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index 00000000..1e9a50cf
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new file mode 100644
index 00000000..5c47dd3c
--- /dev/null
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+          "logprob": -0.38867188,
+          "text": " element"
+        },
+        {
+          "id": 1277,
+          "logprob": -3.65625,
+          "text": " its"
+        },
+        {
+          "id": 1997,
+          "logprob": -4.4375,
+          "text": " own"
+        },
+        {
+          "id": 2017,
+          "logprob": -0.29882812,
+          "text": " line"
+        },
+        {
+          "id": 235265,
+          "logprob": -0.16699219,
+          "text": "."
+        },
+        {
+          "id": 107,
+          "logprob": -25.625,
+          "text": "<end_of_turn>"
+        },
+        {
+          "id": 108,
+          "logprob": -6.75,
+          "text": "\n"
+        },
+        {
+          "id": 106,
+          "logprob": -39.5,
+          "text": "<start_of_turn>"
+        },
+        {
+          "id": 2516,
+          "logprob": -32.5,
+          "text": "model"
+        },
+        {
+          "id": 235292,
+          "logprob": -10.125,
+          "text": ":"
+        },
+        {
+          "id": 108,
+          "logprob": -3.421875,
+          "text": "\n"
+        }
+      ],
+      "seed": null,
+      "tokens": [
+        {
+          "id": 688,
+          "logprob": -0.546875,
+          "special": false,
+          "text": "**"
+        },
+        {
+          "id": 103889,
+          "logprob": -0.49023438,
+          "special": false,
+          "text": "Hydrogen"
+        },
+        {
+          "id": 190213,
+          "logprob": -0.48632812,
+          "special": false,
+          "text": "**,"
+        },
+        {
+          "id": 2611,
+          "logprob": -0.58203125,
+          "special": false,
+          "text": " light"
+        },
+        {
+          "id": 578,
+          "logprob": -0.08984375,
+          "special": false,
+          "text": " and"
+        },
+        {
+          "id": 2223,
+          "logprob": -1.1015625,
+          "special": false,
+          "text": " free"
+        },
+        {
+          "id": 235269,
+          "logprob": -0.024291992,
+          "special": false,
+          "text": ","
+        },
+        {
+          "id": 108,
+          "logprob": -0.30664062,
+          "special": false,
+          "text": "\n"
+        },
+        {
+          "id": 688,
+          "logprob": -0.0038452148,
+          "special": false,
+          "text": "**"
+        },
+        {
+          "id": 1949,
+          "logprob": -4.1484833e-05,
+          "special": false,
+          "text": "He"
+        }
+      ],
+      "top_tokens": null
+    },
+    "generated_text": "**Hydrogen**, light and free,\n**He"
+  },
+  {
+    "details": {
+      "best_of_sequences": null,
+      "finish_reason": "length",
+      "generated_tokens": 10,
+      "prefill": [
+        {
+          "id": 2,
+          "logprob": null,
+          "text": "<bos>"
+        },
+        {
+          "id": 106,
+          "logprob": -47.25,
+          "text": "<start_of_turn>"
+        },
+        {
+          "id": 1645,
+          "logprob": -18.875,
+          "text": "user"
+        },
+        {
+          "id": 235292,
+          "logprob": -7.25,
+          "text": ":"
+        },
+        {
+          "id": 108,
+          "logprob": -4.78125,
+          "text": "\n"
+        },
+        {
+          "id": 5559,
+          "logprob": -10.0,
+          "text": "Write"
+        },
+        {
+          "id": 476,
+          "logprob": -0.111816406,
+          "text": " a"
+        },
+        {
+          "id": 19592,
+          "logprob": -2.46875,
+          "text": " poem"
+        },
+        {
+          "id": 577,
+          "logprob": -5.78125,
+          "text": " to"
+        },
+        {
+          "id": 1707,
+          "logprob": -6.375,
+          "text": " help"
+        },
+        {
+          "id": 682,
+          "logprob": -2.125,
+          "text": " me"
+        },
+        {
+          "id": 5434,
+          "logprob": -1.59375,
+          "text": " remember"
+        },
+        {
+          "id": 573,
+          "logprob": -0.62890625,
+          "text": " the"
+        },
+        {
+          "id": 1370,
+          "logprob": -6.625,
+          "text": " first"
+        },
+        {
+          "id": 235248,
+          "logprob": -1.7421875,
+          "text": " "
+        },
+        {
+          "id": 235274,
+          "logprob": -0.44921875,
+          "text": "1"
+        },
+        {
+          "id": 235276,
+          "logprob": -0.07128906,
+          "text": "0"
+        },
+        {
+          "id": 6635,
+          "logprob": -2.109375,
+          "text": " elements"
+        },
+        {
+          "id": 611,
+          "logprob": -0.40429688,
+          "text": " on"
+        },
+        {
+          "id": 573,
+          "logprob": -0.0009918213,
+          "text": " the"
+        },
+        {
+          "id": 26163,
+          "logprob": -0.03540039,
+          "text": " periodic"
+        },
+        {
+          "id": 3037,
+          "logprob": -0.00028800964,
+          "text": " table"
+        },
+        {
+          "id": 235269,
+          "logprob": -4.71875,
+          "text": ","
+        },
+        {
+          "id": 7385,
+          "logprob": -11.875,
+          "text": " giving"
+        },
+        {
+          "id": 1853,
+          "logprob": -4.875,
+          "text": " each"
+        },
+        {
+          "id": 5356,
+          "logprob": -0.38867188,
+          "text": " element"
+        },
+        {
+          "id": 1277,
+          "logprob": -3.65625,
+          "text": " its"
+        },
+        {
+          "id": 1997,
+          "logprob": -4.4375,
+          "text": " own"
+        },
+        {
+          "id": 2017,
+          "logprob": -0.3046875,
+          "text": " line"
+        },
+        {
+          "id": 235265,
+          "logprob": -0.16113281,
+          "text": "."
+        },
+        {
+          "id": 107,
+          "logprob": -25.625,
+          "text": "<end_of_turn>"
+        },
+        {
+          "id": 108,
+          "logprob": -6.75,
+          "text": "\n"
+        },
+        {
+          "id": 106,
+          "logprob": -39.25,
+          "text": "<start_of_turn>"
+        },
+        {
+          "id": 2516,
+          "logprob": -32.5,
+          "text": "model"
+        },
+        {
+          "id": 235292,
+          "logprob": -10.1875,
+          "text": ":"
+        },
+        {
+          "id": 108,
+          "logprob": -3.296875,
+          "text": "\n"
+        }
+      ],
+      "seed": null,
+      "tokens": [
+        {
+          "id": 688,
+          "logprob": -0.546875,
+          "special": false,
+          "text": "**"
+        },
+        {
+          "id": 103889,
+          "logprob": -0.49023438,
+          "special": false,
+          "text": "Hydrogen"
+        },
+        {
+          "id": 190213,
+          "logprob": -0.48632812,
+          "special": false,
+          "text": "**,"
+        },
+        {
+          "id": 2611,
+          "logprob": -0.58203125,
+          "special": false,
+          "text": " light"
+        },
+        {
+          "id": 578,
+          "logprob": -0.08886719,
+          "special": false,
+          "text": " and"
+        },
+        {
+          "id": 2223,
+          "logprob": -1.09375,
+          "special": false,
+          "text": " free"
+        },
+        {
+          "id": 235269,
+          "logprob": -0.024291992,
+          "special": false,
+          "text": ","
+        },
+        {
+          "id": 108,
+          "logprob": -0.30664062,
+          "special": false,
+          "text": "\n"
+        },
+        {
+          "id": 688,
+          "logprob": -0.0035552979,
+          "special": false,
+          "text": "**"
+        },
+        {
+          "id": 1949,
+          "logprob": -4.220009e-05,
+          "special": false,
+          "text": "He"
+        }
+      ],
+      "top_tokens": null
+    },
+    "generated_text": "**Hydrogen**, light and free,\n**He"
+  }
+]
diff --git a/integration-tests/models/test_flash_gemma2.py b/integration-tests/models/test_flash_gemma2.py
new file mode 100644
index 00000000..547db493
--- /dev/null
+++ b/integration-tests/models/test_flash_gemma2.py
@@ -0,0 +1,46 @@
+import pytest
+
+
+@pytest.fixture(scope="module")
+def flash_gemma2_handle(launcher):
+    with launcher("google/gemma-2-9b-it", num_shard=2) as handle:
+        yield handle
+
+
+@pytest.fixture(scope="module")
+async def flash_gemma2(flash_gemma2_handle):
+    await flash_gemma2_handle.health(300)
+    return flash_gemma2_handle.client
+
+
+@pytest.mark.release
+@pytest.mark.asyncio
+@pytest.mark.private
+async def test_flash_gemma2(flash_gemma2, response_snapshot):
+    response = await flash_gemma2.generate(
+        "<start_of_turn>user:\nWrite a poem to help me remember the first 10 elements on the periodic table, giving each element its own line.<end_of_turn>\n<start_of_turn>model:\n",
+        max_new_tokens=10,
+        decoder_input_details=True,
+    )
+
+    assert response.generated_text == "**Hydrogen**, light and free,\n**He"
+    assert response.details.generated_tokens == 10
+    assert response == response_snapshot
+
+
+@pytest.mark.release
+@pytest.mark.asyncio
+@pytest.mark.private
+async def test_flash_gemma2_load(flash_gemma2, generate_load, response_snapshot):
+    responses = await generate_load(
+        flash_gemma2,
+        "<start_of_turn>user:\nWrite a poem to help me remember the first 10 elements on the periodic table, giving each element its own line.<end_of_turn>\n<start_of_turn>model:\n",
+        max_new_tokens=10,
+        n=4,
+    )
+
+    assert responses[0].generated_text == "**Hydrogen**, light and free,\n**He"
+    assert len(responses) == 4
+    assert all([r.generated_text == responses[0].generated_text for r in responses])
+
+    assert responses == response_snapshot
diff --git a/launcher/src/main.rs b/launcher/src/main.rs
index ef7b4712..19e3440f 100644
--- a/launcher/src/main.rs
+++ b/launcher/src/main.rs
@@ -25,6 +25,7 @@ mod env_runtime;
 struct RawConfig {
     max_position_embeddings: Option<usize>,
     n_positions: Option<usize>,
+    model_type: Option<String>,
     max_seq_len: Option<usize>,
 }
 
