMSNorm is equivalent to T5LayerNorm
+        """
+        super().__init__()
+        self.weight = nn.Parameter(
+            weights.get_tensor(f"{prefix}.weight"), requires_grad=False
+        )
+        self.variance_epsilon = eps
+
+    def forward(self, hidden_states):
+        input_dtype = hidden_states.dtype
+        hidden_states = hidden_states.to(torch.float32)
+        variance = hidden_states.pow(2).mean(-1, keepdim=True)
+        hidden_states = hidden_states * torch.rsqrt(variance + self.variance_epsilon)
+        return self.weight * hidden_states.to(input_dtype)
+
+
+class Idefics2PerceiverAttention(nn.Module):
+    def __init__(self, prefix, config, weights):
+        super().__init__()
+
+        self.layer_idx = None
+        self.hidden_size = config.text_config.hidden_size
+        self.num_heads = config.perceiver_config.resampler_n_heads
+        self.head_size = config.perceiver_config.resampler_head_dim
+        self.num_key_value_heads = config.perceiver_config.num_key_value_heads
+        self.num_key_value_groups = self.num_heads // self.num_key_value_heads
+        self.attention_dropout = config.perceiver_config.attention_dropout
+        self.num_heads = self.num_heads // weights.process_group.size()
+        self.num_key_value_heads = (
+            self.num_key_value_heads // weights.process_group.size()
+        )
+
+        self.q_proj = TensorParallelColumnLinear.load(
+            config,
+            prefix=f"{prefix}.q_proj",
+            weights=weights,
+            bias=False,
+        )
+        self.kv = TensorParallelColumnLinear.load_multi(
+            config,
+            prefixes=[f"{prefix}.k_proj", f"{prefix}.v_proj"],
+            dim=0,
+            weights=weights,
+            bias=False,
+        )
+        self.o_proj = TensorParallelRowLinear.load(
+            config=config, prefix=f"{prefix}.o_proj", weights=weights, bias=False
+        )
+
+        self.is_causal = False
+
+    def forward(
+        self,
+        latents: torch.Tensor,
+        context: torch.Tensor,
+        attention_mask: Optional[torch.Tensor] = None,
+    ) -> Tuple[torch.Tensor, Optional[torch.Tensor], Optional[Tuple[torch.Tensor]]]:
+        bsz, q_len, _ = latents.size()
+        kv_seq_len = q_len + context.size()[1]
+
+        hidden_states = torch.concat([context, latents], dim=-2)
+        query_states = self.q_proj(latents)
+        kv = self.kv(hidden_states)
+        key_states, value_states = kv.split(
+            [
+                self.head_size * self.num_key_value_heads,
+                self.head_size * self.num_key_value_heads,
+            ],
+            dim=2,
+        )
+
+        query_states = query_states.view(
+            bsz, q_len, self.num_heads, self.head_size
+        ).transpose(1, 2)
+        key_states = key_states.view(
+            bsz, kv_seq_len, self.num_key_value_heads, self.head_size
+        ).transpose(1, 2)
+        value_states = value_states.view(
+            bsz, kv_seq_len, self.num_key_value_heads, self.head_size
+        ).transpose(1, 2)
+
+        # repeat k/v heads if n_kv_heads < n_heads
+        key_states = repeat_kv(key_states, self.num_key_value_groups)
+        value_states = repeat_kv(value_states, self.num_key_value_groups)
+
+        attn_weights = torch.matmul(
+            query_states, key_states.transpose(2, 3)
+        ) / math.sqrt(self.head_size)
+
+        if attn_weights.size() != (bsz, self.num_heads, q_len, kv_seq_len):
+            raise ValueError(
+                f"Attention weights should be of size {(bsz, self.num_heads, q_len, kv_seq_len)}, but is"
+                f" {attn_weights.size()}"
+            )
+
+        if attention_mask is not None:
+            if attention_mask.size() != (bsz, 1, q_len, kv_seq_len):
+                raise ValueError(
+                    f"Attention mask should be of size {(bsz, 1, q_len, kv_seq_len)}, but is {attention_mask.size()}"
+                )
+
+            attn_weights = attn_weights + attention_mask
+
+        # upcast attention to fp32
+        attn_weights = nn.functional.softmax(
+            attn_weights, dim=-1, dtype=torch.float32
+        ).to(query_states.dtype)
+        attn_output = torch.matmul(attn_weights, value_states)
+
+        if attn_output.size() != (bsz, self.num_heads, q_len, self.head_size):
+            raise ValueError(
+                f"`attn_output` should be of size {(bsz, self.num_heads, q_len, self.head_size)}, but is"
+                f" {attn_output.size()}"
+            )
+
+        attn_output = attn_output.transpose(1, 2).contiguous()
+        attn_output = attn_output.reshape(bsz, q_len, self.num_heads * self.head_size)
+
+        attn_output = self.o_proj(attn_output)
+
+        return attn_output
+
+
+class Idefics2PerceiverLayer(nn.Module):
+    def __init__(self, prefix, config, weights):
+        super().__init__()
+        self.hidden_size = config.text_config.hidden_size
+        self.n_latents = config.perceiver_config.resampler_n_latents
+        self.depth = config.perceiver_config.resampler_depth
+        self.rms_norm_eps = config.text_config.rms_norm_eps
+
+        self.input_latents_norm = Idefics2RMSNorm(
+            prefix=f"{prefix}.input_latents_norm",
+            weights=weights,
+            eps=self.rms_norm_eps,
+        )
+        self.input_context_norm = Idefics2RMSNorm(
+            prefix=f"{prefix}.input_context_norm",
+            weights=weights,
+            eps=self.rms_norm_eps,
+        )
+        self.self_attn = Idefics2PerceiverAttention(
+            prefix=f"{prefix}.self_attn", config=config, weights=weights
+        )
+        self.post_attention_layernorm = Idefics2RMSNorm(
+            prefix=f"{prefix}.post_attention_layernorm",
+            weights=weights,
+            eps=self.rms_norm_eps,
+        )
+        self.mlp = Idefics2MLP(prefix=f"{prefix}.mlp", config=config, weights=weights)
+
+    def forward(
+        self,
+        latents: torch.Tensor,
+        context: torch.Tensor,
+        attention_mask: Optional[torch.Tensor] = None,
+    ):
+        """
+        Args:
+            latents (`torch.FloatTensor`): input to the layer of shape `(batch, seq_len, embed_dim)`
+            context (`torch.FloatTensor`): input to the layer of shape `(batch, seq_len, embed_dim)`
+            attention_mask (`torch.FloatTensor`, *optional*): attention mask of size
+                `(batch, sequence_length)` where padding elements are indicated by 0.
+        """
+        residual = latents
+
+        latents = self.input_latents_norm(latents)
+        context = self.input_context_norm(context)
+
+        latents = self.self_attn(
+            latents=latents,
+            context=context,
+            attention_mask=attention_mask,
+        )
+        latents = residual + latents
+        residual = latents
+
+        latents = self.post_attention_layernorm(latents)
+        latents = self.mlp(latents)
+        latents = residual + latents
+
+        return latents
+
+
+class Idefics2PerceiverResampler(nn.Module):
+    def __init__(self, prefix, config, weights) -> None:
+        super().__init__()
+        self.hidden_size = config.text_config.hidden_size
+        self.hidden_act = config.perceiver_config.hidden_act
+        self.n_latents = config.perceiver_config.resampler_n_latents
+        self.depth = config.perceiver_config.resampler_depth
+        self.rms_norm_eps = config.text_config.rms_norm_eps
+
+        # Create Latents for Perceiver
+        self.latents = weights.get_tensor(f"{prefix}.latents")
+
+        # Create Transformer Blocks
+        self.layers = nn.ModuleList(
+            [
+                Idefics2PerceiverLayer(
+                    prefix=f"{prefix}.layers.{idx}", config=config, weights=weights
+                )
+                for idx in range(self.depth)
+            ]
+        )
+        self.norm = Idefics2RMSNorm(
+            prefix=f"{prefix}.norm",
+            weights=weights,
+            eps=config.text_config.rms_norm_eps,
+        )
+
+    def forward(
+        self,
+        context: torch.Tensor,
+        attention_mask,
+    ) -> torch.Tensor:
+        # seq embed -> bsz seq embed
+        latents = self.latents.unsqueeze(0).expand(
+            (context.shape[0], *self.latents.size())
+        )
+
+        latent_attention_mask = torch.ones(
+            (attention_mask.size(0), latents.size(1)),
