From d18ed5cfc5f404dd7e8c1d719e8293e713c1fb4c Mon Sep 17 00:00:00 2001
From: Nicolas Patry <patry.nicolas@protonmail.com>
Date: Wed, 2 Oct 2024 11:22:13 +0200
Subject: [PATCH] Mllama flash version (#2585)

* Working loading state.

* Preprocessing.

* Working state ? (Broke idefics1 temporarily).

* Cleaner condition.

* Fix idefics.

* Updating config, removing TODO

* Mllama

* Ugrade transformers 4.45

* Flashing mllama.

* Starting to get there.

* Working state.

* Integrations tests for mllama (cutting to 10 tokens because there seems'
to be instability after (meaning size of the batch matters.

* Updating model link.

* Earlier assert.

* Fix vlm ?

* remove log.

* Force ignore all images but last.

* Default dtype bfloat16.

* Update integration test after switch to bf16.

* Remove dead code.

* Removed dead code.

* Upgrade the flake to latest transformers/tokenizers

* Move to hf tgi-nix

* Upgrade to 0.5.0
---
 Cargo.lock                                    |  181 +-
 clients/python/text_generation/types.py       |    8 +-
 docs/source/supported_models.md               |    1 +
 flake.lock                                    |   33 +-
 flake.nix                                     |    2 +-
 .../test_mllama/test_mllama_load.json         |  106 +
 .../test_mllama/test_mllama_simpl.json        |   26 +
 integration-tests/models/test_mllama.py       |  105 +
 router/src/config.rs                          |    1 +
 router/src/infer/chat_template.rs             |    2 +-
 router/src/validation.rs                      |    3 +-
 server/poetry.lock                            | 2564 +++++++++--------
 server/pyproject.toml                         |    6 +-
 server/requirements_cuda.txt                  |   40 +-
 server/requirements_intel.txt                 |   40 +-
 server/requirements_rocm.txt                  |   40 +-
 .../text_generation_server/models/__init__.py |   33 +-
 .../custom_modeling/flash_llama_modeling.py   |   52 +-
 .../flash_pali_gemma_modeling.py              |    2 +-
 .../models/custom_modeling/mllama.py          |  995 +++++++
 .../text_generation_server/models/idefics.py  |  105 -
 .../models/idefics_causal_lm.py               |   88 +-
 .../models/mllama_causal_lm.py                |  357 +++
 server/text_generation_server/server.py       |    8 +-
 24 files changed, 3238 insertions(+), 1560 deletions(-)
 create mode 100644 integration-tests/models/__snapshots__/test_mllama/test_mllama_load.json
 create mode 100644 integration-tests/models/__snapshots__/test_mllama/test_mllama_simpl.json
 create mode 100644 integration-tests/models/test_mllama.py
 create mode 100644 server/text_generation_server/models/custom_modeling/mllama.py
 delete mode 100644 server/text_generation_server/models/idefics.py
 create mode 100644 server/text_generation_server/models/mllama_causal_lm.py

diff --git a/Cargo.lock b/Cargo.lock
index 6796212f..fa6afc29 100644
--- a/Cargo.lock
+++ b/Cargo.lock
@@ -133,7 +133,7 @@ checksum = "0ae92a5119aa49cdbcf6b9f893fe4e1d98b04ccbf82ee0584ad948a44a734dea"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.77",
+ "syn 2.0.79",
 ]
 
 [[package]]
@@ -172,7 +172,7 @@ checksum = "16e62a023e7c117e27523144c5d2459f4397fcc3cab0085af8e2224f643a0193"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.77",
+ "syn 2.0.79",
 ]
 
 [[package]]
@@ -183,7 +183,7 @@ checksum = "721cae7de5c34fbb2acd27e21e6d2cf7b886dce0c27388d46c4e6c47ea4318dd"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.77",
+ "syn 2.0.79",
 ]
 
 [[package]]
@@ -205,9 +205,9 @@ dependencies = [
 
 [[package]]
 name = "autocfg"
-version = "1.3.0"
+version = "1.4.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "0c4b4d0bd25bd0b74681c0ad21497610ce1b7c91b1022cd21c80c6fbdd9476b0"
+checksum = "ace50bade8e6234aa140d9a2f552bbee1db4d353f69b8217bc503490fc1a9f26"
 
 [[package]]
 name = "av1-grain"
@@ -316,12 +316,12 @@ dependencies = [
 
 [[package]]
 name = "axum"
-version = "0.7.6"
+version = "0.7.7"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "8f43644eed690f5374f1af436ecd6aea01cd201f6fbdf0178adaf6907afb2cec"
+checksum = "504e3947307ac8326a5437504c517c4b56716c9d98fac0028c2acc7ca47d70ae"
 dependencies = [
  "async-trait",
- "axum-core 0.4.4",
+ "axum-core 0.4.5",
  "bytes",
  "futures-util",
  "http 1.1.0",
@@ -367,9 +367,9 @@ dependencies = [
 
 [[package]]
 name = "axum-core"
-version = "0.4.4"
+version = "0.4.5"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "5e6b8ba012a258d63c9adfa28b9ddcf66149da6f986c5b5452e629d5ee64bf00"
+checksum = "09f2bd6146b97ae3359fa0cc6d6b376d9539582c7b4220f041a33ec24c226199"
 dependencies = [
  "async-trait",
  "bytes",
@@ -392,7 +392,7 @@ version = "0.16.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "bdad298231394729042d1f155b93f9fdf0b5ee1aea0b62404c4d7341f7d8fe08"
 dependencies = [
- "axum 0.7.6",
+ "axum 0.7.7",
  "futures-core",
  "futures-util",
  "http 1.1.0",
@@ -456,7 +456,7 @@ dependencies = [
  "regex",
  "rustc-hash",
  "shlex",
- "syn 2.0.77",
+ "syn 2.0.79",
  "which",
 ]
 
@@ -605,9 +605,9 @@ dependencies = [
 
 [[package]]
 name = "cc"
-version = "1.1.21"
+version = "1.1.22"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "07b1695e2c7e8fc85310cde85aeaab7e3097f593c91d209d3f9df76c928100f0"
+checksum = "9540e661f81799159abee814118cc139a2004b3a3aa3ea37724a1b66530b90e0"
 dependencies = [
  "jobserver",
  "libc",
@@ -704,7 +704,7 @@ dependencies = [
  "heck 0.5.0",
  "proc-macro2",
  "quote",
- "syn 2.0.77",
+ "syn 2.0.79",
 ]
 
 [[package]]
@@ -971,7 +971,7 @@ dependencies = [
  "proc-macro2",
  "quote",
  "scratch",
- "syn 2.0.77",
+ "syn 2.0.79",
 ]
 
 [[package]]
@@ -988,7 +988,7 @@ checksum = "98532a60dedaebc4848cb2cba5023337cc9ea3af16a5b062633fabfd9f18fb60"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.77",
+ "syn 2.0.79",
 ]
 
 [[package]]
@@ -1012,7 +1012,7 @@ dependencies = [
  "proc-macro2",
  "quote",
  "strsim",
- "syn 2.0.77",
+ "syn 2.0.79",
 ]
 
 [[package]]
@@ -1023,7 +1023,7 @@ checksum = "d336a2a514f6ccccaa3e09b02d41d35330c07ddf03a62165fcec10bb561c7806"
 dependencies = [
  "darling_core",
  "quote",
- "syn 2.0.77",
+ "syn 2.0.79",
 ]
 
 [[package]]
@@ -1053,7 +1053,7 @@ dependencies = [
  "darling",
  "proc-macro2",
  "quote",
- "syn 2.0.77",
+ "syn 2.0.79",
 ]
 
 [[package]]
@@ -1063,7 +1063,7 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "4abae7035bf79b9877b779505d8cf3749285b80c43941eda66604841889451dc"
 dependencies = [
  "derive_builder_core",
- "syn 2.0.77",
+ "syn 2.0.79",
 ]
 
 [[package]]
@@ -1192,9 +1192,9 @@ checksum = "e8c02a5121d4ea3eb16a80748c74f5549a5665e4c21333c6098f283870fbdea6"
 
 [[package]]
 name = "fdeflate"
-version = "0.3.4"
+version = "0.3.5"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "4f9bfee30e4dedf0ab8b422f03af778d9612b63f502710fc500a334ebe2de645"
+checksum = "d8090f921a24b04994d9929e204f50b498a33ea6ba559ffaa05e04f7ee7fb5ab"
 dependencies = [
  "simd-adler32",
 ]
@@ -1207,9 +1207,9 @@ checksum = "0ce7134b9999ecaf8bcd65542e436736ef32ddca1b3e06094cb6ec5755203b80"
 
 [[package]]
 name = "flate2"
-version = "1.0.33"
+version = "1.0.34"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "324a1be68054ef05ad64b861cc9eaf1d623d2d8cb25b4bf2cb9cdd902b4bf253"
+checksum = "a1b589b4dc103969ad3cf85c950899926ec64300a1a46d76c03a6072957036f0"
 dependencies = [
  "crc32fast",
  "miniz_oxide 0.8.0",
@@ -1338,7 +1338,7 @@ checksum = "87750cf4b7a4c0625b1529e4c543c2182106e4dedc60a2a6455e00d212c489ac"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.77",
+ "syn 2.0.79",
 ]
 
 [[package]]
@@ -1864,7 +1864,7 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "b23a0c8dfe501baac4adf6ebbfa6eddf8f0c07f56b058cc1288017e32397846c"
 dependencies = [
  "quote",
- "syn 2.0.77",
+ "syn 2.0.79",
 ]
 
 [[package]]
@@ -1884,7 +1884,7 @@ checksum = "c34819042dc3d3971c46c2190835914dfbe0c3c13f61449b2997f4e9722dfa60"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.77",
+ "syn 2.0.79",
 ]
 
 [[package]]
@@ -2270,7 +2270,6 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "b8a240ddb74feaf34a79a7add65a741f3167852fba007066dcac1ca548d89c08"
 dependencies = [
  "adler",
- "simd-adler32",
 ]
 
 [[package]]
@@ -2280,6 +2279,7 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "e2d80299ef12ff69b16a84bb182e3b9df68b5a91574d3d4fa6e41b65deec4df1"
 dependencies = [
  "adler2",
+ "simd-adler32",
 ]
 
 [[package]]
@@ -2319,7 +2319,7 @@ checksum = "a7ce64b975ed4f123575d11afd9491f2e37bbd5813fbfbc0f09ae1fbddea74e0"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.77",
+ "syn 2.0.79",
 ]
 
 [[package]]
@@ -2519,7 +2519,7 @@ checksum = "ed3955f1a9c7c0c15e092f9c887db08b1fc683305fdf6eb6684f22555355e202"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.77",
+ "syn 2.0.79",
 ]
 
 [[package]]
@@ -2599,9 +2599,12 @@ dependencies = [
 
 [[package]]
 name = "once_cell"
-version = "1.19.0"
+version = "1.20.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "3fdb12b2476b595f9358c5161aa467c2438859caa136dec86c26fdd2efe17b92"
+checksum = "82881c4be219ab5faaf2ad5e5e5ecdff8c66bd7402ca3160975c93b24961afd1"
+dependencies = [
+ "portable-atomic",
+]
 
 [[package]]
 name = "onig"
@@ -2654,7 +2657,7 @@ checksum = "a948666b637a0f465e8564c73e89d4dde00d72d4d473cc972f390fc3dcee7d9c"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.77",
+ "syn 2.0.79",
 ]
 
 [[package]]
@@ -2808,7 +2811,7 @@ dependencies = [
  "glob",
  "once_cell",
  "opentelemetry 0.21.0",
- "ordered-float 4.2.2",
+ "ordered-float 4.3.0",
  "percent-encoding",
  "rand",
  "thiserror",
@@ -2828,7 +2831,7 @@ dependencies = [
  "lazy_static",
  "once_cell",
  "opentelemetry 0.23.0",
- "ordered-float 4.2.2",
+ "ordered-float 4.3.0",
  "percent-encoding",
  "rand",
  "thiserror",
@@ -2851,9 +2854,9 @@ dependencies = [
 
 [[package]]
 name = "ordered-float"
-version = "4.2.2"
+version = "4.3.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "4a91171844676f8c7990ce64959210cd2eaef32c2612c50f9fae9f8aaa6065a6"
+checksum = "44d501f1a72f71d3c063a6bbc8f7271fa73aa09fe5d6283b6571e2ed176a2537"
 dependencies = [
  "num-traits",
 ]
@@ -2937,7 +2940,7 @@ checksum = "2f38a4412a78282e09a2cf38d195ea5420d15ba0602cb375210efbc877243965"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.77",
+ "syn 2.0.79",
 ]
 
 [[package]]
@@ -2988,22 +2991,22 @@ dependencies = [
 
 [[package]]
 name = "png"
-version = "0.17.13"
+version = "0.17.14"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "06e4b0d3d1312775e782c86c91a111aa1f910cbb65e1337f9975b5f9a554b5e1"
+checksum = "52f9d46a34a05a6a57566bc2bfae066ef07585a6e3fa30fbbdff5936380623f0"
 dependencies = [
  "bitflags 1.3.2",
  "crc32fast",
  "fdeflate",
  "flate2",
- "miniz_oxide 0.7.4",
+ "miniz_oxide 0.8.0",
 ]
 
 [[package]]
 name = "portable-atomic"
-version = "1.8.0"
+version = "1.9.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "d30538d42559de6b034bc76fd6dd4c38961b1ee5c6c56e3808c50128fdbc22ce"
+checksum = "cc9c68a3f6da06753e9335d63e27f6b9754dd1920d941135b7ea8224f141adb2"
 
 [[package]]
 name = "powerfmt"
@@ -3027,7 +3030,7 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "479cf940fbbb3426c32c5d5176f62ad57549a0bb84773423ba8be9d089f5faba"
 dependencies = [
  "proc-macro2",
- "syn 2.0.77",
+ "syn 2.0.79",
 ]
 
 [[package]]
@@ -3079,7 +3082,7 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "8021cf59c8ec9c432cfc2526ac6b8aa508ecaf29cd415f271b8406c1b851c3fd"
 dependencies = [
  "quote",
- "syn 2.0.77",
+ "syn 2.0.79",
 ]
 
 [[package]]
@@ -3119,7 +3122,7 @@ dependencies = [
  "prost 0.12.6",
  "prost-types",
  "regex",
- "syn 2.0.77",
+ "syn 2.0.79",
  "tempfile",
 ]
 
@@ -3146,7 +3149,7 @@ dependencies = [
  "itertools 0.12.1",
  "proc-macro2",
  "quote",
- "syn 2.0.77",
+ "syn 2.0.79",
 ]
 
 [[package]]
@@ -3205,7 +3208,7 @@ dependencies = [
  "proc-macro2",
  "pyo3-macros-backend",
  "quote",
- "syn 2.0.77",
+ "syn 2.0.79",
 ]
 
 [[package]]
@@ -3218,7 +3221,7 @@ dependencies = [
  "proc-macro2",
  "pyo3-build-config",
  "quote",
- "syn 2.0.77",
+ "syn 2.0.79",
 ]
 
 [[package]]
@@ -3402,9 +3405,9 @@ dependencies = [
 
 [[package]]
 name = "redox_syscall"
-version = "0.5.5"
+version = "0.5.7"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "62871f2d65009c0256aed1b9cfeeb8ac272833c404e13d53d400cd0dad7a2ac0"
+checksum = "9b6dfecf2c74bce2466cabf93f6664d6998a69eb21e39f4207930065b27b771f"
 dependencies = [
  "bitflags 2.6.0",
 ]
@@ -3422,14 +3425,14 @@ dependencies = [
 
 [[package]]
 name = "regex"
-version = "1.10.6"
+version = "1.11.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "4219d74c6b67a3654a9fbebc4b419e22126d13d2f3c4a07ee0cb61ff79a79619"
+checksum = "38200e5ee88914975b69f657f0801b6f6dccafd44fd9326302a4aaeecfacb1d8"
 dependencies = [
  "aho-corasick",
  "memchr",
- "regex-automata 0.4.7",
- "regex-syntax 0.8.4",
+ "regex-automata 0.4.8",
+ "regex-syntax 0.8.5",
 ]
 
 [[package]]
@@ -3443,13 +3446,13 @@ dependencies = [
 
 [[package]]
 name = "regex-automata"
-version = "0.4.7"
+version = "0.4.8"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "38caf58cc5ef2fed281f89292ef23f6365465ed9a41b7a7754eb4e26496c92df"
+checksum = "368758f23274712b504848e9d5a6f010445cc8b87a7cdb4d7cbee666c1288da3"
 dependencies = [
  "aho-corasick",
  "memchr",
- "regex-syntax 0.8.4",
+ "regex-syntax 0.8.5",
 ]
 
 [[package]]
@@ -3460,9 +3463,9 @@ checksum = "f162c6dd7b008981e4d40210aca20b4bd0f9b60ca9271061b07f78537722f2e1"
 
 [[package]]
 name = "regex-syntax"
-version = "0.8.4"
+version = "0.8.5"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "7a66a03ae7c801facd77a29370b4faec201768915ac14a721ba36f20bc9c209b"
+checksum = "2b15c43186be67a4fd63bee50d0303afffcef381492ebe2c5d87f324e1b8815c"
 
 [[package]]
 name = "reqwest"
@@ -3563,7 +3566,7 @@ dependencies = [
  "proc-macro2",
  "quote",
  "rust-embed-utils",
- "syn 2.0.77",
+ "syn 2.0.79",
  "walkdir",
 ]
 
@@ -3686,9 +3689,9 @@ dependencies = [
 
 [[package]]
 name = "rustls-pki-types"
-version = "1.8.0"
+version = "1.9.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "fc0a2ce646f8655401bb81e7927b812614bd5d91dbc968696be50603510fcaf0"
+checksum = "0e696e35370c65c9c541198af4543ccd580cf17fc25d8e05c5a242b202488c55"
 
