diff --git a/Cargo.lock b/Cargo.lock
index 584b4134..090e2e80 100644
--- a/Cargo.lock
+++ b/Cargo.lock
@@ -3762,7 +3762,7 @@ dependencies = [
 
 [[package]]
 name = "text-generation-benchmark"
-version = "2.0.5-dev0"
+version = "2.1.1-dev0"
 dependencies = [
  "average",
  "clap",
@@ -3783,7 +3783,7 @@ dependencies = [
 
 [[package]]
 name = "text-generation-client"
-version = "2.0.5-dev0"
+version = "2.1.1-dev0"
 dependencies = [
  "async-trait",
  "base64 0.22.1",
@@ -3801,7 +3801,7 @@ dependencies = [
 
 [[package]]
 name = "text-generation-launcher"
-version = "2.0.5-dev0"
+version = "2.1.1-dev0"
 dependencies = [
  "clap",
  "ctrlc",
@@ -3820,7 +3820,7 @@ dependencies = [
 
 [[package]]
 name = "text-generation-router"
-version = "2.0.5-dev0"
+version = "2.1.1-dev0"
 dependencies = [
  "async-stream",
  "axum 0.7.5",
@@ -3832,6 +3832,7 @@ dependencies = [
  "hf-hub",
  "image",
  "init-tracing-opentelemetry",
+ "itertools 0.10.5",
  "jsonschema",
  "metrics 0.21.1",
  "metrics-exporter-prometheus",
@@ -3854,8 +3855,6 @@ dependencies = [
  "tokio-stream",
  "tower-http",
  "tracing",
- "tracing-core",
- "tracing-log 0.2.0",
  "tracing-opentelemetry 0.21.0",
  "tracing-subscriber",
  "utoipa",
diff --git a/docs/source/supported_models.md b/docs/source/supported_models.md
index 3468e988..1eeed39f 100644
--- a/docs/source/supported_models.md
+++ b/docs/source/supported_models.md
@@ -10,6 +10,7 @@ Text Generation Inference enables serving optimized models on specific hardware
 - [Llama](https://huggingface.co/meta-llama/Meta-Llama-3-8B-Instruct)
 - [Phi 3](https://huggingface.co/microsoft/Phi-3-mini-4k-instruct)
 - [Gemma](https://huggingface.co/google/gemma-7b)
+- [Gemma2](https://huggingface.co/google/gemma2-9b)
 - [Cohere](https://huggingface.co/CohereForAI/c4ai-command-r-plus)
 - [Dbrx](https://huggingface.co/databricks/dbrx-instruct)
 - [Mamba](https://huggingface.co/state-spaces/mamba-2.8b-slimpj)
diff --git a/integration-tests/models/__snapshots__/test_idefics2/test_flash_idefics2_next_load.json b/integration-tests/models/__snapshots__/test_idefics2/test_flash_idefics2_next_load.json
index 4bc90896..7f1875e0 100644
--- a/integration-tests/models/__snapshots__/test_idefics2/test_flash_idefics2_next_load.json
+++ b/integration-tests/models/__snapshots__/test_idefics2/test_flash_idefics2_next_load.json
@@ -37,7 +37,7 @@
         },
         {
           "id": 32001,
-          "logprob": -19.484375,
+          "logprob": -19.46875,
           "text": "<image>"
         },
         {
@@ -57,7 +57,7 @@
         },
         {
           "id": 32001,
-          "logprob": -20.234375,
+          "logprob": -20.21875,
           "text": "<image>"
         },
         {
@@ -65,11 +65,1785 @@
           "logprob": -16.421875,
           "text": "<image>"
         },
+        {
+          "id": 32001,
+          "logprob": -19.84375,
+          "text": "<image>"
+        },
+        {
+          "id": 32001,
+          "logprob": -23.265625,
+          "text": "<image>"
+        },
+        {
+          "id": 32001,
+          "logprob": -19.421875,
+          "text": "<image>"
+        },
+        {
+          "id": 32001,
+          "logprob": -15.28125,
+          "text": "<image>"
+        },
+        {
+          "id": 32001,
+          "logprob": -17.734375,
+          "text": "<image>"
+        },
+        {
+          "id": 32001,
+          "logprob": -20.34375,
+          "text": "<image>"
+        },
+        {
+          "id": 32001,
+          "logprob": -21.3125,
+          "text": "<image>"
+        },
+        {
+          "id": 32001,
+          "logprob": -21.03125,
+          "text": "<image>"
+        },
+        {
+          "id": 32001,
+          "logprob": -20.421875,
+          "text": "<image>"
+        },
+        {
+          "id": 32001,
+          "logprob": -16.03125,
+          "text": "<image>"
+        },
+        {
+          "id": 32001,
+          "logprob": -19.046875,
+          "text": "<image>"
+        },
+        {
+          "id": 32001,
+          "logprob": -22.765625,
+          "text": "<image>"
+        },
+        {
+          "id": 32001,
+          "logprob": -23.609375,
+          "text": "<image>"
+        },
+        {
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+          "logprob": -20.421875,
+          "text": "<image>"
+        },
+        {
+          "id": 32001,
+          "logprob": -20.4375,
+          "text": "<image>"
+        },
+        {
+          "id": 32001,
+          "logprob": -20.875,
+          "text": "<image>"
+        },
+        {
+          "id": 32001,
+          "logprob": -16.5,
+          "text": "<image>"
+        },
+        {
+          "id": 32001,
+          "logprob": -19.96875,
+          "text": "<image>"
+        },
+        {
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+          "logprob": -18.234375,
+          "text": "<image>"
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+          "logprob": -23.59375,
+          "text": "<image>"
+        },
+        {
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+          "logprob": -21.1875,
+          "text": "<image>"
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+          "logprob": -17.359375,
+          "text": "<image>"
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+          "logprob": -16.53125,
+          "text": "<image>"
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+        {
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+          "logprob": -19.03125,
+          "text": "<image>"
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+          "text": "<image>"
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+          "text": "<image>"
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+          "logprob": -17.96875,
+          "text": "<image>"
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+          "logprob": -18.875,
+          "text": "<image>"
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+          "logprob": -17.921875,
+          "text": "<image>"
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+          "text": "<image>"
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+          "text": "<image>"
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+          "text": "<image>"
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+          "text": "<image>"
+        },
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+          "id": 32000,
+          "logprob": -3.015625,
+          "text": "<fake_token_around_image>"
+        },
+        {
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+          "logprob": -22.09375,
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+        {
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+          "text": "<image>"
+        },
+        {
+          "id": 32001,
+          "logprob": -21.453125,
+          "text": "<image>"
+        },
+        {
+          "id": 32001,
+          "logprob": -16.734375,
+          "text": "<image>"
+        },
+        {
+          "id": 32001,
+          "logprob": -20.875,
+          "text": "<image>"
+        },
+        {
+          "id": 32001,
+          "logprob": -21.453125,
+          "text": "<image>"
+        },
+        {
+          "id": 32001,
+          "logprob": -15.796875,
+          "text": "<image>"
+        },
+        {
+          "id": 32001,
+          "logprob": -15.1328125,
+          "text": "<image>"
+        },
+        {
+          "id": 32001,
+          "logprob": -17.125,
+          "text": "<image>"
+        },
+        {
+          "id": 32001,
+          "logprob": -18.90625,
+          "text": "<image>"
+        },
+        {
+          "id": 32001,
+          "logprob": -21.421875,
+          "text": "<image>"
+        },
+        {
+          "id": 32001,
+          "logprob": -21.015625,
+          "text": "<image>"
+        },
+        {
+          "id": 32001,
+          "logprob": -20.734375,
+          "text": "<image>"
+        },
+        {
+          "id": 32001,
+          "logprob": -16.25,
+          "text": "<image>"
+        },
+        {
+          "id": 32001,
+          "logprob": -19.5,
+          "text": "<image>"
+        },
+        {
+          "id": 32001,
+          "logprob": -21.59375,
+          "text": "<image>"
+        },
+        {
+          "id": 32001,
+          "logprob": -22.515625,
+          "text": "<image>"
+        },
+        {
+          "id": 32001,
+          "logprob": -20.921875,
+          "text": "<image>"
+        },
+        {
+          "id": 32001,
+          "logprob": -19.703125,
+          "text": "<image>"
+        },
+        {
+          "id": 32001,
+          "logprob": -21.0,
+          "text": "<image>"
+        },
+        {
+          "id": 32001,
+          "logprob": -16.984375,
+          "text": "<image>"
+        },
+        {
+          "id": 32001,
+          "logprob": -17.53125,
+          "text": "<image>"
+        },
+        {
+          "id": 32001,
+          "logprob": -17.921875,
+          "text": "<image>"
+        },
+        {
+          "id": 32001,
+          "logprob": -22.1875,
+          "text": "<image>"
+        },
+        {
+          "id": 32001,
+          "logprob": -18.75,
+          "text": "<image>"
+        },
+        {
+          "id": 32001,
+          "logprob": -16.375,
+          "text": "<image>"
+        },
+        {
+          "id": 32001,
+          "logprob": -18.4375,
+          "text": "<image>"
+        },
+        {
+          "id": 32001,
+          "logprob": -20.265625,
+          "text": "<image>"
+        },
+        {
+          "id": 32001,
+          "logprob": -22.296875,
+          "text": "<image>"
+        },
+        {
+          "id": 32001,
+          "logprob": -18.484375,
+          "text": "<image>"
+        },
+        {
+          "id": 32001,
+          "logprob": -15.390625,
+          "text": "<image>"
+        },
+        {
+          "id": 32001,
+          "logprob": -19.75,
+          "text": "<image>"
+        },
+        {
+          "id": 32001,
+          "logprob": -14.6484375,
+          "text": "<image>"
+        },
+        {
+          "id": 32001,
+          "logprob": -21.609375,
+          "text": "<image>"
+        },
+        {
+          "id": 32001,
+          "logprob": -18.828125,
+          "text": "<image>"
+        },
+        {
+          "id": 32001,
+          "logprob": -20.828125,
+          "text": "<image>"
+        },
+        {
+          "id": 32001,
+          "logprob": -17.015625,
+          "text": "<image>"
+        },
+        {
+          "id": 32001,
+          "logprob": -16.40625,
+          "text": "<image>"
+        },
+        {
+          "id": 32001,
+          "logprob": -21.046875,
+          "text": "<image>"
+        },
+        {
+          "id": 32001,
+          "logprob": -21.234375,
+          "text": "<image>"
+        },
+        {
+          "id": 32001,
+          "logprob": -17.140625,
+          "text": "<image>"
+        },
+        {
+          "id": 32001,
+          "logprob": -21.515625,
+          "text": "<image>"
+        },
+        {
+          "id": 32001,
+          "logprob": -20.0,
+          "text": "<image>"
+        },
+        {
