diff --git a/convert_single.py b/convert_single.py
index aaba197..a0af477 100755
--- a/convert_single.py
+++ b/convert_single.py
@@ -1,3 +1,5 @@
+import time
+
 import pypdfium2 # Needs to be at the top to avoid warnings
 import os
 os.environ["PYTORCH_ENABLE_MPS_FALLBACK"] = "1" # For some reason, transformers decided to use .isin for a simple op, which is not supported on MPS
@@ -20,18 +22,22 @@ def main():
     parser.add_argument("--start_page", type=int, default=None, help="Page to start processing at")
     parser.add_argument("--langs", type=str, help="Languages to use for OCR, comma separated", default=None)
     parser.add_argument("--batch_multiplier", type=int, default=2, help="How much to increase batch sizes")
+    parser.add_argument("--debug", action="store_true", help="Enable debug logging", default=False)
     args = parser.parse_args()
 
     langs = args.langs.split(",") if args.langs else None
 
     fname = args.filename
     model_lst = load_all_models()
+    start = time.time()
     full_text, images, out_meta = convert_single_pdf(fname, model_lst, max_pages=args.max_pages, langs=langs, batch_multiplier=args.batch_multiplier, start_page=args.start_page)
 
     fname = os.path.basename(fname)
     subfolder_path = save_markdown(args.output, fname, full_text, images, out_meta)
 
     print(f"Saved markdown to the {subfolder_path} folder")
+    if args.debug:
+        print(f"Total time: {time.time() - start}")
 
 
 if __name__ == "__main__":
diff --git a/marker/models.py b/marker/models.py
index 5e4f757..ba7b286 100644
--- a/marker/models.py
+++ b/marker/models.py
@@ -3,7 +3,7 @@
 
 
 from marker.postprocessors.editor import load_editing_model
-from surya.model.detection import segformer
+from surya.model.detection.model import load_model as load_detection_model, load_processor as load_detection_processor
 from texify.model.model import load_model as load_texify_model
 from texify.model.processor import load_processor as load_texify_processor
 from marker.settings import settings
@@ -25,11 +25,11 @@ def setup_recognition_model(langs, device=None, dtype=None):
 
 def setup_detection_model(device=None, dtype=None):
     if device:
-        model = segformer.load_model(device=device, dtype=dtype)
+        model = load_detection_model(device=device, dtype=dtype)
     else:
-        model = segformer.load_model()
+        model = load_detection_model()
 
-    processor = segformer.load_processor()
+    processor = load_detection_processor()
     model.processor = processor
     return model
 
@@ -46,10 +46,10 @@ def setup_texify_model(device=None, dtype=None):
 
 def setup_layout_model(device=None, dtype=None):
     if device:
-        model = segformer.load_model(checkpoint=settings.LAYOUT_MODEL_CHECKPOINT, device=device, dtype=dtype)
+        model = load_detection_model(checkpoint=settings.LAYOUT_MODEL_CHECKPOINT, device=device, dtype=dtype)
     else:
-        model = segformer.load_model(checkpoint=settings.LAYOUT_MODEL_CHECKPOINT)
-    processor = segformer.load_processor(checkpoint=settings.LAYOUT_MODEL_CHECKPOINT)
+        model = load_detection_model(checkpoint=settings.LAYOUT_MODEL_CHECKPOINT)
+    processor = load_detection_processor(checkpoint=settings.LAYOUT_MODEL_CHECKPOINT)
     model.processor = processor
     return model
 
diff --git a/marker/settings.py b/marker/settings.py
index 155e813..cd1d191 100644
--- a/marker/settings.py
+++ b/marker/settings.py
@@ -67,7 +67,7 @@ def TORCH_DEVICE_MODEL(self) -> str:
     # Layout model
     SURYA_LAYOUT_DPI: int = 96
     BAD_SPAN_TYPES: List[str] = ["Caption", "Footnote", "Page-footer", "Page-header", "Picture"]
-    LAYOUT_MODEL_CHECKPOINT: str = "vikp/surya_layout2"
+    LAYOUT_MODEL_CHECKPOINT: str = "vikp/surya_layout3"
     BBOX_INTERSECTION_THRESH: float = 0.7 # How much the layout and pdf bboxes need to overlap to be the same
     LAYOUT_BATCH_SIZE: Optional[int] = None # Defaults to 12 for cuda, 6 otherwise
 