@@ -1418,6 +1419,11 @@ fn main() -> Result<(), LauncherError> {
 
         let content = std::fs::read_to_string(filename)?;
         let config: RawConfig = serde_json::from_str(&content)?;
+
+        if config.model_type == Some("gemma2".to_string()) {
+            tracing::info!("Forcing flash decoding because of softcap usage");
+            std::env::set_var("FLASH_DECODING", "1");
+        }
         let config: Config = config.into();
 
         // Quantization usually means you're even more RAM constrained.
diff --git a/server/Makefile-flash-att-v2 b/server/Makefile-flash-att-v2
index ba90a74d..dbddd0f4 100644
--- a/server/Makefile-flash-att-v2
+++ b/server/Makefile-flash-att-v2
@@ -1,4 +1,4 @@
-flash_att_v2_commit_cuda := v2.5.9.post1
+flash_att_v2_commit_cuda := v2.6.1
 flash_att_v2_commit_rocm := 2554f490101742ccdc56620a938f847f61754be6
 
 build-flash-attention-v2-cuda:
diff --git a/server/poetry.lock b/server/poetry.lock
index 4984978a..3dbd24e2 100644
--- a/server/poetry.lock
+++ b/server/poetry.lock
@@ -202,13 +202,13 @@ test = ["scipy"]
 
 [[package]]
 name = "certifi"
-version = "2024.6.2"
+version = "2024.7.4"
 description = "Python package for providing Mozilla's CA Bundle."
 optional = false
 python-versions = ">=3.6"
 files = [
-    {file = "certifi-2024.6.2-py3-none-any.whl", hash = "sha256:ddc6c8ce995e6987e7faf5e3f1b02b302836a0e5d98ece18392cb1a36c72ad56"},
-    {file = "certifi-2024.6.2.tar.gz", hash = "sha256:3cd43f1c6fa7dedc5899d69d3ad0398fd018ad1a17fba83ddaf78aa46c747516"},
+    {file = "certifi-2024.7.4-py3-none-any.whl", hash = "sha256:c198e21b1289c2ab85ee4e67bb4b4ef3ead0892059901a8d5b622f24a1101e90"},
+    {file = "certifi-2024.7.4.tar.gz", hash = "sha256:5a1e7645bc0ec61a09e26c36f6106dd4cf40c6db3a1fb6352b0244e7fb057c7b"},
 ]
 
 [[package]]
@@ -348,45 +348,47 @@ files = [
 
 [[package]]
 name = "datasets"
-version = "2.14.4"
+version = "2.20.0"
 description = "HuggingFace community-driven open-source library of datasets"
 optional = true
 python-versions = ">=3.8.0"
 files = [
-    {file = "datasets-2.14.4-py3-none-any.whl", hash = "sha256:29336bd316a7d827ccd4da2236596279b20ca2ac78f64c04c9483da7cbc2459b"},
-    {file = "datasets-2.14.4.tar.gz", hash = "sha256:ef29c2b5841de488cd343cfc26ab979bff77efa4d2285af51f1ad7db5c46a83b"},
+    {file = "datasets-2.20.0-py3-none-any.whl", hash = "sha256:76ac02e3bdfff824492e20678f0b6b1b6d080515957fe834b00c2ba8d6b18e5e"},
+    {file = "datasets-2.20.0.tar.gz", hash = "sha256:3c4dbcd27e0f642b9d41d20ff2efa721a5e04b32b2ca4009e0fc9139e324553f"},
 ]
 
 [package.dependencies]
 aiohttp = "*"
-dill = ">=0.3.0,<0.3.8"
-fsspec = {version = ">=2021.11.1", extras = ["http"]}
-huggingface-hub = ">=0.14.0,<1.0.0"
+dill = ">=0.3.0,<0.3.9"
+filelock = "*"
+fsspec = {version = ">=2023.1.0,<=2024.5.0", extras = ["http"]}
+huggingface-hub = ">=0.21.2"
 multiprocess = "*"
 numpy = ">=1.17"
 packaging = "*"
 pandas = "*"
-pyarrow = ">=8.0.0"
+pyarrow = ">=15.0.0"
+pyarrow-hotfix = "*"
 pyyaml = ">=5.1"
-requests = ">=2.19.0"
-tqdm = ">=4.62.1"
+requests = ">=2.32.2"
+tqdm = ">=4.66.3"
 xxhash = "*"
 