 [[package]]
 name = "rustls-webpki"
@@ -3813,7 +3816,7 @@ checksum = "243902eda00fad750862fc144cea25caca5e20d615af0a81bee94ca738f1df1f"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.77",
+ "syn 2.0.79",
 ]
 
 [[package]]
@@ -3840,9 +3843,9 @@ dependencies = [
 
 [[package]]
 name = "serde_spanned"
-version = "0.6.7"
+version = "0.6.8"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "eb5b1b31579f3811bf615c144393417496f152e12ac8b7663bf664f4a815306d"
+checksum = "87607cb1398ed59d48732e575a4c28a7a8ebf2454b964fe3f224f2afc07909e1"
 dependencies = [
  "serde",
 ]
@@ -4028,7 +4031,7 @@ dependencies = [
  "proc-macro2",
  "quote",
  "rustversion",
- "syn 2.0.77",
+ "syn 2.0.79",
 ]
 
 [[package]]
@@ -4050,9 +4053,9 @@ dependencies = [
 
 [[package]]
 name = "syn"
-version = "2.0.77"
+version = "2.0.79"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "9f35bcdf61fd8e7be6caf75f429fdca8beb3ed76584befb503b1569faee373ed"
+checksum = "89132cd0bf050864e1d38dc3bbc07a0eb8e7530af26344d3d2bbbef83499f590"
 dependencies = [
  "proc-macro2",
  "quote",
@@ -4152,9 +4155,9 @@ checksum = "61c41af27dd6d1e27b1b16b489db798443478cef1f06a660c96db617ba5de3b1"
 
 [[package]]
 name = "tempfile"
-version = "3.12.0"
+version = "3.13.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "04cbcdd0c794ebb0d4cf35e88edd2f7d2c4c3e9a5a6dab322839b321c6a87a64"
+checksum = "f0f2c9fc62d0beef6951ccffd757e241266a2c833136efbe35af6cd2567dca5b"
 dependencies = [
  "cfg-if",
  "fastrand",
@@ -4259,7 +4262,7 @@ version = "2.3.1-dev0"
 dependencies = [
  "async-stream",
  "async-trait",
- "axum 0.7.6",
+ "axum 0.7.7",
  "axum-tracing-opentelemetry",
  "base64 0.22.1",
  "clap 4.5.18",
@@ -4308,7 +4311,7 @@ version = "2.3.1-dev0"
 dependencies = [
  "async-stream",
  "async-trait",
- "axum 0.7.6",
+ "axum 0.7.7",
  "axum-tracing-opentelemetry",
  "base64 0.22.1",
  "clap 4.5.18",
@@ -4357,7 +4360,7 @@ version = "2.3.1-dev0"
 dependencies = [
  "async-stream",
  "async-trait",
- "axum 0.7.6",
+ "axum 0.7.7",
  "axum-tracing-opentelemetry",
  "base64 0.22.1",
  "clap 4.5.18",
@@ -4428,7 +4431,7 @@ checksum = "08904e7672f5eb876eaaf87e0ce17857500934f4981c4a0ab2b4aa98baac7fc3"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.77",
+ "syn 2.0.79",
 ]
 
 [[package]]
@@ -4533,7 +4536,7 @@ dependencies = [
  "rayon",
  "rayon-cond",
  "regex",
- "regex-syntax 0.8.4",
+ "regex-syntax 0.8.5",
  "serde",
  "serde_json",
  "spm_precompiled",
@@ -4566,7 +4569,7 @@ dependencies = [
  "rayon",
  "rayon-cond",
  "regex",
- "regex-syntax 0.8.4",
+ "regex-syntax 0.8.5",
  "serde",
  "serde_json",
  "spm_precompiled",
@@ -4612,7 +4615,7 @@ checksum = "693d596312e88961bc67d7f1f97af8a70227d9f90c31bba5806eec004978d752"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.77",
+ "syn 2.0.79",
 ]
 
 [[package]]
@@ -4771,7 +4774,7 @@ dependencies = [
  "proc-macro2",
  "prost-build",
  "quote",
- "syn 2.0.77",
+ "syn 2.0.79",
 ]
 
 [[package]]
@@ -4858,7 +4861,7 @@ checksum = "34704c8d6ebcbc939824180af020566b01a7c01f80641264eba0999f6c2b6be7"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.77",
+ "syn 2.0.79",
 ]
 
 [[package]]
@@ -5151,7 +5154,7 @@ dependencies = [
  "proc-macro2",
  "quote",
  "regex",
- "syn 2.0.77",
+ "syn 2.0.79",
 ]
 
 [[package]]
@@ -5160,7 +5163,7 @@ version = "6.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "0b39868d43c011961e04b41623e050aedf2cc93652562ff7935ce0f819aaf2da"
 dependencies = [
- "axum 0.7.6",
+ "axum 0.7.7",
  "mime_guess",
  "regex",
  "rust-embed",
@@ -5189,7 +5192,7 @@ checksum = "ee1cd046f83ea2c4e920d6ee9f7c3537ef928d75dce5d84a87c2c5d6b3999a3a"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.77",
+ "syn 2.0.79",
 ]
 
 [[package]]
@@ -5290,7 +5293,7 @@ dependencies = [
  "once_cell",
  "proc-macro2",
  "quote",
- "syn 2.0.77",
+ "syn 2.0.79",
  "wasm-bindgen-shared",
 ]
 
@@ -5324,7 +5327,7 @@ checksum = "afc340c74d9005395cf9dd098506f7f44e38f2b4a21c6aaacf9a105ea5e1e836"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.77",
+ "syn 2.0.79",
  "wasm-bindgen-backend",
  "wasm-bindgen-shared",
 ]
@@ -5668,9 +5671,9 @@ checksum = "589f6da84c646204747d1270a2a5661ea66ed1cced2631d546fdfb155959f9ec"
 
 [[package]]
 name = "winnow"
-version = "0.6.19"
+version = "0.6.20"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "c52ac009d615e79296318c1bcce2d422aaca15ad08515e344feeda07df67a587"
+checksum = "36c1fec1a2bb5866f07c25f68c26e565c4c200aebb96d7e55710c19d3e8ac49b"
 dependencies = [
  "memchr",
 ]
@@ -5703,7 +5706,7 @@ checksum = "fa4f8080344d4671fb4e831a13ad1e68092748387dfc4f55e356242fae12ce3e"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.77",
+ "syn 2.0.79",
 ]
 
 [[package]]
diff --git a/clients/python/text_generation/types.py b/clients/python/text_generation/types.py
index f7f823fc..1085075e 100644
--- a/clients/python/text_generation/types.py
+++ b/clients/python/text_generation/types.py
@@ -28,11 +28,17 @@ class ToolCall(BaseModel):
     function: dict
 
 
+class Chunk(BaseModel):
+    type: str
+    text: Optional[str] = None
+    image_url: Any = None
+
+
 class Message(BaseModel):
     # Role of the message sender
     role: str
     # Content of the message
-    content: Optional[str] = None
+    content: Optional[Union[str, List[Chunk]]] = None
     # Optional name of the message sender
     name: Optional[str] = None
     # Tool calls associated with the chat completion
diff --git a/docs/source/supported_models.md b/docs/source/supported_models.md
index 3fa78ee9..be280a2b 100644
--- a/docs/source/supported_models.md
+++ b/docs/source/supported_models.md
@@ -35,6 +35,7 @@ Text Generation Inference enables serving optimized models on specific hardware
 - [Gpt Neox](https://huggingface.co/EleutherAI/gpt-neox-20b)
 - [Gptj](https://huggingface.co/EleutherAI/gpt-j-6b)
 - [Idefics](https://huggingface.co/HuggingFaceM4/idefics-9b) (Multimodal)
+- [Mllama](https://huggingface.co/meta-llama/Llama-3.2-11B-Vision-Instruct) (Multimodal)
 
 
 If the above list lacks the model you would like to serve, depending on the model's pipeline type, you can try to initialize and serve the model anyways to see how well it performs, but performance isn't guaranteed for non-optimized models:
diff --git a/flake.lock b/flake.lock
index e6361fda..30b11d5b 100644
--- a/flake.lock
+++ b/flake.lock
@@ -497,11 +497,11 @@
         "systems": "systems_7"
       },
       "locked": {
-        "lastModified": 1710146030,
-        "narHash": "sha256-SZ5L6eA7HJ/nmkzGG7/ISclqe6oZdOZTNoesiInkXPQ=",
+        "lastModified": 1726560853,
+        "narHash": "sha256-X6rJYSESBVr3hBoH0WbKE5KvhPU5bloyZ2L4K60/fPQ=",
         "owner": "numtide",
         "repo": "flake-utils",
-        "rev": "b1d9ab70662946ef0850d488da1c9019f3a9752a",
+        "rev": "c1dfcf08411b08f6b8615f7d8971a2bfa81d5e8a",
         "type": "github"
       },
       "original": {
@@ -718,11 +718,11 @@
     },
     "nixpkgs_6": {
       "locked": {
-        "lastModified": 1724915739,
-        "narHash": "sha256-7PgRge4mn5akFvhPwefuaLQGbF5BnmxlwZJEf7CgbrE=",
+        "lastModified": 1727675176,
+        "narHash": "sha256-xIjBFMYldWvj+g8ahxMPofsj+OqxvKJN6YylNHQ7gn4=",
         "owner": "nixos",
         "repo": "nixpkgs",
-        "rev": "85be051bb60943d3328d91aaf2598798f87e19af",
+        "rev": "a6d0207fea9212d28cd3d487efe6bc699663b93a",
         "type": "github"
       },
       "original": {
@@ -853,11 +853,11 @@
         ]
       },
       "locked": {
-        "lastModified": 1726626348,
-        "narHash": "sha256-sYV7e1B1yLcxo8/h+/hTwzZYmaju2oObNiy5iRI0C30=",
+        "lastModified": 1727836133,
+        "narHash": "sha256-JE0zciM5IGWvK8J/pE2VldNBf7oyMH5WrU8tZArefbg=",
         "owner": "oxalica",
         "repo": "rust-overlay",
-        "rev": "6fd52ad8bd88f39efb2c999cc971921c2fb9f3a2",
+        "rev": "02321540b0c8000b36889b1b974d1fec585b25a4",
         "type": "github"
       },
       "original": {
@@ -978,17 +978,16 @@
         "nixpkgs": "nixpkgs_6"
       },
       "locked": {
-        "lastModified": 1727710820,
-        "narHash": "sha256-BuSafCxoFQhkp7lnvNtpquxSK43rIbnouL2HypIUC+o=",
-        "owner": "danieldk",
-        "repo": "tgi-nix",
-        "rev": "4f4dc4b85dd856fd7904e8e3e486a2ff153584a2",
+        "lastModified": 1727859277,
+        "narHash": "sha256-AsrPuQqhg8x5RRR3aX0vvDDRQb+HREq2wGxXOpZnWus=",
+        "owner": "huggingface",
+        "repo": "text-generation-inference-nix",
+        "rev": "14196ab62f31d005f46207f7a251f82a81d0a09f",
         "type": "github"
       },
       "original": {
-        "owner": "danieldk",
-        "ref": "moe-kernels-0.5.0",
-        "repo": "tgi-nix",
+        "owner": "huggingface",
+        "repo": "text-generation-inference-nix",
         "type": "github"
       }
     }
diff --git a/flake.nix b/flake.nix
index b18a5765..22fa8cfc 100644
--- a/flake.nix
+++ b/flake.nix
@@ -5,7 +5,7 @@
       inputs.nixpkgs.follows = "tgi-nix/nixpkgs";
     };
     nix-filter.url = "github:numtide/nix-filter";
-    tgi-nix.url = "github:danieldk/tgi-nix/moe-kernels-0.5.0";
+    tgi-nix.url = "github:huggingface/text-generation-inference-nix";
     nixpkgs.follows = "tgi-nix/nixpkgs";
     flake-utils.url = "github:numtide/flake-utils";
     rust-overlay = {
diff --git a/integration-tests/models/__snapshots__/test_mllama/test_mllama_load.json b/integration-tests/models/__snapshots__/test_mllama/test_mllama_load.json
new file mode 100644
index 00000000..95ba7a78
--- /dev/null
+++ b/integration-tests/models/__snapshots__/test_mllama/test_mllama_load.json
@@ -0,0 +1,106 @@
+[
+  {
+    "choices": [
+      {
+        "finish_reason": "length",
+        "index": 0,
+        "logprobs": null,
+        "message": {
+          "content": "In a bustling city, a chicken named Cluck",
+          "name": null,
+          "role": "assistant",
+          "tool_calls": null
+        },
+        "usage": null
+      }
+    ],
+    "created": 1727773835,
+    "id": "",
+    "model": "meta-llama/Llama-3.2-11B-Vision-Instruct",
+    "object": "chat.completion",
+    "system_fingerprint": "2.3.1-dev0-native",
+    "usage": {
+      "completion_tokens": 10,
+      "prompt_tokens": 50,
+      "total_tokens": 60
+    }
+  },
+  {
+    "choices": [
+      {
+        "finish_reason": "length",
+        "index": 0,
+        "logprobs": null,
+        "message": {
+          "content": "In a world where even chickens could dream big,",
+          "name": null,
+          "role": "assistant",
+          "tool_calls": null
+        },
+        "usage": null
+      }
+    ],
+    "created": 1727773835,
+    "id": "",
+    "model": "meta-llama/Llama-3.2-11B-Vision-Instruct",
+    "object": "chat.completion",
+    "system_fingerprint": "2.3.1-dev0-native",
+    "usage": {
+      "completion_tokens": 10,
+      "prompt_tokens": 50,
+      "total_tokens": 60
+    }
+  },
+  {
+    "choices": [
+      {
+        "finish_reason": "length",
+        "index": 0,
+        "logprobs": null,
+        "message": {
+          "content": "In a world where even chickens could dream big,",
+          "name": null,
+          "role": "assistant",
+          "tool_calls": null
+        },
+        "usage": null
+      }
+    ],
+    "created": 1727773835,
+    "id": "",
+    "model": "meta-llama/Llama-3.2-11B-Vision-Instruct",
+    "object": "chat.completion",
+    "system_fingerprint": "2.3.1-dev0-native",
+    "usage": {
+      "completion_tokens": 10,
+      "prompt_tokens": 50,
+      "total_tokens": 60
+    }
+  },
+  {
+    "choices": [
+      {
+        "finish_reason": "length",
+        "index": 0,
+        "logprobs": null,
+        "message": {
+          "content": "In a world where even chickens could dream big,",
+          "name": null,
+          "role": "assistant",
+          "tool_calls": null
+        },
+        "usage": null
+      }
+    ],
+    "created": 1727773835,
+    "id": "",
+    "model": "meta-llama/Llama-3.2-11B-Vision-Instruct",
+    "object": "chat.completion",
+    "system_fingerprint": "2.3.1-dev0-native",
+    "usage": {
+      "completion_tokens": 10,
+      "prompt_tokens": 50,
+      "total_tokens": 60
+    }
+  }
+]
diff --git a/integration-tests/models/__snapshots__/test_mllama/test_mllama_simpl.json b/integration-tests/models/__snapshots__/test_mllama/test_mllama_simpl.json
new file mode 100644
index 00000000..1d4dd6d7
--- /dev/null
+++ b/integration-tests/models/__snapshots__/test_mllama/test_mllama_simpl.json
@@ -0,0 +1,26 @@
+{
+  "choices": [
+    {
+      "finish_reason": "length",
+      "index": 0,
+      "logprobs": null,
+      "message": {
+        "content": "In a bustling city, a chicken named Cluck",
+        "name": null,
+        "role": "assistant",
+        "tool_calls": null
+      },
+      "usage": null
+    }
+  ],
+  "created": 1727556016,
+  "id": "",
+  "model": "meta-llama/Llama-3.2-11B-Vision-Instruct",
+  "object": "chat.completion",
+  "system_fingerprint": "2.3.1-dev0-native",
+  "usage": {
+    "completion_tokens": 10,
+    "prompt_tokens": 50,
+    "total_tokens": 60
+  }
+}
diff --git a/integration-tests/models/test_mllama.py b/integration-tests/models/test_mllama.py
new file mode 100644
index 00000000..1b4264aa
--- /dev/null
+++ b/integration-tests/models/test_mllama.py
@@ -0,0 +1,105 @@
+import pytest
+import base64
+import asyncio
+
+
+@pytest.fixture(scope="module")
+def mllama_handle(launcher):
+    with launcher("meta-llama/Llama-3.2-11B-Vision-Instruct", num_shard=2) as handle:
+        yield handle
+
+
+@pytest.fixture(scope="module")
+async def mllama(mllama_handle):
+    await mllama_handle.health(300)
+    return mllama_handle.client
+
+
+# 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')}"
+
+
+def get_cow_beach():
+    with open("integration-tests/images/cow_beach.png", "rb") as image_file:
+        encoded_string = base64.b64encode(image_file.read())
+    return f"data:image/png;base64,{encoded_string.decode('utf-8')}"
+
+
+@pytest.mark.asyncio
+async def test_mllama_simpl(mllama, response_snapshot):
+    # chicken = get_chicken()
+    response = await mllama.chat(
+        max_tokens=10,
+        temperature=0.0,
+        messages=[
+            {
+                "role": "user",
+                "content": [
+                    {
+                        "type": "text",
+                        "text": "Can you tell me a very short story based on the image?",
+                    },
+                    {
+                        "type": "image_url",
+                        "image_url": {
+                            "url": "https://raw.githubusercontent.com/huggingface/text-generation-inference/main/integration-tests/images/chicken_on_money.png"
+                        },
+                    },
+                ],
+            },
+        ],
+    )
+
+    assert response.usage == {
+        "completion_tokens": 10,
+        "prompt_tokens": 50,
+        "total_tokens": 60,
+    }
+    assert (
+        response.choices[0].message.content
+        == "In a bustling city, a chicken named Cluck"
+    )
+    assert response == response_snapshot
+
+
+@pytest.mark.release
+@pytest.mark.asyncio
+async def test_mllama_load(mllama, generate_load, response_snapshot):
+    futures = [
+        mllama.chat(
+            max_tokens=10,
+            temperature=0.0,
+            messages=[
+                {
+                    "role": "user",
+                    "content": [
+                        {
+                            "type": "text",
+                            "text": "Can you tell me a very short story based on the image?",
+                        },
+                        {
+                            "type": "image_url",
+                            "image_url": {
+                                "url": "https://raw.githubusercontent.com/huggingface/text-generation-inference/main/integration-tests/images/chicken_on_money.png"
+                            },
+                        },
+                    ],
+                },
+            ],
+        )
+        for i in range(4)
+    ]
+    responses = await asyncio.gather(*futures)
+
+    generated_texts = [response.choices[0].message.content for response in responses]
+
+    assert generated_texts[0] == "In a bustling city, a chicken named Cluck"
+    assert len(generated_texts) == 4
+    assert generated_texts, all(
+        [text == generated_texts[0] for text in generated_texts]
+    )
+
+    assert responses == response_snapshot
diff --git a/router/src/config.rs b/router/src/config.rs
index 9b770d06..1a20c40b 100644
--- a/router/src/config.rs
+++ b/router/src/config.rs
@@ -146,6 +146,7 @@ pub enum Config {
     ClipVisionModel(ClipVisionModel),
     Mistral,
     Idefics,
+    Mllama,
     Idefics2(Idefics2),
     Ssm,
     GptBigcode,
diff --git a/router/src/infer/chat_template.rs b/router/src/infer/chat_template.rs
index a736fc12..1071d0ba 100644
--- a/router/src/infer/chat_template.rs
+++ b/router/src/infer/chat_template.rs
@@ -29,7 +29,7 @@ impl ChatTemplate {
         env.set_unknown_method_callback(pycompat::unknown_method_callback);
         let template_str = template.into_boxed_str();
         env.add_function("raise_exception", raise_exception);
-        tracing::debug!("Loading template: {:#?}", template_str);
+        tracing::debug!("Loading template: {}", template_str);
 