+          "id": 32001,
+          "logprob": -18.78125,
+          "text": "<image>"
+        },
+        {
+          "id": 32001,
+          "logprob": -16.375,
+          "text": "<image>"
+        },
+        {
+          "id": 32001,
+          "logprob": -16.890625,
+          "text": "<image>"
+        },
+        {
+          "id": 32001,
+          "logprob": -16.703125,
+          "text": "<image>"
+        },
+        {
+          "id": 32001,
+          "logprob": -13.625,
+          "text": "<image>"
+        },
+        {
+          "id": 32001,
+          "logprob": -15.375,
+          "text": "<image>"
+        },
+        {
+          "id": 32001,
+          "logprob": -17.515625,
+          "text": "<image>"
+        },
+        {
+          "id": 32001,
+          "logprob": -21.921875,
+          "text": "<image>"
+        },
+        {
+          "id": 32001,
+          "logprob": -15.640625,
+          "text": "<image>"
+        },
+        {
+          "id": 32001,
+          "logprob": -16.46875,
+          "text": "<image>"
+        },
+        {
+          "id": 32001,
+          "logprob": -16.421875,
+          "text": "<image>"
+        },
+        {
+          "id": 32001,
+          "logprob": -19.890625,
+          "text": "<image>"
+        },
+        {
+          "id": 32001,
+          "logprob": -17.890625,
+          "text": "<image>"
+        },
+        {
+          "id": 32001,
+          "logprob": -17.40625,
+          "text": "<image>"
+        },
+        {
+          "id": 32001,
+          "logprob": -20.390625,
+          "text": "<image>"
+        },
+        {
+          "id": 32001,
+          "logprob": -19.1875,
+          "text": "<image>"
+        },
+        {
+          "id": 32001,
+          "logprob": -15.9609375,
+          "text": "<image>"
+        },
+        {
+          "id": 32000,
+          "logprob": -2.0332031,
+          "text": "<fake_token_around_image>"
+        },
+        {
+          "id": 12018,
+          "logprob": -12.078125,
+          "text": "Write"
+        },
+        {
+          "id": 528,
+          "logprob": -10.109375,
+          "text": "me"
+        },
+        {
+          "id": 264,
+          "logprob": -0.103515625,
+          "text": "a"
+        },
+        {
+          "id": 2485,
+          "logprob": -4.5664062,
+          "text": "short"
+        },
+        {
+          "id": 2838,
+          "logprob": -0.23864746,
+          "text": "story"
+        },
+        {
+          "id": 32002,
+          "logprob": -10.9609375,
+          "text": "<end_of_utterance>"
+        },
+        {
+          "id": 259,
+          "logprob": -20.34375,
+          "text": " "
+        },
+        {
+          "id": 13,
+          "logprob": -8.5546875,
+          "text": "\n"
+        },
+        {
+          "id": 7226,
+          "logprob": -10.484375,
+          "text": "Ass"
+        },
+        {
+          "id": 11143,
+          "logprob": -13.6015625,
+          "text": "istant"
+        },
+        {
+          "id": 28747,
+          "logprob": -0.008308411,
+          "text": ":"
+        }
+      ],
+      "seed": null,
+      "tokens": [
+        {
+          "id": 330,
+          "logprob": -0.09448242,
+          "special": false,
+          "text": " A"
+        },
+        {
+          "id": 13088,
+          "logprob": -0.6743164,
+          "special": false,
+          "text": " chicken"
+        },
+        {
+          "id": 349,
+          "logprob": -0.31201172,
+          "special": false,
+          "text": " is"
+        },
+        {
+          "id": 6398,
+          "logprob": -0.051635742,
+          "special": false,
+          "text": " sitting"
+        },
+        {
+          "id": 356,
+          "logprob": -0.34033203,
+          "special": false,
+          "text": " on"
+        },
+        {
+          "id": 264,
+          "logprob": -0.1194458,
+          "special": false,
+          "text": " a"
+        },
+        {
+          "id": 17972,
+          "logprob": -0.032562256,
+          "special": false,
+          "text": " pile"
+        },
+        {
+          "id": 302,
+          "logprob": -0.00018763542,
+          "special": false,
+          "text": " of"
+        },
+        {
+          "id": 2445,
+          "logprob": -0.07122803,
+          "special": false,
+          "text": " money"
+        },
+        {
+          "id": 28723,
+          "logprob": -0.0041007996,
           "special": false,
           "text": "."
         }
diff --git a/integration-tests/models/__snapshots__/test_idefics2/test_flash_idefics2_next_simple.json b/integration-tests/models/__snapshots__/test_idefics2/test_flash_idefics2_next_simple.json
index a3b18d0a..da2ac897 100644
--- a/integration-tests/models/__snapshots__/test_idefics2/test_flash_idefics2_next_simple.json
+++ b/integration-tests/models/__snapshots__/test_idefics2/test_flash_idefics2_next_simple.json
@@ -8,61 +8,61 @@
     "tokens": [
       {
         "id": 330,
-        "logprob": -0.13000488,
+        "logprob": -0.08660889,
         "special": false,
         "text": " A"
       },
       {
         "id": 13088,
-        "logprob": -0.6713867,
+        "logprob": -0.7089844,
         "special": false,
         "text": " chicken"
       },
       {
         "id": 349,
-        "logprob": -0.2980957,
+        "logprob": -0.32885742,
         "special": false,
         "text": " is"
       },
       {
         "id": 6398,
-        "logprob": -0.060638428,
+        "logprob": -0.05126953,
         "special": false,
         "text": " sitting"
       },
       {
         "id": 356,
-        "logprob": -0.27319336,
+        "logprob": -0.35229492,
         "special": false,
         "text": " on"
       },
       {
         "id": 264,
-        "logprob": -0.140625,
+        "logprob": -0.12561035,
         "special": false,
         "text": " a"
       },
       {
         "id": 17972,
-        "logprob": -0.040405273,
+        "logprob": -0.038085938,
         "special": false,
         "text": " pile"
       },
       {
         "id": 302,
-        "logprob": -0.0002708435,
+        "logprob": -0.00018656254,
         "special": false,
         "text": " of"
       },
       {
         "id": 2445,
-        "logprob": -0.095336914,
+        "logprob": -0.07293701,
         "special": false,
         "text": " money"
       },
       {
         "id": 28723,
-        "logprob": -0.0068359375,
+        "logprob": -0.004852295,
         "special": false,
         "text": "."
       }
diff --git a/integration-tests/models/__snapshots__/test_idefics2/test_flash_idefics2_two_images.json b/integration-tests/models/__snapshots__/test_idefics2/test_flash_idefics2_two_images.json
index 86c95b29..bf2dc5a1 100644
--- a/integration-tests/models/__snapshots__/test_idefics2/test_flash_idefics2_two_images.json
+++ b/integration-tests/models/__snapshots__/test_idefics2/test_flash_idefics2_two_images.json
@@ -8,115 +8,115 @@
     "tokens": [
       {
         "id": 415,
-        "logprob": -0.04421997,
+        "logprob": -0.039886475,
         "special": false,
         "text": " The"
       },
       {
         "id": 12072,
-        "logprob": -0.13500977,
+        "logprob": -0.1430664,
         "special": false,
         "text": " cow"
       },
       {
         "id": 349,
-        "logprob": -0.06750488,
+        "logprob": -0.056488037,
         "special": false,
         "text": " is"
       },
       {
         "id": 6328,
-        "logprob": -0.6352539,
+        "logprob": -0.6855469,
         "special": false,
         "text": " standing"
       },
       {
         "id": 356,
-        "logprob": -0.16186523,
+        "logprob": -0.1685791,
         "special": false,
         "text": " on"
       },
       {
         "id": 272,
-        "logprob": -0.5078125,
+        "logprob": -0.50097656,
         "special": false,
         "text": " the"
       },
       {
         "id": 10305,
-        "logprob": -0.017913818,
+        "logprob": -0.017303467,
         "special": false,
         "text": " beach"
       },
       {
         "id": 304,
-        "logprob": -1.5205078,
+        "logprob": -1.3564453,
         "special": false,
         "text": " and"
       },
       {
         "id": 272,
-        "logprob": -0.029174805,
+        "logprob": -0.017868042,
         "special": false,
         "text": " the"
       },
       {
         "id": 13088,
-        "logprob": -0.003479004,
+        "logprob": -0.0027103424,
         "special": false,
         "text": " chicken"
       },
       {
         "id": 349,
-        "logprob": -0.0035095215,
+        "logprob": -0.003156662,
         "special": false,
         "text": " is"
       },
       {
         "id": 6398,
-        "logprob": -0.3088379,
+        "logprob": -0.37304688,
         "special": false,
         "text": " sitting"
       },
       {
         "id": 356,
-        "logprob": -0.027755737,
+        "logprob": -0.034576416,
         "special": false,
         "text": " on"
       },
       {
         "id": 264,
-        "logprob": -0.31884766,
+        "logprob": -0.29418945,
         "special": false,
         "text": " a"
       },
       {
         "id": 17972,
-        "logprob": -0.047943115,
+        "logprob": -0.042877197,
         "special": false,
         "text": " pile"
       },
       {
         "id": 302,
-        "logprob": -0.0002925396,
+        "logprob": -0.00028443336,
         "special": false,
         "text": " of"
       },
       {
         "id": 2445,
-        "logprob": -0.02935791,
+        "logprob": -0.023223877,
         "special": false,
         "text": " money"
       },
       {
         "id": 28723,
-        "logprob": -0.031219482,
+        "logprob": -0.018157959,
         "special": false,
         "text": "."
       },
       {
         "id": 32002,
-        "logprob": -0.00034475327,
+        "logprob": -0.00018393993,
         "special": true,
         "text": "<end_of_utterance>"
       },
diff --git a/router/Cargo.toml b/router/Cargo.toml
index 853f46b1..5855ac86 100644
--- a/router/Cargo.toml
+++ b/router/Cargo.toml
@@ -22,6 +22,7 @@ text-generation-client = { path = "client" }
 clap = { version = "4.4.5", features = ["derive", "env"] }
 futures = "0.3.28"
 hf-hub = { workspace = true }
+itertools = "0.10"
 jsonschema = { version = "0.17.1", features = ["draft202012"] }
 metrics = "0.21.1"
 metrics-exporter-prometheus = { version = "0.15.1", features = [] }
diff --git a/router/src/config.rs b/router/src/config.rs
index 29fefd5b..7737165e 100644
--- a/router/src/config.rs
+++ b/router/src/config.rs
@@ -71,10 +71,12 @@ fn get_unpadded_features(
     let current_aspect_ratio: f64 = current_width as f64 / current_height as f64;
     let (current_height, current_width) = if aspect_ratio > current_aspect_ratio {
         let new_height = (height * current_width) / width;
-        (new_height, current_width)
+        let padding = (current_height - new_height) / 2;
+        (current_height - (2 * padding), current_width)
     } else {
         let new_width = (width * current_height) / height;
-        (current_height, new_width)
+        let padding = (current_width - new_width) / 2;
+        (current_height, current_width - (2 * padding))
     };
 