 [package.extras]
-apache-beam = ["apache-beam (>=2.26.0,<2.44.0)"]
+apache-beam = ["apache-beam (>=2.26.0)"]
 audio = ["librosa", "soundfile (>=0.12.1)"]
 benchmarks = ["tensorflow (==2.12.0)", "torch (==2.0.1)", "transformers (==4.30.1)"]
-dev = ["Pillow (>=6.2.1)", "absl-py", "apache-beam (>=2.26.0,<2.44.0)", "black (>=23.1,<24.0)", "elasticsearch (<8.0.0)", "faiss-cpu (>=1.6.4)", "joblib (<1.3.0)", "joblibspark", "librosa", "lz4", "py7zr", "pyspark (>=3.4)", "pytest", "pytest-datadir", "pytest-xdist", "pyyaml (>=5.3.1)", "rarfile (>=4.0)", "ruff (>=0.0.241)", "s3fs", "s3fs (>=2021.11.1)", "soundfile (>=0.12.1)", "sqlalchemy (<2.0.0)", "tensorflow (>=2.2.0,!=2.6.0,!=2.6.1)", "tensorflow (>=2.3,!=2.6.0,!=2.6.1)", "tensorflow-macos", "tiktoken", "torch", "transformers", "zstandard"]
-docs = ["s3fs", "tensorflow (>=2.2.0,!=2.6.0,!=2.6.1)", "tensorflow-macos", "torch", "transformers"]
-jax = ["jax (>=0.2.8,!=0.3.2,<=0.3.25)", "jaxlib (>=0.1.65,<=0.3.25)"]
+dev = ["Pillow (>=9.4.0)", "absl-py", "elasticsearch (<8.0.0)", "faiss-cpu (>=1.6.4)", "jax (>=0.3.14)", "jaxlib (>=0.3.14)", "joblib (<1.3.0)", "joblibspark", "librosa", "lz4", "polars[timezone] (>=0.20.0)", "protobuf (<4.0.0)", "py7zr", "pyspark (>=3.4)", "pytest", "pytest-datadir", "pytest-xdist", "rarfile (>=4.0)", "ruff (>=0.3.0)", "s3fs", "s3fs (>=2021.11.1)", "soundfile (>=0.12.1)", "sqlalchemy", "tensorflow (>=2.6.0)", "tiktoken", "torch", "torch (>=2.0.0)", "transformers", "typing-extensions (>=4.6.1)", "zstandard"]
+docs = ["s3fs", "tensorflow (>=2.6.0)", "torch", "transformers"]
+jax = ["jax (>=0.3.14)", "jaxlib (>=0.3.14)"]
 metrics-tests = ["Werkzeug (>=1.0.1)", "accelerate", "bert-score (>=0.3.6)", "jiwer", "langdetect", "mauve-text", "nltk", "requests-file (>=1.5.1)", "rouge-score", "sacrebleu", "sacremoses", "scikit-learn", "scipy", "sentencepiece", "seqeval", "six (>=1.15.0,<1.16.0)", "spacy (>=3.0.0)", "texttable (>=1.6.3)", "tldextract", "tldextract (>=3.1.0)", "toml (>=0.10.1)", "typer (<0.5.0)"]
-quality = ["black (>=23.1,<24.0)", "pyyaml (>=5.3.1)", "ruff (>=0.0.241)"]
+quality = ["ruff (>=0.3.0)"]
 s3 = ["s3fs"]
-tensorflow = ["tensorflow (>=2.2.0,!=2.6.0,!=2.6.1)", "tensorflow-macos"]
-tensorflow-gpu = ["tensorflow-gpu (>=2.2.0,!=2.6.0,!=2.6.1)"]
-tests = ["Pillow (>=6.2.1)", "absl-py", "apache-beam (>=2.26.0,<2.44.0)", "elasticsearch (<8.0.0)", "faiss-cpu (>=1.6.4)", "joblib (<1.3.0)", "joblibspark", "librosa", "lz4", "py7zr", "pyspark (>=3.4)", "pytest", "pytest-datadir", "pytest-xdist", "rarfile (>=4.0)", "s3fs (>=2021.11.1)", "soundfile (>=0.12.1)", "sqlalchemy (<2.0.0)", "tensorflow (>=2.3,!=2.6.0,!=2.6.1)", "tensorflow-macos", "tiktoken", "torch", "transformers", "zstandard"]
+tensorflow = ["tensorflow (>=2.6.0)"]
+tensorflow-gpu = ["tensorflow (>=2.6.0)"]
+tests = ["Pillow (>=9.4.0)", "absl-py", "elasticsearch (<8.0.0)", "faiss-cpu (>=1.6.4)", "jax (>=0.3.14)", "jaxlib (>=0.3.14)", "joblib (<1.3.0)", "joblibspark", "librosa", "lz4", "polars[timezone] (>=0.20.0)", "protobuf (<4.0.0)", "py7zr", "pyspark (>=3.4)", "pytest", "pytest-datadir", "pytest-xdist", "rarfile (>=4.0)", "s3fs (>=2021.11.1)", "soundfile (>=0.12.1)", "sqlalchemy", "tensorflow (>=2.6.0)", "tiktoken", "torch (>=2.0.0)", "transformers", "typing-extensions (>=4.6.1)", "zstandard"]
 torch = ["torch"]
-vision = ["Pillow (>=6.2.1)"]
+vision = ["Pillow (>=9.4.0)"]
 
 [[package]]
 name = "deprecated"
@@ -407,17 +409,18 @@ dev = ["PyTest", "PyTest-Cov", "bump2version (<1)", "sphinx (<2)", "tox"]
 
 [[package]]
 name = "dill"
-version = "0.3.7"
+version = "0.3.8"
 description = "serialize all of Python"
 optional = true
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
-    {file = "dill-0.3.7-py3-none-any.whl", hash = "sha256:76b122c08ef4ce2eedcd4d1abd8e641114bfc6c2867f49f3c41facf65bf19f5e"},
-    {file = "dill-0.3.7.tar.gz", hash = "sha256:cc1c8b182eb3013e24bd475ff2e9295af86c1a38eb1aff128dac8962a9ce3c03"},
+    {file = "dill-0.3.8-py3-none-any.whl", hash = "sha256:c36ca9ffb54365bdd2f8eb3eff7d2a21237f8452b57ace88b1ac615b7e815bd7"},
+    {file = "dill-0.3.8.tar.gz", hash = "sha256:3ebe3c479ad625c4553aca177444d89b486b1d84982eeacded644afc0cf797ca"},
 ]
 
 [package.extras]
 graph = ["objgraph (>=1.7.2)"]
+profile = ["gprof2dot (>=2022.7.29)"]
 
 [[package]]
 name = "diskcache"
@@ -443,13 +446,13 @@ files = [
 
 [[package]]
 name = "exceptiongroup"
-version = "1.2.1"
+version = "1.2.2"
 description = "Backport of PEP 654 (exception groups)"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "exceptiongroup-1.2.1-py3-none-any.whl", hash = "sha256:5258b9ed329c5bbdd31a309f53cbfb0b155341807f6ff7606a1e801a891b29ad"},
-    {file = "exceptiongroup-1.2.1.tar.gz", hash = "sha256:a4785e48b045528f5bfe627b6ad554ff32def154f42372786903b7abcfe1aa16"},
+    {file = "exceptiongroup-1.2.2-py3-none-any.whl", hash = "sha256:3111b9d131c238bec2f8f516e123e14ba243563fb135d3fe885990585aa7795b"},
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@@ -457,18 +460,18 @@ test = ["pytest (>=6)"]
 