         // leaking env and template_str as read-only, static resources for performance.
         let template = Box::leak(env)
diff --git a/router/src/validation.rs b/router/src/validation.rs
index 92491d88..85b4220b 100644
--- a/router/src/validation.rs
+++ b/router/src/validation.rs
@@ -567,6 +567,7 @@ fn image_tokens(
     use HubPreprocessorConfig::*;
     match config {
         Idefics => "<image>".to_string(),
+        Mllama => "<|image|>".to_string(),
         Idefics2(config) => {
             const FAKE: &str = "<fake_token_around_image>";
             const IMAGE: &str = "<image>";
@@ -618,7 +619,7 @@ fn prepare_input(
     use Config::*;
     static RE: Lazy<Regex> = Lazy::new(|| Regex::new(r"!\[\]\([^\)]*\)").unwrap());
     let (tokenizer_query, input_chunks) = match config {
-        Some(config @ (Idefics | Idefics2(_) | Paligemma(_) | LlavaNext(_))) => {
+        Some(config @ (Idefics | Mllama | Idefics2(_) | Paligemma(_) | LlavaNext(_))) => {
             let mut input_chunks = Vec::new();
             let mut tokenizer_query = String::with_capacity(inputs.len());
             let mut start = 0;
diff --git a/server/poetry.lock b/server/poetry.lock
index e1b0b3d5..64e45765 100644
--- a/server/poetry.lock
+++ b/server/poetry.lock
@@ -30,101 +30,128 @@ test-prod = ["parameterized", "pytest (>=7.2.0,<=8.0.0)", "pytest-subtests", "py
 test-trackers = ["comet-ml", "dvclive", "tensorboard", "wandb"]
 testing = ["bitsandbytes", "datasets", "deepspeed", "evaluate", "parameterized", "pytest (>=7.2.0,<=8.0.0)", "pytest-subtests", "pytest-xdist", "scikit-learn", "scipy", "timm", "torchpippy (>=0.2.0)", "tqdm", "transformers"]
 
+[[package]]
+name = "aiohappyeyeballs"
+version = "2.4.0"
+description = "Happy Eyeballs for asyncio"
+optional = true
+python-versions = ">=3.8"
+files = [
+    {file = "aiohappyeyeballs-2.4.0-py3-none-any.whl", hash = "sha256:7ce92076e249169a13c2f49320d1967425eaf1f407522d707d59cac7628d62bd"},
+    {file = "aiohappyeyeballs-2.4.0.tar.gz", hash = "sha256:55a1714f084e63d49639800f95716da97a1f173d46a16dfcfda0016abb93b6b2"},
+]
+
 [[package]]
 name = "aiohttp"
-version = "3.9.5"
+version = "3.10.6"
 description = "Async http client/server framework (asyncio)"
 optional = true
 python-versions = ">=3.8"
 files = [
-    {file = "aiohttp-3.9.5-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:fcde4c397f673fdec23e6b05ebf8d4751314fa7c24f93334bf1f1364c1c69ac7"},
-    {file = "aiohttp-3.9.5-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:5d6b3f1fabe465e819aed2c421a6743d8debbde79b6a8600739300630a01bf2c"},
-    {file = "aiohttp-3.9.5-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:6ae79c1bc12c34082d92bf9422764f799aee4746fd7a392db46b7fd357d4a17a"},
-    {file = "aiohttp-3.9.5-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:4d3ebb9e1316ec74277d19c5f482f98cc65a73ccd5430540d6d11682cd857430"},
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 ]
 
 [package.dependencies]
+aiohappyeyeballs = ">=2.3.0"
 aiosignal = ">=1.1.2"
 async-timeout = {version = ">=4.0,<5.0", markers = "python_version < \"3.11\""}
 attrs = ">=17.3.0"
 frozenlist = ">=1.1.1"
 multidict = ">=4.5,<7.0"
-yarl = ">=1.0,<2.0"
+yarl = ">=1.12.0,<2.0"
 
 [package.extras]
-speedups = ["Brotli", "aiodns", "brotlicffi"]
+speedups = ["Brotli", "aiodns (>=3.2.0)", "brotlicffi"]
 
 [[package]]
 name = "aiosignal"
@@ -164,32 +191,32 @@ files = [
 
 [[package]]
 name = "attrs"
-version = "23.2.0"
+version = "24.2.0"
 description = "Classes Without Boilerplate"
 optional = true
 python-versions = ">=3.7"
 files = [
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 ]
 
 [package.extras]
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-dev = ["attrs[tests]", "pre-commit"]
-docs = ["furo", "myst-parser", "sphinx", "sphinx-notfound-page", "sphinxcontrib-towncrier", "towncrier", "zope-interface"]
-tests = ["attrs[tests-no-zope]", "zope-interface"]
-tests-mypy = ["mypy (>=1.6)", "pytest-mypy-plugins"]
-tests-no-zope = ["attrs[tests-mypy]", "cloudpickle", "hypothesis", "pympler", "pytest (>=4.3.0)", "pytest-xdist[psutil]"]
+benchmark = ["cloudpickle", "hypothesis", "mypy (>=1.11.1)", "pympler", "pytest (>=4.3.0)", "pytest-codspeed", "pytest-mypy-plugins", "pytest-xdist[psutil]"]
+cov = ["cloudpickle", "coverage[toml] (>=5.3)", "hypothesis", "mypy (>=1.11.1)", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins", "pytest-xdist[psutil]"]
+dev = ["cloudpickle", "hypothesis", "mypy (>=1.11.1)", "pre-commit", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins", "pytest-xdist[psutil]"]
+docs = ["cogapp", "furo", "myst-parser", "sphinx", "sphinx-notfound-page", "sphinxcontrib-towncrier", "towncrier (<24.7)"]
+tests = ["cloudpickle", "hypothesis", "mypy (>=1.11.1)", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins", "pytest-xdist[psutil]"]
+tests-mypy = ["mypy (>=1.11.1)", "pytest-mypy-plugins"]
 
 [[package]]
 name = "bitsandbytes"
-version = "0.43.1"
+version = "0.43.3"
 description = "k-bit optimizers and matrix multiplication routines."
 optional = true
 python-versions = "*"
 files = [
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 ]
 
 [package.dependencies]
@@ -202,13 +229,13 @@ test = ["scipy"]
 
 [[package]]
 name = "certifi"
-version = "2024.7.4"
+version = "2024.8.30"
 description = "Python package for providing Mozilla's CA Bundle."
 optional = false
 python-versions = ">=3.6"
 files = [
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 ]
 
 [[package]]
@@ -348,27 +375,26 @@ files = [
 
 [[package]]
 name = "datasets"
-version = "2.20.0"
+version = "2.21.0"
 description = "HuggingFace community-driven open-source library of datasets"
 optional = true
 python-versions = ">=3.8.0"
 files = [
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 [package.dependencies]
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 dill = ">=0.3.0,<0.3.9"
 filelock = "*"
-fsspec = {version = ">=2023.1.0,<=2024.5.0", extras = ["http"]}
+fsspec = {version = ">=2023.1.0,<=2024.6.1", extras = ["http"]}
 huggingface-hub = ">=0.21.2"
 multiprocess = "*"
 numpy = ">=1.17"
 packaging = "*"
 pandas = "*"
 pyarrow = ">=15.0.0"
-pyarrow-hotfix = "*"
 pyyaml = ">=5.1"
 requests = ">=2.32.2"
 tqdm = ">=4.66.3"
@@ -376,17 +402,18 @@ xxhash = "*"
 
 [package.extras]
 apache-beam = ["apache-beam (>=2.26.0)"]
-audio = ["librosa", "soundfile (>=0.12.1)"]
+audio = ["librosa", "soundfile (>=0.12.1)", "soxr (>=0.4.0)"]
 benchmarks = ["tensorflow (==2.12.0)", "torch (==2.0.1)", "transformers (==4.30.1)"]
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 torch = ["torch"]
 vision = ["Pillow (>=9.4.0)"]
 
@@ -460,19 +487,19 @@ test = ["pytest (>=6)"]
 
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+version = "3.16.1"
 description = "A platform independent file lock."
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 python-versions = ">=3.8"
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+typing = ["typing-extensions (>=4.12.2)"]
 
 [[package]]
 name = "frozenlist"
@@ -562,13 +589,13 @@ files = [
 
 [[package]]
 name = "fsspec"
-version = "2024.5.0"
+version = "2024.6.1"
 description = "File-system specification"
 optional = false
 python-versions = ">=3.8"
 files = [
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 [package.dependencies]
@@ -580,6 +607,7 @@ adl = ["adlfs"]
 arrow = ["pyarrow (>=1)"]
 dask = ["dask", "distributed"]
 dev = ["pre-commit", "ruff"]
+doc = ["numpydoc", "sphinx", "sphinx-design", "sphinx-rtd-theme", "yarl"]
 dropbox = ["dropbox", "dropboxdrivefs", "requests"]
 full = ["adlfs", "aiohttp (!=4.0.0a0,!=4.0.0a1)", "dask", "distributed", "dropbox", "dropboxdrivefs", "fusepy", "gcsfs", "libarchive-c", "ocifs", "panel", "paramiko", "pyarrow (>=1)", "pygit2", "requests", "s3fs", "smbprotocol", "tqdm"]
 fuse = ["fusepy"]
@@ -603,13 +631,13 @@ tqdm = ["tqdm"]
 
 [[package]]
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+version = "1.65.0"
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 python-versions = ">=3.7"
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 [package.dependencies]
@@ -637,158 +665,152 @@ testing = ["protobuf (>=4.21.9)"]
 
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 description = "Internationalized Domain Names in Applications (IDNA)"
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+
 [[package]]
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 version = "7.1.0"
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 [package.dependencies]
@@ -2451,73 +2484,75 @@ six = ">=1.5"
 
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 [[package]]
@@ -2537,90 +2572,105 @@ rpds-py = ">=0.7.0"
 
 [[package]]
 name = "regex"
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 [package.dependencies]
@@ -3173,31 +3249,31 @@ files = [
 
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+version = "2.4.1"
 description = "Tensors and Dynamic neural networks in Python with strong GPU acceleration"
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 python-versions = ">=3.8.0"
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 ]
 
 [package.dependencies]
@@ -3216,6 +3292,7 @@ nvidia-cusolver-cu12 = {version = "11.4.5.107", markers = "platform_system == \"
 nvidia-cusparse-cu12 = {version = "12.1.0.106", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
 nvidia-nccl-cu12 = {version = "2.20.5", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
 nvidia-nvtx-cu12 = {version = "12.1.105", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
+setuptools = "*"
 sympy = "*"
 triton = {version = "3.0.0", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\" and python_version < \"3.13\""}
 typing-extensions = ">=4.8.0"
@@ -3226,13 +3303,13 @@ optree = ["optree (>=0.11.0)"]
 
 [[package]]
 name = "tqdm"
-version = "4.66.4"
+version = "4.66.5"
 description = "Fast, Extensible Progress Meter"
 optional = false
 python-versions = ">=3.7"
 files = [
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 ]
 
 [package.dependencies]
@@ -3246,13 +3323,13 @@ telegram = ["requests"]
 
 [[package]]
 name = "transformers"
-version = "4.43.1"
+version = "4.45.0"
 description = "State-of-the-art Machine Learning for JAX, PyTorch and TensorFlow"
 optional = false
 python-versions = ">=3.8.0"
 files = [
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 ]
 
 [package.dependencies]
@@ -3264,21 +3341,21 @@ pyyaml = ">=5.1"
 regex = "!=2019.12.17"
 requests = "*"
 safetensors = ">=0.4.1"
-tokenizers = ">=0.19,<0.20"
+tokenizers = ">=0.20,<0.21"
 tqdm = ">=4.27"
 
 [package.extras]
-accelerate = ["accelerate (>=0.21.0)"]
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 flax-speech = ["kenlm", "librosa", "phonemizer", "pyctcdecode (>=0.4.0)"]
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@@ -3289,26 +3366,27 @@ natten = ["natten (>=0.14.6,<0.15.0)"]
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 retrieval = ["datasets (!=2.5.0)", "faiss-cpu"]
-ruff = ["ruff (==0.4.4)"]
+ruff = ["ruff (==0.5.1)"]
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 serving = ["fastapi", "pydantic", "starlette", "uvicorn"]
 sigopt = ["sigopt"]
 sklearn = ["scikit-learn"]
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 tf-speech = ["kenlm", "librosa", "phonemizer", "pyctcdecode (>=0.4.0)"]
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@@ -3488,218 +3571,235 @@ files = [
 