+            dtype=attention_mask.dtype,
+            device=attention_mask.device,
+        )
+        attention_mask = torch.cat([attention_mask, latent_attention_mask], dim=-1)
+        attention_mask = _prepare_4d_attention_mask(
+            attention_mask, latents.dtype, tgt_len=self.n_latents
+        )
+
+        compressed_context = latents
+        for perceiver_layer in self.layers:
+            compressed_context = perceiver_layer(
+                compressed_context,
+                context,
+                attention_mask=attention_mask,
+            )
+        compressed_context = self.norm(compressed_context)
+
+        return compressed_context
+
+
+class Idefics2Connector(nn.Module):
+    def __init__(self, prefix, config, weights):
+        super().__init__()
+        self.modality_projection = Idefics2MLP(
+            prefix=f"{prefix}.modality_projection", config=config, weights=weights
+        )
+        self.perceiver_resampler = Idefics2PerceiverResampler(
+            prefix=f"{prefix}.perceiver_resampler", config=config, weights=weights
+        )
+
+    def forward(self, image_hidden_states, attention_mask):
+        image_hidden_states = self.modality_projection(image_hidden_states)
+        image_hidden_states = self.perceiver_resampler(
+            context=image_hidden_states, attention_mask=attention_mask
+        )
+        return image_hidden_states
+
+
+class Idefics2ForConditionalGeneration(nn.Module):
+    def __init__(self, prefix, config, weights):
+        super().__init__()
+        config.vision_config.quantize = config.quantize
+        config.vision_config.use_medusa = config.use_medusa
+        config.text_config.quantize = config.quantize
+        config.text_config.use_medusa = config.use_medusa
+
+        vision_config = config.vision_config
+        self.text_model = load_text_model(
+            prefix="model" if not prefix else f"{prefix}.model",
+            config=config.text_config,
+            weights=weights,
+            name="text_model",
+        )
+        self.dtype = weights.dtype
+        self.vision_model = Idefics2VisionTransformer(
+            prefix=f"{prefix}.model.vision_model" if prefix else "model.vision_model",
+            config=vision_config,
+            weights=weights,
+        )
+        self.connector = Idefics2Connector(
+            prefix=f"{prefix}.model.connector" if prefix else "model.connector",
+            config=config,
+            weights=weights,
+        )
+        self.config = config
+        self.image_seq_len = config.perceiver_config.resampler_n_latents
+        self.image_token_id = config.image_token_id
+        self.pad_token_id = (
+            config.pad_token_id if config.pad_token_id is not None else -1
+        )
+
+    def _merge_input_ids_with_image_features(
+        self,
+        input_ids: torch.Tensor,
+        inputs_embeds: torch.Tensor,
+        image_features: torch.Tensor,
+    ):
+        """In place merges in vision_embeddings with inputs_embeds."""
+        # mask = input_ids == self.config.image_token_index
+        mask = input_ids == self.config.image_token_id
+        # Let's pray we have enabled enough slots !
+        inputs_embeds[mask] = image_features.view(-1, image_features.shape[-1])
+        return inputs_embeds
+
+    def forward(
+        self,
+        input_ids: torch.Tensor,
+        position_ids: torch.Tensor,
+        cu_seqlen_prefill: Optional[torch.Tensor],
+        kv_cache: List[Tuple[torch.Tensor, torch.Tensor]],
+        block_tables: torch.Tensor,
+        slots: torch.Tensor,
+        input_lengths: torch.Tensor,
+        max_s: int,
+        prefill_cache_indices: Optional[torch.Tensor],
+        lm_head_indices: Optional[torch.Tensor] = None,
+        pixel_values: torch.FloatTensor = None,
+        pixel_attention_mask: Optional[torch.BoolTensor] = None,
+        # Unused here
+        image_sizes: Optional[torch.Tensor] = None,
+    ):
+        inputs_embeds = self.text_model.embed_tokens(input_ids)
+        if pixel_values is not None:
+            batch_size, num_images, num_channels, height, width = pixel_values.shape
+            all_states = []
+            all_pixel_values = pixel_values
+            all_pixel_mask = pixel_attention_mask
+            for i in range(batch_size):
+                pixel_values = all_pixel_values.to(
+                    dtype=self.dtype
+                )  # fp16 compatibility
+                pixel_values = pixel_values[i : i + 1]
+                pixel_values = pixel_values.view(num_images, *pixel_values.shape[2:])
+
+                # Remove padding images - padding images are full 0.
+                nb_values_per_image = pixel_values.shape[1:].numel()
+                real_images_inds = (pixel_values == 0.0).sum(
+                    dim=(-1, -2, -3)
+                ) != nb_values_per_image
+                pixel_values = pixel_values[real_images_inds].contiguous()
+
+                # Handle the vision attention mask
+                if pixel_attention_mask is None:
+                    pixel_attention_mask = torch.ones(
+                        size=(
+                            pixel_values.size(0),
+                            pixel_values.size(2),
+                            pixel_values.size(3),
+                        ),
+                        dtype=torch.bool,
+                        device=pixel_values.device,
+                    )
+                else:
+                    # Remove padding images from the mask/pP p
+                    pixel_attention_mask = all_pixel_mask[i : i + 1]
+                    pixel_attention_mask = pixel_attention_mask.view(
+                        1 * num_images, *pixel_attention_mask.shape[2:]
+                    )
+                    pixel_attention_mask = pixel_attention_mask[
+                        real_images_inds
+                    ].contiguous()
+
+                patch_size = self.config.vision_config.patch_size
+                patches_subgrid = pixel_attention_mask.unfold(
+                    dimension=1, size=patch_size, step=patch_size
+                )
+                patches_subgrid = patches_subgrid.unfold(
+                    dimension=2, size=patch_size, step=patch_size
+                )
+                patch_attention_mask = (patches_subgrid.sum(dim=(-1, -2)) > 0).bool()
+
+                # Get sequence from the vision encoder
+                image_hidden_states = self.vision_model(
+                    pixel_values=pixel_values,
+                    patch_attention_mask=patch_attention_mask,
+                )
+
+                # Modality projection & resampling
+                image_hidden_states = self.connector(
+                    image_hidden_states,
+                    attention_mask=patch_attention_mask.view(pixel_values.size(0), -1),
+                )
+                all_states.append(image_hidden_states)
+            image_hidden_states = torch.stack(all_states, dim=0)
+            # When we generate, we don't want to replace the potential image_token_id that we generated by images
+            # that simply don't exist
+            inputs_embeds = self._merge_input_ids_with_image_features(
+                input_ids, inputs_embeds, image_hidden_states
+            )
+
+        hidden_states = self.text_model.model(
+            inputs_embeds=inputs_embeds,
+            position_ids=position_ids,
+            cu_seqlen_prefill=cu_seqlen_prefill,
+            kv_cache=kv_cache,
+            block_tables=block_tables,
+            slots=slots,
+            input_lengths=input_lengths,
+            max_s=max_s,
+            true_max_s=max_s,
+            prefill_cache_indices=None,
+        )
+        if lm_head_indices is not None:
+            hidden_states = hidden_states[lm_head_indices]
+        logits, speculative_logits = self.text_model.lm_head(hidden_states)
+        return logits, speculative_logits
diff --git a/server/text_generation_server/models/custom_modeling/llava_next.py b/server/text_generation_server/models/custom_modeling/llava_next.py
index ed21a52b..0d93791f 100644
--- a/server/text_generation_server/models/custom_modeling/llava_next.py
+++ b/server/text_generation_server/models/custom_modeling/llava_next.py
@@ -23,6 +23,10 @@ from torch import nn
 from transformers.activations import ACT2FN
 from transformers.image_processing_utils import select_best_resolution
 