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 [[package]]
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 [package.extras]
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 [[package]]
 name = "grpcio-reflection"
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 [package.dependencies]
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 [[package]]
 name = "jsonschema-specifications"
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 [[package]]
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 [package.dependencies]
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+dill = ">=0.3.8"
 
 [[package]]
 name = "nest-asyncio"
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-numpy = ">=1.22,<1.27"
+llvmlite = "==0.43.*"
+numpy = ">=1.22,<2.1"
 
 [[package]]
 name = "numpy"
@@ -1551,13 +1549,14 @@ files = [
 
 [[package]]
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+version = "12.5.82"
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 python-versions = ">=3"
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 [[package]]
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 [[package]]
 name = "packaging"
-version = "24.0"
+version = "24.1"
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 [[package]]
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 [[package]]
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+version = "10.4.0"
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 [package.dependencies]
@@ -2446,110 +2481,110 @@ use-chardet-on-py3 = ["chardet (>=3.0.2,<6)"]
 
 [[package]]
 name = "rpds-py"
-version = "0.18.1"
+version = "0.19.0"
 description = "Python bindings to Rust's persistent data structures (rpds)"
 optional = true
 python-versions = ">=3.8"
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 [package.dependencies]
@@ -3009,7 +3048,7 @@ nvidia-cusparse-cu12 = {version = "12.1.0.106", markers = "platform_system == \"
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 sympy = "*"
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 typing-extensions = ">=4.8.0"
 
 [package.extras]
@@ -3038,19 +3077,19 @@ telegram = ["requests"]
 
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 packaging = ">=20.0"
 pyyaml = ">=5.1"
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 [package.extras]
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+dev = ["GitPython (<3.1.19)", "Pillow (>=10.0.1,<=15.0)", "accelerate (>=0.21.0)", "av (==9.2.0)", "beautifulsoup4", "codecarbon (==1.2.0)", "cookiecutter (==1.7.3)", "datasets (!=2.5.0)", "decord (==0.6.0)", "dill (<0.3.5)", "evaluate (>=0.2.0)", "faiss-cpu", "flax (>=0.4.1,<=0.7.0)", "fugashi (>=1.0)", "ipadic (>=1.0.0,<2.0)", "isort (>=5.5.4)", "jax (>=0.4.1,<=0.4.13)", "jaxlib (>=0.4.1,<=0.4.13)", "kenlm", "keras-nlp (>=0.3.1)", "librosa", "nltk", "onnxconverter-common", "optax (>=0.0.8,<=0.1.4)", "optuna", "parameterized", "phonemizer", "protobuf", "psutil", "pyctcdecode (>=0.4.0)", "pydantic", "pytest (>=7.2.0,<8.0.0)", "pytest-rich", "pytest-timeout", "pytest-xdist", "ray[tune] (>=2.7.0)", "rhoknp (>=1.1.0,<1.3.1)", "rjieba", "rouge-score (!=0.0.7,!=0.0.8,!=0.1,!=0.1.1)", "ruff (==0.4.4)", "sacrebleu (>=1.4.12,<2.0.0)", "sacremoses", "scikit-learn", "scipy (<1.13.0)", "sentencepiece (>=0.1.91,!=0.1.92)", "sigopt", "sudachidict-core (>=20220729)", "sudachipy (>=0.6.6)", "tensorboard", "tensorflow (>2.9,<2.16)", "tensorflow-text (<2.16)", "tf2onnx", "timeout-decorator", "timm (<=0.9.16)", "tokenizers (>=0.19,<0.20)", "torch", "torchaudio", "torchvision", "unidic (>=1.0.2)", "unidic-lite (>=1.0.7)", "urllib3 (<2.0.0)"]
+dev-tensorflow = ["GitPython (<3.1.19)", "Pillow (>=10.0.1,<=15.0)", "beautifulsoup4", "cookiecutter (==1.7.3)", "datasets (!=2.5.0)", "dill (<0.3.5)", "evaluate (>=0.2.0)", "faiss-cpu", "isort (>=5.5.4)", "kenlm", "keras-nlp (>=0.3.1)", "librosa", "nltk", "onnxconverter-common", "onnxruntime (>=1.4.0)", "onnxruntime-tools (>=1.4.2)", "parameterized", "phonemizer", "protobuf", "psutil", "pyctcdecode (>=0.4.0)", "pydantic", "pytest (>=7.2.0,<8.0.0)", "pytest-rich", "pytest-timeout", "pytest-xdist", "rjieba", "rouge-score (!=0.0.7,!=0.0.8,!=0.1,!=0.1.1)", "ruff (==0.4.4)", "sacrebleu (>=1.4.12,<2.0.0)", "sacremoses", "scikit-learn", "sentencepiece (>=0.1.91,!=0.1.92)", "tensorboard", "tensorflow (>2.9,<2.16)", "tensorflow-text (<2.16)", "tf2onnx", "timeout-decorator", "tokenizers (>=0.19,<0.20)", "urllib3 (<2.0.0)"]
+dev-torch = ["GitPython (<3.1.19)", "Pillow (>=10.0.1,<=15.0)", "accelerate (>=0.21.0)", "beautifulsoup4", "codecarbon (==1.2.0)", "cookiecutter (==1.7.3)", "datasets (!=2.5.0)", "dill (<0.3.5)", "evaluate (>=0.2.0)", "faiss-cpu", "fugashi (>=1.0)", "ipadic (>=1.0.0,<2.0)", "isort (>=5.5.4)", "kenlm", "librosa", "nltk", "onnxruntime (>=1.4.0)", "onnxruntime-tools (>=1.4.2)", "optuna", "parameterized", "phonemizer", "protobuf", "psutil", "pyctcdecode (>=0.4.0)", "pydantic", "pytest (>=7.2.0,<8.0.0)", "pytest-rich", "pytest-timeout", "pytest-xdist", "ray[tune] (>=2.7.0)", "rhoknp (>=1.1.0,<1.3.1)", "rjieba", "rouge-score (!=0.0.7,!=0.0.8,!=0.1,!=0.1.1)", "ruff (==0.4.4)", "sacrebleu (>=1.4.12,<2.0.0)", "sacremoses", "scikit-learn", "sentencepiece (>=0.1.91,!=0.1.92)", "sigopt", "sudachidict-core (>=20220729)", "sudachipy (>=0.6.6)", "tensorboard", "timeout-decorator", "timm (<=0.9.16)", "tokenizers (>=0.19,<0.20)", "torch", "torchaudio", "torchvision", "unidic (>=1.0.2)", "unidic-lite (>=1.0.7)", "urllib3 (<2.0.0)"]
 flax = ["flax (>=0.4.1,<=0.7.0)", "jax (>=0.4.1,<=0.4.13)", "jaxlib (>=0.4.1,<=0.4.13)", "optax (>=0.0.8,<=0.1.4)", "scipy (<1.13.0)"]
 flax-speech = ["kenlm", "librosa", "phonemizer", "pyctcdecode (>=0.4.0)"]
 ftfy = ["ftfy"]
@@ -3080,41 +3120,42 @@ natten = ["natten (>=0.14.6,<0.15.0)"]
 onnx = ["onnxconverter-common", "onnxruntime (>=1.4.0)", "onnxruntime-tools (>=1.4.2)", "tf2onnx"]
 onnxruntime = ["onnxruntime (>=1.4.0)", "onnxruntime-tools (>=1.4.2)"]
 optuna = ["optuna"]
-quality = ["GitPython (<3.1.19)", "datasets (!=2.5.0)", "isort (>=5.5.4)", "ruff (==0.1.5)", "urllib3 (<2.0.0)"]
+quality = ["GitPython (<3.1.19)", "datasets (!=2.5.0)", "isort (>=5.5.4)", "ruff (==0.4.4)", "urllib3 (<2.0.0)"]
 ray = ["ray[tune] (>=2.7.0)"]
 retrieval = ["datasets (!=2.5.0)", "faiss-cpu"]
+ruff = ["ruff (==0.4.4)"]
 sagemaker = ["sagemaker (>=2.31.0)"]
 sentencepiece = ["protobuf", "sentencepiece (>=0.1.91,!=0.1.92)"]
 serving = ["fastapi", "pydantic", "starlette", "uvicorn"]
 sigopt = ["sigopt"]
 sklearn = ["scikit-learn"]
 speech = ["kenlm", "librosa", "phonemizer", "pyctcdecode (>=0.4.0)", "torchaudio"]
-testing = ["GitPython (<3.1.19)", "beautifulsoup4", "cookiecutter (==1.7.3)", "datasets (!=2.5.0)", "dill (<0.3.5)", "evaluate (>=0.2.0)", "faiss-cpu", "nltk", "parameterized", "psutil", "pydantic", "pytest (>=7.2.0,<8.0.0)", "pytest-rich", "pytest-timeout", "pytest-xdist", "rjieba", "rouge-score (!=0.0.7,!=0.0.8,!=0.1,!=0.1.1)", "ruff (==0.1.5)", "sacrebleu (>=1.4.12,<2.0.0)", "sacremoses", "sentencepiece (>=0.1.91,!=0.1.92)", "tensorboard", "timeout-decorator"]
+testing = ["GitPython (<3.1.19)", "beautifulsoup4", "cookiecutter (==1.7.3)", "datasets (!=2.5.0)", "dill (<0.3.5)", "evaluate (>=0.2.0)", "faiss-cpu", "nltk", "parameterized", "psutil", "pydantic", "pytest (>=7.2.0,<8.0.0)", "pytest-rich", "pytest-timeout", "pytest-xdist", "rjieba", "rouge-score (!=0.0.7,!=0.0.8,!=0.1,!=0.1.1)", "ruff (==0.4.4)", "sacrebleu (>=1.4.12,<2.0.0)", "sacremoses", "sentencepiece (>=0.1.91,!=0.1.92)", "tensorboard", "timeout-decorator"]
 tf = ["keras-nlp (>=0.3.1)", "onnxconverter-common", "tensorflow (>2.9,<2.16)", "tensorflow-text (<2.16)", "tf2onnx"]
-tf-cpu = ["keras (>2.9,<2.16)", "keras-nlp (>=0.3.1)", "onnxconverter-common", "tensorflow-cpu (>2.9,<2.16)", "tensorflow-probability (<2.16)", "tensorflow-text (<2.16)", "tf2onnx"]
+tf-cpu = ["keras (>2.9,<2.16)", "keras-nlp (>=0.3.1)", "onnxconverter-common", "tensorflow-cpu (>2.9,<2.16)", "tensorflow-probability (<0.24)", "tensorflow-text (<2.16)", "tf2onnx"]
 tf-speech = ["kenlm", "librosa", "phonemizer", "pyctcdecode (>=0.4.0)"]
-timm = ["timm"]
+timm = ["timm (<=0.9.16)"]
 tokenizers = ["tokenizers (>=0.19,<0.20)"]
 torch = ["accelerate (>=0.21.0)", "torch"]
 torch-speech = ["kenlm", "librosa", "phonemizer", "pyctcdecode (>=0.4.0)", "torchaudio"]
 torch-vision = ["Pillow (>=10.0.1,<=15.0)", "torchvision"]
-torchhub = ["filelock", "huggingface-hub (>=0.23.0,<1.0)", "importlib-metadata", "numpy (>=1.17)", "packaging (>=20.0)", "protobuf", "regex (!=2019.12.17)", "requests", "sentencepiece (>=0.1.91,!=0.1.92)", "tokenizers (>=0.19,<0.20)", "torch", "tqdm (>=4.27)"]
+torchhub = ["filelock", "huggingface-hub (>=0.23.2,<1.0)", "importlib-metadata", "numpy (>=1.17,<2.0)", "packaging (>=20.0)", "protobuf", "regex (!=2019.12.17)", "requests", "sentencepiece (>=0.1.91,!=0.1.92)", "tokenizers (>=0.19,<0.20)", "torch", "tqdm (>=4.27)"]
 video = ["av (==9.2.0)", "decord (==0.6.0)"]
 vision = ["Pillow (>=10.0.1,<=15.0)"]
 