@@ -83,10 +83,6 @@ def TORCH_DEVICE_MODEL(self) -> str:
     ENABLE_EDITOR_MODEL: bool = False # The editor model can create false positives
     EDITOR_CUTOFF_THRESH: float = 0.9 # Ignore predictions below this probability
 
-    # Ray
-    RAY_CACHE_PATH: Optional[str] = None # Where to save ray cache
-    RAY_CORES_PER_WORKER: int = 1 # How many cpu cores to allocate per worker
-
     # Debug
     DEBUG: bool = False # Enable debug logging
     DEBUG_DATA_FOLDER: Optional[str] = None
diff --git a/poetry.lock b/poetry.lock
index 709ff53..abbc24c 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -226,13 +226,13 @@ css = ["tinycss2 (>=1.1.0,<1.3)"]
 
 [[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]]
@@ -806,13 +806,13 @@ files = [
 
 [[package]]
 name = "ipykernel"
-version = "6.29.4"
+version = "6.29.5"
 description = "IPython Kernel for Jupyter"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "ipykernel-6.29.4-py3-none-any.whl", hash = "sha256:1181e653d95c6808039c509ef8e67c4126b3b3af7781496c7cbfb5ed938a27da"},
-    {file = "ipykernel-6.29.4.tar.gz", hash = "sha256:3d44070060f9475ac2092b760123fadf105d2e2493c24848b6691a7c4f42af5c"},
+    {file = "ipykernel-6.29.5-py3-none-any.whl", hash = "sha256:afdb66ba5aa354b09b91379bac28ae4afebbb30e8b39510c9690afb7a10421b5"},
+    {file = "ipykernel-6.29.5.tar.gz", hash = "sha256:f093a22c4a40f8828f8e330a9c297cb93dcab13bd9678ded6de8e5cf81c56215"},
 ]
 
 [package.dependencies]
@@ -980,13 +980,13 @@ files = [
 
 [[package]]
 name = "jsonschema"
-version = "4.22.0"
+version = "4.23.0"
 description = "An implementation of JSON Schema validation for Python"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "jsonschema-4.22.0-py3-none-any.whl", hash = "sha256:ff4cfd6b1367a40e7bc6411caec72effadd3db0bbe5017de188f2d6108335802"},
-    {file = "jsonschema-4.22.0.tar.gz", hash = "sha256:5b22d434a45935119af990552c862e5d6d564e8f6601206b305a61fdf661a2b7"},
+    {file = "jsonschema-4.23.0-py3-none-any.whl", hash = "sha256:fbadb6f8b144a8f8cf9f0b89ba94501d143e50411a1278633f56a7acf7fd5566"},
+    {file = "jsonschema-4.23.0.tar.gz", hash = "sha256:d71497fef26351a33265337fa77ffeb82423f3ea21283cd9467bb03999266bc4"},
 ]
 
 [package.dependencies]
@@ -1001,11 +1001,11 @@ rfc3339-validator = {version = "*", optional = true, markers = "extra == \"forma
 rfc3986-validator = {version = ">0.1.0", optional = true, markers = "extra == \"format-nongpl\""}
 rpds-py = ">=0.7.1"
 uri-template = {version = "*", optional = true, markers = "extra == \"format-nongpl\""}
-webcolors = {version = ">=1.11", optional = true, markers = "extra == \"format-nongpl\""}
+webcolors = {version = ">=24.6.0", optional = true, markers = "extra == \"format-nongpl\""}
 