     let unpadded_features = current_height * current_width;
@@ -88,7 +90,9 @@ impl LlavaNext {
         let patch_size = self.vision_config.patch_size;
         assert!(image_size % patch_size == 0);
         let npatches = image_size / patch_size;
-        let (num_patch_height, num_patch_width) =
+        // Dimensions are intentionally swapped to be bug-compatible with
+        // upstream: https://github.com/LLaVA-VL/LLaVA-NeXT/issues/59
+        let (num_patch_width, num_patch_height) =
             get_anyres_image_grid_shape(height, width, &self.image_grid_pinpoints, image_size);
 
         let (unpadded_features, newline_features) =
@@ -112,7 +116,7 @@ pub struct Idefics2 {}
 
 impl Idefics2 {
     pub fn get_number_of_features(&self, _height: usize, _width: usize) -> usize {
-        320
+        64
     }
 }
 
@@ -158,6 +162,7 @@ pub enum Config {
     Baichuan,
     Paligemma(Paligemma),
     Gemma,
+    Gemma2,
     Cohere,
     Drbx,
     Falcon,
diff --git a/router/src/lib.rs b/router/src/lib.rs
index 126726c6..a5b97af3 100644
--- a/router/src/lib.rs
+++ b/router/src/lib.rs
@@ -61,6 +61,9 @@ pub struct HubTokenizerConfig {
     pub bos_token: Option<String>,
     #[serde(deserialize_with = "token_serde::deserialize")]
     pub eos_token: Option<String>,
+    pub tokenizer_class: Option<String>,
+    pub add_bos_token: Option<bool>,
+    pub add_eos_token: Option<bool>,
 }
 
 impl HubTokenizerConfig {
@@ -70,6 +73,25 @@ impl HubTokenizerConfig {
     }
 }
 
+#[derive(Debug, Clone, Serialize, Deserialize)]
+#[serde(tag = "processor_class")]
+pub enum HubPreprocessorConfig {
+    Idefics2Processor(Idefics2Preprocessor),
+}
+
+impl HubPreprocessorConfig {
+    pub fn from_file<P: AsRef<std::path::Path>>(filename: P) -> Option<Self> {
+        let content = std::fs::read_to_string(filename).ok()?;
+        serde_json::from_str(&content).ok()
+    }
+}
+
+#[derive(Clone, Debug, Serialize, Deserialize)]
+pub struct Idefics2Preprocessor {
+    #[serde(default)]
+    do_image_splitting: bool,
+}
+
 #[derive(Debug, Clone, Deserialize, Default)]
 pub struct HubProcessorConfig {
     pub chat_template: Option<ChatTemplateVersions>,
diff --git a/router/src/main.rs b/router/src/main.rs
index a7caec2e..1e8093d8 100644
--- a/router/src/main.rs
+++ b/router/src/main.rs
@@ -13,9 +13,11 @@ use std::io::BufReader;
 use std::net::{IpAddr, Ipv4Addr, SocketAddr};
 use std::path::{Path, PathBuf};
 use text_generation_router::config::Config;
-use text_generation_router::{server, HubModelInfo, HubProcessorConfig, HubTokenizerConfig};
+use text_generation_router::{
+    server, HubModelInfo, HubPreprocessorConfig, HubProcessorConfig, HubTokenizerConfig,
+};
 use thiserror::Error;
-use tokenizers::Tokenizer;
+use tokenizers::{processors::template::TemplateProcessing, Tokenizer};
 use tower_http::cors::AllowOrigin;
 use tracing_subscriber::layer::SubscriberExt;
 use tracing_subscriber::util::SubscriberInitExt;
@@ -214,6 +216,7 @@ async fn main() -> Result<(), RouterError> {
         tokenizer_filename,
         config_filename,
         tokenizer_config_filename,
+        preprocessor_config_filename,
         processor_config_filename,
         model_info,
     ) = match api {
@@ -221,6 +224,7 @@ async fn main() -> Result<(), RouterError> {
             Some(local_path.join("tokenizer.json")),
             Some(local_path.join("config.json")),
             Some(local_path.join("tokenizer_config.json")),
+            Some(local_path.join("preprocessor_config.json")),
             Some(local_path.join("processor_config.json")),
             None,
         ),
@@ -237,6 +241,7 @@ async fn main() -> Result<(), RouterError> {
             };
             let config_filename = api_repo.get("config.json").await.ok();
             let tokenizer_config_filename = api_repo.get("tokenizer_config.json").await.ok();
+            let preprocessor_config_filename = api_repo.get("preprocessor_config.json").await.ok();
             let processor_config_filename = api_repo.get("processor_config.json").await.ok();
 
             let model_info = if let Some(model_info) = get_model_info(&api_repo).await {
@@ -249,6 +254,7 @@ async fn main() -> Result<(), RouterError> {
                 tokenizer_filename,
                 config_filename,
                 tokenizer_config_filename,
+                preprocessor_config_filename,
                 processor_config_filename,
                 model_info,
             )
@@ -263,13 +269,12 @@ async fn main() -> Result<(), RouterError> {
                 repo.get("tokenizer.json"),
                 repo.get("config.json"),
                 repo.get("tokenizer_config.json"),
+                repo.get("preprocessor_config.json"),
                 repo.get("processor_config.json"),
                 None,
             )
         }
     };
-    let tokenizer: Option<Tokenizer> =
-        tokenizer_filename.and_then(|filename| Tokenizer::from_file(filename).ok());
     let config: Option<Config> = config_filename.and_then(|filename| {
         std::fs::read_to_string(filename)
             .ok()
@@ -300,6 +305,23 @@ async fn main() -> Result<(), RouterError> {
         HubTokenizerConfig::default()
     });
 
+    let tokenizer: Option<Tokenizer> = tokenizer_filename.and_then(|filename| {
+        let mut tokenizer = Tokenizer::from_file(filename).ok();
+        if let Some(tokenizer) = &mut tokenizer {
+            if let Some(class) = &tokenizer_config.tokenizer_class {
+                if (class == "LlamaTokenizer" || class == "LlamaTokenizerFast") && tokenizer.get_post_processor().is_none() {
+                    if let Ok(post_processor) = create_post_processor(tokenizer, &tokenizer_config) {
+                        tracing::info!("Overriding LlamaTokenizer with TemplateProcessing to follow python override defined in https://github.com/huggingface/transformers/blob/4aa17d00690b7f82c95bb2949ea57e22c35b4336/src/transformers/models/llama/tokenization_llama_fast.py#L203-L205");
+                        tokenizer.with_post_processor(post_processor);
+                    }
+                }
+            }
+        }
+        tokenizer
+    });
+
+    let preprocessor_config =
+        preprocessor_config_filename.and_then(HubPreprocessorConfig::from_file);
     let processor_config = processor_config_filename
         .and_then(HubProcessorConfig::from_file)
         .unwrap_or_default();
@@ -361,6 +383,7 @@ async fn main() -> Result<(), RouterError> {
         ngrok_authtoken,
         ngrok_edge,
         tokenizer_config,
+        preprocessor_config,
         processor_config,
         messages_api_enabled,
         disable_grammar_support,
@@ -504,6 +527,77 @@ pub async fn get_tokenizer_config(api_repo: &ApiRepo) -> Option<HubTokenizerConf
     Some(tokenizer_config)
 }
 