 [[package]]
 name = "triton"
-version = "2.3.0"
+version = "2.3.1"
 description = "A language and compiler for custom Deep Learning operations"
 optional = true
 python-versions = "*"
 files = [
-    {file = "triton-2.3.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:5ce4b8ff70c48e47274c66f269cce8861cf1dc347ceeb7a67414ca151b1822d8"},
-    {file = "triton-2.3.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:3c3d9607f85103afdb279938fc1dd2a66e4f5999a58eb48a346bd42738f986dd"},
-    {file = "triton-2.3.0-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:218d742e67480d9581bafb73ed598416cc8a56f6316152e5562ee65e33de01c0"},
-    {file = "triton-2.3.0-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:381ec6b3dac06922d3e4099cfc943ef032893b25415de295e82b1a82b0359d2c"},
-    {file = "triton-2.3.0-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:038e06a09c06a164fef9c48de3af1e13a63dc1ba3c792871e61a8e79720ea440"},
-    {file = "triton-2.3.0-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:6d8f636e0341ac348899a47a057c3daea99ea7db31528a225a3ba4ded28ccc65"},
+    {file = "triton-2.3.1-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:3c84595cbe5e546b1b290d2a58b1494df5a2ef066dd890655e5b8a8a92205c33"},
+    {file = "triton-2.3.1-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:c9d64ae33bcb3a7a18081e3a746e8cf87ca8623ca13d2c362413ce7a486f893e"},
+    {file = "triton-2.3.1-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:eaf80e8761a9e3498aa92e7bf83a085b31959c61f5e8ac14eedd018df6fccd10"},
+    {file = "triton-2.3.1-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:b13bf35a2b659af7159bf78e92798dc62d877aa991de723937329e2d382f1991"},
+    {file = "triton-2.3.1-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:63381e35ded3304704ea867ffde3b7cfc42c16a55b3062d41e017ef510433d66"},
+    {file = "triton-2.3.1-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:1d968264523c7a07911c8fb51b4e0d1b920204dae71491b1fe7b01b62a31e124"},
 ]
 
 [package.dependencies]
@@ -3147,13 +3188,13 @@ test = ["black (>=22.3.0,<23.0.0)", "coverage (>=5.2,<6.0)", "isort (>=5.0.6,<6.
 