+from text_generation_server.models.custom_modeling.vlm import (
+    load_text_model,
+    load_vision_model,
+)
 from text_generation_server.utils.layers import (
     TensorParallelColumnLinear,
     TensorParallelRowLinear,
@@ -105,36 +109,6 @@ class LlavaNextMultiModalProjector(nn.Module):
         return hidden_states
 
 
-def load_vision_model(prefix, config, weights):
-    if config.model_type == "clip_vision_model":
-        from text_generation_server.models.custom_modeling.clip import (
-            CLIPVisionTransformer,
-        )
-
-        return CLIPVisionTransformer(
-            prefix=f"{prefix}.vision_model", config=config, weights=weights
-        )
-    else:
-        raise RuntimeError(f"Unsupported model type {config.model_type}")
-
-
-def load_text_model(prefix, config, weights):
-    if config.model_type == "llama":
-        from text_generation_server.models.custom_modeling.flash_llama_modeling import (
-            FlashLlamaForCausalLM,
-        )
-
-        return FlashLlamaForCausalLM(prefix, config, weights)
-    elif config.model_type == "mistral":
-        from text_generation_server.models.custom_modeling.flash_mistral_modeling import (
-            FlashMistralForCausalLM,
-        )
-
-        return FlashMistralForCausalLM(prefix, config, weights)
-    else:
-        raise RuntimeError(f"Unsupported model type {config.model_type}")
-
-
 class LlavaNextForConditionalGeneration(nn.Module):
     def __init__(self, prefix, config, weights):
         super().__init__()
@@ -180,7 +154,12 @@ class LlavaNextForConditionalGeneration(nn.Module):
         """In place merges in vision_embeddings with inputs_embeds."""
         mask = input_ids == self.config.image_token_index
         # Let's pray we have enabled enough slots !
-        inputs_embeds[mask] = image_features.view(-1, image_features.shape[-1])
+        try:
+            inputs_embeds[mask] = image_features.view(-1, image_features.shape[-1])
+        except Exception as e:
+            raise RuntimeError(
+                f"Cannot fill images right now. If error happens at warmup, make sure you have enough `--max-input-tokens`  to handle images. If error happens at regular runtime, please fill in an issue: {e}"
+            )
         return inputs_embeds
 