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 python-versions = ">=3.7"
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+    {file = "yarl-1.12.1-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:ddae504cfb556fe220efae65e35be63cd11e3c314b202723fc2119ce19f0ca2e"},
+    {file = "yarl-1.12.1-cp313-cp313-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:bce00f3b1f7f644faae89677ca68645ed5365f1c7f874fdd5ebf730a69640d38"},
+    {file = "yarl-1.12.1-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:eee5ff934b0c9f4537ff9596169d56cab1890918004791a7a06b879b3ba2a7ef"},
+    {file = "yarl-1.12.1-cp313-cp313-musllinux_1_2_i686.whl", hash = "sha256:4ea99e64b2ad2635e0f0597b63f5ea6c374791ff2fa81cdd4bad8ed9f047f56f"},
+    {file = "yarl-1.12.1-cp313-cp313-musllinux_1_2_ppc64le.whl", hash = "sha256:5c667b383529520b8dd6bd496fc318678320cb2a6062fdfe6d3618da6b8790f6"},
+    {file = "yarl-1.12.1-cp313-cp313-musllinux_1_2_s390x.whl", hash = "sha256:d920401941cb898ef089422e889759dd403309eb370d0e54f1bdf6ca07fef603"},
+    {file = "yarl-1.12.1-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:501a1576716032cc6d48c7c47bcdc42d682273415a8f2908e7e72cb4625801f3"},
+    {file = "yarl-1.12.1-cp313-cp313-win32.whl", hash = "sha256:24416bb5e221e29ddf8aac5b97e94e635ca2c5be44a1617ad6fe32556df44294"},
+    {file = "yarl-1.12.1-cp313-cp313-win_amd64.whl", hash = "sha256:71af3766bb46738d12cc288d9b8de7ef6f79c31fd62757e2b8a505fe3680b27f"},
+    {file = "yarl-1.12.1-cp38-cp38-macosx_10_9_universal2.whl", hash = "sha256:c924deab8105f86980983eced740433fb7554a7f66db73991affa4eda99d5402"},
+    {file = "yarl-1.12.1-cp38-cp38-macosx_10_9_x86_64.whl", hash = "sha256:5fb475a4cdde582c9528bb412b98f899680492daaba318231e96f1a0a1bb0d53"},
+    {file = "yarl-1.12.1-cp38-cp38-macosx_11_0_arm64.whl", hash = "sha256:36ee0115b9edca904153a66bb74a9ff1ce38caff015de94eadfb9ba8e6ecd317"},
+    {file = "yarl-1.12.1-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:2631c9d7386bd2d4ce24ecc6ebf9ae90b3efd713d588d90504eaa77fec4dba01"},
+    {file = "yarl-1.12.1-cp38-cp38-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:2376d8cf506dffd0e5f2391025ae8675b09711016656590cb03b55894161fcfa"},
+    {file = "yarl-1.12.1-cp38-cp38-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:24197ba3114cc85ddd4091e19b2ddc62650f2e4a899e51b074dfd52d56cf8c72"},
+    {file = "yarl-1.12.1-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:bfdf419bf5d3644f94cd7052954fc233522f5a1b371fc0b00219ebd9c14d5798"},
+    {file = "yarl-1.12.1-cp38-cp38-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:8112f640a4f7e7bf59f7cabf0d47a29b8977528c521d73a64d5cc9e99e48a174"},
+    {file = "yarl-1.12.1-cp38-cp38-musllinux_1_2_aarch64.whl", hash = "sha256:607d12f0901f6419a8adceb139847c42c83864b85371f58270e42753f9780fa6"},
+    {file = "yarl-1.12.1-cp38-cp38-musllinux_1_2_i686.whl", hash = "sha256:664380c7ed524a280b6a2d5d9126389c3e96cd6e88986cdb42ca72baa27421d6"},
+    {file = "yarl-1.12.1-cp38-cp38-musllinux_1_2_ppc64le.whl", hash = "sha256:0d0a5e87bc48d76dfcfc16295201e9812d5f33d55b4a0b7cad1025b92bf8b91b"},
+    {file = "yarl-1.12.1-cp38-cp38-musllinux_1_2_s390x.whl", hash = "sha256:eff6bac402719c14e17efe845d6b98593c56c843aca6def72080fbede755fd1f"},
+    {file = "yarl-1.12.1-cp38-cp38-musllinux_1_2_x86_64.whl", hash = "sha256:22839d1d1eab9e4b427828a88a22beb86f67c14d8ff81175505f1cc8493f3500"},
+    {file = "yarl-1.12.1-cp38-cp38-win32.whl", hash = "sha256:717f185086bb9d817d4537dd18d5df5d657598cd00e6fc22e4d54d84de266c1d"},
+    {file = "yarl-1.12.1-cp38-cp38-win_amd64.whl", hash = "sha256:71978ba778948760cff528235c951ea0ef7a4f9c84ac5a49975f8540f76c3f73"},
+    {file = "yarl-1.12.1-cp39-cp39-macosx_10_9_universal2.whl", hash = "sha256:30ffc046ebddccb3c4cac72c1a3e1bc343492336f3ca86d24672e90ccc5e788a"},
+    {file = "yarl-1.12.1-cp39-cp39-macosx_10_9_x86_64.whl", hash = "sha256:f10954b233d4df5cc3137ffa5ced97f8894152df817e5d149bf05a0ef2ab8134"},
+    {file = "yarl-1.12.1-cp39-cp39-macosx_11_0_arm64.whl", hash = "sha256:2e912b282466444023610e4498e3795c10e7cfd641744524876239fcf01d538d"},
+    {file = "yarl-1.12.1-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:6af871f70cfd5b528bd322c65793b5fd5659858cdfaa35fbe563fb99b667ed1f"},
+    {file = "yarl-1.12.1-cp39-cp39-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:c3e4e1f7b08d1ec6b685ccd3e2d762219c550164fbf524498532e39f9413436e"},
+    {file = "yarl-1.12.1-cp39-cp39-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:9a7ee79183f0b17dcede8b6723e7da2ded529cf159a878214be9a5d3098f5b1e"},
+    {file = "yarl-1.12.1-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:96c8ff1e1dd680e38af0887927cab407a4e51d84a5f02ae3d6eb87233036c763"},
+    {file = "yarl-1.12.1-cp39-cp39-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:7e9905fc2dc1319e4c39837b906a024cf71b1261cc66b0cd89678f779c0c61f5"},
+    {file = "yarl-1.12.1-cp39-cp39-musllinux_1_2_aarch64.whl", hash = "sha256:01549468858b87d36f967c97d02e6e54106f444aeb947ed76f8f71f85ed07cec"},
+    {file = "yarl-1.12.1-cp39-cp39-musllinux_1_2_i686.whl", hash = "sha256:96b34830bd6825ca0220bf005ea99ac83eb9ce51301ddb882dcf613ae6cd95fb"},
+    {file = "yarl-1.12.1-cp39-cp39-musllinux_1_2_ppc64le.whl", hash = "sha256:2aee7594d2c2221c717a8e394bbed4740029df4c0211ceb0f04815686e99c795"},
+    {file = "yarl-1.12.1-cp39-cp39-musllinux_1_2_s390x.whl", hash = "sha256:15871130439ad10abb25a4631120d60391aa762b85fcab971411e556247210a0"},
+    {file = "yarl-1.12.1-cp39-cp39-musllinux_1_2_x86_64.whl", hash = "sha256:838dde2cb570cfbb4cab8a876a0974e8b90973ea40b3ac27a79b8a74c8a2db15"},
+    {file = "yarl-1.12.1-cp39-cp39-win32.whl", hash = "sha256:eacbcf30efaca7dc5cb264228ffecdb95fdb1e715b1ec937c0ce6b734161e0c8"},
+    {file = "yarl-1.12.1-cp39-cp39-win_amd64.whl", hash = "sha256:76a59d1b63de859398bc7764c860a769499511463c1232155061fe0147f13e01"},
+    {file = "yarl-1.12.1-py3-none-any.whl", hash = "sha256:dc3192a81ecd5ff954cecd690327badd5a84d00b877e1573f7c9097ce13e5bfb"},
+    {file = "yarl-1.12.1.tar.gz", hash = "sha256:5b860055199aec8d6fe4dcee3c5196ce506ca198a50aab0059ffd26e8e815828"},
 ]
 
 [package.dependencies]
@@ -3708,18 +3808,22 @@ multidict = ">=4.0"
 
 [[package]]
 name = "zipp"
-version = "3.19.2"
+version = "3.20.2"
 description = "Backport of pathlib-compatible object wrapper for zip files"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "zipp-3.19.2-py3-none-any.whl", hash = "sha256:f091755f667055f2d02b32c53771a7a6c8b47e1fdbc4b72a8b9072b3eef8015c"},
-    {file = "zipp-3.19.2.tar.gz", hash = "sha256:bf1dcf6450f873a13e952a29504887c89e6de7506209e5b1bcc3460135d4de19"},
+    {file = "zipp-3.20.2-py3-none-any.whl", hash = "sha256:a817ac80d6cf4b23bf7f2828b7cabf326f15a001bea8b1f9b49631780ba28350"},
+    {file = "zipp-3.20.2.tar.gz", hash = "sha256:bc9eb26f4506fda01b81bcde0ca78103b6e62f991b381fec825435c836edbc29"},
 ]
 
 [package.extras]
+check = ["pytest-checkdocs (>=2.4)", "pytest-ruff (>=0.2.1)"]
+cover = ["pytest-cov"]
 doc = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
-test = ["big-O", "importlib-resources", "jaraco.functools", "jaraco.itertools", "jaraco.test", "more-itertools", "pytest (>=6,!=8.1.*)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-ignore-flaky", "pytest-mypy", "pytest-ruff (>=0.2.1)"]
+enabler = ["pytest-enabler (>=2.2)"]
+test = ["big-O", "importlib-resources", "jaraco.functools", "jaraco.itertools", "jaraco.test", "more-itertools", "pytest (>=6,!=8.1.*)", "pytest-ignore-flaky"]
+type = ["pytest-mypy"]
 
 [extras]
 accelerate = ["accelerate"]
@@ -3734,4 +3838,4 @@ torch = ["torch"]
 [metadata]
 lock-version = "2.0"
 python-versions = ">=3.9,<3.13"
-content-hash = "0ff7a244a409b616490cb238995bbe28dedf67ccb8855edafa2b71ee2e777dbd"
+content-hash = "be5965e4e13fed32347983dba1690661f3e59a50d59fa26d4f2a8345418dd5a1"
diff --git a/server/pyproject.toml b/server/pyproject.toml
index 9be06fa5..ef67deb1 100644
--- a/server/pyproject.toml
+++ b/server/pyproject.toml
@@ -23,10 +23,10 @@ opentelemetry-api = "^1.25.0"
 opentelemetry-exporter-otlp = "^1.25.0"
 opentelemetry-instrumentation-grpc = "^0.46b0"
 hf-transfer = "^0.1.2"
-sentencepiece = "^0.1.97"
-tokenizers = "^0.19.1"
+sentencepiece = "^0.2"
+tokenizers = "^0.20"
 huggingface-hub = "^0.23"
-transformers = "^4.43"
+transformers = "^4.45"
 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 eb521bd6..5de75b6b 100644
--- a/server/requirements_cuda.txt
+++ b/server/requirements_cuda.txt
@@ -1,19 +1,19 @@
-certifi==2024.7.4 ; python_version >= "3.9" and python_version < "3.13"
+certifi==2024.8.30 ; python_version >= "3.9" and python_version < "3.13"
 charset-normalizer==3.3.2 ; python_version >= "3.9" and python_version < "3.13"
 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==3.15.4 ; python_version >= "3.9" and python_version < "3.13"
-fsspec==2024.5.0 ; python_version >= "3.9" and python_version < "3.13"
-googleapis-common-protos==1.63.2 ; python_version >= "3.9" and python_version < "3.13"
+filelock==3.16.1 ; python_version >= "3.9" and python_version < "3.13"
+fsspec==2024.6.1 ; python_version >= "3.9" and python_version < "3.13"
+googleapis-common-protos==1.65.0 ; python_version >= "3.9" and python_version < "3.13"
 grpc-interceptor==0.15.4 ; python_version >= "3.9" and python_version < "3.13"
-grpcio-reflection==1.62.2 ; python_version >= "3.9" and python_version < "3.13"
-grpcio-status==1.62.2 ; python_version >= "3.9" and python_version < "3.13"
-grpcio==1.65.1 ; python_version >= "3.9" and python_version < "3.13"
+grpcio-reflection==1.62.3 ; python_version >= "3.9" and python_version < "3.13"
+grpcio-status==1.62.3 ; python_version >= "3.9" and python_version < "3.13"
+grpcio==1.66.1 ; python_version >= "3.9" and python_version < "3.13"
 hf-transfer==0.1.8 ; python_version >= "3.9" and python_version < "3.13"
 huggingface-hub==0.23.5 ; python_version >= "3.9" and python_version < "3.13"
-idna==3.7 ; python_version >= "3.9" and python_version < "3.13"
+idna==3.10 ; python_version >= "3.9" and python_version < "3.13"
 importlib-metadata==7.1.0 ; python_version >= "3.9" and python_version < "3.13"
 loguru==0.6.0 ; python_version >= "3.9" and python_version < "3.13"
 markdown-it-py==3.0.0 ; python_version >= "3.9" and python_version < "3.13"
@@ -32,23 +32,23 @@ opentelemetry-semantic-conventions==0.46b0 ; python_version >= "3.9" and python_
 packaging==24.1 ; python_version >= "3.9" and python_version < "3.13"
 pillow==10.4.0 ; python_version >= "3.9" and python_version < "3.13"
 prometheus-client==0.20.0 ; python_version >= "3.9" and python_version < "3.13"
-protobuf==4.25.3 ; python_version >= "3.9" and python_version < "3.13"
+protobuf==4.25.5 ; python_version >= "3.9" and python_version < "3.13"
 py-cpuinfo==9.0.0 ; python_version >= "3.9" and python_version < "3.13"
 pygments==2.18.0 ; python_version >= "3.9" and python_version < "3.13"
-pyyaml==6.0.1 ; python_version >= "3.9" and python_version < "3.13"
-regex==2024.5.15 ; python_version >= "3.9" and python_version < "3.13"
+pyyaml==6.0.2 ; python_version >= "3.9" and python_version < "3.13"
+regex==2024.9.11 ; python_version >= "3.9" and python_version < "3.13"
 requests==2.32.3 ; python_version >= "3.9" and python_version < "3.13"
-rich==13.7.1 ; python_version >= "3.9" and python_version < "3.13"
-safetensors==0.4.3 ; python_version >= "3.9" and python_version < "3.13"
+rich==13.8.1 ; python_version >= "3.9" and python_version < "3.13"
+safetensors==0.4.5 ; python_version >= "3.9" and python_version < "3.13"
 scipy==1.13.1 ; python_version >= "3.9" and python_version < "3.13"
-sentencepiece==0.1.99 ; python_version >= "3.9" and python_version < "3.13"
-setuptools==71.1.0 ; python_version >= "3.9" and python_version < "3.13"
-tokenizers==0.19.1 ; python_version >= "3.9" and python_version < "3.13"
-tqdm==4.66.4 ; python_version >= "3.9" and python_version < "3.13"
-transformers==4.43.1 ; python_version >= "3.9" and python_version < "3.13"
+sentencepiece==0.2.0 ; python_version >= "3.9" and python_version < "3.13"
+setuptools==75.1.0 ; python_version >= "3.9" and python_version < "3.13"
+tokenizers==0.20.0 ; python_version >= "3.9" and python_version < "3.13"
+tqdm==4.66.5 ; python_version >= "3.9" and python_version < "3.13"
+transformers==4.45.0 ; python_version >= "3.9" and python_version < "3.13"
 typer==0.6.1 ; python_version >= "3.9" and python_version < "3.13"
 typing-extensions==4.12.2 ; python_version >= "3.9" and python_version < "3.13"
-urllib3==2.2.2 ; python_version >= "3.9" and python_version < "3.13"
+urllib3==2.2.3 ; python_version >= "3.9" and python_version < "3.13"
 win32-setctime==1.1.0 ; python_version >= "3.9" and python_version < "3.13" and sys_platform == "win32"
 wrapt==1.16.0 ; python_version >= "3.9" and python_version < "3.13"
-zipp==3.19.2 ; python_version >= "3.9" and python_version < "3.13"
+zipp==3.20.2 ; python_version >= "3.9" and python_version < "3.13"
diff --git a/server/requirements_intel.txt b/server/requirements_intel.txt
index eb521bd6..5de75b6b 100644
--- a/server/requirements_intel.txt
+++ b/server/requirements_intel.txt
@@ -1,19 +1,19 @@
-certifi==2024.7.4 ; python_version >= "3.9" and python_version < "3.13"
+certifi==2024.8.30 ; python_version >= "3.9" and python_version < "3.13"
 charset-normalizer==3.3.2 ; python_version >= "3.9" and python_version < "3.13"
 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==3.15.4 ; python_version >= "3.9" and python_version < "3.13"
-fsspec==2024.5.0 ; python_version >= "3.9" and python_version < "3.13"
-googleapis-common-protos==1.63.2 ; python_version >= "3.9" and python_version < "3.13"
+filelock==3.16.1 ; python_version >= "3.9" and python_version < "3.13"
+fsspec==2024.6.1 ; python_version >= "3.9" and python_version < "3.13"
+googleapis-common-protos==1.65.0 ; python_version >= "3.9" and python_version < "3.13"
 grpc-interceptor==0.15.4 ; python_version >= "3.9" and python_version < "3.13"
-grpcio-reflection==1.62.2 ; python_version >= "3.9" and python_version < "3.13"
-grpcio-status==1.62.2 ; python_version >= "3.9" and python_version < "3.13"
-grpcio==1.65.1 ; python_version >= "3.9" and python_version < "3.13"
+grpcio-reflection==1.62.3 ; python_version >= "3.9" and python_version < "3.13"
+grpcio-status==1.62.3 ; python_version >= "3.9" and python_version < "3.13"
+grpcio==1.66.1 ; python_version >= "3.9" and python_version < "3.13"
 hf-transfer==0.1.8 ; python_version >= "3.9" and python_version < "3.13"
 huggingface-hub==0.23.5 ; python_version >= "3.9" and python_version < "3.13"
-idna==3.7 ; python_version >= "3.9" and python_version < "3.13"
+idna==3.10 ; python_version >= "3.9" and python_version < "3.13"
 importlib-metadata==7.1.0 ; python_version >= "3.9" and python_version < "3.13"
 loguru==0.6.0 ; python_version >= "3.9" and python_version < "3.13"
 markdown-it-py==3.0.0 ; python_version >= "3.9" and python_version < "3.13"
@@ -32,23 +32,23 @@ opentelemetry-semantic-conventions==0.46b0 ; python_version >= "3.9" and python_
 packaging==24.1 ; python_version >= "3.9" and python_version < "3.13"
 pillow==10.4.0 ; python_version >= "3.9" and python_version < "3.13"
 prometheus-client==0.20.0 ; python_version >= "3.9" and python_version < "3.13"
-protobuf==4.25.3 ; python_version >= "3.9" and python_version < "3.13"
+protobuf==4.25.5 ; python_version >= "3.9" and python_version < "3.13"
 py-cpuinfo==9.0.0 ; python_version >= "3.9" and python_version < "3.13"
 pygments==2.18.0 ; python_version >= "3.9" and python_version < "3.13"
-pyyaml==6.0.1 ; python_version >= "3.9" and python_version < "3.13"
-regex==2024.5.15 ; python_version >= "3.9" and python_version < "3.13"
+pyyaml==6.0.2 ; python_version >= "3.9" and python_version < "3.13"
+regex==2024.9.11 ; python_version >= "3.9" and python_version < "3.13"
 requests==2.32.3 ; python_version >= "3.9" and python_version < "3.13"
-rich==13.7.1 ; python_version >= "3.9" and python_version < "3.13"
-safetensors==0.4.3 ; python_version >= "3.9" and python_version < "3.13"
+rich==13.8.1 ; python_version >= "3.9" and python_version < "3.13"
+safetensors==0.4.5 ; python_version >= "3.9" and python_version < "3.13"
 scipy==1.13.1 ; python_version >= "3.9" and python_version < "3.13"
-sentencepiece==0.1.99 ; python_version >= "3.9" and python_version < "3.13"
-setuptools==71.1.0 ; python_version >= "3.9" and python_version < "3.13"
-tokenizers==0.19.1 ; python_version >= "3.9" and python_version < "3.13"
-tqdm==4.66.4 ; python_version >= "3.9" and python_version < "3.13"
-transformers==4.43.1 ; python_version >= "3.9" and python_version < "3.13"
+sentencepiece==0.2.0 ; python_version >= "3.9" and python_version < "3.13"
+setuptools==75.1.0 ; python_version >= "3.9" and python_version < "3.13"
+tokenizers==0.20.0 ; python_version >= "3.9" and python_version < "3.13"
+tqdm==4.66.5 ; python_version >= "3.9" and python_version < "3.13"
+transformers==4.45.0 ; python_version >= "3.9" and python_version < "3.13"
 typer==0.6.1 ; python_version >= "3.9" and python_version < "3.13"
 typing-extensions==4.12.2 ; python_version >= "3.9" and python_version < "3.13"
-urllib3==2.2.2 ; python_version >= "3.9" and python_version < "3.13"
+urllib3==2.2.3 ; python_version >= "3.9" and python_version < "3.13"
 win32-setctime==1.1.0 ; python_version >= "3.9" and python_version < "3.13" and sys_platform == "win32"
 wrapt==1.16.0 ; python_version >= "3.9" and python_version < "3.13"
-zipp==3.19.2 ; python_version >= "3.9" and python_version < "3.13"
+zipp==3.20.2 ; python_version >= "3.9" and python_version < "3.13"
diff --git a/server/requirements_rocm.txt b/server/requirements_rocm.txt
index eb521bd6..5de75b6b 100644
--- a/server/requirements_rocm.txt
+++ b/server/requirements_rocm.txt
@@ -1,19 +1,19 @@
-certifi==2024.7.4 ; python_version >= "3.9" and python_version < "3.13"
+certifi==2024.8.30 ; python_version >= "3.9" and python_version < "3.13"
 charset-normalizer==3.3.2 ; python_version >= "3.9" and python_version < "3.13"
 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==3.15.4 ; python_version >= "3.9" and python_version < "3.13"
-fsspec==2024.5.0 ; python_version >= "3.9" and python_version < "3.13"
-googleapis-common-protos==1.63.2 ; python_version >= "3.9" and python_version < "3.13"
+filelock==3.16.1 ; python_version >= "3.9" and python_version < "3.13"
+fsspec==2024.6.1 ; python_version >= "3.9" and python_version < "3.13"
+googleapis-common-protos==1.65.0 ; python_version >= "3.9" and python_version < "3.13"
 grpc-interceptor==0.15.4 ; python_version >= "3.9" and python_version < "3.13"
-grpcio-reflection==1.62.2 ; python_version >= "3.9" and python_version < "3.13"
-grpcio-status==1.62.2 ; python_version >= "3.9" and python_version < "3.13"
-grpcio==1.65.1 ; python_version >= "3.9" and python_version < "3.13"
+grpcio-reflection==1.62.3 ; python_version >= "3.9" and python_version < "3.13"
+grpcio-status==1.62.3 ; python_version >= "3.9" and python_version < "3.13"
+grpcio==1.66.1 ; python_version >= "3.9" and python_version < "3.13"
 hf-transfer==0.1.8 ; python_version >= "3.9" and python_version < "3.13"
 huggingface-hub==0.23.5 ; python_version >= "3.9" and python_version < "3.13"
-idna==3.7 ; python_version >= "3.9" and python_version < "3.13"
+idna==3.10 ; python_version >= "3.9" and python_version < "3.13"
 importlib-metadata==7.1.0 ; python_version >= "3.9" and python_version < "3.13"
 loguru==0.6.0 ; python_version >= "3.9" and python_version < "3.13"
 markdown-it-py==3.0.0 ; python_version >= "3.9" and python_version < "3.13"
@@ -32,23 +32,23 @@ opentelemetry-semantic-conventions==0.46b0 ; python_version >= "3.9" and python_
 packaging==24.1 ; python_version >= "3.9" and python_version < "3.13"
 pillow==10.4.0 ; python_version >= "3.9" and python_version < "3.13"
 prometheus-client==0.20.0 ; python_version >= "3.9" and python_version < "3.13"
-protobuf==4.25.3 ; python_version >= "3.9" and python_version < "3.13"
+protobuf==4.25.5 ; python_version >= "3.9" and python_version < "3.13"
 py-cpuinfo==9.0.0 ; python_version >= "3.9" and python_version < "3.13"
 pygments==2.18.0 ; python_version >= "3.9" and python_version < "3.13"
-pyyaml==6.0.1 ; python_version >= "3.9" and python_version < "3.13"
-regex==2024.5.15 ; python_version >= "3.9" and python_version < "3.13"
+pyyaml==6.0.2 ; python_version >= "3.9" and python_version < "3.13"
+regex==2024.9.11 ; python_version >= "3.9" and python_version < "3.13"
 requests==2.32.3 ; python_version >= "3.9" and python_version < "3.13"
-rich==13.7.1 ; python_version >= "3.9" and python_version < "3.13"
-safetensors==0.4.3 ; python_version >= "3.9" and python_version < "3.13"
+rich==13.8.1 ; python_version >= "3.9" and python_version < "3.13"
+safetensors==0.4.5 ; python_version >= "3.9" and python_version < "3.13"
 scipy==1.13.1 ; python_version >= "3.9" and python_version < "3.13"
-sentencepiece==0.1.99 ; python_version >= "3.9" and python_version < "3.13"
-setuptools==71.1.0 ; python_version >= "3.9" and python_version < "3.13"
-tokenizers==0.19.1 ; python_version >= "3.9" and python_version < "3.13"
-tqdm==4.66.4 ; python_version >= "3.9" and python_version < "3.13"
-transformers==4.43.1 ; python_version >= "3.9" and python_version < "3.13"
+sentencepiece==0.2.0 ; python_version >= "3.9" and python_version < "3.13"
+setuptools==75.1.0 ; python_version >= "3.9" and python_version < "3.13"
+tokenizers==0.20.0 ; python_version >= "3.9" and python_version < "3.13"
+tqdm==4.66.5 ; python_version >= "3.9" and python_version < "3.13"
+transformers==4.45.0 ; python_version >= "3.9" and python_version < "3.13"
 typer==0.6.1 ; python_version >= "3.9" and python_version < "3.13"
 typing-extensions==4.12.2 ; python_version >= "3.9" and python_version < "3.13"
-urllib3==2.2.2 ; python_version >= "3.9" and python_version < "3.13"
+urllib3==2.2.3 ; python_version >= "3.9" and python_version < "3.13"
 win32-setctime==1.1.0 ; python_version >= "3.9" and python_version < "3.13" and sys_platform == "win32"
 wrapt==1.16.0 ; python_version >= "3.9" and python_version < "3.13"
-zipp==3.19.2 ; python_version >= "3.9" and python_version < "3.13"
+zipp==3.20.2 ; 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 99a6ba76..4dabf71d 100644
--- a/server/text_generation_server/models/__init__.py
+++ b/server/text_generation_server/models/__init__.py
@@ -76,6 +76,7 @@ FLASH_ATTENTION = True
 try:
     from text_generation_server.models.flash_causal_lm import FlashCausalLM
     from text_generation_server.models.vlm_causal_lm import VlmCausalLM
+    from text_generation_server.models.mllama_causal_lm import MllamaCausalLM
     from text_generation_server.models.custom_modeling.flash_deepseek_v2_modeling import (
         FlashDeepseekV2ForCausalLM,
         DeepseekV2Config,
@@ -112,7 +113,11 @@ try:
     from text_generation_server.models.custom_modeling.flash_phi_modeling import (
         FlashPhiForCausalLM,
     )
-    from text_generation_server.models.idefics import IDEFICSSharded
+    from text_generation_server.models.idefics_causal_lm import IdeficsCausalLM
+    from text_generation_server.models.mllama_causal_lm import MllamaCausalLMBatch
+    from text_generation_server.models.custom_modeling.mllama import (
+        MllamaForConditionalGeneration,
+    )
     from text_generation_server.models.custom_modeling.llava_next import (
         LlavaNextForConditionalGeneration,
     )
@@ -149,7 +154,7 @@ except ImportError as e:
 