 [[package]]
 name = "typing-extensions"
-version = "4.12.1"
+version = "4.12.2"
 description = "Backported and Experimental Type Hints for Python 3.8+"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "typing_extensions-4.12.1-py3-none-any.whl", hash = "sha256:6024b58b69089e5a89c347397254e35f1bf02a907728ec7fee9bf0fe837d203a"},
-    {file = "typing_extensions-4.12.1.tar.gz", hash = "sha256:915f5e35ff76f56588223f15fdd5938f9a1cf9195c0de25130c627e4d597f6d1"},
+    {file = "typing_extensions-4.12.2-py3-none-any.whl", hash = "sha256:04e5ca0351e0f3f85c6853954072df659d0d13fac324d0072316b67d7794700d"},
+    {file = "typing_extensions-4.12.2.tar.gz", hash = "sha256:1a7ead55c7e559dd4dee8856e3a88b41225abfe1ce8df57b7c13915fe121ffb8"},
 ]
 
 [[package]]
@@ -3169,13 +3210,13 @@ files = [
 
 [[package]]
 name = "urllib3"
-version = "2.2.1"
+version = "2.2.2"
 description = "HTTP library with thread-safe connection pooling, file post, and more."
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "urllib3-2.2.1-py3-none-any.whl", hash = "sha256:450b20ec296a467077128bff42b73080516e71b56ff59a60a02bef2232c4fa9d"},
-    {file = "urllib3-2.2.1.tar.gz", hash = "sha256:d0570876c61ab9e520d776c38acbbb5b05a776d3f9ff98a5c8fd5162a444cf19"},
+    {file = "urllib3-2.2.2-py3-none-any.whl", hash = "sha256:a448b2f64d686155468037e1ace9f2d2199776e17f0a46610480d311f73e3472"},
+    {file = "urllib3-2.2.2.tar.gz", hash = "sha256:dd505485549a7a552833da5e6063639d0d177c04f23bc3864e41e5dc5f612168"},
 ]
 
 [package.extras]
@@ -3499,18 +3540,18 @@ multidict = ">=4.0"
 
 [[package]]
 name = "zipp"
-version = "3.19.1"
+version = "3.19.2"
 description = "Backport of pathlib-compatible object wrapper for zip files"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "zipp-3.19.1-py3-none-any.whl", hash = "sha256:2828e64edb5386ea6a52e7ba7cdb17bb30a73a858f5eb6eb93d8d36f5ea26091"},
-    {file = "zipp-3.19.1.tar.gz", hash = "sha256:35427f6d5594f4acf82d25541438348c26736fa9b3afa2754bcd63cdb99d8e8f"},
+    {file = "zipp-3.19.2-py3-none-any.whl", hash = "sha256:f091755f667055f2d02b32c53771a7a6c8b47e1fdbc4b72a8b9072b3eef8015c"},
+    {file = "zipp-3.19.2.tar.gz", hash = "sha256:bf1dcf6450f873a13e952a29504887c89e6de7506209e5b1bcc3460135d4de19"},
 ]
 
 [package.extras]
 doc = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
-test = ["big-O", "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)"]
+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)"]
 