     def forward(
@@ -196,6 +175,8 @@ class LlavaNextForConditionalGeneration(nn.Module):
         prefill_cache_indices: Optional[torch.Tensor],
         lm_head_indices: Optional[torch.Tensor] = None,
         pixel_values: torch.FloatTensor = None,
+        # Unused for this model
+        pixel_attention_mask=None,
         image_sizes: Optional[torch.LongTensor] = None,
     ):
         inputs_embeds = self.language_model.embed_tokens(input_ids)
diff --git a/server/text_generation_server/models/custom_modeling/vlm.py b/server/text_generation_server/models/custom_modeling/vlm.py
new file mode 100644
index 00000000..690957d0
--- /dev/null
+++ b/server/text_generation_server/models/custom_modeling/vlm.py
@@ -0,0 +1,28 @@
+def load_text_model(prefix, config, weights, name=None):
+    if config.model_type == "llama":
+        from text_generation_server.models.custom_modeling.flash_llama_modeling import (
+            FlashLlamaForCausalLM,
+        )
+
+        return FlashLlamaForCausalLM(prefix, config, weights)
+    elif config.model_type == "mistral":
+        from text_generation_server.models.custom_modeling.flash_mistral_modeling import (
+            FlashMistralForCausalLM,
+        )
+
+        return FlashMistralForCausalLM(prefix, config, weights, name=name)
+    else:
+        raise RuntimeError(f"Unsupported model type {config.model_type}")
+
+
+def load_vision_model(prefix, config, weights):
+    if config.model_type == "clip_vision_model":
+        from text_generation_server.models.custom_modeling.clip import (
+            CLIPVisionTransformer,
+        )
+
+        return CLIPVisionTransformer(
+            prefix=f"{prefix}.vision_model", config=config, weights=weights
+        )
+    else:
+        raise RuntimeError(f"Unsupported model type {config.model_type}")
diff --git a/server/text_generation_server/models/flash_llama.py b/server/text_generation_server/models/flash_llama.py
index 56768942..f3578f88 100644
--- a/server/text_generation_server/models/flash_llama.py
+++ b/server/text_generation_server/models/flash_llama.py
@@ -2,14 +2,13 @@ import torch
 import torch.distributed
 
 from opentelemetry import trace
-from transformers import AutoConfig, AutoTokenizer
+from transformers import AutoConfig, AutoTokenizer, GenerationConfig
 from transformers.models.llama import LlamaTokenizer
 from typing import Optional
 
 from text_generation_server.models import FlashCausalLM
 from text_generation_server.models.custom_modeling.flash_llama_modeling import (
     FlashLlamaForCausalLM,
-    LlamaConfig,
 )
 from text_generation_server.utils import (
     initialize_torch_distributed,
@@ -53,8 +52,17 @@ class FlashLlama(FlashCausalLM):
                 truncation_side="left",
                 trust_remote_code=trust_remote_code,
             )
+        try:
+            generation_config = GenerationConfig.from_pretrained(
+                model_id, revision=revision, trust_remote_code=trust_remote_code
+            )
+            if isinstance(generation_config.eos_token_id, (list, set)):
+                # TODO Huge hack
+                tokenizer._eos_token_ids = set(generation_config.eos_token_id)
+        except Exception:
+            pass
 
-        config = LlamaConfig.from_pretrained(
+        config = AutoConfig.from_pretrained(
             model_id, revision=revision, trust_remote_code=trust_remote_code
         )
         config.quantize = quantize
diff --git a/server/text_generation_server/models/flash_mistral.py b/server/text_generation_server/models/flash_mistral.py
index ace7ea8e..52a30b5f 100644
--- a/server/text_generation_server/models/flash_mistral.py
+++ b/server/text_generation_server/models/flash_mistral.py
@@ -511,18 +511,33 @@ class BaseFlashMistral(FlashCausalLM):
         cuda_graph = self.cuda_graphs.get(padded_bs, None)
 
         if cu_seqlen_prefill is not None or cuda_graph is None:
-            logits, speculative_logits = self.model.forward(
-                input_ids=input_ids,
-                position_ids=position_ids,
-                cu_seqlen_prefill=cu_seqlen_prefill,
-                kv_cache=kv_cache,
-                block_tables=block_tables,
-                slots=slots,
-                input_lengths=input_lengths,
-                max_s=max_s,
-                prefill_cache_indices=batch.prefill_cache_indices,
-                lm_head_indices=lm_head_indices,
-            )
+
+            if cu_seqlen_prefill is None:
+                logits, speculative_logits = self.compiled_model(
+                    input_ids=input_ids,
+                    position_ids=position_ids,
+                    cu_seqlen_prefill=cu_seqlen_prefill,
+                    kv_cache=kv_cache,
+                    block_tables=block_tables,
+                    slots=slots,
+                    input_lengths=input_lengths,
+                    max_s=max_s,
+                    prefill_cache_indices=batch.prefill_cache_indices,
+                    lm_head_indices=lm_head_indices,
+                )
+            else:
+                logits, speculative_logits = self.model.forward(
+                    input_ids=input_ids,
+                    position_ids=position_ids,
+                    cu_seqlen_prefill=cu_seqlen_prefill,
+                    kv_cache=kv_cache,
+                    block_tables=block_tables,
+                    slots=slots,
+                    input_lengths=input_lengths,
+                    max_s=max_s,
+                    prefill_cache_indices=batch.prefill_cache_indices,
+                    lm_head_indices=lm_head_indices,
+                )
             if batch.prefill_cache_indices is not None:
                 batch.prefill_cache_indices = None
             return logits, speculative_logits
diff --git a/server/text_generation_server/models/idefics2.py b/server/text_generation_server/models/idefics2.py
new file mode 100644
index 00000000..e831af89
--- /dev/null
+++ b/server/text_generation_server/models/idefics2.py
@@ -0,0 +1,51 @@
+import torch
+
+from typing import Optional, Tuple
+
+from transformers import (
+    AutoProcessor,
+)
+from text_generation_server.models.custom_modeling.idefics2 import (
+    Idefics2ForConditionalGeneration,
+)
+
+from text_generation_server.models.vlm_causal_lm import VlmCausalLM
+
+
+class Idefics2(VlmCausalLM):
+    def __init__(
+        self,
+        model_id: str,
+        revision: Optional[str] = None,
+        quantize: Optional[str] = None,
+        use_medusa: Optional[str] = None,
+        dtype: Optional[torch.dtype] = None,
+        trust_remote_code: bool = False,
+    ):
+        self.processor = AutoProcessor.from_pretrained(
+            model_id,
+            revision=revision,
+            trust_remote_code=trust_remote_code,
+            # XXX: Extremely important to cap resolution in order to limit
+            # VRAM usage.
+            size={"longest_edge": 448, "shortest_edge": 378},
+        )
+        super().__init__(
+            model_cls=Idefics2ForConditionalGeneration,
+            model_id=model_id,
+            revision=revision,
+            quantize=quantize,
+            use_medusa=use_medusa,
+            dtype=dtype,
+            trust_remote_code=trust_remote_code,
+        )
+
+    def get_layer_config(self, model) -> Tuple[int, int, int]:
+        return (
+            len(model.text_model.model.layers),
+            model.text_model.model.num_key_value_heads,
+            model.text_model.model.head_size,
+        )
+
+    def max_past(self) -> Optional[int]:
+        return getattr(self.model.text_model, "max_past", None)
diff --git a/server/text_generation_server/models/llava_next.py b/server/text_generation_server/models/llava_next.py
index 0ae1b46d..3983bc85 100644
--- a/server/text_generation_server/models/llava_next.py
+++ b/server/text_generation_server/models/llava_next.py
@@ -1,6 +1,6 @@
 import torch
 