+/// Create a post_processor for the LlamaTokenizer
+pub fn create_post_processor(
+    tokenizer: &Tokenizer,
+    tokenizer_config: &HubTokenizerConfig,
+) -> Result<TemplateProcessing, tokenizers::processors::template::TemplateProcessingBuilderError> {
+    let add_bos_token = tokenizer_config.add_bos_token.unwrap_or(true);
+    let add_eos_token = tokenizer_config.add_eos_token.unwrap_or(false);
+
+    let bos_token = tokenizer_config.bos_token.as_ref();
+    let eos_token = tokenizer_config.eos_token.as_ref();
+
+    if add_bos_token && bos_token.is_none() {
+        panic!("add_bos_token = true but bos_token is None");
+    }
+
+    if add_eos_token && eos_token.is_none() {
+        panic!("add_eos_token = true but eos_token is None");
+    }
+
+    let mut single = Vec::new();
+    let mut pair = Vec::new();
+    let mut special_tokens = Vec::new();
+
+    if add_bos_token {
+        if let Some(bos) = bos_token {
+            let bos_token_id = tokenizer
+                .token_to_id(bos)
+                .expect("Should have found the bos token id");
+            special_tokens.push((bos.clone(), bos_token_id));
+            single.push(format!("{}:0", bos));
+            pair.push(format!("{}:0", bos));
+        }
+    }
+
+    single.push("$A:0".to_string());
+    pair.push("$A:0".to_string());
+
+    if add_eos_token {
+        if let Some(eos) = eos_token {
+            let eos_token_id = tokenizer
+                .token_to_id(eos)
+                .expect("Should have found the eos token id");
+            special_tokens.push((eos.clone(), eos_token_id));
+            single.push(format!("{}:0", eos));
+            pair.push(format!("{}:0", eos));
+        }
+    }
+
+    if add_bos_token {
+        if let Some(bos) = bos_token {
+            single.push(format!("{}:1", bos));
+        }
+    }
+
+    pair.push("$B:1".to_string());
+
+    if add_eos_token {
+        if let Some(eos) = eos_token {
+            pair.push(format!("{}:1", eos));
+        }
+    }
+
+    let post_processor = TemplateProcessing::builder()
+        .try_single(single)?
+        .try_pair(pair)?
+        .special_tokens(special_tokens)
+        .build()?;
+
+    Ok(post_processor)
+}
+
 #[derive(Debug, Error)]
 enum RouterError {
     #[error("Argument validation error: {0}")]
@@ -513,3 +607,36 @@ enum RouterError {
     #[error("Tokio runtime failed to start: {0}")]
     Tokio(#[from] std::io::Error),
 }
+
+#[cfg(test)]
+mod tests {
+    use super::*;
+
+    #[test]
+    fn test_create_post_processor() {
+        let tokenizer_config = HubTokenizerConfig {
+            add_bos_token: None,
+            add_eos_token: None,
+            bos_token: Some("<s>".to_string()),
+            eos_token: Some("</s>".to_string()),
+            chat_template: None,
+            tokenizer_class: None,
+            completion_template: None,
+        };
+
+        let tokenizer =
+            Tokenizer::from_pretrained("TinyLlama/TinyLlama-1.1B-Chat-v1.0", None).unwrap();
+        let post_processor = create_post_processor(&tokenizer, &tokenizer_config).unwrap();
+
+        let expected = TemplateProcessing::builder()
+            .try_single("<s>:0 $A:0 <s>:1")
+            .unwrap()
+            .try_pair("<s>:0 $A:0 $B:1")
+            .unwrap()
+            .special_tokens(vec![("<s>".to_string(), 1)])
+            .build()
+            .unwrap();
+
+        assert_eq!(post_processor, expected);
+    }
+}
diff --git a/router/src/server.rs b/router/src/server.rs
index 7f15bfdd..0cb08d4e 100644
--- a/router/src/server.rs
+++ b/router/src/server.rs
@@ -12,9 +12,9 @@ use crate::kserve::{
 use crate::validation::ValidationError;
 use crate::{
     BestOfSequence, Details, ErrorResponse, FinishReason, GenerateParameters, GenerateRequest,
-    GenerateResponse, GrammarType, HubModelInfo, HubProcessorConfig, HubTokenizerConfig, Info,
-    Message, PrefillToken, SimpleToken, StreamDetails, StreamResponse, Token, TokenizeResponse,
-    Usage, Validation,
+    GenerateResponse, GrammarType, HubModelInfo, HubPreprocessorConfig, HubProcessorConfig,
+    HubTokenizerConfig, Info, Message, PrefillToken, SimpleToken, StreamDetails, StreamResponse,
+    Token, TokenizeResponse, Usage, Validation,
 };
 use crate::{
     ChatCompletion, ChatCompletionChoice, ChatCompletionChunk, ChatCompletionComplete,
@@ -1423,6 +1423,7 @@ pub async fn run(
     _ngrok_authtoken: Option<String>,
     _ngrok_edge: Option<String>,
     tokenizer_config: HubTokenizerConfig,
+    preprocessor_config: Option<HubPreprocessorConfig>,
     processor_config: HubProcessorConfig,
     messages_api_enabled: bool,
     grammar_support: bool,
@@ -1636,6 +1637,7 @@ pub async fn run(
         validation_workers,
         tokenizer,
         config,
+        preprocessor_config,
         max_best_of,
         max_stop_sequences,
         max_top_n_tokens,
diff --git a/router/src/validation.rs b/router/src/validation.rs
index e2bf5a5d..12cf2ab3 100644
--- a/router/src/validation.rs
+++ b/router/src/validation.rs
@@ -1,13 +1,16 @@
 /// Payload validation logic
 use crate::config::Config;
 use crate::validation::ValidationError::{BestOfSampling, BestOfSeed, EmptyInput};
-use crate::{GenerateParameters, GenerateRequest, GrammarType};
+use crate::{
+    GenerateParameters, GenerateRequest, GrammarType, HubPreprocessorConfig, Idefics2Preprocessor,
+};
 use base64::{engine::general_purpose::STANDARD, Engine};
 use image::{io::Reader as ImageReader, ImageFormat};
 use jsonschema::{Draft, JSONSchema};
 use rand::{thread_rng, Rng};
 use serde_json::Value;
 use std::io::Cursor;
+use std::iter;
 use text_generation_client::{Chunk, Image, InputChunk};
 use thiserror::Error;
 use tokenizers::tokenizer::Tokenizer;
@@ -36,6 +39,7 @@ impl Validation {
         workers: usize,
         tokenizer: Option<Tokenizer>,
         config: Option<Config>,
+        preprocessor_config: Option<HubPreprocessorConfig>,
         max_best_of: usize,
         max_stop_sequences: usize,
         max_top_n_tokens: u32,
@@ -53,12 +57,18 @@ impl Validation {
             for _ in 0..workers {
                 let tokenizer_clone = tokenizer.clone();
                 let config_clone = config.clone();
+                let preprocessor_config_clone = preprocessor_config.clone();
                 let (tokenizer_sender, tokenizer_receiver) = mpsc::unbounded_channel();
                 senders.push(tokenizer_sender);
 
                 // Spawn worker
                 tokio::task::spawn_blocking(move || {
-                    tokenizer_worker(tokenizer_clone, config_clone, tokenizer_receiver)
+                    tokenizer_worker(
+                        tokenizer_clone,
+                        config_clone,
+                        preprocessor_config_clone,
+                        tokenizer_receiver,
+                    )
                 });
             }
 
@@ -422,13 +432,20 @@ async fn round_robin_task(
 fn tokenizer_worker(
     tokenizer: Tokenizer,
     config: Option<Config>,
+    preprocessor_config: Option<HubPreprocessorConfig>,
     mut receiver: mpsc::UnboundedReceiver<TokenizerRequest>,
 ) {
     // Loop over requests
     while let Some(((inputs, truncate), response_tx, parent_span)) = receiver.blocking_recv() {
         parent_span.in_scope(|| {
             response_tx
-                .send(prepare_input(inputs, truncate, &tokenizer, &config))
+                .send(prepare_input(
+                    inputs,
+                    truncate,
+                    &tokenizer,
+                    config.as_ref(),
+                    preprocessor_config.as_ref(),
+                ))
                 .unwrap_or(())
         })
     }
@@ -508,16 +525,67 @@ fn fetch_image(input: &str) -> Result<(Vec<u8>, String, usize, usize), Validatio
     }
 }
 
+fn image_tokens(
+    config: &Config,
+    preprocessor_config: Option<&HubPreprocessorConfig>,
+    height: usize,
+    width: usize,
+) -> String {
+    use Config::*;
+    use HubPreprocessorConfig::*;
+    match config {
+        Idefics => "<image>".to_string(),
+        Idefics2(config) => {
+            const FAKE: &str = "<fake_token_around_image>";
+            const IMAGE: &str = "<image>";
+
+            let slots = config.get_number_of_features(height, width);
+
+            let mut image_string = String::with_capacity(2 * FAKE.len() + slots * IMAGE.len());
+            image_string.push_str(FAKE);
+            image_string.extend(iter::repeat(IMAGE).take(slots));
+            image_string.push_str(FAKE);
+
+            if matches!(
+                preprocessor_config,
+                Some(Idefics2Processor(Idefics2Preprocessor {
+                    do_image_splitting: true,
+                    ..
+                }))
+            ) {
+                image_string = image_string.repeat(5);
+            };
+
+            image_string
+        }
+        Paligemma(config) => "<image>".repeat(config.get_number_of_features(height, width)),
+        LlavaNext(config) => "<image>".repeat(config.get_number_of_features(height, width)),
+        _ => unimplemented!("Images tokens are not supported for this model configuration"),
+    }
+}
+
+fn image_tokens_fixup(config: &Config, text: String) -> String {
+    match config {
+        Config::Idefics2(_) => {
+            const FAKE: &str = "<fake_token_around_image>";
+            text.replace(&format!("{FAKE}{FAKE}"), FAKE)
+        }
+        _ => text,
+    }
+}
+
 /// Get input length and optionally truncate it
 fn prepare_input(
     inputs: String,
     _truncate: Option<usize>,
     tokenizer: &Tokenizer,
-    config: &Option<Config>,
+    config: Option<&Config>,
+    preprocessor_config: Option<&HubPreprocessorConfig>,
 ) -> Result<(tokenizers::Encoding, Vec<InputChunk>), ValidationError> {
+    use Config::*;
     static RE: Lazy<Regex> = Lazy::new(|| Regex::new(r"!\[\]\([^\)]*\)").unwrap());
     let (tokenizer_query, input_chunks) = match config {
-        Some(Config::LlavaNext(config)) => {
+        Some(config @ (Idefics | Idefics2(_) | Paligemma(_) | LlavaNext(_))) => {
             let mut input_chunks = Vec::new();
             let mut tokenizer_query = String::with_capacity(inputs.len());
             let mut start = 0;
@@ -529,88 +597,17 @@ fn prepare_input(
                     tokenizer_query.push_str(&inputs[start..chunk_start]);
                 }
                 let (data, mimetype, height, width) = fetch_image(&inputs[chunk_start..chunk_end])?;
-                let slots = config.get_number_of_features(height, width);
                 input_chunks.push(Chunk::Image(Image { data, mimetype }).into());
-                tokenizer_query.push_str(&"<image>".repeat(slots));
+                tokenizer_query.push_str(&image_tokens(config, preprocessor_config, height, width));
                 start = chunk_end;
             }
             if start != inputs.len() {
                 input_chunks.push(Chunk::Text(inputs[start..].to_string()).into());
                 tokenizer_query.push_str(&inputs[start..]);
             }
-            (tokenizer_query, input_chunks)
-        }
-        Some(Config::Paligemma(config)) => {
-            let mut input_chunks = Vec::new();
-            let mut tokenizer_query = String::with_capacity(inputs.len());
-            let mut start = 0;
-            for chunk in RE.find_iter(&inputs) {
-                let chunk_start = chunk.start();
-                let chunk_end = chunk.end();
-                if chunk_start != start {
-                    input_chunks.push(Chunk::Text(inputs[start..chunk_start].to_string()).into());
-                    tokenizer_query.push_str(&inputs[start..chunk_start]);
-                }
-                let (data, mimetype, height, width) = fetch_image(&inputs[chunk_start..chunk_end])?;
-                let slots = config.get_number_of_features(height, width);
-                input_chunks.push(Chunk::Image(Image { data, mimetype }).into());
-                tokenizer_query.push_str(&"<image>".repeat(slots));
-                start = chunk_end;
-            }
-            if start != inputs.len() {
-                input_chunks.push(Chunk::Text(inputs[start..].to_string()).into());
-                tokenizer_query.push_str(&inputs[start..]);
-            }
-            (tokenizer_query, input_chunks)
-        }
-        Some(Config::Idefics2(config)) => {
-            let mut input_chunks = Vec::new();
-            let mut tokenizer_query = String::with_capacity(inputs.len());
-            let mut start = 0;
-            for chunk in RE.find_iter(&inputs) {
-                let chunk_start = chunk.start();
-                let chunk_end = chunk.end();
-                if chunk_start != start {
-                    input_chunks.push(Chunk::Text(inputs[start..chunk_start].to_string()).into());
-                    tokenizer_query.push_str(&inputs[start..chunk_start]);
-                }
-                let (data, mimetype, height, width) = fetch_image(&inputs[chunk_start..chunk_end])?;
-                let slots = config.get_number_of_features(height, width);
-                tokenizer_query.push_str("<fake_token_around_image>");
-                tokenizer_query.push_str(&"<image>".repeat(slots));
-                tokenizer_query.push_str("<fake_token_around_image>");
 