 [package.extras]
 format = ["fqdn", "idna", "isoduration", "jsonpointer (>1.13)", "rfc3339-validator", "rfc3987", "uri-template", "webcolors (>=1.11)"]
-format-nongpl = ["fqdn", "idna", "isoduration", "jsonpointer (>1.13)", "rfc3339-validator", "rfc3986-validator (>0.1.0)", "uri-template", "webcolors (>=1.11)"]
+format-nongpl = ["fqdn", "idna", "isoduration", "jsonpointer (>1.13)", "rfc3339-validator", "rfc3986-validator (>0.1.0)", "uri-template", "webcolors (>=24.6.0)"]
 
 [[package]]
 name = "jsonschema-specifications"
@@ -1732,13 +1732,13 @@ files = [
 
 [[package]]
 name = "nvidia-nvjitlink-cu12"
-version = "12.5.40"
+version = "12.5.82"
 description = "Nvidia JIT LTO Library"
 optional = false
 python-versions = ">=3"
 files = [
-    {file = "nvidia_nvjitlink_cu12-12.5.40-py3-none-manylinux2014_x86_64.whl", hash = "sha256:d9714f27c1d0f0895cd8915c07a87a1d0029a0aa36acaf9156952ec2a8a12189"},
-    {file = "nvidia_nvjitlink_cu12-12.5.40-py3-none-win_amd64.whl", hash = "sha256:c3401dc8543b52d3a8158007a0c1ab4e9c768fcbd24153a48c86972102197ddd"},
+    {file = "nvidia_nvjitlink_cu12-12.5.82-py3-none-manylinux2014_x86_64.whl", hash = "sha256:f9b37bc5c8cf7509665cb6ada5aaa0ce65618f2332b7d3e78e9790511f111212"},
+    {file = "nvidia_nvjitlink_cu12-12.5.82-py3-none-win_amd64.whl", hash = "sha256:e782564d705ff0bf61ac3e1bf730166da66dd2fe9012f111ede5fc49b64ae697"},
 ]
 
 [[package]]
@@ -1859,84 +1859,95 @@ ptyprocess = ">=0.5"
 
 [[package]]
 name = "pillow"
-version = "10.3.0"
+version = "10.4.0"
 description = "Python Imaging Library (Fork)"
 optional = false
 python-versions = ">=3.8"
 files = [
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@@ -2498,104 +2519,104 @@ test = ["pytest (>=6,!=7.0.0,!=7.0.1)", "pytest-cov (>=3.0.0)", "pytest-qt"]
 
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 [package.extras]
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+tests = ["black (>=23.3.0)", "matplotlib (>=3.3.4)", "mypy (>=1.3)", "numpydoc (>=1.2.0)", "pandas (>=1.1.5)", "polars (>=0.19.12)", "pooch (>=1.6.0)", "pyamg (>=4.0.0)", "pyarrow (>=12.0.0)", "pytest (>=7.1.2)", "pytest-cov (>=2.9.0)", "ruff (>=0.0.272)", "scikit-image (>=0.17.2)"]
 
 [[package]]
 name = "scipy"
@@ -3085,18 +3103,18 @@ win32 = ["pywin32"]
 
 [[package]]
 name = "setuptools"
-version = "70.1.1"
+version = "70.3.0"
 description = "Easily download, build, install, upgrade, and uninstall Python packages"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "setuptools-70.1.1-py3-none-any.whl", hash = "sha256:a58a8fde0541dab0419750bcc521fbdf8585f6e5cb41909df3a472ef7b81ca95"},
-    {file = "setuptools-70.1.1.tar.gz", hash = "sha256:937a48c7cdb7a21eb53cd7f9b59e525503aa8abaf3584c730dc5f7a5bec3a650"},
+    {file = "setuptools-70.3.0-py3-none-any.whl", hash = "sha256:fe384da74336c398e0d956d1cae0669bc02eed936cdb1d49b57de1990dc11ffc"},
+    {file = "setuptools-70.3.0.tar.gz", hash = "sha256:f171bab1dfbc86b132997f26a119f6056a57950d058587841a0082e8830f9dc5"},
 ]
 