-from typing import Optional
+from typing import Optional, Tuple
 
 from transformers import (
     AutoProcessor,
@@ -34,3 +34,13 @@ class LlavaNext(VlmCausalLM):
             dtype=dtype,
             trust_remote_code=trust_remote_code,
         )
+
+    def get_layer_config(self, model) -> Tuple[int, int, int]:
+        return (
+            len(model.language_model.model.layers),
+            model.language_model.model.num_key_value_heads,
+            model.language_model.model.head_size,
+        )
+
+    def max_past(self) -> Optional[int]:
+        return getattr(self.model.language_model, "max_past", None)
diff --git a/server/text_generation_server/models/model.py b/server/text_generation_server/models/model.py
index cec9eafa..4f35b0aa 100644
--- a/server/text_generation_server/models/model.py
+++ b/server/text_generation_server/models/model.py
@@ -27,7 +27,14 @@ class Model(ABC):
     ):
         self.model = model.eval()
         self.tokenizer = tokenizer
+
+        # all_special_ids is not set correctly if the rust tokenizer is unpacked
+        # TODO report this to transformers.
+        other_special_ids = {
+            id for id, token in tokenizer.added_tokens_decoder.items() if token.special
+        }
         self.all_special_ids = set(tokenizer.all_special_ids)
+        self.all_special_ids.update(other_special_ids)
         self.requires_padding = requires_padding
         self.dtype = dtype
         self.device = device
diff --git a/server/text_generation_server/models/vlm_causal_lm.py b/server/text_generation_server/models/vlm_causal_lm.py
index 16042fc9..5394feb5 100644
--- a/server/text_generation_server/models/vlm_causal_lm.py
+++ b/server/text_generation_server/models/vlm_causal_lm.py
@@ -64,6 +64,46 @@ def get_anyres_image_grid_shape(image_size, grid_pinpoints, patch_size):
     return height // patch_size, width // patch_size
 
 
+def image_text_replacement(image_input, config, image_id) -> str:
+    if config.model_type == "idefics2":
+        # TODO technically depends on image splitting which is not implemented.
+        num_features = 320
+        return (
+            "<fake_token_around_image>"
+            + "<image>" * num_features
+            + "<fake_token_around_image>"
+        )
+    elif config.model_type == "llava_next":
+        height, width = image_input["image_sizes"][image_id]
+        num_features = get_number_of_features(height, width, config)
+        from loguru import logger
+
+        logger.info(f"Found {num_features} in image of resolution {height}x{width}")
+        return "<image>" * num_features
+    else:
+        raise RuntimeError(f"Unknown config {config.model_type} for multimodal")
+
+
+def get_unpadded_features(
+    height: int, width: int, npatches: int, num_patch_height: int, num_patch_width: int
+) -> Tuple[int, int]:
+    current_height = npatches * num_patch_height
+    current_width = npatches * num_patch_width
+
+    aspect_ratio: float = width / height
+    current_aspect_ratio: float = current_width / current_height
+    if aspect_ratio > current_aspect_ratio:
+        new_height = (height * current_width) // width
+        current_height = new_height
+    else:
+        new_width = (width * current_height) // height
+        current_width = new_width
+
+    unpadded_features = current_height * current_width
+    newline_features = current_height
+    return (unpadded_features, newline_features)
+
+
 def get_number_of_features(height: int, width: int, config) -> int:
     # From config
     # Hardcoded for CLIP for now
@@ -81,12 +121,9 @@ def get_number_of_features(height: int, width: int, config) -> int:
         image_grid_pinpoints,
         image_size,
     )
-
-    height_of_patch = math.ceil(height / width * npatches)
-
-    unpadded_features = npatches * height_of_patch * num_patch_height * num_patch_width
-    # They are only added after width
-    newline_features = height_of_patch * num_patch_width
+    unpadded_features, newline_features = get_unpadded_features(
+        height, width, npatches, num_patch_height, num_patch_width
+    )
     # The base patch covers the entire image
     base_features = npatches**2
     return unpadded_features + newline_features + base_features
@@ -99,12 +136,9 @@ def load_data_uri(image_uri: str) -> Image.Image:
     return image
 