 if FLASH_ATTENTION:
     __all__.append(FlashCausalLM)
-    __all__.append(IDEFICSSharded)
+    __all__.append(IdeficsCausalLM)
 
 MAMBA_AVAILABLE = True
 try:
@@ -316,6 +321,12 @@ class ModelType(enum.Enum):
         "url": "https://huggingface.co/HuggingFaceM4/idefics-9b",
         "multimodal": True,
     }
+    MLLAMA = {
+        "type": "mllama",
+        "name": "Mllama",
+        "url": "https://huggingface.co/meta-llama/Llama-3.2-11B-Vision-Instruct",
+        "multimodal": True,
+    }
 
 
 __GLOBALS = locals()
@@ -1116,7 +1127,7 @@ def get_model(
         )
     if model_type == IDEFICS:
         if FLASH_ATTENTION:
-            return IDEFICSSharded(
+            return IdeficsCausalLM(
                 model_id,
                 revision,
                 quantize=quantize,
@@ -1126,6 +1137,22 @@ def get_model(
             )
         else:
             raise NotImplementedError(FLASH_ATT_ERROR_MESSAGE.format("Idefics"))
+    if model_type == MLLAMA:
+        if FLASH_ATTENTION:
+            return MllamaCausalLM(
+                model_id=model_id,
+                model_class=MllamaForConditionalGeneration,
+                batch_class=MllamaCausalLMBatch,
+                revision=revision,
+                quantize=quantize,
+                speculator=speculator,
+                dtype=dtype,
+                default_dtype=torch.bfloat16,
+                trust_remote_code=trust_remote_code,
+                lora_adapter_ids=lora_adapter_ids,
+            )
+        else:
+            raise NotImplementedError(FLASH_ATT_ERROR_MESSAGE.format("Mllama"))
     if model_type == IDEFICS2:
         if FLASH_ATTENTION:
             return VlmCausalLM(
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 358fbbaa..c9ec70cc 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
@@ -450,6 +450,7 @@ class FlashLlamaLayer(nn.Module):
         seqlen,
         max_s,
         adapter_data,
+        cross_attention_states,
     ):
         normed_hidden_states, res = self.input_layernorm(hidden_states, residual)
 
@@ -487,6 +488,7 @@ class FlashLlamaModel(torch.nn.Module):
 
         # Skip fp8 quant for first and last layers
         self.layers = nn.ModuleList()
+        self.cross_attention_layers = getattr(config, "cross_attention_layers", [])
         with no_fp8(weights):
             self.layers.append(
                 FlashLlamaLayer(
@@ -499,22 +501,38 @@ class FlashLlamaModel(torch.nn.Module):
                 )
             )
 
-        self.layers.extend(
-            [
-                FlashLlamaLayer(
-                    index=layer_id,
-                    prefix=(
-                        f"model.layers.{layer_id}"
-                        if not prefix
-                        else f"{prefix}.model.layers.{layer_id}"
-                    ),
-                    config=config,
-                    weights=weights,
+        # Skip first and last layers
+        for layer_id in range(1, config.num_hidden_layers - 1):
+            if layer_id in self.cross_attention_layers:
+                from text_generation_server.models.custom_modeling.mllama import (
+                    FlashLlamaCrossLayer,
+                )
+
+                self.layers.append(
+                    FlashLlamaCrossLayer(
+                        index=layer_id,
+                        prefix=(
+                            f"model.layers.{layer_id}"
+                            if not prefix
+                            else f"{prefix}.model.layers.{layer_id}"
+                        ),
+                        config=config,
+                        weights=weights,
+                    )
+                )
+            else:
+                self.layers.append(
+                    FlashLlamaLayer(
+                        index=layer_id,
+                        prefix=(
+                            f"model.layers.{layer_id}"
+                            if not prefix
+                            else f"{prefix}.model.layers.{layer_id}"
+                        ),
+                        config=config,
+                        weights=weights,
+                    )
                 )
-                # Skip first and last layers
-                for layer_id in range(1, config.num_hidden_layers - 1)
-            ]
-        )
 
         with no_fp8(weights):
             last_layer_id = config.num_hidden_layers - 1
@@ -556,6 +574,7 @@ class FlashLlamaModel(torch.nn.Module):
         true_max_s: int,
         prefill_cache_indices: Optional[torch.Tensor],
         adapter_data,
+        cross_attention_states=None,
     ) -> torch.Tensor:
         hidden_states = inputs_embeds
 
@@ -579,6 +598,7 @@ class FlashLlamaModel(torch.nn.Module):
                 seqlen,
                 max_s,
                 adapter_data,
+                cross_attention_states,
             )
 
         hidden_states, _ = self.norm(hidden_states, residual)
@@ -625,6 +645,7 @@ class FlashLlamaForCausalLM(torch.nn.Module):
         prefill_cache_indices: Optional[torch.Tensor] = None,
         lm_head_indices: Optional[torch.Tensor] = None,
         adapter_data: Optional[torch.Tensor] = None,
+        cross_attention_states=None,
     ) -> Tuple[torch.Tensor, Optional[torch.Tensor]]:
         inputs_embeds = self.embed_tokens(input_ids)
         hidden_states = self.model(
@@ -639,6 +660,7 @@ class FlashLlamaForCausalLM(torch.nn.Module):
             true_max_s=max_s,
             prefill_cache_indices=prefill_cache_indices,
             adapter_data=adapter_data,
+            cross_attention_states=cross_attention_states,
         )
         if lm_head_indices is not None:
             hidden_states = hidden_states[lm_head_indices]
diff --git a/server/text_generation_server/models/custom_modeling/flash_pali_gemma_modeling.py b/server/text_generation_server/models/custom_modeling/flash_pali_gemma_modeling.py
index d044b492..0024f2bb 100644
--- a/server/text_generation_server/models/custom_modeling/flash_pali_gemma_modeling.py
+++ b/server/text_generation_server/models/custom_modeling/flash_pali_gemma_modeling.py
@@ -48,7 +48,7 @@ class PaliGemmaForConditionalGeneration(nn.Module):
             bias=True,
         )
 
-        self.vocab_size = config.vocab_size
+        self.vocab_size = config.text_config.vocab_size
         self.config = config
 