 [package.extras]
-docs = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "pygments-github-lexers (==0.0.5)", "pyproject-hooks (!=1.1)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-favicon", "sphinx-inline-tabs", "sphinx-lint", "sphinx-notfound-page (>=1,<2)", "sphinx-reredirects", "sphinxcontrib-towncrier"]
-testing = ["build[virtualenv] (>=1.0.3)", "filelock (>=3.4.0)", "importlib-metadata", "ini2toml[lite] (>=0.14)", "jaraco.develop (>=7.21)", "jaraco.envs (>=2.2)", "jaraco.path (>=3.2.0)", "jaraco.test", "mypy (==1.10.0)", "packaging (>=23.2)", "pip (>=19.1)", "pyproject-hooks (!=1.1)", "pytest (>=6,!=8.1.1)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-home (>=0.5)", "pytest-mypy", "pytest-perf", "pytest-ruff (>=0.3.2)", "pytest-subprocess", "pytest-timeout", "pytest-xdist (>=3)", "tomli", "tomli-w (>=1.0.0)", "virtualenv (>=13.0.0)", "wheel"]
+doc = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "pygments-github-lexers (==0.0.5)", "pyproject-hooks (!=1.1)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-favicon", "sphinx-inline-tabs", "sphinx-lint", "sphinx-notfound-page (>=1,<2)", "sphinx-reredirects", "sphinxcontrib-towncrier"]
+test = ["build[virtualenv] (>=1.0.3)", "filelock (>=3.4.0)", "importlib-metadata", "ini2toml[lite] (>=0.14)", "jaraco.develop (>=7.21)", "jaraco.envs (>=2.2)", "jaraco.path (>=3.2.0)", "jaraco.test", "mypy (==1.10.0)", "packaging (>=23.2)", "pip (>=19.1)", "pyproject-hooks (!=1.1)", "pytest (>=6,!=8.1.*)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-home (>=0.5)", "pytest-mypy", "pytest-perf", "pytest-ruff (>=0.3.2)", "pytest-subprocess", "pytest-timeout", "pytest-xdist (>=3)", "tomli", "tomli-w (>=1.0.0)", "virtualenv (>=13.0.0)", "wheel"]
 
 [[package]]
 name = "six"
@@ -3152,13 +3170,13 @@ tests = ["cython", "littleutils", "pygments", "pytest", "typeguard"]
 
 [[package]]
 name = "surya-ocr"
-version = "0.4.14"
+version = "0.4.15"
 description = "OCR, layout, reading order, and line detection in 90+ languages"
 optional = false
 python-versions = "!=2.7.*,!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,!=3.6.*,!=3.7.*,!=3.8.*,>=3.9"
 files = [
-    {file = "surya_ocr-0.4.14-py3-none-any.whl", hash = "sha256:ef887e696cfaea63665bd302f9b680e03ae8eeeeeb4bc6531d27d51c4ee35c40"},
-    {file = "surya_ocr-0.4.14.tar.gz", hash = "sha256:d687fef8f48b5dad2289f8f805abaa6834dcb54de73d9c9ad214bd30f01ec42e"},
+    {file = "surya_ocr-0.4.15-py3-none-any.whl", hash = "sha256:32f4719e10b2f54dccac21f8b2d65e9fde06d41a2c34a47a8c9243a84a0e3cbb"},
+    {file = "surya_ocr-0.4.15.tar.gz", hash = "sha256:17a37ce1ae9c67afa774efac55df5e07a391b84c3aa5f17133acd7b398fc4dbf"},
 ]
 
 [package.dependencies]
@@ -3176,17 +3194,20 @@ transformers = ">=4.41.0,<5.0.0"
 