-                input_chunks.push(Chunk::Image(Image { data, mimetype }).into());
-                start = chunk_end;
-            }
-            if start != inputs.len() {
-                input_chunks.push(Chunk::Text(inputs[start..].to_string()).into());
-                tokenizer_query.push_str(&inputs[start..]);
-            }
-            (tokenizer_query, input_chunks)
-        }
-        Some(Config::Idefics) => {
-            let mut input_chunks = Vec::new();
-            let mut tokenizer_query = String::with_capacity(inputs.len());
-            let mut start = 0;
-            for chunk in RE.find_iter(&inputs) {
-                let chunk_start = chunk.start();
-                let chunk_end = chunk.end();
-                if chunk_start != start {
-                    input_chunks.push(Chunk::Text(inputs[start..chunk_start].to_string()).into());
-                    tokenizer_query.push_str(&inputs[start..chunk_start]);
-                }
-                let (data, mimetype, _height, _width) =
-                    fetch_image(&inputs[chunk_start..chunk_end])?;
-                let slots = 1;
-                tokenizer_query.push_str(&"<image>".repeat(slots));
-                input_chunks.push(Chunk::Image(Image { data, mimetype }).into());
-                start = chunk_end;
-            }
-            if start != inputs.len() {
-                input_chunks.push(Chunk::Text(inputs[start..].to_string()).into());
-                tokenizer_query.push_str(&inputs[start..]);
-            }
+            tokenizer_query = image_tokens_fixup(config, tokenizer_query);
+
             (tokenizer_query, input_chunks)
         }
         _ => (inputs.clone(), vec![Chunk::Text(inputs).into()]),
@@ -750,7 +747,7 @@ pub enum ValidationError {
 #[cfg(test)]
 mod tests {
     use super::*;
-    use crate::config::{PaliTextConfig, Paligemma};
+    use crate::config::{Idefics2, PaliTextConfig, Paligemma};
     use crate::default_parameters;
     use crate::tests::get_tokenizer;
 
@@ -769,6 +766,7 @@ mod tests {
             workers,
             tokenizer,
             config,
+            None,
             max_best_of,
             max_stop_sequence,
             max_top_n_tokens,
@@ -803,6 +801,7 @@ mod tests {
             workers,
             tokenizer,
             config,
+            None,
             max_best_of,
             max_stop_sequence,
             max_top_n_tokens,
@@ -836,6 +835,7 @@ mod tests {
             workers,
             tokenizer,
             config,
+            None,
             max_best_of,
             max_stop_sequence,
             max_top_n_tokens,
@@ -874,6 +874,7 @@ mod tests {
             workers,
             tokenizer,
             config,
+            None,
             max_best_of,
             max_stop_sequence,
             max_top_n_tokens,
@@ -941,6 +942,7 @@ mod tests {
             workers,
             tokenizer,
             config,
+            None,
             max_best_of,
             max_stop_sequences,
             max_top_n_tokens,
@@ -1026,6 +1028,7 @@ mod tests {
             workers,
             tokenizer,
             Some(config),
+            None,
             max_best_of,
             max_stop_sequence,
             max_top_n_tokens,
@@ -1058,4 +1061,83 @@ mod tests {
             "Failed to process images",
         );
     }
+
+    #[tokio::test]
+    async fn test_idefics2_correct_n_fake_tokens() {
+        let pixel_data = STANDARD.decode(PIXEL_GIF).unwrap();
+
+        let tokenizer = Some(get_tokenizer().await);
+
+        let max_best_of = 2;
+        let max_stop_sequence = 3;
+        let max_top_n_tokens = 4;
+        let max_input_length = 5;
+        let max_total_tokens = 6;
+        let disable_grammar_support = true;
+        let workers = 1;
+        let config = Config::Idefics2(Idefics2 {});
+        let validation = Validation::new(
+            workers,
+            tokenizer,
+            Some(config),
+            Some(HubPreprocessorConfig::Idefics2Processor(
+                Idefics2Preprocessor {
+                    do_image_splitting: true,
+                },
+            )),
+            max_best_of,
+            max_stop_sequence,
+            max_top_n_tokens,
+            max_input_length,
+            max_total_tokens,
+            disable_grammar_support,
+        );
+
+        let (encoding, chunks) = match validation
+            .tokenize(
+                format!(
+                    "test![](data:image/gif;base64,{})![](data:image/gif;base64,{})",
+                    PIXEL_GIF, PIXEL_GIF
+                ),
+                None,
+            )
+            .await
+        {
+            Ok(Some((encoding, chunks))) => (encoding, chunks),
+            _ => panic!("Unexpected tokenization failure"),
+        };
+
+        assert!(
+            chunks
+                == vec![
+                    Chunk::Text("test".to_string()).into(),
+                    Chunk::Image(Image {
+                        data: pixel_data.clone(),
+                        mimetype: "image/gif".to_string()
+                    })
+                    .into(),
+                    Chunk::Image(Image {
+                        data: pixel_data.clone(),
+                        mimetype: "image/gif".to_string()
+                    })
+                    .into()
+                ],
+            "Failed to process images",
+        );
+
+        // Verify the number of fake tokens:
+        //
+        // - Two images surrounded/separated by a fake token = 3.
+        // - Both are split in 5 subimages, separated by a fake token: 2 * 4
+        //
+        // Fake tokens get split up by the testing tokenizer, but we don't care.
+        assert_eq!(
+            encoding
+                .get_tokens()
+                .iter()
+                .filter(|t| *t == "fake")
+                .count(),
+            11
+        );
+    }
 }
diff --git a/server/text_generation_server/models/__init__.py b/server/text_generation_server/models/__init__.py
index 648fcee9..f2f0f457 100644
--- a/server/text_generation_server/models/__init__.py
+++ b/server/text_generation_server/models/__init__.py
@@ -68,6 +68,9 @@ try:
     from text_generation_server.models.flash_gemma import (
         FlashGemma,
     )
+    from text_generation_server.models.flash_gemma2 import (
+        FlashGemma2,
+    )
     from text_generation_server.models.pali_gemma import (
         PaliGemma,
     )
@@ -102,6 +105,7 @@ if FLASH_ATTENTION:
     __all__.append(FlashQwen2)
     __all__.append(FlashStarcoder2)
     __all__.append(FlashGemma)
+    __all__.append(FlashGemma2)
     __all__.append(FlashCohere)
 
 MAMBA_AVAILABLE = True
@@ -143,6 +147,11 @@ class ModelType(enum.Enum):
         "name": "Gemma",
         "url": "https://huggingface.co/google/gemma-7b",
     }
+    GEMMA2 = {
+        "type": "gemma2",
+        "name": "Gemma2",
+        "url": "https://huggingface.co/google/gemma2-9b",
+    }
     COHERE = {
         "type": "cohere",
         "name": "Cohere",
@@ -630,6 +639,27 @@ def get_model(
                 dtype=dtype,
                 trust_remote_code=trust_remote_code,
             )
+    elif model_type == GEMMA2:
+        if FLASH_ATTENTION:
+            return FlashGemma2(
+                model_id,
+                revision,
+                quantize=quantize,
+                speculator=speculator,
+                dtype=dtype,
+                trust_remote_code=trust_remote_code,
+            )
+        elif sharded:
+            raise NotImplementedError(FLASH_ATT_ERROR_MESSAGE.format("Sharded Gemma2"))
+        else:
+            return CausalLM(
+                model_id,
+                revision,
+                quantize=quantize,
+                speculator=speculator,
+                dtype=dtype,
+                trust_remote_code=trust_remote_code,
+            )
 