         text_config = config.text_config
diff --git a/server/text_generation_server/models/custom_modeling/mllama.py b/server/text_generation_server/models/custom_modeling/mllama.py
new file mode 100644
index 00000000..73536bd6
--- /dev/null
+++ b/server/text_generation_server/models/custom_modeling/mllama.py
@@ -0,0 +1,995 @@
+# 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 Mllama model."""
+
+from typing import Optional, Tuple, List
+
+import torch
+import torch.utils.checkpoint
+from torch import nn
+import flash_attn_2_cuda
+
+from transformers.activations import ACT2FN
+import torch.nn.functional as F
+
+from text_generation_server.layers import (
+    TensorParallelColumnLinear,
+    TensorParallelEmbedding,
+    TensorParallelRowLinear,
+    FastLinear,
+)
+from text_generation_server.layers.attention import (
+    Seqlen,
+)
+from text_generation_server.models.custom_modeling.flash_llama_modeling import (
+    FlashLlamaForCausalLM,
+)
+
+
+def _prepare_aspect_ratio_attention_mask(
+    aspect_ratio_mask: torch.Tensor,
+    num_patches: int,
+    target_length: int,
+    dtype: torch.dtype,
+) -> torch.Tensor:
+    # Expand aspect ratio mask to target_length
+    batch_size, max_num_tiles = aspect_ratio_mask.shape
+    attention_mask = aspect_ratio_mask.view(batch_size, max_num_tiles, 1, 1).to(dtype)
+    attention_mask = attention_mask.repeat(1, 1, target_length, 1)
+
+    # Mask padding patches
+    pad_patches = target_length - num_patches
+    attention_mask[:, :, -pad_patches:] = 0
+
+    # Invert the mask (0 -> 1, 1 -> 0)
+    attention_mask = 1 - attention_mask
+
+    # Reshape to 2D and create 4D attention mask
+    # (batch_size, 1, max_num_tiles * target_length, max_num_tiles * target_length)
+    attention_mask = attention_mask.reshape(
+        batch_size, max_num_tiles * target_length, 1
+    )
+    attention_mask = (
+        attention_mask @ attention_mask.transpose(-1, -2) * torch.finfo(dtype).min
+    )
+    attention_mask = attention_mask.unsqueeze(1)
+
+    return attention_mask
+
+
+# Copied from transformers.models.llama.modeling_llama._prepare_4d_causal_attention_mask_with_cache_position
+def _prepare_4d_causal_attention_mask_with_cache_position(
+    attention_mask: torch.Tensor,
+    sequence_length: int,
+    target_length: int,
+    dtype: torch.dtype,
+    device: torch.device,
+    min_dtype: float,
+    cache_position: torch.Tensor,
+    batch_size: int,
+):
+    """
+    Creates a causal 4D mask of shape `(batch_size, 1, query_length, key_value_length)` from a 2D mask of shape
+    `(batch_size, key_value_length)`, or if the input `attention_mask` is already 4D, do nothing.
+
+    Args:
+        attention_mask (`torch.Tensor`):
+            A 2D attention mask of shape `(batch_size, key_value_length)` or a 4D attention mask of shape `(batch_size, 1, query_length, key_value_length)`.
+        sequence_length (`int`):
+            The sequence length being processed.
+        target_length (`int`):
+            The target length: when generating with static cache, the mask should be as long as the static cache, to account for the 0 padding, the part of the cache that is not filled yet.
+        dtype (`torch.dtype`):
+            The dtype to use for the 4D attention mask.
+        device (`torch.device`):
+            The device to plcae the 4D attention mask on.
+        min_dtype (`float`):
+            The minimum value representable with the dtype `dtype`.
+        cache_position (`torch.Tensor`):
+            Indices depicting the position of the input sequence tokens in the sequence.
+        batch_size (`torch.Tensor`):
+            Batch size.
+    """
+    if attention_mask is not None and attention_mask.dim() == 4:
+        # In this case we assume that the mask comes already in inverted form and requires no inversion or slicing.
+        causal_mask = attention_mask
+    else:
+        causal_mask = torch.full(
+            (sequence_length, target_length),
+            fill_value=min_dtype,
+            dtype=dtype,
+            device=device,
+        )
+        if sequence_length != 1:
+            causal_mask = torch.triu(causal_mask, diagonal=1)
+        causal_mask *= torch.arange(
+            target_length, device=device
+        ) > cache_position.reshape(-1, 1)
+        causal_mask = causal_mask[None, None, :, :].expand(batch_size, 1, -1, -1)
+        if attention_mask is not None:
+            causal_mask = (
+                causal_mask.clone()
+            )  # copy to contiguous memory for in-place edit
+            mask_length = attention_mask.shape[-1]
+            padding_mask = (
+                causal_mask[:, :, :, :mask_length] + attention_mask[:, None, None, :]
+            )
+            padding_mask = padding_mask == 0
+            causal_mask[:, :, :, :mask_length] = causal_mask[
+                :, :, :, :mask_length
+            ].masked_fill(padding_mask, min_dtype)
+
+    return causal_mask
+
+
+def _prepare_cross_attention_mask(
+    cross_attention_mask: torch.Tensor,
+    num_vision_tokens: int,
+    dtype: str,
+) -> Tuple[torch.Tensor, torch.Tensor]:
+    # reshape so it can be used by attn module
+    batch_size, text_total_length, *_ = cross_attention_mask.shape
+    cross_attention_mask = cross_attention_mask.repeat_interleave(
+        num_vision_tokens, dim=3
+    )
+    cross_attention_mask = cross_attention_mask.view(batch_size, text_total_length, -1)
+    cross_attention_mask = cross_attention_mask.unsqueeze(1)
+
+    # invert the mask
+    inverted_cross_attn_mask = (1.0 - cross_attention_mask).to(dtype)
+    cross_attention_mask = inverted_cross_attn_mask.masked_fill(
+        inverted_cross_attn_mask.to(torch.bool), torch.finfo(dtype).min
+    )
+
+    # apply full-row bias, which return 4D tensor of shape [B, H, S1, 1] where value is 0 if the a full row in cross attn mask's
+    # last dimension contains negative infinity values, otherwise it's 1
+    negative_inf_value = torch.finfo(dtype).min
+    full_text_row_masked_out_mask = (
+        (cross_attention_mask != negative_inf_value)
+        .any(dim=-1)
+        .type_as(cross_attention_mask)[..., None]
+    )
+    cross_attention_mask *= full_text_row_masked_out_mask
+
+    return cross_attention_mask, full_text_row_masked_out_mask
+
+
+# Copied from transformers.models.clip.modeling_clip.CLIPMLP with CLIP->MllamaVision
+class MllamaVisionMLP(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", weights=weights, config=config, bias=True
+        )
+        self.fc2 = TensorParallelRowLinear.load(
+            prefix=f"{prefix}.fc2", weights=weights, config=config, 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 MllamaVisionSdpaAttention(nn.Module):
+    def __init__(self, *, prefix, config, weights):
+        super().__init__()
+
+        self.embed_dim = config.hidden_size
+        self.head_dim = config.hidden_size // config.attention_heads
+        self.num_heads = config.attention_heads // weights.process_group.size()
+
+        self.qkv_proj = TensorParallelColumnLinear.load_multi(
+            config,
+            prefixes=[f"{prefix}.q_proj", f"{prefix}.k_proj", f"{prefix}.v_proj"],
+            dim=0,
+            weights=weights,
+            bias=False,
+        )
+        self.o_proj = TensorParallelRowLinear.load(
+            config,
+            prefix=f"{prefix}.o_proj",
+            weights=weights,
+            bias=False,
+        )
+
+    def forward(
+        self,
+        hidden_state: torch.Tensor,
+        attention_mask: Optional[torch.Tensor] = None,
+    ) -> torch.Tensor:
+        qkv = self.qkv_proj(hidden_state)
+        query, key, value = qkv.split(
+            [
+                self.head_dim * self.num_heads,
+                self.head_dim * self.num_heads,
+                self.head_dim * self.num_heads,
+            ],
+            dim=2,
+        )
+
+        batch_size, q_seq_len, _ = query.shape
+        _, kv_seq_len, _ = key.shape
+
+        query = query.view(batch_size, q_seq_len, self.num_heads, self.head_dim)
+        key = key.view(batch_size, kv_seq_len, self.num_heads, self.head_dim)
+        value = value.view(batch_size, kv_seq_len, self.num_heads, self.head_dim)
+
+        query = query.transpose(1, 2)
+        key = key.transpose(1, 2)
+        value = value.transpose(1, 2)
+
+        attn_output = F.scaled_dot_product_attention(
+            query, key, value, attn_mask=attention_mask
+        )
+
+        attn_output = attn_output.transpose(1, 2).contiguous()
+        attn_output = attn_output.reshape(batch_size, q_seq_len, -1)
+
+        output = self.o_proj(attn_output)
+        return output
+
+
+class MllamaVisionEncoderLayer(nn.Module):
+    def __init__(self, *, prefix, config, weights, is_gated: bool):
+        super().__init__()
+
+        self.hidden_size = config.hidden_size
+        self.num_attention_heads = config.attention_heads
+        self.is_gated = is_gated
+        self.intermediate_size = config.intermediate_size
+
+        self.self_attn = MllamaVisionSdpaAttention(
+            prefix=f"{prefix}.self_attn", config=config, weights=weights
+        )
+        self.mlp = MllamaVisionMLP(
+            prefix=f"{prefix}.mlp", config=config, weights=weights
+        )
+
+        self.input_layernorm = nn.LayerNorm.load(
+            prefix=f"{prefix}.input_layernorm", weights=weights, eps=1e-05
+        )
+        self.post_attention_layernorm = nn.LayerNorm.load(
+            prefix=f"{prefix}.post_attention_layernorm", weights=weights, eps=1e-05
+        )
+
+        # there used to be an if else here, no code path
+        if is_gated:
+            self.gate_attn = nn.Parameter(
+                weights.get_tensor(f"{prefix}.gate_attn"), requires_grad=False
+            )
+            self.gate_ffn = nn.Parameter(
+                weights.get_tensor(f"{prefix}.gate_ffn"), requires_grad=False
+            )
+
+    def forward(
+        self,
+        hidden_state: torch.Tensor,
+        attention_mask: Optional[torch.Tensor] = None,
+    ):
+        # Self Attention
+        residual = hidden_state
+        hidden_state = self.input_layernorm(hidden_state)
+        hidden_state = self.self_attn(hidden_state, attention_mask=attention_mask)
+        gate_attn = 1 if not self.is_gated else self.gate_attn.tanh()
+        hidden_state = residual + gate_attn * hidden_state
+
+        # Feed forward
+        residual = hidden_state
+        hidden_state = self.post_attention_layernorm(hidden_state)
+        hidden_state = self.mlp(hidden_state)
+        gate_ffn = 1 if not self.is_gated else self.gate_ffn.tanh()
+        hidden_state = residual + gate_ffn * hidden_state
+        return hidden_state
+
+
+class MllamaVisionEncoder(nn.Module):
+    def __init__(self, *, prefix, config, weights, is_gated: bool, num_layers: int):
+        super().__init__()
+        self.config = config
+        self.layers = [
+            MllamaVisionEncoderLayer(
+                prefix=f"{prefix}.layers.{i}",
+                config=config,
+                weights=weights,
+                is_gated=is_gated,
+            )
+            for i in range(num_layers)
+        ]
+
+    def forward(
+        self,
+        hidden_states: torch.Tensor,
+        attention_mask: Optional[torch.Tensor] = None,
+    ):
+        encoder_states = [hidden_states]
+        for encoder_layer in self.layers:
+            layer_outputs = encoder_layer(
+                hidden_states,
+                attention_mask,
+            )
+
+            hidden_states = layer_outputs
+            encoder_states.append(hidden_states)
+
+        return hidden_states, encoder_states
+
+
+class MllamaPrecomputedAspectRatioEmbedding(nn.Module):
+    def __init__(self, *, prefix, config, weights):
+        super().__init__()
+        self.max_num_tiles = config.max_num_tiles
+        self.hidden_size = config.hidden_size
+        self.max_aspect_ratio_id = config.max_aspect_ratio_id
+
+        self.embedding = TensorParallelEmbedding(
+            prefix=f"{prefix}.embedding", weights=weights
+        )
+        self.gate = nn.Parameter(
+            weights.get_tensor(f"{prefix}.gate"), requires_grad=False
+        )
+
+    def forward(
+        self, hidden_state: torch.Tensor, aspect_ratio_ids: torch.Tensor
+    ) -> torch.Tensor:
+        embeddings = self.embedding(aspect_ratio_ids)
+        embeddings = embeddings.reshape(-1, self.max_num_tiles, 1, self.hidden_size)
+
+        # Always gated.
+        embeddings = embeddings * self.gate.tanh()
+
+        hidden_state = hidden_state + embeddings
+        return hidden_state
+
+
+class MllamaPrecomputedPositionEmbedding(nn.Module):
+    def __init__(self, *, prefix, config, weights):
+        super().__init__()
+        self.max_num_tiles = config.max_num_tiles
+        self.max_aspect_ratio_id = config.max_aspect_ratio_id
+        self.num_patches = (config.image_size // config.patch_size) ** 2 + 1
+        self.hidden_size = config.hidden_size
+        self.scale = config.hidden_size**-0.5
+
+        self.gate = nn.Parameter(
+            weights.get_tensor(f"{prefix}.gate"), requires_grad=False
+        )
+
+        # position embedding
+        embedding = nn.Parameter(
+            weights.get_tensor(f"{prefix}.embedding"), requires_grad=False
+        )
+        self.gated_position_embedding = (1 - self.gate.tanh()) * embedding
+        self.tile_embedding = TensorParallelEmbedding(
+            prefix=f"{prefix}.tile_embedding", weights=weights
+        )
+
+    def forward(
+        self, hidden_state: torch.Tensor, aspect_ratio_ids: torch.Tensor
+    ) -> torch.Tensor:
+        # position embeddings
+        hidden_state = hidden_state + self.gated_position_embedding.view(
+            1, 1, self.num_patches, self.hidden_size
+        )
+
+        # precomputed tile position embeddings
+        tile_position_embedding = self.tile_embedding(aspect_ratio_ids)
+        batch_size = hidden_state.shape[0]
+        tile_position_embedding = tile_position_embedding.reshape(
+            batch_size, self.max_num_tiles, self.num_patches, self.hidden_size
+        )
+        gated_tile_position_embedding = self.gate.tanh() * tile_position_embedding
+        hidden_state = hidden_state + gated_tile_position_embedding
+
+        return hidden_state
+
+
+class MllamaVisionModel(nn.Module):
+    def __init__(self, *, prefix, config, weights):
+        super().__init__()
+        self.image_size = config.image_size
+        self.patch_size = config.patch_size
+        self.max_num_tiles = config.max_num_tiles
+        self.hidden_size = config.hidden_size
+        self.num_channels = config.num_channels
+        self.intermediate_layers_indices = config.intermediate_layers_indices
+
+        self.num_patches = (self.image_size // self.patch_size) ** 2 + 1
+        self.scale = config.hidden_size**-0.5
+        self.dtype = weights.dtype
+
+        self.patch_embedding = nn.Conv2d(
+            in_channels=config.num_channels,
+            out_channels=self.hidden_size,
+            kernel_size=self.patch_size,
+            stride=self.patch_size,
+            padding="valid",
+            bias=False,
+        )
+        self.patch_embedding.weight = nn.Parameter(
+            weights.get_tensor(f"{prefix}.patch_embedding.weight"), requires_grad=False
+        )
+
+        self.class_embedding = nn.Parameter(
+            weights.get_tensor(f"{prefix}.class_embedding"), requires_grad=False
+        )
+
+        self.gated_positional_embedding = MllamaPrecomputedPositionEmbedding(
+            prefix=f"{prefix}.gated_positional_embedding",
+            config=config,
+            weights=weights,
+        )
+
+        self.pre_tile_positional_embedding = MllamaPrecomputedAspectRatioEmbedding(
+            prefix=f"{prefix}.pre_tile_positional_embedding",
+            config=config,
+            weights=weights,
+        )
+        self.post_tile_positional_embedding = MllamaPrecomputedAspectRatioEmbedding(
+            prefix=f"{prefix}.post_tile_positional_embedding",
+            config=config,
+            weights=weights,
+        )
+
+        ## layer norms
+        self.layernorm_pre = nn.LayerNorm.load(
+            prefix=f"{prefix}.layernorm_pre",
+            weights=weights,
+            # torch default
+            eps=1e-05,
+        )
+        self.layernorm_post = nn.LayerNorm.load(
+            prefix=f"{prefix}.layernorm_post",
+            weights=weights,
+            # torch default
+            eps=1e-05,
+        )
+
+        ## encoders
+        self.transformer = MllamaVisionEncoder(
+            prefix=f"{prefix}.transformer",
+            config=config,
+            weights=weights,
+            is_gated=False,
+            num_layers=config.num_hidden_layers,
+        )
+        self.global_transformer = MllamaVisionEncoder(
+            prefix=f"{prefix}.global_transformer",
+            config=config,
+            weights=weights,
+            is_gated=True,
+            num_layers=config.num_global_layers,
+        )
+
+    def apply_class_embedding(self, hidden_state: torch.Tensor) -> torch.Tensor:
+        batch_size, _, hidden_size = hidden_state.shape
+        class_embedding = self.class_embedding.expand(batch_size, 1, hidden_size)
+        hidden_state = torch.cat([class_embedding, hidden_state], dim=1)
+        return hidden_state
+
+    def forward(
+        self,
+        pixel_values: torch.Tensor,
+        aspect_ratio_ids: torch.Tensor,
+        attention_mask: torch.Tensor,
+    ) -> torch.Tensor:
+        batch_size, num_concurrent_media, num_tiles, num_channels, height, width = (
+            pixel_values.shape
+        )
+
+        pixel_values = pixel_values.reshape(
+            batch_size * num_concurrent_media * num_tiles, num_channels, height, width
+        )
+        aspect_ratio_ids = aspect_ratio_ids.reshape(
+            batch_size * num_concurrent_media, -1
+        )
+
+        # patch embedding
+        patch_embeds = self.patch_embedding(pixel_values)
+        hidden_state = patch_embeds.flatten(2).transpose(1, 2)
+
+        # tile embeddings
+        _, num_patches, dim = hidden_state.shape
+        hidden_state = hidden_state.reshape(
+            batch_size * num_concurrent_media, num_tiles, -1, dim
+        )
+        hidden_state = self.pre_tile_positional_embedding(
+            hidden_state, aspect_ratio_ids
+        )
+
+        # apply cls token
+        hidden_state = hidden_state.reshape(
+            batch_size * num_concurrent_media * num_tiles, num_patches, dim
+        )
+        hidden_state = self.apply_class_embedding(hidden_state)
+        num_patches += 1
+
+        # apply position embeddings
+        hidden_state = hidden_state.reshape(
+            batch_size * num_concurrent_media, num_tiles, num_patches, dim
+        )
+        hidden_state = self.gated_positional_embedding(hidden_state, aspect_ratio_ids)
+
+        # apply encoder
+        hidden_state = self.layernorm_pre(hidden_state)
+
+        # Compute the number of tokens to pad
+        num_padding_patches = (8 - (hidden_state.shape[-2] % 8)) % 8
+        # Compute padding tuple for pad function
+        padding = (
+            0,
+            0,
+            0,
+            num_padding_patches,
+        )  # (pad_left, pad_right, pad_left for dim -2, pad_right for dim -2)
+        # Pad the tensor
+        hidden_state = F.pad(hidden_state, padding, mode="constant", value=0)
+        slice_index = -num_padding_patches if num_padding_patches > 0 else None
+
+        if attention_mask is not None:
+            attention_mask = attention_mask.reshape(
+                batch_size * num_concurrent_media, -1
+            )
+            attention_mask = _prepare_aspect_ratio_attention_mask(
+                aspect_ratio_mask=attention_mask,
+                num_patches=self.num_patches,
+                target_length=hidden_state.shape[2],
+                dtype=self.dtype,
+            )
+
+        hidden_state = hidden_state.view(batch_size * num_concurrent_media, -1, dim)
+        hidden_state, all_intermediate_hidden_states = self.transformer(
+            hidden_state,
+            attention_mask=attention_mask,
+        )
+        intermediate_hidden_states = [
+            hidden_state
+            for idx, hidden_state in enumerate(all_intermediate_hidden_states)
+            if idx in self.intermediate_layers_indices
+        ]
+        intermediate_hidden_states = torch.stack(intermediate_hidden_states, dim=-1)
+
+        # apply global encoder
+        hidden_state = self.layernorm_post(hidden_state)
+        hidden_state = hidden_state.reshape(
+            batch_size * num_concurrent_media,
+            num_tiles,
+            num_patches + num_padding_patches,
+            dim,
+        )
+        hidden_state = self.post_tile_positional_embedding(
+            hidden_state, aspect_ratio_ids
+        )
+        hidden_state = hidden_state.reshape(
+            batch_size * num_concurrent_media,
+            num_tiles * (num_patches + num_padding_patches),
+            dim,
+        )
+        hidden_state, _ = self.global_transformer(
+            hidden_state, attention_mask=attention_mask
+        )
+        hidden_state = hidden_state.reshape(
+            batch_size * num_concurrent_media,
+            num_tiles,
+            num_patches + num_padding_patches,
+            dim,
+        )
+        hidden_state = hidden_state[:, :, :slice_index]
+
+        # adding intermediate layer outputs
+        hidden_state = hidden_state.reshape(
+            batch_size, num_concurrent_media, num_tiles, num_patches, dim
+        )
+        intermediate_hidden_states = intermediate_hidden_states.reshape(
+            batch_size * num_concurrent_media,
+            num_tiles,
+            num_patches + num_padding_patches,
+            -1,
+        )
+        intermediate_hidden_states = intermediate_hidden_states[:, :, :slice_index]
+        intermediate_hidden_states = intermediate_hidden_states.reshape(
+            batch_size, num_concurrent_media, num_tiles, num_patches, -1
+        )
+        hidden_state = torch.cat([hidden_state, intermediate_hidden_states], dim=-1)
+        return hidden_state
+
+
+class MllamaTextCrossAttention(nn.Module):
+    """Multi-headed attention from 'Attention Is All You Need' paper"""
+
+    def __init__(self, *, prefix, config, weights, layer_idx):
+        super().__init__()
+        self.config = config
+        self.num_heads = self.config.num_attention_heads
+        self.num_key_value_heads = self.config.num_key_value_heads
+        self.dropout = config.dropout
+        self.hidden_size = config.hidden_size
+        self.head_size = config.hidden_size // self.num_heads
+        self.num_key_value_groups = self.num_heads // self.num_key_value_heads
+        self.layer_idx = layer_idx
+
+        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.k_proj = TensorParallelColumnLinear.load(
+            config,
+            prefix=f"{prefix}.k_proj",
+            weights=weights,
+            bias=False,
+        )
+        self.v_proj = TensorParallelColumnLinear.load(
+            config,
+            prefix=f"{prefix}.v_proj",
+            weights=weights,
+            bias=False,
+        )
+        self.o_proj = TensorParallelRowLinear.load(
+            config,
+            prefix=f"{prefix}.o_proj",
+            weights=weights,
+            bias=False,
+        )
+
+        self.q_norm = MllamaTextRMSNorm.load(
+            prefix=f"{prefix}.q_norm", weights=weights, eps=config.rms_norm_eps
+        )
+        self.k_norm = MllamaTextRMSNorm.load(
+            prefix=f"{prefix}.k_norm", weights=weights, eps=config.rms_norm_eps
+        )
+        self.softmax_scale = self.head_size**-0.5
+
+    def forward(
+        self,
+        hidden_states: torch.Tensor,
+        cross_attention_states: Optional[torch.Tensor] = None,
+        # past_key_value=None,
+        # attention_mask: Optional[torch.Tensor] = None,
+        # cache_position: Optional[torch.LongTensor] = None,
+    ) -> Tuple[torch.Tensor, Optional[torch.Tensor], Optional[Tuple[torch.Tensor]]]:
+        """Input shape: Batch x Time x Channel"""
+        # hidden_states = hidden_states.unsqueeze(0)
+        # bsz, q_len, _ = hidden_states.size()
+        query_states = self.q_proj(hidden_states)
+        query_states = query_states.view(-1, self.num_heads, self.head_size)
+        query_states = self.q_norm(query_states)
+
+        (
+            cross_attention_states,
+            cu_seqlen_q,
+            cu_seqlen_k,
+            max_q,
+            max_k,
+            indices,
+        ) = cross_attention_states
+
+        key_states = self.k_proj(cross_attention_states)
+        value_states = self.v_proj(cross_attention_states)
+        key_states = key_states.view(-1, self.num_key_value_heads, self.head_size)
+        value_states = value_states.view(-1, self.num_key_value_heads, self.head_size)
+        key_states = self.k_norm(key_states)
+
+        # key_states = key_states.repeat(1, self.num_key_value_groups, 1)
+        # value_states = value_states.repeat(1, self.num_key_value_groups, 1)
+
+        causal = False
+        # logger.info(
+        #     f"Q: {query_states.shape} -K {key_states.shape} - V{value_states.shape}"
+        # )
+        attn_output = flash_attn_2_cuda.varlen_fwd(
+            query_states,
+            key_states,
+            value_states,
+            None,
+            cu_seqlen_q,
+            cu_seqlen_k,
+            None,
+            None,
+            None,  # block_tables
+            None,
+            max_q,
+            max_k,
+            0.0,
+            self.softmax_scale,
+            False,
+            causal,  # Causal
+            -1,  # window_size_left,
+            -1,
+            0.0,  # softcap
+            False,
+            None,
+        )[0]
+        attn_output = self.o_proj(attn_output.view(-1, self.num_heads * self.head_size))
+
+        return attn_output
+
+
+# Copied from transformers.models.gemma2.modeling_gemma2.Gemma2MLP with Gemma2->MllamaText
+class MllamaTextMLP(nn.Module):
+    def __init__(self, *, prefix, config, weights):
+        super().__init__()
+        self.config = config
+        self.hidden_size = config.hidden_size
+        self.intermediate_size = (
+            config.intermediate_size // weights.process_group.size()
+        )
+        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,
+        )
+        self.act_fn = ACT2FN[config.hidden_act]
+
+    def forward(self, x):
+        shape = x.shape
+        gate_up_states = self.gate_up_proj(x)
+        gate_up_states = gate_up_states.view(*shape[:-1], 2, self.intermediate_size)
+        result = self.down_proj(
+            self.act_fn(gate_up_states[:, 0]) * gate_up_states[:, 1]
+        )
+        return result
+
+
+class FlashLlamaCrossLayer(torch.nn.Module):
+    """Cross-attention transformer block with tanh-gated attention and feedforward."""
+
+    def __init__(self, *, prefix, config, weights, index) -> None:
+        layer_idx = index
+        super().__init__()
+        self.cross_attn = MllamaTextCrossAttention(
+            prefix=f"{prefix}.cross_attn",
+            config=config,
+            weights=weights,
+            layer_idx=layer_idx,
+        )
+
+        self.input_layernorm = MllamaTextRMSNorm.load(
+            prefix=f"{prefix}.input_layernorm", weights=weights, eps=config.rms_norm_eps
+        )
+        self.cross_attn_attn_gate = torch.nn.Parameter(
+            weights.get_tensor(f"{prefix}.cross_attn_attn_gate"), requires_grad=False
+        )
+
+        self.mlp = MllamaTextMLP(prefix=f"{prefix}.mlp", config=config, weights=weights)
+        self.post_attention_layernorm = MllamaTextRMSNorm.load(
+            prefix=f"{prefix}.post_attention_layernorm",
+            weights=weights,
+            eps=config.rms_norm_eps,
+        )
+        self.cross_attn_mlp_gate = torch.nn.Parameter(
+            weights.get_tensor(f"{prefix}.cross_attn_mlp_gate"), requires_grad=False
+        )
+        self.layer_idx = layer_idx
+
+    def forward(
+        self,
+        hidden_states,
+        residual,
+        cos,
+        sin,
+        cu_seqlen_prefill,
+        kv_cache,
+        block_tables,
+        slots,
+        seqlen,
+        max_s,
+        adapter_data,
+        cross_attention_states,  # [ IB, ...]
+    ) -> Tuple[torch.Tensor, torch.Tensor]:
+        if cross_attention_states is None:
+            return hidden_states, residual
+        if residual is not None:
+            hidden_states += residual
+
+        indices = cross_attention_states[-1]
+        out_hidden_states = hidden_states[:]
+        if len(indices) > 0:
+            assert max(indices) < hidden_states.shape[0]
+        hidden_states = hidden_states[indices]
+        residual = hidden_states
+        hidden_states = self.input_layernorm(hidden_states)
+
+        hidden_states = self.cross_attn(
+            hidden_states=hidden_states,
+            # attention_mask=cross_attention_mask,
+            cross_attention_states=cross_attention_states,
+        )
+        hidden_states = residual + self.cross_attn_attn_gate.tanh() * hidden_states
+
+        residual = hidden_states
+        hidden_states = self.post_attention_layernorm(hidden_states)
+        hidden_states = self.mlp(hidden_states)
+        hidden_states = residual + self.cross_attn_mlp_gate.tanh() * hidden_states
+
+        out_hidden_states[indices] = hidden_states
+        hidden_states = out_hidden_states
+
+        return hidden_states, None
+
+
+# Copied from transformers.models.llama.modeling_llama.LlamaRMSNorm with Llama->MllamaText
+class MllamaTextRMSNorm(nn.Module):
+    def __init__(self, weight, eps):
+        super().__init__()
+        self.weight = weight
+        self.variance_epsilon = eps
+
+    @classmethod
+    def load(cls, *, prefix, weights, eps):
+        weight = nn.Parameter(
+            weights.get_tensor(f"{prefix}.weight"), requires_grad=False
+        )
+        return cls(weight=weight, eps=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)
+
+    def extra_repr(self):
+        return f"{tuple(self.weight.shape)}, eps={self.variance_epsilon}"
+
+
+class MllamaForConditionalGeneration(nn.Module):
+    def __init__(self, prefix, config, weights):
+        super().__init__()
+        config.vision_config.quantize = None
+        config.vision_config.speculator = config.speculator
+        config.text_config.quantize = config.quantize
+        config.text_config.speculator = config.speculator
+        config.text_config._attn_implementation = "sdpa"
+        self.hidden_size = config.text_config.hidden_size
+        self.vision_model = MllamaVisionModel(
+            prefix="vision_model", config=config.vision_config, weights=weights
+        )
+        self.multi_modal_projector = FastLinear.load(
+            prefix="multi_modal_projector", config=config, weights=weights, bias=True
+        )
+        self.text_model = FlashLlamaForCausalLM(
+            prefix="language_model", config=config.text_config, weights=weights
+        )
+        self.config = config
+        self.dtype = weights.dtype
+        self.device = weights.device
+
+    def vision_forward(self, pixel_values, aspect_ratio_ids, aspect_ratio_mask):
+        if aspect_ratio_ids is None:
+            raise ValueError(
+                "`aspect_ratio_ids` must be provided if `pixel_values` is provided"
+            )
+        # logger.info(f"PIxel values {pixel_values.shape}")
+        batch_size = pixel_values.shape[0]
+        vision_states = self.vision_model(
+            pixel_values, aspect_ratio_ids, aspect_ratio_mask
+        )
+        cross_attention_states = self.multi_modal_projector(vision_states).reshape(
+            -1, vision_states.shape[-2], self.hidden_size
+        )
+        _, _, h = cross_attention_states.shape
+        cross_attention_states = cross_attention_states.view(batch_size, -1, h)
+        # logger.info(f"cross {cross_attention_states.shape}")
+        return cross_attention_states
+
+    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,
+        seqlen: Seqlen,
+        max_s: int,
+        prefill_cache_indices: Optional[torch.Tensor],
+        lm_head_indices: Optional[torch.Tensor],
+        adapter_data: Optional[torch.Tensor] = None,
+        # XXX: Putting these as optional so that the cuda warmup calls can go through.
+        cross_attention_states: Optional[torch.Tensor] = None,
+        image_indices=None,
+    ):
+        if cross_attention_states is not None:
+            seqlen_q = len(image_indices)
+            n_images = cross_attention_states.shape[0]
+            seqlen_k = cross_attention_states.shape[1]
+            device = cross_attention_states.device
+            if cu_seqlen_prefill is not None:
+                offset = 0
+                cu_q = []
+                indices = []
+                for index in image_indices:
+                    cu_q.append(offset)
+                    length = seqlen.input_lengths[index].item()
+                    assert index < seqlen.cu_seqlen_q.shape[0]
+                    input_ids_offset = seqlen.cu_seqlen_q[index]
+                    indices.extend(range(input_ids_offset, input_ids_offset + length))
+                    offset += length
+                cu_q.append(offset)
+                cu_seqlen_q = torch.Tensor(cu_q).to(device=device, dtype=torch.int32)
+
+                assert max(indices) < input_ids.shape[0]
+
+                cu_seqlen_k = (
+                    torch.arange(
+                        n_images + 1,
+                        device=device,
+                        dtype=torch.int32,
+                    )
+                    * seqlen_k
+                )
+                max_q = cu_seqlen_q[-1].item()
+                max_k = seqlen_k
+            else:
+                cu_seqlen_q = torch.arange(
+                    seqlen_q + 1, device=device, dtype=torch.int32
+                )
+                seqlen_k = cross_attention_states.shape[1]
+                n_images = cross_attention_states.shape[0]
+                cu_seqlen_k = (
+                    torch.arange(
+                        n_images + 1,
+                        device=device,
+                        dtype=torch.int32,
+                    )
+                    * seqlen_k
+                )
+                max_q = seqlen_q
+                max_k = seqlen_k
+                indices = image_indices[:]
+
+            cross_attention_states = (
+                cross_attention_states,
+                cu_seqlen_q,
+                cu_seqlen_k,
+                max_q,
+                max_k,
+                indices,
+            )
+
+        outputs = self.text_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,
+            seqlen=seqlen,
+            max_s=max_s,
+            prefill_cache_indices=prefill_cache_indices,
+            lm_head_indices=lm_head_indices,
+            adapter_data=adapter_data,
+            cross_attention_states=cross_attention_states,
+        )
+
+        return outputs
diff --git a/server/text_generation_server/models/idefics.py b/server/text_generation_server/models/idefics.py
deleted file mode 100644
index 9058cb96..00000000
--- a/server/text_generation_server/models/idefics.py
+++ /dev/null
@@ -1,105 +0,0 @@
-import torch
-import torch.distributed
-
-from typing import Optional
-
-
-from text_generation_server.models.custom_modeling.idefics_config import IdeficsConfig
-from text_generation_server.models.custom_modeling.idefics_processing import (
-    IdeficsProcessor,
-)
-from transformers import LlamaTokenizerFast
-from text_generation_server.models.custom_modeling.idefics_modeling import (
-    IdeficsForVisionText2Text,
-)
-from text_generation_server.models.idefics_causal_lm import IdeficsCausalLM
-from text_generation_server.utils import (
-    initialize_torch_distributed,
-    weight_files,
-    Weights,
-)
-from text_generation_server.utils.quantization import get_loader
-
-from text_generation_server.utils.import_utils import SYSTEM
-
-
-class IDEFICSSharded(IdeficsCausalLM):
-    def __init__(
-        self,
-        model_id: str,
-        revision: Optional[str] = None,
-        quantize: Optional[str] = None,
-        speculator: Optional[str] = None,
-        dtype: Optional[torch.dtype] = None,
-        trust_remote_code: bool = False,
-    ):
-        self.quantize = quantize
-        self.process_group, rank, world_size = initialize_torch_distributed()
-        if torch.cuda.is_available():
-            device = torch.device(f"cuda:{rank}")
-            # 9b seems to work correctly enough in float16, but 80b seems
-            # to be really saturating for f16.
-            dtype = torch.float16 if dtype is None else dtype
-        elif SYSTEM == "ipex":
-            if hasattr(torch, "xpu") and torch.xpu.is_available():
-                device = torch.device(f"xpu:{rank}")
-                dtype = torch.float16 if dtype is None else dtype
-            else:
-                device = torch.device("cpu")
-                # Float16 doesn't exist on target.
-                dtype = torch.bfloat16 if dtype is None else dtype
-        else:
-            device = torch.device("cpu")
-            dtype = torch.float32 if dtype is None else dtype
-        self.device, self.dtype = device, dtype
-
-        config = IdeficsConfig.from_pretrained(
-            model_id,
-            revision=revision,
-            trust_remote_code=trust_remote_code,
-        )
-        config.quantize = quantize
-        config.speculator = speculator
-        config.vision_config.quantize = quantize
-
-        tokenizer = LlamaTokenizerFast.from_pretrained(
-            model_id,
-            revision=revision,
-            padding_side="left",
-            truncation_side="left",
-            trust_remote_code=trust_remote_code,
-        )
-        self.processor = IdeficsProcessor.from_pretrained(
-            model_id,
-            revision=revision,
-            padding_side="left",
-            truncation_side="left",
-            trust_remote_code=trust_remote_code,
-        )
-
-        weights_loader = get_loader(
-            quantize=quantize, model_id=model_id, revision=revision
-        )
-        torch.distributed.barrier(group=self.process_group)
-        filenames = weight_files(model_id, revision=revision, extension=".safetensors")
-        weights = Weights(
-            filenames,
-            device=device,
-            dtype=dtype,
-            process_group=self.process_group,
-            weights_loader=weights_loader,
-        )
-
-        model = IdeficsForVisionText2Text(config, weights)
-
-        torch.distributed.barrier(group=self.process_group)
-        super(IdeficsCausalLM, self).__init__(
-            model_id=model_id,
-            model=model,
-            tokenizer=tokenizer,
-            requires_padding=True,
-            dtype=dtype,
-            device=device,
-            rank=rank,
-            world_size=world_size,
-        )
diff --git a/server/text_generation_server/models/idefics_causal_lm.py b/server/text_generation_server/models/idefics_causal_lm.py
index c5480952..9a7a6fe1 100644
--- a/server/text_generation_server/models/idefics_causal_lm.py
+++ b/server/text_generation_server/models/idefics_causal_lm.py
@@ -6,6 +6,7 @@ import time
 from dataclasses import dataclass
 from opentelemetry import trace
 from transformers import (
+    AutoConfig,
     AutoProcessor,
     AutoTokenizer,
     PreTrainedTokenizerBase,
@@ -22,6 +23,18 @@ from text_generation_server.models.types import (
 )
 from text_generation_server.pb import generate_pb2
 from text_generation_server.utils import NextTokenChooser, StoppingCriteria, Sampling
+import torch.distributed
+from text_generation_server.models.custom_modeling.idefics_modeling import (
+    IdeficsForVisionText2Text,
+)
+from text_generation_server.utils import (
+    initialize_torch_distributed,
+    weight_files,
+    Weights,
+)
+from text_generation_server.utils.quantization import get_loader
+
+from text_generation_server.utils.import_utils import SYSTEM
 