 
-# assert get_number_of_features(889, 1024) == 2634, f"{get_number_of_features(889, 1024)}"
-# assert get_number_of_features(640, 640) == 2928
-
-
 class VlmCausalLMBatch(FlashMistralBatch):
     pixel_values: Optional[List[torch.Tensor]]
+    pixel_attention_mask: Optional[List[torch.Tensor]]
     image_sizes: Optional[List[Tuple[int, int]]]
 
     @classmethod
@@ -112,6 +146,7 @@ class VlmCausalLMBatch(FlashMistralBatch):
     def concatenate(cls, batches):
         batch = super(VlmCausalLMBatch, cls).concatenate(batches)
         batch.pixel_values = None
+        batch.pixel_attention_mask = None
         batch.image_sizes = None
         return batch
 
@@ -119,6 +154,7 @@ class VlmCausalLMBatch(FlashMistralBatch):
     def filter(self, request_ids: List[int]):
         batch = super().filter(request_ids)
         batch.pixel_values = None
+        batch.pixel_attention_mask = None
         batch.image_sizes = None
         return batch
 
@@ -130,6 +166,7 @@ class VlmCausalLMBatch(FlashMistralBatch):
         for r in requests:
             chunks = split(r.inputs)
             full_text = ""
+            image_id = 0
             for chunk in chunks:
                 if chunk["type"] == "text":
                     full_text += chunk["content"]
@@ -147,9 +184,7 @@ class VlmCausalLMBatch(FlashMistralBatch):
                             "Cannot process input image not starting with data:"
                         )
                     image_input = processor.image_processor(image, return_tensors="pt")
-                    height, width = image_input["image_sizes"][0]
-                    num_features = get_number_of_features(height, width, config)
-                    full_text += "<image>" * num_features
+                    full_text += image_text_replacement(image_input, config, image_id)
                     image_inputs.append(image_input)
                 else:
                     raise RuntimeError(f"Invalid chunk type {chunk['type']}")
@@ -161,12 +196,21 @@ class VlmCausalLMBatch(FlashMistralBatch):
             batch_inputs, truncation=True, max_length=max_truncation
         )["input_ids"]
         if image_inputs:
-            image_inputs = {
+            image_input = image_inputs[0]
+            new_image_inputs = {
                 "pixel_values": torch.cat(
                     [img["pixel_values"] for img in image_inputs], dim=0
                 ),
-                "image_sizes": torch.cat([img["image_sizes"] for img in image_inputs]),
             }
+            if "pixel_attention_mask" in image_input:
+                new_image_inputs["pixel_attention_mask"] = torch.cat(
+                    [img["pixel_attention_mask"] for img in image_inputs], dim=0
+                )
+            if "image_sizes" in image_input:
+                new_image_inputs["image_sizes"] = torch.cat(
+                    [img["image_sizes"] for img in image_inputs], dim=0
+                )
+            image_inputs = new_image_inputs
         else:
             image_inputs = None
         return batch_tokenized_inputs, image_inputs
@@ -187,9 +231,19 @@ class VlmCausalLMBatch(FlashMistralBatch):
         batch = cls.from_tokenized(pb, tokenizer, batch_tokenized_inputs, dtype, device)
         if image_inputs is not None:
             batch.pixel_values = image_inputs["pixel_values"].to(device=device)
-            batch.image_sizes = image_inputs["image_sizes"].to(device=device)
+            if "pixel_attention_mask" in image_inputs:
+                batch.pixel_attention_mask = image_inputs["pixel_attention_mask"].to(
+                    device=device
+                )
+            else:
+                batch.pixel_attention_mask = None
+            if "image_sizes" in image_inputs:
+                batch.image_sizes = image_inputs["image_sizes"].to(device=device)
+            else:
+                batch.image_sizes = None
         else:
             batch.pixel_values = None
+            batch.pixel_attention_mask = None
             batch.image_sizes = None
         return batch
 
@@ -199,16 +253,6 @@ class VlmCausalLM(BaseFlashMistral):
     def batch_type(self) -> Type[VlmCausalLMBatch]:
         return VlmCausalLMBatch
 
-    def get_layer_config(self, model) -> Tuple[int, int, int]:
-        return (
-            len(model.language_model.model.layers),
-            model.language_model.model.num_key_value_heads,
-            model.language_model.model.head_size,
-        )
-
-    def max_past(self) -> Optional[int]:
-        return getattr(self.model.language_model, "max_past", None)
-
     def forward(
         self, batch: VlmCausalLMBatch
     ) -> Tuple[torch.Tensor, Optional[torch.Tensor]]:
@@ -270,17 +314,14 @@ class VlmCausalLM(BaseFlashMistral):
             max_s = min(self.max_past(), max_s)
 
         bs = input_ids.shape[0]
-        padded_bs = bs
-        if bs == 3:
-            padded_bs = 4
-        elif 3 < bs <= 8:
-            padded_bs = 8
-        elif bs > 8:
-            padded_bs = (bs + 7) // 8 * 8
-
         # Try to find an associated cuda graph
-        cuda_graph = self.cuda_graphs.get(padded_bs, None)
-
+        bs = input_ids.shape[0]
+        sorted_padded_bs = sorted([k for k in self.cuda_graphs.keys() if k >= bs])
+        if sorted_padded_bs:
+            # Get associated cuda graph
+            cuda_graph = self.cuda_graphs[sorted_padded_bs[0]]
+        else:
+            cuda_graph = None
         if cu_seqlen_prefill is not None or cuda_graph is None:
             logits, speculative_logits = self.model.forward(
                 input_ids=input_ids,
@@ -294,12 +335,15 @@ class VlmCausalLM(BaseFlashMistral):
                 prefill_cache_indices=batch.prefill_cache_indices,
                 lm_head_indices=lm_head_indices,
                 pixel_values=batch.pixel_values,
+                pixel_attention_mask=batch.pixel_attention_mask,
                 image_sizes=batch.image_sizes,
             )
             if batch.prefill_cache_indices is not None:
                 batch.prefill_cache_indices = None
             if batch.pixel_values is not None:
                 batch.pixel_values = None
+            if batch.pixel_attention_mask is not None:
+                batch.pixel_attention_mask = None
             if batch.image_sizes is not None:
                 batch.image_sizes = None
             return logits, speculative_logits
diff --git a/server/text_generation_server/utils/layers.py b/server/text_generation_server/utils/layers.py
index 38dfe0f0..1d8ee106 100644
--- a/server/text_generation_server/utils/layers.py
+++ b/server/text_generation_server/utils/layers.py
@@ -756,6 +756,19 @@ class TensorParallelHead(SuperLayer):
 