 [extras]
 accelerate = ["accelerate"]
@@ -3523,4 +3564,4 @@ torch = ["torch"]
 [metadata]
 lock-version = "2.0"
 python-versions = ">=3.9,<3.13"
-content-hash = "f62a7a74e1e1bcb3b7cb4f7da2b538065830748062a2b57fdbb4c76eae5abddc"
+content-hash = "877137815e7080bf0f021c1a6c137b2d02042fc9340c862347aa07fde53b5f93"
diff --git a/server/pyproject.toml b/server/pyproject.toml
index 7b5e83fb..a8b5d601 100644
--- a/server/pyproject.toml
+++ b/server/pyproject.toml
@@ -26,7 +26,7 @@ hf-transfer = "^0.1.2"
 sentencepiece = "^0.1.97"
 tokenizers = "^0.19.1"
 huggingface-hub = "^0.23"
-transformers = "^4.41"
+transformers = "^4.42"
 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 88fcc4f3..d074e406 100644
--- a/server/requirements_cuda.txt
+++ b/server/requirements_cuda.txt
@@ -1,48 +1,50 @@
-backoff==2.2.1 ; python_version >= "3.9" and python_version < "3.13"
-certifi==2024.2.2 ; python_version >= "3.9" and python_version < "3.13"
+certifi==2024.7.4 ; 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==3.14.0 ; 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==1.63.0 ; python_version >= "3.9" and python_version < "3.13"
+googleapis-common-protos==1.63.2 ; python_version >= "3.9" and python_version < "3.13"
 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==1.64.0 ; python_version >= "3.9" and python_version < "3.13"
+grpcio==1.65.1 ; python_version >= "3.9" and python_version < "3.13"
 hf-transfer==0.1.6 ; python_version >= "3.9" and python_version < "3.13"
-huggingface-hub==0.23.1 ; 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"
+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"
 numpy==1.26.4 ; python_version >= "3.9" and python_version < "3.13"
-opentelemetry-api==1.15.0 ; python_version >= "3.9" and python_version < "3.13"
-opentelemetry-exporter-otlp-proto-grpc==1.15.0 ; python_version >= "3.9" and python_version < "3.13"
-opentelemetry-exporter-otlp-proto-http==1.15.0 ; python_version >= "3.9" and python_version < "3.13"
-opentelemetry-exporter-otlp==1.15.0 ; python_version >= "3.9" and python_version < "3.13"
-opentelemetry-instrumentation-grpc==0.36b0 ; python_version >= "3.9" and python_version < "3.13"
-opentelemetry-instrumentation==0.36b0 ; python_version >= "3.9" and python_version < "3.13"
-opentelemetry-proto==1.15.0 ; python_version >= "3.9" and python_version < "3.13"
-opentelemetry-sdk==1.15.0 ; python_version >= "3.9" and python_version < "3.13"
-opentelemetry-semantic-conventions==0.36b0 ; python_version >= "3.9" and python_version < "3.13"
-packaging==24.0 ; python_version >= "3.9" and python_version < "3.13"
-pillow==10.3.0 ; python_version >= "3.9" and python_version < "3.13"
+opentelemetry-api==1.25.0 ; python_version >= "3.9" and python_version < "3.13"
+opentelemetry-exporter-otlp-proto-common==1.25.0 ; python_version >= "3.9" and python_version < "3.13"
+opentelemetry-exporter-otlp-proto-grpc==1.25.0 ; python_version >= "3.9" and python_version < "3.13"
+opentelemetry-exporter-otlp-proto-http==1.25.0 ; python_version >= "3.9" and python_version < "3.13"
+opentelemetry-exporter-otlp==1.25.0 ; python_version >= "3.9" and python_version < "3.13"
+opentelemetry-instrumentation-grpc==0.46b0 ; python_version >= "3.9" and python_version < "3.13"
+opentelemetry-instrumentation==0.46b0 ; python_version >= "3.9" and python_version < "3.13"
+opentelemetry-proto==1.25.0 ; python_version >= "3.9" and python_version < "3.13"
+opentelemetry-sdk==1.25.0 ; python_version >= "3.9" and python_version < "3.13"
+opentelemetry-semantic-conventions==0.46b0 ; python_version >= "3.9" and python_version < "3.13"
+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"
 py-cpuinfo==9.0.0 ; 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"
-requests==2.32.2 ; python_version >= "3.9" and python_version < "3.13"
+requests==2.32.3 ; python_version >= "3.9" and python_version < "3.13"
 safetensors==0.4.3 ; python_version >= "3.9" and python_version < "3.13"
 scipy==1.13.1 ; python_version >= "3.9" and python_version < "3.13"
 sentencepiece==0.1.99 ; python_version >= "3.9" and python_version < "3.13"
-setuptools==70.0.0 ; 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==4.41.1 ; python_version >= "3.9" and python_version < "3.13"
+transformers==4.42.4 ; python_version >= "3.9" and python_version < "3.13"
 typer==0.6.1 ; python_version >= "3.9" and python_version < "3.13"
-typing-extensions==4.12.0 ; python_version >= "3.9" and python_version < "3.13"
-urllib3==2.2.1 ; 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"
 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"
diff --git a/server/requirements_intel.txt b/server/requirements_intel.txt
index 5751bf81..d074e406 100644
--- a/server/requirements_intel.txt
+++ b/server/requirements_intel.txt
@@ -1,48 +1,50 @@
-backoff==2.2.1 ; python_version >= "3.9" and python_version < "3.13"
-certifi==2024.2.2 ; python_version >= "3.9" and python_version < "3.13"
+certifi==2024.7.4 ; 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==3.14.0 ; 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==1.63.0 ; python_version >= "3.9" and python_version < "3.13"
+googleapis-common-protos==1.63.2 ; python_version >= "3.9" and python_version < "3.13"
 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==1.64.0 ; python_version >= "3.9" and python_version < "3.13"
+grpcio==1.65.1 ; python_version >= "3.9" and python_version < "3.13"
 hf-transfer==0.1.6 ; python_version >= "3.9" and python_version < "3.13"
-huggingface-hub==0.23.1 ; 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"
+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"
 numpy==1.26.4 ; python_version >= "3.9" and python_version < "3.13"
-opentelemetry-api==1.15.0 ; python_version >= "3.9" and python_version < "3.13"
-opentelemetry-exporter-otlp-proto-grpc==1.15.0 ; python_version >= "3.9" and python_version < "3.13"
-opentelemetry-exporter-otlp-proto-http==1.15.0 ; python_version >= "3.9" and python_version < "3.13"
-opentelemetry-exporter-otlp==1.15.0 ; python_version >= "3.9" and python_version < "3.13"
-opentelemetry-instrumentation-grpc==0.36b0 ; python_version >= "3.9" and python_version < "3.13"
-opentelemetry-instrumentation==0.36b0 ; python_version >= "3.9" and python_version < "3.13"
-opentelemetry-proto==1.15.0 ; python_version >= "3.9" and python_version < "3.13"
-opentelemetry-sdk==1.15.0 ; python_version >= "3.9" and python_version < "3.13"
-opentelemetry-semantic-conventions==0.36b0 ; python_version >= "3.9" and python_version < "3.13"
-packaging==24.0 ; python_version >= "3.9" and python_version < "3.13"
-pillow==10.3.0 ; python_version >= "3.9" and python_version < "3.13"
+opentelemetry-api==1.25.0 ; python_version >= "3.9" and python_version < "3.13"
+opentelemetry-exporter-otlp-proto-common==1.25.0 ; python_version >= "3.9" and python_version < "3.13"
+opentelemetry-exporter-otlp-proto-grpc==1.25.0 ; python_version >= "3.9" and python_version < "3.13"
+opentelemetry-exporter-otlp-proto-http==1.25.0 ; python_version >= "3.9" and python_version < "3.13"
+opentelemetry-exporter-otlp==1.25.0 ; python_version >= "3.9" and python_version < "3.13"
+opentelemetry-instrumentation-grpc==0.46b0 ; python_version >= "3.9" and python_version < "3.13"
+opentelemetry-instrumentation==0.46b0 ; python_version >= "3.9" and python_version < "3.13"
+opentelemetry-proto==1.25.0 ; python_version >= "3.9" and python_version < "3.13"
+opentelemetry-sdk==1.25.0 ; python_version >= "3.9" and python_version < "3.13"
+opentelemetry-semantic-conventions==0.46b0 ; python_version >= "3.9" and python_version < "3.13"
+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"
 py-cpuinfo==9.0.0 ; 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"
-requests==2.32.2 ; python_version >= "3.9" and python_version < "3.13"
+requests==2.32.3 ; python_version >= "3.9" and python_version < "3.13"
 safetensors==0.4.3 ; python_version >= "3.9" and python_version < "3.13"
 scipy==1.13.1 ; python_version >= "3.9" and python_version < "3.13"
 sentencepiece==0.1.99 ; python_version >= "3.9" and python_version < "3.13"
-setuptools==69.5.1 ; 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==4.41.1 ; python_version >= "3.9" and python_version < "3.13"
+transformers==4.42.4 ; python_version >= "3.9" and python_version < "3.13"
 typer==0.6.1 ; python_version >= "3.9" and python_version < "3.13"
-typing-extensions==4.12.0 ; python_version >= "3.9" and python_version < "3.13"
-urllib3==2.2.1 ; 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"
 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"
diff --git a/server/requirements_rocm.txt b/server/requirements_rocm.txt
index 88fcc4f3..d074e406 100644
--- a/server/requirements_rocm.txt
+++ b/server/requirements_rocm.txt
@@ -1,48 +1,50 @@
-backoff==2.2.1 ; python_version >= "3.9" and python_version < "3.13"
-certifi==2024.2.2 ; python_version >= "3.9" and python_version < "3.13"
+certifi==2024.7.4 ; 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==3.14.0 ; 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==1.63.0 ; python_version >= "3.9" and python_version < "3.13"
+googleapis-common-protos==1.63.2 ; python_version >= "3.9" and python_version < "3.13"
 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==1.64.0 ; python_version >= "3.9" and python_version < "3.13"
+grpcio==1.65.1 ; python_version >= "3.9" and python_version < "3.13"
 hf-transfer==0.1.6 ; python_version >= "3.9" and python_version < "3.13"
-huggingface-hub==0.23.1 ; 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"
+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"
 numpy==1.26.4 ; python_version >= "3.9" and python_version < "3.13"
-opentelemetry-api==1.15.0 ; python_version >= "3.9" and python_version < "3.13"
-opentelemetry-exporter-otlp-proto-grpc==1.15.0 ; python_version >= "3.9" and python_version < "3.13"
-opentelemetry-exporter-otlp-proto-http==1.15.0 ; python_version >= "3.9" and python_version < "3.13"
-opentelemetry-exporter-otlp==1.15.0 ; python_version >= "3.9" and python_version < "3.13"
-opentelemetry-instrumentation-grpc==0.36b0 ; python_version >= "3.9" and python_version < "3.13"
-opentelemetry-instrumentation==0.36b0 ; python_version >= "3.9" and python_version < "3.13"
-opentelemetry-proto==1.15.0 ; python_version >= "3.9" and python_version < "3.13"
-opentelemetry-sdk==1.15.0 ; python_version >= "3.9" and python_version < "3.13"
-opentelemetry-semantic-conventions==0.36b0 ; python_version >= "3.9" and python_version < "3.13"
-packaging==24.0 ; python_version >= "3.9" and python_version < "3.13"
-pillow==10.3.0 ; python_version >= "3.9" and python_version < "3.13"
+opentelemetry-api==1.25.0 ; python_version >= "3.9" and python_version < "3.13"
+opentelemetry-exporter-otlp-proto-common==1.25.0 ; python_version >= "3.9" and python_version < "3.13"
+opentelemetry-exporter-otlp-proto-grpc==1.25.0 ; python_version >= "3.9" and python_version < "3.13"
+opentelemetry-exporter-otlp-proto-http==1.25.0 ; python_version >= "3.9" and python_version < "3.13"
+opentelemetry-exporter-otlp==1.25.0 ; python_version >= "3.9" and python_version < "3.13"
+opentelemetry-instrumentation-grpc==0.46b0 ; python_version >= "3.9" and python_version < "3.13"
+opentelemetry-instrumentation==0.46b0 ; python_version >= "3.9" and python_version < "3.13"
+opentelemetry-proto==1.25.0 ; python_version >= "3.9" and python_version < "3.13"
+opentelemetry-sdk==1.25.0 ; python_version >= "3.9" and python_version < "3.13"
+opentelemetry-semantic-conventions==0.46b0 ; python_version >= "3.9" and python_version < "3.13"
+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"
 py-cpuinfo==9.0.0 ; 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"
-requests==2.32.2 ; python_version >= "3.9" and python_version < "3.13"
+requests==2.32.3 ; python_version >= "3.9" and python_version < "3.13"
 safetensors==0.4.3 ; python_version >= "3.9" and python_version < "3.13"
 scipy==1.13.1 ; python_version >= "3.9" and python_version < "3.13"
 sentencepiece==0.1.99 ; python_version >= "3.9" and python_version < "3.13"
-setuptools==70.0.0 ; 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==4.41.1 ; python_version >= "3.9" and python_version < "3.13"
+transformers==4.42.4 ; python_version >= "3.9" and python_version < "3.13"
 typer==0.6.1 ; python_version >= "3.9" and python_version < "3.13"
-typing-extensions==4.12.0 ; python_version >= "3.9" and python_version < "3.13"
-urllib3==2.2.1 ; 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"
 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"
diff --git a/server/text_generation_server/layers/attention/cuda.py b/server/text_generation_server/layers/attention/cuda.py
index 94b69899..8ff51596 100644
--- a/server/text_generation_server/layers/attention/cuda.py
+++ b/server/text_generation_server/layers/attention/cuda.py
@@ -2,6 +2,7 @@ import torch
 from text_generation_server.utils.import_utils import SYSTEM
 from text_generation_server.models.globals import FLASH_DECODING, BLOCK_SIZE
 from text_generation_server.layers.attention import Seqlen
+from typing import Optional
 