 
 tracer = trace.get_tracer(__name__)
@@ -577,23 +590,38 @@ class IdeficsCausalLM(Model):
         model_id: str,
         revision: Optional[str] = None,
         quantize: Optional[str] = None,
+        speculator: Optional[str] = None,
         dtype: Optional[torch.dtype] = None,
         trust_remote_code: bool = False,
     ):
         self.quantize = quantize
-        from text_generation_server.models.custom_modeling.idefics_modeling import (
-            IdeficsForVisionText2Text,
-        )
-
+        self.process_group, rank, world_size = initialize_torch_distributed()
         if torch.cuda.is_available():
-            device = torch.device("cuda")
-            dtype = torch.bfloat16 if dtype is None else dtype
+            device = torch.device(f"cuda:{rank}")
+            # 9b seems to work correctly enough in float16, but 80b seems
+            # to be really saturating for f16.
+            dtype = torch.float16 if dtype is None else dtype
+        elif SYSTEM == "ipex":
+            if hasattr(torch, "xpu") and torch.xpu.is_available():
+                device = torch.device(f"xpu:{rank}")
+                dtype = torch.float16 if dtype is None else dtype
+            else:
+                device = torch.device("cpu")
+                # Float16 doesn't exist on target.
+                dtype = torch.bfloat16 if dtype is None else dtype
         else:
-            if quantize:
-                raise ValueError("quantization is not available on CPU")
-
             device = torch.device("cpu")
             dtype = torch.float32 if dtype is None else dtype
+        self.device, self.dtype = device, dtype
+
+        config = AutoConfig.from_pretrained(
+            model_id,
+            revision=revision,
+            trust_remote_code=trust_remote_code,
+        )
+        config.quantize = quantize
+        config.speculator = speculator
+        config.vision_config.quantize = quantize
 