     if model_type == COHERE:
         if FLASH_ATTENTION:
diff --git a/server/text_generation_server/models/custom_modeling/flash_gemma2_modeling.py b/server/text_generation_server/models/custom_modeling/flash_gemma2_modeling.py
new file mode 100644
index 00000000..a71de61f
--- /dev/null
+++ b/server/text_generation_server/models/custom_modeling/flash_gemma2_modeling.py
@@ -0,0 +1,500 @@
+# coding=utf-8
+# Copyright 2022 EleutherAI and the HuggingFace Inc. team. All rights reserved.
+#
+# This code is based on EleutherAI's GPT-NeoX library and the GPT-NeoX
+# and OPT implementations in this library. It has been modified from its
+# original forms to accommodate minor architectural differences compared
+# to GPT-NeoX and OPT used by the Meta AI team that trained the model.
+#
+# 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.
+
+import torch
+import torch.distributed
+
+from torch import nn
+from transformers.activations import ACT2FN
+from transformers.configuration_utils import PretrainedConfig
+from typing import Optional, List, Tuple
+
+from text_generation_server.layers.attention import (
+    paged_attention,
+    attention,
+    reshape_and_cache,
+)
+from text_generation_server.layers import (
+    TensorParallelRowLinear,
+    TensorParallelColumnLinear,
+    TensorParallelEmbedding,
+    SpeculativeHead,
+    get_linear,
+)
+from text_generation_server.layers.rotary import PositionRotaryEmbedding
+from text_generation_server.layers.layernorm import (
+    FastRMSNorm,
+)
+
+
+class Gemma2Config(PretrainedConfig):
+    def __init__(
+        self,
+        vocab_size=256128,
+        hidden_size=3072,
+        intermediate_size=24576,
+        num_hidden_layers=28,
+        num_attention_heads=16,
+        num_key_value_heads=16,
+        head_dim=256,
+        hidden_act="gelu_pytorch_tanh",
+        max_position_embeddings=8192,
+        initializer_range=0.02,
+        rms_norm_eps=1e-6,
+        use_cache=True,
+        pad_token_id=None,
+        bos_token_id=1,
+        eos_token_id=2,
+        tie_word_embeddings=True,
+        rope_theta=10000.0,
+        rope_scaling=None,
+        attention_bias=False,
+        attention_dropout=0.0,
+        **kwargs,
+    ):
+        self.vocab_size = vocab_size
+        self.max_position_embeddings = max_position_embeddings
+        self.hidden_size = hidden_size
+        self.head_dim = head_dim
+        self.intermediate_size = intermediate_size
+        self.num_hidden_layers = num_hidden_layers
+        self.num_attention_heads = num_attention_heads
+
+        # for backward compatibility
+        if num_key_value_heads is None:
+            num_key_value_heads = num_attention_heads
+
+        self.num_key_value_heads = num_key_value_heads
+        self.hidden_act = hidden_act
+        self.initializer_range = initializer_range
+        self.rms_norm_eps = rms_norm_eps
+        self.use_cache = use_cache
+        self.rope_theta = rope_theta
+        self.rope_scaling = rope_scaling
+        self.attention_bias = attention_bias
+        self.attention_dropout = attention_dropout
+
+        super().__init__(
+            pad_token_id=pad_token_id,
+            bos_token_id=bos_token_id,
+            eos_token_id=eos_token_id,
+            tie_word_embeddings=tie_word_embeddings,
+            **kwargs,
+        )
+
+
+class Gemma2FastRMSNorm(FastRMSNorm):
+    @classmethod
+    def load(cls, prefix, weights, eps=1e-6):
+        dtype = weights.dtype
+        weights.dtype = torch.float32
+        weight = weights.get_tensor(f"{prefix}.weight") + 1
+        weights.dtype = dtype
+        new = cls(weight, eps)
+        new.dtype = dtype
+        return new
+
+    # perform the multiplication in full precision and downcast after
+    def forward(self, hidden_states, residual=None):
+        if residual is not None:
+            hidden_states += residual
+        residual = hidden_states
+        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)
+        hidden_states = hidden_states * self.weight
+        return hidden_states.to(self.dtype), residual
+
+
+def load_attention(config, prefix, weights):
+    if config.num_attention_heads != config.num_key_value_heads:
+        return _load_gqa(config, prefix, weights)
+    else:
+        return TensorParallelColumnLinear.load_multi(
+            config,
+            prefixes=[f"{prefix}.q_proj", f"{prefix}.k_proj", f"{prefix}.v_proj"],
+            dim=0,
+            weights=weights,
+            bias=False,
+        )
+
+
+def _load_gqa(config, prefix: str, weights):
+    assert config.num_attention_heads % weights.process_group.size() == 0
+
+    weight = weights.get_multi_weights_col(
+        prefixes=[f"{prefix}.q_proj", f"{prefix}.k_proj", f"{prefix}.v_proj"],
+        quantize=config.quantize,
+        dim=0,
+    )
+
+    if config.quantize not in ["gptq", "awq", "marlin"]:
+        weight = weight.to(dtype=weights.dtype).to(device=weights.device)
+
+        head_size = config.head_dim
+        num_heads = config.num_attention_heads // weights.process_group.size()
+        num_key_value_heads = config.num_key_value_heads // weights.process_group.size()
+        assert list(weight.shape) == [
+            (num_heads + 2 * num_key_value_heads) * head_size,
+            config.hidden_size,
+        ], f"{list(weight.shape)} != {[(num_heads + 2 * config.num_key_value_heads) * head_size, config.hidden_size]}"
+
+    return TensorParallelColumnLinear(
+        get_linear(weight, bias=None, quantize=config.quantize)
+    )
+
+
+class FlashGemma2Attention(torch.nn.Module):
+    def __init__(self, prefix: str, config, weights, causal: bool, is_sliding: bool):
+        super().__init__()
+        self.num_heads = config.num_attention_heads
+        self.head_size = config.head_dim
+        self.causal = causal
+        if is_sliding:
+            self.window_size = config.sliding_window
+        else:
+            self.window_size = -1
+
+        self.rotary_emb = PositionRotaryEmbedding.static(
+            config=config,
+            dim=self.head_size,
+            base=config.rope_theta,
+            device=weights.device,
+        )
+
+        # self.softmax_scale = self.head_size**-0.5
+        self.softmax_scale = config.query_pre_attn_scalar**-0.5
+
+        if self.num_heads % weights.process_group.size() != 0:
+            raise ValueError(
+                f"`num_heads` must be divisible by `num_shards` (got `num_heads`: {self.num_heads} "
+                f"and `num_shards`: {weights.process_group.size()}"
+            )
+        self.num_heads = self.num_heads // weights.process_group.size()
+        self.num_key_value_heads = (
+            config.num_key_value_heads // weights.process_group.size()
+        )
+
+        self.query_key_value = load_attention(config, prefix, weights)
+
+        self.o_proj = TensorParallelRowLinear.load(
+            config,
+            prefix=f"{prefix}.o_proj",
+            weights=weights,
+            bias=False,
+        )
+        self.num_groups = self.num_heads // self.num_key_value_heads
+        self.kv_head_mapping = torch.arange(
+            0, self.num_key_value_heads, dtype=torch.int32, device=weights.device
+        ).repeat_interleave(self.num_groups)
+
+    def forward(
+        self,
+        hidden_states,
+        cos,
+        sin,
+        cu_seqlen_prefill,
+        kv_cache,
+        block_tables,
+        slots,
+        input_lengths,
+        max_s,
+    ):
+        qkv = self.query_key_value(hidden_states)
+        query, kv = qkv.split(
+            [
+                self.head_size * self.num_heads,
+                2 * self.head_size * self.num_key_value_heads,
+            ],
+            dim=1,
+        )
+        query = query.view(-1, self.num_heads, self.head_size)
+        kv = kv.view(-1, 2, self.num_key_value_heads, self.head_size)
+
+        self.rotary_emb(query, torch.select(kv, dim=1, index=0), cos, sin)
+
+        reshape_and_cache(kv[:, 0], kv[:, 1], kv_cache[0], kv_cache[1], slots)
+
+        # output tensor
+        attn_output = torch.empty_like(query)
+
+        # Prefill
+        if cu_seqlen_prefill is not None:
+            # flash attention
+            attention(
+                query,
+                torch.select(kv, dim=1, index=0),
+                torch.select(kv, dim=1, index=1),
+                attn_output,
+                cu_seqlen_prefill,
+                max_s,
+                self.softmax_scale,
+                causal=self.causal,
+                window_size_left=self.window_size,
+            )
+        # Decode
+        else:
+            paged_attention(
+                attn_output,
+                query,
+                kv_cache[0],
+                kv_cache[1],
+                self.kv_head_mapping,
+                self.softmax_scale,
+                block_tables,
+                input_lengths,
+                max_s,
+            )
+
+        return self.o_proj(attn_output.view(-1, self.num_heads * self.head_size))
+
+
+class Gemma2MLP(nn.Module):
+    def __init__(self, prefix, config, weights):
+        super().__init__()
+        act = config.hidden_act
+        self.act = (
+            ACT2FN[act]
+            if "gelu" not in act
+            else lambda x: torch.nn.functional.gelu(
+                x,
+                approximate=(
+                    "tanh" if act in ["gelu_fast", "gelu_pytorch_tanh"] else "none"
+                ),
+            )
+        )
+        # Fuse gate and up proj
+        self.gate_up_proj = TensorParallelColumnLinear.load_multi(
+            config,
+            prefixes=[f"{prefix}.gate_proj", f"{prefix}.up_proj"],
+            weights=weights,
+            dim=0,
+            bias=False,
+        )
+        self.down_proj = TensorParallelRowLinear.load(
+            config,
+            prefix=f"{prefix}.down_proj",
+            weights=weights,
+            bias=False,
+        )
+        self.intermediate_size = (
+            config.intermediate_size // weights.process_group.size()
+        )
+
+    def forward(self, hidden_states):
+        gate_up_states = self.gate_up_proj(hidden_states)
+        gate_up_states = gate_up_states.view(-1, 2, self.intermediate_size)
+        return self.down_proj(self.act(gate_up_states[:, 0]) * gate_up_states[:, 1])
+
+
+class FlashGemma2Layer(nn.Module):
+    def __init__(self, prefix, config, weights, causal: bool, is_sliding: bool):
+        super().__init__()
+        self.self_attn = FlashGemma2Attention(
+            prefix=f"{prefix}.self_attn",
+            config=config,
+            weights=weights,
+            causal=causal,
+            is_sliding=is_sliding,
+        )
+        self.mlp = Gemma2MLP(prefix=f"{prefix}.mlp", config=config, weights=weights)
+
+        self.input_layernorm = Gemma2FastRMSNorm.load(
+            prefix=f"{prefix}.input_layernorm", weights=weights, eps=config.rms_norm_eps
+        )
+        self.post_attention_layernorm = Gemma2FastRMSNorm.load(
+            prefix=f"{prefix}.post_attention_layernorm",
+            weights=weights,
+            eps=config.rms_norm_eps,
+        )
+        self.pre_feedforward_layernorm = Gemma2FastRMSNorm.load(
+            prefix=f"{prefix}.pre_feedforward_layernorm",
+            weights=weights,
+            eps=config.rms_norm_eps,
+        )
+        self.post_feedforward_layernorm = Gemma2FastRMSNorm.load(
+            prefix=f"{prefix}.post_feedforward_layernorm",
+            weights=weights,
+            eps=config.rms_norm_eps,
+        )
+
+    def forward(
+        self,
+        hidden_states,
+        residual,
+        cos,
+        sin,
+        cu_seqlen_prefill,
+        kv_cache,
+        block_tables,
+        slots,
+        input_lengths,
+        max_s,
+    ):
+        normed_hidden_states, res = self.input_layernorm(hidden_states, residual)
+
+        # Self Attention
+        attn_output = self.self_attn(
+            normed_hidden_states,
+            cos,
+            sin,
+            cu_seqlen_prefill,
+            kv_cache,
+            block_tables,
+            slots,
+            input_lengths,
+            max_s,
+        )
+
+        # faster post attention rms norm
+        normed_attn_res_output, _ = self.post_attention_layernorm(attn_output)
+        normed_attn_res_output = normed_attn_res_output + res
+        res = normed_attn_res_output
+
+        pre_normed, _ = self.pre_feedforward_layernorm(normed_attn_res_output)
+        mlp_output = self.mlp(pre_normed)
+        post_hidden_states, _ = self.post_feedforward_layernorm(mlp_output)
+
+        return post_hidden_states, normed_attn_res_output
+
+
+class FlashGemma2Model(torch.nn.Module):
+    def __init__(self, prefix, config, weights, causal: bool):
+        super().__init__()
+
+        process_group = weights.process_group
+        self.tp_rank = process_group.rank()
+        self.tp_world_size = process_group.size()
+        self.layers = nn.ModuleList(
+            [
+                FlashGemma2Layer(
+                    prefix=f"{prefix}.layers.{layer_id}",
+                    config=config,
+                    weights=weights,
+                    causal=causal,
+                    is_sliding=layer_id % 2 == 0,
+                )
+                for layer_id in range(config.num_hidden_layers)
+            ]
+        )
+        self.norm = Gemma2FastRMSNorm.load(
+            prefix=f"{prefix}.norm", weights=weights, eps=config.rms_norm_eps
+        )
+
+        self.head_size = self.layers[0].self_attn.head_size
+        self.num_heads = self.layers[0].self_attn.num_heads
+        self.num_key_value_heads = self.layers[0].self_attn.num_key_value_heads
+
+    def forward(
+        self,
+        inputs_embeds: torch.Tensor,
+        position_ids: torch.Tensor,
+        cu_seqlen_prefill: Optional[torch.Tensor],
+        kv_cache: List[Tuple[torch.Tensor, torch.Tensor]],
+        block_tables: torch.Tensor,
+        slots: torch.Tensor,
+        input_lengths: torch.Tensor,
+        max_s: int,
+    ) -> torch.Tensor:
+        hidden_states = inputs_embeds
+
+        # Get rotary cos and sin for this forward
+        # Avoid to index in each layer
+        cos, sin = self.layers[0].self_attn.rotary_emb.get_cos_sin(
+            position_ids, max_s, hidden_states.dtype
+        )
+
+        residual = None
+        for i, layer in enumerate(self.layers):
+            hidden_states, residual = layer(
+                hidden_states,
+                residual,
+                cos,
+                sin,
+                cu_seqlen_prefill,
+                kv_cache[i],
+                block_tables,
+                slots,
+                input_lengths,
+                max_s,
+            )
+
+        hidden_states, _ = self.norm(hidden_states, residual)
+
+        return hidden_states
+
+
+class FlashGemma2ForCausalLM(torch.nn.Module):
+    def __init__(self, prefix, config, weights, causal: bool):
+        super().__init__()
+
+        embed_norm = config.hidden_size**0.5
+        if not prefix:
+            prefix = "model"
+        else:
+            prefix = f"{prefix}.model"
+
+        self.embed_tokens = TensorParallelEmbedding(
+            prefix=f"{prefix}.embed_tokens", weights=weights
+        )
+        self.embed_tokens.weight *= embed_norm
+
+        self.model = FlashGemma2Model(
+            prefix=prefix, config=config, weights=weights, causal=causal
+        )
+        self.lm_head = SpeculativeHead.load(
+            prefix=(
+                f"{prefix}.embed_tokens"
+                if config.tie_word_embeddings
+                else f"{prefix}.lm_head"
+            ),
+            config=config,
+            weights=weights,
+        )
+
+    def forward(
+        self,
+        input_ids: torch.Tensor,
+        position_ids: torch.Tensor,
+        cu_seqlen_prefill: Optional[torch.Tensor],
+        kv_cache: List[Tuple[torch.Tensor, torch.Tensor]],
+        block_tables: torch.Tensor,
+        slots: torch.Tensor,
+        input_lengths: torch.Tensor,
+        max_s: int,
+        prefill_cache_indices: Optional[torch.Tensor],
+        lm_head_indices: Optional[torch.Tensor] = None,
+        adapter_data: Optional[torch.Tensor] = None,
+    ) -> Tuple[torch.Tensor, Optional[torch.Tensor]]:
+        input_embeds = self.embed_tokens(input_ids)
+        hidden_states = self.model(
+            input_embeds,
+            position_ids,
+            cu_seqlen_prefill,
+            kv_cache,
+            block_tables,
+            slots,
+            input_lengths,
+            max_s,
+        )
+        if lm_head_indices is not None:
+            hidden_states = hidden_states[lm_head_indices]
+        logits, speculative_logits = self.lm_head(hidden_states)
+        return logits, speculative_logits
diff --git a/server/text_generation_server/models/custom_modeling/flash_gemma_modeling.py b/server/text_generation_server/models/custom_modeling/flash_gemma_modeling.py
index a4fd4740..82891823 100644
--- a/server/text_generation_server/models/custom_modeling/flash_gemma_modeling.py
+++ b/server/text_generation_server/models/custom_modeling/flash_gemma_modeling.py
@@ -375,8 +375,6 @@ class FlashGemmaModel(torch.nn.Module):
             prefix=f"{prefix}.norm", weights=weights, eps=config.rms_norm_eps
         )
 