 [[package]]
 name = "sympy"
-version = "1.12.1"
+version = "1.13.0"
 description = "Computer algebra system (CAS) in Python"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "sympy-1.12.1-py3-none-any.whl", hash = "sha256:9b2cbc7f1a640289430e13d2a56f02f867a1da0190f2f99d8968c2f74da0e515"},
-    {file = "sympy-1.12.1.tar.gz", hash = "sha256:2877b03f998cd8c08f07cd0de5b767119cd3ef40d09f41c30d722f6686b0fb88"},
+    {file = "sympy-1.13.0-py3-none-any.whl", hash = "sha256:6b0b32a4673fb91bd3cac3b55406c8e01d53ae22780be467301cc452f6680c92"},
+    {file = "sympy-1.13.0.tar.gz", hash = "sha256:3b6af8f4d008b9a1a6a4268b335b984b23835f26d1d60b0526ebc71d48a25f57"},
 ]
 
 [package.dependencies]
-mpmath = ">=1.1.0,<1.4.0"
+mpmath = ">=1.1.0,<1.4"
+
+[package.extras]
+dev = ["hypothesis (>=6.70.0)", "pytest (>=7.1.0)"]
 
 [[package]]
 name = "tabulate"
@@ -3526,13 +3547,13 @@ test = ["argcomplete (>=3.0.3)", "mypy (>=1.7.0)", "pre-commit", "pytest (>=7.0,
 
 [[package]]
 name = "transformers"
-version = "4.42.3"
+version = "4.42.4"
 description = "State-of-the-art Machine Learning for JAX, PyTorch and TensorFlow"
 optional = false
 python-versions = ">=3.8.0"
 files = [
-    {file = "transformers-4.42.3-py3-none-any.whl", hash = "sha256:a61a0df9609b7d69229d941b2fd857c841ba3043d6da503d0da1a4b133f65b92"},
-    {file = "transformers-4.42.3.tar.gz", hash = "sha256:7539873ff45809145265cbc94ea4619d2713c41ceaa277b692d8b0be3430f7eb"},
+    {file = "transformers-4.42.4-py3-none-any.whl", hash = "sha256:6d59061392d0f1da312af29c962df9017ff3c0108c681a56d1bc981004d16d24"},
+    {file = "transformers-4.42.4.tar.gz", hash = "sha256:f956e25e24df851f650cb2c158b6f4352dfae9d702f04c113ed24fc36ce7ae2d"},
 ]
 
 [package.dependencies]
@@ -3750,4 +3771,4 @@ test = ["big-O", "importlib-resources", "jaraco.functools", "jaraco.itertools",
 [metadata]
 lock-version = "2.0"
 python-versions = ">=3.9,<3.13,!=3.9.7"
-content-hash = "ad55434e99c30ecc55ce1f68a82aea8b9354b7fb9189a0117372511cc1dcbabb"
+content-hash = "555e4829eaa849c175de3ee87ca3941b737533728b4196c9d224db2ee39e6e85"
diff --git a/pyproject.toml b/pyproject.toml
index 4ef3b68..2df0194 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,6 +1,6 @@
 [tool.poetry]
 name = "marker-pdf"
-version = "0.2.15"
+version = "0.2.16"
 description = "Convert PDF to markdown with high speed and accuracy."
 authors = ["Vik Paruchuri <github@vikas.sh>"]
 readme = "README.md"
@@ -19,7 +19,7 @@ include = [
 
 [tool.poetry.dependencies]
 python = ">=3.9,<3.13,!=3.9.7"
-scikit-learn = "^1.3.2"
+scikit-learn = "^1.3.2,<=1.4.2"
 Pillow = "^10.1.0"
 pydantic = "^2.4.2"
 pydantic-settings = "^2.0.3"
@@ -32,7 +32,7 @@ tabulate = "^0.9.0"
 ftfy = "^6.1.1"
 texify = "^0.1.10"
 rapidfuzz = "^3.8.1"
-surya-ocr = "^0.4.14"
+surya-ocr = "^0.4.15"
 filetype = "^1.2.0"
 regex = "^2024.4.28"
 pdftext = "^0.3.10"