         tokenizer = AutoTokenizer.from_pretrained(
             model_id,
@@ -609,38 +637,34 @@ class IdeficsCausalLM(Model):
             truncation_side="left",
             trust_remote_code=trust_remote_code,
         )
-        model = IdeficsForVisionText2Text.from_pretrained(
-            model_id,
-            revision=revision,
-            torch_dtype=dtype,
-            device_map=(
-                "auto"
-                if torch.cuda.is_available() and torch.cuda.device_count() > 1
-                else None
-            ),
-            load_in_8bit=quantize == "bitsandbytes",
-            trust_remote_code=trust_remote_code,
+
+        weights_loader = get_loader(
+            quantize=quantize, model_id=model_id, revision=revision
+        )
+        torch.distributed.barrier(group=self.process_group)
+        filenames = weight_files(model_id, revision=revision, extension=".safetensors")
+        weights = Weights(
+            filenames,
+            device=device,
+            dtype=dtype,
+            process_group=self.process_group,
+            weights_loader=weights_loader,
         )
-        if torch.cuda.is_available() and torch.cuda.device_count() == 1:
-            model = model.cuda()
 
-        if tokenizer.pad_token_id is None:
-            if model.config.pad_token_id is not None:
-                tokenizer.pad_token_id = model.config.pad_token_id
-            elif model.config.eos_token_id is not None:
-                tokenizer.pad_token_id = model.config.eos_token_id
-            elif tokenizer.eos_token_id is not None:
-                tokenizer.pad_token_id = tokenizer.eos_token_id
-            else:
-                tokenizer.add_special_tokens({"pad_token": "<unk>"})
+        model = IdeficsForVisionText2Text(config, weights)
 
-        super(IdeficsCausalLM, self).__init__(
+        self.config = config
+
+        torch.distributed.barrier(group=self.process_group)
+        super().__init__(
             model_id=model_id,
             model=model,
             tokenizer=tokenizer,
             requires_padding=True,
             dtype=dtype,
             device=device,
+            rank=rank,
+            world_size=world_size,
         )
 
     @property
diff --git a/server/text_generation_server/models/mllama_causal_lm.py b/server/text_generation_server/models/mllama_causal_lm.py
new file mode 100644
index 00000000..9e19e171
--- /dev/null
+++ b/server/text_generation_server/models/mllama_causal_lm.py
@@ -0,0 +1,357 @@
+from io import BytesIO
+from PIL import Image
+import torch
+from typing import Iterable, Optional, Tuple, List, Dict
+from text_generation_server.pb.generate_pb2 import Request
+
+from dataclasses import dataclass
+from opentelemetry import trace
+from transformers import (
+    PreTrainedTokenizerBase,
+)
+from text_generation_server.models.vlm_causal_lm import VlmCausalLMBatch, VlmCausalLM
+from text_generation_server.pb import generate_pb2
+from text_generation_server.models.flash_causal_lm import (
+    block_tables_to_ragged,
+)
+from text_generation_server.models.globals import PREFIX_CACHING, ATTENTION
+from text_generation_server.layers.attention import Seqlen
+
+
+tracer = trace.get_tracer(__name__)
+
+
+@dataclass
+class MllamaCausalLMBatch(VlmCausalLMBatch):
+    image_indices: List[int] = 42
+    aspect_ratio_ids: Optional[torch.Tensor] = None
+    aspect_ratio_mask: Optional[torch.Tensor] = None
+    cross_attention_states: Optional[torch.Tensor] = None
+
+    @classmethod
+    @tracer.start_as_current_span("concatenate")
+    def concatenate(cls, batches):
+        batch = super().concatenate(batches)
+        batch.pixel_values = None
+        batch.pixel_attention_mask = None
+
+        offset = 0
+        image_indices = []
+        attention_states = []
+        for b in batches:
+            if b.cross_attention_states is not None:
+                attention_states.append(b.cross_attention_states)
+            image_indices.extend([i + offset for i in b.image_indices])
+            offset += len(b.image_indices)
+        if len(attention_states) > 0:
+            assert len(image_indices) > 0
+            batch.cross_attention_states = torch.cat(attention_states, dim=0)
+            batch.image_indices = image_indices
+        else:
+            batch.cross_attention_states = None
+            batch.image_indices = []
+        return batch
+
+    @tracer.start_as_current_span("filter")
+    def filter(self, request_ids: List[int]):
+        assert self.image_indices is not None
+        batch = super().filter(request_ids)
+        assert self.image_indices is not None
+        indices = []
+        for i, request_id in enumerate(request_ids):
+            idx = self.requests_idx_mapping[request_id]
+            indices.append(idx)
+
+        offset = 0
+        new_image_indices = []
+        prev_i = None
+        for i in self.image_indices:
+            if i in indices:
+                new_image_indices.append(offset)
+                if i != prev_i:
+                    offset += 1
+                prev_i = i
+
+        batch.image_indices = new_image_indices
+        if len(new_image_indices) > 0:
+            assert max(new_image_indices) < self.cross_attention_states.shape[0]
+            assert offset <= self.cross_attention_states.shape[0]
+            batch.cross_attention_states = self.cross_attention_states[
+                new_image_indices
+            ]
+        else:
+            batch.cross_attention_states = None
+        return batch
+
+    @classmethod
+    def batch_tokenized_inputs(
+        cls, requests: Iterable[Request], tokenizer, processor, config
+    ):
+        image_inputs = []
+        texts = []
+        image_indices = []
+        batch_tokenized_inputs = []
+
+        for i, r in enumerate(requests):
+            # Each input is encoded into a list, where each element of this input list is either a string or a URL
+            curr_text = ""
+            curr_image = None
+            curr_i = None
+            for chunk in r.input_chunks.chunks:
+                chunk_type = chunk.WhichOneof("chunk")
+                if chunk_type == "text":
+                    curr_text += chunk.text
+                elif chunk_type == "image":
+                    image = Image.open(BytesIO(chunk.image.data))
+                    # TODO unsure about BOS
+                    curr_text += "<|image|>"
+                    image_input = processor.image_processor(image, return_tensors="pt")
+                    curr_image = image_input
+                    curr_i = i
+                    # image_inputs.append(image_input)
+                    # image_indices.append(i)
+                else:
+                    raise RuntimeError(f"Invalid chunk type {chunk_type}")
+            texts.append(curr_text)
+            if curr_image is not None:
+                image_inputs.append(curr_image)
+                image_indices.append(curr_i)
+
+            input_ids = tokenizer(
+                curr_text,
+                truncation=True,
+                max_length=r.truncate,
+                add_special_tokens=r.add_special_tokens,
+            )["input_ids"]
+            batch_tokenized_inputs.append(input_ids)
+        if image_inputs:
+            image_input = image_inputs[0]
+            new_image_inputs = {
+                "pixel_values": torch.cat(
+                    [img["pixel_values"] for img in image_inputs], dim=0
+                ),
+            }
+            if "aspect_ratio_ids" in image_input:
+                new_image_inputs["aspect_ratio_ids"] = torch.cat(
+                    [img["aspect_ratio_ids"] for img in image_inputs], dim=0
+                )
+            if "aspect_ratio_mask" in image_input:
+                new_image_inputs["aspect_ratio_mask"] = torch.cat(
+                    [img["aspect_ratio_mask"] for img in image_inputs], dim=0
+                )
+            image_inputs = new_image_inputs
+            image_inputs["image_indices"] = image_indices
+        else:
+            image_inputs = None
+
+        if image_inputs is not None:
+            assert len(image_indices) == image_inputs["pixel_values"].shape[0]
+
+        return batch_tokenized_inputs, image_inputs
+
+    @classmethod
+    def from_pb_processor(
+        cls,
+        pb: generate_pb2.Batch,
+        tokenizer: PreTrainedTokenizerBase,
+        processor,
+        config,
+        dtype: torch.dtype,
+        device: torch.device,
+    ) -> "VlmCausalLMBatch":
+        batch_tokenized_inputs, image_inputs = cls.batch_tokenized_inputs(
+            pb.requests, tokenizer, processor, config
+        )
+        batch = cls.from_tokenized(pb, tokenizer, batch_tokenized_inputs, dtype, device)
+        # XXX: <|image|> token is actually out of bounds and bugs out the logit processors.
+        batch.all_input_ids_tensor = batch.all_input_ids_tensor.clamp(
+            max=config.text_config.vocab_size - 1
+        )
+        batch.input_ids = batch.input_ids.clamp(max=config.text_config.vocab_size - 1)
+
+        if image_inputs is not None:
+            batch.pixel_values = image_inputs["pixel_values"].to(
+                device=device, dtype=dtype
+            )
+            batch.aspect_ratio_ids = image_inputs["aspect_ratio_ids"].to(device=device)
+            batch.aspect_ratio_mask = image_inputs["aspect_ratio_mask"].to(
+                device=device
+            )
+            batch.image_indices = image_inputs["image_indices"]
+        else:
+            batch.pixel_values = None
+            batch.aspect_ratio_ids = None
+            batch.aspect_ratio_mask = None
+            batch.image_indices = []
+        assert batch.image_indices is not None
+        return batch
+
+
+class MllamaCausalLM(VlmCausalLM):
+    def forward(
+        self,
+        batch: VlmCausalLMBatch,
+        adapter_data: Optional[Dict[str, torch.Tensor]] = None,
+    ) -> Tuple[torch.Tensor, Optional[torch.Tensor]]:
+        # Model Forward
+        if batch.speculative_ids is not None:
+            input_ids = batch.input_ids
+            position_ids = batch.position_ids
+            cu_seqlen_prefill = batch.cu_seqlen_prefill
+            kv_cache = self.kv_cache
+            block_tables = batch.block_tables_tensor
+            slots = batch.slots[batch.slot_indices]
+            input_lengths = batch.input_lengths_tensor
+            max_s = batch.max_seqlen
+            lm_head_indices = batch.prefill_head_indices
+
+            speculative_ids = batch.speculative_ids
+
+            B, speculative_length = speculative_ids.shape
+            new_length = speculative_length + 1
+            new_input_ids = torch.cat(
+                [input_ids.unsqueeze(-1), speculative_ids], dim=1
+            ).reshape(-1)
+            arange = torch.arange(new_length, device=position_ids.device).unsqueeze(0)
+            arange_int = arange.to(dtype=torch.int32)
+            new_position_ids = (
+                position_ids.unsqueeze(-1).expand(B, new_length) + arange
+            ).view(-1)
+            slots = (slots.unsqueeze(-1).expand(B, new_length) + arange_int).view(-1)
+            input_lengths = (
+                input_lengths.unsqueeze(-1).expand(B, new_length) + arange_int
+            ).view(-1)
+            prefix_lens_tensor = (
+                batch.prefix_lens_tensor.unsqueeze(-1).expand(B, new_length)
+            ).reshape(-1)
+
+            # Add Copy the block tables for all members
+            block_tables = (
+                block_tables.unsqueeze(1)
+                .expand(B, new_length, -1)
+                .reshape(B * new_length, -1)
+                .contiguous()
+            )
+            max_s = max_s + speculative_length
+
+            input_ids = new_input_ids
+            position_ids = new_position_ids
+        else:
+            input_ids = batch.input_ids
+            position_ids = batch.position_ids
+            cu_seqlen_prefill = batch.cu_seqlen_prefill
+            kv_cache = self.kv_cache
+            block_tables = batch.block_tables_tensor
+            slots = batch.slots[batch.slot_indices]
+            input_lengths = batch.input_lengths_tensor
+            prefix_lens_tensor = batch.prefix_lens_tensor
+            max_s = batch.max_seqlen
+            lm_head_indices = batch.prefill_head_indices
+
+        if cu_seqlen_prefill is None and self.max_past() is not None:
+            # In decode, not prefill, we're actually overwriting the KV-cache
+            # in a circular buffer mode.
+            # This makes sure the max_s for the decode pass is correct.
+            max_s = min(self.max_past(), max_s)
+
+        bs = input_ids.shape[0]
+        # Try to find an associated cuda graph
+        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
+            # Only run cuda graphs when there's no images.
+            or batch.cross_attention_states is not None
+        ):
+            input_lengths = input_lengths + prefix_lens_tensor
+            if PREFIX_CACHING:
+                block_tables = block_tables_to_ragged(
+                    block_tables=block_tables,
+                    input_lengths=batch.input_lengths,
+                    prefix_lens=batch.prefix_lens,
+                )
+            with self._forward_context(
+                block_tables=block_tables,
+                cu_seqlen_prefill=cu_seqlen_prefill,
+                input_lengths_tensor=input_lengths,
+                prefix_lens_tensor=prefix_lens_tensor,
+            ):
+                max_k = (input_lengths + prefix_lens_tensor).max().item()
+                seqlen = Seqlen(
+                    input_lengths=input_lengths,
+                    prefix_lengths=prefix_lens_tensor,
+                    cu_seqlen_q=cu_seqlen_prefill,
+                    max_q=max_s,
+                    max_k=max_k,
+                )
+
+                if batch.pixel_values is not None:
+                    cross_attention_states = self.model.vision_forward(
+                        pixel_values=batch.pixel_values,
+                        aspect_ratio_ids=batch.aspect_ratio_ids,
+                        aspect_ratio_mask=batch.aspect_ratio_mask,
+                    )
+                    batch.cross_attention_states = cross_attention_states
+
+                cross_attention_states = batch.cross_attention_states
+
+                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,
+                    seqlen=seqlen,
+                    max_s=max_s,
+                    prefill_cache_indices=batch.prefill_cache_indices,
+                    lm_head_indices=lm_head_indices,
+                    cross_attention_states=cross_attention_states,
+                    adapter_data=adapter_data,
+                    image_indices=batch.image_indices[:],
+                )
+                if batch.prefill_cache_indices is not None:
+                    batch.prefill_cache_indices = None
+                if batch.pixel_values is not None:
+                    batch.pixel_values = None
+                return logits, speculative_logits
+
+        # Copy inputs to the static inputs of the cuda graph
+        # Static inputs are potentially padded
+        cuda_graph["input_ids"][: input_ids.shape[0]] = input_ids
+        cuda_graph["position_ids"][: position_ids.shape[0]] = position_ids
+        if ATTENTION == "flashinfer":
+            block_tables = block_tables_to_ragged(
+                block_tables=block_tables,
+                input_lengths=batch.input_lengths,
+                prefix_lens=batch.prefix_lens,
+            )
+            cuda_graph["block_tables"][: block_tables.shape[0]] = block_tables
+        else:
+            cuda_graph["block_tables"][
+                : block_tables.shape[0], : block_tables.shape[1]
+            ] = block_tables
+        cuda_graph["slots"].fill_(0)
+        cuda_graph["slots"][: slots.shape[0]] = slots
+        cuda_graph["input_lengths"].zero_()
+        cuda_graph["input_lengths"][: input_lengths.shape[0]] = (
+            input_lengths + prefix_lens_tensor
+        )
+
+        # Replay the graph
+        cuda_graph["graph"].replay()
+
+        # Slice output to the correct shape
+        speculative_logits = (
+            cuda_graph["speculative_logits"][:bs]
+            if cuda_graph["speculative_logits"] is not None
+            else None
+        )
+        logits = cuda_graph["logits"][:bs]
+        return logits, speculative_logits
diff --git a/server/text_generation_server/server.py b/server/text_generation_server/server.py
index 22871ec5..e7dfd8e4 100644
--- a/server/text_generation_server/server.py
+++ b/server/text_generation_server/server.py
@@ -22,8 +22,14 @@ try:
         VlmCausalLMBatch,
     )
     from text_generation_server.models.idefics_causal_lm import IdeficsCausalLMBatch
+    from text_generation_server.models.mllama_causal_lm import MllamaCausalLMBatch
 
-    VLM_BATCH_TYPES = {PaliGemmaBatch, VlmCausalLMBatch, IdeficsCausalLMBatch}
+    VLM_BATCH_TYPES = {
+        PaliGemmaBatch,
+        VlmCausalLMBatch,
+        IdeficsCausalLMBatch,
+        MllamaCausalLMBatch,
+    }
 except (ImportError, NotImplementedError):
     # These imports can fail on CPU/Non flash.
     VLM_BATCH_TYPES = set()