 major, minor = torch.cuda.get_device_capability()
 is_sm75 = major == 7 and minor == 5
@@ -43,6 +44,7 @@ def paged_attention(
     block_tables: torch.Tensor,
     seqlen: Seqlen,
     max_s: int,
+    softcap: Optional[float] = None,
 ):
     # Adapted from: https://github.com/vllm-project/vllm/blob/f8a1e39fae05ca610be8d5a78be9d40f5274e5fc/vllm/model_executor/layers/attention.py
     # Copyright 2023 The vLLM team. All rights
@@ -82,6 +84,8 @@ def paged_attention(
         # by the current path
         # https://github.com/Dao-AILab/flash-attention/blob/320fb59487658f033f56711efd3d61b7c7a6f8f3/csrc/flash_attn/flash_api.cpp#L577
         # This fails becuase we're using causal, therefore window_right is set to 0 and the split logic is never applied.
+        if softcap is None:
+            softcap = 0.0
         out2 = flash_attn_2_cuda.varlen_fwd(
             query,
             key_cache,
@@ -89,6 +93,7 @@ def paged_attention(
             None,
             seqlen.cu_seqlen_q,
             seqlen.cu_seqlen_k,
+            None,  # pad_k
             None,
             block_tables,
             None,
@@ -100,11 +105,14 @@ def paged_attention(
             True,  # causal
             -1,  # Window_left
             -1,  # Window right
+            softcap,
             False,  # return softmax
             None,  # generator
         )
         return out2[0]
     else:
+        if softcap is not None:
+            raise RuntimeError("Paged attention doesn't support softcapping")
         input_lengths = seqlen.input_lengths
         from vllm._C import ops
 
@@ -205,6 +213,7 @@ if V2:
         softmax_scale,
         window_size_left=-1,
         causal=True,
+        softcap=0.0,
     ):
         if window_size_left <= 0 and window_size_left != -1:
             raise ValueError("`window_size_left` must be > 0 or -1")
@@ -218,6 +227,7 @@ if V2:
             None,
             None,
             None,
+            None,
             max_s,
             max_s,
             0.0,
@@ -226,6 +236,7 @@ if V2:
             causal,
             window_size_left,
             0,
+            softcap,
             False,
             None,
         )
@@ -241,11 +252,14 @@ else:
         max_s,
         softmax_scale,
         window_size_left=-1,
+        softcap=None,
     ):
         if window_size_left != -1:
             raise NotImplementedError(
                 "window_size_left is only available with flash attn v2"
             )
+        if softcap is not None:
+            raise NotImplementedError("softcap is only available with flash attn v2")
 
         # Flash attention v1 requires q, k and v to have the same number of heads
         if k.shape[1] != q.shape[1]:
diff --git a/server/text_generation_server/models/__init__.py b/server/text_generation_server/models/__init__.py
index 1cd13a2a..f6ffb4aa 100644
--- a/server/text_generation_server/models/__init__.py
+++ b/server/text_generation_server/models/__init__.py
@@ -762,6 +762,8 @@ def get_model(
                 default_dtype=torch.bfloat16,
                 trust_remote_code=trust_remote_code,
                 lora_adapter_ids=lora_adapter_ids,
+                # hidden_size / num_attention_heads is wrong in `google/gemma-2-9b-it`
+                head_size=config_dict["head_dim"],
             )
         elif sharded:
             raise NotImplementedError(FLASH_ATT_ERROR_MESSAGE.format("Sharded Gemma2"))
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
index 8526d515..0dc5b9cf 100644
--- a/server/text_generation_server/models/custom_modeling/flash_gemma2_modeling.py
+++ b/server/text_generation_server/models/custom_modeling/flash_gemma2_modeling.py
@@ -189,6 +189,7 @@ class FlashGemma2Attention(torch.nn.Module):
         self.num_key_value_heads = (
             config.num_key_value_heads // weights.process_group.size()
         )
+        self.softcap = config.attn_logit_softcapping
 
         self.query_key_value = load_attention(config, prefix, weights)
 
@@ -246,6 +247,7 @@ class FlashGemma2Attention(torch.nn.Module):
                 self.softmax_scale,
                 causal=self.causal,
                 window_size_left=self.window_size,
+                softcap=self.softcap,
             )
         # Decode
         else:
@@ -259,6 +261,7 @@ class FlashGemma2Attention(torch.nn.Module):
                 block_tables,
                 input_lengths,
                 max_s,
+                softcap=self.softcap,
             )
 
         return self.o_proj(attn_output.view(-1, self.num_heads * self.head_size))
@@ -466,6 +469,8 @@ class FlashGemma2ForCausalLM(torch.nn.Module):
             config=config,
             weights=weights,
         )
+        self.softcap = config.final_logit_softcapping
+        assert isinstance(self.softcap, float)
 
     def forward(
         self,
@@ -495,4 +500,9 @@ class FlashGemma2ForCausalLM(torch.nn.Module):
         if lm_head_indices is not None:
             hidden_states = hidden_states[lm_head_indices]
         logits, speculative_logits = self.lm_head(hidden_states)
+
+        logits /= self.softcap
+        logits = torch.tanh(logits)
+        logits *= self.softcap
+
         return logits, speculative_logits