-        self.gradient_checkpointing = False
-
         self.head_size = self.layers[0].self_attn.head_size
         self.num_heads = self.layers[0].self_attn.num_heads
         self.num_key_value_heads = self.layers[0].self_attn.num_key_value_heads
diff --git a/server/text_generation_server/models/custom_modeling/llava_next.py b/server/text_generation_server/models/custom_modeling/llava_next.py
index 9a670140..6d38442c 100644
--- a/server/text_generation_server/models/custom_modeling/llava_next.py
+++ b/server/text_generation_server/models/custom_modeling/llava_next.py
@@ -39,7 +39,7 @@ def get_anyres_image_grid_shape(image_size, grid_pinpoints, patch_size):
 
     Args:
         image_size (`tuple`):
-            The size of the input image in the format (width, height).
+            The size of the input image in the format (height, width).
         grid_pinpoints (`List`):
             A list containing possible resolutions. Each item in the list should be a tuple or list
             of the form `(height, width)`.
@@ -47,7 +47,7 @@ def get_anyres_image_grid_shape(image_size, grid_pinpoints, patch_size):
             The size of each image patch.
 
     Returns:
-        tuple: The shape of the image patch grid in the format (width, height).
+        tuple: The shape of the image patch grid in the format (height, width).
     """
     if not isinstance(grid_pinpoints, list):
         raise ValueError("grid_pinpoints should be a list of tuples or lists")
@@ -230,7 +230,10 @@ class LlavaNextForConditionalGeneration(nn.Module):
                         raise ValueError(
                             "The number of patches is not consistent with the image size."
                         )
-                    num_patch_height, num_patch_width = get_anyres_image_grid_shape(
+
+                    # Dimensions are intentionally swapped to be bug-compatible with
+                    # upstream: https://github.com/LLaVA-VL/LLaVA-NeXT/issues/59
+                    num_patch_width, num_patch_height = get_anyres_image_grid_shape(
                         image_sizes[image_idx],
                         self.config.image_grid_pinpoints,
                         self.config.vision_config.image_size,
diff --git a/server/text_generation_server/models/flash_causal_lm.py b/server/text_generation_server/models/flash_causal_lm.py
index f7678762..a0a78b33 100644
--- a/server/text_generation_server/models/flash_causal_lm.py
+++ b/server/text_generation_server/models/flash_causal_lm.py
@@ -28,8 +28,12 @@ from text_generation_server.models.types import (
     GeneratedText,
 )
 from text_generation_server.pb import generate_pb2
-from text_generation_server.models.globals import MEM_POOL, CUDA_GRAPHS
-import text_generation_server.models.globals as tgi_globals
+from text_generation_server.models.globals import (
+    MEM_POOL,
+    CUDA_GRAPHS,
+    get_adapter_to_index,
+    MODEL_ID,
+)
 from text_generation_server.utils import StoppingCriteria, HeterogeneousNextTokenChooser
 from text_generation_server.utils.dist import MEMORY_FRACTION
 from text_generation_server.utils.segments import SegmentConcatBuilder, find_segments
@@ -233,7 +237,8 @@ class FlashCausalLMBatch(Batch):
             stopping_criterias.append(stopping_criteria)
             top_n_tokens.append(r.top_n_tokens)
 