 
 class TensorParallelColumnLinear(SuperLayer):
+    @classmethod
+    def load_gate_up(cls, config, prefix: str, weights, bias: bool):
+        """Specific method when the QKV was joined after the fact"""
+        weight = weights.get_weights_col_packed_gate_up(
+            prefix, quantize=config.quantize
+        )
+        if bias:
+            raise NotImplementedError("packed_gate_up only implemented without bias")
+        else:
+            bias = None
+        linear = get_linear(weight, bias, config.quantize)
+        return cls(linear)
+
     @classmethod
     def load_qkv(cls, config, prefix: str, weights, bias: bool):
         """Specific method when the QKV was joined after the fact"""
diff --git a/server/text_generation_server/utils/logits_process.py b/server/text_generation_server/utils/logits_process.py
index 6d8cb71a..2decee53 100644
--- a/server/text_generation_server/utils/logits_process.py
+++ b/server/text_generation_server/utils/logits_process.py
@@ -143,6 +143,8 @@ class FrequencyPenaltyLogitsProcessor(LogitsProcessor):
         score = torch.gather(scores, 1, input_ids)
         # if score < 0 then penalty has to be multiplied to reduce the previous token probability
         score = -torch.where(score < 0, score * self.penalty, score / self.penalty)
+        # set score to 0 where input_ids is a padding token
+        score *= input_ids.ne(0)
 
         return scores.scatter_add_(1, input_ids, score)
 
@@ -168,6 +170,8 @@ class HeterogeneousFrequencyPenaltyLogitsProcessor(LogitsProcessor):
         score = -torch.where(
             score < 0, score * self.penalty_tensor, score / self.penalty_tensor
         )
+        # set score to 0 where input_ids is a padding token
+        score *= input_ids.ne(0)
 
         return scores.scatter_add_(1, input_ids, score)
 
diff --git a/server/text_generation_server/utils/paged_attention.py b/server/text_generation_server/utils/paged_attention.py
index 18e605b0..487a3a72 100644
--- a/server/text_generation_server/utils/paged_attention.py
+++ b/server/text_generation_server/utils/paged_attention.py
@@ -1,7 +1,6 @@
 import torch
 
-# vllm imports
-from vllm._C import cache_ops, ops
+from text_generation_server.utils.import_utils import IS_CUDA_SYSTEM, IS_ROCM_SYSTEM
 
 _PARTITION_SIZE = 512
 
@@ -13,7 +12,18 @@ def reshape_and_cache(
     value_cache: torch.Tensor,
     slots: torch.Tensor,
 ):
-    cache_ops.reshape_and_cache(key, value, key_cache, value_cache, slots, "auto", 1.0)
+    if IS_CUDA_SYSTEM:
+        from vllm._C import cache_ops
+
+        cache_ops.reshape_and_cache(
+            key, value, key_cache, value_cache, slots, "auto", 1.0
+        )
+    elif IS_ROCM_SYSTEM:
+        from vllm import cache_ops
+
+        cache_ops.reshape_and_cache(key, value, key_cache, value_cache, slots)
+    else:
+        raise ValueError("vllm is not supported on your system")
 
 
 def attention(
@@ -55,21 +65,43 @@ def attention(
     # to parallelize.
     use_v1 = max_s <= 8192 and (max_num_partitions == 1 or num_seqs * num_heads > 512)
     if use_v1:
-        ops.paged_attention_v1(
-            out,
-            query,
-            key_cache,
-            value_cache,
-            kv_head_mapping,
-            softmax_scale,
-            block_tables,
-            input_lengths,
-            block_size,
-            max_s,
-            None,
-            "auto",
-            1.0,
-        )
+        if IS_CUDA_SYSTEM:
+            from vllm._C import ops
+
+            ops.paged_attention_v1(
+                out,
+                query,
+                key_cache,
+                value_cache,
+                kv_head_mapping,
+                softmax_scale,
+                block_tables,
+                input_lengths,
+                block_size,
+                max_s,
+                None,
+                "auto",
+                1.0,
+            )
+        elif IS_ROCM_SYSTEM:
+            from vllm import attention_ops
+
+            attention_ops.paged_attention_v1(
+                out,
+                query,
+                key_cache,
+                value_cache,
+                kv_head_mapping,
+                softmax_scale,
+                block_tables,
+                input_lengths,
+                block_size,
+                max_s,
+                None,
+            )
+        else:
+            raise ValueError("vllm is not supported on your system")
+
     else:
         # Run PagedAttention V2.
         assert _PARTITION_SIZE % block_size == 0
@@ -84,21 +116,46 @@ def attention(
             device=out.device,
         )
         max_logits = torch.empty_like(exp_sums)
-        ops.paged_attention_v2(
-            out,
-            exp_sums,
-            max_logits,
-            tmp_output,
-            query,
-            key_cache,
-            value_cache,
-            kv_head_mapping,
-            softmax_scale,
-            block_tables,
-            input_lengths,
-            block_size,
-            max_s,
-            None,
-            "auto",
-            1.0,
-        )
+
+        if IS_CUDA_SYSTEM:
+            from vllm._C import ops
+
+            ops.paged_attention_v2(
+                out,
+                exp_sums,
+                max_logits,
+                tmp_output,
+                query,
+                key_cache,
+                value_cache,
+                kv_head_mapping,
+                softmax_scale,
+                block_tables,
+                input_lengths,
+                block_size,
+                max_s,
+                None,
+                "auto",
+                1.0,
+            )
+        elif IS_ROCM_SYSTEM:
+            from vllm import attention_ops
+
+            attention_ops.paged_attention_v2(
+                out,
+                exp_sums,
+                max_logits,
+                tmp_output,
+                query,
+                key_cache,
+                value_cache,
+                kv_head_mapping,
+                softmax_scale,
+                block_tables,
+                input_lengths,
+                block_size,
+                max_s,
+                None,
+            )
+        else:
+            raise ValueError("vllm is not supported on your system")
diff --git a/server/text_generation_server/utils/tokens.py b/server/text_generation_server/utils/tokens.py
index 7c8a18f0..22f86b60 100644
--- a/server/text_generation_server/utils/tokens.py
+++ b/server/text_generation_server/utils/tokens.py
@@ -1,5 +1,5 @@
 import re
-from typing import List, Optional, Tuple
+from typing import List, Optional, Tuple, Set, Union
 