-            adapter_index = tgi_globals.ADAPTER_TO_INDEX.get(r.adapter_id, 0)
+            ADAPTER_TO_INDEX = get_adapter_to_index()
+            adapter_index = ADAPTER_TO_INDEX.get(r.adapter_id, 0)
             adapter_indices_list.append(torch.full((input_length,), adapter_index))
             adapter_set.add(adapter_index)
 
@@ -499,9 +504,8 @@ class FlashCausalLMBatch(Batch):
 
             top_n_tokens.append(self.top_n_tokens[idx])
 
-            adapter_index = tgi_globals.ADAPTER_TO_INDEX.get(
-                self.requests[idx].adapter_id, 0
-            )
+            ADAPTER_TO_INDEX = get_adapter_to_index()
+            adapter_index = ADAPTER_TO_INDEX.get(self.requests[idx].adapter_id, 0)
             adapter_set.add(adapter_index)
 
             remaining_tokens = (
@@ -1017,7 +1021,7 @@ class FlashCausalLM(Model):
 
                 tunableop_filepath = os.path.join(
                     HUGGINGFACE_HUB_CACHE,
-                    f"tunableop_{tgi_globals.MODEL_ID.replace('/', '-')}_tp{self.world_size}_rank{self.rank}.csv",
+                    f"tunableop_{MODEL_ID.replace('/', '-')}_tp{self.world_size}_rank{self.rank}.csv",
                 )
 
                 logger.info(
diff --git a/server/text_generation_server/models/flash_gemma2.py b/server/text_generation_server/models/flash_gemma2.py
new file mode 100644
index 00000000..9608113b
--- /dev/null
+++ b/server/text_generation_server/models/flash_gemma2.py
@@ -0,0 +1,75 @@
+import torch
+import torch.distributed
+
+from opentelemetry import trace
+from typing import Optional
+from transformers import PretrainedConfig, AutoTokenizer
+
+from text_generation_server.models import FlashCausalLM
+from text_generation_server.models.custom_modeling.flash_gemma2_modeling import (
+    FlashGemma2ForCausalLM,
+)
+from text_generation_server.utils import (
+    initialize_torch_distributed,
+    weight_files,
+    Weights,
+)
+
+tracer = trace.get_tracer(__name__)
+
+
+class FlashGemma2(FlashCausalLM):
+    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.process_group, rank, world_size = initialize_torch_distributed()
+        if torch.cuda.is_available():
+            device = torch.device(f"cuda:{rank}")
+            dtype = torch.bfloat16 if dtype is None else dtype
+        else:
+            raise NotImplementedError("FlashGemma2 is only available on GPU")
+
+        tokenizer = AutoTokenizer.from_pretrained(
+            model_id,
+            revision=revision,
+            padding_side="left",
+            truncation_side="left",
+            trust_remote_code=trust_remote_code,
+        )
+
+        config = PretrainedConfig.from_pretrained(
+            model_id, revision=revision, trust_remote_code=trust_remote_code
+        )
+        config.quantize = quantize
+        config.speculator = speculator
+
+        torch.distributed.barrier(group=self.process_group)
+
+        filenames = weight_files(model_id, revision=revision, extension=".safetensors")
+        weights = Weights(filenames, device, dtype, process_group=self.process_group)
+        if config.quantize in ["gptq", "awq", "marlin"]:
+            weights._set_gptq_params(model_id, revision)
+
+        # TODO hardcoded
+        prefix = ""
+        model = FlashGemma2ForCausalLM(prefix, config, weights, causal=True)
+
+        torch.distributed.barrier(group=self.process_group)
+        super(FlashGemma2, self).__init__(
+            model_id=model_id,
+            model=model,
+            tokenizer=tokenizer,
+            num_layers=len(model.model.layers),
+            num_kv_heads=model.model.num_key_value_heads,
+            head_size=model.model.head_size,
+            dtype=dtype,
+            device=device,
+            rank=rank,
+            world_size=world_size,
+        )
diff --git a/server/text_generation_server/models/globals.py b/server/text_generation_server/models/globals.py
index cc2f172a..bde86e6e 100644
--- a/server/text_generation_server/models/globals.py
+++ b/server/text_generation_server/models/globals.py
@@ -44,3 +44,8 @@ ADAPTER_TO_INDEX: Dict[str, int] = None
 def set_adapter_to_index(adapter_to_index: Dict[str, int]):
     global ADAPTER_TO_INDEX
     ADAPTER_TO_INDEX = adapter_to_index
+
+
+def get_adapter_to_index():
+    global ADAPTER_TO_INDEX
+    return ADAPTER_TO_INDEX
diff --git a/server/text_generation_server/models/pali_gemma.py b/server/text_generation_server/models/pali_gemma.py
index e883ce02..a167e467 100644
--- a/server/text_generation_server/models/pali_gemma.py
+++ b/server/text_generation_server/models/pali_gemma.py
@@ -39,7 +39,9 @@ class PaliGemmaBatch(VlmCausalLMBatch):
                     # TODO do_convert_RGB should be on by default ?
                     image = image.convert("RGB")
                     image_input = processor.image_processor(image, return_tensors="pt")
-                    full_text += image_text_replacement(image_input, config, image_id)
+                    full_text += image_text_replacement(
+                        processor, image_input, config, image_id
+                    )
                     image_inputs.append(image_input)
                 else:
                     raise RuntimeError(f"Invalid chunk type {chunk_type}")
diff --git a/server/text_generation_server/models/vlm_causal_lm.py b/server/text_generation_server/models/vlm_causal_lm.py
index 218d1167..1cdf37ea 100644
--- a/server/text_generation_server/models/vlm_causal_lm.py
+++ b/server/text_generation_server/models/vlm_causal_lm.py
@@ -1,3 +1,4 @@
+from itertools import repeat
 import torch
 from PIL import Image
 from io import BytesIO
@@ -15,6 +16,9 @@ from text_generation_server.models.flash_mistral import (
 
 tracer = trace.get_tracer(__name__)
 
+IDEFICS2_FAKE_TOKEN = "<fake_token_around_image>"
+IDEFICS2_IMAGE_TOKEN = "<image>"
+
 
 def get_anyres_image_grid_shape(image_size, grid_pinpoints, patch_size):
     """
@@ -22,7 +26,7 @@ def get_anyres_image_grid_shape(image_size, grid_pinpoints, patch_size):
 
     Args:
         image_size (`tuple`):
-            The size of the input image in the format (width, height).
+            The size of the input image in the format (height, width).
         grid_pinpoints (`List`):
             A list containing possible resolutions. Each item in the list should be a tuple or list
             of the form `(height, width)`.
@@ -39,15 +43,13 @@ def get_anyres_image_grid_shape(image_size, grid_pinpoints, patch_size):
     return height // patch_size, width // patch_size
 
 
-def image_text_replacement(image_input, config, image_id) -> str:
+def image_text_replacement(processor, image_input, config, image_id: int) -> str:
     if config.model_type == "idefics2":
-        # TODO technically depends on image splitting which is not implemented.
-        num_features = 320
-        return (
-            "<fake_token_around_image>"
-            + "<image>" * num_features
-            + "<fake_token_around_image>"
-        )
+        image_seq_len = 64
+        image_str = f"{IDEFICS2_FAKE_TOKEN}{IDEFICS2_IMAGE_TOKEN * image_seq_len}{IDEFICS2_FAKE_TOKEN}"
+        if processor.image_processor.do_image_splitting:
+            image_str *= 5
+        return image_str
     elif config.model_type == "llava_next":
         height, width = image_input["image_sizes"][image_id]
         num_features = get_number_of_features(height, width, config)
@@ -64,20 +66,35 @@ def image_text_replacement(image_input, config, image_id) -> str:
         raise RuntimeError(f"Unknown config {config.model_type} for multimodal")
 
 
+def image_text_replacement_fixup(config, text: str) -> str:
+    if config.model_type == "idefics2":
+        return text.replace(
+            f"{IDEFICS2_FAKE_TOKEN}{IDEFICS2_FAKE_TOKEN}", IDEFICS2_FAKE_TOKEN
+        )
+    return text
+
+
 def get_unpadded_features(
-    height: int, width: int, npatches: int, num_patch_height: int, num_patch_width: int
+    original_height: int,
+    original_width: int,
+    npatches: int,
+    num_patch_height: int,
+    num_patch_width: int,
 ) -> Tuple[int, int]:
     current_height = npatches * num_patch_height
     current_width = npatches * num_patch_width
 
-    aspect_ratio: float = width / height
+    aspect_ratio: float = original_width / original_height
     current_aspect_ratio: float = current_width / current_height
+
     if aspect_ratio > current_aspect_ratio:
-        new_height = (height * current_width) // width
-        current_height = new_height
+        new_height = (original_height * current_width) // original_width
+        padding = (current_height - new_height) // 2
+        current_height = current_height - (2 * padding)
     else:
-        new_width = (width * current_height) // height
-        current_width = new_width
+        new_width = (original_width * current_height) // original_height
+        padding = (current_width - new_width) // 2
+        current_width = current_width - (2 * padding)
 
     unpadded_features = current_height * current_width
     newline_features = current_height
@@ -96,7 +113,9 @@ def get_number_of_features(height: int, width: int, config) -> int:
 
     npatches = image_size // patch_size
 
-    num_patch_height, num_patch_width = get_anyres_image_grid_shape(
+    # Dimensions are intentionally swapped to be bug-compatible with
+    # upstream: https://github.com/LLaVA-VL/LLaVA-NeXT/issues/59
+    num_patch_width, num_patch_height = get_anyres_image_grid_shape(
         [height, width],
         image_grid_pinpoints,
         image_size,
@@ -168,9 +187,13 @@ class VlmCausalLMBatch(FlashCausalLMBatch):
                 if chunk_type == "text":
                     full_text += chunk.text
                 elif chunk_type == "image":
-                    full_text += image_text_replacement(image_inputs, config, image_id)
+                    full_text += image_text_replacement(
+                        processor, image_inputs, config, image_id
+                    )
                     image_id += 1
 
+            full_text = image_text_replacement_fixup(config, full_text)
+
             batch_inputs.append(full_text)
             max_truncation = max(max_truncation, r.truncate)