 import math
 import torch
@@ -143,12 +143,22 @@ class StopSequenceCriteria:
 class StoppingCriteria:
     def __init__(
         self,
-        eos_token_id: int,
+        eos_token_ids: Optional[Union[Set[int], int]],
         stop_sequence_criterias: List[StopSequenceCriteria],
         max_new_tokens: int = 20,
         ignore_eos_token: bool = False,
     ):
-        self.eos_token_id = eos_token_id
+        if eos_token_ids is None:
+            eos_token_ids = set()
+        elif isinstance(eos_token_ids, int):
+            eos_token_ids = set([eos_token_ids])
+        elif isinstance(eos_token_ids, set):
+            eos_token_ids = eos_token_ids
+        else:
+            raise RuntimeError(
+                f"eos_token_ids is of invalid type {type(eos_token_ids)}, expected int, None or set[int]"
+            )
+        self.eos_token_ids = eos_token_ids
         self.stop_sequence_criterias = stop_sequence_criterias
         self.max_new_tokens = max_new_tokens
         self.current_tokens = 0
@@ -160,7 +170,10 @@ class StoppingCriteria:
         if self.current_tokens >= self.max_new_tokens:
             return True, FinishReason.FINISH_REASON_LENGTH
 
-        if not self.ignore_eos_token and last_token == self.eos_token_id:
+        if isinstance(last_token, torch.Tensor):
+            last_token = last_token.item()
+
+        if not self.ignore_eos_token and last_token in self.eos_token_ids:
             return True, FinishReason.FINISH_REASON_EOS_TOKEN
 
         if self.stop_sequence_criterias:
@@ -184,8 +197,10 @@ class StoppingCriteria:
         stop_sequence_criterias = [
             StopSequenceCriteria(sequence) for sequence in pb.stop_sequences
         ]
+        # TODO Hack because eos_token_id cannot be what we want.
+        eos_token_id = getattr(tokenizer, "_eos_token_ids", tokenizer.eos_token_id)
         return StoppingCriteria(
-            tokenizer.eos_token_id,
+            eos_token_id,
             stop_sequence_criterias,
             pb.max_new_tokens,
             pb.ignore_eos_token,
@@ -273,7 +288,7 @@ class HeterogeneousNextTokenChooser:
             else None
         )
 
-        if any([x != 1.0 for x in temperature]):
+        if any(x != 1.0 for x in temperature):
             do_sample = [
                 sample or x != 1.0 for x, sample in zip(temperature, do_sample)
             ]
@@ -281,15 +296,15 @@ class HeterogeneousNextTokenChooser:
                 HeterogeneousTemperatureLogitsWarper(temperature, dtype, device)
             )
 
-        if any([x != 0 for x in top_k]):
+        if any(x != 0 for x in top_k):
             do_sample = [sample or x != 0 for x, sample in zip(top_k, do_sample)]
             warpers.append(HeterogeneousTopKLogitsWarper(top_k, device))
 
-        if any([x < 1.0 for x in top_p]):
+        if any(x < 1.0 for x in top_p):
             do_sample = [sample or x < 1.0 for x, sample in zip(top_p, do_sample)]
             warpers.append(HeterogeneousTopPLogitsWarper(top_p, dtype, device))
 
-        if any([x < 1.0 for x in typical_p]):
+        if any(x < 1.0 for x in typical_p):
             do_sample = [sample or x < 1.0 for x, sample in zip(typical_p, do_sample)]
             warpers.append(HeterogeneousTypicalLogitsWarper(typical_p, dtype, device))
 
diff --git a/server/text_generation_server/utils/weights.py b/server/text_generation_server/utils/weights.py
index d0614346..da7aed1a 100644
--- a/server/text_generation_server/utils/weights.py
+++ b/server/text_generation_server/utils/weights.py
@@ -141,6 +141,12 @@ class Weights:
         return weight
 
     def get_weights_col_packed_qkv(self, prefix: str, quantize: str):
+        return self.get_weights_col_packed(prefix, quantize, 3)
+
+    def get_weights_col_packed_gate_up(self, prefix: str, quantize: str):
+        return self.get_weights_col_packed(prefix, quantize, 2)
+
+    def get_weights_col_packed(self, prefix: str, quantize: str, blocks: int):
         """
         Highly specific when the underlying tensor is a simple cat of Q,K,V instead of being
         already alternating Q,K,V within the main tensor
@@ -181,8 +187,8 @@ class Weights:
         else:
             slice_ = self._get_slice(f"{prefix}.weight")
             total_size = slice_.get_shape()[0]
-            assert total_size % 3 == 0, "Prepacked qkv is not divisible by 3"
-            single_size = total_size // 3
+            assert total_size % blocks == 0, f"Prepacked is not divisible by {blocks}"
+            single_size = total_size // blocks
             world_size = self.process_group.size()
             rank = self.process_group.rank()
 
@@ -192,10 +198,11 @@ class Weights:
             block_size = single_size // world_size
             start = rank * block_size
             stop = (rank + 1) * block_size
-            q = slice_[start:stop]
-            k = slice_[start + single_size : stop + single_size]
-            v = slice_[start + 2 * single_size : stop + 2 * single_size]
-            weight = torch.cat([q, k, v], dim=0)
+            tensors = []
+            for i in range(blocks):
+                tensor = slice_[start + i * single_size : stop + i * single_size]
+                tensors.append(tensor)
+            weight = torch.cat(tensors, dim=0)
             weight = weight.to(device=self.device)
             weight = weight.to(dtype=self.dtype)
         return weight